diff --git a/bloom.ipynb b/bloom.ipynb
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--- /dev/null
+++ b/bloom.ipynb
@@ -0,0 +1,30474 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a470918d-70ac-49b5-8700-afea5209728e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Projet de data sciences, reconnaître les évènements de pêche\n",
+    "# Trajectoire de bateaux en time series \n",
+    "# 4 à 5 types de pêches: évènements à caractériser par une réduction de la vitesse et des déplacements spécifiques et dans le même secteur\n",
+    "# Ajouter une appli qui présente les trajectoires potentiellement de pêche et qui permet de cliquer sur un oui ou non afin de labeller \n",
+    "# pour un apprentissage supervisé (garder la trajectoire en entier, détecter début et fin de trajectoire, colorer avec vitesse les portion de trajectoire potentiellement de pêche)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "428d600a-2a49-4c72-9a17-251ba86f5da9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d513c704-b6c7-4d49-86d0-171350f8d806",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = '/Users/sarahlenet/Desktop/Bloom/spire_ais_data_13042024/'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "3d6110e3-1581-4a9b-8f77-1e40ee2ba8aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv(path + 'spire_ais_data_FR_13042024.csv', sep = ';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5a615a96-fe9d-403e-abbd-bebb18df7f98",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>spire_update_statement</th>\n",
+       "      <th>vessel_ais_class</th>\n",
+       "      <th>vessel_flag</th>\n",
+       "      <th>vessel_name</th>\n",
+       "      <th>vessel_callsign</th>\n",
+       "      <th>vessel_timestamp</th>\n",
+       "      <th>vessel_update_timestamp</th>\n",
+       "      <th>vessel_ship_type</th>\n",
+       "      <th>vessel_sub_ship_type</th>\n",
+       "      <th>...</th>\n",
+       "      <th>position_rot</th>\n",
+       "      <th>position_speed</th>\n",
+       "      <th>position_timestamp</th>\n",
+       "      <th>position_update_timestamp</th>\n",
+       "      <th>voyage_destination</th>\n",
+       "      <th>voyage_draught</th>\n",
+       "      <th>voyage_eta</th>\n",
+       "      <th>voyage_timestamp</th>\n",
+       "      <th>voyage_update_timestamp</th>\n",
+       "      <th>created_at</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>880345</td>\n",
+       "      <td>2024-04-01 22:39:20.172+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V TH0MAS NICOLAS 2</td>\n",
+       "      <td>FKDT</td>\n",
+       "      <td>2024-04-01 07:11:28+00</td>\n",
+       "      <td>2024-04-01 07:23:22.164+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.2</td>\n",
+       "      <td>2024-04-01 22:21:53+00</td>\n",
+       "      <td>2024-04-01 22:39:20.172+00</td>\n",
+       "      <td>LE HAVRE</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2024-04-01 07:11:28+00</td>\n",
+       "      <td>2024-04-01 07:23:22.164+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>880354</td>\n",
+       "      <td>2024-04-11 19:08:38.909+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V EMERAUDE</td>\n",
+       "      <td>FJVO</td>\n",
+       "      <td>2024-04-11 03:51:45+00</td>\n",
+       "      <td>2024-04-11 04:05:59.937+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.5</td>\n",
+       "      <td>2024-04-11 19:06:55+00</td>\n",
+       "      <td>2024-04-11 19:08:38.909+00</td>\n",
+       "      <td>ALESUND (NOAES)</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>2024-04-13 14:00:00+00</td>\n",
+       "      <td>2024-04-11 17:01:12+00</td>\n",
+       "      <td>2024-04-11 17:01:23.54+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>880361</td>\n",
+       "      <td>2024-04-11 19:15:44.77+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V LE MARMOUSET 3</td>\n",
+       "      <td>FJZH</td>\n",
+       "      <td>2024-04-11 05:45:46+00</td>\n",
+       "      <td>2024-04-11 05:45:56.461+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2024-04-11 19:15:35+00</td>\n",
+       "      <td>2024-04-11 19:15:44.77+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2024-04-11 13:40:07+00</td>\n",
+       "      <td>2024-04-11 13:40:17.582+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>880392</td>\n",
+       "      <td>2024-04-11 17:51:47.037+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V RADOCHE TERCERO</td>\n",
+       "      <td>FIDH</td>\n",
+       "      <td>2024-04-11 02:25:02+00</td>\n",
+       "      <td>2024-04-11 02:25:21.662+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2024-04-11 17:21:44+00</td>\n",
+       "      <td>2024-04-11 17:51:47.037+00</td>\n",
+       "      <td>CORUNA</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>2024-06-07 00:00:00+00</td>\n",
+       "      <td>2024-04-10 23:55:01+00</td>\n",
+       "      <td>2024-04-10 23:55:21.412+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>880395</td>\n",
+       "      <td>2024-04-11 19:13:05.443+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V LA TRINITE</td>\n",
+       "      <td>FAE9935</td>\n",
+       "      <td>2024-04-11 06:05:38+00</td>\n",
+       "      <td>2024-04-11 06:15:02.681+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17.856115</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>2024-04-11 19:03:46+00</td>\n",
+       "      <td>2024-04-11 19:13:05.443+00</td>\n",
+       "      <td>BOULOGNE/MER</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2024-04-11 06:05:38+00</td>\n",
+       "      <td>2024-04-11 06:15:02.681+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21723</th>\n",
+       "      <td>1171270</td>\n",
+       "      <td>2024-04-13 19:08:13.705+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V CAP BOJADOR</td>\n",
+       "      <td>FGPI</td>\n",
+       "      <td>2024-04-13 04:11:12+00</td>\n",
+       "      <td>2024-04-13 04:11:22.206+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>2024-04-13 18:57:38+00</td>\n",
+       "      <td>2024-04-13 19:08:13.705+00</td>\n",
+       "      <td>ABIDJAN</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2024-02-27 07:00:00+00</td>\n",
+       "      <td>2024-04-12 21:11:12+00</td>\n",
+       "      <td>2024-04-12 21:13:36.064+00</td>\n",
+       "      <td>2024-04-13 19:20:03.221582+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21724</th>\n",
+       "      <td>1171274</td>\n",
+       "      <td>2024-04-13 19:20:12.416+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V JULIEN COLEOU</td>\n",
+       "      <td>FHEV</td>\n",
+       "      <td>2024-04-13 01:17:52+00</td>\n",
+       "      <td>2024-04-13 01:18:08.788+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2024-04-13 19:20:02+00</td>\n",
+       "      <td>2024-04-13 19:20:12.416+00</td>\n",
+       "      <td>LORIENT</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>2024-04-12 06:00:00+00</td>\n",
+       "      <td>2024-04-13 00:59:53+00</td>\n",
+       "      <td>2024-04-13 01:00:06.017+00</td>\n",
+       "      <td>2024-04-13 19:20:03.221582+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21725</th>\n",
+       "      <td>1171280</td>\n",
+       "      <td>2024-04-13 18:55:35.736+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V MELODIE</td>\n",
+       "      <td>FPSR</td>\n",
+       "      <td>2024-04-11 01:45:05+00</td>\n",
+       "      <td>2024-04-11 01:45:23.209+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.2</td>\n",
+       "      <td>2024-04-13 17:26:50.581+00</td>\n",
+       "      <td>2024-04-13 18:55:35.736+00</td>\n",
+       "      <td>VHF CH 16/77</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2024-04-11 01:45:05+00</td>\n",
+       "      <td>2024-04-11 01:45:23.209+00</td>\n",
+       "      <td>2024-04-13 19:20:03.221582+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21726</th>\n",
+       "      <td>1171319</td>\n",
+       "      <td>2024-03-16 06:35:50.753+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V GLENAN</td>\n",
+       "      <td>FMHD</td>\n",
+       "      <td>2024-03-15 07:27:13+00</td>\n",
+       "      <td>2024-03-15 10:06:44.513+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2024-03-16 02:20:40+00</td>\n",
+       "      <td>2024-03-16 06:35:50.753+00</td>\n",
+       "      <td>MAHE</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>2024-03-03 00:00:00+00</td>\n",
+       "      <td>2024-03-15 07:27:13+00</td>\n",
+       "      <td>2024-03-15 10:06:44.513+00</td>\n",
+       "      <td>2024-04-13 19:20:03.221582+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21727</th>\n",
+       "      <td>1171321</td>\n",
+       "      <td>2024-04-13 19:06:05.586+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>F/V AGORRETA</td>\n",
+       "      <td>FGOO</td>\n",
+       "      <td>2024-04-13 06:12:02+00</td>\n",
+       "      <td>2024-04-13 06:18:13.931+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>10.1</td>\n",
+       "      <td>2024-04-13 19:03:02+00</td>\n",
+       "      <td>2024-04-13 19:06:05.586+00</td>\n",
+       "      <td>CH13-CH77 NETS</td>\n",
+       "      <td>25.5</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2024-04-12 21:36:06+00</td>\n",
+       "      <td>2024-04-12 21:40:23.446+00</td>\n",
+       "      <td>2024-04-13 19:20:03.221582+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>21728 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            id      spire_update_statement vessel_ais_class vessel_flag  \\\n",
+       "0       880345  2024-04-01 22:39:20.172+00                A          FR   \n",
+       "1       880354  2024-04-11 19:08:38.909+00                A          FR   \n",
+       "2       880361   2024-04-11 19:15:44.77+00                A          FR   \n",
+       "3       880392  2024-04-11 17:51:47.037+00                A          FR   \n",
+       "4       880395  2024-04-11 19:13:05.443+00                A          FR   \n",
+       "...        ...                         ...              ...         ...   \n",
+       "21723  1171270  2024-04-13 19:08:13.705+00                A          FR   \n",
+       "21724  1171274  2024-04-13 19:20:12.416+00                A          FR   \n",
+       "21725  1171280  2024-04-13 18:55:35.736+00                A          FR   \n",
+       "21726  1171319  2024-03-16 06:35:50.753+00                A          FR   \n",
+       "21727  1171321  2024-04-13 19:06:05.586+00                A          FR   \n",
+       "\n",
+       "                vessel_name vessel_callsign        vessel_timestamp  \\\n",
+       "0      F/V TH0MAS NICOLAS 2            FKDT  2024-04-01 07:11:28+00   \n",
+       "1              F/V EMERAUDE            FJVO  2024-04-11 03:51:45+00   \n",
+       "2        F/V LE MARMOUSET 3            FJZH  2024-04-11 05:45:46+00   \n",
+       "3       F/V RADOCHE TERCERO            FIDH  2024-04-11 02:25:02+00   \n",
+       "4            F/V LA TRINITE         FAE9935  2024-04-11 06:05:38+00   \n",
+       "...                     ...             ...                     ...   \n",
+       "21723       F/V CAP BOJADOR            FGPI  2024-04-13 04:11:12+00   \n",
+       "21724     F/V JULIEN COLEOU            FHEV  2024-04-13 01:17:52+00   \n",
+       "21725           F/V MELODIE            FPSR  2024-04-11 01:45:05+00   \n",
+       "21726            F/V GLENAN            FMHD  2024-03-15 07:27:13+00   \n",
+       "21727          F/V AGORRETA            FGOO  2024-04-13 06:12:02+00   \n",
+       "\n",
+       "          vessel_update_timestamp vessel_ship_type vessel_sub_ship_type  ...  \\\n",
+       "0      2024-04-01 07:23:22.164+00          FISHING                  NaN  ...   \n",
+       "1      2024-04-11 04:05:59.937+00          FISHING              FISHING  ...   \n",
+       "2      2024-04-11 05:45:56.461+00          FISHING                  NaN  ...   \n",
+       "3      2024-04-11 02:25:21.662+00          FISHING                  NaN  ...   \n",
+       "4      2024-04-11 06:15:02.681+00          FISHING                  NaN  ...   \n",
+       "...                           ...              ...                  ...  ...   \n",
+       "21723  2024-04-13 04:11:22.206+00          FISHING                  NaN  ...   \n",
+       "21724  2024-04-13 01:18:08.788+00          FISHING                  NaN  ...   \n",
+       "21725  2024-04-11 01:45:23.209+00          FISHING                  NaN  ...   \n",
+       "21726  2024-03-15 10:06:44.513+00          FISHING                  NaN  ...   \n",
+       "21727  2024-04-13 06:18:13.931+00          FISHING                  NaN  ...   \n",
+       "\n",
+       "       position_rot  position_speed          position_timestamp  \\\n",
+       "0               NaN            10.2      2024-04-01 22:21:53+00   \n",
+       "1          0.000000            14.5      2024-04-11 19:06:55+00   \n",
+       "2          0.000000             0.0      2024-04-11 19:15:35+00   \n",
+       "3          0.000000             3.0      2024-04-11 17:21:44+00   \n",
+       "4         17.856115             4.3      2024-04-11 19:03:46+00   \n",
+       "...             ...             ...                         ...   \n",
+       "21723      0.000000             9.5      2024-04-13 18:57:38+00   \n",
+       "21724      0.000000             0.0      2024-04-13 19:20:02+00   \n",
+       "21725      0.000000             1.2  2024-04-13 17:26:50.581+00   \n",
+       "21726      0.000000             0.0      2024-03-16 02:20:40+00   \n",
+       "21727      0.000000            10.1      2024-04-13 19:03:02+00   \n",
+       "\n",
+       "        position_update_timestamp voyage_destination voyage_draught  \\\n",
+       "0      2024-04-01 22:39:20.172+00           LE HAVRE            4.0   \n",
+       "1      2024-04-11 19:08:38.909+00    ALESUND (NOAES)            7.5   \n",
+       "2       2024-04-11 19:15:44.77+00                NaN            3.6   \n",
+       "3      2024-04-11 17:51:47.037+00             CORUNA            4.5   \n",
+       "4      2024-04-11 19:13:05.443+00       BOULOGNE/MER            3.5   \n",
+       "...                           ...                ...            ...   \n",
+       "21723  2024-04-13 19:08:13.705+00            ABIDJAN            6.7   \n",
+       "21724  2024-04-13 19:20:12.416+00            LORIENT            4.5   \n",
+       "21725  2024-04-13 18:55:35.736+00       VHF CH 16/77            NaN   \n",
+       "21726  2024-03-16 06:35:50.753+00               MAHE            7.5   \n",
+       "21727  2024-04-13 19:06:05.586+00     CH13-CH77 NETS           25.5   \n",
+       "\n",
+       "                   voyage_eta        voyage_timestamp  \\\n",
+       "0                         NaN  2024-04-01 07:11:28+00   \n",
+       "1      2024-04-13 14:00:00+00  2024-04-11 17:01:12+00   \n",
+       "2                         NaN  2024-04-11 13:40:07+00   \n",
+       "3      2024-06-07 00:00:00+00  2024-04-10 23:55:01+00   \n",
+       "4                         NaN  2024-04-11 06:05:38+00   \n",
+       "...                       ...                     ...   \n",
+       "21723  2024-02-27 07:00:00+00  2024-04-12 21:11:12+00   \n",
+       "21724  2024-04-12 06:00:00+00  2024-04-13 00:59:53+00   \n",
+       "21725                     NaN  2024-04-11 01:45:05+00   \n",
+       "21726  2024-03-03 00:00:00+00  2024-03-15 07:27:13+00   \n",
+       "21727                     NaN  2024-04-12 21:36:06+00   \n",
+       "\n",
+       "          voyage_update_timestamp                     created_at  \n",
+       "0      2024-04-01 07:23:22.164+00  2024-04-11 19:20:02.512986+00  \n",
+       "1       2024-04-11 17:01:23.54+00  2024-04-11 19:20:02.512986+00  \n",
+       "2      2024-04-11 13:40:17.582+00  2024-04-11 19:20:02.512986+00  \n",
+       "3      2024-04-10 23:55:21.412+00  2024-04-11 19:20:02.512986+00  \n",
+       "4      2024-04-11 06:15:02.681+00  2024-04-11 19:20:02.512986+00  \n",
+       "...                           ...                            ...  \n",
+       "21723  2024-04-12 21:13:36.064+00  2024-04-13 19:20:03.221582+00  \n",
+       "21724  2024-04-13 01:00:06.017+00  2024-04-13 19:20:03.221582+00  \n",
+       "21725  2024-04-11 01:45:23.209+00  2024-04-13 19:20:03.221582+00  \n",
+       "21726  2024-03-15 10:06:44.513+00  2024-04-13 19:20:03.221582+00  \n",
+       "21727  2024-04-12 21:40:23.446+00  2024-04-13 19:20:03.221582+00  \n",
+       "\n",
+       "[21728 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ce835920-fefb-4e6b-a78a-28e0c297b01c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'spire_update_statement', 'vessel_ais_class', 'vessel_flag',\n",
+       "       'vessel_name', 'vessel_callsign', 'vessel_timestamp',\n",
+       "       'vessel_update_timestamp', 'vessel_ship_type', 'vessel_sub_ship_type',\n",
+       "       'vessel_mmsi', 'vessel_imo', 'vessel_width', 'vessel_length',\n",
+       "       'position_accuracy', 'position_collection_type', 'position_course',\n",
+       "       'position_heading', 'position_latitude', 'position_longitude',\n",
+       "       'position_maneuver', 'position_navigational_status', 'position_rot',\n",
+       "       'position_speed', 'position_timestamp', 'position_update_timestamp',\n",
+       "       'voyage_destination', 'voyage_draught', 'voyage_eta',\n",
+       "       'voyage_timestamp', 'voyage_update_timestamp', 'created_at'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1f982009-3b92-418f-bce1-742798b9be10",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x137a64350>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "sns.displot(data = df, x = 'position_speed')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "988f03ad-fc5f-4860-983a-ab41846f13a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "position = pd.read_csv(path + 'spire_ais_data_13042024.csv', sep = ';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "ff691256-a1a1-453a-bd0a-6e87556d4339",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'spire_update_statement', 'vessel_ais_class', 'vessel_flag',\n",
+       "       'vessel_name', 'vessel_callsign', 'vessel_timestamp',\n",
+       "       'vessel_update_timestamp', 'vessel_ship_type', 'vessel_sub_ship_type',\n",
+       "       'vessel_mmsi', 'vessel_imo', 'vessel_width', 'vessel_length',\n",
+       "       'position_accuracy', 'position_collection_type', 'position_course',\n",
+       "       'position_heading', 'position_latitude', 'position_longitude',\n",
+       "       'position_maneuver', 'position_navigational_status', 'position_rot',\n",
+       "       'position_speed', 'position_timestamp', 'position_update_timestamp',\n",
+       "       'voyage_destination', 'voyage_draught', 'voyage_eta',\n",
+       "       'voyage_timestamp', 'voyage_update_timestamp', 'created_at'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "position.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "6b665a84-8969-42dd-9152-be36d6a82985",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_name = df.vessel_name.loc[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "887847d6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = df.sort_values('position_timestamp')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "68c41593-dbec-4f97-ad5c-0e6b2cec97ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_first_name = df[df['vessel_name'] == first_name]\n",
+    "df_second_name = df[df['vessel_name'] == 'F/V EMERAUDE']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "31f3b1cb-0261-4805-b984-001e0a5f5794",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(x = 'position_speed', data = df_first_name);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "e116dcb5-ef42-4600-b5a5-c1ba01588f36",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(x = 'position_speed', data = df_second_name);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "697c7e76-0b02-4e8a-aec8-12cef8d707ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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VZQEAgCDCu4EAAIDf2XKdFQAAAG8QVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK0RVgAAgK1ZGlby8vJ06aWXKjY2Vp07d9ZNN92kL7/8ssE5hmEoJydHycnJio6OVkZGhrZs2WJlWQAAIIhYGlaWL1+u+++/X6tXr1ZRUZFqamqUmZmpI0eOuM6ZNWuWZs+erYKCAhUXFysxMVHDhw9XRUWFlaUBAIAg4TAMw/DXh3377bfq3Lmzli9frquuukqGYSg5OVnZ2dl6/PHHJUlVVVVKSEjQr371K913332nbbO8vFzx8fEqKytTXFyc1V0AAAAm8OT7269zVsrKyiRJHTp0kCTt2rVLJSUlyszMdJ3jdDo1ePBgrVq1qsk2qqqqVF5e3mADAAChy29hxTAMTZo0SVdeeaXS09MlSSUlJZKkhISEBucmJCS4jp0qLy9P8fHxri0lJcXawgEAQED5LaxMnDhRGzdu1Ouvv97omMPhaPCzYRiN9tWbMmWKysrKXNu+ffssqRcAANhDhD8+5IEHHtCiRYu0YsUKdenSxbU/MTFR0okRlqSkJNf+0tLSRqMt9ZxOp5xOp7UFAwAA27B0ZMUwDE2cOFFvvfWW3n//faWmpjY4npqaqsTERBUVFbn2VVdXa/ny5Ro4cKCVpQEAgCBh6cjK/fffrwULFujvf/+7YmNjXfNQ4uPjFR0dLYfDoezsbOXm5iotLU1paWnKzc1VTEyMRo8ebWVpAAAgSFgaVubMmSNJysjIaLB/3rx5Gjt2rCTpscceU2VlpSZMmKBDhw6pf//+KiwsVGxsrJWlAQCAIOHXdVaswDorAAAEH9uuswIAAOApwgoAALA1wgoAALA1wgoAALA1wgoAALA1wgoAALA1wgoAALA1wgoAALA1v7zIEABgH4eP1eiBvxbrs90/Sg6HLkvtoBdu66N2UXwlwJ5YwRYAWpEbClZq49flTR5LO7ONiv43088VobViBVsAQCMtBRVJ2v79cXWfvFjdJy/Wpr1lfqwMaBlhBQBagcPHaloMKqca+eJH6j55sYUVAe4jrABAK/DwG+u9uo7AAjsgrABAK7D3UKXX195U8LGeeGeTKqtrTawIcB9hBQBaga7to72+dsPXP+ovq/fqgl++q7GvrDKxKsA9hBUAaAV+e+slprTz4fZDOn8at4bgX4QVAGgF2kVFqFcXc5Z3qKqVLnhiiSltAe4grABAK7Fo4iDTAkvlcUNX5P7LlLaA0yGsAEArsmjiIG3OuUYOE9raX16lq2a9b0JLQMsIKwDQyrSLitCu/Cx9/NjVPre194dKPfWPLSZUBTSPsAIArdRZHaK1Oz9LKx4d4lM7f/p4t6pr6kyqCmiMdwMBABoY+uv3tOO7Yx5dExMZpq1PjbCoIoQi3g0EAPDa0mzPR1qOVtfpzbVfW1ANQFgBAJwiMiJMd1/ZzePrHvm/n6u2LqgH62FThBUAQCNPXJ+u9OR2Hl93OY8zwwKEFQBAk/754GD16OzZMv3fHq5W2dHjFlWE1oqwAgBo1ruTrla4h4uyDMkttKYYtFqEFQBAi7Y97dlTPj/USNf/bqVF1aA1IqwAAFoUGRGmOwd08eiazQfKdeGMdy2qCK0NYQUAcFpP33ixx9ccqarVeVMX84QQfEZYAQC45bX/uczja6rrpHOmLlH3yYv14cZvLKgKrQFhBQDglit7dvLp+rEL1qj75MUmVYPWhLACAHDb7vwsn9sgsMBThBUAgEd25F6nqAjfvj64JQRPWBpWVqxYoZEjRyo5OVkOh0PvvPNOg+OGYSgnJ0fJycmKjo5WRkaGtmzhVeMAYGfhYQ7N/nlvn9oYu2CNOcWgVbA0rBw5ckQXX3yxCgoKmjw+a9YszZ49WwUFBSouLlZiYqKGDx+uiooKK8sCAPjoul5JuqZnQqDLQCthaVgZMWKEnnnmGd18882NjhmGoeeee07Tpk3TzTffrPT0dM2fP19Hjx7VggULrCwLAGCCF+/oG+gS0EoEbM7Krl27VFJSoszMTNc+p9OpwYMHa9WqVc1eV1VVpfLy8gYbAMD/wsMcKhjV26tr2zBjEh4I2P8uJSUlkqSEhIbDiAkJCa5jTcnLy1N8fLxrS0lJsbROAEDzru99lob37OzxdYXZGeYXg5AV8GzrcDR8Q5ZhGI32nWzKlCkqKytzbfv27bO6RABAC+b+z6W6d1Cq2+eHOaTUzm0trAihJiJQH5yYmCjpxAhLUlKSa39paWmj0ZaTOZ1OOZ1Oy+sDALhvWlZP/e81PfTKRzv0+ic7tbespsnzwhzSzjzf12ppLZpak8aMtW6CTcBGVlJTU5WYmKiioiLXvurqai1fvlwDBw4MVFkAAC9FRoRpfEaaVky5Rrvzs/TBpAw5w0+MlDvDHfpgUgZBxQPNLZ7XGhfVs3Rk5fDhw/rqq69cP+/atUsbNmxQhw4d1LVrV2VnZys3N1dpaWlKS0tTbm6uYmJiNHr0aCvLAgD4QWrntvpy5nWBLiMonS6QdJ+8uFWNsFgaVtasWaMhQ4a4fp40aZIkacyYMfrzn/+sxx57TJWVlZowYYIOHTqk/v37q7CwULGxsVaWBQCAbbk7ctKaAovDMIygfnd3eXm54uPjVVZWpri4uECXAwCATzy5zbN68lAlnhFlYTXW8eT7O+BPAwEAAO9cnv9eoEvwC8IKAABBrOTHY4EuwXKEFQAAgtiQZ0N/dIWwAgCAjax4dMjpTzpJZa1UWxfU009Pi7ACAICNdO0Y4/E1E/6yxoJK7IOwAgCAzayePNSj85dtK1V1TZ1F1QQeYQUAAJvx5nHkR/623rTPr6yu1RPvbNKdr3yqJ97ZpMrqWtPa9gbrrAAAYEOzlm3Rix/s9uiaHbnXKTys+ZcBu+PeV4tVtLW00f6+3c7Q3+4b6HP79VhnBQCAIJc99AKPr7mxYKVPn9lcUJGktXt+VM9fvqt3Nx/06TO8QVgBAMCGIiPC1MbDQYzNByq8vmVTWV3bbFCpV1VTp/GvrfN7YLH03UAAADS1fHxreaeNr7yZMpsx6z19Oj3T4+umv7PRrfMMSU/+Y6uG90w07ZbQ6RBWAACWae49N6H8Er7Dx2r04II1+mzXD6o8bijsp3sYtXWSHJIMKbqNFBURroqqWskhRUaEKyk+Sj/r00V3XXm2IiNOXFTrxazSbw4fV2V1raIjwz26btGGA26fe7DsmD7b9YMGnHOmp+V5hQm2AABLuPNCvlALLDcUrNTGr8tNaSsyXPL2IZwwSTs9/LX15AWKkvT8qN66sfdZHl1zMk++vxlZAQCYzt0vvmAcYWnutpaZQUXyPqhIJ24fvf7pHt3Wv5tp9Zyqc6z/3vZMWAEAwE0t3daymylvb9aUtzerTZjkcJwYbTGME7ejwsIdah/TRj0S2qnyeK0+21PmcfuXpXYwv+hmEFYAAHCDHQOJO443NUu31tA3FdX6puIHr9pMiY/02+RaiUeXAQA4rWANKlb550MZfv08wgoAAHBbp3aRio9p49fPJKwAAEzn7qTZYJtcC2n11GF+/0zCCgAgYOx+e+XwsRrdO7840GXYxvOjevt1rko9JtgCAEzjTfiw6+PL1/9uuTYfOBzoMmwj/aw4n9ZV8QVhBQBgCruPknji0meK9O3hao+v252f5dEKtocqa71aUt/fOrZto38+MChgn09YAQD4LJSCypOLtngdVCSpXVSE/nTX5W5fV11Tp1c+2qH/t2afDvxYqZqf0ovDIYU7pDCHVFsrHQtQqrkwqa0W+/npn1MRVgAAPgmloFJdU6d5q3Z7fN2dl3fVna98qu5nxmjqdT09ei9PZESYxmekaXxG2mnP9fev9e9+frFu6NPFr5/ZFMIKAAA/uW3uKrfPbRMmZfTorKKtpfrL6r2SpJXbpb+s3quhPTrrlbGXml7fgJQYfbLvqOnt1osIk85LiNWjmT00+PxOAZlM2xTCCgAgoOwyuba6pk5rPVh2/nidVLS1tMlj731RqsGz3tfyx642qzxJ0ty7Byk9Z5mpbUpSfFS4iqdnut72bDf2rAoA0CrYJahI0nW/MTcE7PmhUnfO/cTUNttFReiis1p+Q7E3yo7V6h+fHzC9XbM4DMMwAl2ELzx5xTQAwHzezqMIdFDx1/yP9jERWv/La0xt09unlU7npTv66Nr0JNPbbYon39+MrAAAfOJN6GgtQUWSDh2t0dmTF6uyuta0NounD9eYgSmmtVdv/GvrVFtnvzEMRlYAAKY4XQAIdECpF8inl87tFKMlDw02bW5IdU2dzpu+1JS26nWOjdRn04ab2mZTGFkBAPhdS2GEoHLCV98e1XnTl+qpf2wxpb3IiDDtzs9SGxMf2imtqNbb6/ab16AJGFkBALQaZoWVzTnXqNeTy+TLHZPIMIeKpw837Q3Ge787qqt+/YEpbTkjwrT1qWstfXSZkRUAACxyRlSY2kVF6Le39vapneo6Qxc/VahBs943pa6uHWN0WfczTGmrqqZOn+36wZS2zEBYAQDAAx9NPjGf48beZ6lXF99H9Pf9UKnzpi0xZWLra/cM8LmNeqUVx0xry1eEFQAA3HT2GSdGVeotmjhIQ87v6HO71bWGzpm6RA8tXKfqGu9fAhQZEaZfDOzucz2S1Dk2ypR2zGCLsPLiiy8qNTVVUVFR6tu3r1auXBnokgAAaOT9ySMa7Zv3i/4act6ZprT/9w0Hdd70pXpykfcTcGfccKE6tYv0uZb/82qxz22YJeBh5Y033lB2dramTZum9evXa9CgQRoxYoT27t0b6NIAACHEl8m1DrX8RNO8uy435ZaQq71Vu9UrZ5nXt4aKp/v+6HFFVa16WbC0vzcCHlZmz56tu+++W/fcc48uuOACPffcc0pJSdGcOXMCXRoAIET4+hTQLjcevV40cZB+9/OLffqck5Ufq9E5U5fozbVfe3X9B5MyTKnh2/Iqn9vxVUDDSnV1tdauXavMzMwG+zMzM7VqVdNvvqyqqlJ5eXmDDQCA5ny09Vufrp86LNXtc2/o00U7cq/T/F9cqshwnz7W5ZH/+7lXoyxfHTTn+/HyvH+Z0o4vAhpWvvvuO9XW1iohIaHB/oSEBJWUlDR5TV5enuLj411bSor5yw0DAELHHa9+5tP1uf/a5dH54WEODT6/s/49M0u/uKKrT59dz5tRlglvrDPls2sNqezocVPa8lbAbwNJksPRcNEZwzAa7as3ZcoUlZWVubZ9+/b5o0QAQBAK9Iq1M0ZepH8/M0LREeYsrubuKEtlda2Oe/9QUSN3/dm3wOergIaVjh07Kjw8vNEoSmlpaaPRlnpOp1NxcXENNgAA7CoyIkzbnrnOtBcP1o+y/H1D80viT/nbelM+q96BssCuuRLQsBIZGam+ffuqqKiowf6ioiINHDgwQFUBAMzUffLiRlsw+ePP+5jSzpM39NK/nxmhNiZ98z60cINGvtD0Uh/vbP7GnA/5SXJ8YNdcCfhtoEmTJumPf/yj/vSnP2nbtm16+OGHtXfvXo0bNy7QpQEAfNRcMAmmwDKsT5JpbUVGhGl7bpaGnNfBlPY27S/XpU8XmrL6bUv+NPYyS9s/nYCHlVtvvVXPPfecnnrqKfXu3VsrVqzQkiVL1K1bt0CXBgDwwekCSTAEFqveFj3vrgHa9tS1uuJs30PLt0eO65ypS/TGZ9bN4TTrZYve4q3LAADTeRJErAoE9bwNRVbXVa+2zlDP6UtUZcKE2Og2Ydr29AhTg+BzN6brpgHmDyDw1mUAAH7iaeh49Y5L/RZUpBOPOn9p0q2hyuN1umjGu3rxZvMWp7MiqHgq4vSnAAAQ3HbnZzU52uDPUHI68+4aoMrqWvXKedenx44rqmp1aY9OptRkl18fwgoAoFWwyxdvS6Ijw7U9N0szFm3U/FXez0HJfG55swHNXXb69SKsAACC3tmTF+vkwYgwSTtt9GXrqSdv6KVp16XrvOlLvbr+0NHjPj0hZKegIjFnBQAQ5LqfElQkqU7B8bRRSyIjwrQ7P0vnd/JujZNzpi7x+Jq/3TPAdkFFYmQFrcxHW79t8J4Qh6SpWWlKTz5Tl6V2UHiYOUtiA/APdx6PtuOXryeWPTJUd81brfe//N7yz7rsXHPWfzEbYQWtRlN/qRmSZi7eLml7g/3B/pcb0Bqc7ebIydmTFwf1LSFJ+tMvLtfMxVs0d+XuQJcSENwGQqvg6XBwsA8fA4HmbuD35R8G7j4wY+L7/AJqWtaF2vbUtYEuIyAIKwh5H2391qvrCCyAb04XRBjB9Fx0ZLhlbRf8Vy/L2vYVYQUh7+Q5Kp4isAC+aS6QEFTs5/r+5rwV2grMWQEAWIpgYn92/z1iZAUAEJTaevBuPavfSuxP/3PZmaa1VfBfvWwfVCTCClqB9jyNDISkI8fdP3f2u19YV4ifPXXz5R5fk5/Vo9HPu/OzbH3r52TcBkLIe2/acPV5pijQZQAw0QVPeLay6+9X7NSka3u0yrWU6kdORg06J8CVeI+RFYS8Du0i1aldpFfXBsPwKNDalPx4TJVevOnv5t+vtKAa/7vj5Y/cPrdbh2gLK/EfRlbQKhRPH65LnynSt4er3b6GoAKYx8w3Hme9sMKr6z7fX6Ercou0bNIQtYsKzq+/655frq0HD7t9fjundY86+xMjK2g1iqcP17rpw906l6ACmKe5JQC8XRrgB08mq5xif3m10nOW6YaC4Btl6fd0oUdBRZJ6d21vUTX+5TAMI6inSJeXlys+Pl5lZWWKi4sLdDkAgJO4E0g8/cfBqW9Y9lavLnFaNHGQCS1ZL+v5D7Xl4BGPr9v21LWWLiTnC0++vxlZAQBYwt2Rk+bOW7hyh7pPXuzaFq7cIcm85fM3fl2uw8dqTGrNOovWfe1VUBl8XifbBhVPEVYAALbTffJiTV7c8HHjyYu/MH1V6YffWG9qe2arrTP04N8+9/i6MEnz77rM/IIChLACALAVf77mYu+hSr99ljcufGKJV9dtCbEXHhJWAAC2UX+rx1+6trfno72Hj9XowieW6Fit59cO7dE5ZG7/1AvOZ7cAACHp1Fs/VhveM1Gf7Phel6V2sM2CcTcUrNTGr8u9urbbmdF6ZeylJlcUeIysAAAs4clTPvt/CMztmMfe3Kjb5q5W/5mFenfzwYDUcDJfgsodl6do+f9ebXJF9kBYAQBYZtwViW6dd8Ws93XeNO/mZ5jhuyM1GvfauoAGlsPHarwOKhefFatnbuplckX2QVgBAFjmpY9L3D63utZQoO/EjH9tXcDe0Oztk0kOSW/dHxzrxXiLsAIAsI0A5QQXQ1LRJvcDlpm8fTJpzh19bDPfxipMsAUAmMJfjxz/+5kRen/9QY17c4Ml7Y97fZ1++f05uuvqHpa035yu7aP1ZUmFR9e8dEcfXZueZFFF9sFy+wAAn/lzbRR/8ud7wg4fq1F6zjK3zu3eIUrvPXq1dpUe0YjfLdfxOqlNmLT0wcE6N7GdxZWaw5Pvb0ZWAAA+CdWgIp3om78CS7uoCPXqEtfiJNtYZ7g+mTJM7aIilDp5sU4ebTheJw17brkcknaF2MtYmbMCAPCaXYPK0O7mtfWn9/239suiiYPUq0vzowwVVbVNBpWTGZJSbfr74i3CCgAg5Dz1c/PWG3mq0L+r6p7u8eXuLQSVeoakr0oOm1ZToBFWAAAh59rnlwe6BK989tUPprU17Lng/DVoCnNWAAAhp6LKi5fqtODk211WzmH5+R8/saztYGbpyMrMmTM1cOBAxcTE6IwzzmjynL1792rkyJFq27atOnbsqAcffFDV1dVWlgUAgNe6T16s7pMXKyPE5oXYmaVhpbq6WrfccovGjx/f5PHa2lplZWXpyJEj+uijj7Rw4UK9+eabeuSRR6wsCwAAn+2WfScYS1JCrDPQJZjG0rDy5JNP6uGHH9ZFF13U5PHCwkJt3bpVr732mi655BINGzZMv/nNbzR37lyVl3v3fgQAgP94e0skLlJ6JPNc3X1lqskV+Z+ZgeWa88xbI+WfD4TOEvwBnWD7ySefKD09XcnJya5911xzjaqqqrR27domr6mqqlJ5eXmDDQAQOJ4Elt35Wdqdn6WNT2XpvqvSNO/jXRZW5j9m3RJ67o4rTWlHkjrFMbJiipKSEiUkJDTY1759e0VGRqqkpOl3M+Tl5Sk+Pt61paSk+KNUAEAL3Aksp57zl092B/xdQGbZfcrPJT8eU7+nC3XetCXq93ShSn485lY70ZHhujDB99EVf6686w8ePw2Uk5OjJ598ssVziouL1a9fP7faczgav3zJMIwm90vSlClTNGnSJNfP5eXlBBYAsAFPvyD3/HDUokoC69TbQt8dOa7L899TdJswbXt6xGmvX/zwYJ9uLYVaUJG8CCsTJ07UqFGjWjyne/fubrWVmJioTz/9tMG+Q4cO6fjx441GXOo5nU45naEztAUArVW3DjGBLsF0LYWMyuN1uuCJpW4Flt35WV4FllAMKpIXYaVjx47q2LGjKR8+YMAAzZw5UwcPHlRS0om3RhYWFsrpdKpv376mfAYAwJ7uHNBdM5dsC5lbQe6Ei8rjdSr58ZgSz4g67bm787P0/z7epUf/sdWtzw/VoCJZPGdl79692rBhg/bu3ava2lpt2LBBGzZs0OHDJ5YAzszMVM+ePXXnnXdq/fr1eu+99/Too4/q3nvv5Q3KABDiIiPCdO+g4H8ayFOX57/n9rn/fUWqdudnKT+rR7PnZA/uEtJBRZIchmFYlmnHjh2r+fPnN9r/wQcfKCMjQ9KJQDNhwgS9//77io6O1ujRo/XrX//a7Vs9nrxiGgBgP3lLtuoPK0LjqSB3hXq4cIcn39+WhhV/IKwAQPCrrqnTyyt26M8f79J3R44HuhzLEVY8+/7m3UAAgICLjAjTxKvTNPHqNEnS4WM1euD1dfps1w+qrK5VXYDrQ2ARVgAAttMuKkLzfnFZs8cPH6vRxAVrtXrn96qqMRRMtwjiA11AECKsAACCTruoCP35rv5NHqusrtWT/9iiZVtKVF55XLU2SzKfcwvIY8xZAQC0CnZ46SBzVf7Dk+/vgC63DwCAv+zOz9Kb/2dgk8euSDxxfEfudZZ9ft8zLGs65DGyAgDAKawYhWFUpSGeBgIAwAf1wWLtzkP62curTGsP3uE2EAAAzSCo2ANhBQAAixBUzEFYAQAAtkZYAQCgGc09PeQuOzwuHQoIKwAANKPv2e19bmPD7h99L6SVI6wAANACX+ed3PTSxyZV0noRVgAAOI3d+Vka279joMtotQgrAAC4Iee/mn4XEaxHWAEAwE1nRLfx+Jp3xl1hQSWtC2EFAAA3dY6N9Pia3t3PML+QVoawAgCAmxZ6+Cgzi8KZg7ACAICbOrSLVKd27o2uEFTMQ1gBAMADxdOHnzawEFTMxVuX0SrV1hl6b+s3mv73TSqtqJYkRYVJoy5P0YJP96m69j/nRkq68rwz9bvR/dQuyv0/MoeP1ejhN9Zr76FKdW0frd/eeolH1wOwr+Lpw/XD4Wr1eaaowf4HrzpLk67rHZiiQpjDMAwj0EX4ory8XPHx8SorK1NcXFygy0EQeHfzQU346zrVefl//n0ZXfXIsAsVGdH8wOQNBSu18evyRvt7dYnToomDvPtgAAghnnx/E1bQqry7+aDGvbbOlLb6dTtDC+4d0Ci0NBdU6vkrsDT1ThKGpgHYhSff38xZQatRW2fol3/fYlp7a/b8qPOmL9V/z/lY1TV1kk7c+mkpqEjSxq/LdfhYjWl1NKW5l6fxUjUAwYiwglbjs10/qLSiyvR260PLjL9v1oS/rnXrmvScZabXUe90gYTAAiDYEFbQapRWHLO0/fmf7NGK7d+5fb4VocHdNgksAIIJYQWtRufYqECX0AihAQBOj7CCVuOy1A7qHOsMdBmNEFgAoGWEFbQa4WEOPXXjhYEuo0n7f6gMdAkAYFuEFbQq16Yn6aU7+ijMEehKGhrxu+WBLgEAbIuwglbn2vQkbZ95nV6+o2+DN6hGhUljB6YoMtz/NR2pqj39SW5wdx0V1lsBEExYFA44jdFzPtSqPUcs/Yy4qHBtzLnWtPZamgdDUAFgBywKB5howfgMbXvqWp2XEGPZZyx9cLCp7TUXSAgqAIIRb1UD3BAdGa7Ch4eouqZOV+YXqfSweSvQRoY7dFaHaNPaq0cwARAqGFkBPBAZEabPpl+jzTnXyGnC3JbIcIf+PfM63xsCgBBmWVjZvXu37r77bqWmpio6OlrnnHOOZsyYoerq6gbn7d27VyNHjlTbtm3VsWNHPfjgg43OAeymXVSEvpyZpc9/mak2Xv4p+vixqwkqAOAGy24DffHFF6qrq9Mf/vAHnXvuudq8ebPuvfdeHTlyRL/+9a8lSbW1tcrKylKnTp300Ucf6fvvv9eYMWNkGIZeeOEFq0oDTBMf00bbc7NUdvS4/udPq7X1QLmO1/3neJiks85wKicrXRkXJijcbs9MA0AQ8OvTQM8++6zmzJmjnTt3SpKWLl2q66+/Xvv27VNycrIkaeHChRo7dqxKS0vderqHp4EAAAg+tn0aqKysTB06dHD9/Mknnyg9Pd0VVCTpmmuuUVVVldaubfrttVVVVSovL2+wAQCA0OW3sLJjxw698MILGjdunGtfSUmJEhISGpzXvn17RUZGqqSkpMl28vLyFB8f79pSUlIsrRsAAASWx2ElJydHDoejxW3NmjUNrjlw4ICuvfZa3XLLLbrnnnsaHHM4Gt/DNwyjyf2SNGXKFJWVlbm2ffv2edoFAAAQRDyeYDtx4kSNGjWqxXO6d+/u+u8DBw5oyJAhGjBggF5++eUG5yUmJurTTz9tsO/QoUM6fvx4oxGXek6nU06n/d6cCwAArOFxWOnYsaM6duzo1rn79+/XkCFD1LdvX82bN09hYQ0HcgYMGKCZM2fq4MGDSkpKkiQVFhbK6XSqb9++npYGAABCkGVPAx04cECDBw9W165d9eqrryo8/D8raCUmJko68ehy7969lZCQoGeffVY//PCDxo4dq5tuusntR5d5GggAgODjyfe3ZeusFBYW6quvvtJXX32lLl26NDhWn4/Cw8O1ePFiTZgwQVdccYWio6M1evRo1zosAAAAvHUZAAD4nW3XWQEAAPBU0L91uX5giMXhAAAIHvXf2+7c4An6sFJRUSFJLA4HAEAQqqioUHx8fIvnBP2clbq6Oh04cECGYahr167at29fyM5dKS8vV0pKCn0McvQxNNDH0EAfA8cwDFVUVCg5ObnR0ianCvqRlbCwMHXp0sU1nBQXF2er3wwr0MfQQB9DA30MDfQxME43olKPCbYAAMDWCCsAAMDWQiasOJ1OzZgxI6TfG0QfQwN9DA30MTTQx+AQ9BNsAQBAaAuZkRUAABCaCCsAAMDWCCsAAMDWCCsAAMDWgj6s7N69W3fffbdSU1MVHR2tc845RzNmzFB1dXWD8/bu3auRI0eqbdu26tixox588MFG59jZzJkzNXDgQMXExOiMM85o8pxg7+OLL76o1NRURUVFqW/fvlq5cmWgS/LJihUrNHLkSCUnJ8vhcOidd95pcNwwDOXk5Cg5OVnR0dHKyMjQli1bAlOsF/Ly8nTppZcqNjZWnTt31k033aQvv/yywTnB3sc5c+aoV69ersW0BgwYoKVLl7qOB3v/mpKXlyeHw6Hs7GzXvmDvZ05OjhwOR4MtMTHRdTzY+1dv//79uuOOO3TmmWcqJiZGvXv31tq1a13Hg7mfQR9WvvjiC9XV1ekPf/iDtmzZot/+9rd66aWXNHXqVNc5tbW1ysrK0pEjR/TRRx9p4cKFevPNN/XII48EsHLPVFdX65ZbbtH48eObPB7sfXzjjTeUnZ2tadOmaf369Ro0aJBGjBihvXv3Bro0rx05ckQXX3yxCgoKmjw+a9YszZ49WwUFBSouLlZiYqKGDx/uet+V3S1fvlz333+/Vq9eraKiItXU1CgzM1NHjhxxnRPsfezSpYvy8/O1Zs0arVmzRldffbVuvPFG11/wwd6/UxUXF+vll19Wr169GuwPhX5eeOGFOnjwoGvbtGmT61go9O/QoUO64oor1KZNGy1dulRbt27Vb37zmwb/uA3qfhohaNasWUZqaqrr5yVLlhhhYWHG/v37Xftef/11w+l0GmVlZYEo0Wvz5s0z4uPjG+0P9j5edtllxrhx4xrs69GjhzF58uQAVWQuScbbb7/t+rmurs5ITEw08vPzXfuOHTtmxMfHGy+99FIAKvRdaWmpIclYvny5YRih2UfDMIz27dsbf/zjH0OufxUVFUZaWppRVFRkDB482HjooYcMwwiN38cZM2YYF198cZPHQqF/hmEYjz/+uHHllVc2ezzY+xn0IytNKSsrU4cOHVw/f/LJJ0pPT1dycrJr3zXXXKOqqqoGQ2TBLJj7WF1drbVr1yozM7PB/szMTK1atSpAVVlr165dKikpadBnp9OpwYMHB22fy8rKJMn1Zy/U+lhbW6uFCxfqyJEjGjBgQMj17/7771dWVpaGDRvWYH+o9HP79u1KTk5WamqqRo0apZ07d0oKnf4tWrRI/fr10y233KLOnTvrkksu0dy5c13Hg72fIRdWduzYoRdeeEHjxo1z7SspKVFCQkKD89q3b6/IyEiVlJT4u0RLBHMfv/vuO9XW1jaqPyEhwfa1e6u+X6HSZ8MwNGnSJF155ZVKT0+XFDp93LRpk9q1ayen06lx48bp7bffVs+ePUOmf5K0cOFCrVu3Tnl5eY2OhUI/+/fvr1dffVXLli3T3LlzVVJSooEDB+r7778Pif5J0s6dOzVnzhylpaVp2bJlGjdunB588EG9+uqrkoL/99G2YaWpCVGnbmvWrGlwzYEDB3Tttdfqlltu0T333NPgmMPhaPQZhmE0ud9fvOljS+zYR0+cWmcw1e6tUOnzxIkTtXHjRr3++uuNjgV7H88//3xt2LBBq1ev1vjx4zVmzBht3brVdTzY+7dv3z499NBDeu211xQVFdXsecHczxEjRuhnP/uZLrroIg0bNkyLFy+WJM2fP991TjD3T5Lq6urUp08f5ebm6pJLLtF9992ne++9V3PmzGlwXrD2MyLQBTRn4sSJGjVqVIvndO/e3fXfBw4c0JAhQzRgwAC9/PLLDc5LTEzUp59+2mDfoUOHdPz48UYp05887WNL7NpHd3Ts2FHh4eGN0n1paanta/dW/ZMIJSUlSkpKcu0Pxj4/8MADWrRokVasWKEuXbq49odKHyMjI3XuuedKkvr166fi4mI9//zzevzxxyUFf//Wrl2r0tJS9e3b17WvtrZWK1asUEFBgesJr2Dv58natm2riy66SNu3b9dNN90kKfj7l5SUpJ49ezbYd8EFF+jNN9+UFPx/Hm07stKxY0f16NGjxa3+XwH79+9XRkaG+vTpo3nz5iksrGG3BgwYoM2bN+vgwYOufYWFhXI6nQ3+gPqbJ308Hbv20R2RkZHq27evioqKGuwvKirSwIEDA1SVtVJTU5WYmNigz9XV1Vq+fHnQ9NkwDE2cOFFvvfWW3n//faWmpjY4Hgp9bIphGKqqqgqZ/g0dOlSbNm3Shg0bXFu/fv10++23a8OGDTr77LNDop8nq6qq0rZt25SUlBQyv49XXHFFo6UD/v3vf6tbt26SQuDPY2Dm9Zpn//79xrnnnmtcffXVxtdff20cPHjQtdWrqakx0tPTjaFDhxrr1q0z/vWvfxldunQxJk6cGMDKPbNnzx5j/fr1xpNPPmm0a9fOWL9+vbF+/XqjoqLCMIzg7+PChQuNNm3aGK+88oqxdetWIzs722jbtq2xe/fuQJfmtYqKCtfvkyRj9uzZxvr16409e/YYhmEY+fn5Rnx8vPHWW28ZmzZtMm677TYjKSnJKC8vD3Dl7hk/frwRHx9vfPjhhw3+3B09etR1TrD3ccqUKcaKFSuMXbt2GRs3bjSmTp1qhIWFGYWFhYZhBH//mnPy00CGEfz9fOSRR4wPP/zQ2Llzp7F69Wrj+uuvN2JjY11/vwR7/wzDMD777DMjIiLCmDlzprF9+3bjr3/9qxETE2O89tprrnOCuZ9BH1bmzZtnSGpyO9mePXuMrKwsIzo62ujQoYMxceJE49ixYwGq2nNjxoxpso8ffPCB65xg7+Pvf/97o1u3bkZkZKTRp08f1yOwweqDDz5o8vdszJgxhmGceJRwxowZRmJiouF0Oo2rrrrK2LRpU2CL9kBzf+7mzZvnOifY+3jXXXe5/p/s1KmTMXToUFdQMYzg719zTg0rwd7PW2+91UhKSjLatGljJCcnGzfffLOxZcsW1/Fg71+9f/zjH0Z6errhdDqNHj16GC+//HKD48HcT4dhGIYfB3IAAAA8Yts5KwAAABJhBQAA2BxhBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2BphBQAA2Nr/B8Dqdzh9oycnAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.scatter(df['position_latitude'], df['position_longitude']);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "879c70cd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/opt/anaconda3/lib/python3.11/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(data = df[df['vessel_name'] == df.loc[0,:].to_frame().T['vessel_name'].values[0]], x = 'position_latitude', y = 'position_longitude');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "97c570bf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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AepbeoR5QXl4ut9uthoYG9e/fXwUFBYqPj+/wBGpqahQVFRW0LyoqSjU1NW0e5/f75ff7A499Pl+H5wAAAMwW8hWWuLg4eb1eFRcXa+nSpVqwYIGOHTvWqUnYbLagx5ZlNdt3paysLDmdzsDmcrk6NQcAAGCukIMlPDxcsbGxSkxMVFZWlsaPH6/s7OwOTyA6OrrZ1ZTTp083u+pypRUrVqi2tjawVVZWdngOAADAbJ2+D4tlWUFvzYTK7XZr9+7dQft27dqlKVOmtHmc3W4P/Hn15Q0AAPRMIX2GZeXKlZo9e7ZcLpfq6urk8Xi0Z88eFRYWSrp01aOqqkobN24MHOP1eiVJ58+f15kzZ+T1ehUeHh743MuyZcs0bdo0rVmzRqmpqdq2bZs+++wz7d+//xotEQAAdHchBcupU6eUkZGh6upqOZ1OJSQkqLCwUMnJyZIu3SiuoqIi6JgJEyYE/ru0tFSbNm3S8OHD9fXXX0uSpkyZIo/Ho+eee07PP/+8brnlFm3evFmTJ0/u5NIAAEBP0en7sJiC+7AAAND9/M/vwwIAAHC9ECwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOMRLAAAwHgECwAAMF5IwZKbm6uEhAQ5HA45HA653W7t3LmzzWP27t2rO++8UxERERo5cqTWr18f9HxeXp5sNluzraGhIfTVAACAHql3KINjYmK0evVqxcbGSpI++OADpaamqqysTGPHjm02/quvvtJ9992nRYsW6Xe/+53++te/6uc//7kGDx6sBx98MDDO4XDo+PHjQcdGRER0ZD0AAKAHCilY5s2bF/T4pZdeUm5uroqLi1sMlvXr1+uHP/yhXnvtNUnSrbfeqpKSEr388stBwWKz2RQdHd2B6QMAgBtBhz/D0tjYKI/Ho/r6ernd7hbHFBUVadasWUH7UlJSVFJSogsXLgT2nT9/XsOHD1dMTIzmzp2rsrKyjk4LAAD0QCFdYZGk8vJyud1uNTQ0qH///iooKFB8fHyLY2tqahQVFRW0LyoqShcvXtTZs2c1dOhQjRkzRnl5eRo3bpx8Pp+ys7M1depUHTlyRKNGjWp1Hn6/X36/P/DY5/OFuhQAANBNhHyFJS4uTl6vV8XFxVq6dKkWLFigY8eOtTreZrMFPbYsK2h/UlKSHn74YY0fP1533XWXPvroI40ePVqvv/56m/PIysqS0+kMbC6XK9SlAACAbiLkYAkPD1dsbKwSExOVlZWl8ePHKzs7u8Wx0dHRqqmpCdp3+vRp9e7dW4MGDWp5QmFhmjhxok6cONHmPFasWKHa2trAVllZGepSAABANxHyW0JXsiwr6K2Z73O73frjH/8YtG/Xrl1KTExUnz59Wn09r9ercePGtflz7Xa77HZ7xyYNAAC6lZCCZeXKlZo9e7ZcLpfq6urk8Xi0Z88eFRYWSrp01aOqqkobN26UJC1ZskRvvPGGnn76aS1atEhFRUV69913lZ+fH3jNVatWKSkpSaNGjZLP51NOTo68Xq/WrVt3DZcJAAC6s5CC5dSpU8rIyFB1dbWcTqcSEhJUWFio5ORkSVJ1dbUqKioC42+++Wbt2LFDTz31lNatW6dhw4YpJycn6E+az507p8WLF6umpkZOp1MTJkzQvn37NGnSpGu0RAAA0N3ZrMufgu3mfD6fnE6namtr5XA4uno6AACgHdr7+5vvEgIAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYL6Rgyc3NVUJCghwOhxwOh9xut3bu3NnmMXv37tWdd96piIgIjRw5UuvXr282ZsuWLYqPj5fdbld8fLwKCgpCWwUAAOjRQgqWmJgYrV69WiUlJSopKdGMGTOUmpqqo0ePtjj+q6++0n333ae77rpLZWVlWrlypZ588klt2bIlMKaoqEjp6enKyMjQkSNHlJGRobS0NB08eLBzKwMAAD2GzbIsqzMvEBkZqbVr12rhwoXNnnvmmWe0fft2/eMf/wjsW7JkiY4cOaKioiJJUnp6unw+X9CVmnvvvVcDBw5Ufn5+u+fh8/nkdDpVW1srh8PRiRUBAIDrpb2/vzv8GZbGxkZ5PB7V19fL7Xa3OKaoqEizZs0K2peSkqKSkhJduHChzTEHDhxo8+f7/X75fL6gDQAA9EwhB0t5ebn69+8vu92uJUuWqKCgQPHx8S2OrampUVRUVNC+qKgoXbx4UWfPnm1zTE1NTZvzyMrKktPpDGwulyvUpQAAgG4i5GCJi4uT1+tVcXGxli5dqgULFujYsWOtjrfZbEGPL78D9f39LY25ct+VVqxYodra2sBWWVkZ6lIAAEA30TvUA8LDwxUbGytJSkxM1KFDh5Sdna0NGzY0GxsdHd3sSsnp06fVu3dvDRo0qM0xV151uZLdbpfdbg91+gAAoBvq9H1YLMuS3+9v8Tm3263du3cH7du1a5cSExPVp0+fNsdMmTKls1MDAAA9REhXWFauXKnZs2fL5XKprq5OHo9He/bsUWFhoaRLb9NUVVVp48aNki79RdAbb7yhp59+WosWLVJRUZHefffdoL/+WbZsmaZNm6Y1a9YoNTVV27Zt02effab9+/dfw2UCAIDuLKRgOXXqlDIyMlRdXS2n06mEhAQVFhYqOTlZklRdXa2KiorA+Jtvvlk7duzQU089pXXr1mnYsGHKycnRgw8+GBgzZcoUeTwePffcc3r++ed1yy23aPPmzZo8efI1WiIAAOjuOn0fFlNwHxYAALqf//l9WAAAAK4XggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxiNYAACA8QgWAABgPIIFAAAYj2ABAADGI1gAAIDxCBYAAGA8ggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGI9gAQAAxgspWLKysjRx4kQNGDBAQ4YM0QMPPKDjx49f9bh169bp1ltvVd++fRUXF6eNGzcGPZ+XlyebzdZsa2hoCG01AACgR+odyuC9e/cqMzNTEydO1MWLF/Xss89q1qxZOnbsmPr169fiMbm5uVqxYoXefvttTZw4UV988YUWLVqkgQMHat68eYFxDoejWfxERER0YEkAAKCnCSlYCgsLgx6///77GjJkiEpLSzVt2rQWj/nwww/1+OOPKz09XZI0cuRIFRcXa82aNUHBYrPZFB0dHer8AQDADaBTn2Gpra2VJEVGRrY6xu/3N7tS0rdvX33xxRe6cOFCYN/58+c1fPhwxcTEaO7cuSorK2vzZ/v9fvl8vqANAAD0TB0OFsuy9PTTT+tHP/qRbrvttlbHpaSk6J133lFpaaksy1JJSYnee+89XbhwQWfPnpUkjRkzRnl5edq+fbvy8/MVERGhqVOn6sSJE62+blZWlpxOZ2BzuVwdXQoAADCczbIsqyMHZmZm6k9/+pP279+vmJiYVsf997//VWZmpj788ENZlqWoqCg9/PDD+u1vf6tTp05pyJAhzY5pamrSHXfcoWnTpiknJ6fF1/X7/fL7/YHHPp9PLpdLtbW1cjgcHVkSAAC4znw+n5xO51V/f3foCssvfvELbd++XZ9//nmbsSJdevvnvffe07fffquvv/5aFRUVGjFihAYMGKCbbrqp5UmFhWnixIltXmGx2+1yOBxBGwAA6JlCChbLsvTEE09o69at+vOf/6ybb7653cf26dNHMTEx6tWrlzwej+bOnauwsJZ/vGVZ8nq9Gjp0aCjTAwAAPVRIfyWUmZmpTZs2adu2bRowYIBqamokSU6nU3379pUkrVixQlVVVYF7rXz55Zf64osvNHnyZP3nP//Rq6++qr///e/64IMPAq+7atUqJSUladSoUfL5fMrJyZHX69W6deuu1ToBAEA3FlKw5ObmSpLuvvvuoP3vv/++Hn30UUlSdXW1KioqAs81NjbqlVde0fHjx9WnTx9Nnz5dBw4c0IgRIwJjzp07p8WLF6umpkZOp1MTJkzQvn37NGnSpI6tCgAA9Cgd/tCtadr7oR0AAGCO/+mHbgEAAK4nggUAABiPYAEAAMYjWAAAgPEIFgAAYDyCBQAAGC+k+7CY7PJfZ/OtzQAAdB+Xf29f7S4rPSZY6urqJIlvbQYAoBuqq6uT0+ls9fkec+O4pqYmnTx5UgMGDJDNZuvq6fQol78Ju7KykpvyGYzz1D1wnroHztP1Y1mW6urqNGzYsFa/Y1DqQVdYwsLCrvrN0egcvhW7e+A8dQ+cp+6B83R9tHVl5TI+dAsAAIxHsAAAAOMRLLgqu92uX//617Lb7V09FbSB89Q9cJ66B86TeXrMh24BAEDPxRUWAABgPIIFAAAYj2ABAADGI1gAAIDxCBa0KCsrSzabTcuXLw/s27p1q1JSUnTTTTfJZrPJ6/V22fxwyZXn6cKFC3rmmWc0btw49evXT8OGDdMjjzyikydPdu1Eb3At/Xt68cUXNWbMGPXr108DBw7UzJkzdfDgwa6bJFo8T9/3+OOPy2az6bXXXruu88IlBAuaOXTokN566y0lJCQE7a+vr9fUqVO1evXqLpoZvq+l8/Ttt9/q8OHDev7553X48GFt3bpVX375pe6///4unOmNrbV/T6NHj9Ybb7yh8vJy7d+/XyNGjNCsWbN05syZLprpja2183TZH/7wBx08eFDDhg27zjPDZQQLgpw/f14//elP9fbbb2vgwIFBz2VkZOiFF17QzJkzu2h2uKy18+R0OrV7926lpaUpLi5OSUlJev3111VaWqqKioounPGNqa1/T/Pnz9fMmTM1cuRIjR07Vq+++qp8Pp/+9re/ddFsb1xtnSdJqqqq0hNPPKHf//736tOnTxfMEBLBgitkZmZqzpw5RInhQjlPtbW1stls+sEPfvC/nxiCtPc8fffdd3rrrbfkdDo1fvz46zQ7XNbWeWpqalJGRoZ++ctfauzYsV0wO1zWY778EJ3n8Xh0+PBhHTp0qKungjaEcp4aGhr0q1/9SvPnz+cL3K6z9pynTz75RA899JC+/fZbDR06VLt379ZNN910HWeJq52nNWvWqHfv3nryySev88xwJYIFkqTKykotW7ZMu3btUkRERFdPB60I5TxduHBBDz30kJqamvTmm29epxlCav95mj59urxer86ePau3335baWlpOnjwoIYMGXIdZ3vjutp5Ki0tVXZ2tg4fPiybzdYFM0QQC7Asq6CgwJJk9erVK7BJsmw2m9WrVy/r4sWLgbFfffWVJckqKyvrugnfoNp7nr777jvrgQcesBISEqyzZ8928axvPKH8e/q+2NhY6ze/+c11nu2N62rn6eWXXw789/efDwsLs4YPH97V07/hcIUFkqR77rlH5eXlQfsee+wxjRkzRs8884x69erVRTPD97XnPF24cEFpaWk6ceKEPv/8cw0aNKiLZnvj6ui/J8uy5Pf7r8cUoaufp6FDhyolJSXo+ZSUFGVkZOixxx67nlOFeEsI/2/AgAG67bbbgvb169dPgwYNCuz/97//rYqKisA9PY4fPy5Jio6OVnR09PWd8A3qaufp4sWL+vGPf6zDhw/rk08+UWNjo2pqaiRJkZGRCg8P74pp33Cudp7q6+v10ksv6f7779fQoUP1r3/9S2+++aa++eYb/eQnP+miWd942vP/vSuDv0+fPoqOjlZcXNx1mycu4a+E0G7bt2/XhAkTNGfOHEnSQw89pAkTJmj9+vVdPDNc9s0332j79u365ptvdPvtt2vo0KGB7cCBA109Pfy/Xr166Z///KcefPBBjR49WnPnztWZM2f0l7/8hb9EAVphsyzL6upJAAAAtIUrLAAAwHgECwAAMB7BAgAAjEewAAAA4xEsAADAeAQLAAAwHsECAACMR7AAAADjESwAAMB4BAsAADAewQIAAIxHsAAAAOP9H8Ex05ZTtzbLAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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eXLNmDcrLy3H77bef97rFixdDp9M5btHR5/9wiIiIpJaRb8Tnu3MAAIumJUBxnvM+LFbhWF/R06dBgHYEi+XLl2Pq1KnQ68//Q3zyySdhMBgct9OnT7f1LYmIiDxOCIFnv02HVQBXD47A6L5B571+14lSFBpN0GqUuGRg81tRe4o2TYWcOnUKW7ZswerVqy94rVqthlrdc1fHEhFR1/J9WiF2ZJfCSynHX6fGX/D6hpNMrx4SAbVS4enyOr02jVisWLECoaGhuPrqq91dDxERkWRMZgte3JABALhnQl9EB/pc8PoNqfkAgOnJkR6vrytodbCwWq1YsWIF5s2bB6WyzWs/iYiIOp0Pfj+JnLJqhGnV+PPEfhe8/uejxTDWmhGu1WB0bGAHVNj5tTpYbNmyBTk5Objzzjs9UQ8REZEkioy1WPJTJgDgiSnx8FVf+B/PDdMg04fqIT/PAs+epNVDDldeeSWEEJ6ohYiISDKvfn8UVXUWJEcH4NqhF57WqKitx5aMQgDAdO4GceBZIURE1OMdOlOO/+0/A8C2vbQlow/fpxXCZLaiX4gvEvVaT5fYZTBYEBFRj9awvVQIYOawSAzv3atFz2toinXt0MjzNorsaRgsiIioR/v2UD72njoLb5UCT0y58PZSACiuMGHb8RIAtvUVdA6DBRER9Vg1dRa8ZN9e+ueJ/RCu07Toed8dyoNVAEOjA9AnqPkTT3siBgsi6hSsVoE1B3KRb6iRuhTqQZb+moU8Qy0iA7xxz5/6tvh5a+27Qa7laEUTDBZE1CmsPpCLh79IwY1Ld8JYWy91OdQD5JXX4N1fsgAAT14VD42qZV0zT5VWIeV0OeQy4OohDBZ/xGBBRJ3Ct/ZDnHLKqvG31anc1k4e9/KmI6itt2JUTCCuHhzR4uc1jFaMjwtGiD+PrPgjBgsikpyhph7bs2wL4RRyGb47lI9Ve3hgIXnOvlNlWJuSB5kMeHpaQot3dQghsKbRbhBqisGCiCT3Y0Yh6i0C/UP98MSUgQCAZ9al4UiBUeLKqDuyWgX++W06AGD2iGgkRepa/Ny0PCOyi6ugVspxZWKYp0rs0hgsiEhyGw8XAACmJoXjrov7YuLAEJjMVtz/2QFU15klro66m9UHcnHojAF+aiUWTh7Yquc29K6YNCgM/hqVJ8rr8hgsiEhSVSYzfj1WDACYkhQBuVyG12clI0yrxvGiSixamyZxhdSdVJrMeGXTEQDAA5fFtWqNhMUqsM6+FmgGd4M0i8GCiCS19WgRTGYr+gT5YFCEPwAgyE+Nf900DHIZ8NW+M/jmwBmJq6Tu4j9bj6OowoQ+QT64fXxMq567+0QZCo0maDVKXDIwxDMFdgMMFkQkqYZpkClJ4U4L6Mb0DcJDlw8AADz1zWFkF1dKUh91H6fLqvH+7ycAAE9dNQhqZcu2lzZomAa5anBEq5/bkzBYEJFkaust2HqkCAAwNanpdr/7L4vD2L5BqK6z4P7PDqC23tLRJVI38uKGDNSZrRgfF4QrElq38NJktmBDaj4AYAZ3g5wXgwURSebXY8WorrNAr9MgOarpynyFXIa3bhqKIF8vpOcb8aK99TJRa+3IKsXGwwWQy4Cnr0ls9aFhvxwthrHWjHCtBqNiAz1UZffAYEFEktlknwaZ/IdpkMbCtBq8PjsZALByxylsOpzfYfVR92CxCjz7nW176ZzRfTAw3L/Vr9HQFGtacgQULThSvSdjsCAiSdSZrdicUQjA9TRIYxMHhuLeS2znODz2v0M4XVbt8fqo+/hiz2lk5Buh1SjxyBUDWv38itp6bLH/f5XTIBfGYEFEktieVYKKWjOC/dQY0afXBa9feOVADOsdgIpaMx74/ADqLdYOqJK6OkNNPV774SgA4JErBiDQ16vVr/FDWiFMZiv6hfgiUa91d4ndDoMFEUnCMQ2SGNaioWWVQo53bh4GrUaJlNPleO37o54ukbqBd37MRFlVHeJC/XDrmD5teo2GFt4zhka2em1GT8RgQUQdzmyx4vu0hm6bLT/8KaqXD165wbbeYumv2dh6tMgj9VH3kF1ciQ+3nwQA/P3qQVApWv8rr7jChG3HbefYTE9mU6yWYLAgog63+0QZzlbXo5ePCqP7tm6F/ZSkcMwba/uX56NfHkSBodYTJVI38ML6DJitApfFh2LiwNA2vcb6Q3mwCmBodABign3dXGH3xGBBRB2uoSnWFQlhbfpX5JNXDUKiXouyqjo8tOoALFYesU7OfjlWjB+PFEEpl+Gpqwe1+XXWpLCFd2sxWBBRh7JaRZumQRrTqBRYcstw+HopsOtEGd7+MdOdJVIXV2+x4jn79tJ542LQL8SvTa9zqrQKKafLIZcBVw9p2/9XeyIGCyLqUPtzzqKowgR/tRLj4oLa/Dqxwb548brBAIC3f8rE9qwSd5VIXdynO0/heFElAn298ODl/dv8OuvsoxXj44IR6q9xV3ndHoMFEXWohmmQyweFtvu8hRlDIzF7ZBSEAB5elYKSSpM7SqQu7GxVHd7cYhvBevTKAdB5t+1ocyGE024QajkGCyLqMEIIxzbTKW2cBvmjZ6Ynon+oH4oqTHj0y4Owcr1Fj/bmlmMw1NQjPtwfN13Uu82vk5ZnRFZxFdRKOSYntu5ckZ6OwYKIOkxqrgG55TXwVilwyQD3HDvt46XEkluGQ62U45djxVj2W7ZbXpe6nqMFFfh0Vw4A4OlpCe1qvb3uoG0aZNKgMPhr2jbq0VMxWBBRh2mYBrk0PgTeXu47dnpguD/+OT0RAPDa90ex79RZt702dQ1CCDz3XTosVoEpieEY1y+4za9lsQrH+orp3A3SagwWRNQhPDEN0tiNF0VjWrIeZqvAg58fgKG63u3vQZ3Xlowi/H68BF4KOf52Vdu3lwK2PisFxlpoNUpMHOiekbWehMGCiDrE0cIKnCipgpdSjsvi29as6HxkMhlenJmEPkE+yC2vweNfH4QQXG/RESpq67EruxQf/H4CL2080uGLaE1mC15Yb9teOn9CLHoH+bTr9dYdtC3avGpwRLsXGPdESqkLIKKeYWOqbbTiT/2D4af2zH96/DUqLLl5OK777zZ8n1aIlTtOYd64GI+8V09VUmlCWp4Rh3MNSM8zIi3PgJOlzqfNHikwYsXtF3XYuRofbT+Jk6XVCPFX475L49r1WiazBesP5QPgNEhbMVgQUYfw5DRIY4OjdPjbVYPwz2/T8cL6DIzo0wtJkTqPvmd3JIRAbnkN0vKMSMs12P7MM6LA6LqFemSANwZFaPHrsWL8fLQYa1PycO0wz2/TLK4w4e0fjwMAHp88sN2h9ZejxTDWmhGmVWN0bNv7rPRkDBZE5HHZxZU4WlgBpVyGKwZ5fuve7eNisD2rFJvTC3H/Z/vx3YMTPDZK0h1YrAInSqqQltcQIGx/lrtYpyKT2ZqTJel1SNRrkWj/s5f9OPJ3fszE65uP4Z/fpmFC/2AE+ak9WvvrPxxFpcmMIVE6XD88qt2vt9a+G2R6sr5du0p6Mv5NIyKPa9gNMrZfEHQ+nt+6J5PJ8OoNQ3DVv37DydJqPPVNKt66cSiPvAZQZ7biWGEF0vOMOGwPEBn5RlTXWZpcq1LI0D/UH0mR5wLEoAgtfM8T0u69pB/Wp+bjSEEFnv0uHf+6aZjHvpfDuQZ8sfc0AGDRtATI2xkEKmrrsSW9EACbYrUHgwUReVzDNEhbzwZpiwAfL7xzyzDMXroTa1PyML5fMGZfFN1h798ZVNeZkZFvdKyJSMsz4lhhBeotTRe1eqsUGBThj6TIcyMR/cP8Wr140Uspxys3DMG1/96GtSl5mDFUj8vi3T9KJYTAs9+mQwjb6MKIPq07JdeVH9IKYTJb0TfEF4l6rRuq7JkYLIjIo06XVSM11wC5DLiygzsYjugTiEevHIBXNh3F0+sOY1jvAPQP8+/QGjpKeXWdU4BIyzMgu6QKrjbG6LxVSNRrG4UILWKD/dw29D8kKgDzL47Fe7+dwN+/OYwf/hLk9qmoDakF2H2yDBqVHH+dGu+W12xo4X3t0EiObrUDgwUReVTDSaYXxQQi2MPz7a4s+FM/7MgqxW+ZJbjvs/1Ye9/Fbm3O1dGEECg0mpCWZ8Dh3HPrIXLLa1xeH6ZVI1GvQ5JeiwS9DkmRWkQGeHv8F+dfrhiI79MKkVNWjVc2HcGzM5Lc9tq19Ra8uCEDAHDvn/pBH+Dd7tcsrjBh23HbQXbTk7kbpD0YLIjIozY6pkHCJXl/uVyGN2YPxVVv/4ZjhZV49rs0LL5uiCS1tJbVKpBTVm0bibAHiPQ8A0oq61xe3yfIx2lBZaJehxD/jg9zAODtpcDi6wZjzvu78PHOU5iWrMdFMe2frgCA937NRm55DSJ0Giy4pJ9bXnP9oTxYBZAcHYCYYF+3vGZPxWBBRB5TYKh1tNf29DbT8wnxV+OtG4fi1uW78Pnu0xjbL7jT/avUbLHieHGl0yhEep4RlSZzk2sVchniQvyQ2GhRZYJeC20nO9NifFwwZo+Mwpd7z+CJrw9hw4MToFG1b7SowFCL//ycBQD469R4t40+rbG38L6WvSvajcGCiDymYRpkeO8AhOs0ktYyPi4YD1wah7d/Oo6/rU7FkEidZP8yra234EhBhWM9RHqeARkFFagzW5tc66WUY1C4PxIbLaqMD/dv9y/ojvLUVQnYerQY2cVVWPLTcSycPLBdr/fKpiOoqbdgRJ9ebguHp0qrkHK6HHIZcPUQ6QJwd8FgQUQes/GwrYNhR+4GOZ8HL++Pndll2H2yDPd/vh9f/3mcx1s2G2vrbVs7HZ0qjTheXAmLi+Pd/dVKDNJrz/WIiNSiX4gfVIque/qCzkeFZ6cn4s+f7se7v2Th6iERGBTRth0X+3POYvUB2wLLRdMS3LZOpOHAsfFxwQj1lzYAdwcMFkTkEaWVJuw+UQYAmCLR+oo/Uirk+NfNQ3HVv37D4VwjXtp4BIumJbrt9YsrTE5Npg7nGpFTVu3y2mA/L9tiSvsoRFKkFtG9fNrdi6Ezmjo4ApMTw/B9WiGe+PoQVv95HJStDEtWq217KQDcMCIKQ6IC3FKbEMKxG4S9K9yDwYKIPOKH9EJYBWy/MAPbdyiUO0XovPH67GTc+eFerNh2EmP7BuHKxNYFHyEEzpytcepSeTjXgKIK14dvRQZ4OzWZSorUIdRf3aO2ND43Iwnbs0px6IwBK7adxN1/6tuq5689mIuU0+Xw9VLg8XZOpzSWlmdEVrHtcLzJHbwdurtisCAij9goQVOslrosPgx3T7D1WXjsf4eQGKlDZDNbFm3trp0XVablGWGocd3uum+wr1OTqUS9FgE+Xp7+ljq9UK0Gf796EJ74OhWvbz6KKxPD0CeoZWtcqkxmvLTxCADgvsviEKp133TFOnsL70mDQuHfyRa/dlUMFkTkdobqemy39wToLNMgf/TY5HjsPnkWB0+X48HPD2DVPWNgFQKZhZVOTaYy8itQU++63fWAMH/begj7aMSgCH/4ePE/q82ZPTIaa1PysD2rFE+uTsWnd41u0ajNu79kodBoQnSgN+4cH+u2eixW4VhfwWkQ9+HfACJyuy0ZhTBbBQaE+aFfiJ/U5bhUb7Hi9nF98MgX5dh36iz6P7URSrkMZheLKn28FBgUoXWsh0iM1KJ/qD+8lF13UaUUZDIZFl83GJPf+hXbs0rx1d4zF2yzfuZsNZb9mg0AeOqqQW7dDbP7RBkKjLXw1ygxcWCI2163p2OwICK329hBR6S3VFlVndM0RlquASdKm7a7NlsFAnzs7a71OiTY10PEBPnypEs36RPki79cMQAvbjiC59enY+LAkPNObSzeeAQmsxVj+wZhcivXwlzIuoO2RZtXJUV4fHdQT8JgQURuVWky49fMYgAd321TCIECY63zeohcA/IMtS6vD9dqkBSpxZaMIsd9Pzz8J7fO4VNTd46PxbcH85Gaa8CidWn4760jXF63K7sU6w/lQy4Dnnbj9lIAMJktWH/Ith16xjA2xXInBgsicqutR4pQZ7YiJsgH8eGeO/DLahU4VVbttB4iLc+IsirX7a5jgnycmkwl6rWOs0tq6y249t/bcKSgAg9/kYKP54/mCIUHKRVyvHz9EExf8js2Hi7ApsP5TUa3LFaBZ7+zbS+9aVTvNve+aM4vR4thrDUjTKvG6Nggt752T8dgQURutanRNIi7/oVZb7HieFFlo06VRqTnN9/uun+oX6PzMmztrs+34l+jUmDJLcMxfcnv2J5Viv9sPY4HLu/vltrJtQS9Fvde0hf/3pqFf6xNw9i+wdD5nPuM/rfvNNLyjPDXKPHoFQPc/v5r7btBpg3RM0S6GYMFEblNbb0FW4/aphXaOg1SU2fBkQIjDttbXR/ONeJooet212qlHPGNFlUmRWoxIKxt7a7jQv3w3IwkPPrVQby55RhGxQZidF/+S9aTHrisPzYeLkB2cRVe3JCBl2+wHQ5XUVuPV78/CgB46PL+CHLzqbgVtfXYkl4IALh2GHeDuBuDBRG5zS/HilFdZ0FkgDeGROkueL2hpt7e5vpck6ms4kq42JgBf40SCRFaR4+IpEgd+gb7trqD4/lcPyIK27NK8fX+M3hoVQo2PDQBgb7sQeEpGpUCL18/BLPe3YEv9p7GjKF6jIsLxpKfjqOksg59g31x29gYt7/vD2mFMJmt6Bvii0S9e6dYiMGCiNyoYRpkcmJ4k2mQoopapDVaVHk4z4DTZTUuXyfYT23vVGkfidDrEB3o3SGdKp+dkYgDp88iu7gKC786iOXzRvaoDpkd7aKYQMwd0wcf7zyFv65OxbLbRuCDbScAAH+/ZpBHtvQ2TIPMSI7kZ+sBDBZE5BZ1Ziu2ZNiGlwdHabExNd8RINLyjChupt11VC9vp0O3kvQ6SXdl+KqV+PctwzHj39vw05EiLP/9BO6a0Lr209Q6j08ZiC0Zhcgpq8as/+5AvUXgkgEhuHRgqNvfq7jChN/tu5Zm8Ih0j2CwICK32JZVgopa22LKR7442ORxuQzoG+J3rsmUfVFlZ2x3PShCi6evScDf1xzGSxuPYGRMIIZGB0hdVrflr1HhhZlJuPPDvagwmaGQy/CPawZ5ZDRh/aE8WAWQHB2AmOCWtRSn1mGwICK3KDKe6xXhpZBjQLifYyQioQu2u54zujd2ZJVifWo+Hvh8P757YAJ03jxLwlMuiw/DtUP1WJOSh3ljYxAX6pmtyuemQTha4Sld5285EXVq1w+PQqhWgzB/DeJC/bp8u2uZTIbF1w/GodxynC6rwZOrD+HftwznnLwHvXJDMmYOj8L4fp7ZjXOqtAoHcsohlwHXJHeOrrDdUdf+m09EnYZSIcelA0ORoNd2+VDRQKtRYcnNw6FSyLAhtQCf7sqRuqRuzUspxyUDQty606exhgPHxscFI9Sf3VU9pXv87Sci8pDk6AA8MSUeAPDsd+lIzzNKXBG1hRACa1JsZ4NM5zSIRzFYEBFdwPyLY3F5fCjqzFbc//l+VLno+EmdW1qeEVnFVfBSyjGlg8+w6WkYLIiILkAmk+HVWckI12qQXVyFf6w9LHVJ1Err7Is2Jw0KPW97d2o/BgsiohYI9PXC2zcPg1wGrN6fi//tOyN1SdRCVqtwrK+YnswW3p7GYEFE1EKjYgPxyCTbgVj/WHMYx4sqJa6IWmLXiTIUGGvhr1Hi0vgQqcvp9hgsiIha4f8ujcP4uCDU1Ftw/2f7UVtvkbokuoB1B22LNq9KioBa2foD6qh1Wh0scnNzceuttyIoKAg+Pj4YOnQo9u3b54naiIg6HYVchjdvHIpgPy8cKajAc9+lS10SnYfJbMGGVNsZNmzh3TFaFSzOnj2L8ePHQ6VSYePGjUhPT8frr7+OgIAAD5VHRNT5hPpr8OaNQyGTAZ/uysH6Q/lSl0TN+OVoMQw19QjTqjG6r2cab5GzVnXefPnllxEdHY0VK1Y47ouJiXF3TUREnd6E/iH48yX98J+fs/DXrw9hcKQOvYN8JK2p0mTG2ao6RAdKW0dn0tDCe9oQPRRydk3tCK0asVi3bh1GjhyJWbNmITQ0FMOGDcN777133ueYTCYYjUanGxFRd/CXKwZgZJ9eqDCZ8cDn+1Fntkpaz90f7cWfXt2KL/awQyhgC1pb0m0n7s4Yyt0gHaVVwSI7Oxv//e9/0b9/f3z//fdYsGABHnzwQaxcubLZ5yxevBg6nc5xi46ObnfRRESdgVIhx79uHgadtwoHzxjwyqYjktYzrHcAhACe+DoVK3eclLSWzuD7wwUwma3oG+KLpEit1OX0GDIhhGjpxV5eXhg5ciS2b9/uuO/BBx/Enj17sGPHDpfPMZlMMJlMjq+NRiOio6NhMBig1fKDJqKub3N6Ie5euRcAsHzeSFw+KEySOqxWgUe+TMFae8+Gp64ahLv/1FeSWjqD2z7YjV+PFeORSQPw0KT+UpfT5RmNRuh0ugv+/m7ViEVERAQSEhKc7hs0aBBycpofdlOr1dBqtU43IqLu5IqEMNwxPgYA8OhXB5FvqJGkDrlchtdmJWOSPdi8sCED7/yYKUktUiuuMGHb8RIA3A3S0VoVLMaPH4+jR4863Xfs2DH06dPHrUUREXU1f50aj6RILcqr6/HQ5ykwW6RZb6FSyLHklmEYZz96/PXNx/Dq90fQisHpbmH9oTxYrALJ0QGICfaVupwepVXB4pFHHsHOnTvx4osv4vjx4/jss8+wbNky3HfffZ6qj4ioS1ArFVhy83D4qZXYfbIM/5JwpECjUuC920ZiaHQAAODfW7Pw/PqMHhUuGnaDzOBJph2uVcHioosuwjfffIPPP/8cSUlJeO655/DWW29hzpw5nqqPiKjLiAn2xYvXDQYALNl63DEULwVftRIf3nER4sP9AQDLfz+Bf6w9DKu1+4eLnNJqHMgph1wGXJMcIXU5PU6rO29ec801SE1NRW1tLTIyMnD33Xd7oi4ioi5perIeN4+KhhDAQ6tSUFxhuvCTPCTAxwsr549CjL2/xic7c/DE14dg6ebhYm2KrYX3+LhghPprJK6m5+FZIUREbvb0NYkYEOaHkkoT/vJliqSjBKH+Gnxy12jodbZfsF/tO4O/fCndGhBPE0JgjT1YTOc0iCQYLIiI3MzbS4F/3zIcGpUcv2WW4L+/ZElaT1QvH3xy12gE+3kBANam5OH+zw5I3tDLE9LzjcgqroKXUo7JSeFSl9MjMVgQEXlA/zB/PDs9CQDwxuZj2HuyTNJ6+ob4YeWdo6HV2E5y2JRWgAWf7Ot2p7M29PCYNCgUWo1K4mp6JgYLIiIPmTUyCtcO1cNiFXjw8wMor66TtJ4EvRYr7hgFHy/b0eE/HSnC3Sv3oqaue4QLq1VgnT1YTE9mC2+pMFgQEXmITCbD8zMHIzbYF3mGWiz86pDkWz5H9OmFZXNHwkth+8//b5klmLdiNypNZknrcofdJ8tQYKyFv0aJiQNDpC6nx2KwICLyID+1Eu/cPAxeCjm2ZBRixbaTUpeEi/sHY8ktwxynfe4+UYa5y3fBUFMvcWXt07Ab5KqkCGhUComr6bkYLIiIPCwpUoenrh4EAFi8MQOHzpRLWxCAKxPD8dqsIY6vD+SUY877O3G2StrpmrYymS3YkFoAgC28pcZgQUTUAW4b2weTE8NQbxF44PMDqKiVfnRg5rAoPDcj0fH14Vwjbn5vp6S9N9rq12MlMNTUI9RfjdF9g6Qup0djsCAi6gAymQyvXJ+MyABvnCqtxpOrUyVfbwEAc8fG4PEpAx1fHymowE3LdqDAUCthVa3XuHdFwxQPSYPBgoiog+h8VHjnlmFQymX47lA+Vu05LXVJAID/mxiHP0/s5/g6q7gKs5fuwJmz1RJW1XKVJjO2pBcCAGYM5W4QqTFYEBF1oOG9e2HhZNsIwTPr0nC0oELiimwenzwQc8ecO6k6p6waNy7diZMlVRJW1TI/pBXAZLaib7AvkiK1UpfT4zFYEBF1sHsm9MUlA0JgMltx32f7UV0n/VZPmUyGf05PxMxh5/7Fn1teg9lLd+B4UaWElV3YGnvvihlDIyGTcRpEagwWREQdTC6X4Y3ZyQj1V+N4USWeWZcmdUkAbHW9esMQXJkQ5rivqMKEm5btwJECo4SVNa+4wuQ4RXY6d4N0CgwWREQSCPJT4183DYNcBny59wzWHMiVuiQAgFIhxzu3DMPFccGO+0oq63DTsp1IPWOQsDLXNqTmw2IVSI7SITbYV+pyCAwWRESSGdsvCA9c1h8A8NQ3qcgu7hxTDmqlAstuG4HhvQMc95VX1+OW93di36mz0hXmQsNuEC7a7DwYLIiIJPTg5f0xpm8gquosuP+zA53mUDAfLyVW3DEKgyLOLYasqDXjtuW7sCu7VMLKzskprcaBnHLIZcA1QyKkLofsGCyIiCSkkMvwr5uGIdDXC+n5RizekCF1SQ46bxU+nj8KfRtNMVTVWTBvxW78llksYWU26w7aRivG9QtGqFYjcTXUgMGCiEhiYVoNXp+dDAD4aMcpR0+GziDYT41P7hqNyABvx3219VbM/2gvfsyQrk4hRKPdIFy02ZkwWBARdQKXDgzFvX/qi6sHR2BU30Cpy3GiD/DGJ3eNRrCf2nFfndmKBZ/sw6bD+ZLUlJ5vxPGiSngp5ZicFC5JDeQagwURUSfx+JR4LLllGLQaldSlNBEb7IuP54+CVqN03FdvEbjvswOOU0U70jr7aMXl8aGd8ufVkzFYEBF1Egq5rFM3eBoUocWHd46Cj9e5I8ktVoGHv0jBl3s7rj251Sqw7uC5pljUuTBYEBFRiw3v3Qvv3zYSXspzvz6EAB7/3yF8vONkh9Sw+2QZ8g218NcoMXFgSIe8J7UcgwUREbXKuLhg/PuW4U1OEf3H2jS8/1u2x99/rX0aZGpSODQqxQWupo7GYEFERK12RUIY3pidjD/O3Dy/PgNLfsr02PvWma3YkGpbMHotp0E6JQYLIiJqkxlDI/H8tUmOr73towev/XAMr/9wFEIIt7/nL8eKYaipR6i/GqP7Brn99an9GCyIiKjN5ozugyenxgMAauotiOpl63fxzk/H8eKGDLeHi4YdKNOS9U2mYqhzYLAgIqJ2ufeSfrj/0jgAwJmzNRgaHQAAeO+3E1i0Lg1Wq3vCRaXJjC32plycBum8GCyIiKjdHr1yAG4fFwMASM014PL4UMhkwModp/Dk6lRY3BAufkgrQG29FX2DfZEUqb3wE0gSDBZERNRuMpkMT1+TgOuHR8FiFfgtswTXDYuCXAZ8sfc0Hv0yBWaLtV3v0bAbZPpQfafu99HTMVgQEZFbyOUyvHz9YExJDEedxbZ7447xsVDKZViTkocHVx1Anblt4aKk0oTfj5cAYFOszo7BgoiI3EapkONfNw/FhP7BqKm34Ku9p/Hg5f3hpZBjQ2oB/u/TfW06Gn79oXxYrALJUTrENjptlTofBgsiInIrtVKBpXNHYGSfXjDWmrFyx0n87ap4qJVybMkowt0r96KmrnXhomE3yHSOVnR6DBZEROR2Pl5KLL/9IiREaFFSWYdlv2bjhZmD4eOlwG+ZJbjjw92oMplb9Fo5pdXYn1MOuQyYNiTCw5VTezFYEBGRR+i8VVg5fxT6hvgiz1CLJT9l4o3ZyfBTK7Ezuwxzl++Csbb+gq+z7qBttGJcv2CEajWeLpvaicGCiIg8JthPjU/vGo3IAG+cLK3GW1sy8Z85w6HzVmF/TjnmvLcLZ6vqmn2+EAJrGu0Goc6PwYKIiDwqQueNT+8ajRB/NY4UVOCNzcewfN5IBPp6ITXXgJvf24mSSpPL56bnG3G8qBJeSjmmJIV3cOXUFgwWRETkcTHBvvhk/mgE+KiQcrocb2w+hpV3jnKEjRuX7kChsbbJ89bZRysujw+FVqPq6LKpDRgsiIioQwwM98dHd4yCr5cC27NK8daWY/jsrtGI0GmQVVyF2Ut3ILe8xnG91Sqw7qAtWMzgNEiXwWBBREQdJjk6AO/Pu8ix9XTJ1uNYdc8YRAd641RpNWa/uwOnSqsAALtPliHfUAt/jRITB4ZKXDm1FIMFERF1qLH9gvDfW4dDKZdhbUoelv2ajS/vHYu+wb7ILa/B7KU7kFVc6WjhPTUpHBr7kezU+TFYEBFRh7ssPgxv3jgUMhnw6a4cfLj9JFbdOwYDwvxQaDThuv9sx+e7cwCwhXdXw2BBRESSmJasx4szBwMAlv6Sja/2nsGqe8YiIUILQ825/hZj+gZJVSK1AYMFERFJ5uZRvfHUVYMAAK9+fxTfHszD53ePcbrm0JlyCSqjtmKwICIiSd39p7548LI4AMCidWlYa++02eDW93dh94kyKUqjNmCwICIiyT1yxQDcPi4GAPD02jQAQLhWg3H9glBVZ8G8D3Zjm/3YdOrcGCyIiEhyMpkMT1+TgBtGRDnui+rljQ9uvwgTB4agpt6COz7cg61HiiSsklqCwYKIiDoFuVyGxyYPdHy999RZHM41YOncEbgiIQx1Zivu+XgvNh0ukLBKuhAGCyIi6jT+GBruWLEHmYWV+M+c4bhmSATqLQL3fbYfa1Nym3kFkhqDBRERdRoNgeGxyQMxKiYQFSYzbvtgN06VVuNfNw3DdcMjYbEKPPxFCr7ae1riaskVBgsiIuoUckqrsT+nHHIZMGtEFN6/fSSSIrUoq6rDre/vQl55DV67IRk3j+oNIYDH/ncIn+w8JXXZ9AcMFkRE1Cmss28zHdcvGKFaDbQaFVbeORpxoX4oMNbi1uW7UFJpwoszkxw7SP6+5jCW/35CwqrpjxgsiIhIckIIrLGfDTK90Ummgb5e+GT+aMchZXOX74ahph6LpiXgzxP7AQCe+y4d/956XJK6qSkGCyIiklx6vhHHiyrhpZRjSlK402PhOg0+nT8Gof5qHC2swLwVe1BVZ8HjkwfikUkDANi6dr6x+RiEEFKUT40wWBARkeTW2UcrLo8PhVajavJ47yAffHLXaPTyUeHg6XLc9dEemMxWPDSpP/46NR4A8PaPmXhp4xGGC4kxWBARkaSsVoF1B23BYkajaZA/GhDmj4/uHAU/tRI7s8tw36f7UW+xYsEl/bBoWgIAYOmv2fjnt+mwWhkupMJgQUREktp9sgz5hlr4a5SYODD0vNcOiQrA8nkjoVbK8eORIvzly4OwWAXuGB+LF2cOhkwGfLj9JJ5ak8pwIREGCyIiktRa+zTI1KRwaFSKC14/um8Q3r11BJRyGb49mIe/r0mFEAK3jO6N125IhlwGfL77NBZ+dRBmi9XT5dMfMFgQEZFk6sxWbEjNBwDMGBrZ4uddGh+Kt24a6ggRi+1rK64fEYV/3TQMCrkMqw/k4qFVKahnuOhQDBZERCSZX44Vw1BTj1B/Ncb0DWrVc68Zosfi6wYDAJb9mo0lP9m2nE5L1uM/c4ZDpZBhfWo+/u/T/TCZLW6vnVxjsCAiIsk0tPCelqyHQi5r9fNvvKg3/n71IADA65uPYcU2W7OsyYnhWHabbS3G5vRC3L1yH2rqGC46AoMFERFJotJkxpaMQgDn3w1yIXdN6IuHJ/UHAPzz23THGSKXDgzFitsvgrdKgV+PFeOOD3ejymRuf+F0XgwWREQkiR/SClBbb0VssC8GR+ra9VoPXd4f8y+OBQA88fUhx7qNcXHBWDn/3BbV2z7YDWNtfbtrp+YxWBARkSQadoPMGKqHTNb6aZDGZDIZ/n71INw4MhpWATy06gB+PloEALgoJhCf3DUaWo0S+06dxa3v70J5dV276yfXGCyIiKjDlVSa8PvxEgDA9OS2T4M0JpPJ8OJ1g3H1kAjUWwQWfLIPu0+UAQCGRgfg83vGINDXC4fOGHDze7tQWmlyy/uSs1YFi2eeeQYymczpFh4efuEnEhERNbL+UD4sVoEhUTr0DfFz2+sq5DK8OXsoJg4MQW29FfM/3IPDuQYAQKJeh1X3jEGIvxoZ+UbcuGwnioy1bntvsmn1iEViYiLy8/Mdt9TUVE/URURE3VjDbpDW9K5oKS+lHP+dMwKjYgNRYTLjtg9243hRBQBbW/Av7hmDCJ0Gx4sqMXvpDuSV17i9hp6s1cFCqVQiPDzccQsJCTnv9SaTCUaj0elGREQ9V05pNfbnlEMmA6YNifDIe3h7KbB83kgMidKhrKoOc97fhdNl1QCAviF++PLesYjq5Y2TpdWYvXSH4zFqv1YHi8zMTOj1esTGxuKmm25Cdnb2ea9fvHgxdDqd4xYdHd3mYomIqOtbd9A2WjGuXxBCtRqPvY+/RoWP7hiF/qF+KDSaMOf9XSi0T31EB/rgy3vHIjbYF2fO1mDWuzuQXVzpsVp6klYFi9GjR2PlypX4/vvv8d5776GgoADjxo1DaWlps8958sknYTAYHLfTp0+3u2giIuqahBBY49gN4v5pkD/q5euFT+4ajd6BPsgpq8bc5btwtsq2I0Qf4I0v7hmD/qF+KDDWYvbSnThWWOHxmrq7VgWLqVOn4vrrr8fgwYMxadIkrF+/HgDw0UcfNfsctVoNrVbrdCMiop4pI78Cx4sq4aWUY0pSxyz+D9Nq8OldoxGmVeNYYSXmrdiNCnsvi1CtBqvuGYNBEVqUVJpw07KdSMszdEhd3VW7tpv6+vpi8ODByMzMdFc9RETUjTUs2rxsYCi0GlWHvW90oA8+mT8avXxUOHTGgPkf7UVtva3Fd5CfGp/fPRrJ9vUYNy/biZTT5R1WW3fTrmBhMpmQkZGBiAjPLL4hIqLuw2oVWHfQNg1y7TD39K5ojf5h/lh552j4q5XYfaIMf/5kH+rMtpNPA3y88PFdozGiTy8Ya8249f1d2HOyrMNr7A5aFSwWLlyIX375BSdOnMCuXbtwww03wGg0Yt68eZ6qj4iIuok9J8uQb6iFv1qJiQNDJalhcJQOy2+/CBqVHFuPFuORL1NgsQoAgFajwso7R2Fs3yBUmsy4bflubLM38aKWa1WwOHPmDG6++WYMHDgQ1113Hby8vLBz50706dPHU/UREVE30bBoc0pSODQqhWR1jIoNxLu3jrAdq34oH099kwohbOHCV63Eijsuwp8GhKCm3oI7PtyDrfbW4NQyMtHw0+wgRqMROp0OBoOBCzmJiHqIOrMVF72wBYaaenx612iMjwuWuiRsTM3HfZ/th1UA8y+Oxd+vHuQ4s8RktuD+zw5gc3ohVAoZltwyHJMTe3an6Zb+/uZZIURE5HG/HiuGoaYeIf5qjOkbJHU5AICpgyPw8vVDAADLfz+Bf/14biOCWqnAf+YMd5w78n+f7se39vUhdH4MFkRE5HFr7LtBpg3RQyFv30mm7jRrZDQWTUsAALy1JRPLfz/heEylkONfNw7FdcMiYbEKPLTqAP6374xUpXYZDBZERORRlSYztmQUApBmN8iF3DE+Fn+5YgAA4Lnv0vHlnnONHJUKOV6blYybR9mOY1/41UF8titHqlK7BAYLIiLyqM3pBaittyI22BeDI3VSl+PSA5fF4e4JsQCAv64+hPWH8h2PyeUyvDhzMG4fFwMA+Ns3qVix7YSrlyEwWBARkYetOWBbmzA9We9YHNnZyGQy/O2qQY6RiYe/OOC0G0Qmk2HRtATce0lfAMA/v03Hf3/OkqrcTo3BgoiIPKak0oTf7b0gZgztfNMgjclkMjx/7WBcY1+wueDjfdiVXer0+F+nxOOhy/sDAF7edARvbTmGDt5c2ekxWBARkcdsSM2HxSowJEqHviF+UpdzQQq5DG/eOBSXxYfCZLZi/kd7cehMueNxmUyGR64YgMenDARgW/D58qajDBeNMFgQEZHHrDlg2w0yPblzj1Y0plLI8Z85wzGmbyAqTWbM+2A3Mv9w6un/TYzDP66x7SZ595cs/PPbdIYLOwYLIiLyiJzSauzPKYdM1rWCBQBoVAq8P+8iJEfpcLa6HnPe34Wc0mqna+ZfHIvnr00CAHy4/SSeWnMYVivDBYMFERF5xLeHbIs2x/ULQqhWI3E1reenVuLDO0ZhYJg/iipMmLN8JwoMtU7X3DqmD169YQjkMuCzXTlY+L+DMFusElXcOTBYEBGR2wkhHNMgM5IjJa6m7Xr5euHj+aPQJ8gHp8tqcOvyXSirqnO6ZtbIaLx10zAo5DKs3p+Lh75IQX0PDhcMFkRE5HYZ+RXILKqEl1KOKYO79hkboVoNPpk/GhE6DY4XVWLeB7thrK13umZ6sh7/vmW442Cz//t0P0xmi0QVS4vBgoiI3G7tQdtoxWUDQ6HVqCSupv2iA33w8fzRCPL1QmquAXd9uBc1dc7BYUpSOJbNHQkvpRyb0wtxz8p9qK3veeGCwYKIiNzKahX41n5EemfvXdEacaF++OjOUfDXKLH7ZBkWfLIPdWbnKY9L40Ox4vaL4K1S4Jdjxbjzwz2orjNLVLE0GCyIiMit9pwsQ56hFv5qJS6ND5W6HLdKitQ5BYeHvzjQZLHm+LhgfHTnKPipldieVYrblu9GxR+mTrozBgsiInKrtfbjxackhUOjUkhcjfuNjAnE0rkj4KWQY0NqAZ5cndpkm+mo2EB8PH8UtBol9p46i1uX74ahumeECwYLIiJymzqzFRtSbQd4zRjadXeDXMifBoTg7ZuHQi4Dvtp3Bs+tb9oga1jvXvjs7jHo5aPCwdPluPm9nSitNElUccdhsCAiIrf59VgxyqvrEeKvxth+QVKX41FTkiLwyg3JAIAV207izS2ZTa5JitRh1T1jEeynRnq+ETct24miitom13UnDBZEROQ2DdMg04booZB3zpNM3emGEVH45/REAMDbP2bi/d+ym1wzMNwfX9w7BuFaDTKLKnHT0p3IN9R0dKkdhsGCiIjcotJkxub0AgDdazfIhcwbF4OFVw4AADy/PgOrduc0uaZfiB++vHcsIgO8kV1ShdlLd+B0WXWT67oDBgsiInKLzekFqK23IjbYF0OidFKX06HuuzQO9/6pLwDgyW9S8a195Kax3kE++HLBWMTYu3jOXroDJ0qqOrpUj2OwICIit1hr710xPVkPmaz7T4M0JpPJ8Nep8bhldG8IATzyRQp+OlLY5LrIAG98ce9Y9AvxRb6hFrOX7mhycmpXx2BBRETtVlJpwm+ZJQB61jRIYzKZDM/NSMKMoXqYrQJ//mQ/dmaXNrkuTKvBF/eORXy4P4orTLhx2U6k5RkkqNgzGCyIiKjdNqTmw2IVGBKlQ98QP6nLkYxCLsNrs5IxaVAYTGYr5n+4BwdPlze5LthPjVX3jMGQKB3Kqupw87KdLq/rihgsiIio3RpPg/R0KoUcS24ZhnH9glBVZ8G8FbtxtKDpdEeAjxc+uWs0RvTpBWOtGXPe34W9J8skqNi9GCyIiKhdTpdVY9+ps5DJgGkMFgAAjUqB924biaHRASivrsety3fhVGnThZpajQor7xyFMX0DUWky47YPdmN7VokEFbsPgwUREbXLOvsOiHH9ghCm1UhcTefhq1biwzsucqylmPP+Lpf9K3zVSqy4fRQm9A9GdZ0Fd6zYg5+PFklQsXswWBARUZsJIbDmgO2I9BnJ3beFd1sF+Hhh5fxRiAnywZmzNbj1/V0u23p7eynw/ryRmDQoFCazFfes3Icf0gokqLj9GCyIiKjNMvIrkFlUCS+FHJOTwqUup1MK9dfgk7tGQ6/TIKu4Crd9sBuGmqYHkqmVCvxnzghcNTgcdRYr/u/T/Vh/KF+CituHwYKIiNps7UHbaMVl8aHQeaskrqbziurlg4/vGo0gXy+k5Rkx/8M9qK4zN7nOSynH2zcNw8xhkTBbBR74fD9W7z8jQcVtx2BBRERtYrUKfGvfDdJTe1e0Rr8QP6ycPwr+9qPU7/14H0xmS5PrlAo5XpuVjJsuioZVAI9+dRCfu2gT3lkxWBARUZvsOVmGPEMt/NVKXBofKnU5XUKiXocP77gI3ioFfssswUOfp8BssTa5TiGX4cWZg3Hb2D4QAnhydSo+2n6y4wtuAwYLIiJqk4aTTKckhUOjUkhcTdcxok8g3rttJLwUcmxKK8ATX6fCahVNrpPLZfjn9ETcYz+DZNG6NCz9Jaujy201BgsiImq1OrMVG1JtCwtnDOVukNa6uH8w3rllGBRyGb7efwbPfpcOIZqGC5lMhienxuPBy+IAAIs3HsHbP2a6vLazYLAgIqJW+/VYMcqr6xHir8bYfkFSl9MlTU4Mx2uzhgAAPtx+Em9sPubyOplMhr9cORCPTR4IAHhj8zG8+v3RThsuGCyIiKjVGqZBpg3RQyHvWSeZutPMYVF4bkYiAOCdn45j2a/NT3Xcd2kc/n71IADAf37OwnPfZXTKcMFgQURErVJpMmNzuq15E3eDtN/csTF4fIptNOLFDUfw2a7md4DcNaEvnrs2CQDwwbYTeGrNYZfrM6TEYEFERK2yOb0AtfVWxAT5YEiUTupyuoX/mxiHP0/sBwB4ak0q1qbkNnvt3DF98MoNQyCTAZ/tysHjXx+CpROFCwYLIiJqlbWO3hWRkMk4DeIuj08eiLljbNtLH/3yIH7MKGz22tkjo/HWjUOhkMvwv31n8PAXKah3sW1VCgwWRETUYiWVJvyWaTt9czqnQdxKJrNtL23ouvnnT/ef96TTGUMj8e9bhkGlkOHbg3m4/7P9LhtudTQGCyIiarENqfmwWAUGR+rQL8RP6nK6HblchldvGIIrEsJQZ7bi7o/24kDO2Wavn5IUgaVzR8BLKcf3aYVY8PE+1NZLGy4YLIiIqMXWsoW3xykVcrxz8zCMjwtCVZ0Ft6/Yg4x8o8trhRDoH+qPG0dGAwC2Hi3G/326X9LdIkrJ3pmIiLqU02XV2HfqLGQyYFoyg4UnaVQKLJs7EnOX78L+nHLMXb4bq+4ZAyEEDucZkJZrRFqeEWl5BhhrnQ8z25ldinqLgJdSmvUvDBZERNQi6+y9K8b2DUKYViNxNd2byWxBdnEVJieGY39OOUoqTZj0xi8ur1UpZBgQ5o8kvQ6JkVpcMiAEXkrpJiQYLIiI6IKEEFhzwLYF8lq28HarSpMZGflGpOUacDjPNhKRWVgBczNbSGOCfHDJgBAk2oNE/1B/SYPEHzFYEBHRBWXkVyCzqBJeCjkmJ4VLXU6XVVZVh7Q8A9LyjDica0B6nhEnSqvgaklEgI8KiXotkvQ69PL1wksbjwAAfLyU+MuVA6HzVnVw9S3DYEFERBe09qBttOLS+JBO+wutMxFCoMBYi8O5RkeQSMs1IM9Q6/L6cK0GiXqt7RapQ6Jei8gAb6c+IZMTwzHr3R1Izzfizg/34OP5o+Dj1fl+jXe+ioiIqFOxWgW+te8G4TRIU1arwKmyahzONTgWVKblGVFWVefy+j5BPkjS65Cg1yLJHiKC/dQXfJ/YYF98PH8Ubly6A/tOncW9H+/D+/NGQq3sXEfWM1gQEdF57TlZhjxDLfzVSlwaHyp1OZKqt1hxvKjSaSojPd+ISpO5ybUKuQxxIX5IjNTa1kPotUjQa6HVtH3EZ1CEFh/eOQq3vr8Lv2WW4MHPD+DftwyHUsE1FkRE1EU0nGQ6OSkcGlXn+texJ9XWW2yLKhuNQhwpqECduWnrbC+lHIPC/ZGg1yHJHiTiw/098vMa3rsX3r9tJG7/cA++TyvE4/87hNdmJUPeSU6ZZbAgIqJm1Zmt2JCaD6B7T4MYauqR3ihApOUZkFVc5fJwL3+1EoPs6yEatnj2C/GDqgNHDcbFBePftwzHgk/2YfWBXPhplPjn9MROcXYLgwURETXr12PFKK+uR7CfGmP7BUldjlsUV5icAsThXCNyyqpdXhvk6+VYTJlkn87oHejTKUYHrkgIwxuzk/HwFylYueMU/DVKPDY5XuqyGCyIiKh5DdMg05IjoOgEv0xbQwiBM2drnKYyDucaUFRhcnl9ZIC3fWfGuemMMK26U4wCNGfG0EhUmsx46pvD+PfWLPhrVFhwST9Ja2KwICIil6pMZmxOLwDQ+adBLFaBEyXnFlWm2RtNGWrqm1wrk9l2WDSMQDQsrOzl6yVB5e03e2Q0Mgsr8eH2k3hp4xH4qZW4dUwfyephsCAiIpd+SC9Abb0VMUE+GBKlk7ocB5PZgszCSqdRiIz8CtS4ONVTpZChf6i/bSrDPqUxKEILX3XX+PVXZ7ai0FiLfEMt8g01yDfUosD+vwsMtcgz1KKk0uTUYOu579Ixe2S0ZN04u8ZPloiIOlzDSabTh0ZKNh1Q1dDuutF6iMyiCtRbmi6q9FYpMCjC32kqo3+YX6fr89DAZLag0GByBAZbaDj3v/PtoaElvBRyhOs0CNdpeFYIERF1PqWVJvyWWQKg445IL6+uc5rKOJxnwIkS1+2utRqlYwSi4c/YYL9Osw6ktt7icqQhr7wWBUbbaENJpesGWn/kpZQjQqex37wRrtNAr9MgXOftuD/Q16vTrAVhsCAioibWp+bDYhUYHKlDvxA/t762EAKFRpNjBKJhSiO3vMbl9aH+akd4aFgPEdXLW7JfpLX1Fvs0RI19WuLc1ETDSENzXTf/SK2UQx/gjXCtPTgE2AOD1jb6oA/wRi8fVacJDS3BYEFERE00TIO0d7TCahXIKat2jECk5RmRnmdo9l/rvQN9HKMQCfZeEaH+HXdEe02d5Q8hodFog32q4mx10wWhrmhUcujtIwy2UQbb/24YeYjQaRDQxUJDSzBYEBGRk9Nl1dh36ixkMmBacsuDhdliRVZxldNURkaeERUu2l3LZUBcqJ9jBCLRfnaGJw84q64zN5qSsIcHY6OvjbUob2Fo8FYpEBHgHBL+GB503t0vNLQEgwURETlZZ+9dMbZvEMK0rkcLaustOFpQ4RiFSMs14EhBBUyu2l0r5IiP8HeayogP18Lby32LKqtMZhc7J5ynKFxtPXXFx0uBCPs0RMMURbjO+1yQ0HpD663skaGhJRgsiIjIQQiBNQdsR6Q3TINU1NraXR+278xIzzMis6jSZbtrXy+FY/ShYUojLrR97a4rTWYUGGpsCx9dTlHUoKK26aiIK75eCkQEnFv0GK7zti+EtI88BGjgr2ZoaA8GCyIicth2vBSZRZUAgO8O5eO/P2fhZKnrdteBvl5OoxBJkTr0aWW764raeqetlo7wYKxFvn26wtVUiiv+aqXT4seGEYbG4cG/HSeLUsu0K1gsXrwYf/vb3/DQQw/hrbfeclNJRETkaUII5JbXODpUptnXRRQYax3XNGw3BQC9TuN0cmdSpBbhWk2z/7IXQsBYa3Y0c3LVp6HAUOvyuHFXtBrlua2WARqEaxutawjQIEzL0NBZtDlY7NmzB8uWLcOQIUPcWQ8REbmZ1SpwotS2qDK90e6M8y1UVMplWDh5oGNEIrBRu2shBIw1ZhwtrEB+uavGTraRhqq6pp0wXdF5qxwhwdVCyHCdBn5dpFMmtTFYVFZWYs6cOXjvvffw/PPPu7smIiJqozqzFZlFFUiz94c4nGdERr4R1S5+ySvlMvQPs7e71mtRVWfBq98fhVopx6p7xuBsdR1yyqqx+0SZo7FTw0iDq9dzJcBHhXCtfSGkTmOfovBuFCQ08PFiaOhO2vRp3nfffbj66qsxadKkCwYLk8kEk+lcS1Kj0diWtyQioj+orjMjI7/C1mAq14i0fAOOFVSiztJ0Z4ZGJcegCO250zvt7a41qnM7M/6x5jAAwGS2YuZ/tl/w/Xv5qJxGGP649TJC5+3WnR/UNbQ6WKxatQr79+/Hnj17WnT94sWL8c9//rPVhRER0TmG6vpzh27Z/8wuroSLjRnw1yjtoxA6JEba/owN9oXyAjszGrfDDvT1arRzwvUUReNQQtRAJoSrLuyunT59GiNHjsQPP/yA5ORkAMDEiRMxdOjQZhdvuhqxiI6OhsFggFarbV/1RETdUJGx1hYecs+FiDNnXbe7DvZTI8keHhpGI6ID29bu2moVKKyoRS8fL4YGasJoNEKn013w93ergsWaNWswc+ZMKBTn/g9nsVggk8kgl8thMpmcHmtPYURE3Z0QAqfLauzhoeEIcGOzJ1pGB3ojMcL54K3QZhpYEblbS39/t2oq5PLLL0dqaqrTfXfccQfi4+PxxBNPXDBUEBH1VGaLFdklVU0O3nLV2EkuA/qG+CGpoUdEpBaJETrofLidkjq/VgULf39/JCUlOd3n6+uLoKCgJvcTEfVUtfUWHCuscDoCPCPf2Gy76wHhfuemMiJ1GOTmdtdEHYl7fIiI2qHSZEa6vdV1w0jE8aJKmF2sqvTxUiAh4tzJnUl6W7trL2Xb210TdTbtDhY///yzG8ogIur8SitNjk6Vh+1nZpwoqXJ5bS8f1blpDPtoRGyQb6vaXRN1RRyxICL6AyEE8g21jmmMNPuIRL6h1uX1EToNEvVaW8tr+3SGXtd8u2ui7ozBgoh6NKtV4GRpldMoxOFcA8420+46JsgHifYdGQ3rIoL81B1cNVHnxWBBRD1GvcWKzMJKx46MhiPAXZ1poZDL0D/Uz+nkzkER/jzoiugCGCyIqFuqqbMgo8A2jZFuX1h5tKDCZbtrtVKOeHu764ZRiIHh/mwSRdQGDBZE1OUZauodOzMatnhmNdfuWq1Egv7c0d+Jeh36hVy43TURtQyDBRF1KUUVtbZpjNxz52acLmuu3bWX01RGol6L6F4+3JlB5EEMFkTUKQkhcOZsjVN/iMN5RhRXuG53HRng7RiBaPgz1F/NnRlEHYzBgogkZ7EKZBdXOnWqTMszwOii3bVMBvQN9nWMQDSMSAT4eElQORH9EYMFEXUok9mCYwWVTkeAH8mvQE19050ZKoUMA8L8naYy4sO18FXzP11EnRX/dhKRx1SZzMjIPzcKcTjPiMzCCpftrr1VCvuiStvOjAS9FgPC/NnumqiLYbAgIrc4W1XnGIFoWFx5orQKwsXODJ23yrEOomE6IzbYFwouqiTq8hgsiKhVhBAoMNYiLdf5zIzcctc7M8K0aqeTOxP1WkQGeHNRJVE3xWBBRM2yWgVOlVU79YdIzzOitKrO5fV9gnycFlQm6nUI8We7a6KehMGCiADY2l1nFVc6tnam5RqRnm9EpanpzgyFXIa4ED+nUYgEvRZatrsm6vEYLIh6oNp6C44UVDht7TxSUIE6c9N2115KOQaF+9tO7rSvi4hnu2siagaDBVE3Z6ytd5zYmW4/Avx4cSUsLnZm+DnaXZ9rNNUvxA8qtrsmohZisCDqRoorTE4nd6blGXGqtNrltUG+Xkho1B8iSa9D70C2uyai9mGwIOqChBDILa/B4Vz7yZ32IFFobL7ddUKjkzuTInUI07LdNRG5H4MFUSdnsQqcKKly2pmRlmeEoaa+ybUyGRAb7Gubxmi0O6OXL9tdE1HHYLAg6kTqzFYcK6ywrYmwB4n0PKPLdtdKedN214Mi2O6aiKTF/wIRSaS6ztbuuvEoxLHCCtRbmi6q1KjkSIjQOh0B3j/MD2old2YQUefCYEHUAcqr6xwLKhv6RGSXuG53rdUonY7+TorUIjbYj+2uiahLYLAgciMhBIoqTOcO3bL/2Vy761B/tdNURqJeh6hebHdNRF0XgwVRGwkhkFNWfa5TpX1EoqTSdbvr3oEN7a7PdasM9dd0cNVERJ7FYEHUAmaLFVnFVU5TGel5RlS4aHctlwH9QvycRiES9FrovNnumoi6PwYLoj+orbfgaEGF0xHgR/KNMLlqd62QY2C4P5IitbaW13ot4sO18Pbiokoi6pkYLKhHq7C3u258/Hdmket2175eCnu763MjEf3D2O6aiKgxBgvqMUorTY4OlWl5RqTlGnCymXbXgb5efzj+W4uYIF+2uyYiugAGC+p2hBDIM9QiLdfW6jrdvi6iwFjr8nq9ToOERv0hEvVaROg03JlBRNQGDBbUpVmtAidKqxwjEA07M85WN213DTS0u9Y69YkIZLtrIiK3YbCgLqPObEVmUYVTiMjIN6KqznW767jQczszkiJ1GBShhR/bXRMReRT/K0udkq3ddQXSGw7eyjPgWEEl6ixNd2ZoVHLEh2sdIxCJei0GhPlDo+LODCKijsZgQZIzVNcjLd+ANHt/iMN5RmQXV8LFxgz4a5RNpjL6BvtCyZ0ZRESdAoMFdagiY61Tq+vDeQacOeu63XWwn9oeHrRI0uuQqNchOpDtromIOjMGC/IIIQROl9XYRyAaFlUaUVxhcnl9VC9ve3jQIjHSFiRCtWx3TUTU1TBYULuZLVZkl9jaXaflnms0Zax13e66b4gfkhr1iEjQaxHgw50ZRETdAYMFtYrJbMGxgkr7KIStP8SRAiNq6123ux4Q7ofECJ2j5fWgCH/4ePH/dkRE3RX/C0/NqjSZkZFvdDoC/HhRJcwuVlX6eCmQEOF8cmf/UH94KbmokoioJ2GwIABAWVVdk5M7T5RWQbjYmRHgo2q0HkLnaHetYLtrIqIej8GihxFCIN9Q6+hQeTjX1vI6z+C63XW4VuOYxmhoNKVnu2siImoGg0U3ZrUKnCqrdkxlNBy+VVZV5/L6mCAfxwhEw8LKYD91B1dNRERdGYNFN1FvseJ4UaVTiMjIr0ClqenODIVchv6hfkhw9Iew7czw16gkqJyIiLoTBosuqKbOgiMFRqeTO48WVqDO3HRnhlopR3xE4yZTWgwMZ7trIiLyDAaLTs5QU4/0RtMYaXm2nRku212rlUhoNI2RFKlDvxC2uyYioo7DYNGJFFeYHM2lGqY0csqqXV4b7OeFBL3O0WgqKVKL6F4+kHNnBhERSYjBQgJCCJw5W+MYhWgIEUXNtLuODPB2jEA0/Bnqr+bODCIi6nQYLDzMYhU4UVLp6A/RcGaGoaa+ybUyGdA32Nfp5M6ECC16+bLdNRERdQ0MFm5kMluQWVjp1GgqI78CNfWWJteqFDIMCPN3OgI8PlwLXzU/EiIi6rr4W6yNquztrhtPZWQWVaDe0nRVpbdKYV9UqXUEiQFhbHdNRETdD4NFC5ytqjvXqdL+54kS1+2udd4qp/UQiXodYoPZ7pqIiHoGBotGhBAoNJrOHbpl36GRW17j8vowrdo2jaG3tbxOitQiMsCbiyqJiKjH6rHBwmoVyCmrth//bZvSSMs1oLSZdtd9gnycWl0n6nUI8We7ayIiosZ6RLAwW6w4XlyJtFyjI0ik5xldtruWy4C4UD8k6XW2lteRtj+1bHdNRER0Qd0uWNTWW3CkoMLp5M4jBRUwuWh37aWUIz7c36lTZTzbXRMREbVZtwgW9RYrnvj6ENJyjTheXAmLi37XfmolEiK0SIw8N50RF+oHFdtdExERuU23CBYqhRw7skqRb6gFAAT6ejn1h0jU69AnkO2uiYiIPK1bBAsA+OvUePh6KZEYqUW4VsOdGURERBLoNsFixtBIqUsgIiLq8bjAgIiIiNyGwYKIiIjchsGCiIiI3IbBgoiIiNyGwYKIiIjchsGCiIiI3KZVweK///0vhgwZAq1WC61Wi7Fjx2Ljxo2eqo2IiIi6mFYFi6ioKLz00kvYu3cv9u7di8suuwwzZsxAWlqap+ojIiKiLkQmhGh6sEYrBAYG4tVXX8X8+fNbdL3RaIROp4PBYIBWq23PWxMREVEHaenv7zZ33rRYLPjqq69QVVWFsWPHNnudyWSCyWRyKoyIiIi6p1Yv3kxNTYWfnx/UajUWLFiAb775BgkJCc1ev3jxYuh0OsctOjq6XQUTERFR59XqqZC6ujrk5OSgvLwcX3/9Nd5//3388ssvzYYLVyMW0dHRnAohIiLqQlo6FdLuNRaTJk1Cv379sHTpUrcWRkRERJ2Hx9dYNBBCOI1ItOT6hgKJiIioa2j4vX2h8YhWBYu//e1vmDp1KqKjo1FRUYFVq1bh559/xqZNm1r8GhUVFQDAtRZERERdUEVFBXQ6XbOPtypYFBYWYu7cucjPz4dOp8OQIUOwadMmXHHFFS1+Db1ej9OnT8Pf3x8ymaw1b39eDWs3Tp8+zSkWifAzkBZ//tLjZyA9fgaeI4RARUUF9Hr9ea9rVbBYvnx5u4oCALlcjqioqHa/TnMauoKSdPgZSIs/f+nxM5AePwPPON9IRQOeFUJERERuw2BBREREbtNtgoVarcaiRYugVqulLqXH4mcgLf78pcfPQHr8DKTX7j4WRERERA26zYgFERERSY/BgoiIiNyGwYKIiIjchsGCiIiI3KZLBYtnnnkGMpnM6RYeHu54vLCwELfffjv0ej18fHwwZcoUZGZmSlhx95Sbm4tbb70VQUFB8PHxwdChQ7Fv3z7H40IIPPPMM9Dr9fD29sbEiRORlpYmYcXdz4U+g9WrV2Py5MkIDg6GTCZDSkqKdMV2Q+f7+dfX1+OJJ57A4MGD4evrC71ej9tuuw15eXkSV929XOjvwDPPPIP4+Hj4+vqiV69emDRpEnbt2iVhxT1HlwoWAJCYmIj8/HzHLTU1FYDtl9m1116L7OxsrF27FgcOHECfPn0wadIkVFVVSVx193H27FmMHz8eKpUKGzduRHp6Ol5//XUEBAQ4rnnllVfwxhtvYMmSJdizZw/Cw8NxxRVXOM6JofZpyWdQVVWF8ePH46WXXpKu0G7qQj//6upq7N+/H//4xz+wf/9+rF69GseOHcP06dOlLbwbacnfgQEDBmDJkiVITU3F77//jpiYGFx55ZUoLi6WrvCeQnQhixYtEsnJyS4fO3r0qAAgDh8+7LjPbDaLwMBA8d5773VQhd3fE088IS6++OJmH7darSI8PFy89NJLjvtqa2uFTqcT7777bkeU2O1d6DNo7MSJEwKAOHDggGeL6kFa8/NvsHv3bgFAnDp1ykNV9Sxt+QwMBoMAILZs2eKhqqhBlxuxyMzMhF6vR2xsLG666SZkZ2cDgOPodo1G47hWoVDAy8sLv//+uyS1dkfr1q3DyJEjMWvWLISGhmLYsGF47733HI+fOHECBQUFuPLKKx33qdVqXHLJJdi+fbsUJXc7F/oMyLPa8vM3GAyQyWRO/6KmtmvtZ1BXV4dly5ZBp9MhOTm5AyvtoaRONq2xYcMG8b///U8cOnRIbN68WVxyySUiLCxMlJSUiLq6OtGnTx8xa9YsUVZWJkwmk1i8eLEAIK688kqpS+821Gq1UKvV4sknnxT79+8X7777rtBoNOKjjz4SQgixbds2AUDk5uY6Pe/uu+/m5+AmF/oMGuOIhfu15ucvhBA1NTVixIgRYs6cOR1caffV0s/g22+/Fb6+vkImkwm9Xi92794tUcU9S5cKFn9UWVkpwsLCxOuvvy6EEGLv3r0iOTlZABAKhUJMnjxZTJ06VUydOlXiSrsPlUolxo4d63TfAw88IMaMGSOEOBcs8vLynK656667xOTJkzuszu7sQp9BYwwW7tean39dXZ2YMWOGGDZsmDAYDB1VYrfX0s+gsrJSZGZmih07dog777xTxMTEiMLCwo4stUfqclMhjfn6+mLw4MGOnR8jRoxASkoKysvLkZ+fj02bNqG0tBSxsbESV9p9REREICEhwem+QYMGIScnBwAcu3QKCgqcrikqKkJYWFjHFNnNXegzIM9q6c+/vr4es2fPxokTJ7B582Ye4e1GLf0MfH19ERcXhzFjxmD58uVQKpVYvnx5R5baI3XpYGEymZCRkYGIiAin+3U6HUJCQpCZmYm9e/dixowZElXY/YwfPx5Hjx51uu/YsWPo06cPACA2Nhbh4eHYvHmz4/G6ujr88ssvGDduXIfW2l1d6DMgz2rJz78hVGRmZmLLli0ICgrq6DK7tbb+HRBCONbjkQdJPWTSGo8++qj4+eefRXZ2tti5c6e45pprhL+/vzh58qQQQogvv/xSbN26VWRlZYk1a9aIPn36iOuuu07iqruX3bt3C6VSKV544QWRmZkpPv30U+Hj4yM++eQTxzUvvfSS0Ol0YvXq1SI1NVXcfPPNIiIiQhiNRgkr7z5a8hmUlpaKAwcOiPXr1wsAYtWqVeLAgQMiPz9fwsq7hwv9/Ovr68X06dNFVFSUSElJEfn5+Y6byWSSuPru4UKfQWVlpXjyySfFjh07xMmTJ8W+ffvE/PnzhVqtdto5SJ7RpYLFjTfeKCIiIoRKpRJ6vV5cd911Ii0tzfH4v/71LxEVFSVUKpXo3bu3+Pvf/86/yB7w7bffiqSkJKFWq0V8fLxYtmyZ0+NWq1UsWrRIhIeHC7VaLf70pz+J1NRUiartni70GaxYsUIAaHJbtGiRNAV3M+f7+Tesa3F127p1q3RFdzPn+wxqamrEzJkzhV6vF15eXiIiIkJMnz6dizc7CI9NJyIiIrfp0mssiIiIqHNhsCAiIiK3YbAgIiIit2GwICIiIrdhsCAiIiK3YbAgIiIit2GwICIiIrdhsCAiIiK3YbAgIiKP+vXXXzFt2jTo9XrIZDKsWbPGo+/3zDPPQCaTOd0aDkhsL5PJhKFDh0ImkyElJeWCdcTHx8PX1xe9evXCpEmTsGvXLpfXCiEwdepUlz+fs2fPYu7cudDpdNDpdJg7dy7Ky8sdj5eWlmLKlCnQ6/VQq9WIjo7G/fffD6PR2KrvbfXq1Zg8eTKCg4Nb9P01h8GCiIg8qqqqCsnJyViyZEmHvWdiYiLy8/Mdt9TU1PNeHxMTg59//vmCr/v4449Dr9e3qIYBAwZgyZIlSE1Nxe+//46YmBhceeWVKC4ubnLtW2+9BZlM5vJ1brnlFqSkpGDTpk3YtGkTUlJSMHfuXMfjcrkcM2bMwLp163Ds2DF8+OGH2LJlCxYsWNCiOhtUVVVh/PjxeOmll1r1vCYkbilOREQ9CADxzTffON1nMpnEY489JvR6vfDx8RGjRo1q17kqixYtEsnJya16Tp8+fS74nhs2bBDx8fEiLS1NABAHDhxo1XsYDAYBQGzZssXp/pSUFBEVFSXy8/Ob/HzS09MFALFz507HfTt27BAAxJEjR5p9r4azsxrbtm2bmDBhgtBoNCIqKko88MADorKysslzG867ae3314AjFkREJKk77rgD27Ztw6pVq3Do0CHMmjULU6ZMQWZmZptfMzMzE3q9HrGxsbjpppuQnZ3drhoLCwtx99134+OPP4aPj0+rn19XV4dly5ZBp9MhOTnZcX91dTVuvvlmLFmyxOV0zY4dO6DT6TB69GjHfWPGjIFOp8P27dtdvldeXh5Wr16NSy65xHFfamoqJk+ejOuuuw6HDh3CF198gd9//x33339/q7+XC2GwICIiyWRlZeHzzz/HV199hQkTJqBfv35YuHAhLr74YqxYsaJNrzl69GisXLkS33//Pd577z0UFBRg3LhxKC0tbdPrCSFw++23Y8GCBRg5cmSrnvvdd9/Bz88PGo0Gb775JjZv3ozg4GDH44888gjGjRuHGTNmuHx+QUEBQkNDm9wfGhqKgoICp/tuvvlm+Pj4IDIyElqtFu+//77jsVdffRW33HILHn74YfTv3x/jxo3D22+/jZUrV6K2trZV39OFMFgQEZFk9u/fDyEEBgwYAD8/P8ftl19+QVZWFgDg5MmTTRZj/vHW+F/eU6dOxfXXX4/Bgwdj0qRJWL9+PQDgo48+clyzYMECp/fLycnB1KlTm9wHAO+88w6MRiOefPLJVn9/l156KVJSUrB9+3ZMmTIFs2fPRlFREQBg3bp1+Omnn/DWW2+d9zVcrb0QQjS5/80338T+/fuxZs0aZGVl4S9/+YvjsX379uHDDz90+v4mT54Mq9WKEydOtPr7Oh+lW1+NiIioFaxWKxQKBfbt2weFQuH0mJ+fHwAgMjISGRkZ532dXr16NfuYr68vBg8e7DS18uyzz2LhwoWOrydOnIiXX37ZacqhYZHmTz/9hJ07d0KtVju97siRIzFnzhynwOLqvePi4hAXF4cxY8agf//+WL58OZ588kn89NNPyMrKQkBAgNNzrr/+ekyYMAE///wzwsPDUVhY2OR1i4uLERYW5nRfeHg4wsPDER8fj6CgIEyYMAH/+Mc/EBERAavVinvvvRcPPvhgk9fq3bt3s/W3BYMFERFJZtiwYbBYLCgqKsKECRNcXqNSqRAfH9/m9zCZTMjIyHB6/dDQUKcpBqVSicjISMTFxTV5/ttvv43nn3/e8XVeXh4mT56ML774wimItIQQAiaTCQDw17/+FXfddZfT44MHD8abb76JadOmAQDGjh0Lg8GA3bt3Y9SoUQCAXbt2wWAwYNy4ced9n4bvHQCGDx+OtLQ0l9+fuzFYEBGRR1VWVuL48eOOr0+cOIGUlBQEBgZiwIABmDNnDm677Ta8/vrrGDZsGEpKSvDTTz9h8ODBuOqqq1r9fgsXLsS0adPQu3dvFBUV4fnnn4fRaMS8efPaVP8f/0XfMJLSr18/REVFOe6Pj4/H4sWLMXPmTFRVVeGFF17A9OnTERERgdLSUvznP//BmTNnMGvWLADnRhhcvV9sbCwAYNCgQZgyZQruvvtuLF26FABwzz334JprrsHAgQMBABs2bEBhYSEuuugi+Pn5IT09HY8//jjGjx+PmJgYAMATTzyBMWPG4L777sPdd98NX19fZGRkYPPmzXjnnXcAAGVlZcjJyUFeXh4A4OjRo+ets1lt2ktCRETUQlu3bhUAmtzmzZsnhBCirq5OPP300yImJkaoVCoRHh4uZs6cKQ4dOtSm97vxxhtFRESEUKlUQq/Xi+uuu06kpaWd9zkt2W7aoLntmADEihUrhBBC1NTUiJkzZwq9Xi+8vLxERESEmD59uti9e/d5XxsutuOWlpaKOXPmCH9/f+Hv7y/mzJkjzp4963j8p59+EmPHjhU6nU5oNBrRv39/8cQTTzhdI4QQu3fvFldccYXw8/MTvr6+YsiQIeKFF15wPL5ixQqXn9OiRYta9HNpILN/I0RERETtxl0hRERE5DYMFkREROQ2DBZERETkNgwWRERE5DYMFkREROQ2DBZERETkNgwWRERE5DYMFkREROQ2DBZERETkNgwWRERE5DYMFkREROQ2/w94cZ2JIOT5vQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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OrF06qR9WKhD0LxqNRHpxNTFnmgROamEVrSmCEd72vHNNOMGePXuN7Y9IT5dFT1uiw5AjR47ofTsA2dnZDBw4kD/++IPFixc32/f999/npZdeoqamBgsLC55//nmWLVvG77//znXXXdfi2K1Fenx9fYXo6QZphdU88ddxYrPKAa234c3FYXgbRH0MkSSJI5llfLMnnS0pBfp/jmHudtw52Z+FI72FN0LQb7RXqXUud/5whO0nCnl8diAPTh/axysVCPqeijpdFKeMmKxy4rLKqKxvu2goyMOOqDBP5od5tfl/dL5cEKKnuLiY4uLidvfx9/dvlrZ65ZVX+OSTT8jJycHMrOVdlyRJ5OXl4eTkRGZmJsOHD+fw4cOMGTOmw/UIT8/5odZIfLc3g3c3n0TRoMHG3IRn5gezZKxfu9GbMyU1fL8vkz+PnqVGqQbA2cacm8cP5ObxA3G1s+irH0EgAOCzHWm8s+kkpnIZP905toVxWUedUs3IlzejaNCw8ZEpBHmIzw3BxYVGI3GqsLpR4GijOKcKqzt83RA3W6LCPIkK8+wT+8IFIXq6iiRJDB48mKuvvpp33323w/1feOEFfvjhBzIyMjAx6ThqIERPz5BeVM2Tf8Vz9EwZAJOGOPPm1WH4DrBu93UVdSr+OHKWH/ZnklNeB4C5iZyFI724a0qAuKAI+oRNSfnc979jALy6aAQ3jx/Y5r5bkgu456ejeDtasfepaSI1K7jgKa9VEnu2nNgzZcSeLScuq5wqRedavwS42DQKHS8C3W379P/hohQ927ZtY+bMmSQnJxMc3NJQ+M477zB37lzkcjmrV6/mlVde4Y8//mDRokWdOr4QPT2HWiPxw/5M3tl0gnqVBmtzE5bNC+KmcQORy9v/R2hQa9iYlM+3ezP06TLQiqe7JgdweaBbh8cQCLpDUm4F135xgFqlmtsmDOSlhSPa3f/pVfH8duRsp/YVCIwNtUYitaBKbzaOySojvaimxX6mchkNmtYv774DrIgK8yIqzJPhnvb9JvwvStGzZMkSzpw5w759+1rdPn36dGJiYlAoFISHh/Piiy8yb968Th9fiJ6eJ7O4hif/iudwZikA4wcN4O3F4fg5tx/10RGTVca3ezPYmJiPuvGfbpCrDXdOCmBxpA9W5sL3I+gZ2pqp1RYajcTY17dRXK3gpzvHMjXQtQ9XKxB0ndIaJXFny4g5U07s2TKOn62gupUoToCLDaHeDtQqG8gpr+dMSQ21jdYDAG9HK+aHeTI/1JMwHwejiHBelKKntxGip3fQaCR+OpDJWxtPUqdSY2VmwlNzh3HrBP9OR2yyy2r5cX8mvx0+qw+1OlqbsWSsH7dO8MfDwbKDIwgEbdPZSi1D4s6Ws+izfdiYmxDzwiwsTIUAFxgPDWoNJwuqiMnSGo5js8rJKG4ZxbExN2GknyMRvk6E+ThQp1KzP62EjUn5zWYouttbMD/Ui/lhnkT4OhpdtF2Inm4gRE/vcqZEG/U5lKGN+owNGMDbi8O6NJurWtHAn0fP8v2+TLJKawFt6DUqzJO7Jg8i1MehV9YuuHiRJInH/jjOmticDiu1DHlv80k+2Z7GFaEerLhpVB+sVCBom5JqRbM0VXx2RbPojI5BrjZE+jkR6edEhJ8jg11tOZpZSnRCHhsT8ymtUer3dbG1YH6oB/PDvBg90MnohI4hQvR0AyF6eh+NRuKXQ2d4498T1CrVWJrJeXJOELdP7HzUB7S56K0pBXy7N4PDjSIKtELqrskBzAx2x8SI/0EFxoOuUstELuN/7VRqncu8j/aQklfJe9eGs3iUTy+vUiBoQqXWcDK/Sl9NFZNVxpmS2hb72VmYaqM4jQInwtcRR2tzNBqJo2fKiI7PZUNCPsXVTa1bBtiYM3eEB1FhnowLcL5gPkeF6OkGQvT0HWdLa3lqVTz7T5cAMHqgE29fE8YgV9suHyshu4Lv9mXwz/FcvdluoLM1t0/059rRvtha9FmzcMEFRlcqtQzJKa9j0pvbkcvg6HOzxDgVQa9SVKXQ98SJySojIbuCOlXLKM5QN1si/By1kZyBTgx2tdWLFkmSiMkqbxQ6eRRUNgkdBysz5oZ4EBXuyYRBzu162YwVIXq6gRA9fYskSaw8nMXr61OoUaqxMJXz+Oxh3Dk5oFt3F/kV9fx0IJOVh7Mor9Xmou0sTblhjC+3TfTHx6lz5mnBpUFybiXXfLG/05Vahvx0IJMX1iUxeqATf/3fxF5cpeBSQ6XWkJJXSUxjyXhMVhlnS+ta7GdnaUqEnxORjZGckb6OLXxokiQRn12hj+joWoHoXj97uFboTBrsgrnphSd0DBGipxsI0dM/ZJfV8vSqBPamaRtVRvg58s414Qxx63rUB7QN41bFZPPdvgx9+aWJXMbcER7cNTmASD+nHlu74MKkq5Va53Lrd4fZnVrEU3OD+L/LB/fiSgUXO4WV9c3SVPHZFSgaNM32kckg0M2OyIFaw3HkQEcGudi2agmQJImk3Eqi4/NYn5DbTDDZmJswa7g788O8mBroclGZ74Xo6QZC9PQfkiTx+5GzvLo+hWpFA+amcv47K5C7pwzqdk5Zo5HYmVrIt3sz2JdWon8+ws+RuyYHMDfE44IM4wrOjxaVWv83CQfr9iu1DKlWNBD58haUag1bHp3KUHcxLFfQOZQNGpIbozg6oWMYfdHhYGXWlKbycyLM1wF7y7bfo5IkcbKgivXxeUTH5zWr0rIyM2FGsBtRYZ5cPsztoh3vI0RPNxCip//JLa9j2eoEdqUWARDu68i714Sd94UlJa+S7/ZmsC4uF6Vaexfl7WjF7RP9uX6sb7sfKIKLh+5WahmyMTGP+3+OYaCzNTsfv9woepQIjJP8Cl0UR+vHScipQHlOFEcug0B3OyIHOhHh60jkQCcCnG06VdiRVlhNdHwu0fF5pBmMhrAwlTNtmBtR4Z5MD3LD2vzi9zUK0dMNhOgxDiRJ4s9j2bwSnUxVfQPmJnIenjmU+6YOOu/ITFGVgv8dPMMvB89Q0liaaWNuwrWjfbljkj8DnXtnGJ7AOFixM423N3a9UsuQx/88zl/HsrlzUgAvLBjeC6sUXIgoGtQk5lTqe+LEZJWRV1HfYj8nazO9F0cbxXHsUrFFZnGNXuicyK/SP29uImdqoCsLwj2ZEex+yRVwCNHTDYToMS7yKup4ZnUCO05qoz5hPg68c004wzzOP51Qr1KzLi6Hb/dmkFqgvUOSyWBWsDt3TxnEGH8ncQd/kWFYqfXKohHc0slKLUPUGomxr22lpEbJyrvHdUs0CS58JEkirzGKo+tunJRTqY8i65DLIMjD3sCL44S/s3WXP1vOltYSHZ9HdHwuSbmV+udN5TKmDHUhKsyLWSHul3TEWoiebiBEj/EhSRKrY3J46Z8kKusbMDOR8fCModx32WDMesCPI0kSe9OK+XZvBjsbxRVAqLcDd00O4IpQzwu+qkFwfpVahhw7U8rizw9gZ2lKzPOzeuQ9KDB+6lVqEnMqmjX/Myz51uFsY67viRPpp+1wbNPNiEtueZ3Wo5OQx/Gz5frnTeQyJg52ZkGYF7ND3HG0Fu0SQIiebiFEj/FSUFnPs2sS2JpSCECIlz3vXhtOsGfP/Z3SCqv4bl8mq45l66sn3O0tuHWCPzeN8xMfLhco51upZchbG0/w+c7TRIV58umSyB5eqcAYkCSJ7LI6bbn4Ga0fJzmvEpW6+eXNRC4j2NOuWXdjvwFdj+IYUlBZz/r4PNYn5HHsTJn+ebkMxg9yJirMizkh7jjbWnT7HBcrQvR0AyF6jBtJklgXl8uLfydRUafCzETGg9OG8sC0non66CitUbLy0Bl+OnCGwirt3ZylmZzFkT7cOTmAwd1ooCjoH5pVark0ztTqQqXWucz+YBepBdV8eP1IFkV49+BKBf1FvUpNfHZFM8NxUVXLKI6LrYW+J06knyNhPo49MvC4qErBxsQ8/onP40hmKbqrqEwGY/wHEBXmydwRHrjZifmC7SFETzcQoufCoLCqnufWJLI5uQCAYE973r02jBCvnp27pWzQEB2fy7d7M5rl0acHuXHX5AAmDnYWvh8jpicqtQw5W1rLlLd3YCKXcey5mSLydwEiSRJnS+uIPVvWWDZeTkpepb6Tuw5TuYwQL/tmqSofJ6se+38vrVGyMTGf6PhcDqaXYHj6SD9HosK8uCLUUwxS7gJC9HQDIXouHCRJ4p/4PF5cl0hZrQpTuYwHpg3hwWlDetyDI0kSB9NL+XZvBttOFOjvxII87LhzcgALR3pdVE2+LhZ6olLLkO/3ZfDSP8mMCxjA7/dN6KFVCnqTWmWDPooTc6acuLNlFFcrW+znZmfROLpBG8kJ9Xbo8X42FbUqNiXl8098LvtPl6A2UDrhPg5aoRPmibejVY+e91JBiJ5uIETPhUdRlYIX1iXyb2I+oBUi714bzgjv3pm2nlFcww/7MvjzWLZ+grGLrTm3jPfnpvF+uIhcu1GwKSmf+38+hiR1v1LrXG7+5hB704p59opg7pk6qAdWKehJJEniTElts+7GJ/KrmokLADMTGSFeDs1mVHk5WPZK1LayXsWWpAKi43PZm1bczBcU4mVPVJgXUWGe+A4QI3LOFyF6uoEQPRcu6+PzeH5dIqU1SkzkMv7vssE8NGNIr0VgKmpV/Hokix/3Z+p7cZibyrlqpDd3Tg7okbJ6QfcwrNS6dcJAXu5mpZYhlfUqIl/eQoNGYvt/L+vWYFxBz1KjaOB4drlW4DTOqSqtaRnF8bC3JHKgo95sHOLV81EcQ6oVDWxLKeCf43nsTi1qVsYe5GFHVJgn88O8zivVKmiJED3dQIieC5uSagUv/J3E+vg8AALdbXn32nDCfBx77ZwqtYZ/E/P5dm9Gs7LSKUNduHNyAJcNde1UZ1VBz1BUpWDhp3vJrahn8hAXfrij+5VahkTH5/LgylgGudiw/fHLz3+hgi4hSRIZxTX6KeOxWeWczK/knCAO5iZyRnjbNwocbbrK06H300W1ygZ2nCgiOj6X7ScKm83OGuxqQ1SYFwvCPRniJm6GegsherqBED0XB/8maKM+xdXaqM+9Uwfx8IyhvXp3J0kSMVllfLs3g42J+foP48GuNtw5OYCrI3x6pNJD0Db1KjVLvj5ITA9Vahny6O9xrInN4Z4pATw7X3Rh7m2q6lUcP1vRWE2ljeKU16pa7OftaMVI/YwqR4Z72feZv65epWbnSa3Q2ZZSSJ1Krd/m72ytTV2FezLM3U4UPPQBQvR0AyF6Lh5Ka5Qs/zuJv4/nAjDEzZZ3rgkjog8mrJ8treXH/Zn8duQs1YoGQNt6/qZxA7l1wkDc7EVFRk9jWKllb2nK2qWTeiwF1aDWMPq1rZTXqvj93vGMG+TcI8cVaNFoJNKLa/Ql47FZ5ZwsqOLcq4m5qZwwb4dmM6rc+/h/SdGgZk9qMdHxuWxJLqBG2SR0fAdYMT9U69EJ8bIXQqePEaKnGwjRc/GxKSmfZ9ckUlytQC6De6YM4tFZgX0yabiqXsUfR7P5YX8GZ0u1k5TNTGQsCPPizskBvWa2vhQxrNT66c6xTOrB8RCHM0q57ssDOFiZcey5mT2SLruUqaxXEZdVrjcbx50tp6KuZRTHx8lK78OJ9HMi2NO+X7qjq9Qa9qYVE308j83J+VTVN+i3eTlYMj/Mk6gwL8J8HITQ6UeE6OkGQvRcnJTXKnnpn2TWxOYAMMjVhneuCWfUwN6P+oB2XtOWZK3v50hmU5fV8YMGcNfkQcwIchO+n/Ngc1I+9/VwpZYhb2xI4cvd6Swa6cWHN0T06LEvdjQaibSiam2a6oxW5KQVVbeI4liayQnzdiTCwHDcn834GtQaDqSXEH08j03J+c1Sa+72FlwRqhU6Eb6O4n/XSBCipxsI0XNxszW5gGfWJFBYpUAmg7smBfDf2cP61Gtz/Gw53+7NYENCnr4hmr+zNXdMCuCaUT7dntNzqdIblVrnMv29naQX1fDJjREsCPfq8eNfTFTUqrSN/7LKiW2M4hhGRnT4DbA26G7sRJCnXb/PMVNrJA5llBAdn8fGxPxmlWAuthZcEepBVJgXowc6CaFjhAjR0w2E6Ln4qahV8XJ0MqtisgEIcLHh7WvCGOM/oE/XkVdRx4/7z7Dy0BkqGy8K9pam3DjWj9sm+uMlGpR1SG9VahmSUVzDtHd3YiqXEfPCrEt6ivW5qDUSpwqr9CXjMVllnC6qabGflZkJ4b4OeoEz0tcRVzvj6Gel0UgcPVPG+vhcNiTmNxs/McDGnLkjPIgK9WTcIGdMhNAxaoTo6QZC9Fw6bD9RwDOrE8mvrEcmg9sn+vPEnGFYm/dtpKVW2cCqY9l8ty+TjGLtBcNELuOKUE/umhzASF/HPl3PhUJvVmoZ8s2edF5dn8KkIc78cvf4Hj/+hURZjZK4s01Txo+frdAb9Q3xd7bWpqgaDcdBHnZG5YPSVlqWsz4+jw0JeeRX1uu3OViZMSfEnagwLyYOdjaqdQvaR4iebiBEz6VFRZ2K19Yn88dRbdRnoLM1by8O65fqHI1GYsfJQr7Zk8GB9BL986MGOnHX5ABmD3cXH8CNSJLEf/84zupeqNQ6lxu+OsDB9FJeiBrOnZMDeuUcxkq9Ss3WlAJ2nCgiNquM9OKWURwbcxPCfR31ZuMIPycG2BjfTDJJkkjIqSA6Po/18XnklNfpt9lZmDIrxJ0FYV5MGuLSL2ZpwfkjRE83EKLn0mTnyUKWrU7Qd1a+bcJAnpwb1G/+mqTcCr7bm8nfx3P0beu9Ha24Y5I/143xveRTLIaVWj/eMZbJQ3uuUsuQiloVka9uQa2R2P3ENPycL/5RAWqNxIHTJayNy2FjYn6LSM4gVxsifBtnVPk6MczDzmjTPpIkkZxXqRc6WaW1+m025ibMHK6N6EwNdBGz8y4ChOjpBkL0XLpU1qt4Y0MKvx4+C2h7bry1OIyJg3vngtoZCqvq+fnAGX4+lKU3VdpamHLdaF/umOR/Sc7r6e1KLUPWxeXw8G9xDHWzZctjl/XaefobSZJIyq1kbWwOfx/PpdDA1+LtaEVUuCfjA5wZ6euIkxFGcc7lZH4V0fG5rI/PaxadsjIzYXqwGwvCPLl8mFuftK0Q9B1C9HQDIXoEu1OLWLY6QR/+vnm8H0/PC8a2H6uq6lVq1sTm8N3eDE4VVgMgl8Hs4R7cNSWA0QOdLon+IH1RqWXIQ7/G8s/xXO6/bDBPzwvq1XP1B2dLa1kXl8PauFzSGt9XoPW1zA/zZNFI7wumUimtsJr18XlEx+fq/0cALEzlTBvmxvwwT2YEu/W5Z0/QdwjR0w2E6BGAtqngm/+e4JdDWYD2bvfta8J6tOFdd5Akid2nivl2bwa7U4v0z4f5OHDX5ACuCPXs97Lf3qKoSsGiz/aRU17Xa5VahqjUGiJf2UJVfQN/3T+B0X1c3ddblNUoiU7IY11sDkfPNPWMMjeVMyvYnYUjvbh8mNsF4WvJLK5hfUIe/xzP5UR+lf55cxM5UwNdiQrzZOZw9369YRH0HUL0dAMhegSG7E8r5slV8WSXaaM+S8b5sWxeEHZG4KlJLajiu70ZrI7NQdk43NDTwZJbJ/izZKxfr1Qy9Rd9VallyP7TxSz5+hADbMw58uxMo/WtdAadIXltbA47Txbp+0PJZDBxsDMLR3ozd4THBeEVO1tay/oEbUQnMadS/7ypXMaUoS7MD/Ni1nB3HKyM/2cR9CxC9HQDIXoE51KjaOCtjSf46cAZQNt2/s3FYUwNdO3nlWkpqVbwy6EsfjpwhuJqrRfDysyEa0b5cMck/16rauor+rJSy5BXopP5dm8GiyN9eO+68F4/X0+jMySvic1hU1JzQ/JwT3uuivBmQbgXHg7GPwcut7yODQl5/BOfx/Gz5frnTeQyJg52JirMkzkhHjhaG7/fSNB7CNHTDYToEbTFgdMlPLnquH6G1g1jfHlmfrDR3B0rGtT8czyPb/dmkJKnvQOWyWD6MDfumhLAhEHOF6Tv5/Odp3lr44ler9QyRJIkpr27k8ySWj6/KZJ5oZ69fs6eoCND8qIILxaN9Gaou10/rrJzFFTWsyEhj+j4PI4ZpOHkMhgX4ExUuCdzQzxwtjWOJoeC/keInm4gRI+gPWqVDby98SQ/7M8EtOmkd64J75MLcWeRJIkD6SV8uyeDbScK9c8He9rz4LQhzA+7MC7gcE6l1sIQbpng3yfnTSusZub7uzA3kRPzwiyj94ToDMlrYnOadUTWGZKvivBmlJ/xG5KLqhRsTNRGdI5klurnc8lkMGbgAK3QGeHRrzO5BMZLf1y/jfuTQSA4T6zNTVl+ZQjzRnjw5Kp4zpTUctePR0h+ea7ReD5kMhkTB7swcbAL6UXVfL8vk7+OZZOSV8nSlTEEe152QaS8knMreeT3OCQJbp0wsM8ED8DWlAIAxg0aYLSCp7RGyfqEPNbG5jSLhFiYypkZ7M6iCG8uC3Q1ekNyaY2SjYn5rE/I5cDpEjQGt82Rfo5EhXlxRajnBZGGE1x6GOeng0DQw4wb5My714Zz7RcHsLM0w0j0TgsGudryyqIRONmY8/G2U3jYW+LpYPwzvYqqFNzz01FqlWomD3HhhajhfXr+bY2iZ2awe5+etyPqlE2G5F2pLQ3JixoNycZgtG+PiloVm5LyiU7IY19aMWoDpRPu48D8ME/mh3nhLebPCYwcIXoElwzJuVrfTKi3vVF7ZfIr6vl6dzoAy64I6tOJ8t2hXqXmvv8dJae8jkEuNny2JLJPx2+U1Sj1kZMZwW59dt62UGsk9p8uZm1sLhsT86hRqvXbQryaDMnu9sYdCamsV7E1uYDo+Dz2nCrSdxoH7c8xP8yTqFCvS6LrteDiQYgewSVDYk4FAKHeDv28kvZ5a+MJ6lRqRg104spwr/5eTrtIksQzqxOIySrH3tKUb24b3eel9ztOFqKRIMjDDh+n/rkAS5JEYk4la+O0hmTDyd8+TlYsHHlhGJJrFA1sTdEKnV2pRfrWCqD9/c4P9WR+mOcFkW4VCFpDiB7BJUNCo+gJMWLRc+xMGWtic5DJYPmCEKOOSAF8sSud1bE5mMhlrLhpVL9cDLelaM3f/ZHayirRdUhubkh2tDZjfmijIdnIu2/XKdVsP1FIdHwu208UojAQOoNdbYgK8yIqzNPoBZtA0Bl6VfSkpqbyxBNPsG/fPpRKJaGhobz66qtMmzZNv09WVhZLly5l+/btWFlZsWTJEt59913MzUX/BkHPUa9S61vdG2ukR6OReOmfJACuHeVDqI9xrlPH5qR83t50AoDlC4b3S0WcskHDrsZO132V2iqtUbI+Ppe1cbktDcnD3Vk00vgNyfUqNTtPFrE+IY9tKQXUGqTg/J2tiQrzYn6YJ0EedkYt2ASCrtKromf+/PkEBgbqBc2HH35IVFQUp0+fxsPDA7Vazfz583F1dWXv3r2UlJRw2223IUkSn3zySW8uTXCJkZJXiVoj4WxjjqeRVpWsiskmPrsCWwtTHp8zrL+X0y6GlVq3jO/bSi1DDmWUUK1owMXWgnAfx147T51SzZaUAtadY0iWy2DiYBcWjvQyekOyokHNntRi1ifksSW5oFnzQx8nK31EJ8TLuD1vAsH50Guip7i4mLS0NL777jvCwsIAePPNN1mxYgVJSUl4eHiwefNmkpOTOXv2LF5eWu/Ce++9x+23385rr70m+u4Iegydn2eEt4NRfqBX1at4a+NJAP4zY4hR9zVpUam1oG8rtQzRpbamB7n2eE+bBrWG/adLWBuXw6bE/GaG5BHe9iwaafyGZJVaw960YtbH57EpKZ+q+iah4+Vgqa+6Cvcxzv8LgaCn6TXR4+zsTHBwMD/99BORkZFYWFjw5Zdf4u7uzqhRowA4cOAAI0aM0AsegDlz5qBQKDh27FizNJgOhUKBQtFkEqysrGyxj0BwLrqZP8aa2vp0RxrF1QoCXGy4fWJAfy+nTepVau7/+VizSq3+GpgqSZK+P09P+Xl0huQ1sTn8E9/SkLxopDeLIrwY4ma8/pYGtYaD6aVEx+eyMSmf8lqVfpubnQVXhHqyINyTCF/jb34oEPQ0vSZ6ZDIZW7ZsYeHChdjZ2SGXy3F3d2fjxo04OjoCkJ+fj7t78w8rJycnzM3Nyc/Pb/W4b7zxBi+99FJvLVtwkZJgEOkxNjKKa/hubwYAz80PNloviK5S69iZsn6r1DIktaCa7LI6zE3l5+0nyiqpZW2jITn9HENyVJgni0YatyFZrZE4nNEodBLzKalR6re52Jozb4QnUWGejPEfIISO4JKmy6Jn+fLlHYqOI0eOMGrUKB544AHc3NzYs2cPVlZWfPPNN0RFRXHkyBE8PbWt9Vv7EJEkqc0Pl2XLlvHYY4/pH1dWVuLr69vVH0NwCVGvUpNaUAVo0xLGxmvrk1GpJS4LdGV6UP/3mWkLY6jUMkQX5Zk02Blr867fv+kMyWtic4jJKtc/b2EqZ1ajIXmqERuSNRqJY1llRB/PZUNifrOolJO1GXNHeLIgzJOxAQP6tG+SQGDMdPmT4sEHH+SGG25odx9/f3+2b99OdHQ0ZWVlem/OihUr2LJlCz/++CNPP/00Hh4eHDp0qNlry8rKUKlULSJAOiwsLLCwEAPrBJ3nZH4VDRoJJ2szo+sYuyu1iK0phZjKZTwfFWy0kYQtyQX9Xql1LjrRM6MLqS2dIXltbA67WzEkL4rwZk6Iu9EakiVJIvZsOdHH89iQkEd+Zb1+m72lKXNHeBAV5sWEwc79lnYUCIyZLoseFxcXXFw6/sCrra0FQC5v/o8nl8vRaLR9ICZMmMBrr71GXl6ePvKzefNmLCws9L4fgeB8STBSE7NKreGV6GQAbp3gb7Q+kZS8Sh7+LbbfK7UMKa5WEHe2HOi4VL0zhuQrw71wM1JDsiRJJORUEB2fx/r4PHLK6/Tb7CxMmRXizoIwLyYNcTHaqJRAYCz0mqdnwoQJODk5cdttt/HCCy9gZWXF119/TUZGBvPnzwdg9uzZDB8+nFtuuYV33nmH0tJSHn/8ce655x5RuSXoMZJyjbMT8/8OnCGtsJoBNuY8PHNofy+nVYqqFNz9o7ZSa9IQ536t1DJk+4lCJEkrWlqbTaYTCmtjc/n7eC7F1U2pH98BWkPywpHeDHEzzs7CkiSRnFfJ+vg81ifkcaakVr/NxtyEmcPdmR/qydRAVyzNjHtMiUBgTPSa6HFxcWHjxo08++yzTJ8+HZVKRUhICOvWrSM8PBwAExMT1q9fzwMPPMCkSZOaNScUCHqKBCMcP1FSreCDrakAPD57GA5WxpdOUTQ0r9RasWSU0aRMdANGZwQ1T22dKalhXVxuC0Oyk7UZUWFeLIrwItLPeA3JJ/OrWB+fS3R8HunFTeu3NJMzI9idqFBPpgW5CaEjEHSTXm1OOHr0aDZt2tTuPn5+fkRHR/fmMgSXMIoGNSfzdSZm4xE9729Jpaq+geGe9lw/xviM+JIkscyIKrUMqVep2XOqGNCWqpdUK1ifkMea2BxiWzEkXxXhzZShxmtIPl1UTfTxPKLjc/VdwwHMTeVMG+ZKVJgXM4LdumXWFggEzRH/RRcQZ0pquPW7w1wT6cNDM4wjHZJRXMP9/zvGlSO9WDptSH8vpwWp+dWo1BIOVmb4OBmHiTk5t5JfD2cB8OKC4ZgYYQnxF7vSWR1jPJVahhxML9GPTXh/y0n2nCpuZkieNMSFRSO9mTPCA1sL4/yIO1NSQ3R8HtHxeaTkNfUaMzORcVlgk9AxVkO1QHChYpyfCIJWWXk4izMltby/NZXJQ12I8HPq1/VoNBJP/RXPyYIqVh3LNkrRY5jaMoaUhiRp52tpJJgf5sm4Qc79vaQWGGOlFmgNyftOl3D790f0z+04qZ27FertwMKRXkZtSD5bWsv6BK0ZWfe+BDCVy5g81IWoMC9mDXc3ylSnQHCxIETPBYIkSWxMzG/8HpatTuCfhyb3q8di5eEsDmeWAjQzihoTxtaU8N/EfA5llGJhKmfZvKD+Xk4LjK1SS5Ik4rMrWBuXwz/H81q8zx6aPsSoDcm55XVsSNBGdHTVZgAmchkTBzsTFebJ7OEeONmIAcsCQV8gRM8Fwon8Ks6U1GJuKsfa3IQT+VV8uzeD+y8b3C/ryauo481/T+gfV9Y3oGhQY2FqXAZLY6rcqlepeW19CgD3XzYYHyfrfl5Rc4ypUutMSQ1rY3NZF5fTzNBrSMrLc7EyN673G0BhZb1e6Bw1mMIuk8H4AGfmh3kyb4QHzrai35hA0NcI0XOB8G9jlOeyQFdmDXfnyb/i+XBrKvNDPfEd0LcXT0mSeG5NItWKBiL8HEnIrqBBI1FSrcTLiJr/KRs0nMgznk7MX+1OJ6e8Dk8Hy34Tq21hWKkV0E+VWiXVCqLj81gb19yQbGkmZ9ZwD66K8CIuq5yPt6cxM9jdqARPcbWCfxPziT6ey+HMUiSpadsYfyeiwryYF+ph1INkBYJLASF6LhA2JuYBMDfEg6sjvVkdk83B9FKeW5vID3eM6VO/yj/xeWw7UYiZiYy3Fodxy7eHKKhUGJ3oSS2oQqnWYG9pil8fC8NzyS2vY8XONACWXRFsVBfs/qzUqlU2sCW5sUPyqWLUHRiSP9p6CoCZHTQk7AvKapRsTMonOj6XA6dL0BgInQg/R6LCvJgf6omHgxA6AoGxIETPBcDpompSC6oxlcuYGeyOTCbjtatCmffhHnalFvFPfB5Xhnt1fKAeoLRGyfK/kwBYOm0Ige52uNhaUFCpMDpfT6IRdWJ+898T1Ks0jPF3YkGYZ7+u5Vy+3N28UmtwL1dq6QzJa2Nz2JSUr6/EAgjzcWDhSG8WhHu2iIoUVtZzPFv7N+2vGWUVtSo2JecTHZ/HvrQmkQbatUeFeXJFqKfRpS4FAoEWIXouAHQG5olDXPR34INdbXlg2mA+3HqKl/9J5rKhrn1yd/5KdDKlNUqGudvxwOXaai2dN6HIyESPsTQlPJJZyt/Hc5HJ4MUFIf0uwAzZklzAWxu13qwXe7FSS2dIXhObQ3R8LsXVTVPA/QZYs2ikFwsjvNsVXNtOFAIQ7uPQpxVaVfUqtiQXEB2fx55TRajUTUJnuKc9UeGeRIV64ecshI5AYOwI0XMBoBM9c0M8mj3/f5cP5p/juZwuquHNjSd44+rQXl3HjpOFrInNQSaDNxeH6pu9udhqK09KDC5kxkBirrb/SX9Wbmk02hJ1gOtH+xpNFRm0rNS6tRcqtXSG5LVxOWQYGJIH2JgTFebJwpHeRPo5dkoIbuvGgNHuUqNoYGtKAevj89iZWoSyQaPfNszdjqgwT+aHeRpV/yKBQNAxQvQYOdlltSTkVCCXweyQ5h/2FqYmvH5VKNd/dZBfD2dxdaQ3Y/wH9Mo6qhUNPLs6AYA7JwU06xHk2hjpMab0lkqt0Td9689Iz5/HzpKYU4mdhSmPzxnWb+s4l96s1NIZktfE5jQr07Y0kzN7uAeLIryYMtS1S0bpepWavWlNXZh7gzqlmh0nC4mOz2X7iULqVU1CZ5CrDVFhXiwI82Sou3EOhhUIBB0jRI+Ro4vyjPEfgEsrJa7jBjlz/Whffj96lmdWJ7D+P1N6pd3+OxtPkFtRj+8AK/47O7DZNufGSI8xiZ5TBdUoGzTYWfSfibmyXsU7m04C8PDMoa3+/fqD3qjUas+QPHmoK4tGejE7pPsdkvelFVOv0uDlYEmwZ8+JjnqVml2pRUTH57EtpaCZv2igszVRYZ5EhXkR5GFnVGlJgUDQPYToMXJ0omfeCI8291l2RRBbUwo4VVjNV7tP8+D0nh1RcTSzlJ8OngHgjavCWswA0l3MjSm9pTMxh3jbI++nMQ+fbk+juFrJIFebXkkddYeerNRqUGvYm1bMurjcVg3Ji0Z6E9WKIbk7bE3R+nlmNBr5zwdlg4Y9p7RCZ0tyAdWKBv02Hycr5od5siDMixAveyF0BIKLDCF6jJjCynqOZWmbm81pR/Q4WpvzfNRwHvk9jo+3pzE/zIsAF5seWUO9Ss1Tq+KRJLh2lE+rRlcXI0xv9beJOb2omu/3ZQDwfNRwoxl2aVip9dlNkV2u1JIkiePZFaxty5Ac4c3CkV49WgGm0UhsP6Hz83Svakul1rAvrZjo+Dw2J+VTWd8kdDwdLJkf6klUuBfhPv1f6ScQCHoPIXqMmE3JBUgSjPR1xNOh/f43C0d6sSommz2ninl2TQK/3D2uRz68P9uRxumiGlxsLXhufuu+D2NMbyXm9u/4iVfXp6BSS0wb5sq0Yf3fUwZaVmpNGera6ddmFtewNi6HdXG5rRqSF0V4E+HbOUNyV0nMraCgUoG1uQnjuzCrrEGt4WB6KdHxuWxMyqe8VqXf5mZnwRWhniwI9yTC16nfooECgaBvEaLHiNE1JGwvtaVDJpPx6qIRzP5gN/tPl7AmNoerI33O6/wpeZV8vvM0AK8sDGkzDaIzMpfWKFFrpH6fGt7QzybmHScL2X6iEFO5jOei+m+UgyGGlVo3j/frVLqtuFpB9PFc1sbltmpIvirCm8lDXXq9c7MutTVlqAuWZu03dVRrJA5nlLI+IZd/E/IpqWmKRLnYmjNvhLbqaoz/gH5/nwoEgr5HiB4jpaxGycF07TDPuZ0QPQADnW34z4yhvLPpJK+uT+HyYW4M6OYgwwa1hqdWxdOgkZgT4s680LYb6g2wMUcmA40EZbXKfjfsphVVU6/SYGthir9zz6T5OouyQcMr0ckA3DHJv9cb/XWG4urmlVovLghpc99aZQObkwpYG5fDnlYMyVdFeDF7uAc23TQkdwddqXpbVVsajURMVhnR8XlsSMijsKop4uhkbcbcER5EhXkxLmAApv04oFcgEPQ/QvQYKVtSClBrJII97RnYhQv3vVMH8XdcLicLqnh9QwrvXhverfN/ty+D+OwK7CxNeXnhiHb3NTWR42RtTmmNkuJqRb+LnoTGrr3DvfrexPzTgUzSi2pwtjHnoRk9ayjvDooGNff9r/1KrQa1hj1pxayLzWFzcvMKpnAfBxZFeBMV5oWrXd//XfMq6kjKrUQmg2kGXZglSSLubLle6ORV1Ou32VuaMifEg6hwLyYOdu7zGWICgcB4EaLHSOlM1VZrmJnIef3qUBZ/vp+/jmVzdaQ3Ewd3rcvumZIa3t+SCsBz84Nx70T3W2ebRtFTpYSuLbnHSewnE3NxtYKPtmlnQz0xZxj2ln0zv6ot2qvUas+QPNDZmoUjvVk00qvfm+9ta0xtRfg64mxjTkJ2BdHxuUTH55FTXqffz9bClNnD3YkK92TyEFejMY4LBALjQogeI6SqXsXeU9pGbJ1NbRkyaqATN43z45dDWTy3JpEND0/p0AuhQ5Iknl6VQL1Kw8TBzlw32rdTr3OxteBUYTUlNf1vZtZ1Yu5r0fPe5pNU1Tcwwtueazv5e+tNWqvUyiiuYW1sDuvicsgsqdXv62xgSB7ZS4bk7rC1MbUVe7acy9/dyRmDNVubmzAz2J2oME+mBrp2+j0uEAguXYToMUK2nyhEqdYwyNWGoW7du9N+cm4Qm5MLSC+uYcXO0zw2K7DjFwG/HznLgfQSLM3kvHF1aKcvfi6NqY+iqv4VPWqNRHI/jJ9IzKngtyNnAe18rf42yRpWai29fDBphdW8uzmV4waGZCszE2aHuLNoZN8YkrtCakEVfxw5y86TRQBIEpwpqcXSTM6MIK3QuXyYm1FNqxcIBMaPED1GiGFqq7t33A5WZixfEMLSlTF8vjONK8M9GeLWfifbgsp6XtuQAsB/Zw3rkpfI2UZXtt6/DQpPF1VTp1JjbW7SY72KOkKSJF7+JxlJggXhXr02CqSzpORVcs9PR/WPP9t5Wm9INpHLmDzEhUX9YEjuiNNF1ayPzyM6PpfUgupm27SpKy9mBLkZ1ZoFAsGFhfj0MDLqlGr93e28EW1XTHWGK0I9mDbMlR0ni3hmdSK/3Tu+TWOvJEk8vzaRqvoGwnwcuGOSf5fOpTO5lvRzrx6diTnEy77Poi3R8XkczizF0kzOsnlBfXLO1mhQa1gbl8vjfx5v9rxaIxHu68iikV79ZkhuizMlNUTH5xEdn6dvMwBgZiLTTzO/dpQP73TTkC8QCASGCNFjZOxKLaJOpcbHyYoQL/vzOpZMJuPlhdrePYczS/nz2FmuH+PX6r7/JuazObkAU7mMtxaHdbm018VIGhTqOjH3VWqrTqnmjcbo2P9dNgQvx/abSPY0uiqmdXG5rIrJpsqg07CTtRm3TvBnUYR3n0W9OkN2WW1jRCdP//cCMJXLmDTEhagwT2YNd2fm+7sprlawcKR3P65WIBBcTAjRY2ToGhLODel+assQ3wHWPDYrkNc2pPD6hhPMCHZvUVJeXqvkhXVJAPzf5YMJ9uy62HK20Y2i6N/0Vl9Xbn25+zS5FfV4O1px79RBfXJOoE1Dso73rwvnqghvozEk51XU6YWOYaNDuQwmDtYKnTkhHjg1pkljs8oorlZgZ2HK2ID+TRcKBIKLByF6jAhFg1pfojsvtOfqvu+Y5M+a2ByS8yp5JTqZj26IaLb91fUpFFcrGOxqw4PTh3TrHC5GkN5SaySS+7ATc055HV/s0nasfuaK4F431RZVKYiO13ZIPteQXKdq6q3zv7vGdmnERG9RWFnPhgSt0Dl6pkz/vEwG4wIGEBXmxdwRHq32ddJVbU0NFOXnAoGg5xCix4jYn1ZClaIBNzsLInydeuy4pibaSqyrVuxjXVwuiyN9mBqovSjuOVXEX8eykcngrcVhWJh278LdlN5SIklSv0QYMoqrqVWqsTIz6ZP+Mm9sSKFepWFswACu6EGRakiNooHNyfmsjc1lb1pxC0OyNpoDj/wehyTBS1eG9KvgKa5W8G9iPuvjczmUUYokNW0b4+9EVJgX80Z44NZB76dt+qnqxjG3TCAQXBwI0WNE6Kq25oR49Hgn4XBfR26d4M8P+zN5bm0imx6ZiqaxeR3AreMHMvo8qo50d+tKtYbK+gYcrPq+MZ/OHzK8D0zMhzNKiY7PQy7TDu/sSZGnUmvYe6qYtXE5bE4qaBbFCfd15KqRXsxvNCSfyK9k8Yr9BjO1BvbYOjpLWY2STUn5RMfnsf90MRoDoRPh58j8UO28q46G5urILqvlRH4VchlGM6xVIBBcHAjRYyQ0qDVsTu5eF+bO8vicYWxMzCertJaPt59CodKQXVaHt6MVT8w9v6ojSzMTbC1MqVY0UFKt6B/Rk903qS21RmL531oP1A1j/QjxOv/zSZJE7Nly1sXmEB2f12xQpr+zNYsivFk4srkhubhawV0/HKXGYKZWX0XYKupUbG4UOvvSimkwUDphPg56oePjZN3lY+uiPKMHDtB7fAQCgaAnEKLHSDicUUpZrQona7NeM27aWpjy0sIQ7vvfMf30dIDXrhqBbQ/0PnGxNada0UBxtZJB/ZBhSeyjyq0/jp4lOa8SO0tT/tvJpo9tkV5Uzdq4XNbF5TTrNuxsY86CcC8WRXgT7uPQQswoGtTc3zhTy9/Zms+WRPZ6c8GqehVbUwqIPp7H7lNF+pJygOGe9swP8yQqzLNL/Z1aQ+fnEaktgUDQ0wjRYyRsTNJGeWYNd+/VSdBzQpp69wAsHOnF5T2UQnC2tSCzpLZfytY1Gomk3N6v3KqoU/HuppMAPDIzEOduDFctqlLwz3Gt0Dme3VSybWVmwpwQdxZFeDN5iEub7wNJknhmdSJHz5RhZ2nKt7ePwdG6dyIiNYoGtp0oJPp4LjtTi1A2aPTbAt1tiQrzYn6YZ49Nk6+qV3EwvQSAGW1MVRcIBILuIkSPEaDRSAZdmM+vIWFnMBwgOqQHDb86M3N/VHBllNRQo1RjaSZnsGvv9aT5eNspSmqUDHa16ZJ/pkbRwKakfNbG5bLvHEPylKFaQ/Ks4e5Ym3f8L/nV7nRWxWRjIpexonGmVk9Sp1Sz42Qh6+Pz2HaigHpVk9AZ5GpDVJgXUWGeBLq33+G7O+w5VYxKLeHvbN2rf0eBQHBpIkSPERB7tozCKm1PkolDnHv1XKkFVayKydY//mp3OteN8e3UJPWO0JmZi/qhV48utRXsad9rkbK0wmp+3J8JwAsLQjpMJ+kMyWtic9iS3NyQPFLXITncq9WS7bbYklzAm40ztV6IGt5jlVr1KjW7UotYH5/H1pQCapVNax3obE1UmCfzQ70I9rTrVd9QU2rL3Wh6DAkEgosHIXqMAF2UZ3qwW4cl49lltXjYW3brwq7WSDz5VzwqtcS0Ya6U1ig5nl3By/8k89lNkd1auyG6VI8uvVVeq6SgUoG7vQUOVma9ehHTjZ/ozdTWq+uTadBIzAhy47LAtsXGpqR8tiQXsP1EIaUGhuQAFxsWjvRqYUjuLCfyK3nkt1gkCW4ad/6VWsoGDXvTiog+nseW5AKqFE3dnL0drYgK8yQqzIsR3vZ9IkDUGkk/gmWmSG0JBIJeQIiefkaSJP5N7FzV1pHMUq794gBLxvnx+lWhXT7Xj/sziTtbjq2FKa9fHUppjZIrP93H+oQ8Fp8oYHrQ+V1oXA3SWyq1hunv7dJf9C1M5bjbW+Jub4GbvSXudtrvPRwscWv83t3estvDJHt7/MSOE4XsPFmEmYmM56KGt7nfH0fP8uRf8c2eu260DzeNG0hYK4bkzmJYqTVxsDPLr+xepZZKrWH/6RKij+eyKSmfSoOxFR72lnoz8khfxz6PtMRmlVFao8Te0pTR/j3Xp0ogEAh0CNHTzyTlVpJdVoelmZzLAts3FEcfzwWgtBvpo7OltbzTaMB9el4Qng5WeDpYcdfkAL7anc7za5MY96jzeU2wdrFtGkVhZiLHx8lKL3oUDRqySmvJKm05MsEQWwtT3Owt8LC3xN3eEjd7i0aBZImHgwVudtrnDCNiGo1Ecm7vlasrGzS8Ep0MwJ2TAtqN0ni10otmXVwu5bUq5od5MiPYvcuVcudWaq24qWuVWg1qDYcySomOz2VjYj5ltSr9Nlc7C+aHaoVOpJ9Tj/eH6gpbG0vVLx/m1uuVaAKB4NJEiJ5+5t/GWVuXB7p1OMZgZ6o29O/h0DX/jSRJPLMmgTqVmrEBA1gytmno6CMzh7I+Po+c8jo+2JLabhSjI85Nb310QwQLPtlLtaKBqyO8uWm8HwWVCvIr6imoqqewUkFBZT0FldrvqxQNVCsaqC5qIL2opt1zOVmbNYoiS+qVan1qJrO4BmWDBg8HS5xtzHvE3/Pj/kzSi2twsbXocEzH5KEuzR7bWZpSVd/A5uQCNicXYG4q57JAV+aHejIj2A07y/b7GZ1bqfXNbZ2r1FJrJI5kNgkdw5lozjbmzAv1ICrMizH+A/psGn1HbBOl6gKBoJcRoqef0VdtdTDGILO4Rt/Hpaui569j2ew5VYy5qZw3rw5tdjdvbW7Kq4tGcMcPR/huXwaLIry7nSJqqt7SXmADXGx4c3EoD66MZXVsDleO9OKK0Lar06oVDRRW1lNQqaCwSiuG8isUjQJJ+3x+ZT3KBg1ltSrKalWcyK9qdoz/+yVG/71cpo0+GabVPFpJsQ2wMW8zlVNUpeDjbacAeHLusA5FCmg7NL/0jzYyNHWoKw9OH8L6+Dw2JOSRXlzDluQCtjQKoKlDXZkf5sHMYPdWj31updYQt7YrtTQaiZisMqIbz1VY1VRF52htxrwRWqEzLmBAr7ZF6A5nSmo4VViNiVzG5R1EPAUCgaC7CNHTj5wqqOJ0UQ3mJnKmB7X/Qb+rMcoD4NkF0VNUpeDV9SkAPDozsNWZVNOC3Jgf5sn6+DyeWZPAmgcmdevuXzd0tFrRQL1KjaWZCVFhXhxKL+V/B8/w6O9xbHh4SpvjCGwtTLF1tW13bpYkSVTUqSgwiBI9YeChCfd1pLCynsIqBWqNRGGVgsIqBQk5ba/bzETWzFfU9GXB+1tSqVI04O9szTWRPp36PVwd4aMXPesT8lg40ovH5wzjv7MDOZFfxYaEPNYn5JFeVMPWlAK2phRgbiJnaqBWAM0Idsfe0oytnajUkiSJuLPlrI/XHjOvol6/zd7SlDkhHswP82TSEBejThnpUltj/QfgYN333bwFAsGlQa+KntTUVJ544gn27duHUqkkNDSUV199lWnTpun3efjhh9m7dy+JiYkEBwcTFxfXm0syKnQG5slDXTqMIOw8Waj/vivl5cv/TqKiTkWIlz33TAloc78Xo4azO7WI+OwKftyfyZ2T2963LewsTDE3kaNUayiqUuA7QDuC4LmoYGLPlpGYU8lDK2P59d7x3b4Ay2QyHK3NcbQ2Z5iHtk/M6pgcDqSX8NbiUK4fo03dqTUSpTVKvTDSiaTCqnpteq0xmlRcrUSllsgpryOnvK7N82aW1DJi+SZtSs2uKXp0rkhyt7fEwdpMLyIBnl+XyLhBzjhYmRHsaU+wpz2PzQrkZEEVGxrFyulzBJCbvQXZZdr1nFupJUkSiTmVRCfksj4+T78faIXj7OHuzA/zZMrQC2dCuUhtCQSCvqBXRc/8+fMJDAxk+/btWFlZ8eGHHxIVFcXp06fx8NCmcyRJ4s477+TQoUPEx8d3cMSLC11qa25I+6mtepWaA41daqHzkZ5NSfmsT8jDRC7jrcVh7aY03OwteWpuEM+tTeS9zSeZO8IDL8fODYjUIZPJcLE1J7einpIapV70WJia8NmSSKI+3svRM2W8u/kky+YFd+nYbSFJEom5LSu3TOQyXO0scLWzaDddp2zQUFytTZsVGoij/Mp6Vsc0Dw/VKtVkFNeQUdy+38je0rRZVVRBpYLwlzbzxc2ReoHkamdBkIc9QR72PDorkNSCatYnaNNSaYXVzYRMdlkdq2Ny8HGyYvcpbS+dTIORFdbmJswM1gqdywJdsTRr3xtmbFTWqzicUQqIUnWBQNC79JroKS4uJi0tje+++46wsDAA3nzzTVasWEFSUpJe9Hz88ccAFBUVXVKiJ6ukluS8SkzkMmYNb/+D/khmabOuuJ2J9FTUqXh+bSIA904d1CmfzpKxfqyJzeHYmTJe/DuJr28d3eFrzsXFzoLcinqKq5p3ZR7obMPb14Txf7/E8OWudMYFDDjvEnmArNJaquobMDeVd6tDsLmpHC9HqxYCb11cDqtjcrAyM2H745fhaGXe6DMyFEj1zdJs+ZX11Ks0zQSPIff/3OQ3ksm0hmK3c0r3bx7nx/LG1JiOXalFzdKbOuaGeBAV7sm0YW5YmTWvZusJZDL6pGx918kiGjQSg11t8O9G/yKBQCDoLL0mepydnQkODuann34iMjISCwsLvvzyS9zd3Rk1alS3j6tQKFAomi6olZWVPbHcPkdXtTV+UMeTpHUN20BbtdSZO/k3NqTojaxrYnKwtzRjyVi/dv0ScrmM168KZf7He9iSXMDGxHzmdnHiu8s5FVyGzAv15PaJ/vywP5PH/jjO+v9MwbuL0aRz0fXnCfaw6zHPSq2ygTf/1XppHrh8sN6DNNDZpt1hmpIkUWVgxv7vH8fJr6xvto+zjTmV9SpUaoniaiXF1UqS87q3zo1J+fqZbb3BIFcboh+a3KnRGOeDLrUlojwCgaC36bVPM5lMxpYtW1i4cCF2dnbI5XLc3d3ZuHEjjo6O3T7uG2+8wUsvvdRzC+0ndBerjlJb0NzE7NGGCdiQ/aeL+e3IWf3j/Mp63tp4go+3neLa0T7c0U6vmWEedtw7dRArdp5m+d9JTBri3KmKJR3OjQKuraGjy64IIjarjOPZFTy0Mobf75twXmJFJ3pCerA/zxe70smrqMfHyYp7pg7q9OtkMhn2lmbYW5oxxM2OX+4Zx4z3dgFgKpfRoJG4ZpQPT80NoqyxW7WuMi2/QsEHW1ObHU8u06bppg51JSrcE39nG3anFrMhIY+TBVWtLaFHSS+qITm3ktH+A3rtHA1qjX74rRgwKhAIepsui57ly5d3KDqOHDnCqFGjeOCBB3Bzc2PPnj1YWVnxzTffEBUVxZEjR/D07N5gzWXLlvHYY4/pH1dWVuLr69utY/UXeRV1xGaVI5Npp563R3ZZLWmF1frHHvbtz2mqU6pZtjoB0Bpgbxzrx9Wf70fZoKFOpeanA2f438EzzAhy567JAYwfNKBFCuM/M4ayPiGPMyW1vLc5leVXhnT6Z9NVcBW30UDRwtSET5dEcsXHe4jJKuftjSd4dn73ewPpZm71VFPC7LJavtx1GoBnrwg+L3/MYFdbIv0cickqZ9RAJw5llPL1nnSiwrwI9XHA2daC4dgDsDW5AJkMJAleujKE2yb606DWoJakZo0YI/yceHjmUCrqVPo0lkqt4ZovDjRr/Lj7iWnYWXb/nubOH48Qm1XeIlLV0xw9U0ZFnQonazMi/Rx79VwCgUDQ5VvsBx98kJSUlHa/RowYwfbt24mOjua3335j0qRJREZGsmLFCqysrPjxxx+7vWALCwvs7e2bfV1obGo0MI/yc8KtA3/O7tTiZo87ivR8sDWVMyXa+VxPzwtihLcDLxg0HHS3t0CStIMdb/z6IFGf7GV1TDbKhibPkKWZCa8uGgHAjwe0oys6S3vpLR2+A6x555pwAL7ek8GW5IJOH98QXRUT9JzoeWPDCRQNGsYPGtDl1F5rXDNKK8jLapUsCPdCI8GTq+JRqZt+3yfyK3m4lZlapibyNmexOViZ4WRjjpONOSt2niartBZHazPcG0XxqcIq/fbufPk4aU3o+RW9K3p0qa1pw9yMrneQQCC4+Ojyp4yLiwtBQUHtfllaWlJbq73rlMubn0Iul6PRaFo79CWDPrXViYuqYak6aOcjtUV8djnf7EkH4NVFI/RpqZvG+bEg3AsAGTL+un8CN43zw9JMTlJuJY/9cZzJb23nsx1plDWOjZgy1JVFI72QJFi2OqHZRbo9dA0K2xM9oP3Z75ykLYt//M/jZJe1P56iNbLL6qioU2Fu0j0T87kcTC9hfUIechm8uKB7s63OJSrcEwtTOakF1Vwd4Y2TtRkpeZV8tVv7dzrfmVr/JuTxQ+Pk9/evC2faMDf9z3I+6CKKvS96tO9vkdoSCAR9Qa/dWk2YMAEnJyduu+02jh8/ru/Zk5GRwfz58/X7paWlERcXR35+PnV1dcTFxREXF4dS2fX5UhcCJdUKfXluR6ktZYN2OCQ0eWXaKldXqTU8+Vc8GgkWhHsx06AiTCaT8cbVoQxysSG/sp5PtqfxysIRHHh6Bk/MGYabnQWFVQre2XSSCW9u49k1CZwuqua5qOE4Nl6kv9+X0amfTxfpKenEfLCn5wUR7utIRZ2KpStjm0WbOoPOzzPMw+68+9GoNZK+oeCScX4Ee/ZMBNHe0kwvbrefKOSFBdqo20fbTpGSV3leM7XOlNToh5ved9kgpge5M36QMwAH00vPa926iGJeL6a30ouqSS+uwcxExtRAl45fIBAIBOdJr4keFxcXNm7cSHV1NdOnT2f06NHs3buXdevWER4ert/v7rvvJiIigi+//JLU1FQiIiKIiIggNze3t5bWr2xOLkAjadMxuj42bRGTVUa1ogFnG3OcGyMo7m2Ini93neZEfhVO1ma8uKClR8bWwpTPborEwlTOrtQiPt91Gicbc5ZOG8Lep6bz/nXhhHjZU6/S8MuhLGa8t4sn/4rn8kBtF+APtpzibAfDQqFz6S0d5qZyPlsSgYOVGcfPlusrpjpL02T18xcovx3JIiWvEntLUx6bNey8j2fINaO0nZz/Pp7LvBGeXD7MFWWDhnkf7enyTC0d9So1S1fGUKVoYNRAJx6frV2zTvQk5VZQUadq7xDtoosoFvRipEcX5RkX0DWzvEAgEHSXXk2ijx49mk2bNlFSUkJlZSUHDhxg3rx5zfbZuXMnkiS1+PL39+/NpfUbui7MnUttaatapga6UlCpFRGtRXrSCqv5eFsaAC8sGK4XHucS7GnPS42m5Pc2n+RQYwrE3FTO1ZE+RD80mV/vGc/MYHdkMm1kYm2cVnzWqdQ8vToeSWq/B4xOnJXVqjqVEvNxsua9a7Ui+Lt9GfqGjZ0hMadlU8LuUFGr4t3GCfSPzQpkQActBLrKxMEueDlYUlGnYmtKgd4vpeOzJe3P1GqN19ankJhTiZO1GZ8uidBHiDwcLAlwsUEjwZGM7kd7dPPd8npR9GwRXZgFAkEfI2Zv9SEVdSr2p2mNyZ0RPbpS9bEBA1gTq+0OfG5jQo1G4ulV8SjVGi4f5sqikd7tHvP6Mb4cyihlTWwOD/0ay4aHp+hFkkwmY8JgZyYMdiajuIbv92Xw59Fs6lRqAPallfDc2kReuyq0zeM7WZsjl4FGgrIaZYdGbYCZw925Z0oAX+/J4Im/jhPiZd9hFEySJH2k53xNzB9uS6WsVsVQN1tuGj+w4xd0ERO5jKsjffh0RxovrkuipKZ56u+xP+LanEfWGrqfG7Ti8t6fjjXbrusYffdPR7v9u8ltHMmRU17H/I/3IO+FJoVJjZ20RX8egUDQVwjR04dsSymgQSMR6G7L4HaGagIUVNaTkleJTAaB7tp9rc1NsD+nDPnnQ2c4eqYMG3NtxVVHJliZTMari0YQn13O6aIaHv09jh/vGNts8jpoJ6S/vHAEj80KZOXhLN7eqI2E/HIoi//MGNpmV2gTuYwBNhYUVysoqlZ0SvQAPDk3iGNnyojJKmfpyhj+vH9Cm5VLoL0Yl9eqMDOR6WdwdYdTBVX8dOAMoI2S9dZQzmtH+/DV7vQWggfQNynsLoYiqCvbOktSbu81AA33dexQ4AoEAkFPIURPH9KU2uq4R5EuyhPm7YCyQZtS8nCwbCZqcsrreKvRB/Pk3CB9mXFH2FiYsuKmUSz8bC97ThXz2Y40HpoxtNV9Ha3NeeDyIdw4xo+IV7YAMO71bWS8cUWbAsvF1pziakWXLuRmJnJ9/5747Are2HCi3f5AutRWoLtdu+KoPSRJ4uXoZNQaiVnD3VudYt5TDHS24ee7x3Hdlwf0zz01N4i3GqeoXxXhzZUjvdo9hkKl4f6fm6I639w6GhOTln+Dwsp6nlql7dX00Q0jsbfqnl/mju+PAPD47MAebf6oQwaM9HXs8eMKBAJBWwjR00fUKBrY3ShkutKF+bJAV/IrtakGw3J1SZJ4dk0CNUo1owc6cUsX0zLDPOx4ZeEInvgrng+2pjLK34mJg9uuoHGyMScqzJPoxsnh6+JyWRTReipNmy6roqQTZmZDvByteP+6cO784Sg/7M9kbMAArghtXSDqTcxe3b8Yb0spZM+pYsxN5Dx7Rc8MQG0LRYOatxsFjr+zNWuXTsLR2pwGtYb3tqSyK7WI56OGt+snemaNVsg425iz4eEp7c5g+3JXOunFNVibm+rL2LtKmI8D8dkVDPOw7/YxBAKBwJgQ3cD6iJ0ni1A0aBjobE2wZ/vpmAa1hr2ntN6fy4a5kl+hFQ8eBibmdXG57DxZhLmJnDcXh7VIT3WGa0f7sjjSB40ED/8WR1FV+yLlrcVh+u8f+b3t/Tvbq6c1pge5c99l2tEPT/0Vz5mS1ieaJzQ2JRzh0z3Ro2hQ8+p6bYn6nZMDenXQpVagJrZaqXXfZYMJ8rCjtEbJy/8ktXmMdXE5rDyUhUwGH94wssOhs+P0pevd79ejO0d+RV0HewoEAsGFgRA9fYRuwOjcER4d+m6OZ5dTUafCwcqMcB9H/UVHF+kpqVbwUuMF8qHpQ7pc+WPIK4tCGOpmS1GVgod/i0XdzoRuGwtTHp8dqH/89KrWq7mcbdsfRdERj88exuiBTlQpGli6Mob6RiO1Dm0n5vMzMf+wL5PMklpc7Sx4cPqQbh2js3y9J52/jmVjIpe1qNQyN5Xz1uIw5DJYG5fL9hMtu1OfLqrmmcbRIg9NG9KpNNyEwVrRc+B090WPrlKwt0dRCAQCQV8hRE8fUK9Ss+OEtifJvM74eRpL1ScPdcHURK6/6OguQi/9k0xZrYogDzvuu2zwea3N2tyUFTdFYmVmwv7TJXy87VS7+985OUD//bYThfx9vGU/pa706mkNMxM5nyyJYICNOYk5lby2PqXZ9ryKekprlJjKZQR1w8RcWKVt0AhaX42tRe9lebcmF/BGo+/q+fnBTA1sKVjCfR25q/H3+tyaRKoVDfptdUo1S3+JoUapZsIgZx6eGdji9a0xPkA7JDQlv5Ly2u6Jz74oWxcIBIK+RIiePmDvqWJqlGo8HSwJ60RkwtDPA02jANztLdmWUsDfx3ORy+Dta8LOuxMxwFB3O167Sts75uPtp/SptdawNjflmSuC9I+fXZNI4TmRgKb0VvcrkjwdtP4egP8dPMM/BuJK5+cZ6m7XrYGg72w8SbWigXBfR65uw5fUExjO1Foyzo/bJvq3ue9js4bhN8Ca3Ip6vfcHYPnfSZzIr8LF1oKPbhyJSSfTmG72lgxytUGS0HcA7yr6BoUi0mO0aNqJzAoEgpYII3MfoKvamhPi0aH3pqRaQXzjRV3XDVl3p21racp//zgOwN1TBhHm49hja7w60odD6aX8fvQsj/wey4b/TGmz3Pzm8QP5bMdpKupUVCsaeGZNIl/fOkqfttNHejrwCHXE5cPcWDptMJ/tOM2y1QmM8HYgwMXGILXVeifmepWaL3ad5kxJyw7Sx7PLSS/S+oQqapX898/j57XGtiiuVrDHQDxW1ql47I/2z6VL4/104AzbTxSSXdbkpfn4hpG42XWu/F/HhEHOpBfVcDC9lNmdMM+fi4j0GDff7s3gwOkSvrg5UgxrFQg6iRA9vYxKrWFrY+fZeZ1oSLjnVDGSpO2e7GZviUqtoagxTfTT/jPkVdQz0NmaRzuZ5ugKLy0M4Xh2OSfyq3jo11h+uXtcqx+m1uamPDhtCK9t0KadtqYUsDYuh6sitOMW9PO3as5P9AA8OjOQI5llHM4o5YFfYljzwESD8RMto2Z1SjX3/HSUvWltR6t0ZJbUktmKMOoNdFVvncVQ8MwJcWfikK7Ppho/yJlfDmVxoJtmZg+9kbkeSZJ6ZACr4PzRaCRe25DCt3u18/A2JOZzZXj77Q4EAoEWIXp6mYPpJVTUqXCxNWe0/4AO9z83tVVUpUDnFdZNZ3/jqlCszLvXm6Y9LM1M+OymSK78ZC+HMkr5cOspHp/T+hyqm8cP5Mvd6Xrfzovrkpg42AV3e0tc7LTprZJqJRqN1K3KMh2mJnI+uTGCKz7aQ0peJS9HJ7c5fqJG0cCdPxzhUEYp1uYmPHD54GY9fNbG5egb7d09OaDDCqjuICHx+oam9NQNY3w7bERpSEWdik93pDV77tMlkd1ay7hB2vfbiUZfT1dme0FTpKdWqaZK0YC9mI/V79Sr1Pz3z+OsbxTRT88LYkFYxz5BgUCgRYieXkaX2po13KNDP4ZGI+l7+Vw+rNHPc46f4oYxvt266+8sg11tef3qUB7+LY7PdqYxJmCAXoAZYmVuwv2XDeLVRpNxZX0Dz6xO4JvbRut7zTRoJCrqVDid5ywrd3tLPrxhJLd+d5iVh7IAbefn4QaT0CvrVdzx/RGOnSnDzsKUH+4cw6iBTSKzRtHAN3vTAXhizjCWTuudiq2vdp8GQC6DH+4Y26pxuSMMRc8NY3y73SXazc6Swa42nC6q4VBGKXO6mOKyNjfF3tKUyvoGCirqhejpZypqVdzzv6MczijFzETGu9eGs7CDsTMCgaA5IhHci6g1EpsbozOdSW0l5lZQUqPE1sKUSD8noMnEDOBmZ8GyXm6iB7BwpDdLxvkhSfDo73HktdGn5aZxA5sNN912opBVMTlYmDaNy+iJFBfAlKGuPGQgVExkMr2JuaJWxS3fHOLYmTLsLU35+e5xzQQPwOc7T1NQqcB3gJW+Uqqn2ZbSVKn1QtTwbgmeP46ebfY4IaeChk4Mbm2L8y1d180EE76e/iWnvI7FX+zncEYpdham/HjHWCF4BIJuIERPL3LsTBnF1UrsLU31F5/20JWqTxzsrK/K2pZSqN/+yqIROHRzpEBXeSFqOMM97SmtUfKfX2NbvfBamZvwf5c3L5l/6Z8k8ivqcbHTiqGiqu5XcJ2LYbm2Uq2hXqWmtEbJkm8Ocjy7AidrM1beM57wc0YbnC2t5as92ijPs1cM71bFV0ecyK/kP792rlKrLU7mV/HkX/HNnkvKreS7fRndXtf482xS6C569fQ7SbkVXPXZPtIKq/Gwt+SP+yf0arRXILiYEaKnF9E1JJw53L1TKYpd+tSWtuV/g1rDqphs/faupifOB0szE1bcFImthSlHMst4b0tqq/vdNM4PV7umaE9VfQNPr47Hxeb8evW0holc1qwZ4YMrY1ny9UGScitxsTXn13vHt2pufn1DCsoGDZOGODMnpOcnepdUK7j7x6P6XjovXRnSZdNvjaKBB35pmqs11M2WN6/WTrN/f0sqmcWtd6buiHEBWtFzIr+KslaGnXaEp4GZWdD37DlVxPVfHqSwSkGguy2rH5hIsGfrVYsCgaBjhOjpJSRJYlOiLrXVsdGwolZFTFYZAFMDtXdxX+9pusO/b+qgXlhl+/i72OhHT3y+87S+waIhlmYm/N85DRJ3nizicKa2N0xX5291hGHEYWtKASfyq3Czs+C3e8cT5NHyYrD/dDH/JuYjl8ELUV0XIx2haFBz/8/HyC6rw9/ZmhU3RXbZg6Obo3a6qEnYPDorkOvH+DJpiDP1Kg3LVie02v26I1ztLBja2AH6UDf69YhIT/+xOiabO74/QrWigfGDBvDn/RPxcrTq72UJBBc0QvT0EvHZFeRW1GNtbsKUoR2HovemFaORYIibLT5O1qQXVfPh1qboyghvByRJYktyAQfTS1A0qNs5Ws8xP8yTWydoh5k++kccueUt/T1Lxvnh1hjt8XFq/qF8Pg0Kz6Wwsr7VeV+vXRXKELeWnZkb1Bpe/kc7X+vm8QMZ1o3uze2hm6l1JLNpplZ3TNu/HTnL2rim5otBHnbMDdGOK3njqjCszEw4kF7C70fOtnOUtjmfFJd+FIWI9PQZkiTx2Y40HvvjOA0aiQXhXvx459g+S20LBBczQvT0ErqqrWlBbp3ykOxK1UZRLgt0RaOReHp1AoqGJh+Np4MlW1MKueeno9zw1UHCX9rMrd8d5qvdp0nKrejVzqzPzg8m1NuB8loVD66MQXWOv8fSTFseDqBs0DSrqupoiGlX0PXnOZd3Np2gVtnQ4vlfj5zlRH4VjtZmPDar5/sa6WZqyWW0mKnVWZJzK3nx7+aDRh+eMVRf5u/nbM1/G+edvbYhpVvdkc9H9HiI9Faf0qDW8NzaRN7ZdBLQRng/un5ks9YLAoGg+wjR0wtIksTGRj9PZ6q2JEky8PO48uuRLA5nlGJp1vTn8XCwZF9jwz0TuYx6lYbdqUW8vuEE8z/ey+jXtvLgyhh+O5zF2dKebbhnYWrCZ0sisbM0JSarXP+BbMgNY/1wt7egsErB2ICmyqnfj3YvOtEa6w0a/A10tmbd0km42lmQWlDNi+uaC4fyWiXvbdau87FZgV3uUdMRhpVaz3ezUquqXsXSlTEoDcRtkIddC+/WHZMCCPd1pKq+gefXJnY5zdXUr6eK0i76ejxEeqvPqFU2cP/Px/jlUBYyGSxfMJxlVwSfV58rgUDQHCF6eoGTBVVkltRibipnWqMpuT1O5FdRUKnA0kyO3wBr3mxsbnf35CYfj5udpd7z8/514Wx6ZCrPRw1nepAbNuYmlNYoiY7P4+nVCUx5ewdT397BstUJrI/P6/KFrjX8nK155xrtLKyvdqezNbn5NHBttEdbUr4xMZ9wnyZDcU4rKbGucrqomtWxOfrHv987gXBfRz6+IQK5DP48ls1fx5pM3x9uPUV5rYph7nYsGet33uc35GR+VbNKrdu7UaklSRLLVieQUVyDtUGjyUdmDm1xkTORy3hrcSimchmbkwv0UcTO4mJrQaB7o6+ni9EeXXqrtEbZYtq9oOcoqVZw49eH2JpSiIWpnM9viuT2Sb3TWkEguJQRoqcX+DdBe1GaOtQVm05M8NZFeSYMcuaV6GSqFA2M9HXU3/G72Fqg1kgkN3YTHu0/gGEedtw1OYDvbh9D3Iuz+ev+CTwycyhj/J0wlcvIKq3l18NZLF0Zw6hXtxD1yR7e+DeF3alF1Cm7d/GaO8KDOyb5A/DfP4+TXdY8onT9GF887C3Jr6zHz9lG//zTq+K7ZcLVkVpQxfVfHtQ//vymSH0EYsJgZ/1IjufWJpBaUEVqQRX/O3gGgBcWDO/RuUQl1Qru+vHIeVVqAfxyKIvo+DxM5TLCG2eoBXvaM3t465HBIA97fQrxhXVJXZ6c3t0Ul4OVGRaN7RMKK3vWlC7QcqakhsWf7+f42XIcrc345e5xzO1E8YNAIOg6QvT0Ahv1VVudKzHX9eepVjSwNaUQMxMZby0Oo7BKm1LwcLAgPrucBo2Eh70lXg7NxyeYmcgZ7T+AR2YG8uf9E4l7cTbf3T6aOycFMMzdDkmCxJxKvtyVzq3fHSb8pc3c+NVBPtuRRtzZctRd8AMtmxdMuI8DFXUqlq6MbZaasTQzYek07YXZcCr6nlPF/Hq4e2mu5NxKbvjqYLPS93NTSUunDWHKUBfqVRoe+CWGp1fFo9ZIzAlxZ1IP9jMxrNQa2M1KLYDEnApejtYarO+dOoj47HKg9SiPIUunD2GImy3F1Qp9J+zO0iR6ulbBJZPJ9NGetppUCrpP3Nlyrl6xn8ySWnycrPjr/omdGlcjEAi6hxA9PUx6UTUnC6owlcuYGdxxT5hqRQNHz2gvREcytemrBy4fwjAPO72PwsPeimONqa1RA506jCzYWpgyPcidFxYMZ9OjUzn87Aw+umEk147ywcvBEqVaw4H0Et7ZdJJFn+0j4uXN3Pe/o/x0IJPTRdXtRmXMTeV8uiQSe0tTjp8t581/TzTbft0YX/1F0pDX1id32WuUkF3BjV8fbJaeG+Jm2yJ6JpfL+OD6kbjbW5BWWE1MVjnmpnKevWJ4l87XHpIk8ZxBpda33azUqjTw8cwMdkcCapRqhnvaM3t4++8XC1MT3lochkwGfx3LZs+pok6fd1yjz+pkQVWX2wjoZpQJX0/Psi2lgBu+OkBJjZIR3vasfmBit8zwAoGg8wjR08PohoJOHOKCg3XHJab704pRqZtERqC7LQ80Rkt0FTMeDhbEnNGKngg/xy6vyc3OkoUjvXnn2nD2PT2d7f+9jFcWhjA3xEM/W2lTUgEvrEtixnu7mPjmdh7/8zhrY3P00SZDfAdY8+61Wn/Pd/sy9JEt0F6YHzhnrpWbnQU1SjVPrYrvdJVZTFYZS745SEWdigg/R+6ZovU3hLbSfBC0KUDdmkCblvFztu7UuTrD13vS+fM8K7UkSeLpVfGcKanF29GKZ+cH89P+TEAb5elMmmzUQCdum+APwLLVCa1WrbWGs60Fw9y1Jftd7dcjytZ7npWHsrjnp6PUqzRMDXTlt3sn4GbX8wNwBQJBc4To6WF0AmBuJ7sn6/w8ADIZvLk4TF+eqpt35GFvybEzTZGe80EmkzHI1ZZbJvjzxS2jiH1hNuuWTuKJOcO04y9M5ORV1PPXsWwe+T2Osa9tY/YHu3jpnyS2pRRQrdBeZGeHeHB34wyrJ/46TlZJUxTnutE+zVJwT80NwtJMzv7TJfxyOKvDNR7JLOWWbw5RVd/AGH8n/nfXODIbj99ax2UdhiXtRVUKTuRXdu2X0wY9UakF8NOBM2xIyMfMRMZnN0Xyx9Gz1CjVhHjZM6uDKI8hT8wZhrejFdlldby7qfVO2a0xvrGKq6u+HtGgsOeQJIn3Np/kmTUJaCS4dpQP3942GttOeP8uZJQNGn4/knVe3j6BoCcQoqcHyS6rJT67ArkMZndi3IEkSWxIaCrDvn2iv37QKKDvyVKv0lBWq8LcVE6IV9sX/e5gIpcR7uvI0mlDWHnPeI6/OJv/3TWW+y8bTKi3AzIZpBZU8/2+TO768SgjX9rMNZ/v54MtqUwPdiPU24Gq+gaWrozRN0w8N9pjaiLjyTlBALyxIaXdNNf+08Xc+u1hvVH4xzvHYmthSmKjoBnh1XoL/oLKej7dntbsuQd+idGLtO5iWKl149juVWoBxGeX8+p6rY9n2bxgfJ2s+FEf5QnskhnaxsKU1xtHVHy/P4PYxtRnR3TXzCxGUfQMKrWGx/+M55PG9+nDM4by9jVh3fKFXUgkZFdw5ad7eWpVAis7cdMjEPQmF/d/Wx+zKUlbxj3Gf0Cz6eNtcbqohrJaFQDONuY8PntYs+26SI+u5Dvcx0E/iLS3sDI3YcpQV56eF8Q/D00m5rlZrLgpkiXj/BjobE2DRuLomTI+2naKJV8f0kdXEnIquPXbw/o7uetG++qP+en2NG6f6M9Y/wHUKtU88dfxVtNcu1OLuOP7I9Sp1EwNdOX7O8ZgbW5KcbWCvIp6ZDIIaSPS8/bGk9Qq1UT4OXLsuZl42FuSXlTDs2u6N74BmldqjR80gJcXdq9SS2v6jkGllpgboq2A+3pPBrVKNSO87ZkZ3HFbg3O5LNCVqyO8kSR4alV8M0N5W4xrFD2pBdVdmokmevWcP1X1Ku784QirYrL1LQgendU1sXuhoWhQ886mEyxasY8T+VU425jjbNPx56JA0JsI0dOD6BoSzu1k1dYHBkM8P7h+ZAuDbsE5oifyPFNb3cHJxpwrQj15/apQdj0xjT1PTuOtxaEsCPfC+Rwj76GMUgKWbeDh32JZa9BT51RhNUq1hneu1Y5UOJheqi8p17H9RAF3/3gURYOGGUFufHXLKH0na12UJ8DFptU0QGxWmX4w64sLQnC2teDTJRGYyGWsi8vlt26Mbzi3Uuvzm0Z1645ckiSe/Os4Z0vr8B1gxVvXhFFao+SnA5kAPDKj+xe+56OG42xjTmpBNSt2pnW4/wAbc4IaR3Ec6kIVl4eDdrSIiPR0j4LKeq7/8iB7ThVjZWbCN7eO5voxPds7ytg4fracBZ/s5bMdp1E3jtLY/OjUTn82CgS9hRA9PURhVT1HG303nfnHVjSoWW+Q2jrXJ1KtaKCqMTWTU6YVPaP8+l70nIvvAGuuH+PHJzdGcOTZmWz4zxSevSK42T7r4nJ5clV8s+du+fYQjlbmPD1Pm+Z6898TnCnRDtjcmJjPff87hlKtYW6IB5/fPKrZ6A6d6GnNxKzRSLzUOF9rcaQPI30dAW0voyfmaCNnL/6dpO9x1BmaVWpZmPLtbaO7VakF8N2+TDYlFWBuImfFklE4WJnx1e50apVqwnwcmNGNKI8OJxtzll8ZAsBnO9JILajq8DXdSXHpRlEUVim61N5AAGmFVVy9Yj/JeZW42Jrz+33jmRbU/b+5sVOvUvPWxhNctWIfqQXVuNia88XNkXxyYwTOnYh+CwS9jRA9PcTmpAIkCUb6OuLp0PEk5HcNRjn8df+EFtsN76pzK/ov0tMecrmM4V723DN1EKdem9esC3PIOd6bI5llhL+8Wd81uU6l5j+/xfH38Vx96mdBuBefLIlokcJLaEf0rI3LIe5sOTbmJjw1t3l68N4pg5ge5IayQcPSlTFU1as69XN9sydDX6n16U2RrQ4z7QyxWWW8sUHbT+e5qGBCfRworlbw0wFtlKuzFVvtERXmycxgN1Rqiaca+xO1R3dEj6udBSZyGWqN1KW02KXO4YxSFn9+gJzyOgJcbFj9f5MIa2xEeTESm1VG1Cd7+XznaTQSLBzpxZZHLxONFgVGhRA9PURXGhKm5FXy9Z4M/ePWKrIMRY8kgb+zdad8Qv2FmYmcL24ZxYDGiEiEnyNvNJptDTGssDp+tpz//BqLWiMx1M2W964NbzWFlJijjdKca+KuVjTo+wQ9OH0obvbNS37lchnvXRuOl4MlGcU1LFvdsb9nW0oBr/+rFSrPRw3nsm5WapXXKnlwZSwNGon5oZ7cMl47qf6r3enUqdSE+zh0akRJR8hkMl5ZNAI7C1Nis8r15ui20PXrOVVY3elhsCZyGW522veeSHF1jg0Jedz87SEq6lRE+jmy6v8m9mgLBWOiXqXmjQ0pLP58P2mF1bjaWfDVLaP46IaIbkdIBYLeQoieHqCsRsmBxjvnjlJbDWoNTxmkfm4c69vq3f653W8jjSC11RGeDla8f522V87PB7P0aSlDXl00gqsjvVs8f6qwmrGvb+X/fj7GzwfPkFlcgyRJlNYo9Z6mEO/m0aMVO9IorFIw0NmaOyf7t7omJxtzPlkSialcRnR8Hj8fart6pKcqtSRJ4vE/j5NTrvUDvbE4FJlM1hjlyQS6XrHVHp4OVjx9hTZt+M6mk+1WxzkZ+noyOh/t0TUozBOip0O+3Zuhb0A5e7g7v9w9Xn8zcLFx7EwZV3y8hy93p6OR4OoIb7Y8OpXZnWzZIRD0NUL09ABbUwpQaySCPe0ZaDBzqjW+35dJfHaTGLgssPW7/YJzKmWMLbXVFpcPc9OPovilUWBYm5vgO0Cb8qtTqlsVcDbmJpTXqvg3MZ/n1iZy+bs7mfzWDqI+3gOAvaUp9pZNzR6zSmr5pjFa9tz84freRq0xaqATT83VioJX/kluVYz1VKUWaBsZbk0pxNxUzmdLIvXr/nLXaepVGsJ9Hbl8WPciSG1x4xg/xgYMoE6l5pkOKta6k+LSNSg8930paEKjkXg1OplXopORJLhl/EA+v3kUVuZtvzcvVOqUal6NTuaaL/aTXlSDm50F39w6mvevH4mj9cUp8AQXB0L09ACdTW2dKanhvS1NXh5TuYxJQ5xb3ffcO+rzbUrYlzw6M1CfRgGoVaq5b6pWCL22IYXn1iYCMHu4u37C+H9mDGX1AxP576xAhntqIzo55XXkNv4eKusb2HuqWH/MV9cno1RrmDLUpVMl33dPCWBmsDtKtdbfU3mOv2f5P8lkl9VhaSbnvetGdrt3yrEzpby1Ufs3fiFquL6ZYmFVvb5irSe8POcil8t48+pQLEzl7DlVzKqYnDb3nTBY+547cFpEenqKepWah36L5Zu9WiH+1NwgXl4Ygkk7s9QuVI5klnLFx3v4Zm8GkgTXjPJhy6OXMbMLDTYFgv5CiJ7zpKpexZ7Gi3F7qS1Jkli2OoF6VVM/lVEDnbCzbH1UheEdta2FKYHu3TPT9gemJnI+vjGiWUj/XG/M/ZcN5stbRvHYLO2E9Df+PcHyv5NYE5tDcl7rlVa668feU8VsTi7ARC7jhajhnRIQMpnW3+PtaMWZktoWk9+tzLT/CvUqDQs/3cf/DmR2qveNIaU1Wh+PrkT3pnFNZclf7UqnXqVhpK8jl3fTJ9QRg1xteaRx4vwr0cltenbGBQxAJtP2iWptzEhrNI2iEENHz6WiVsWt3x1mfXweZiYyPrx+JP93+eCLrgdPnVLNy/8kc92XB8gorsHD3pLvbx/Du9eGd2rkjkBgDAjRc55sP1GIUq1hkKsNQ9uZx/TH0bPsP12ChalcP7fpsnZSHIZ31BF+jhfcHaO7vSUf3xChfzzl7R3NtmeV1jD3wz28tqFpWnh8dgXpxdoydh8nK64IbRKRX9w8iolDXGhQa3g5OgnQpg+GdkEMOlib8dlNkZiZyNiQkK+vogJ48+owPrphJH4DrCmuVvD8uiRmvr+LdXE5nZoXptFIPPZHHHkV9QxyseGNq0P1F73Cqnp+PtR7UR5D7pkSQIiXPRV1Kpb/k9TqPo7W5gR5aKNpne3XIxoUtk5OeR3XfLGfwxml2FmY8sMdY1kU0dKzdqFzKL2EuR/t5rt92ujOdaN92PTo1Iu6/F5wcSJEz3myKakptdXWxaygsp5X12sv7g9NH6Lvu9NeZZBhpOdCMDGfi0qtwbGdu78NCfmcLKjiXOvJ5CEuxDw/i71PTee1RU3VX7qUzC+HskgtqMbJ2oxHG6MaXWGkryNPz9P2FXptfQrx2eWANj20cKQ3Wx/TDmN1sbUgq7SWh3+L44qP97DjRGG7Ppkvd6ez82QRFqZyPrspslkTxS92aqM8EX6O3a4G6yymJnLeWhyGiVzG+vg8Niflt7rfhC76ejzEKIoWJOdWctVn+zhVWI2HvSV/3D+BSUNc+ntZPUqtsoHlfydx/VcHOVNSi6eDJT/cMYa3rwnHwUpEdwQXHhf3lLtepk6pZscJ7cDQuSFt96J4YV0iVfUNhHo7EOrjSJ1Kjaudhd67ci6KBjXF1Ur9Y2P386g1EqeLqonPriA+u5z47AqS8yo7TA99dMNIxg9yxt3ekl8PZ7FsdQKHM0sprVEywMacpMaGggOdrXGwMqOsRsn7jV2sH5s9rNsh9Tsn+XM4o4RNSQUsXRlD9ENT9B/g5qZybpngz+JRPny/L5Mvdp3mRH4Vd/xwhDH+Tjw5N4gx/gOaHe9IZinvbtb6eF66MoRgg79rYWU9vzRGeR7twYqt9hjh7cC9Uwfx+c7TPL8ukfGDnZuZwEE7fPS7fRn6qsOOMIz0SJJ00aVuusreU8Xc//MxqhUNBLrb8sMdY/Fy7Lg/14XEgdMlPLUqnqzGasAbx/qy7IrgFu8lgeBColcjPampqSxcuBAXFxfs7e2ZNGkSO3Y0pTmOHz/OjTfeiK+vL1ZWVgQHB/PRRx/15pJ6lF2pRdSp1Pg4WTHCu3UB829CHpuSCjCVy3hrcRh7T2lF0mWBrm1eOAorm3sxRvo59ui6zweNRiKjuIZ1cTm8Ep3MdV8cIHT5JmZ/sJvH/zzOTwfOEHe2vE3Bc3WEN/6N/Upyy+v1BtkbxvgyZagLygYNj/95HLVG0vf00ZmBP9iaSkWdiiAPO5aM7X4bf5lMxtvXhOM7wIqzpXU8+dfxFlEca3NTlk4bwp4np3HfZYOwMJVzJLOMa784wF0/HCGl0XdUUq3gwZUxqDUSV0V4c/0Y32bH+XzXaRQNGiL9HJkytO+iAA/PGEqAiw0FlQre2HCixfaxjb6e9KIaCjuRstL9nepVGirqOtfk8WJldUw2t39/mGpFA+MHDeDP+ydeVIKnRtHA82sTufHrg2SV1uLtaMVPd47ljavDhOARXPD0aqRn/vz5BAYGsn37dqysrPjwww+Jiori9OnTeHh4cOzYMVxdXfn555/x9fVl//793HvvvZiYmPDggw/25tJ6BF1qa25I66mtiloVz6/T+iruv2www73seeT3JtHTFoa+iWHudv32QSNJEjnldY0RnAoScrRRnKr6lpPLrc1NGOHlQJiPA6E+Dvx1LFtv8AYY7mnPifxKVsfmMHGwM5kltXy1+zS3TBiIrYUpMplWFM75YDdxZ8v5ek96s/ETJ/Ir+bmx+umFBcPP2+PkYGXGZ0siuebzA2xKKuD7fZncOTmgxX6O1uYsmxfMHRMD+GjbKf44epZtJwrZfrKQK8O9SMiuoKBSwWBXG15dNKLZ+6Cwsp6VjWX7fT1c0tLMhDevDuX6rw7y6+Esrgz30qcIdT9XsIc9yXmVHMwo5cpwrw6P52RtRlmtivzK+kuyLFmSJFbsPM07jd3UF4R78e61Ye22S7jQ2J9WzJOr4sluTMHfNM6Pp+cFtVlwIRBcaPSa6CkuLiYtLY3vvvuOsLAwAN58801WrFhBUlISHh4e3Hnnnc1eM2jQIA4cOMDq1auNXvQoGzRsTdFOVZ8X2nrV1qvrkymuVjDI1YYHpw8ht7yO1IJq5DLaves3NDH3ZX+egsp6rbjJLud4dgUJORWU1ihb7GduKifEy56wxnRduI8Dg1xt9aMKnlmdwJ5TxchkMMTVllOF1QS62zInxIMPtqZyNFM7o6ysVsWP+zNZOm0IAF6OVjwfNZwnV8Xz/pZUfbRohJcDL/2djEbSeqcmDu6ZiEmYjyPPzg/mxb+TeOPfFCIHOulnd52Lh4Mlb1wdyj1TAnhvSyrr4/NYF5er3/7KwhEtBsau2KmN8owe6MTkfvB6jBvkzE3j/PjlUBbLVsez8ZGpzWaaTRjsTHJeJQdOl3QoekA7eLSsVkVeRb3eCH2p0KDW8OLfSfreU/dNHcRTc4OQX2AFBm1RrWjgjQ0p+p/P29GKt68Ju+g8SgJBr4keZ2dngoOD+emnn4iMjMTCwoIvv/wSd3d3Ro0a1ebrKioqGDBgQJvbFQoFCkVT+qeysvODJHuSfaeLqapvwM3OggjflsJk76li/jyWjUwGby8Ow9LMhN2p2ijPSF/Hdu+UCwxET2/5eUprlHr/jS6KU1DZssTZVC4jyNOOUG+tuAn1cSDQ3a7VPjYNag1P/hXP6tgc5DJ477pwJAke++M4xdVK3rtuCEcyS9mb1hQB+npPOrdOGKi/k7x2tA8bEvPYebJIv092WS0H0kswN5XzzDnDTc+XWycM5FBGCRsS8ln6Swwb/jOlXa/QIFdbPlsSSYRvut6cDnD3T0e5c1IA9142CHtLM/Ir6ll5WHsB6cnuy13l6XlBbEspJLOkljc2pLD8yqami+MHOfPt3gwOddrMbEFKXvP356VAnVLNQ7/GsDWlEJkMXowazu2TWkYFL1T2nirmqVXx+s7nt4wfyFPzgpqZ8QWCi4Vee1fLZDK2bNnCwoULsbOzQy6X4+7uzsaNG3F0dGz1NQcOHOCPP/5g/fr1bR73jTfe4KWXXuqlVXeeTY0NCeeEeLS426tVNvD0au2oiVvGD2R0o/FVdyFvqwuzjiyDMQI9IXoq6lQk5VQ0Rm/KOX62Qv8BZ4hcBkPd7Aj1cWgUOI4Eedg1iw60hUqt4dHf44iOz8NELuOjG0YSFealF3rF1QpM5DI+vGEkV3y0h8LGHjLltSp+OnBGH+2RyWS8cXUoE97Yrj+2Lp1w39RB+A7o2flFMpmMNxeHkZRbyZmSWh7/6zhf3TKqXZFSVKXgy93pgLa03sXWgriz5Xy6I42fD53hgcsHk15Ug7JBwxh/pzYbUPYFdpZmvHbVCO768Sg/HjiDjYUpT8wZhkwmY6x/o6+nuIaCyiZ/VVt4NA7SvZQaFGo7dR8l7mw55qZyPrp+JPNCL44BmlX1Kl7fkMKvh88C4DvAircWh/VYJFUgMEa6LHqWL1/eoeg4cuQIo0aN4oEHHsDNzY09e/ZgZWXFN998Q1RUFEeOHMHTs/kHR1JSEgsXLuSFF15g1qxZbR572bJlPPbYY/rHlZWV+Pr6trl/b9Cg1rA5uTG11UpDwvc2p5JdVoeXgyVPNo4/UKk17GuMcHQ0gmBbY9oM0Jt+O0utsoHEnEris8tJyNFGcTIae9+cyyAXm0YPjiNhPg6EeNljbd51Haxs0PDQrzFsSirAzETGp0simdM4e8fZVhvR0k3ndrG14OMbI1jy9UF07W++2t082uPpYEWguy2pBdUAlNQoCfKw48HpQ7q8ts5gb6n191y9Yj9bkgv4dm8Gd08Z1Oq+ao3EI7/HUlSlINDdlnVLJ2NpJmdzcgHvbDpJWmE1rxsYhx+c3rt9eTrDjGB3XlwwnJf+SWbFztNIwJNztNVvIV72JOZUcjC9hIUj2+8vc6mNojhTUsNt3x0ms6QWR2szvrl1tP4G5kJnV2oRy1bF6zue3zZhIE/ODWqRohUILja6/A5/8MEHueGGG9rdx9/fn+3btxMdHU1ZWRn29tr8/4oVK9iyZQs//vgjTz/9tH7/5ORkpk+fzj333MNzzz3X7rEtLCywsOjfaeO6smonazPGBjT/EIzNKuP7fdpW9K9dHaoPEcdmlVOlaGCAjTmh3g4tjmlIrsGddHsXzHqVmpS8ShJyKjh+VhvFSSusprVeer4DrAjzdiTUR2s2HuHt0CMG6XqVmqW/xLDthHbW1Bc3RzI9qKkdvWvjZPjSGiVqjYSJXMb4Qc78d/YwfQSnok7FD/syeWjGUP3rAt3t9KIH4N1rw3vVMDrC24HnFwzn+bWJvPnvCSIHOrXaH+mT7afYl1aCtbkJK26K1M9VmhPiwcxgd1bHZPPEX00DZV/6J4nHZw9rt49TX3DHpABkaMdtfL7zNBpJ4um5QYwPcO606PG4hEZRxJ0t564fjlBSo8THyYof7hirbyp6IVNZr+K16BR+P6qN7vgNsObta8L089gEgoudLoseFxcXXFw6Dn/W1mpTNHJ5c++HXC5Ho2kqZ05KSmL69OncdtttvPbaa11dTr+gm7U1a7g7pgbeFmWDhqdXJaCRYNFIL6YNa0pj7TxZCGgNzJ01P842mGWjUms4mV/VGL3RenFO5lfR0IrC8bC3bJaiCvV26JUpz/UqNff8dJQ9p4qxMJXz9a2jmXpOVZruvBoJymqVuDSKoP+7bDCHM0rZ1Zj++mjbKW6b5K8XYtHxec2Os/Nkob50vbe4eZwfh9JLiI7P48FfYtjw8JRm3qt9acV8tO0UAK9dNYIhbs27QZvIZUw+x6CeXlTDA7/EEObjwJNzglps70tunxSATCbjxb+T+HJXOkhas/M3ezM42InOzB6XSKRnW0oBD66MpU6lZoS3Pd/dPgY3u/ZTfxcCO04Usmx1AvmV9chkcPtEf56YM6xb0V2B4EKl197tEyZMwMnJidtuu40XXngBKysrvv76azIyMpg/fz6gFTzTpk1j9uzZPPbYY+Tna8WEiYkJrq6927m2u2g0kkEX5uYpus93nuZkQRUDbMx5YUFIs226i3tHqS21gYipU6l5YV1iu83+nG3Mm1JU3toojlsH3oyeoFbZwF0/HOVAeglWZiZ8e/voVr0ApiZyfalzcbVCL3rkchkfXD+SuR/uprBKQYNG4od9mfxnxtBWK8Y+2naKmcPde7VqSOcnSsqtJKO4hv/+cZyvbx2NXC6jsLKeh3+LRZK0PYWuivBp9RgrdpwGtH1wvr1tNN/syeCbPenEZ1dw87eHmDTEmSfnBBHeRpVYb3PbRH9kMnhhXRJf7k6nsl6FTAYZxTXkV9TrhU1r6LZdzJGelYeyeG6t9sZlaqArK87prn0hUlGr4pX1yfx1LBvQpszfvia8RZRaILgU6LX/ZhcXFzZu3Mizzz7L9OnTUalUhISEsG7dOsLDwwH4888/KSoq4pdffuGXX37Rv3bgwIFkZmb21tLOi9iz2ionOwtTJhoYVFMLqvh0hzYK8OKC4c0iK4VV9fruwlOGNhc9Go1EZkmN3n/z04FM/bY9p4qb9bqxtzQlzMexWRTHy8Gyz9Mm1YoG7vz+CIczS7G1MOX7O8a06FJsiIutBWW1Kkqqm4uZATbmrLgpkmu+OADA+1tSuW2iP//38zH9Pvufns4L65LYmlLAf/84ztqlk7o9Ab0z2Fma8emSCK5asZ9tJwr5ek86d00O4D+/xVJcrfUWLb8ypNXX5pbX8fsRbdrg0ZmB2Fma8eisQG6dMJDPdpzm54Nn2JdWwsK0fcwN8eDxOYEtokV9wa0T/JHJZDy/NlFvYgXtSIr25kbpRE9FnYo6pVqf2rsYkCSJ97ek8sn2NACuHeXD61eH9up7rS/YllLAM2sSKKhUIJPBnZMCeHz2sIvqbycQdIVevYUZPXo0mzZtanP78uXLWb58eW8uocfZmKhNu0wPdtN7TNQaiadWxaNSS8wIcmvR82R3qla4hHo7UKdUsyEhTz+yISGn9WZ/oI0WhHk7EOarjeIMdLbud1NsRZ2K278/TGxWOXaWpvx051giOpgN5mJrwanCar2Z2ZDR/gN4cu4w3t6o9ffM/mBXs9J5L0crXr9qBEcyS0nKreTznaf5j4H3pzcI8XJg+YIQnlmTwNubThKfXcHB9FJszE347KbINqvZVuxMQ6nWMH7QgGaNAJ1tLXhhwXDunOzPh1tPsTomm41J+WxOzueaUT48MjOwzzv63jJ+IDLgubWJ+ucOnG5f9NhZmGJtbkKtUk1+ZT0BLjZ9sNLeR6XWpqVXxWgjIQ/PGNrrg2F7m/JaJS//k8zq2BxAW7TwzrVhjBooojuCS5sL+zamj5EkiY0GA0Z1/HQgk9iscmwtTHn1qhEtPix1qa2EnAqmvL2DB36J4Ytdp9l/uoSq+gYsTOVE+Dly+0T/Zq/7474JPBc1nCvDvfB3sen3D+HyWiU3f3OI2KxyHK3NWHn3+A4FDzRVcBVVtRQ9APdPHaz/3lDwPDFnGABu9pa8vFAbXfl42ymSc3u/N9ONY31ZONILtUZifYJW6L5+dSiDXVs3s+YYRHkeaWMQqo+TNe9eG87GR6Yye7g7Ggn+OJrN5e/u5NXo5FbTer3JzeMH8tpVI/SPfz96tt2hqjKZzCDF1bLlwYVItaKBO384wqqYbEzkMt68OrTPu2f3NFuSC5j1wW59v6x7pw5iw8NThOARCBADR7tEUm4lZ0vrsDST63vtnC2t1UcpnpoXhKdDyzv2MyVNJeNmJjKCPOy1VVTeDoT5ODLU3VYfRv9hf2bv/yDdoKRawc3fHiYlr5IBNub8fNc4hnt1zl+j8/GUtHFRl8tlHHtuJqNe3drseUPj8pXhXtqp4ckFPP6nNs1lbtp7ml0mk/HaVaEkZFeQXlzDknF+7VY3rdiRhkotMWGQc4eVMIHudnx162hissp4698THMoo5Zu9Gfx25Cz3Th3EXZMD+qx0+KZxA6lRNOjL7JeujOGzJZFtXvQ97C1JL6q5KMzMhZX13P79EZLzKrEy01bjTQtqv4eWMVNWo+Slf5JY29gpfLCrDe9cG95qFaJAcKkiRE8X0FVtXR7ohpW5CZIk8cyaBOpUasb6D+CmNoZgvnttODFnygj2tGdYO83+ahRNaa45Ie6t7tMfFFbVc/M3h0gtqMbF1oKV94wj0L3zXhRXO63oKW4j0gMQk1Xe4rkRBqJKJ0KOZJaSnFfJZzvSeHRW6xGVnsLWwpQ/75/A4YxSZg5v+++RXVbLH0d1UZ7Op94i/Zz47d7x7D5VzNsbT5CUW8n7W1L56UAmD04bwo3j/PpkrtO9UwfrRc+GhHxe+ieZFxcMb1X4XCxm5rTCKm777gg55XW42Jrz3e1jCPNx7O9ldZuNifk8tzaR4mpFY3RnMI/MHNqpxqICwaWESG91AX1qq3HW1qqYHPacKsbcVM6bi0PbLEUPdLfjhrF+hPs6tvshdDy7XP99Z9JGfUF+RT03fHWQ1IJq3O0t+P2+8V0SPKCtMANa9fSANu319Kr4Fs/nlje/sLraWfDSQm065rMdafqBpL2Js60F80I92zW0frbjNCq1xMTBzozrYr8TmUzGZYGu/PPgZD65MQJ/Z2uKq5Us/yeZGe/tYnVMdrOKvt7i3qlNzRh/2J/JS/8kt5rq0vXquZBHURzJLGXx5wfIKa8jwMWG1f836YIVPKU1Sh76NZb7fz5GcbWCoW62rH5gEk/PCxKCRyBoBSF6OklaYRVphdWYm8iZHuRGUZWCV6KTAe3d/aA2vB5dIdYg2uHRB2XnHZFTXsf1Xx0gvagGb0cr/rhvQpuelvZoL70lSVoTuK7rsmHjxpu/PURlvarZ/gvCPJk3woMGjcTjfx5vtYy/L8kuq+XPo+17eTqDXC5jQbgXWx67jNeuGoGbnQXZZXU89sdxrvhoD1uSC9r125wv4wc1+T1kMq3wWf53Uotzel7gkZ5/E/K46ZtDVNSpiPBzZNX/TcSvi13PjYUNCXnMen8X/xzPxUQu44HLB/PPQ5PbHJorEAiE6Ok0/yZoozyThjhjZ2nG8n+SqKhTMdzTnnvaGFnQVY6dKdN/316/lL7gbGkt1395gDMltfgOsOL3+8Yz0Ll71Tou7aS3Vh7OYvuJQsxN5Hx4w0gGuTado6JOxZN/xje78Mpksv9v777jqqz7P46/zuCwh4CACm4UJyoO3NowTcu0NGdazmyYTfvV3b6ru2WZmebMcq+0LMty4cDFcIu4cIAIyN7nXL8/DucICXhApnyejweP++Zwneu6zjc85813fL58+FhrXO11nI5JYc72s6W6p7Ly3Y5Icg0K3Zu6lUndEyuNmtFdGrDrtb7MHOCHk42WM9dTmLTsMI9/v8/izUFLqlNDV0wdlS/d3wyVCn7cf4l3NhUMPqb9t6rjnJ7Fey4wbUUI2bkGHmzpyYqJgeVStLO8xaVm8dzyEKYtDyE+LZvmno5snNaN1/tL744QdyKhx0Jb8xUk/OtEDFvyNtb87Im2ZVLLw2BQCoaeSuzpuRCXxvD5+7ly09j9v2ZKV7xrlf6v4VvDW9kFPkDP30jlo9+MO5W/3r85fl5Otw1ZbT0Rc9vkbncHaz40DXPtPMexK+U/zFWYywnprD1sXOY84y56eQpjq9MwtXcTgl6/j2l9mmBjpSYkKpEnfwhm/JKDnLhWtq/Z0cbK3Mvm42rLZ4+3RaWCn4Iv8Z9NxzHkDbFVx60oDAaFj347yQe/nURRjMv1540JqHa1ahRF4bej1+g3azdbjhnff164rymbX6i+w3NCVDQJPRaIik/nxLVkNGoVXRq78p9Nxtomk3o2LrOtEc7HpZGUcWsop7J6eiJjU3hy/n6ikzJp6uHA6smBha5IKwnTROZsvYGUvMnaOXoDM9aEk5Gjp1sTN57p3ojUrFzO522OanoOwMe/nyL8cmKBcw5sW4eBbeqgNyi8sjaMrFz9Xd1jaZh6eXr6upfbRpTOdla83t+P3a/1ZUxgfbRqFTvP3GDg7D28uDKUi0VsJlsaplVnwefjGdbRh8+f8Eelgp+Do8zBx/R7eSM1ixx95Q4tWiIrV8+Lq0JZuMe4H94b/f34YHArNBZuBVNV3EjJYtryEJ5fEUpC3lDwpue680q/5hUy2V2Ie4WEHgtsPWGs0xLY2JV5u85xPTmLRu72JVqpcych+Xp5atlZVUo39ZmYFEb8EExsShZ+Xo6smhxYJlta2FhpzKX8TUNcc7ZHEn45EScbLV8M80etVnHyWjKKYuxNMPXkAOToFZ5bEUJSesH5PR8MboWbvY6I66nM/qdih7kuJ6Sby/qX5e9BUTycbPjosTb8/XJvc/HLzeHXeOCrXbz9yzFiy2C4KbCJKfQY9+F6IsCbL/KCz/IDUby96Tiu9jqsNCoUpei6S1VFUnoOTy06yG9Ho7HSqPj6yXY826dJtarBoygKm8Ku0m/WLv44HoNWrWL6/b5sfr5Hue9FJ8S9SEKPBf7IW6ruYqszl+3/ZGibMg0m+Ye2PCthaOv41SRG/LCfuNRsWtV1YuWkQPME5LJgKlAYl5pNSNRN5uwwlvv/aEgbczVi09BW63rO9GvpSYs6t5asX7mZwavrwgsMj7k5WPPRY8Zw9P3Oc7f1BpWnOdtv9fJUZNG3hu72zB7Zni0v9qBP89rkGhR+Do6i1+c7+Gzr6QK9hSXVsUEtNGoVUQnpXE00Fh98PMCbL4cZg49xX6rj1M77vYipwvN6riZm8MS8fRy4kICjtZalT3cuttp0VRSbksmUn44wfVUYN9NzaFHHiU3Pd2fGg83KtUaVEPcy+ZdzBzFJmeZVVaad0kd1qX/HAnQldSTqVuipU8FDW+GXExm1IJib6Tn4+7iwYmIgtcp4gqcpQEUlpDNjdRh6g8LgdnULbNlhCj1t6jmjVqtu60HZdvI6i/KGKUwGtKnDI/51MSjw6tpwMnPKf5grKj6ddSGmXp7yrRVUlFZ1nVn6dGdWTw4koEEtMnMMzN15jl6f7WDernNkZJe8HRxtrMy9B8Hnbk2YHtrBm6+G+6NWwcqDUVzLm88TU0Xn9Zy8lszQuXs5G5uKl5MNa6Z2pXvTytvdvqQUReGX0Ks8+NVu/jp5HSuNihkPNGPz891pVVd6d4S4GxJ67sC0ozpAWrYeTydrZg7wK9NrJKZnExmbav6+IufzHLmUwJiFB0jOzCWgQS1+ntAZZzurMr+Oe15Pz6trw7kUn05dZxs+yDeEBcZtOgDaeBt7ePq19KRlXm+PY97w2Kd/nCYkX0AEeP/RVrg76Dgbm8rXf5f/MNecHWfRGxR6NatNQIPKrafUpbEb66Z2ZeFTHWnu6UhSRg6f/nGa3p/vYPmBSyWed2Nauh78r1ViQ9p789XwduSfCnMtseptRbHnbBzD5+/nenIWzTwd2DCtW4Eew6ruenImk5Yd5qXVYSRl5NC6nhObn+/B9Ad8q/3mp0JUBfKv6A7+yNtg1OS/j7XByaZsQ0Hov4ZlvJwqZvPJA+fjGbvoIClZuXRp5MqyZzrjWMavzcQt31CZSgVfDPfH2fbWtdKzczl3wxj8TL0NKtWt3h69Yiz+l2tQeGFFKInpt2r+uNrr+OixNgD8sPscof8KRWXpUnwa60OMmzhWxFweS6hUKh5o6cnv03vy1XB/vGvZEpuSxVsbj5vruBgsLHDYNa8Hc38hS+Mfa1+PWU+2M3//0ZZTFp+3ImwMvcL4JQdJzft9Xju1W4Vv5FpaiqKw/sgVHvxqF3+fisVKo+LVfs3YOK17tQptQlR1EnqKEZ+axcELCebvB7WtU+x2BKWVfxIzgJdz2c2lKcreyDjGLTlIeraeHk3dWfp053Ld7yn/1NFJPRvTrUnB4YaT15IxKODhaI2H462ergdbetK6nhPp2Xoa17anoZsdVxMzeGVNeIEP3P6tvRjcrvyHub7dHoneoNC7We0qt6eRRq1iaAdv/nmlN+890hI3ex0X49N5YWUoj8zZw66IG3cscNixoSsatYorNzO4nJB+288Ht6tHW+9bQyxvrD9a6cFHURTjtiSrw8k1KDziX5dlEzoXCNVVWUxSJhN+PMwra8NJzsylTT1nfnuhJ8/fJ707QpQ1+RdVjG0nr2N6P3exs+K9R1uVy3WO3BZ6yvev051nYnlm6SEycwz0aV6bheM6lmvNEkVRWH4gyvz9K/1unwdzLN98nvxUKhUv3W88fkPIVT58rDU6rZp/TseyIOh8gWPfe6QVtR2tOXcjjVnbIsr6ZXAxLo2NocZenvLe9+tuWGs1jO/eiF2v9+XlB5vhYK3lxLVkxi0+yMgFwbcND+bnYK01/zc4kC/w55e/GOfaI1d4ff3RCtkqozB6g8J/Nh3n8z+Nm/5O7tWYb55sVy2WcSuKwprDl3lw1i5zgc7X+zdn47RuNPcq2VYvQgjLSOgphmnVFsA7g1qW6Womk1y9gbB/DW+V50Tmv09eZ/KyI2TlVaWdPzag3JfHrzh4K/A4WmsL/UA6fjUZoNBluPe38KBNPWfSs/XsiYzj3UdaAvDZn2c4fPHWB3Mtex0fD8kb5go6f1uYvFumXp6+zWtXi1L/DtZaXrzfl92v92VSz0botGqCzycwdO4+Ji87TMT1lEKf17XJrXo9hcn/+6lRq1h35Aqvr6v44JORrWfKT0f4OTgKlQrefaQl//dwiyL3wKtKriVmMH7JIV5fd5SUzFz8fVzY8mIPpvVpilZ6d4QoN/KvqwhJGTnsOxcHQK9mtRlSTstdT8ekkJ6tx0pz6426vJas/3Esmqk/HyFbb+DhNl7MHd2h3P8izl91GW4tXf+340X09EDBuT3L9l3ioVZePOpfF71BMRdrM3mwpSdD29dDUeC1MhzmuhCXxsZQ44qt6ZW0Yqu0XO11vDWwJTtf7cOTHX1Qq+Cvk9fp//VuXlkTbl6ebmJambj/XOGhx/T7qdOo+WZEOzRqFetDrvDauvAKCz7xqVmMXBDM36euo9OqmTuqA093b1Qh174biqKw+lAUD83aza6IG+i0amYO8GP91K74lnAjXyFEyUnoKcKB8/Hk6BXsdBo+HtK63AqamYYaTBMu7XQanGzKfm7NprCrPL8ylNy8peKzR7Qv9/kC+asum3oH4lJv33Q0I1vP2Vhjr0Mb78KX5N7n54G/tzMZOXp+2H2ej4e2obG7PTHJmcxYHVZgXsm7j7TCw9Ga83FpfJE37HG3vt1+FoNivI/q0MtTmLoutvzvibb8NaMXA1p7YVBgfcgVHv4miJPXks3Hmer1XE0sfF6PKfRk6w10bezG7BHt0ahVbAi5ymtryz/4XIpP4/Hv9xF2ORFnWytWTOzCgDZ1yvWaZeFqYgZPLT7IG+uPkZKVS/v6Lvz+Yk+m9m4ivTtCVBD5l1aEVvWc6dbEjS+G+d/VvlN3YhqCqZs3j8fLyabMA9a6I1fMtXGeCDAuPa6IN9n8VZeXPt0ZgNSs3Nt6X05GGycxuztY4+FY+BCisbfH2MOybP9FMnP0fDe6A9ZaNbsibvD9rnPmY53trPhkqHGYa9HeCwWGwErj/I1UfgmtWiu27kZTD0e+HxPAL891p009Z5Iychiz6ABn84a77K215snKhQ1x6bRq81BvTHImA9vW4duRecEn9CqvlmPwCb+cyNC5+7gYn049F1vWP9ut3LYAKSuKorDigLF3J+hsHNZaNW893IJ1U7vR1MOhsm9PiBpFQk8R6rnYsmJSIA+X81+Q5tCT19NT1jV6Vh2M4rV14RgUGNm5Pp893rZC9h36d9XlZp4O6PKC1r+3L7g1tOVUbODr07w2/j4uZOYYmL/rHC3qOPHBYOPk8i//OlNgB/L7W3jyRIA3St5qrtIU6zOZsz0SgwL3+3ncUxs7tvNxYfmkLrT1diYhLZtRCw9wPq9sQHFL1+HWCkNTgcKH29Rhzsj2aNUqNoZe5ZU1YWUefLafvs6IH4KJTzNWDd/4XNUPDZcT0hm76CD/t/EYqVnGWli/T+/JpF6Nq93+X0LcCyT0VKLY5Eyu3MxApbr1IVKWu6sv23+RmRuOoSgwrmsDPh7SukImeaZl5d5WdVmlUpkLFManFRziKm4+T3755/b8FHyJ2JRMhnf0YWj7ehgUeGFlKHGptwLVfwa1xMvJhovx6ebVPSV17kYqv4SZenmq11weSzjZWLHsmc74eTlyIyWLUQsOEBWfbp7Xc+B8QqHL3E21pPJvRTGgTR3mjOqAVq3il7BrvLwmjNwy2pR05cEoJv54mIwcPb2a1Wb1lK4FShtUNQaDwk/Bl+j/9W72RMZhY6XmP4NasmZKV5rUrtpBTYh7mYSeSmSaz9Pc05HUTOPu42XV07Mw6DzvbDoBwKSejXjv0VYVttHiR1tOFlp12T1v6CruXz09x/LtuXUnfZoZV04Ze3vOo1Kp+GhIa5p6OBCbklVgfo+zrRWfPG4c5lqy70KBmkuW+vYf41yeB1p4FDnfqLpzsdOxfGIXmno4EJOcyaiFwdR1sUGbN6/nys3bKy//u6fHpH9rL3Pw2RR2jRlrwu8q+CiKwld/neHNDccwKDAswJtF4zqaN7Ctii4npDN64QH+88tx0rL1dGpYiz+m92JCj0bSuyNEJZPQU4lMQ1sBDWqZ/2Iui9Azd2ckH20xrph6rm8T/u/hFhUWeLadvM7Kg5cLrbrsZm/adPRW6MnM0XM2bwsOS0JF/t6en/N6e+x0WuaO7oCtlYags3F8lzesBtC3uQfDOxqHuV5bF056dq7FryUyNpXN4deAe7OXJz83B2tWTOxCQzc7rtzMYOKPh82/i4UNcdXJm4NW2P5b/Vt78d1oY/D5Nbz0wSdHb+DVtUeZvd343/PF+3357Im2VbZgn8GgsGz/RR76ejf7z8dja6Xh3UdasnpyVxq521f27QkhkNBTqQqEnrwPj7sZ3lIUhW/+PstnW41DOTMeaMar/ZpXWOC5kZLFzPVHgcKrLpsmv+Yf3joVnYzeoOBmr7P4tfduVpv29V3IyjUwb6exQGEzT0c+zNtxfdbfEeZyAwBvD2pJHWcbLsWnm9vGEqYVW8aq0PdmL09+Hk42rJgUiHctWy7Gp5t7eIILWbpuWsFV1E7rD7UylkSw0hiDz/TVJRvqSs3K5Zmlh1gfcgWNWsUnQ9vw8oPNKux3uaQuxacxckEw72w6QXq2ni6NXNn6Uk+e7t6oWtQNEqKmkNBTSTJz9OaCfPl7euqUshqzoih88dcZZv1trET8ev/mTH/At8I+JBRF4Y31R4lPy8bPy7HQqsum4a38E5mP5xvasvReVSrjrtMAyw9cIjav7Z4I8GZYgDcGBaavCjNfx8nGik8fbwvA0n0Xiyy6l19kbIq5l2f6/dV/xZal6rrYsnJSYIEChH8cj7ltXo/p58XttN6vlRffjw7ASqNiy9Fopq8Ks2gD1NjkTJ6cv5+gs3HYWmlY8FQAIzvXL+UrKl8Gg8KSvRfo/3UQBy4kYKfT8MHgVqycFEgDN+ndEaKqkdBTSU5cSyJbb8DdQUc9F1vzB7RnKfbdUhSFj38/xXc7jMu23x7Ygml9mpbp/d7JioNR5lL6X48ofBuAwoa3TMHvTpOY/62nrzsd8np78i9X/2Bwa5p5OnAjJYvpq0LNK4h6N6vNyM4+gHGYKy2r+GGu2f9EoijGnd5rQi9Pfj6udqyYFGje2T4jR8+JfHV8IF9PTzGhB+CBlp63gs+xaKavCi02+ETGpjBk7j5OXEvGzV7HqsmB3OdX9vvdlYULcWmM+CGY9389SUaOnq6N3dg6vRdPdW0ovTtCVFESeiqJaWirff1a3EjNwqCAVq3C3b5koUdRFN7/9SQLgi4A8MHgVkzMtzdSRchfdfn1/s3x8yp8V+jaeT098fkKFJZkEnN+KpXKvP/V8gNRXM/r7bHVaZg7ugN2Og37zsUz+5+z5uf838MtqOdiy+WEDP639XSR5z57PYVfj+b18twDdXlKo5G7PRumdTN/P+jbPaTmC4qm+T4pWbkFHi/MAy09mTcmAJ1Gze/HYnhxZeHB59DFBB7/fj9XEzPM1/evgoUg9QaFRXsuMOCb3Ry8mIC9TsNHj7Vm+cQu1Hcrv5peQoi7J6GnkuSfzxOd99eyp5NNif5CNBgU/m/jcZbuu4hKBZ8MbcNTXRuWx+0WKX/V5W5N3HimmK0ATHN6TD09mTl68/5PpVkZ1aOpOx0b1CI718D3O2/19jT1cOS/Q4zze2ZvP8ues8b5PY42Vvwvb5hr2f5L7IuMu/2kwOztxl6eh1p50qpuzerlyc/X05EHWniYv39mySHzRHAHa625J+hOvT1grJs0b2wHdBo1fxyP4YUVBYPPH8eiGb3wAEkZObSv78L6Z7tVyeGh8zdSeXL+fj787SSZOQa6N3Vj60u9GBPYQHp3hKgGJPRUAkVRCIlKBIyh53pSyVdu6Q0Kr68/ysqDUahV8PkT/pUy7+HbfFWXvxjmX+wbv2nfLVPoOROTQq5BwdVeR91SrFrL39uz4mBUgQ/fIe29GdHJB0WBl1aHmuf99PB1Z1QXYzu9vv7obb0UEddT+O1ozVixZYnx3W6F2IMXE5j442FzRW0vC+b15Hefn3GDW51GzdYTMTy/IoTsXAOL91xgWt7/f7ClJysmBuJqX/gebZVFb1BYsPs8A74J4vClmzhYa/l4SBt+ntAFH1fp3RGiupDQUwmu3MzgRkoWVhoVbeo5m3t6LF29lKs38PKaMNYdMa5smfVkO54I8C7PWy5USNRN8/Lwj4a0MVeVLoqpp+dmeg65eoN5aKtV3eIrMRenWxM3OjU09fZEFvjZe4+2ws/LkbjUbF5YGWpePWQa5rpyM4NPfj9V4Dnf/HMWRYEBrb1oUafwYbqaJKBBrQKb4e47F8/Un4+Qlau/FXqKWMFVmL5+Hsx/KgCdVs2fJ67T7O0/+OC3kygKjAmsz7wxAdjqyncT3JKKjE3liXn7+O/vp8jKNdDT150/Z/RiVJf6VXY1mRCicBJ6KoFpaKtVXWdsrDQlqtGTozcwfVUYm8KuoVWrmDOyPYPblc8O8MUprOryndSy02HqCEpIy+bENcsqMRcn/0qulQcvE510q5CejZVxfo+9TsOBCwl8/bdxfo+DtZbPnzAOcy0/EGUe/joTk8Lvx6IBY00YYZwjZdpgdWj7ethYqdl55gbPrwi9tf9W0u3FC4vTt7kHc0a2L/DYyw8248PBratU8T69QWH+rnM8PDuI0KhEHK21/O/xNix7pjP17hDwhRBVk4SeSpB/Pg/cGh6oc4fQk5WrZ9ryELYci0anUfP9mIBK2126qKrLxdGoVeZhixupWeaenrsJPQBdm7jRuZEr2fqCc3sAGtd24JO8eTzf7YxkV8QNALo1dWdsYAMA3lh/lJTMHGbn9fI83EZ6efIzbUlhUBQWPtUJnVbNtpPX2Zi3CWtJenoAktJzWLTnQoHHjl5JIkdfvruzl8TZ6ykM/X4fn/xxmuxcA72b1ebPGb14spP07ghRnUnoqQRFhR7PYoa3MnP0TP3pCNtOXkenVfPDUwE82LJylvIWV3X5Tky9A9GJmZyJMU5ivtsl4fmrNK86eJlriQV7Hh71r8voLvVRFJixOszcGzRzgB8+rrZcTcxg3OKDbJFenkKZQk/w+QS6N3Vj/piAAkNe1xItDz1XEzMYNn8fBy4k4GitZWrvJlhr1fx96jrTlhuHzSpTrt7A3J2RDJy9h/DLiTjaGHsFlz7d6Y7Dt0KIqk9CTwVLzcrldIyx5kmH+nmhJ7n4np6MbD0TfzzMjjM3sLFSs2R8J/o09yj02PJ2p6rLd2IKPfvOxZOjV3Cxs8K71t1/mHRr4k6XvN6euf+a2wPGzUdb1XUiIS2bF/Pm99hba/nscX8A88Tyjg1q0dzT8a7v517SoX4tdBo1McmZXIxPp6+fB3NGdTD/fPvpWPN+Z8U5eS2ZoXP3EnE9FU8na9ZM7crMAX4sHNcxL/jEMu3nkEoLPmdijL07n209Q7bewH1+Hmyb0ZthHX2kd0eIe4SEngoWfjkRgwL1XGzxcrZBURRz6CmspyctK5enlx5kT2QcdjoNS5/uTPemJQsaZcWSqst3YlrBtfNMLACt61peiflOTKutVh+6zNV/9fbYWGn4blQHHKy1HLp4ky/+Mlau7trEjXFdG5iPO3zpJoO+3cPfJ68Xurt4TZR/Xo+pmvVDrbyY1qeJ+Zj3fj1RbHvtjYxj+Pz9XE/OwtfDgQ3TupuHEHv61mbRuE5Ya9X8czqWZys4+OToDczZfpZHvt3D0StJONlo+XKYP4vGdSyzDYCFEFWDhJ4KZhra6pA3tHUzPYfsXOOqon+HnpTMHMYtPkjweeNQwE8TOpuHGiqDJVWX78TU03M+Lg24+6Gt/Lo2cSOwsSs5eoW5O27v7Wnobs9neROY5+06x47TxuD1xgC/AkukT1xLZuKywzw2dx+7Im5I+AECG7sCFNjCI38RzGX7L/HfLacKbauNoVcYv+QgqVm5dGnkyrqp3W6bCNzD153F4zthY6Vm++lYpv50xLw0vjydik5myNy9fPFXBNl6Aw+08GDby715PMBbeneEuAdJ6KlgIVF583nquwCY55e4O+jQaW/950hKz2HMooMcvnQTJxstP0/sQkAD1wq/XxNLqy7fiSn0mNztJOZ/M63kWnP4Mldupt/284fb1DH37MxYE8a1xAzsdFq+H31ruKZlHSdsrTSEX05k3OKDDJu3v8hChjVFYBPTvJ54c7CpZWdV4Hd24Z4LfJnXgwbGnsG5OyOZsTqcHL3CoLZ1WDahM852hc8B697UncXjjMFnx5kbTP25/IJPjt7A7H/O8uicPRy/moyzrRVfP9mOBU91LHZunRCiepPQU4EMBoUQ8yRmY4CJKaQw4c20bEYtDCb8ciK17KxYMSmwUsvxl6Tq8p2YhrdMyjr0dGnsRrcmbuToFfNeZP/2fwNb0NbbmcT0HJ5fEUKO3kCXxm483b0hYFxOv+XFHkzs0QhrrZrDl24yauEBRvywn0MXE8r0fqsL07ye68lZXMjrpVOpVObaUo/klSyYsyOSb/85i96g8J9Nx8272k/u1ZjZI9rfsXewW77gs/PMDaaUQ4/PiWtJDJ6zl6+2RZCjV+jX0pNtL/fisfb1pHdHiHuchJ4KdO5GKsmZudhaafCrY5wsa67R42Ts7o9LzWLkgmBOXEvG3UHHysmBlb7hZUmqLt9J7Xw9PU42Wnxcy35FjGluz9oienustcb5PY42WkKiEvn8T+MH8+sP+dHQzY6Y5Ezm7jzH24Nasvv1vozv1hCdRk3w+QSGzdvP2EUHCM3rsaspbKw0tMvrnQw+fyv4mUJPv5aevPVwCwC+3BZBk//7nZ+Do1Cp4N1HWvJ/D7ew+PemW1N3lozvjK2Vhl0RN5hcRsEnO9fArG0RDJ6zl5PRydSys2L2yPbMHxuAh6P07ghRE5Rr6ImIiGDw4MG4u7vj5ORE9+7d2bFjh/nn8fHx9O/fn7p162JtbY2Pjw/PP/88ycnJxZy1+jLN5/H3ccZKY2z6Wz091sQmZzLih2BOx6Tg4WjNqsmBpR5GKislrbp8J/mHt1rXK7tJzPl1buRK96Zu5BoU873/m4+rHZ8/YVy59cPu8/x98jq2Og2fD/NHpYJ1R66w/fR1PJ1seO/RVux8rQ+jutRHq1YRdDaOIXP38czSQxzPqzVUE9xaun5rXo+ph/J6ciaTejW+rRdw7qgOPF2KnsGuTdxY8nQnbK007I64waRlh+8q+By/msSjc/bwzT9nyTUo9G/lxV8zevOof13p3RGiBinX0DNw4EByc3PZvn07R44coV27dgwaNIiYmBjjxdVqBg8ezObNm4mIiGDp0qX8/fffTJ06tTxvq9KYJzHnLVWHgvsWPflDMJGxqdRxtmH1lK409ajcpdOlqbp8J+6Ot4a3ynpoK78Z5t6eK1xOuL23B6B/ay/zh/Qra8O5cjOdTg1dzY/NXH+MpPQcAOq62PLxkDbseLUPwzt6o1Gr2H46lkHf7mHyssOcir43g3p+XfNCz/5883pMZRaikzK5FJ/GjrxVeSY389qvNAIb3wo+QWfjShV8snL1fPnXGQZ/t5fTMSm42uuYM6o934/pQG1H6zufQAhxTym30BMXF0dkZCQzZ86kbdu2+Pr68umnn5Kens6JEycAqFWrFs8++ywdO3akQYMG3H///UybNo2goKAiz5uVlUVycnKBr+riSFTBooRwa3jr5+AoLsSlUc/FljVTutLIvfJ3mC5N1eU7yb9KqjyH7To2dKWnr3uxvT1gLFDo7+NCUkYOz60IJTvXwKv9mtPY3Z7YlCze/+1EgeN9XO347Al//n65N0Pb10Otgr9OXmfAN0E8tzyEs3m7xt+L2td3QadVcyMly7z6zjTp96+TMTz+/T7z7/D9fsY6Um/9cox1R66U+pqBjd1Y+nQn7HQlDz5HryTy6Ld7+XZ7JHqDwsC2ddg2oxeD2krvjhA1VbmFHjc3N1q0aMGyZctIS0sjNzeX+fPn4+npSUBAQKHPuXbtGhs2bKB3795FnveTTz7B2dnZ/OXj41NeL6FMJaRlc/6G8YOifb6engMXbs2PaOBmx5qpXavErs13U3W5ONZaDfVcbFGrjB+i5clUpXndkaJ7e3RaNXNGtsfJRkv45UQ+/eN03jBXW1Qq2BBylb9PXr/teY3c7fnqyXb8NaMXg9oatwLZciyafl/v5qVVoebJvvcSGysN7f9Vr8fU03M5IYO41Gxa1XVi47RuLBzXkXFdG6Ao8Pq6cDaHXyv1dbs0dmPp053NwWfij4fJyC46+GTl6vn8z9MMmbuPM9dTcLPXMXd0B74b1QE3B+ndEaImK7fQo1Kp2LZtG6GhoTg6OmJjY8OsWbPYunUrLi4uBY4dOXIkdnZ21KtXDycnJxYuXFjked98802SkpLMX5cvXy6vl1CmTBNfG9e2N/d2nLuRaq7RA7B6ctcqsZHh3VZdvpMlT3dixaRAvGuVb7gLaHCrt+fb7WeLPM7H1Y4vh7cDYPHeC2w9HkNAA1cm5dWheXPjMRLTswt9blMPR+aM6sDWl3ryUCtPFAV+CbvGA1/t4rW14UWGreqqa5NbW1IA7Dxzw/yzXs1qs3pKVzycbFCpVLz7SCtGdvbBkLf9x9bjMaW+budGrvz4TGfsdRr2RMYx4cdDhQaf8MuJDJq9h+92nENvUHjEvy7bXu7Nw5W0R50Qomopceh57733UKlUxX4dPnwYRVGYNm0aHh4eBAUFcfDgQQYPHsygQYOIjo4ucM5Zs2YREhLCL7/8wrlz53j55ZeLvL61tTVOTk4FvqqDW/V5jL08Z6+n8Mi3e8w/3/lqnypR/bUsqi7fSTNPxworsmhaybU+5CpR8UUHkAdbejKpp3Euz2vrwomKT+flB5vRpLY9N1KyeG/ziSKfC+Dn5cT8sR357YUe3O/ngd6gsPbIFfp+sZM3Nxy7bT+w6sr0323/uXi++usMqw/f+qNjwVMBOFhrzd+r1Sr++1gbhravh96g8MLKELafvr3XzFKdGt4KPvvOxRcIPpk5ej794zRD5u7lbGwq7g7WzBsTwLcj2xcYUhVC1GwqpYTlZuPi4oiLK75QW8OGDdm7dy/9+vXj5s2bBYKJr68vEyZMYObMmYU+d8+ePfTs2ZNr165Rp86d/zpLTk7G2dmZpKSkKh2ARvywn+DzCXw6tA3+Pi6MWXiA+LRbvQcXPx1YiXd3y/IDl3hr43F0GjWbX+he6avHysJTiw+yO+IGwwK8+XyYf5HH5egNPDl/PyFRibSp58y6Z7ty8loyj3+/D4MC88cG8FArL4uuGRp1k1l/n2V33q7uOo2aEZ19eK5v02pd/C4zR0/Ld7ZS2FZbB9+6v9Cl37l6Ay+tDuO3o9HotGoWjetIT9/apb6HI5cSGLf4EKlZuXRt7MYL9zXlP5uOcy5v+PixdnV595FW1JKwI0SVVhmf3yXu6XF3d8fPz6/YLxsbG9LTjX9Vq9UFL6FWqzEYDIWdGsC8KiQrK6ukt1Zl5egNhF82Lm22tlIzckFwgcDj6+FQWbdWQFlVXa5qZuTN7dkQepWLxcy1sdKomTOqAy52Vhy7msTHW07Rvn4tJvcy7jH11sbj3EwrfJjr39rXr8WyZzqzdmpXujZ2I1tvYNn+S/T6bAcf/naSGynV8/c716AUCDyfDG2Dp5Nxnsz1pMJfk1ajZtaT7ejX0pPsXAOTlh0usOy9pAIaGHt8rDQq9p+PZ9TCA5y7kUZtR2t+GBvA1yPaS+ARQhSq3Ob0dO3alVq1ajFu3DjCw8OJiIjgtdde48KFCwwcaOzV+P3331myZAnHjx/n4sWL/P777zz77LN0796dhg0bltetVbjT0Slk5K04eeeXEySm59C+vgvvDGoJUCWGtcqy6nJV075+Lfo0r43eoPDt9qJXcoFxafqsvPk9P+6/xJaj0bz0gC++Hg7EpWbx7h2Guf6tU0NXVk4OZMWkLnRsUIusXAOL9lyg12c7+OSPUyRYGKKqgtjkTJ6cv9/8vZ1Ow8jO9c0FCk1bqhTGSqPm21Ht6du8Npk5Bp5Zeogjl+6murVCjr5gd9Om57rTz8KeOCFEzVRuocfd3Z2tW7eSmprKfffdR8eOHdmzZw+bNm3C3984xGBra8uCBQvo0aMHLVq04KWXXmLQoEH89ttv5XVblSL/m3tKVi6dGtbipwldSM/OBW5Vta1MZVl1uSoyze35Jaz43h6Avn4eTO1t7N15Y/1RYpIy+WKYPxq1is3h19h6PLrY5xemWxN31k7tyrJnOuPv40JGjp75u87T83/b+fKvM+Z6QFVVZGwqQ+bu48S1WyUi7HQaFEUpUKCwONZaDd+PCaBHU3fSs/WMX3yIo1cSS3QfGdl6PvrtJE/M23/bz15aHUZaVm6JzieEqFnKtThhx44d+fPPP4mPjyc5OZn9+/czYMAA88/79u3Lvn37SExMJCMjg4iICD799NPbVndVd0eiEs3/v2tjN358pjMO1lpzjZ46ldzTU9ZVl6uidj4u9M3r7ZldzEouk1f7NaNTw1qkZuXy3IoQmns5MqWXcTXXWxuPE59a8uEplUpFr2a1+WVaNxaN60iruk6kZev5dnskPT7bzjd/nyUls+qFn0MXE3j8+31cTcygkbs922b0wlqrJi41m3M3UvP19BQfesC47P2HpwLo3MiVlKxcxi46yMlrltXaOnQxgYdnB7FwzwUUBZ4I8Cb8nX5snNYNR2stBy8k8PSSQxJ8hBBFkr23KkBUvLFnoaevO4vHd8JOZ1zhYqrG7FmJoac8qi5XVebentCrBSphF0arUfPtyA642us4cS2Zj7acZPoDvjTzdCA+LZt3SjjMlZ9KpeL+Fp789kIP5o0JoLmnIymZucz6O4Ken+1g7s7IKvPB/cexaEYvPEBSRg7tfFxYN7Urvp6O5gKb+88n4OVsDMkxd+jpMbHTaVk8vhPt6xuLQo5ZdKDYoo7p2bm8/+sJhs/fz4W4NLycbFjydCe+GOaPs50V7evX4qeJXXC00XLwYgLjlxwktYq0nxCiapHQUwFefag5rz3UnAVPdcRWd2uX6arQ01MeVZerKn8fFzo1rIVBgY2hV+94vJezDbOebIdKZayY/deJ63w5rB0atYotR6PZcrTkw1z5qVQq+rf24o/pPZkzqj1NatuTmJ7DZ1vP0OuzHSzYfb7YInzlbcneC0xbEUJ2roEHWniyclKgubifeR+uc/F4ORsfu1OQzM/BWsvSpzvTpp4zCWnZjFp4oNCCjgfOxzPgmyCW7L2IosCTHX346+Ve9G3uUeC4dj4u/DzBGHwOXbzJ+MUSfIQQt5PQUwF6+tbmub5NsbHSFHjc3NNTSXN6yqvqclX2RIA3AGuPXMaSag29m9XmuT5NAZi5/ij21hqm9THO9/nPpuPElWKY69/UahWD2tblrxm9mfWkPw3d7IhPy+a/v5+i1+c7WLr3QpnsMm4pg0Hh499P8f6vJ1EUGBNYn/ljAwoE9vybj5p+fy3t6TFxtrVi2TOd8fNy5EZKFqMWBJuLOaZl5fLupuM8+UMwl+LTqeNsw4/PdOZ/T7TFyabw31N/HxeWT+yCk42Ww5ck+Aghbiehp5Jk5eqJSzWu3KnjXPFzaMq76nJV9XCbOthYqTl/I43Qy4kWPeelB3zp0siVtGw905aHMKlXY/y8HElIy+Y/vxy3KDxZQqNWMaS9N3+/3JvPHm+Ldy1bY2HEX0/S94ud/Bx8qUAF7/KQlatn+uowfth9HjCWLvhwcGs0/5rY7u/jjLVWTXxaNmlZxkAWk5RZ4raoZa/j54ldaOrhQHRSJiMXBLMh5Ar9v9nNj/svATCyc33+mtGL3s3uXNunrbcLyycGmoPPuMUHq+Q8KSFE5ZDQU0lik409BDqtmlp2FdvDUhFVl6sqRxsrBrQ2Fr20dCNM4/ye9rg76Dgdk8Inv5/ii2H+aNUq/jgew293OcxV2PWGd/Jh+yt9+O+Q1tRxtiE6KZO3fzlO3y92svpQFDn6sg8/SRk5PLXoIL+GX8NKo2LWk/5M69O00M05rbUaOjY0zuu5EJcKQHq2npRS9Ky4O1izYmIXajtac+VmBi+vCedyQgb1XGz5aUJnPhnaBsciencK08bbmeUTA3G2teKIBB8hRD4SeiqJaSjAK2+fooq04mAU20/HotOo+XpEO6y1mjs/6R5iGuL6NfyaxcNGHk42fDOiPSoVrDx4mcjYVKb1NQ57vbPpeLkUG9Rp1Yzu0oCdr/Xh/Udb4eFozdXEDN5Yf4wHvtrFhpAr6AsrjVwK1xIzGDZvHwcuJJjn2wxp713scwIbGYe4wi4n4pIX3Esyrye/s7Gpt9UsWjGpS6krNxuDTxecba0IiUrkqcUHSZbgI0SNJ6Gnkpg+HCq6MOG9WnW5JLo2dqOeiy0pmbn8VcgO6kXp3tSdF+8zVnf+v43HGNDaixZ1nLiZnsPbvxwrs2Guf7PWahjXrSG7X+/L2wNb4Gav41J8Oi+vCaffrF38Gn4Nw12En1PRyQyZu5eI66l4OlmzZkpXuje983BnYL7NRz3ztp8oaehJyczh/zYeY/TCA7cFuCk/HbG4AnZhWtczBh8XOytCoxJ5apEEHyFqOgk9lcQceipwEnOO3sCM1WH3ZNXlklCrVTzeoR5g+RCXyYv3+9K9qRvp2XpeWhXGR4+1RqtW8eeJ62wOv1Yet2tmY6VhYs/G7H69L2/098PFzopzN9J4YWUoA74JYuvx6BIHr72RcQyft5/ryVn4ejiwYVp3Wta1LAj7e7tgY6UmIS3bPGG4JKEn6OwN+n8dxIoDUQCMDWzAifcfYserfajtaM3pmBSeWnyQpIzSB5X8wSfsciJjF93d+YQQ1ZuEnkpSGcvVv90eSfiVJJxstHw5/N6rulwSj+cNce05e6NEH9QatYqvn2xPbUdrzlxPYdXBKF7I6/15d/MJYlNKN7xTEvbWWp7t04Sg1/vy8oPNcLTRcuZ6ClN/DmHQt3v4++R1i8LPL6FXGb/kIClZuXRp5Mq6qd2oV4LClDqtmo4NXAG4mreL/E/Bl4rdzR4gOTOHNzccZeyig1xNzMDH1ZYVk7rw4WOtsbfW0sjdnhUTu+Bmr+PY1aS7rrvTqu6t4BN+OZGnFh2Q4CNEDSWhp5JU9HL1f1ddrowVY1VJAzd7Ojd0xaDAhtCS9fbUdrTmmxHtUKtg7ZEreDpZ06quE4npOby1sexWc92Jo40VL97vy5437uPF+5riYK3lxLVkJi47zGNz97Er4kah96IoCnN3RvLS6jBy9AqD2tZh2YTOOJdiQn1gY2Po8XG1xdFGy7GrSTw8O4hNYYXXQdp5JpaHZu1m5cHLAIzv1pCt03vdtnrQ19ORn/MNTT2z5JB525bSaFXXmRUTA6llZ0X4lSQJPkLUUBJ6Kolpc8aK6OmpSVWXS8I0oXnd4SslDirdmribKzy/9+sJpvRugpVGxbaT1/mliA/88uJsa8XL/ZoT9HpfpvZugq2VhvDLiYxbfJBh8/azLzLOfKzeoPDOphN8tvUMAJN6NmL2iPalnsxuqteTlqXn9xd70rGBceuO6avCeHl1mHnVVFJGDq+vC2f8kkNEJ2XSwM2OVZMDee/RVthbaws9d4s6Tvz0TBfjFhMXE5i07PBd1StqWdeJFZMCcbXXEX4libGLDlT5Pc+EEGVLQk8luZ63ZL0itqCoSVWXS+LhtnWwtdJwPi6NkHz7o1nqub5N6enrTmaOgdn/nGViT+PeXO9tPnnHzTfLQy17HTMH+BH0Rl8m9miEtVbN4Us3GbXwACN+2E/Q2RtM/fkIPwVfQqWCdwa15K2BLe9qmLOttwu2VhoS0rJJy85l1eRAZjzQDLUKNoReZeDsPXy1LYKHZu1mzeErqFTwdPeG/DG9pzkwFaeNtzNLn+mMvU7D3sh4nv35CFm5pQ8+Leo4sWJSF1ztdRy9ksQYCT5C1CgSeiqBwaCYPxTLu6enJlZdtpSDtZYBbbyAkk9oBuP8nllPtsPTyZrI2FSu3sygTT1nkjJy+L8N5bea607cHax5e1BLdr/el3FdG6DTqAk+n8DYRQfZlrda7btRHXimx91PZNdp1eZ6PcHn4tFq1Ex/wJc1U7riaKMlKiGd2f+cJSY5k/qudqyZ0pV3H2ll3n/OEgENarF4fCdsrNTsOHODF1aE3lWdIj+vW8Hn2NUkRi8KJjG99KvEhBDVh4SeShCXlkWuQUGtgtp5exmVh5padbkkTENcv5WgZk9+7g7WzB7RHrUKNodfo3MjV3QaNf+cjmVDSMUOc/2bp5MN7w9uzbIJnW/72bojVzh+NalMrnNrS4oE82OJ6Tnk6guGvlr2uhJNlM6vS2M3Fj7VCZ1WzV8nr/PS6jBy7zL4rJwUiJu9juNXkxm98IAEHyFqAAk9lcA0ibm2ozVaTfn8J6jJVZdLIrBRXs2erFz+PBFTqnN0aezGK/2aA/Bz8CX6tzb2Hr3364lSF+srK+GXE3l+RYj5+w71XdCoVWw/Hcugb/cwedlhTkUn39U1TKHnwIV4bqZl8/LqMCYuO0xGjp7G7vaM6lIfe51xntGAb4L441jpKlj38HVn/pgArDTGDV9fX3f0ruoTNfdyZOXkQNwddJy4lsyoBQfuqi6QEKLqk9BTCW4VJiy/FVQ1veqypdRqlXn5emmGuEye7d2EPs1rk5VrIPxKIk09HEjJzOXNDUfvOMylKAoJadll/rX+yBUGf7eXuNRs6jrbsP/N+9gwrTt/v9ybIe3roVLBXyevM+CbIJ5bEcLZ6ymleu1tvZ2xtdJwMz2H3p/vYEPoVdQqmNKrMb9P78nHQ9qw5cWe+Hsbh/6eXR7CmxuOlmo1Vl8/D+aM6oBGrWJD6FX+b+Oxuwo+zTwdWTnJGHxORht7fCT4CHHvUimVNfGgjCQnJ+Ps7ExSUhJOTtWjuvCy/Rd5Z9MJHmrlyfyxHcv8/OdvpDJw9h4ycvS8PbCFeYKtKFxUfDq9Pt+BSgVrp3SlY0PXUp0nIS2bgbODiE7KpGUdJyJjU8nWG/jsibYM7+hT5PNGLwxmb2R8aW/fYlYaFfVcbPFxtaO+qx3ZuQY2hl4lNy80qFQw2L8u0x9oRiN3+xKde+yiAwSdNa4Sa1Lbns+H+dOhfq0Cx+ToDczaFsH3u86hKNC4tj2zR7SndT3nEr+WX8OvMX1VKAYFxnVtwHuPtrqr7VzOXk9h5IIDxKVm0aKOE8snGuf8CCHKT2V8fktPTyUw9fSUR60cqbpccvXd7OjfygtFgXGLD3L4YsKdn1QIV3sd345sj0at4mR0MnVcjJPUP/z1pLlEQWEcrStmcnmOXuFifDpBZ+NYfiCKtUeumAMPgKLAL2HX6PvFThrO3MLnf55mX2QclxPS7zh/ZkSn+rjYWTG1dxO2vNjztsADYKVR83p/P5ZP7IKXkw3nb6QxZO5eFgadL3FvzSP+dflimD8qFfy4/xIf/37qriaO+3o6smpyF9wdrDkVncyoBcG37QUmhKj+pKenEry8OowNoVd5o78fz/ZpUqbn/mpbBLP/OYuTjZY/Z/Sq8UUILZWRrWfiskPsjYzHTqfhx2c606mUPT7zd53jkz9Oo1WrUKtVZOca6NWsNj8+3anQ3ghFUYhLzebs9RTOxqYSkfe/Z6+ncLOI5dQqFXjXssXXwxFfTwd8PRxp5G7P4j0X2JI3Z+b5vk2Z8WAzVIBBUYhNySIqIZ2ohHQu5/3vpXjj/4+/wwe8Vq2iXi1b6rvamXuKTF8+rnY421qhKIrFvS0307J5Y/1R895nPX3d+XK4Px6OJVvNuPJgFG9uOAbAC/c1Nc+tKq3I2FRGLgjmRkoWfl6OLJ/YBbdyXGwgRE1WGZ/fEnoqwcgfgtl/Pp6vn2zHY+3rldl5Q6JuMmzefvQGhdkj20sRwhLKyNYzadlh9kTGYafTsPTpznRuVPLgYzAoTFp2mH9OxxZ4/NOhbRjRub7F5zGHodgUzl5P5WxsChHXiw9D+U3t3YRmeYGoqYcDtrqi53WlZuWag9Dm8GtsOVqyycbOtlYFQlD+UFTHxQarQibsK4rCyoOX+eC3E2TmGHCz1/H5sLbc5+dZomv/uO8i724+AcArDzbjhft9S/T8f5PgI0TFkNBTCtUx9Nz3xU7Ox6WxanKgRQXaLJGWlcvDs4O4FJ/O4HZ1+WZE+zI5b02TmWMMPkFnjcFnyfhOdCnFf6PE9GwGzt5j3pMKjHWB/pzRq9TLtvOLS80yB6G9kXH8eaL43eJNPUPNPBxp6ulAs7weoqYeDkXWzDl0MYEv/zpTYCm6s60VA9vWIT0rN6/XKIO41Kxir61Rq6jrYlNkKIpLzeKFlWHmVWTjuzVk5gA/bKwsn3y/YPd5/vv7KQD+72E/Jve6ux7UczdSGflDMLEpWTT3dGT5JOPQlxCi7EjoKYXqFnoURaHlO3+SkaNn56t9aFjCCaNFmbn+KKsOXaausw1/vNRLihDehfzBx9ZKw5KnO5UqnIZE3WT4vP0F5s309HVn2TOd72rSbX6RsamMX3KQKzczcLPX8cUwf2ysNESaeoXyeomKG77yrmVLM89bw2TNPB1oUtvBvD3EvnNxfPVXBIcv3QTA1krDuG4NmdyrMa72OtKzc7mckHHb0JnpKzu3+PlAjjZaPJ1siIxNLfD4/LEB9G3ugU5r2dTDOdvP8sVfEQC8/2grxnVraNHzinL+hrHH53pyFs08HVgxKVCCjxBlSEJPKVS30JOUkYP/+38BcPrD/iX6a7Yo205eZ9Kyw6hUsHxiFylCWAYyc/RM/ukIuyNuYGulYfH4TnRtUvLgszDoPB9tOVXgsY+HtGFUF8uHuYpy+GICE5cdJjE9h4Zudvz4TGcauBUeouNTs8zzhEzzhiJjU4lLLT4M+Xo40MzTODx2PTmTzeHXiLhuDCf2Og3P9GjExB6Ni9ys1GBQuJGaN5co/vZQFJtSfC8RQD0X41yiBm639xK52FkVCJBf/nWGb7cbN9b9ZGgbRpZgOLEwF+LSGPHDfq4nZ+HrYQw+tR0l+AhRFiT0lEJ1Cz1nYlJ46OvduNhZEfZOv7s+342ULPp/vZv4tGwm92rM/z3cogzuUoAx+Ez56Qi7Im5gY6Vm8fhOJQ6UiqIw5acj5gm7YAwLW1/qhY+rXanvbevxaF5cFUZ2roF2Pi4sGtexVPNOEtKME6gjTIEor3eouDD0b442Wib2aMwzPRriaFOyHsaMbD1Xbt6aVB2VkE5o1E3Cr1hWLdrRWnsrCLnZ4VPLlvUhVwm7nGjceuUJf3MdptK6EJfGyB+CiUnOlOAjRBmS0FMK1S307Iq4wbjFB/HzcmTrS73u6lyKojDhx8NsPx2Ln5cjm57vLkUIy1hmjp6pPx9h55m84DOuE92aliz4JKXnMPDbIK7cvDW/p1sTN36e0KVUm30u3XuB9387iaLAAy08+XZk+2InKZeGKQwV7B1KLXb+joudFcue6Uxbb5e7vr6iKCzZe5EPfjtpfqxTw1r4uNqZe4pMm/YWR62C5RMDS9VLl9/FuDRG5AWfph4OrJjUpcQrzYQQBVXG57flu/6JMhGTV6/Fqww2GpWqy+XPxkrD/LEBTP3pCDvO3OCZHw+xaFwnupcg+DjbWfHdqA48MW8fOXn7Ue07F8/yg1GMDWxg8XkMBoVPt57mh93nARgTWJ/3HmlVLluZuNrr6NLY7bZJ3DfTsgsMj5mW199IySIxPYdzN1LLJPSoVCqe6dGIwMZuvLgqlMjYVA5dvEmH+rX4dGhbdFo1mTm3eomMQ2cZBYbPMnL0GBQ4G5ty16Gnobs9qyYHMnJBsHF11w/BrJwUiIeTBB8hqhPp6algX/8dwdd/n2VkZx8+Gdq21OeRqssVKytXz7M/h7D9dCzWWjWLxnWih2/JenyW7r3Ae7/e6rmw02n408JhrqxcPa+uPcqv4dcAeL1/c57t3aTMJkTfrcR049YXjdzty/yeMrL1fLTlJMsPRAHQpp4z34xoR+PaDkU+x7TcPyUzp0zv6VK8cajrWlImjWvbs0qCjxClJhWZa4DryXn7bjmVftmyVF2ueNZaDd+P6cD9fh5k5RqY8OMhgs7eKNE5xnVryIC8zUgB0rP1vLYu/I7ViJMycnhq0UF+Db+GVq3iq+H+TOvTtMoEHgAXOx2NazuUyz3Z6jT8d0gb5o8NwMXOimNXkxg4ew9rDl0usgqzSqWitqN1md9TAzd7Vk3uSl1nY0XpEQuCiU2u3E1lhRCWk9BTwaLNm42WfiLkt9sjCb+ShJONli+H+5dqXogoOWuthrljOvBAC1PwOczuCMuDj0ql4n9PtKV+vp6d4PMJ/HzgUpHPuZaYwbB5+zhwIQEHay1Ln+7M0A53NzG3unqolRdbp/eia2M3MnL0vL7+KM+vCCXJgkKNZam+mx2rJnelnoutMfj8EGz+Y0YIUbVJ6Klgd7vDekjUTb7bYVyS+9GQNrLNRAWz1mqYOzqAB1t6kp1rYOKyw+wqQfBxsrFi7ugO6PLNw/nk99Ncik+77dhT0ckMnbuPiOupeDpZs2ZK1xIPqd1rvJxt+HliF97o74dWrWLLsWgGfLObgxdKt19aaRmDT6Ax+JgmOSdJ8BGiqpPQU8FizMNbJZ8HkJaVy4zVYegNCoPb1ZVtJiqJTqvmu1Ed6JcXfCYtO8zOM7F3fmKe1vWc+c+gW6UFMnL0vLbuaIFhrn2RcQyft9+8THrDtO60rFv156xVBI1axbN9mrD+2W40dLPjWlImI37Yz1d/nbnjxqhlycf1VvC5EJfGyAUSfISo6iT0VKDMHD2JeV3xpVm99eFvJ7kUn05dZxs+GNy6rG9PlIBOq2bOqA481MoYfCYvO8KOEgSfMYENGNS2jvn7gxcS+HH/RQA2hV1l3JKDpGTl0rmRK+umdiuTrSvuNf4+Lmx5sSfDArwxKDB7eyTD5+/nckJ6hd2DKfh417I1FzKMTsq48xOFEJVCQk8FMv0VaGulwcmmZNUCtp28zqpDl40F14b7yzYTVYAp+PRv5UW23sCUZUfYcdqy4KNSqfhkaBsa5duG5H9bTzNz/VGmrwojR68wsG0dfprQuchqxwLsrbV8Psyf2SPb42ijJSQqkYe/CWJT2NUKu4f8wedifDojfgjmWqIEHyGqIgk9Fcg0tFXH2aZEK0pupGQxc/1RACb1bCzbTFQhVho1345qz4DWecHnpyP8c6r4zT9NHG2smDOqvXlvqcwcA6sOXQZgYo9GfDuivdRestCj/nX5/cWedGxQi5SsXKavCuPl1WGkZFbMJGfvWnasntIVH1dbLknwEaLKktBTgUw9PZ4lmM+jKApvrD9KfFo2fl6OvNKvWXndniglK42a2SPb83AbY/CZ+rPlwadVXWdm9vcr8Fg9F1veHtRSVuWVkKnH5aUHfFGrYEPoVQbO3kPY5cQKuX49F1tWTe5KfVc7ohKMweeqBB8hqhQJPRXItFy9Tgnm80jV5erBSqPmmxHtGdimDjl6hak/H+Hvk3cOPglp2fx69FqBx+JSszh/I7WIZ4jiaDVqXnqgGWumGJeURyWk88T3+/huRyT6O9RDKgvG4BOYL/jsl+AjRBUioacCmQsTWhh6zt9I5aPfjDt0v96/OX5esnqnKjMGn3YMbGsMPs8uP8JfJ2KKPD4qPp3Hv99HaFQiVppbvTpZuQZeW3e0Qj6k71UdG7ry+/SePOJfl1yDwud/nmHUgooZcqqbF3wauNlxOSGDET/s58rNiptcLYQomoSeChRdgn23pOpy9aTVqPnmyXY84l+XHL3CcytC+LOQ4HP0SiJDv9/Lhbg06rnY8sf0nmx9qSc2VsZ/kkcu3WTxngsVffv3FGdbK2aPaMeXw/yx12k4cCGBAd8EsfV4dLlf2xR8GpqDT3CFrioTQhSuXENPREQEgwcPxt3dHScnJ7p3786OHTsKPTY+Ph5vb29UKhWJiYnleVuVJiZvV2hLavRI1eXqS6tRM2u4P4+ags/yELYevxV8dpyO5cn5wcSlZtOyjhMbp3WjqYcjfl5OfPDorVIEX/x1hshYGea6GyqViscDvNnyYk/aejuTlJHD1J9DeHPDUdKzc8v12nWcjXN8GrrZceWmBB8hqoJyDT0DBw4kNzeX7du3c+TIEdq1a8egQYOIibn9L98JEybQtm3pN+CsDizdYV2qLld/Wo2ar4b7M7idcXjl+RUhbD0ezepDUUxcdpiMHD09fd1ZM7VrgQ0rh3X0ZmiHeoBpmCtchrnKQEN3e9ZN7cazfZqgUsHKg5cZ9O0ejl9NKtfrejnbsGpyVxq523M1UYKPEJWt3EJPXFwckZGRzJw5k7Zt2+Lr68unn35Keno6J06cKHDs999/T2JiIq+++mp53U6ly9UbuJGS19NTTOiRqsv3Dq1GzZfD/HksL/hMWx7CG+uPoTcoPN7Bm8XjO+FgXbBek0ql4qPHWuPrYdxBPDQqkYVB5yvj9u85Oq2aN/r7sXxCFzydrDl/I42hc/exMOj8HTd9vRvG4BNI43zBJypego8QlaHcQo+bmxstWrRg2bJlpKWlkZuby/z58/H09CQgIMB83MmTJ/nggw9YtmwZavWdbycrK4vk5OQCX9XBjdQsDApo1Src7YvebFSqLt9btBo1Xw5vx5D29TB9rr5wX1O+GNYWK03hv+92Oi1zR3fA1sq4Uu/LbRFExqZU1C3f87o1dWfr9F7GbUT0Bj7acorxSw8Rm1J+W0h4OtmwskDw2S/BR4hKUG6hR6VSsW3bNkJDQ3F0dMTGxoZZs2axdetWXFxcAGOAGTlyJJ9//jn169e36LyffPIJzs7O5i8fH5/yegllKjpfjZ6i5udI1eV7k0at4oth/rz7SEvmjw3glX7N71ic0tfTkY8eM4be7FwDr6w9WqH7St3ratnrmD82gP8OaY2NlZrdETcY8HUQ209bVl+pNDyd8np8atub9wsrbKNZIUT5KXHoee+991CpVMV+HT58GEVRmDZtGh4eHgQFBXHw4EEGDx7MoEGDiI42rp548803adGiBWPGjLH4+m+++SZJSUnmr8uXL5f0JVSK60nFL1eXqsv3No1axdPdG/FQKy+Ln/N4gDfDO3oDEH45kR9kmKtMqVQqRndpwK/P96BFHSfi07J5Zulh3tt8gswcfblc08PJhlWTAmliDj7BEnyEqEAqRVFKNJgdFxdHXFxcscc0bNiQvXv30q9fP27evImT0636Mr6+vkyYMIGZM2fSrl07jh07Zv6rV1EUDAYDGo2Gt956i/fff/+O95OcnIyzszNJSUkFrlPVLN5zgQ9+O8nANnX4bnSHAj9TFIUJPx5m++lY/Lwc2fR8dylCKADIyNbz2Hd7OXM9BZ1GzW8v9qCZp2Nl39Y9JzNHz2dbz7B4r7FMgJ+XI7NHti+3to5NyWTUggNExqbildcD1DDfPmxC1ASV8fldsl0vAXd3d9zd79wLkZ5uHK/+9zwdtVqNwWDspl+/fj0ZGbeKhR06dIhnnnmGoKAgmjRpUtJbq9KKK0y4/IBUXRaFs9Vp+G50Bx6ds4f0bD2vrg1nw7Pd0BYxH0iUjo2VhnceaUnPZu68tjac0zEpPPLtHt4e2IIxgQ1KtFeeJTwcbVg5KZCRC4KJjE1lxA/BrJwcWGADWiFE2Su3d86uXbtSq1Ytxo0bR3h4OBEREbz22mtcuHCBgQMHAtCkSRNat25t/mrUyFiAr0WLFnh4eJTXrVUK05yef9foOX8jlf9ukarLomhNPRz4eEgbAI5eSWL+bhnmKi99m3vwx/Re9G5Wm6xcA//ZdIJJy46QkJZd5teq7WjNykmB+Ho4EJNsnONzIU6GuoQoT+UWetzd3dm6dSupqancd999dOzYkT179rBp0yb8/f3L67JVVkwhPT1SdVlY6rH29RjZ2Thp/+u/IzgdUz1WLVZHtR2tWTK+E+8MaolOo+bvU9fp//Vu9kYWP6xf2mutmBRIM08HridnMeKH/bLvmhDlqMRzeqqa6jKnp9dnO4hKSGft1K50augKwFfbIpj9z1mcbLT8OaOXFCEUxcrM0TNk7j5ORSfTup4TG6d1L3LZuygbJ68l8+KqUCJjU1GpYHKvxrzyYHN02rJt97jULEYvOMCZ6yl4OFqzcnIgTWo7lOk1hKhqKuPzW94xK4CiKLd6evKGt45ckqrLomRsrDR8N6o99joNx68mF7qnlyhbLes68evzPRjdpT6KAvN3nefx7/eVeW+Mu4M1KyZ1obmnI7EpWYz8IZhz0uMjRJmT0FMBbqbnkJ1rnLzt6WRDWlYuL6+Rqsui5BrXdmDumAD6Nq+Nv7dLZd9OjWCr0/DfIW2YPzYAFzsrjl1NYuDsPaw5dJmy7Ch3yws+fl7G4DPih2DZe02IMiahpwKYdld3d9Ch06ql6rK4K72b1WbJ053xcbWr7FupUR5q5cXW6b3o2tiNjBw9r68/yvMrQ0lKzymzaxiDTyB+Xo7cMAcfqcYtRFmR0FMB8i9Xl6rLQlRfXs42/DyxC2/090OrVrHlaDQPzw7i4IWEMruGq72OFZMCaVHHibjULEb8cICz1yX4CFEWJPRUANNydY1aLVWXhajmNGoVz/Zpwvpnu9HQzc68l9ZX2yLKbKsQV3sdKyZ2MQefkQuCJfgIUQYk9FQA0xYU4ZcTiU/Lxs/LkVf6NavkuxJC3A1/Hxd+e7EnTwR4Y1Bg9j9nGT5/P5cTymYj0Vp5wadlHSfiUrMZuSCYCAk+QtwVCT0VwNTTA0jVZSHuIQ7WWr4Y5s/ske1xtNYSEpXIw98EsSnsapmcv5a9jhWTutCqbl7w+SGYMzESfIQoLQk9FcC0XB2k6rIQ96JH/evy+/SeBDSoRUpWLtNXhfHymjBSs3Lv+twudjqWT+xC63rGTVFHLZDgI0RpSeipALHJWQBSdVmIe5iPqx2rJwfy0gO+qFWwIeQqD38TRNjlxLs+t4udjp8n3Ao+IxcES1VuIUpBQk8F6NfKkzb1nPlimD9qddluXCiEqDq0GjUvPdCMNVO6Us/FlqiEdJ74fh/f7YhEb7i7mj4udjqWTwikTT1nEtKyGbXgAKeiJfgIURKyDYUQQpSDpIwc3tp4jN+ORgMQ2NiVWU+2u+vq60kZOYxddICjV5KoZWfF8omBtKwr732i+pFtKIQQ4h7hbGvFtyPb88Uwf+x0GoLPJ9D/6yC2Ho++6/P+NKEL/t7O3EzPYfTCYE5ekx4fISwhoUcIIcqJSqXiiQBvtrzYk7beziRl5DD15xDe3HCM9OzST3J2trVi2YQu+Pu4cDM9h1ELgzlxLakM71yIe5OEHiGEKGeN3O1ZN7Ubz/ZpgkoFKw9G8ci3e+4qqBh7fDrTzseFxPQcRi04wPGrEnyEKI6EHiGEqAA6rZo3+vvx84QueDpZc+5GGkO+28fCoPMYSjnJ2cnGimUTOtO+vgtJGTmMXijBR4jiSOgRQogK1L2pO1un96JfS0+y9QY+2nKK8UsPEZuSeecnF8LJxoplz0jwEcISEnqEEKKC1bLXMX9sAP8d0hobKzW7I24w4OsgdpyOLdX5HPOCT4e84DNqQTDHrkjwEeLfJPQIIUQlUKlUjO7SgF+f74GflyPxadk8vfQQ720+QWaOvsTnc7QxTm4OaFCL5MxcRi8M5uiVxLK/cSGqMQk9QghRiXw9Hfnlue7mau1L913kse/2lmpzUQdrLT8+05mO5uBzgPAyqAgtxL1CQo8QQlQyGysN7zzSkiVPd8LdQcfpmBQe+XYPPwVfoqT1Yx2stSx9pjOdGtYiJTOXMYsOlMlWGELcCyT0CCFEFdG3uQd/TO9F72a1yco18J9fjjNp2RES0rJLdB4Hay1Lnu5M54aupGTmMnbhAUKjbpbTXQtRfUjoEUKIKqS2ozVLxnfiP4NaotOo+fvUdfp/vZu9kXElOo8x+HSicyNXUrJyeWrRQUIk+IgaTkKPEEJUMWq1igk9GrHxuW409XAgNiWLMYsO8Mkfp8jONVh8HntrLUvGS/ARwkRCjxBCVFGt6jrz6/M9GN2lPooC83ed5/Hv93H+RqrF57C31rL06U50aeRKal7wOXJJgo+omST0CCFEFWar0/DfIW2YPzYAFzsrjl1NYtC3e1hz+LLFk5ztdMahrsDGpuBzgCOXEsr5zoWoeiT0CCFENfBQKy+2Tu9F18ZupGfreX3dUZ5fGUpSRo5Fz7fTaVkyvjNdG7uRlq3nqUUHOXxRgo+oWST0CCFENeHlbMPPE7vwev/maNUqthyN5uFvgjhkYXix1WlYPL4T3ZoYg8+4xQctfq4Q9wIJPUIIUY1o1Cqm9WnKume70cDNjquJGTw5fz9fbYsgV3/nSc62Og2LxnWie9NbwefgBQk+omaQ0COEENVQOx8XtrzYk8c7eGNQYPY/Z3nyh2AuJ6Tf8bmm4NOjqTvp2XrGLznIgfPxFXDXQlQuCT1CCFFNOVhr+XK4P7NHtsfRWsuRSzd5+JsgNoVdveNzbaw0LBzXkZ6+xuDz9NJDEnzEPU9CjxBCVHOP+tfl9+k9CWhQi5SsXKavCuPlNWGkZuUW+zwbKw0LnroVfMYvOUSwBB9xD5PQI4QQ9wAfVztWTw5k+v2+qFWwIeQqA2cH3XHfLVPw6dWsNhk5ep5ecoj95yT4iHuThB4hhLhHaDVqZjzYjNVTulLPxZZL8ek88f0+vtsRid5QdE0fGysNP4wNoLcp+Cw9yL5zJdv2QojqQEKPEELcYzo1dOX36T0Z2LYOuQaFz/88w5iFB4hOyijyOTZWGuaPDaBP89pk5hh4Zukh9pVwvy8hqjoJPUIIcQ9ytrVizsj2fP5EW+x0Gvafj2fAN0FsPR5T5HNsrDTMGxNAX1Pw+fFQiTc6FaIqk9AjhBD3KJVKxbCOPmx5sSdtvZ1JTM9h6s9HeHPDMdKzC5/kbGOlYd7YAO7z8zD3+Ow5K8FH3Bsk9AghxD2ukbs966Z2Y2rvJqhUsPJgFI98u4cT15IKPd5aq+H7MR2438+DrFwDE348RNDZGxV810KUPQk9QghRA+i0amYO8OPnCV3wdLLm3I00hny3j4VB5zEUMsnZWqth7pgOPNDCGHwm/niY3RESfET1Vq6hJyIigsGDB+Pu7o6TkxPdu3dnx44dBY5RqVS3fc2bN688b0sIIWqs7k3d+WN6Lx5s6Um23sBHW04xfukhYlMybzvWWqvhu9EdeKCFpzH4LDvMLgk+ohor19AzcOBAcnNz2b59O0eOHKFdu3YMGjSImJiCE+mWLFlCdHS0+WvcuHHleVtCCFGjudrr+GFsAB891hprrZrdETd4+JsgdpyOve1Ya62GuaM7GENSroFJyw6z88ztxwlRHZRb6ImLiyMyMpKZM2fStm1bfH19+fTTT0lPT+fEiRMFjnVxccHLy8v8ZWtrW163JYQQAmMv+5jABvz2Qg/8vByJS83m6aWHeP/XE2Tm6Ascq9Oq+W5UB/rlBZ/JPx2R4COqpXILPW5ubrRo0YJly5aRlpZGbm4u8+fPx9PTk4CAgALHPv/887i7u9OpUyfmzZuHwVD0TsFZWVkkJycX+BJCCFE6vp6O/PJcd57u3hCAJXsv8th3ezl7PaXAcTqtmjmjOvBQq7zgs+wIOyT4iGqm3EKPSqVi27ZthIaG4ujoiI2NDbNmzWLr1q24uLiYj/vwww9Zu3Ytf//9NyNGjOCVV17h448/LvK8n3zyCc7OzuYvHx+f8noJQghRI9hYaXj3kVYsGd8JN3sdp2NSGPTtHn4KvoSi3JrkbAo+/Vt5ka03MGXZkUKHxISoqlRK/t9oC7z33nu8//77xR5z6NAhAgICeOyxx8jJyeGtt97C1taWhQsXsnnzZg4dOkSdOnUKfe6XX37JBx98QFJS4Usps7KyyMrKMn+fnJyMj48PSUlJODk5leSlCCGE+JfYlExeW3vUPGH5gRaefPZEW1ztdeZjcvQGXlwZyh/HY9Bp1Mbl7S08K+uWRTWVnJyMs7NzhX5+lzj0xMXFERdXfKGqhg0bsnfvXvr168fNmzcLvBhfX18mTJjAzJkzC33u3r176dGjBzExMXh63vkfUWU0mhBC3MsMBoUl+y7yvz9Ok6034OFozawn29G9qbv5mBy9gemrQvn9WAxWGhXzxgRI8BElUhmf39qSPsHd3R13d/c7Hpeeng6AWl1wBE2tVhc7Zyc0NBQbG5sCQ2BCCCEqjlqtYkKPRgQ2duXFlaGcu5HGmEUHmNKrCS8/2AydVo2VRs03I9qjIowtx6KZ+vMRvh8dwAMtJfiIqqvc5vR07dqVWrVqMW7cOMLDw4mIiOC1117jwoULDBw4EIBff/2VBQsWcPz4cc6dO8fChQt56623mDx5MtbW1uV1a0IIISzQqq4zv73Qk1Fd6qMoMG/XOZ6Yt48LcWkAWGnUfD2iHQPb1iFHr/Ds8iP8daLovb2EqGzlFnrc3d3ZunUrqamp3HfffXTs2JE9e/awadMm/P39AbCysmLu3Ll07dqVtm3b8s033/DBBx/w5ZdfltdtCSGEKAFbnYaPh7Rh3pgAXOysOHoliYGzg1h7+DKKohh7fJ5sx6C84PPcihAJPqLKKvGcnqpG5vQIIUTFiE7KYMbqMILPJwAwsG0dPh7SBmdbK3L1BmasCefX8Gto1Sq+G92Bh1p5VfIdi6qsMj6/Ze8tIYQQFqnjbMvyiYG83r85WrWKLUejefibIA5dTECrUTNruD+P+tcl16Dw3PIQth6XHh9RtUjoEUIIYTGNWsW0Pk1Z92w3GrjZcTUxgyfn7+erbREAfDXcn8HtjMHn+RUh/HEsupLvWIhbJPQIIYQosXY+Lmx5sSePd/DGoMDsf87y5A/BRCdl8tXwdjxmCj4rQyX4iCpDQo8QQohScbDW8uVwf74Z0Q5Hay1HLt3k4W+C2HIsmi+Ht2NI+3ro84LP7xJ8RBVQ4jo9QgghRH6D29WjQ/1avLQ6jCOXbvLiylB2nbnBe4+2QgVsCL3KCytDURTj5GchKov09AghhLhrPq52rJ4cyPT7fVGrYH3IFR6ds4cxXRvweAdv9AaFF1eF8mv4tcq+VVGDSegRQghRJrQaNTMebMbqKV2p52LLpfh0hs/bTyN3O4bmDXW9tDpMgo+oNBJ6hBBClKlODV35fXpPBratQ65B4Yu/IriamEFPX3f0BoXpq0LZFHa1sm9T1EASeoQQQpQ5Z1sr5oxsz2dPtMVOp+HAhQTCLyfiYmeFQYEZq8Mk+IgKJ6FHCCFEuVCpVAzv6MOWF3vS1tuZ5MxcEtNzAMzB55dQCT6i4kjoEUIIUa4auduzbmo3pvZugkp163GDAi+vCWNj6JXKuzlRo0joEUIIUe50WjUzB/jx84QueDhamx83KPDKmnA2hEjwEeVPQo8QQogK072pO1tf6sUDLTzNjxkUeGVtOOuPSPAR5UtCjxBCiArlaq9jwVMBfPhYa6y1xo8hRYFX14WzToKPKEcSeoQQQlQ4lUrF2MAG/PpCD/y8HAFj8HltXThrD1+u5LsT9yoJPUIIISpNM09HfnmuO+O7NQSMwef19UdZI8FHlAMJPUIIISqVjZWG9x5txZLxnXCz16Eo8Mb6o/x2VCo3i7IloUcIIUSV0NfPgz9e6kmvZrVRFPjrxPXKviVxj5Fd1oUQQlQZHo42LB3fiYMXE2hRx6myb0fcYyT0CCGEqFLUahWBjd0q+zbEPUiGt4QQQghRI0joEUIIIUSNIKFHCCGEEDWChB4hhBBC1AgSeoQQQghRI0joEUIIIUSNIKFHCCGEEDWChB4hhBBC1AgSeoQQQghRI0joEUIIIUSNIKFHCCGEEDWChB4hhBBC1AgSeoQQQghRI1T7XdYVRQEgOTm5ku9ECCGEEJYyfW6bPscrQrUPPSkpKQD4+PhU8p0IIYQQoqRSUlJwdnaukGuplIqMWOXAYDBw7do1HB0dUalUlX07hUpOTsbHx4fLly/j5ORU2bdTZUk7WUbayXLSVpaRdrKMtJNlLG0nRVFISUmhbt26qNUVM9um2vf0qNVqvL29K/s2LOLk5CT/UCwg7WQZaSfLSVtZRtrJMtJOlrGknSqqh8dEJjILIYQQokaQ0COEEEKIGkFCTwWwtrbm3XffxdraurJvpUqTdrKMtJPlpK0sI+1kGWkny1Tldqr2E5mFEEIIISwhPT1CCCGEqBEk9AghhBCiRpDQI4QQQogaQUKPEEIIIWqEGh965s6dS6NGjbCxsSEgIICgoKBij9+1axcBAQHY2NjQuHFj5s2bd9sx69evp2XLllhbW9OyZUs2btxY4usqisJ7771H3bp1sbW1pU+fPpw4caLQe1IUhQEDBqBSqfjll18sf/ElUN3baf/+/dx3333Y29vj4uJCnz59yMjIKGEr3Fl1bqeYmBjGjh2Ll5cX9vb2dOjQgXXr1pWiFSxTVdtqw4YNPPTQQ7i7u6NSqQgLC7vtHFlZWbzwwgu4u7tjb2/Po48+ypUrV0rWABaqru2UkJDACy+8QPPmzbGzs6N+/fq8+OKLJCUllbwRLFBd2ym/mvxebmk73fV7uVKDrVq1SrGyslIWLFignDx5Upk+fbpib2+vXLp0qdDjz58/r9jZ2SnTp09XTp48qSxYsECxsrJS1q1bZz5m3759ikajUT7++GPl1KlTyscff6xotVolODi4RNf99NNPFUdHR2X9+vXKsWPHlCeffFKpU6eOkpycfNt9ffXVV8qAAQMUQNm4cWPZNVAJ7je/qtZO+/btU5ycnJRPPvlEOX78uBIREaGsXbtWyczMlHbK104PPPCA0qlTJ+XAgQPKuXPnlA8//FBRq9VKSEhImbZTVW+rZcuWKe+//76yYMECBVBCQ0Nvu5+pU6cq9erVU7Zt26aEhIQoffv2Vfz9/ZXc3NyyayQL7ze/qtROx44dU4YOHaps3rxZiYyMVP755x/F19dXefzxx8u0jSy93/yqUjvlV5Pfyy1pp7J4L6/Roadz587K1KlTCzzm5+enzJw5s9DjX3/9dcXPz6/AY1OmTFECAwPN3w8fPlzp379/gWMeeughZcSIERZf12AwKF5eXsqnn35q/nlmZqbi7OyszJs3r8DzwsLCFG9vbyU6Orrc/qFU93bq0qWL8vbbb1vyUu9KdW8ne3t7ZdmyZQXO4+rqqixcuLDI11xaVbWt8rtw4UKhb76JiYmKlZWVsmrVKvNjV69eVdRqtbJ169ZC77+0qnM7FWbNmjWKTqdTcnJy7nhsSdwL7VST38vzK66dyuK9vMYOb2VnZ3PkyBH69etX4PF+/fqxb9++Qp+zf//+245/6KGHOHz4MDk5OcUeYzqnJde9cOECMTExBY6xtramd+/eBe4tPT2dkSNHMmfOHLy8vEry8i1W3dspNjaWAwcO4OHhQbdu3fD09KR3797s2bOnpE1RrOreTgA9evRg9erVJCQkYDAYWLVqFVlZWfTp06cELXFnVbmtLHHkyBFycnIKnKdu3bq0bt26ROe5k+reToVJSkrCyckJrbbstn28F9qppr+XW6Ks3strbOiJi4tDr9fj6elZ4HFPT09iYmIKfU5MTEyhx+fm5hIXF1fsMaZzWnJd0//e6d5mzJhBt27dGDx4sEWvuTSqezudP38egPfee49JkyaxdetWOnTowP3338/Zs2ctawQLVPd2Ali9ejW5ubm4ublhbW3NlClT2LhxI02aNLGoDSxVldvKEjExMeh0OmrVqnVX57mT6t5O/xYfH8+HH37IlClTSn2OwtwL7VTT38stUVbv5dV+l/W7pVKpCnyvKMptj93p+H8/bsk57/aYzZs3s337dkJDQ4u817JUXdvJYDAAMGXKFJ5++mkA2rdvzz///MPixYv55JNPinwNpVFd2wng7bff5ubNm/z999+4u7vzyy+/MGzYMIKCgmjTpk2Rr6G0qnJblUZZneff7oV2Sk5OZuDAgbRs2ZJ33323VOe4k+raTvJebpmyei+vsT097u7uaDSa25JmbGzsbYnUxMvLq9DjtVotbm5uxR5jOqcl1zV1bxZ3zPbt2zl37hwuLi5otVpzd/Hjjz9epsMR1b2d6tSpA0DLli0LHNOiRQuioqKKeeUlU93b6dy5c8yZM4fFixdz//334+/vz7vvvkvHjh357rvvLG4HS1TltrKEl5cX2dnZ3Lx5867OcyfVvZ1MUlJS6N+/Pw4ODmzcuBErK6sSn6M41b2d5L3cMmX1Xl5jQ49OpyMgIIBt27YVeHzbtm1069at0Od07dr1tuP/+usvOnbsaP6HXNQxpnNact1GjRrh5eVV4Jjs7Gx27dplPmbmzJkcPXqUsLAw8xfArFmzWLJkSUmaoljVvZ0aNmxI3bp1OXPmTIHzRERE0KBBA4vawBLVvZ3S09MBUKsLviVoNBrzX1hlpSq3lSUCAgKwsrIqcJ7o6GiOHz9eovPcSXVvJzD28PTr1w+dTsfmzZuxsbEp0fMtUd3bSd7LLVNm7+V3NQ26mjMto1u0aJFy8uRJ5aWXXlLs7e2VixcvKoqiKDNnzlTGjh1rPt60fG/GjBnKyZMnlUWLFt22fG/v3r2KRqNRPv30U+XUqVPKp59+WuTyvaKuqyjGJcbOzs7Khg0blGPHjikjR44scsm6CeW8zLG6ttOsWbMUJycnZe3atcrZs2eVt99+W7GxsVEiIyOlnfLaKTs7W2natKnSs2dP5cCBA0pkZKTyxRdfKCqVStmyZUuZtlNVb6v4+HglNDRU2bJliwIoq1atUkJDQ5Xo6GjzMVOnTlW8vb2Vv//+WwkJCVHuu+++cl2yXh3bKTk5WenSpYvSpk0bJTIyUomOjjZ/STsV/H36t5r4Xm5JO5XFe3mNDj2Koijfffed0qBBA0Wn0ykdOnRQdu3aZf7ZuHHjlN69exc4fufOnUr79u0VnU6nNGzYUPn+++9vO+fatWuV5s2bK1ZWVoqfn5+yfv36El1XUYzLjN99913Fy8tLsba2Vnr16qUcO3as2NdSXv9Q7nS/1aGdPvnkE8Xb21uxs7NTunbtqgQFBZWyJYpXndspIiJCGTp0qOLh4aHY2dkpbdu2vW0Je1mqqm21ZMkSBbjt69133zUfk5GRoTz//POKq6urYmtrqwwaNEiJioq6uwYpQnVtpx07dhT6c0C5cOHCXbdLSe63KrdTYWrie7ml7XS37+UqRcmblSSEEEIIcQ+rsXN6hBBCCFGzSOgRQgghRI0goUcIIYQQNYKEHiGEEELUCBJ6hBBCCFEjSOgRQgghRI0goUcIIYQQNYKEHiGEEELUCBJ6hBBCiEqkKAoDBgxApVLxyy+/FHvsJ598QqdOnXB0dMTDw4PHHnuswH5UOTk5vPHGG7Rp0wZ7e3vq1q3LU089xbVr1wqcZ8qUKTRp0gRbW1tq167N4MGDOX36dIFj/vvf/9KtWzfs7OxwcXEp1WvbvXs3jzzyCHXr1rXo9ZU3CT1CCCFEOenTpw9Lly4t9pivv/4alUpl0fl27drFc889R3BwMNu2bSM3N5d+/fqRlpYGGDcPDgkJ4T//+Q8hISFs2LCBiIgIHn300QLnCQgIYMmSJZw6dYo///wTRVHo168fer3efEx2djbDhg3j2WefLdmLzictLQ1/f3/mzJlT6nOUqRJtWiGEEEIIi/Xu3VtZsmRJkT8PCwtTvL29lejo6FLtuRUbG6sAt+1lld/BgwcVQLl06VKRx4SHhytAoZt3LlmyRHF2di70eSdOnFAGDBig2NvbKx4eHsqYMWOUGzduFHpsaV5fWZOeHiGEEKISpKenM3LkSObMmYOXl1epzpGUlASAq6trsceoVKoih6jS0tJYsmQJjRo1wsfHx+JrR0dH07t3b9q1a8fhw4fZunUr169fZ/jw4SV6DRVJW9k3IIQQQtREM2bMoFu3bgwePLhUz1cUhZdffpkePXrQunXrQo/JzMxk5syZjBo1CicnpwI/mzt3Lq+//jppaWn4+fmxbds2dDqdxdf//vvv6dChAx9//LH5scWLF+Pj40NERATNmjUr1esqT9LTI4QQQpSRjz/+GAcHB/NXUFAQU6dOve2xzZs3s337dr7++utSX+v555/n6NGjrFy5stCf5+TkMGLECAwGA3Pnzr3t56NHjyY0NJRdu3bh6+vL8OHDyczMtPj6R44cYceOHQVem5+fHwDnzp0r3YsqZ9LTI4QQQpSRqVOnFhjeGT16NI8//jhDhw41P1avXj3efPNNzp07d9uQ0+OPP07Pnj3ZuXNnsdd54YUX2Lx5M7t378bb2/u2n+fk5DB8+HAuXLjA9u3bb+vlAXB2dsbZ2RlfX18CAwOpVasWGzduZOTIkRa9VoPBwCOPPML//ve/235Wp04di85R0ST0CCGEEGXE1dW1wPwaW1tbPDw8aNq0aYHjZs6cycSJEws81qZNG2bNmsUjjzxS5PkVReGFF15g48aN7Ny5k0aNGt12jCnwnD17lh07duDm5mbRvSuKQlZWlkXHAnTo0IH169fTsGFDtNrqESeqx10KIYQQ9xAvL69CJy/Xr1+/QJC5//77GTJkCM8//zwAzz33HCtWrGDTpk04OjoSExMDGHttbG1tyc3N5YknniAkJITffvsNvV5vPsbV1RWdTsf58+dZvXo1/fr1o3bt2ly9epX//e9/2Nra8vDDD5uvHRUVRUJCAlFRUej1esLCwgBo2rQpDg4OPPfccyxYsICRI0fy2muv4e7uTmRkJKtWrWLBggVoNBpSU1OJjIw0n/PChQuEhYXh6upK/fr1y7xd76hS144JIYQQ97A7LVnPj0KWdDdo0EB59913CxxT2JfpGhcuXCjymB07diiKoihXr15VBgwYoHh4eChWVlaKt7e3MmrUKOX06dMFrj1u3Lhiz6MoihIREaEMGTJEcXFxUWxtbRU/Pz/lpZdeUgwGg6IoirJjx45CzzFu3LgStGLZUSmKolRgxhJCCCGEqBSyeksIIYQQNYKEHiGEEELUCBJ6hBBCCFEjSOgRQgghRI0goUcIIYQQNYKEHiGEEELUCBJ6hBBCCFEjSOgRQgghRI0goUcIIYQQNYKEHiGEEELUCBJ6hBBCCFEj/D/pnVHhMfuGvgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in range(50):\n",
+    "    plt.plot(df[df['vessel_name'] == df.loc[i,:].to_frame().T['vessel_name'].values[0]]['position_latitude'], df[df['vessel_name'] == df.loc[i,:].to_frame().T['vessel_name'].values[0]]['position_longitude'])\n",
+    "    plt.show();\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "fcef9e04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'spire_update_statement', 'vessel_ais_class', 'vessel_flag',\n",
+       "       'vessel_name', 'vessel_callsign', 'vessel_timestamp',\n",
+       "       'vessel_update_timestamp', 'vessel_ship_type', 'vessel_sub_ship_type',\n",
+       "       'vessel_mmsi', 'vessel_imo', 'vessel_width', 'vessel_length',\n",
+       "       'position_accuracy', 'position_collection_type', 'position_course',\n",
+       "       'position_heading', 'position_latitude', 'position_longitude',\n",
+       "       'position_maneuver', 'position_navigational_status', 'position_rot',\n",
+       "       'position_speed', 'position_timestamp', 'position_update_timestamp',\n",
+       "       'voyage_destination', 'voyage_draught', 'voyage_eta',\n",
+       "       'voyage_timestamp', 'voyage_update_timestamp', 'created_at'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "fe2dd4f6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2267      0.0\n",
+       "16267     0.0\n",
+       "18619     0.0\n",
+       "12123     0.0\n",
+       "7531      0.0\n",
+       "         ... \n",
+       "21716     1.0\n",
+       "21717     9.5\n",
+       "21708     0.0\n",
+       "21719     0.0\n",
+       "21710    12.9\n",
+       "Name: position_speed, Length: 21728, dtype: float64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['position_speed']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "21f1b360",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/vm/ylnr3pdd3pjdxlnt2mn3hy7c0000gn/T/ipykernel_2918/3488546413.py:5: FutureWarning: The provided callable <function mean at 0x103bf7060> is currently using SeriesGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"mean\" instead.\n",
+      "  mean_speeds = df.groupby(['vessel_name']).agg({'position_speed' : np.mean})\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Les critères de vitesse pour vérifier si la trajectoire est une trajectoire de pêche:\n",
+    "# - on peut imaginer un diminution de la vitesse en pourcentage de la vitesse moyenne / de la vitesse max (not the best solution)\n",
+    "# - on peut supposer que les navires ont tous une vitesse de croisière plus ou moins la même et avoir une limite absolue\n",
+    "import numpy as np\n",
+    "mean_speeds = df.groupby(['vessel_name']).agg({'position_speed' : np.mean})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "d6f3dbbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: >"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.violinplot(mean_speeds)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "56caaa17",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([14.5, 14.4, 14.3, 14.2, 13.9, 13.8, 14. , 13.7, 14.1, 10.6, 13.5,\n",
+       "       13.6, 13.3, 13.4, 11.2, 13.1, 12.9, 12.7, 12.6, 12.8, 13. , 13.2,\n",
+       "       14.6, 14.7, 15.1, 15.2, 15. , 12.1, 12.2, 11.9, 12.3, 12.4, 12. ,\n",
+       "       12.5, 11.5, 11.3, 11.7, 10.3, 10.4, 10.9, 11. ,  9.9,  9.2,  8.4,\n",
+       "        8.3,  8.6,  8. ,  6.9,  6.5,  6.6,  6.4,  7. ,  6.3,  6.2,  5.3,\n",
+       "        5.4,  5.6,  4.9,  4.8,  5.8,  5.1,  4.7,  4.1,  7.5,  2.6])"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df['vessel_name'] == df.loc[1, 'vessel_name']]['position_speed'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4e412843",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_ = df[df['vessel_name'] == 'PUNTA VIXIA']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "440206f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>spire_update_statement</th>\n",
+       "      <th>vessel_ais_class</th>\n",
+       "      <th>vessel_flag</th>\n",
+       "      <th>vessel_name</th>\n",
+       "      <th>vessel_callsign</th>\n",
+       "      <th>vessel_timestamp</th>\n",
+       "      <th>vessel_update_timestamp</th>\n",
+       "      <th>vessel_ship_type</th>\n",
+       "      <th>vessel_sub_ship_type</th>\n",
+       "      <th>...</th>\n",
+       "      <th>position_rot</th>\n",
+       "      <th>position_speed</th>\n",
+       "      <th>position_timestamp</th>\n",
+       "      <th>position_update_timestamp</th>\n",
+       "      <th>voyage_destination</th>\n",
+       "      <th>voyage_draught</th>\n",
+       "      <th>voyage_eta</th>\n",
+       "      <th>voyage_timestamp</th>\n",
+       "      <th>voyage_update_timestamp</th>\n",
+       "      <th>created_at</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>9765</th>\n",
+       "      <td>1011112</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-12 16:50:03.129973+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2485</th>\n",
+       "      <td>913612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-12 00:35:03.596138+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4613</th>\n",
+       "      <td>942112</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-12 05:20:02.779057+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18165</th>\n",
+       "      <td>1123612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-13 11:35:02.760209+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15701</th>\n",
+       "      <td>1090612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-13 06:05:03.071115+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1141</th>\n",
+       "      <td>895612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-11 21:35:02.77779+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17493</th>\n",
+       "      <td>1114612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-13 10:05:03.322049+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>880622</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-11 19:20:02.512986+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1365</th>\n",
+       "      <td>898612</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-11 22:05:02.907096+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11557</th>\n",
+       "      <td>1035112</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>A</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>PUNTA VIXIA</td>\n",
+       "      <td>FIKF</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>FISHING</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>2024-04-09 13:20:41+00</td>\n",
+       "      <td>2024-04-09 13:20:51.463+00</td>\n",
+       "      <td>CASTLETOWNBERE</td>\n",
+       "      <td>6.7</td>\n",
+       "      <td>2023-08-10 16:00:00+00</td>\n",
+       "      <td>2024-04-09 13:23:19+00</td>\n",
+       "      <td>2024-04-09 13:38:33.29+00</td>\n",
+       "      <td>2024-04-12 20:50:03.049059+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>194 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            id     spire_update_statement vessel_ais_class vessel_flag  \\\n",
+       "9765   1011112  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "2485    913612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "4613    942112  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "18165  1123612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "15701  1090612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "...        ...                        ...              ...         ...   \n",
+       "1141    895612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "17493  1114612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "21      880622  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "1365    898612  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "11557  1035112  2024-04-09 13:38:33.29+00                A          FR   \n",
+       "\n",
+       "       vessel_name vessel_callsign        vessel_timestamp  \\\n",
+       "9765   PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "2485   PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "4613   PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "18165  PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "15701  PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "...            ...             ...                     ...   \n",
+       "1141   PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "17493  PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "21     PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "1365   PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "11557  PUNTA VIXIA            FIKF  2024-04-09 13:23:19+00   \n",
+       "\n",
+       "         vessel_update_timestamp vessel_ship_type vessel_sub_ship_type  ...  \\\n",
+       "9765   2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "2485   2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "4613   2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "18165  2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "15701  2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "...                          ...              ...                  ...  ...   \n",
+       "1141   2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "17493  2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "21     2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "1365   2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "11557  2024-04-09 13:38:33.29+00          FISHING                  NaN  ...   \n",
+       "\n",
+       "       position_rot  position_speed      position_timestamp  \\\n",
+       "9765            0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "2485            0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "4613            0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "18165           0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "15701           0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "...             ...             ...                     ...   \n",
+       "1141            0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "17493           0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "21              0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "1365            0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "11557           0.0             0.2  2024-04-09 13:20:41+00   \n",
+       "\n",
+       "        position_update_timestamp voyage_destination voyage_draught  \\\n",
+       "9765   2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "2485   2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "4613   2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "18165  2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "15701  2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "...                           ...                ...            ...   \n",
+       "1141   2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "17493  2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "21     2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "1365   2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "11557  2024-04-09 13:20:51.463+00     CASTLETOWNBERE            6.7   \n",
+       "\n",
+       "                   voyage_eta        voyage_timestamp  \\\n",
+       "9765   2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "2485   2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "4613   2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "18165  2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "15701  2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "...                       ...                     ...   \n",
+       "1141   2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "17493  2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "21     2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "1365   2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "11557  2023-08-10 16:00:00+00  2024-04-09 13:23:19+00   \n",
+       "\n",
+       "         voyage_update_timestamp                     created_at  \n",
+       "9765   2024-04-09 13:38:33.29+00  2024-04-12 16:50:03.129973+00  \n",
+       "2485   2024-04-09 13:38:33.29+00  2024-04-12 00:35:03.596138+00  \n",
+       "4613   2024-04-09 13:38:33.29+00  2024-04-12 05:20:02.779057+00  \n",
+       "18165  2024-04-09 13:38:33.29+00  2024-04-13 11:35:02.760209+00  \n",
+       "15701  2024-04-09 13:38:33.29+00  2024-04-13 06:05:03.071115+00  \n",
+       "...                          ...                            ...  \n",
+       "1141   2024-04-09 13:38:33.29+00   2024-04-11 21:35:02.77779+00  \n",
+       "17493  2024-04-09 13:38:33.29+00  2024-04-13 10:05:03.322049+00  \n",
+       "21     2024-04-09 13:38:33.29+00  2024-04-11 19:20:02.512986+00  \n",
+       "1365   2024-04-09 13:38:33.29+00  2024-04-11 22:05:02.907096+00  \n",
+       "11557  2024-04-09 13:38:33.29+00  2024-04-12 20:50:03.049059+00  \n",
+       "\n",
+       "[194 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "3777c394",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD-JEAN 3\n",
+      "2267     42.51664\n",
+      "16267    42.51664\n",
+      "18619    42.51664\n",
+      "12123    42.51664\n",
+      "7531     42.51664\n",
+      "           ...   \n",
+      "11451    42.51664\n",
+      "21195    42.51664\n",
+      "6411     42.51664\n",
+      "17051    42.51664\n",
+      "1371     42.51664\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ASPIN\n",
+      "16263    43.321483\n",
+      "12455    43.321483\n",
+      "17271    43.321483\n",
+      "11223    43.321483\n",
+      "14583    43.321483\n",
+      "           ...    \n",
+      "7303     43.321483\n",
+      "23       43.321483\n",
+      "10775    43.321483\n",
+      "1591     43.321483\n",
+      "3383     43.321483\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CHRISDERIC V\n",
+      "6572     42.6208\n",
+      "9148     42.6208\n",
+      "19900    42.6208\n",
+      "13292    42.6208\n",
+      "8028     42.6208\n",
+      "          ...   \n",
+      "5004     42.6208\n",
+      "16092    42.6208\n",
+      "14188    42.6208\n",
+      "20348    42.6208\n",
+      "17324    42.6208\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD JEAN IV\n",
+      "12670    42.516608\n",
+      "1022     42.516608\n",
+      "14350    42.516608\n",
+      "9198     42.516608\n",
+      "13790    42.516608\n",
+      "           ...    \n",
+      "17822    42.516608\n",
+      "350      42.516608\n",
+      "18606    42.516608\n",
+      "12110    42.516608\n",
+      "16702    42.516608\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V  J.M.CHRISTIAN 4\n",
+      "7909     43.399867\n",
+      "7461     43.399867\n",
+      "965      43.399867\n",
+      "1413     43.399867\n",
+      "9813     43.399867\n",
+      "           ...    \n",
+      "21237    43.400393\n",
+      "21349    43.400373\n",
+      "21461    43.400397\n",
+      "21573    43.400410\n",
+      "21685    43.400392\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GLENAN\n",
+      "7390    -4.616523\n",
+      "1566    -4.616523\n",
+      "20718   -4.616523\n",
+      "4926    -4.616523\n",
+      "3246    -4.616523\n",
+      "           ...   \n",
+      "18702   -4.616523\n",
+      "8846    -4.616523\n",
+      "5262    -4.616523\n",
+      "16126   -4.616523\n",
+      "4142    -4.616523\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT VINCENT\n",
+      "5610    -4.620093\n",
+      "2362    -4.620093\n",
+      "2026    -4.620093\n",
+      "6506    -4.620093\n",
+      "2138    -4.620093\n",
+      "           ...   \n",
+      "20058   -3.184188\n",
+      "12218   -3.184188\n",
+      "15914   -3.184188\n",
+      "16362   -3.184188\n",
+      "15242   -3.184188\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TH0MAS NICOLAS 2\n",
+      "2128     50.351902\n",
+      "2912     50.351902\n",
+      "2352     50.351902\n",
+      "3472     50.351902\n",
+      "3024     50.351902\n",
+      "           ...    \n",
+      "18928    50.725885\n",
+      "15792    50.725885\n",
+      "16240    50.725885\n",
+      "20944    50.725885\n",
+      "16688    50.725885\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AVEL VAD\n",
+      "5119    -4.61601\n",
+      "4559    -4.61601\n",
+      "7584    -4.61601\n",
+      "7023    -4.61601\n",
+      "3551    -4.61601\n",
+      "          ...   \n",
+      "5007    -4.61601\n",
+      "10159   -4.61601\n",
+      "11615   -4.61601\n",
+      "4895    -4.61601\n",
+      "3103    -4.61601\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTRE DAME CEDEIRA\n",
+      "7910     43.679835\n",
+      "3430     43.679835\n",
+      "11718    43.679835\n",
+      "15974    43.679835\n",
+      "21126    43.679835\n",
+      "           ...    \n",
+      "6118     43.679835\n",
+      "4662     43.679835\n",
+      "17094    43.679835\n",
+      "20790    43.679835\n",
+      "9814     43.679835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STEMARIELAMERII\n",
+      "212      50.062538\n",
+      "660      50.062538\n",
+      "548      50.062538\n",
+      "436      50.062538\n",
+      "100      50.062538\n",
+      "           ...    \n",
+      "21268    49.972723\n",
+      "21380    49.982907\n",
+      "21492    49.996132\n",
+      "21604    50.004495\n",
+      "21716    50.010063\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP HORIZON\n",
+      "8440     43.401667\n",
+      "2616     43.401667\n",
+      "1496     43.401667\n",
+      "2392     43.401667\n",
+      "152      43.401667\n",
+      "           ...    \n",
+      "21208    43.403055\n",
+      "21320    43.403108\n",
+      "21432    43.403105\n",
+      "21544    43.403067\n",
+      "21656    43.403080\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCAPIRIA 1\n",
+      "3378     43.681505\n",
+      "1810     43.681505\n",
+      "4050     43.681505\n",
+      "578      43.681505\n",
+      "466      43.681505\n",
+      "           ...    \n",
+      "15810    43.656040\n",
+      "14130    43.656040\n",
+      "19170    43.656040\n",
+      "18946    43.656040\n",
+      "16482    43.656040\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ERIC MARIN\n",
+      "13044    43.404427\n",
+      "11812    43.404427\n",
+      "18196    43.404427\n",
+      "15284    43.404427\n",
+      "5092     43.404427\n",
+      "           ...    \n",
+      "19540    43.404427\n",
+      "21332    43.404427\n",
+      "6996     43.404427\n",
+      "3860     43.404427\n",
+      "8900     43.404427\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VAUBAN\n",
+      "1163     49.345000\n",
+      "1051     49.345000\n",
+      "603      49.345000\n",
+      "155      49.345000\n",
+      "715      49.345000\n",
+      "           ...    \n",
+      "20987    49.346347\n",
+      "21435    49.346347\n",
+      "21099    49.346347\n",
+      "20427    49.346347\n",
+      "21323    49.346347\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ROSE DE CASCIA\n",
+      "464      49.836320\n",
+      "912      49.836320\n",
+      "1136     49.836320\n",
+      "1024     49.836320\n",
+      "800      49.836320\n",
+      "           ...    \n",
+      "21184    50.723430\n",
+      "21296    50.723433\n",
+      "21408    50.723462\n",
+      "21520    50.723415\n",
+      "21632    50.723470\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CHRISDERIC2\n",
+      "16069    43.403542\n",
+      "16629    43.403542\n",
+      "8677     43.403542\n",
+      "16181    43.403542\n",
+      "3637     43.403542\n",
+      "           ...    \n",
+      "10133    43.403542\n",
+      "10805    43.403542\n",
+      "1173     43.403542\n",
+      "2069     43.403542\n",
+      "13269    43.403542\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GRAND ST BERNARD\n",
+      "1295     43.32218\n",
+      "11935    43.32218\n",
+      "2975     43.32218\n",
+      "10031    43.32218\n",
+      "15407    43.32218\n",
+      "           ...   \n",
+      "17423    43.32218\n",
+      "6111     43.32218\n",
+      "18319    43.32218\n",
+      "13503    43.32218\n",
+      "13951    43.32218\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PUNTA VIXIA\n",
+      "9765     42.258372\n",
+      "2485     42.258372\n",
+      "4613     42.258372\n",
+      "18165    42.258372\n",
+      "15701    42.258372\n",
+      "           ...    \n",
+      "1141     42.258372\n",
+      "17493    42.258372\n",
+      "21       42.258372\n",
+      "1365     42.258372\n",
+      "11557    42.258372\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 3\n",
+      "1923     43.399565\n",
+      "3603     43.399565\n",
+      "579      43.399565\n",
+      "18723    43.399565\n",
+      "3715     43.399565\n",
+      "           ...    \n",
+      "12675    43.399565\n",
+      "16931    43.399565\n",
+      "8195     43.399565\n",
+      "2371     43.399565\n",
+      "3491     43.399565\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CORONA DEL MAR\n",
+      "3272     14.684228\n",
+      "2040     14.684228\n",
+      "6072     14.684228\n",
+      "5176     14.684228\n",
+      "1144     14.684228\n",
+      "           ...    \n",
+      "21192    14.684775\n",
+      "21304    14.684753\n",
+      "21416    14.684767\n",
+      "21528    14.684745\n",
+      "21640    14.684762\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ROSSOREN\n",
+      "1268     52.754833\n",
+      "148      52.754833\n",
+      "3172     52.754833\n",
+      "3284     52.754833\n",
+      "1492     52.754833\n",
+      "           ...    \n",
+      "17172    53.586865\n",
+      "16276    53.586865\n",
+      "17956    53.586865\n",
+      "20084    53.586865\n",
+      "15044    53.586865\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Xdu/enZdffpnAwEA6deoEWDMmTZo04csvv6Rfv35UqeL+n6qcDt1vvfUW1atXJyAggCZNmhR4+a0kVq1axf3338+QIUPo2LEjtWrV4siRI7z33nssW7aMYcOG5ZuV27hxI3feeScDBgxg//79TJw4kQYNGnDPPfcAUK1aNV5++WViY2M5evQoN998M7Vr1yYpKYktW7aQlJTE66+/Dljn7Oqrr+aaa65h9OjRREVFceLECXbu3MmSJUucDVIfeOABZs2aRZ8+fXjiiSeoU6cOCxYscAa60tapUyfuuusu7rjjDjZu3Ejnzp0JDg7m8OHDfPvtt7Rp04bRo0fTsmVLmjVrxqOPPooxhrCwMJYsWeJcj+aqsD+n1atXP69aQ0JC6Ny5M8899xzh4eFERUWxZs0aZs6cWWjzy6LOofgge9eXi3iOwr4Nd9FFFxW4/9q1a02HDh1MUFCQiYiIMHfeeaf54YcfDGBmz57t3K+g1gHGWN/qiY6ONiEhIcbf3980btzY3HzzzXm+Wm6M9c2ka6+91oSGhhp/f3/TrFkzM27cuDz7TJgwwdSvX99UqlQpz7ejMjMzzTPPPGMuvPBC4+fnZ8LDw81tt91m9u/fX+zPmWP16tUGME8//bTb/f7qv//9rwFMTExMnvGRI0cawLz00kv5XsNfvg1njDEvvPCCadKkialcuXKen3FhtcfGxub7Ovxf7d+/30yaNMl06tTJ1K1b11SpUsVUr17dXHnllebll182Z8+ede6b802qL7/80gwdOtTUqFHDBAYGmuuuu87s2LEj37HXrFlj+vTpY8LCwoyfn59p0KCB6dOnj1m4cGGe/Xbv3m2GDx9uGjRoYPz8/ExERITp2LFjvm9mbd261cTExJiAgAATFhZmRowY4fzZFvfbcBs2bCjw+T59+hT4s5o1a5a58sorTXBwsAkMDDTNmjUzw4YNMxs3bsxXV/Xq1U3NmjXNgAEDzL59+wo8h4X9OW3cuLHp06dPvvcHzJgxY/L9vADz3HPPOccOHDhgbrrpJlOzZk1TvXp107t3b/Pzzz+bxo0bm9jY2Hw/h+KeQ/EdDmOMKf+IJiI5xo0bx7x58/I06fNEDz74IK+//jr79+8/7xkdTzRnzhzuuOMONmzYUOAiaan4dA6lMLoMJ2KTI0eOEBcXx6JFi+jQoYPd5ZyzdevW8euvv/Laa69x9913+2RQEhHvprAkYpOlS5cyduxYrrrqKl588UW7yzlnHTp0ICgoiL59+/LEE0/YXY6ISKnTZTgRERERN9Q6QERERMQNhSURERERNxSWRERERNzQAu9SkJWVxaFDh6hevXqht4QQERGRisUYw4kTJ6hfv77zvpsFUVgqBYcOHSIyMtLuMkREROQc7N+/3+1NyRWWSkFOO/79+/cTEhJiczUiIiJSHCkpKURGRhZ5Wx2FpVKQc+ktJCREYUlERMTDFLWERgu8RURERNxQWBIRERFxQ2FJRERExA2tWSpHmZmZZGRk2F2GVABVq1Z1+zVVERGpOBSWyoExhsTERI4fP253KVJBVKpUiSZNmlC1alW7SxERkSIoLJWDnKBUu3ZtgoKC1LjSx+U0MT18+DCNGjXSnwcRkQpOYamMZWZmOoNSrVq17C5HKoiIiAgOHTrE2bNn8fPzs7scERFxQ4smyljOGqWgoCCbK5GKJOfyW2Zmps2ViIhIURSWyokutYgr/XkQEfEcCksiIiIibigsicfZs2cPDoeD+Ph4u0sREREfoLAkBTpy5Ah33303jRo1wt/fn7p169KrVy/i4uLsLq3C2bNnDyNGjKBJkyYEBgbSrFkzpk6dSnp6ut2liYh4B2Pv2+vbcFKgm266iYyMDObOnUvTpk35/fff+eqrrzh69KjdpRXLgQMHaNCgQbmsDfrll1/IysrizTffpHnz5vz888+MHDmSU6dO8X//939l/v4iIl5tEzAWeB9obE8JmlmSfI4fP863337LM888Q3R0NI0bN+aKK65gwoQJ9OnTx7mfw+Hg9ddf59prryUwMJAmTZqwcOHCPMc6ePAgt9xyCzVr1qRWrVr079+fPXv25Nln9uzZtGrVioCAAFq2bMlrr72W5/n169fTvn17AgICuOyyy9i8eXORn2Hy5Mk0bdqUqVOnsmvXrnP/YRRD7969mT17Nj179qRp06b069ePhx56iEWLFpXp+4qIeLWzwHTgKmAdEAtk2VOKwpLkU61aNapVq8Ynn3xCWlqa230nT57MTTfdxJYtW7jtttsYPHgw27ZtAyA1NZXo6GiqVavG119/zbfffku1atXo3bu38xLVjBkzmDhxItOnT2fbtm08+eSTTJ48mblz5wJw6tQp+vbtS4sWLdi0aRPTpk3joYceKvIzvPTSS0yePJk1a9ZwwQUX0LlzZ2bOnMmJEyfcfubCHtdee21JfoQkJycTFhZWoteIiEi234DOwCSs0ARwAvjTpnqMnLfk5GQDmOTk5HzPnT592mzdutWcPn06d/BSY0wDGx6XFv8zffTRR6ZmzZomICDAdOzY0UyYMMFs2bIlzz6AGTVqVJ6xK6+80owePdoYY8zMmTNNixYtTFZWlvP5tLQ0ExgYaL744gtjjDGRkZHm3XffzXOMxx9/3HTo0MEYY8ybb75pwsLCzKlTp5zPv/766wYwmzdvLtZn2bNnj3n88cfNhRdeaIKCgsyQIUPMl19+maeuHTt2uH0cOHCgWO9ljDE7d+40ISEhZsaMGYXuU+CfCxERX5dljHnLGBNsjCH7UckYM8kYk1b6b+fu97crrVmyQyJw0O4i3Lvpppvo06cP33zzDXFxcSxbtoxnn32Wt99+m9tvv925X4cOHfK8rkOHDs5vqW3atImdO3dSvXr1PPucOXOG3377jaSkJPbv38+IESMYOXKk8/mzZ88SGhoKwLZt22jbtm2epp5/fc+iNG7cmEmTJjFp0iTmzp3L2LFjWbBgAceOHaNGjRoANG/evETHLMyhQ4fo3bs3AwYM4M477yyVY4qI+ITfgZHAEpexZsA8oGT/7Jc6hSU71PWM9w0ICCAmJoaYmBimTJnCnXfeydSpU/OEpYLkLKrOysri0ksvZcGCBfn2iYiI4MyZM4B1Ke7KK6/M83zlypUB6ybE5+uPP/7g/fff55133iE+Pp5rr72W2NhYZyAD6zKcO9dccw3/+9//3O5z6NAhoqOj6dChA2+99dZ51y0i4jM+Be4EklzGRgL/Btz/81wuFJbssNHuAs5N69at+eSTT/KMrVu3jmHDhuXZbt++PQB/+9vf+OCDD6hduzYhISH5jhcaGkqDBg3YtWsXQ4YMKfQ9582bx+nTpwkMDHS+R1HS0tJYsmQJ77zzDsuWLeOiiy4iNjaWzz//nIiIiHz7F9WzKee9C3Pw4EGio6O59NJLmT17NpUqaTmgiEiRTgDjgJkuY7WBt4HrbamoYKV/BdD3lHjNUgX3xx9/mOjoaDNv3jyzZcsWs2vXLvPhhx+aOnXqmOHDhzv3A0x4eLiZOXOm2b59u5kyZYqpVKmSSUhIMMYYc+rUKXPBBReYrl27mq+//trs2rXLrF692tx3331m//79xhhjZsyYYQIDA80LL7xgtm/fbn788Ucza9Ys8/zzzxtjjDlx4oQJDw83gwcPNgkJCebzzz83zZs3L3LN0vDhw02dOnXMuHHj8q21Km0HDx40zZs3N926dTMHDhwwhw8fdj4K44l/LkREStV3xpimJndtEsaYfsaY38uvhOKuWVJYKgXeFpbOnDljHn30UfO3v/3NhIaGmqCgINOiRQszadIkk5qa6twPMK+++qqJiYkx/v7+pnHjxua9997Lc6zDhw+bYcOGmfDwcOPv72+aNm1qRo4cmedntWDBAtOuXTtTtWpVU7NmTdO5c2ezaNEi5/NxcXGmbdu2pmrVqqZdu3bm448/LjIs7dixw2RkZJTeD8WN2bNnG6yWafkehfHEPxciIqUizRjzT2Mt3M4JScHGmLeNtcC7HBU3LDmMKYVFIT4uJSWF0NBQkpOT811uOnPmDLt376ZJkyYEBATYVGHZcDgcLF68mBtuuMHuUjyON/+5EBEp1DbgNuAHl7GOwDtYi7nLmbvf3660sEJERETKVhbwEvA3coNSFaymk2uwJSiVhBZ4i4iISNk5CNwBLHcZawXMxwpPHkBhSc6ZruCKiIhbHwCjgWMuY/cBTwPuv2RcoSgsiYiISOk6DowB3nUZqw/MAWJsqOc8KSyVE83CiCv9eRARr7US66a3B1zGbgFeAzz0lpla4F3G/Pz8AOumsiI5cm4knNOpXETE450BxgPdyQ1KocAC4H08NiiBZpbKXOXKlalRowZHjhwBICgoyHk7EPFNWVlZJCUlERQURJUq+isoIl4gHqslQILLWDesy26RNtRTyvQvdTmoW9e6KVtOYBKpVKkSjRo1UnAWEc+WCfwfMBnIyB7zB54C7sdrrl8pLJUDh8NBvXr1qF27NhkZGUW/QLxe1apVdf84EfFsu4FhwLcuY22xWgJcbEtFZUZhqRxVrlxZa1RERMSzGWAuVguAE9ljDuARYBrWzJKXUVgSERGR4kkC7gYWu4xFYd2u5Bo7Ciofug4gIiIiRVsKtCFvULoD2IJXByVQWBIRERF3TmF14e4D/J49Vgv4GJgFFH7/Wa+hy3AiIiJSsO+BocAOl7HrgJlAXVsqsoVmlkRERCSvDKzF2p3IDUpBwBvAZ/hUUALNLImIiIir7VizSRtcxq4A5gEX2lKR7TSzJCIiIlZLgNeB9uQGpcrAY8B3+GxQAs0siYiIyGFgBPA/l7ELsRpMXm5LRRWKZpZERER82cdYLQFcg9I9wGYUlLJpZklERMQXJWN14X7HZawuVjuAa22pqMJSWBIREfE1X2Pd122vy9jfgTeBcFsqqtB0GU5ERMRXpAH/ALqSG5SqY93r7SMUlAqhmSURERFf8BNwG/Cjy1hnrKAUZUdBnkMzSyIiIt4sC3geuIzcoOQHPAusREGpGDSzJCIi4q32AbHAapexi7FaArS1oyDPpJklERERb2OwAlEbcoOSA3gIq+GkglKJaGZJRETEmxwFRgELXcYisVoEdLWjIM+nmSURERFv8SXWZTbXoDQUa61SVzsK8g4KSyIiIp4uFbgX6IV16xKAmsCHWDNKNewpy1voMpyIiIgn24TVEuAXl7GeWJ24G9hSkdfRzJKIiIgnOgs8AVxFblAKAF4BlqGgVIo0syQiIuJpdmLdriTOZexSrG/AtbSlIq+mmSURERFPYYAZQDtyg1IlYHL2toJSmfCYsDR9+nQ6duxIUFAQNWrUKHCf+++/n0svvRR/f3/atWtXrOP+9ttv3HjjjURERBASEsLAgQP5/fffS69wERGR0vA70A+4CziVPdYM+Bb4F1ZXbikTHhOW0tPTGTBgAKNHjy50H2MMw4cP55ZbbinWMU+dOkXPnj1xOBysXLmS7777jvT0dK6//nqysrJKq3QREZHz81+sBpOfuYzdBcQDHewoyLd4zJqlxx57DIA5c+YUus9LL70EQFJSEj/++GOh++X47rvv2LNnD5s3byYkJASA2bNnExYWxsqVK+nRo8f5Fy4iInKuTgDjgJkuY7Wzt/vaUpFP8piZpbKQlpaGw+HA39/fORYQEEClSpX49ttv3b4uJSUlz0NERKRUfYe1Nsk1KPUDfkJBqZz5dFi66qqrCA4O5pFHHiE1NZVTp07x8MMPk5WVxeHDhwt93VNPPUVoaKjzERkZWY5Vi4iIV0sHJgKdgV3ZY9WwQtMnWDNLUq5sDUvTpk3D4XC4fWzcuLHM3j8iIoKFCxeyZMkSqlWrRmhoKMnJyfztb3+jcuXKhb5uwoQJJCcnOx/79+8vsxpFRMSHbMXqm/QkkLN0thOwBRiOdTNcKXe2rlkaO3YsgwYNcrtPVFRUmdbQs2dPfvvtN/744w+qVKlCjRo1qFu3Lk2aNCn0Nf7+/nku3YmIiJyXLKxmko8AZ7LHqmB9y+0fQOH//S7lwNawFB4eTnh4uJ0lOOXUsXLlSo4cOUK/fv1srkhERHzCAeAOYIXLWCusBpN/s6Ui+QuPWbO0b98+4uPj2bdvH5mZmcTHxxMfH8/Jkyed++zcuZP4+HgSExM5ffq0c5/09HQADh48SMuWLVm/fr3zNbNnz2bdunX89ttvzJ8/nwEDBjBu3DhatGhR7p9RRER8zAdYLQFcg9L9WPd7U1CqMDymdcCUKVOYO3euc7t9+/YArFq1iq5duwJw5513smbNmnz77N69m6ioKDIyMti+fTupqanOfbZv386ECRM4evQoUVFRTJw4kXHjxpXDJxIREZ91DBgLvOsy1gCYA6hrTYXjMMYYu4vwdCkpKc7F4Tn9mkRERAr0FXA71uW3HIOA14CadhTku4r7+9tjLsOJiIh4tDPAeKyZo5ygFIo1u/QeCkoVmMdchhMREfFY8cAQrNYAObphXXZTq74KTzNLIiIiZSUTeAa4gtyg5A/8B1iOgpKH0MySiIhIWdgNDANc757VDqslwEV2FCTnSjNLIiIipckAs4FLyA1KDuBR4HsUlDyQZpZERERKSxJwN7DYZSwKmAdcbUdBUho0syQiIlIaPsdqMOkalIZj3ddNQcmjKSyJiIicj1PAaKAv8Hv2WDiwCJgJqP2ex9NlOBERkXP1PXAbsNNlrA/wNlDXloqkDGhmSUREpKQygKlAJ3KDUhDwBrAEBSUvo5klERGRktgODAU2uIxdibWI+wJbKpIyppklERGR4jBY929rT25Qqgz8C6tFgIKS19LMkoiISFEOY32zbZnL2IVYDSYvt6UiKUeaWRIREXHnY+Bi8galMcBmFJR8hGaWRERECpIM3Ae84zJWD5gF9LalIrGJwpKIiMhfrQFigb0uYzcBbwK1bKlIbKTLcCIiIjnSgH8A0eQGpRCs2aWFKCj5KM0siYiIAPwEDMn+3xydsYJSY1sqkgpCM0siIuLbsoDngcvIDUpVgeeAlSgoiWaWRETEh+0FbgdWu4y1wWoJcIkN9UiFpJklERHxPYbcQLQ6e8wBPASsR0FJ8tDMkoiI+JY/gdFYC7ZzNALmAl3tKEgqOs0siYiI7/gC6zKba1AaCvyIgpIUSmFJRES8XypwL1YzycPZY2HAh1jfdgu1qS7xCLoMJyIi3m0jcBuw3WWsF1Yn7vq2VCQeRjNLIiLinc4CTwAdyA1KgcArwP9QUJJi08ySiIh4n51Ya5HWuYxdBswDWtpSkXgwzSyJiIj3MMBbQFtyg1IlYDKwFgUlOSeaWRIREe/wO3An8JnLWHOs2aSrbKlIvIRmlkRExPN9AlxM3qB0F7AZBSU5b5pZEhERz3UCeADrm205agMzgb52FCTeSGFJREQ803dYi7h3u4zdgLVmKcKOgsRb6TKciIh4lnTgn0BncoNSNazZpUUoKEmp08ySiIh4jq1YDSY3u4x1wurC3dSWisQHaGZJREQqvizgReBv5AYlP+ApYA0KSlKmNLMkIiIV2wHgduArl7HWwHygvR0Fia/RzJKIiFRc7wNtyBuUHsC635uCkpQTzSyJiEjFcwwYA7znMtYAmAt0t6Ui8WGaWRIRkYrlK+AS8galwcBPKCiJLRSWRESkYjgNjAN6YK1TAqgBvJv9qGlPWSK6DCciIvbbjNUSYKvLWHdgDtDQjoJEcmlmSURE7JMJPA1cSW5Q8gdeAL5EQUkqBM0siYiIPXYBw7BuW5KjPVZLgNa2VCRSIM0siYhI+TJYtyZpS25QqgRMANahoCQVjmaWRESk/CQBdwGfuIw1wbpdydV2FCRSNM0siYhI+fgcuJi8QWk4sAUFJanQFJZERKRsnQRGAX2BI9lj4cBiYCZQ3aa6RIpJl+FERKTsrAOGAjtdxvoCbwN1bKlIpMQ0syQiIqUvA5gCdCI3KAUBbwKfoqAkHkUzSyIiUrq2YzWY3OgydhUwD2huS0Ui50UzSyIiUjoM8CpWr6ScoFQFeBz4BgUl8ViaWRIRkfN3COubbV+4jLXAajB5mS0ViZQazSyJiMj5+QhoQ96gNBb4AQUl8QqaWRIRkXOTDNyLtRYpRz1gNtDLlopEyoTCkoiIlNwarPu67XMZuxl4A6hlS0UiZUaX4UREpPjSgIeBaHKDUgjW7NKHKCiJV9LMkoiIFM+PWC0BfnIZ6wrMBRrZUZBI+dDMkoiIuJcJ/B9wOblBqWr22FcoKInX85iwNH36dDp27EhQUBA1atTI9/yWLVsYPHgwkZGRBAYG0qpVK1588cUij5uWlsa9995LeHg4wcHB9OvXjwMHDpTBJxAR8UB7ge5Yl97Ss8cuweqj9CAe9FtE5Nx5zB/z9PR0BgwYwOjRowt8ftOmTURERDB//nwSEhKYOHEiEyZM4JVXXnF73AceeIDFixfz/vvv8+2333Ly5En69u1LZmZmWXwMERHPYLDWIV2CtZgbwIEVmtZjtQoQ8REOY4yxu4iSmDNnDg888ADHjx8vct8xY8awbds2Vq5cWeDzycnJREREMG/ePG655RYADh06RGRkJEuXLqVXr+J99zUlJYXQ0FCSk5MJCQkp9mcREamQ/gRGYfVPytEIeAfoYktFImWiuL+/PWZm6VwkJycTFhZW6PObNm0iIyODnj17Osfq16/PxRdfzNq1a8ujRBGRimUZ1qyRa1AahrW4W0FJfJTXfhsuLi6ODz/8kM8//7zQfRITE6latSo1a9bMM16nTh0SExMLfV1aWhppaWnO7ZSUlPMvWETETqnAP7Du7ZYjDHgTq3+SiA+zdWZp2rRpOBwOt4+NGzcWfaC/SEhIoH///kyZMoWYmJgSv94Yg8PhKPT5p556itDQUOcjMjKyxO8hIlJhbMC6+a1rUOoN/IyCkgg2zyyNHTuWQYMGud0nKiqqRMfcunUr3bp1Y+TIkUyaNMntvnXr1iU9PZ1jx47lmV06cuQIHTt2LPR1EyZMYPz48c7tlJQUBSYR8TxngaeAf2X/f4BArJYAo7EWdIuIvWEpPDyc8PDwUjteQkIC3bp1IzY2lunTpxe5/6WXXoqfnx/Lly9n4MCBABw+fJiff/6ZZ599ttDX+fv74+/vX2p1i4iUux3AUOB7l7HLsb4B18KWikQqLI9Z4L1v3z7i4+PZt28fmZmZxMfHEx8fz8mTJwErKEVHRxMTE8P48eNJTEwkMTGRpKQk5zEOHjxIy5YtWb9+PQChoaGMGDGCBx98kK+++orNmzdz22230aZNG3r06GHL5xQRKVMGax1SO3KDUmVgKvAdCkoiBfCYBd5Tpkxh7ty5zu327dsDsGrVKrp27crChQtJSkpiwYIFLFiwwLlf48aN2bNnDwAZGRls376d1NRU5/P/+c9/qFKlCgMHDuT06dN0796dOXPmULly5fL5YCIi5SURuBNw/d5Lc2A+cKUtFYl4BI/rs1QRqc+SiFR4nwAjgT9cxkZhrU8KtqMgEfsV9/e3x8wsiYjIOTgB3A/MdhmrA8wE+thSkYjHUVgSEfFW32I1lNztMnYD8BYQYUdBIp7JYxZ4i4hIMaUDE4DO5Aal6lizS4tQUBIpIc0siYh4kwTgNiDeZexqrPu6NbGjIBHPp5klERFvkAW8AFxKblDyA54GVqOgJHIeNLMkIuLpDgC3A1+5jF2E1RKgnQ31iHgZzSyJiHiy94A25A1K44CNKCiJlBLNLImIeKJjwD3A+y5jDYE5QHc7ChLxXppZEhHxNCuwZpNcg9KtwI8oKImUAYUlERFPcRp4AIgBDmaP1cC6FLcAqGlLVSJeT5fhREQ8wWaslgBbXcZ6YPVOamhLRSI+QzNLIiIVWSbwFNaNbnOCUgDwIvAFCkoi5UAzSyIiFdUurNuVfOcy1h6rJUBrWyoS8UmaWRIRqWgMMAtoS25QqgRMBNahoCRSzjSzJCJSkRwB7gL+6zLWFOt2JZ1sqUjE52lmSUSkovgMqyWAa1C6E+v2JQpKIrZRWBIRsdtJ4G7geqyZJYAI4BNgBlDdnrJExKLLcCIidooDhgK/uYz1Bd4G6thSkYj8hWaWRETskAFMBq4mNygFY80kfYqCkkgFopklEZHy9gtWg8lNLmNXAfOA5rZUJCJuaGZJRKS8GOAVrF5JOUGpCvAE8A0KSiIVlGaWRETKwyFgOFbX7RwtsBpMXmZLRSJSTJpZEhEpawuxWgK4BqV7gR9QUBLxAJpZEhEpK8nAWKzZoxz1sW5+29OWikTkHCgsiYiUhdVALLDPZWwA8AYQZkdBInKudBlORKQ0nQEeArqRG5RCsWaXPkBBScQDaWZJRKS0/IjVEuAnl7FoYA7QyI6CRKQ0aGZJROR8ZQLPAZeTG5SqAs8DK1BQEvFwmlkSETkfe4FhwNcuY5dgXXZrY0tFIlLKNLMkInIuDPAOVjDKCUoO4B/AehSURLyIZpZERErqD2AU8LHLWGOs8NTZlopEpAxpZklEpCSWYc0auQalWKzF3QpKIl5JYUlEpDhSgTHAtUBi9lgt4COsb7uF2FOWiJQ9XYYTESnKBqyWAL+6jF0LzATq2VKRiJQjzSyJiBTmLPAvoAO5QSkQeA34HAUlER+hmSURkYLsAIYC37uMXY7VEuBCWyoSEZtoZklExJUB3gTakRuUKgNTge9QUBLxQZpZEhHJkQiMAJa6jF0AzAOutKUiEakANLMkIgKwGLiYvEFpFLAZBSURH6eZJRHxbSnAA8Bsl7E6wCzgOjsKEpGKRmFJRHzXN1j3ddvjMnYj8BYQbkdBIlIR6TKciPiedGAC0IXcoFQda3bpYxSURCSPYoelAwcOlGUdIiLlIwFrDdLTWN98A7gG2ALcjnUzXBERF8UOSxdffDHz5s0ry1pERMpOFvAf4FIgPnvMD3gGWAU0sacsEan4ih2WnnzyScaMGcNNN93En3/+WZY1iYiUrv1ADDAeSMseuwhYD/wDq4+SiEghih2W7rnnHrZs2cKxY8e46KKL+PTTT8uyLhGR0vEu0AZY6TI2HtiI1XhSRKQIJfo2XJMmTVi5ciWvvPIKN910E61ataJKlbyH+OGHH0q1QBGRc3IMuAd432WsITAX6GZLRSLioUrcOmDv3r18/PHHhIWF0b9//3xhSUTEdiuwFmsfdBkbArwC1LChHhHxaCVKOjNmzODBBx+kR48e/Pzzz0RERJRVXSIiJXcaeBR4yWWsJvA6cIstFYmIFyh2WOrduzfr16/nlVdeYdiwYWVZk4hIyf0A3AZscxmLweqd1MCWikTESxQ7LGVmZvLjjz/SsGHDsqxHRKRkMrG+/j8VOJs9FgA8C4xBrXdF5LwVOywtX768LOsQESm5XcBQYK3L2N+A+UArWyoSES+k/+YSEc9jgJlAW3KDUiVgIhCHgpKIlCp9lU1EPMsR4C7gvy5jTYF5QEdbKhIRL6eZJRHxHEuwGky6BqU7sW5foqAkImVEM0siUvGdxOq6PcNlLAJ4G+hnS0Ui4kMUlkSkYovDWsT9m8vY9VhBqbYtFYmIj9FlOBGpmDKAycDV5AalYKzZpf+ioCQi5UYzSyJS8fyC1WByk8tYB6xF3M1sqUhEfJjHzCxNnz6djh07EhQURI0aNfI9v2XLFgYPHkxkZCSBgYG0atWKF198scjjvvXWW3Tt2pWQkBAcDgfHjx8v/eJFpHgM1v3b2pMblKoATwBfo6AkIrbwmLCUnp7OgAEDGD16dIHPb9q0iYiICObPn09CQgITJ05kwoQJvPLKK26Pm5qaSu/evfnnP/9ZFmWLSHEdAnoD9wJnssdaAuuw+idpHlxEbOIwxhi7iyiJOXPm8MADDxRrBmjMmDFs27aNlStXFrnv6tWriY6O5tixYwXOXLmTkpJCaGgoycnJhISElOi1IgIsBO4GjrmM3Yt1G5NAWyoSER9Q3N/fXv3fasnJyYSFhdldhogU5jhWKJrvMlYf6+a3Pe0oSEQkP68NS3FxcXz44Yd8/vnnpX7stLQ00tLSnNspKSml/h4iXm81MAzY7zI2EHgd0H/jiEgFYuuapWnTpuFwONw+Nm7cWOLjJiQk0L9/f6ZMmUJMTEyp1/3UU08RGhrqfERGRpb6e4h4rTPAQ0A3coNSKLAAeB8FJRGpcGydWRo7diyDBg1yu09UVFSJjrl161a6devGyJEjmTRp0nlUV7gJEyYwfvx453ZKSooCk0hxbMFqCfCzy1g0MAdoZEdBIiJFszUshYeHEx4eXmrHS0hIoFu3bsTGxjJ9+vRSO+5f+fv74+/vX2bHF/E6Bvg38E8gPXvMH3gKuB8P+l6uiPgij/knat++fcTHx7Nv3z4yMzOJj48nPj6ekydPAlZQio6OJiYmhvHjx5OYmEhiYiJJSUnOYxw8eJCWLVuyfv1651hiYiLx8fHs3LkTgJ9++on4+HiOHj1avh9QxFulAoOxLr3lBKW2wEZgHB70r5CI+CqP+WdqypQptG/fnqlTp3Ly5Enat29P+/btnWuaFi5cSFJSEgsWLKBevXrOx+WXX+48RkZGBtu3byc1NdU59sYbb9C+fXtGjhwJQOfOnWnfvj2ffvpp+X5AEW+0H7gG+CB72wH8A/geuNiuokRESsbj+ixVROqzJFKAtcCNwJHs7WrAu1g3wRURqQCK+/vbY2aWRMSDzAK6khuUmmF14lZQEhEPpLAkIqXnLNaC7RFARvZYd2A9cJFdRYmInB+FJREpHUeBa4GXXMbuA5ah3kki4tG8toO3iJSjrUA/4LfsbT+sTtwjbKtIRKTUKCyJyPlZAgwBTmRv1wYWAZ1sq0hEpFTpMpyInBsDPA30JzcotQc2oKAkIl5FM0siUnKpwJ3Aey5jA4HZQJAtFYmIlBnNLIlIyRwAOpM3KD2BdRNcBSUR8UKaWRKR4ovDajT5e/Z2NWA+1qU4EREvpZklESme2ViNJnOCUlOs8KSgJCJeTmFJRNw7i3XD2+Hk3gg3GqvRpO7vJiI+QGFJRAp3FLgOeMFlbCzwBVDLjoJERMqf1iyJSMG2YTWa3Jm97Qe8Coy0rSIREVsoLIlIfp8Dg8ntnxQBfAxcY1tFIiK20WU4EcllgGeA68kNSu2wGk0qKImIj9LMkohYTmM1mnzXZWwA1rfggm2pSESkQtDMkojkNpp0DUqPAx+goCQiPk8zSyK+bh1Wo8nE7O1gYF72mIiIaGZJxKfNBbqQG5SakNulW0REAIUlEd90FngQuJ3cRpNdsRpNtrGnJBGRikqX4UR8zTFgEPCly9g9WI0n/ewoSESkYlNYEvElv2A1mtyRvV0Fq9HkXbZVJCJS4SksifiKpViNJlOyt8OxGk12tq0iERGPoDVLIt7OAM8CfckNSpdgNZpUUBIRKZJmlkS82Wmse7ktcBm7CetbcOqfJCJSLJpZEvFWB7HaArgGpceAD1FQEhEpAc0siXij77F6JR3O3g4G3gH+bltFIiIeSzNLIt7mHawZpZygFAWsRUFJROQcKSyJeItM4CEgFkjLHuuCtZD7EruKEhHxfLoMJ+INjmO1BVjmMjYaeBE1mhQROU8KSyKebjtWo8lfs7erAC8Do2yrSETEqygsiXiy/2HNKCVnb9fCajTZxbaKRES8jtYsiXgiA/wfVqPJnKDUBmt9koKSiEip0sySiKc5g3Uvt3kuY3/HajRZzZaKRES8mmaWRDzJIayZI9egNBVYiIKSiEgZ0cySiKdYD9xAbv+kIKyeSjfZVZCIiG/QzJKIJ5iPddPbnKDUCKvRpIKSiEiZU1gSqcgygX8AQ8ltNHkN1kLutnYVJSLiW3QZTqSiOg7citUeIMfdwEtAVTsKEhHxTQpLIhXRr1iNJrdnb1fGajQ52raKRER8lsKSSEXzBXALeRtNLgSibatIRMSnac2SSEVhgH8D15EblC7GWp+koCQiYhuFJZGK4AxwB/AgkJU9dgPWN96a2FSTiIgACksi9jsMdMXqwJ1jMtY93qrbUZCIiLjSmiURO23AmkE6lL0dBMwBBthUj4iI5KOZJRG7LMDqmZQTlBoB36GgJCJSwSgsiZS3TOAR4DZyG01ejTXL1M6mmkREpFC6DCdSnpKxGk0udRkbCbyCGk2KiFRQCksi5WUHVqPJX7K3KwMvAvcADruKEhGRoigsiZSHL7EaTR7P3g7DajTZza6CRESkuLRmSaQsGeA/wLXkBqWLsNYnKSiJiHgEhSWRspIGDAfGk9tosh8QBzS1qygRESkphSWRspCIdYuSOS5jk4DFqNGkiIiH0ZolkdK2EavR5MHs7UCs0DTQpnpEROS8aGZJpDS9h9VoMicoRWI1mlRQEhHxWApLIqUhE5iA1UPpTPZYJ6yF3O3tKkpEREqDLsOJnK8UrJD0ucvYCOBVwN+WikREpBQpLImcj51Y33Dblr1dGatVwFjUaFJExEsoLImcqxVYa5GOZW/XxGo02d22ikREpAx4zJql6dOn07FjR4KCgqhRo0a+57ds2cLgwYOJjIwkMDCQVq1a8eKLL7o95tGjR7n33ntp0aIFQUFBNGrUiPvuu4/k5OQy+hTiFQzWbUp6kRuUWmOtT1JQEhHxOh4zs5Sens6AAQPo0KEDM2fOzPf8pk2biIiIYP78+URGRrJ27VruuusuKleuzNixYws85qFDhzh06BD/93//R+vWrdm7dy+jRo3i0KFDfPTRR2X9kcQTpWHdy22Wy9j1wHwgxJaKRESkjDmMMcbuIkpizpw5PPDAAxw/frzIfceMGcO2bdtYuXJlsY+/cOFCbrvtNk6dOkWVKsXLkikpKYSGhpKcnExIiH5jeq1E4CZgrcvYP4HH8aA5WhERyVHc398eM7N0LpKTkwkLCyvxa0JCQtwGpbS0NNLS0pzbKSkp51yjeIhNWI0mD2RvB2LNLg2yqyARESkvXvvfw3FxcXz44YfcfffdxX7Nn3/+yeOPP17ka5566ilCQ0Odj8jIyPMtVyqy94GryQ1KDYFvUFASEfERtoaladOm4XA43D42btxY4uMmJCTQv39/pkyZQkxMTLFek5KSQp8+fWjdujVTp051u++ECRNITk52Pvbv31/iGsUDZAETgcHkNprsiLWQ+1K7ihIRkfJm62W4sWPHMmiQ+/88j4qKKtExt27dSrdu3Rg5ciSTJk0q1mtOnDhB7969qVatGosXL8bPz8/t/v7+/vj7q9ugV0sBbgOWuIwNB15DjSZFRHyMrWEpPDyc8PDwUjteQkIC3bp1IzY2lunTpxfrNSkpKfTq1Qt/f38+/fRTAgICSq0e8VA7gf7A1uztSliNJu9FjSZFRHyQx6xZ2rdvH/Hx8ezbt4/MzEzi4+OJj4/n5MmTgBWUoqOjiYmJYfz48SQmJpKYmEhSUpLzGAcPHqRly5asX78esGaUevbsyalTp5g5cyYpKSnO12VmZtryOcVmXwFXkBuUagLLgPtQUBIR8VEe8224KVOmMHfuXOd2+/bW3UlXrVpF165dWbhwIUlJSSxYsIAFCxY492vcuDF79uwBICMjg+3bt5OamgpYvZm+//57AJo3b57n/Xbv3l3iS4DiwQzwMjAe66a4AK2AT4Hmhb1IRER8gcf1WaqI1GfJw6UBYwDXXqd9gHdRo0kRES9W3N/fHnMZTqRM/I51ixLXoPQo8F8UlEREBPCgy3Aipe4HrEaTOZ0fArAaTQ62qyAREamIFJbEN30A3AGczt5uAHwCXGZXQSIiUlHpMpz4lixgElb37ZygdBVWo0kFJRERKYBmlsR3nACGYq1HynE78AZqNCkiIoVSWBLf8BtWo8mE7O1KwPPA/ah/koiIuKWwJN5vJTAAOJq9XQNrzVJPuwoSERFPojVL4r0M8ApWKMoJSi2B9SgoiYhIsSksiXdKB+7Cup9bTkfu64B1wAV2FSUiIp5IYUm8zxGsRpNvu4w9gnXrklBbKhIREQ+mNUviXeKxFnLvy94OwApNQ+wqSEREPJ3CkniPhUAsuf2T6mM1mrzcroJERMQb6DKceL4sYAowkNygdCWwEQUlERE5b5pZEs92AhiGNYOUIxar0WSAHQWJiIi3UVgSz7ULa33Sz9nblYDngHGo0aSIiJQahSXxTKuAm8ntnxSK1Wiyl20ViYiIl9KaJfEsBngNiCE3KLXAajSpoCQiImVAYUk8RzowChhDbqPJa4HvgQvtKkpERLydwpJ4hiSgB/CWy9jDwBLUaFJERMqU1ixJxbcFayH33uxtf6xGk7fZVpGIiPgQhSWp2D7CagWQmr1dD6tNwBV2FSQiIr5Gl+GkYsoCpgIDyA1KV2A1mlRQEhGRcqSZJal4TmI1mlzsMjYUa72SGk2KiEg5U1iSimU31vqkn7K3KwHPAuNRo0kREbGFwpJUHKuxGk3+mb0dCryH1R5ARETEJlqzJBXD61iNJnOC0oVY/ZMUlERExGYKS2KvdGA0cA9wNnusF1ZQamFXUSIiIrkUlsQ+SUBP4A2XsQeBz4EadhQkIiKSn9YsiT1+BPqRt9HkW1jfghMREalAFJak/C3CCkWnsrfrYbUJuNK2ikRERAqly3BSfrKAx4CbyA1KlwMbUFASEZEKSzNLUj5OArcDH7uM3YZ16S3QjoJERESKR2FJyt4erEaTP2ZvO4BngIdQo0kREanwFJakbH2Nddntj+ztEKxGk9fZVpGIiEiJaM2SlJ03ge7kBqULsPonKSiJiIgHUViS0peB1WRyFLmNJntiBaWWdhUlIiJybhSWpHT9gRWMXncZG4/VaLKmLRWJiIicF61ZktLzE1ajyT3Z21Wxvu0Wa1dBIiIi509hSUrHYmAouf2T6maPXWVbRSIiIqVCl+Hk/BjgceDv5AalS7EaTSooiYiIF9DMkpy7U1iNJj9yGbsVeBs1mhQREa+hmSU5N3uBTuQGJQfwNDAfBSUREfEqmlmSkvsGq9FkUvZ2deBdoK9tFYmIiJQZzSxJyczAajSZE5SaY/VPUlASEREvpbAkxZMBjAXuyv7/ADHAeqCVXUWJiIiUPYUlKdqfQC/gVZexB4ClqNGkiIh4Pa1ZEvd+xmo0uTt7uyrwBnCHbRWJiIiUK4UlKdx/gduAk9nbdYBFQEfbKhIRESl3ugwn+RngCeAGcoNSTqNJBSUREfExmlmSvE5hXWJb6DI2CJgJBNlSkYiIiK00syS59gFXkxuUHMBTWD2UFJRERMRHaWZJLN9i3d/NtdHkAuB62yoSERGpEDSzJNa93LqRG5SaAetQUBIREUFhybdlAPcBI8ltNNkdq9Fka7uKEhERqVgUlnzVn0Bv4GWXsfuAZUCYLRWJiIhUSFqz5IsSsBpN7sre9sNqNDnctopEREQqLIUlX/MpMITc/km1sRpNdrKtIhERkQpNl+F8hQGmk7fRZHusRpMKSiIiIoXSzJIvSMW6xPaBy9gtwCzUP0lERKQIHjOzNH36dDp27EhQUBA1atTI9/yWLVsYPHgwkZGRBAYG0qpVK1588cUij3v33XfTrFkzAgMDiYiIoH///vzyyy9l8Alssh+4hrxBaTrwHgpKIiIixeAxYSk9PZ0BAwYwevToAp/ftGkTERERzJ8/n4SEBCZOnMiECRN45ZVX3B730ksvZfbs2Wzbto0vvvgCYww9e/YkMzOzLD5G+foOuAz4IXu7GtbNcf+J1Z1bREREiuQwxhi7iyiJOXPm8MADD3D8+PEi9x0zZgzbtm1j5cqVxT7+jz/+SNu2bdm5cyfNmjUr1mtSUlIIDQ0lOTmZkJCQYr9XmZoFjCK3f1JTrMXdF9lWkYiISIVS3N/fXr1mKTk5mbCw4jcNOnXqFLNnz6ZJkyZERkYWul9aWhppaWnO7ZSUlPOqs1SdBR4EXnIZ6wZ8CNSypSIRERGP5jGX4UoqLi6ODz/8kLvvvrvIfV977TWqVatGtWrVWLZsGcuXL6dq1aqF7v/UU08RGhrqfLgLVuXqKHAteYPSvViNJhWUREREzomtYWnatGk4HA63j40bN5b4uAkJCfTv358pU6YQExNT5P5Dhgxh8+bNrFmzhgsuuICBAwdy5syZQvefMGECycnJzsf+/ftLXGOp2wpcAazI3vYDZmAFJz+7ihIREfF8tl6GGzt2LIMGDXK7T1RUVImOuXXrVrp168bIkSOZNGlSsV6TM0N0wQUXcNVVV1GzZk0WL17M4MGDC9zf398ff3//EtVVppZgNZo8kb0dgdVo8mrbKhIREfEatoal8PBwwsPDS+14CQkJdOvWjdjYWKZPn37OxzHG5FmTVGEZ4GlgYvb/B2iH9Y23RjbVJCIi4mU8Zs3Svn37iI+PZ9++fWRmZhIfH098fDwnT1rtqBMSEoiOjiYmJobx48eTmJhIYmIiSUlJzmMcPHiQli1bsn79egB27drFU089xaZNm9i3bx9xcXEMHDiQwMBArrvuOls+Z7GlArditQHICUoDgG9RUBIRESlFHvNtuClTpjB37lzndvv27QFYtWoVXbt2ZeHChSQlJbFgwQIWLFjg3K9x48bs2bMHgIyMDLZv305qaioAAQEBfPPNN7zwwgscO3aMOnXq0LlzZ9auXUvt2rXL78OV1AGs25Zschl7AvVPEhERKQMe12epIirXPktrgb8Dv2dvVwPmYYUnERERKbbi/v72mMtwAswGoskNSk2AOBSUREREypDCkic4C4zDuhluevZYNLABuNiuokRERHyDx6xZ8llHgUHAcpexMcB/UP8kERGRcqCwVJFtA/oBO7O3qwCvAnfZVpGIiIjPUViqqL4HYshtNBmO1WjyGtsqEhER8Ulas1RRtSa3X1JbYCMKSiIiIjZQWKqoqgOfAiOA74DG9pYjIiLiq3QZriJrCrxtdxEiIiK+TTNLIiIiIm4oLImIiIi4obAkIiIi4obCkoiIiIgbCksiIiIibigsiYiIiLihsCQiIiLihsKSiIiIiBsKSyIiIiJuKCyJiIiIuKGwJCIiIuKGwpKIiIiIGwpLIiIiIm5UsbsAb2CMASAlJcXmSkRERKS4cn5v5/weL4zCUik4ceIEAJGRkTZXIiIiIiV14sQJQkNDC33eYYqKU1KkrKwsDh06RPXq1XE4HHaXUyIpKSlERkayf/9+QkJC7C5HiqDz5Xl0zjyLzpdnOd/zZYzhxIkT1K9fn0qVCl+ZpJmlUlCpUiUaNmxodxnnJSQkRP8weBCdL8+jc+ZZdL48y/mcL3czSjm0wFtERETEDYUlERERETcUlnycv78/U6dOxd/f3+5SpBh0vjyPzpln0fnyLOV1vrTAW0RERMQNzSyJiIiIuKGwJCIiIuKGwpKIiIiIGwpLIiIiIm4oLHmJadOm4XA48jzq1q0LQEZGBo888ght2rQhODiY+vXrM2zYMA4dOlTkcV944QVatGhBYGAgkZGRjBs3jjNnzpT1x/EJ7s5ZzvMtW7YkODiYmjVr0qNHD77//vsij/vxxx/TunVr/P39ad26NYsXLy7Lj+EzyuJ8zZgxg2uuuYaaNWs6X7N+/fqy/ig+o6z+juV4//33cTgc3HDDDWVQve8pq/N1/PhxxowZQ7169QgICKBVq1YsXbq0RLUpLHmRiy66iMOHDzsfP/30EwCpqan88MMPTJ48mR9++IFFixbx66+/0q9fP7fHW7BgAY8++ihTp05l27ZtzJw5kw8++IAJEyaUx8fxCYWdM4ALL7yQV155hZ9++olvv/2WqKgoevbsSVJSUqHHi4uL45ZbbmHo0KFs2bKFoUOHMnDgwBL9ApDClfb5Wr16NYMHD2bVqlXExcXRqFEjevbsycGDB8vj4/iE0j5nOfbu3ctDDz3ENddcU5bl+5zSPl/p6enExMSwZ88ePvroI7Zv386MGTNo0KBByQoz4hWmTp1q2rZtW+z9169fbwCzd+/eQvcZM2aM6datW56x8ePHm6uvvvpcyxQXJT1nycnJBjArVqwodJ+BAwea3r175xnr1auXGTRo0LmWKdnK4nz91dmzZ0316tXN3Llzz6FC+auyOmdnz541nTp1Mm+//baJjY01/fv3P79CxRhTNufr9ddfN02bNjXp6ennVZtmlrzIjh07qF+/Pk2aNGHQoEHs2rWr0H2Tk5NxOBzUqFGj0H2uvvpqNm3a5LwssGvXLpYuXUqfPn1Ku3SfVdxzlp6ezltvvUVoaCht27Yt9HhxcXH07Nkzz1ivXr1Yu3Ztqdbtq0r7fP1VamoqGRkZhIWFlVbJPq8sztm//vUvIiIiGDFiRFmU7NNK+3x9+umndOjQgTFjxlCnTh0uvvhinnzySTIzM0tW2HlFLakwli5daj766CPz448/muXLl5suXbqYOnXqmD/++CPfvqdPnzaXXnqpGTJkSJHHfemll4yfn5+pUqWKAczo0aPLonyfVJxztmTJEhMcHGwcDoepX7++Wb9+vdtj+vn5mQULFuQZW7BggalatWqZfAZfUhbn66/uuece06xZM3P69OnSLt8nlcU5+/bbb02DBg1MUlKSMcZoZqkUlcX5atGihfH39zfDhw83GzduNO+9954JCwszjz32WIlqU1jyUidPnjR16tQxzz//fJ7x9PR0079/f9O+fXuTnJzs9hirVq0yderUMTNmzDA//vijWbRokYmMjDT/+te/yrJ0n1XQOTt58qTZsWOHiYuLM8OHDzdRUVHm999/L/QYfn5+5t13380zNn/+fOPv719mdfuq0jhfrp555hlTs2ZNs2XLlrIq2eed7zlLSUkxUVFRZunSpc4xhaWyUxp/xy644AITGRlpzp496xx7/vnnTd26dUtUi8KSF+vRo4cZNWqUczs9Pd3ccMMN5pJLLilwxumvrr76avPQQw/lGZs3b54JDAw0mZmZpV6v5D9nf9W8eXPz5JNPFvp8ZGSk+fe//51n7N///rdp1KhRqdUouc73fOV47rnnTGhoqNmwYUNplicFOJ9ztnnzZgOYypUrOx8Oh8M4HA5TuXJls3PnzrIq22ed79+xzp07m+7du+cZW7p0qQFMWlpasevQmiUvlZaWxrZt26hXrx5gtQ8YOHAgO3bsYMWKFdSqVavIY6SmplKpUt4/IpUrV8ZYIbtM6vZlfz1nBTHGkJaWVujzHTp0YPny5XnGvvzySzp27FhqdYqlNM4XwHPPPcfjjz/OsmXLuOyyy0q7THFxvuesZcuW/PTTT8THxzsf/fr1Izo6mvj4eCIjI8uqdJ9UGn/HOnXqxM6dO8nKynKO/frrr9SrV4+qVasWv5hixyqp0B588EGzevVqs2vXLrNu3TrTt29fU716dbNnzx6TkZFh+vXrZxo2bGji4+PN4cOHnQ/XZD106FDz6KOPOrenTp1qqlevbt577z2za9cu8+WXX5pmzZqZgQMH2vERvY67c3by5EkzYcIEExcXZ/bs2WM2bdpkRowYYfz9/c3PP//sPMZfz9l3331nKleubJ5++mmzbds28/TTT5sqVaqYdevW2fERvUpZnK9nnnnGVK1a1Xz00Ud5/l6eOHHCjo/odcrinP2VLsOVnrI4X/v27TPVqlUzY8eONdu3bzefffaZqV27tnniiSdKVJvCkpe45ZZbTL169Yyfn5+pX7+++fvf/24SEhKMMcbs3r3bAAU+Vq1a5TxGly5dTGxsrHM7IyPDTJs2zTRr1swEBASYyMhIc88995hjx46V74fzUu7O2enTp82NN95o6tevb6pWrWrq1atn+vXrl28x41/PmTHGLFy40LRo0cL4+fmZli1bmo8//ri8PpJXK4vz1bhx4wL/Xk6dOrUcP5n3Kqu/Y64UlkpPWZ2vtWvXmiuvvNL4+/ubpk2bmunTp+dZw1QcDmN0PUVERESkMFqzJCIiIuKGwpKIiIiIGwpLIiIiIm4oLImIiIi4obAkIiIi4obCkoiIiIgbCksiIiIibigsiYiIiLihsCQi8heZmZl07NiRm266Kc94cnIykZGRTJo0yabKRMQO6uAtIlKAHTt20K5dO9566y2GDBkCwLBhw9iyZQsbNmwo2U04RcSjKSyJiBTipZdeYtq0afz8889s2LCBAQMGsH79etq1a2d3aSJSjhSWREQKYYyhW7duVK5cmZ9++ol7771Xl+BEfJDCkoiIG7/88gutWrWiTZs2/PDDD1SpUsXukkSknGmBt4iIG7NmzSIoKIjdu3dz4MABu8sRERtoZklEpBBxcXF07tyZ//3vfzz77LNkZmayYsUKHA6H3aWJSDnSzJKISAFOnz5NbGwsd999Nz169ODtt99mw4YNvPnmm3aXJiLlTGFJRKQAjz76KFlZWTzzzDMANGrUiOeff56HH36YPXv22FuciJQrXYYTEfmLNWvW0L17d1avXs3VV1+d57levXpx9uxZXY4T8SEKSyIiIiJu6DKciIiIiBsKSyIiIiJuKCyJiIiIuKGwJCIiIuKGwpKIiIiIGwpLIiIiIm4oLImIiIi4obAkIiIi4obCkoiIiIgbCksiIiIibigsiYiIiLihsCQiIiLixv8DuRB68b30XigAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V BIKAIN\n",
+      "14591    43.334165\n",
+      "7871     43.334165\n",
+      "13135    43.334165\n",
+      "11119    43.334165\n",
+      "21423    43.334165\n",
+      "           ...    \n",
+      "13807    43.334165\n",
+      "20415    43.334165\n",
+      "16719    43.334165\n",
+      "8879     43.334165\n",
+      "13471    43.334165\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERARD LUC 4\n",
+      "18003    43.294732\n",
+      "21027    43.294732\n",
+      "4227     43.294732\n",
+      "2099     43.294732\n",
+      "12628    43.294732\n",
+      "           ...    \n",
+      "9267     43.294732\n",
+      "8147     43.294732\n",
+      "5795     43.294732\n",
+      "11843    43.294732\n",
+      "9939     43.294732\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JANVIER GIORDANO\n",
+      "9831     43.400828\n",
+      "20471    43.400828\n",
+      "6135     43.400828\n",
+      "8039     43.400828\n",
+      "10279    43.400828\n",
+      "           ...    \n",
+      "21367    43.400835\n",
+      "21255    43.400835\n",
+      "21703    43.400835\n",
+      "21591    43.400835\n",
+      "21479    43.400835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V G SAINTE RITA\n",
+      "958      49.547598\n",
+      "1070     49.547598\n",
+      "2302     49.547598\n",
+      "1406     49.547598\n",
+      "286      49.547598\n",
+      "           ...    \n",
+      "21230    50.723503\n",
+      "21342    50.723503\n",
+      "21454    50.723503\n",
+      "21566    50.723503\n",
+      "21678    50.723500\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PIER JO SALVADOR\n",
+      "3102     43.403957\n",
+      "4447     43.403957\n",
+      "862      43.403957\n",
+      "4894     43.403957\n",
+      "1870     43.403957\n",
+      "           ...    \n",
+      "21246    43.403928\n",
+      "21358    43.403943\n",
+      "21470    43.403943\n",
+      "21582    43.403962\n",
+      "21694    43.403948\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STERENN\n",
+      "6816     14.68533\n",
+      "6928     14.68533\n",
+      "14208    14.68533\n",
+      "9392     14.68533\n",
+      "9280     14.68533\n",
+      "           ...   \n",
+      "11408    14.68533\n",
+      "17904    14.68533\n",
+      "17680    14.68533\n",
+      "8496     14.68533\n",
+      "11520    14.68533\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CISBERLANDE 5\n",
+      "4958     43.403590\n",
+      "1374     43.403590\n",
+      "2718     43.403590\n",
+      "1262     43.403590\n",
+      "4846     43.403590\n",
+      "           ...    \n",
+      "21198    43.403627\n",
+      "21310    43.403613\n",
+      "21422    43.403613\n",
+      "21534    43.403615\n",
+      "21646    43.403622\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VSTSOPHIEFRANCOIS2\n",
+      "19785    43.402593\n",
+      "14745    43.402593\n",
+      "15865    43.402593\n",
+      "12729    43.402593\n",
+      "10937    43.402593\n",
+      "           ...    \n",
+      "1193     43.402593\n",
+      "5113     43.402593\n",
+      "13401    43.402593\n",
+      "13513    43.402593\n",
+      "13625    43.402593\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEPE BARREIRO\n",
+      "194      50.561082\n",
+      "5794     50.561082\n",
+      "1538     50.561082\n",
+      "3778     50.561082\n",
+      "2658     50.561082\n",
+      "           ...    \n",
+      "18786    51.577092\n",
+      "20914    51.577092\n",
+      "20690    51.577092\n",
+      "20242    51.577092\n",
+      "19794    51.577092\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TIGERS III\n",
+      "21151    50.06177\n",
+      "19807    50.06177\n",
+      "13087    50.06177\n",
+      "7487     50.06177\n",
+      "319      50.06177\n",
+      "           ...   \n",
+      "18015    50.06177\n",
+      "11631    50.06177\n",
+      "16783    50.06177\n",
+      "12191    50.06177\n",
+      "19471    50.06177\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SAINT GOTHARD\n",
+      "6165     51.746657\n",
+      "4709     51.746657\n",
+      "229      51.746657\n",
+      "8517     51.746657\n",
+      "3253     51.746657\n",
+      "           ...    \n",
+      "19157    51.481563\n",
+      "18709    51.481563\n",
+      "19829    51.481563\n",
+      "18821    51.481563\n",
+      "20053    51.481563\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PUENTEAREAS UNO\n",
+      "281      52.948763\n",
+      "1289     52.948763\n",
+      "505      52.948763\n",
+      "2633     52.948763\n",
+      "1401     52.948763\n",
+      "           ...    \n",
+      "20441    52.549390\n",
+      "20777    52.549390\n",
+      "21561    52.549390\n",
+      "20553    52.549390\n",
+      "21337    52.549390\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARGELES\n",
+      "520      52.537592\n",
+      "2424     52.537592\n",
+      "5224     52.537592\n",
+      "296      52.537592\n",
+      "4441     52.537592\n",
+      "           ...    \n",
+      "21240    53.851397\n",
+      "21129    53.851397\n",
+      "21352    53.851397\n",
+      "21576    53.851397\n",
+      "21688    53.851397\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR MARES\n",
+      "5272     52.340000\n",
+      "10536    52.340000\n",
+      "1688     52.340000\n",
+      "11320    52.340000\n",
+      "13224    52.340000\n",
+      "           ...    \n",
+      "21624    52.101022\n",
+      "19272    52.101022\n",
+      "17592    52.101022\n",
+      "15576    52.101022\n",
+      "18376    52.101022\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PLAYA DE TUYA\n",
+      "151      54.045703\n",
+      "823      54.045703\n",
+      "375      54.045703\n",
+      "39       54.045703\n",
+      "711      54.045703\n",
+      "           ...    \n",
+      "21095    53.328727\n",
+      "21319    53.328727\n",
+      "19527    53.328727\n",
+      "21543    53.197828\n",
+      "21655    53.197828\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV/BEOTHUK\n",
+      "8567     51.190952\n",
+      "6999     51.190952\n",
+      "7111     51.190952\n",
+      "4535     51.190952\n",
+      "3415     51.190952\n",
+      "           ...    \n",
+      "21223    51.397687\n",
+      "21559    51.397687\n",
+      "21447    51.397687\n",
+      "21671    51.397687\n",
+      "21335    51.397687\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LANDORA\n",
+      "3601     51.433477\n",
+      "3153     51.433477\n",
+      "801      51.433477\n",
+      "1809     51.433477\n",
+      "5393     51.433477\n",
+      "           ...    \n",
+      "18609    51.534623\n",
+      "19617    51.534623\n",
+      "20065    51.534623\n",
+      "17825    51.534623\n",
+      "18945    51.534623\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RABELAIS\n",
+      "1512     51.371768\n",
+      "1400     51.371768\n",
+      "2744     51.371768\n",
+      "2632     51.371768\n",
+      "840      51.371768\n",
+      "           ...    \n",
+      "16632    51.336085\n",
+      "19656    51.336085\n",
+      "19880    51.336085\n",
+      "15960    51.336085\n",
+      "15624    51.336085\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP BOJADOR\n",
+      "107      9.125173\n",
+      "219      9.125173\n",
+      "443      9.125173\n",
+      "555      9.125173\n",
+      "331      9.125173\n",
+      "           ...   \n",
+      "21611    4.946552\n",
+      "21163    4.946552\n",
+      "21275    4.946552\n",
+      "21051    4.946552\n",
+      "21723    4.773715\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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NGzbkf//7H//617/w8Cj6V1X2DN0ffvgh/v7+eHt707BhwwIvv5XGTz/9xJNPPsmwYcPo2LEj1atXJzY2lk8++YT169czfPjwfL1yO3bsYNSoUQwcOJDjx4/z/PPPU7t2bR577DEA/Pz8mD9/PhEREVy8eJH77ruPsLAwzp07x+7duzl37hzvvfceoP/Mbr31Vm677TbGjBlDgwYNSEpK4uDBg6xbty5ngtTx48ezZMkS+vbty4svvkiNGjVYuXJlTkJX1jp16sQjjzzCww8/zI4dO7j99tvx9fXl9OnTbN68mRtuuIExY8bQrFkzGjduzKRJk1BKUa1aNdatW5czHu1ShX1O/f39ryrWgIAAbr/9dl599VVCQkJo0KABP//8M4sXLy508svifoaiCjJ2fLkQrqOwu+FatGhRYPstW7aoDh06KKvVqkJDQ9WoUaPU77//rgC1dOnSnHYFTR2glH5XT9euXVVAQICyWCyqfv366r777stza7lS+p1Jffr0UYGBgcpisajGjRurCRMm5GkzefJkVatWLWUymfLcHWW329Urr7yirr32WuXp6alCQkLUAw88oI4fP17i15lt48aNClAvv/xyke0u9+WXXypA9ejRI8/20aNHK0C9/fbb+Z7DZXfDKaXUm2++qRo2bKjMZnOe97iw2CMiIvLdDn+548ePqylTpqhOnTqp8PBw5eHhofz9/dXNN9+s5s+fr2w2W07b7Dup/ve//6kHH3xQBQUFKR8fH3XnnXeqAwcO5Dv2zz//rPr27auqVaumPD09Ve3atVXfvn3V559/nqfdkSNH1IgRI1Tt2rWVp6enCg0NVR07dsx3Z9bevXtVjx49lLe3t6pWrZoaOXJkzntb0rvhtm/fXuD+vn37FvheLVmyRN18883K19dX+fj4qMaNG6vhw4erHTt25IvL399fBQcHq4EDB6qYmJgCf4aFfU7r16+v+vbtm+/8gHr88cfzvV+AevXVV3O2nThxQg0YMEAFBwcrf39/1bt3b/XXX3+p+vXrq4iIiHzvQ0l/hqLq0JRSquJTNCFEtgkTJrBixYo8k/S5oqeffpr33nuP48ePX3WPjiuKjIzk4YcfZvv27QUOkhaVn/wMRWHkMpwQBomNjSUqKorVq1fToUMHo8O5Ylu3buWff/5hwYIFPProo1UyURJCuDdJloQwyLfffsvYsWO55ZZbeOutt4wO54p16NABq9VKv379ePHFF40ORwghypxchhNCCCGEKIJMHSCEEEIIUQRJloQQQgghiiDJkhBCCCFEEWSAdxlwOBycOnUKf3//QpeEEEIIIUTlopQiKSmJWrVq5ay7WRBJlsrAqVOnqFu3rtFhCCGEEOIKHD9+vMhFySVZKgPZ0/EfP36cgIAAg6MRQgghREkkJiZSt27dYpfVkWSpDGRfegsICJBkSQghhHAxxQ2hkQHeQgghhBBFkGRJCCGEEKIIkiwJIYQQQhRBkiUhhBBCiCJIsiSEEEIIUQRJloQQQgghiiDJkhBCCCFEESRZEkIIIYQogiRLQgghhBBFkGRJCCGEEKIIkiwJIYQQQhRBkiUhhBBCiCJIslSZJf0IJ8ZC1mmjIxFCCCGqLEmWKit7CpydBck/wJF+cHE5KLvRUQkhhBBVjiRLlVXWUVA2vexIhdg5cGwwpO81NCwhhBCiqpFkqbLybgGNvoGgQbnb0v+CowPh7CvgSDEuNiGEEKIKcZlkafbs2XTs2BGr1UpQUFC+/ZGRkWiaVuAjNja20ONmZGTwxBNPEBISgq+vL//61784ceJEOb6SUjAHQPgMqPcxeDVxbnRAXCQcvguSfzIwOCGEEKJqcJlkKTMzk4EDBzJmzJgC9w8aNIjTp0/nefTq1YvOnTsTFhZW6HHHjx/PmjVr+PTTT9m8eTPJycn069cPu70SjQ+ytoGGX0DoBNAs+jbbaTjxGJwcD1mFJ4NCCCGEuDqaUkoZHURpREZGMn78eOLj44tsd+7cOWrXrs3ixYt58MEHC2yTkJBAaGgoK1asYNAg/XLXqVOnqFu3Lt9++y29evUqUUyJiYkEBgaSkJBAQEBAqV5PqWXGwJmZkLold5vJT0+kggaBZi7f8wshhBBuoqTf3y7Ts1Ray5cvx2q1ct999xXaZufOnWRlZdGzZ8+cbbVq1eL6669ny5YthT7PUF71oO4iqDkXzNX0bY5k/c65Y0Mhfb+x8QkhhBBuxm2TpSVLljB06FB8fHwKbXPmzBm8vLwIDg7Os71GjRqcOXOm0OdlZGSQmJiY51GhNA0C79IHgAdekgym/wFHB0Dsa+BIq9iYhBBCCDdlaLI0Y8aMQgdlZz927NhR6uNGRUWxd+9eRo4ceUVxKaXQNK3Q/XPmzCEwMDDnUbdu3Ss6z1UzB0HNWVBvOXg1cm60w8XFcOQuSP7FmLiEEEIIN+Jh5MnHjh3L4MGDi2zToEGDUh930aJFtG7dmnbt2hXZLjw8nMzMTOLi4vL0LsXGxtKxY8dCnzd58mSeeuqpnHpiYqJxCROA9SZosAYuLoIL74PKgqyTcOIR8L8TakwCj1Dj4hNCCCFcmKHJUkhICCEhIWV6zOTkZD777DPmzJlTbNt27drh6enJhg0buP/++wE4ffo0f/31F3Pnzi30eRaLBYvFUmYxlwmTF4Q8BgF9nAPAf9O3J30LKZsh7Gn9kp3mtldehRBCiHLhMt+cMTExREdHExMTg91uJzo6mujoaJKTk/O0W7VqFTabjWHDhuU7xsmTJ2nWrBnbtm0DIDAwkJEjR/L000/zww8/sGvXLh544AFuuOEGunfvXiGvq8x5NYS6S6HmHP0yHYAjEc5Mh5gHIeOAoeEJIYQQrsbQnqXSmDZtGsuWLcupt2nTBoCffvqJLl265GxfvHgx9957b75B2wBZWVns37+f1NTUnG1vvPEGHh4e3H///aSlpdGtWzciIyMxm134FnxNg8C7wbczxM6FxLX69rTf4ci9UH0kVP83mLyNjFIIIYRwCS43z1JlVKHzLF2JlN/0nqWsY7nbPOtB+HTwLXxslhBCCOHOqvw8S+ISvjdDwy+h+hjAU9+WFQPHR8Kp/4DtgqHhCSGEEJWZJEtVhckCoeOg4RrwueQuwcR1cLgvxH8B0skohBBC5CPJUlVjaazPyxQ+C0yB+jZHApyZAjHDIeOwsfEJIYQQlYwkS1WRZoKg+/QZwAPuyt2etgOO3A3n5oMjw7DwhBBCiMpEkqWqzKM61JqrrzXnmT2pZhZcWABH79YHhgshhBBVnMtMHSDKkW8naPgVXHgPLiwBbJB5FI4/BIH3QOhE8Mg/FYPLUllgjwdbHNgvfyQAjsueUPjSN/n3X972srpm1h+YQPNw/uusY3ZOGlrIv5qnPlu7R1gRr80BZIHKBDL115pd1ixgCgGt8PUShRBC5CdTB5SBSj91QGlk/ANnZkDartxt5iAIexYC+utzOFUmyqFPummPKyD5iXduv5i37ki6mhPmFrUCypf/W9bbNA/wqqPHoTLQE6MsIMP5b1Yx8XuA97/AbyJ4NCimrRBCuLeSfn9LslQG3CpZAj0Bif8czs3Lm1hYb9HnZvJqUE7nVeBI0acysMeC/bzzccGZ5FwEW7w+IN2RoCdJjmTQLukJKvdk5apfZSXhAT5DwG8CmGsaHYwQQhhCkqUK5HbJUjZbLJydA0nrc7dpXlD9Uag2Sl+P7lIqFeznwBELjrNgPw2242A/BfYzoBL03pA8PSJZgB390pcz6XGbhKQcZP9v1SxgCgC89J+J5gV4Ov+9fJsF8ACVBplbQMVdckBvsD4EfmPBVL1iX4sQQhhMkqUK5LbJEoCyQ9LXcH6ungCZHHovi0cAWGqCigeVCCoZtOIuAbkCMzkJhuZJTuJR0LZiExRPvX1OuaB2l2/zuuwcnoDzvOkH9PX9lPNOxfBZ+l2NpeFIgtQPIeV9/WeWTfMD66Pg+yiY/K/i/RNCCNchyVIFcslkyZGS2wPkOKdf9nI4Hznlc+A4j97zU0Yu/bQp7ZJ/zc7EwMOZJFjQkwQfMPmAZgWTFTR/MPnp27gsmbg0QcnZdkkykt0+37ZLE5RKviZgwlo4PVkva15Q7yPwuaH0x3FcgOR3IXUpkJ67XQsGvyf03iYZCC6EcHOSLFWgSpsspX2mXwrLlwCd1S+ZlRUFOEx60uMwgfLWeyq0QP3SjikUTDX1sTEeIfqddeZLHia/yjdwvDI7MwviP9bLHjWhwf+BR7UrO5b9NCS/CWkfA7bc7aZw8Buvj2vSvAp5shBCuDZJlipQpU2WYtuC4/QVPtnDmeSEgrmGsxzmfIRA5imw28CjHniEOxOfamAOcN4SL8qNyoSYh3LvWLTeAnUXXt37bjsKya9B+mrydP+Z64Pf0+B9b+XvdRNCiFKSZKkCVdpk6XwvsP2Rd5sW6EyAwsB0SRJkDstNhsyhoFVzzvEjKqWsWDg6QL9bEKDaCAibWAbH/RuSX4GM9Xm3e1wLfs+CpY/0Agoh3IYkSxWo0iZLGT/ovRB5kiBvo6MSZSV1p97DlH35rNYbENC7bI6duQuSX4bMTXm3e7YGv0ngdbskTUIIl1fS72/pOnBnlm7g3Qe82oFHXUmU3I21HdSYlFs//TxkHCibY3u1gWqrIPhz8GyXuz0rGuIGQ9x9kLm9bM4lhBCVnCRLQriyoKH6zOqgD9o/8QTYr2aG8stYboVq6yBoGXg0z92euQUu/gvihkPWnrI7nxBCVEKSLAnhyjQNwmeAxZnIZB2D05Oca8SV4Tm8e0L17yFwAZgb5u7L2AAXukP8GLAdKrtzCiFEJSLJkhCuzuQNtd8GU6BeT/4RLnxQ9ufRTOBzD4T8DAGv6tNBZEtfC+c7Q8JEUOmFHkIIIVyRJEtCuAOvOlB7HjlrxZyfD8mbinzKFdM8wfoAhG4B/xn6nZMA2CHtI0h6sXzOK4QQBpFkSQh34dsJQsc7KwpOTYTMmPI7n+atL48S+hv4/Qdw3kCQ+hHYz5bfeYUQooJJsiSEO6k2Gvy662VHIpwcB4608j2nyQ/8JoDvCOeGDEhZUL7nFEKICiTJkhDuRNOg5hzwcg7CztgPZ6ZBRUynZv03ub1Ly3MnzBRCCBcnyZIQ7sbsB7Xn6wsPAyR+DXEfVcB5Q8H6oLOSDqnvl/85hRCiAkiyJIQ7sjTWe5iyxc6F1AqYRNL3McCil1OXguNC+Z9TCCHKmSRLQrgr/576GCYAbHDyKcgq54HX5nCwDtHLKhVSFpbv+YQQogJIsiSEOwt9Eqwd9LL9PJx8EhyZ5XtO38cBT72cuhgcF8v3fEIIUc4kWRLCnWlmqDUPPGrp9fTdEDun6OdcLXMd8Bmsl1UypLxXvucTQohyJsmSEO7OIxjqvA2acyxR/KcQv7p8z+n3JOCll1MXg/1c+Z5PCCHKkSRLQlQF3i30NeSynZ0J6eW4AK65du6dcSoNUt4pv3MJIUQ5k2RJiKoi8G4Iyh58nQknngBbXPmdz/cJ8s67dLr8ziWEEOVIkiUhqpIak8CntV62nYZTT4Gylc+5zDXA+rCzkg4pb5fPeYQQopxJsiREVaJ5Qa23wByi11O3wrm3yu98fo+B5pwcM3Ul2I6X37mEEKKcSLIkRFXjGQa13wA89PrFRZD4v/I5lykErNlzPWVByrzyOY8QQpQjSZaEqIqsN0LYs7n1M5Mh42D5nMt3DGiBejntc7AdKJ/zCCFEOZFkSYiqKngYBNyllx2pcPIJsCeV/XlMgc5lUAAckPxa2Z9DCCHKkcskS7Nnz6Zjx45YrVaCgoLy7Y+MjETTtAIfsbGxBR7z4sWLPPHEEzRt2hSr1Uq9evUYN24cCQkJ5fxqhKgENA3CZ4KlmV7PPAqnJ4NylP25rKP0S3IA6V9B1p9lfw4hhCgnLpMsZWZmMnDgQMaMGVPg/kGDBnH69Ok8j169etG5c2fCwsIKfM6pU6c4deoUr732Gn/++SeRkZGsX7+ekSNHludLEaLyMPlA7bf13h+A5B/gQjms52aygu+43Hry3LI/hxBClBNNKaWMDqI0IiMjGT9+PPHx8UW2O3fuHLVr12bx4sU8+OCDJT7+559/zgMPPEBKSgoeHh4lek5iYiKBgYEkJCQQEBBQ4nMJUWkk/wInHgUUoEGdD8Hv1rI9h0qHc53AcUqvV/sKvG4q23MIIUQplPT722V6lkpr+fLlWK1W7rvvvlI9L/sNKypRysjIIDExMc9DCJfmdxuEZPf8KDj1DGSW8W3+mjf4PZVbT34ZXOtvNSFEFeW2ydKSJUsYOnQoPj4+JX7OhQsXmDVrFo8++miR7ebMmUNgYGDOo27dulcbrhDGq/4I+HXTy44EODkOHGllew6f+8HcUC9nboHMX8r2+EKIoqUp+MtudBQux9BkacaMGYUOys5+7Nixo9THjYqKYu/evaUae5SYmEjfvn257rrrmD59epFtJ0+eTEJCQs7j+HGZaE+4Ac0ENeeAVwO9nvE3nJletr0/mif4TcytS++SEBXnoVRokAh9k8Eu/+9Ko2SDcsrJ2LFjGTx4cJFtGjRoUOrjLlq0iNatW9OuXbsStU9KSqJ37974+fmxZs0aPD09i2xvsViwWCyljkuISs/sD7Xnw9FBoFIhcR14t4RqD5TdObz7Q8p8sO2DrF2Q8R149y674wshCqYUZKA/dtuhraEpgEsx9J0KCQkhJCSkTI+ZnJzMZ599xpw5c0rUPjExkV69emGxWPjqq6/w9vYu03iEcDmWJlDzJTg1Xq/HvgLezfSJLMuCZgK//0C8c9245Llg6alvF0KUn84e8KVzLcifbZIslYLL/HaKiYkhOjqamJgY7HY70dHRREdHk5ycnKfdqlWrsNlsDBs2LN8xTp48SbNmzdi2bRug9yj17NmTlJQUFi9eTGJiImfOnOHMmTPY7XJNV1RhAb2gWvZlbBucnABZBc9XdkUsvcCzjfPw+yB9bdkdWwhRsM6XJEc/y3dcabhMWjlt2jSWLVuWU2/TRv9F+9NPP9GlS5ec7YsXL+bee+8lODg43zGysrLYv38/qampAOzcuZPffvsNgCZNmuRpe+TIkSu6BCiE2wgdD+l79MV27efh1JNQb5m+GO/V0jTwmwRxg/R68qvgfZc+pkkIUT4amaCOBicUbLVBugJvzeioXILLzbNUGck8S8Jt2S7C0fvAdlqvBw2B8Gllc2ylIO5+yNys1wNeAevwsjm2EKJgj6fCyiy9/KVv3t6mKqjKz7MkhCgDHtWgzvzc3qT4TyB+TdkcW9PAb3JuPfl1fVC5EKL8XJocbbIZF4eLkWRJCFE07xZQY0Zu/ewM/fJcWfBqC5Y+etlxFlKWlM1xhRAFu/3ScUuSLJWUJEtCiOIF3QNBzmk+VCacGAe2uLI5tv+z5PwqSnkHHPFlc1whRH7hJmjm/P/2ux0SZCROSUiyJIQomRqTwbuVXradglNPgyqDO2o8muozewOoBEhZcPXHFEIULrt3yQH8Kr1LJSHJkhCiZDQvqP0WmJ1zo6VGwbm3yubYfk8DznFRKQvBfrZsjiuEyK/LJZfiNkqyVBKSLAkhSs6zBtR+g5xZRy4uhMT/Xf1xzXXAGuGspEPyG1d/TCFEwTp55H77yyDvEpFkSQhROtYbIew/ufUzkyHj0NUf128caL56OW0l2I5e/TGFEPkFatDWrJf/dsAZh7HxuABJloQQpRf8AATcpZcdqXDyCbAnF/2c4phCwHeMs2LTl0ERQpQPmUKgVCRZEkKUnqZB+EywNNPrmUfg9CRQV/kXqvVR0Krp5fQ1kLX76o4nhCiYTCFQKpIsCSGujMkHar8NJuest8k/wMVFV3lMP/Abn1tPnKbP9C2EKFs3myF73fifbfL/rBiSLAkhrpxXXaj1KuBcX+rcm5Dy69Ud0xoB5sZ6OWsbpK+7uuMJIfLz1uAWZ+/SCQVHZNxSUSRZEkJcHb/bIeQJZ0XByach88SVH0/zAv8ZufWkWaDSriZCIURBOptzyzKFQJEkWRJCXL3qj4LfHXrZkQAnx4HjKhIcSzfw6uw83glI+eDqYxRC5NVZxi2VlCRLQoirp5mg5svgWV+vZ+yDMzOufByEpoH/TMD5l2/KfLCfKYtIhRDZWpkh0Fn+xQ4OGbdUGEmWhBBlw+wPdeaDZtXriV9B/MdXfjzPpmAdrpdVKiTNufoYhRC5zBrcmj3BrII/ZdxSYSRZEkKUHcs1UHN2bv3sy5D6+5Ufz+8Z0Jx/+qZ/BlnRVxWeEOIyMt9SiUiyJIQoWwG9odoIZ8UGJ58EW+yVHctUzblunJNMJSBE2ZJxSyUiyZIQouyFTgDrLXrZfh5OTgCVeWXHsj50yVQC2yH9yzIJUQgBXGuCms6pP7bYIFP+GCmIJEtCiLKneUCteeBRU6+n/Q5nr3D5Es0TAmbm1pNm6WOYhBBXT9NyZ/NOBbbbDQ2nspJkSQhRPjyq6TN8a156PX4lJKy9smN53QFeXfSy4xQkv1sWEQohQC7FlYAkS0KI8uNzPdSYlls/MwPS95b+OJoGAS8Azl/qKe+C7VhZRCiEkEHexZJkSQhRvoIGQNAgvawy9Akr7XGlP47HNeD7iLOSAUnTyyxEIaq02iZo4kwHdtghWcYtXU6SJSFE+Qt7Drxb6uWsk3BqIqgrGBvhOwFMNfRyxneQ8UPZxShEVZbdu2RDH+gt8pBkSQhR/kxeUPstMFfX6ym/wvm3r+A4fuB/yWW9xKl6b5UQ4urIuKUiSbIkhKgYnuFQ+3VyljC58CEk/a/0x/G+Bzxv1sv2I7JunBBl4TYzOGcQkEV185NkSQhRcaztIWxibv30ZMg4XLpjaBoEvETOr6+UN8F+oqwiFKJqCjbpa8UB7HHAOVn65FKSLAkhKlbwcAjoq5cdqXDyCbAnl+4YnteB9WG9rNIgcWbR7YUQxetszi3/Ir1Ll5JkSQhRsTQNwl8Ay7V6PfOw3sNU2mVM/CaCyTkGKuNryNhUtnEKUdXIuKVCSbIkhKh4JivUng+mAL2e/D1cXFTKYwSC39TceuJzV76kihACbvEA5xyy/CwzeV9KkiUhhDG86kGtueSMKj33pn6XXGn4DATPG/Wy/RCkLCzLCIWoWqwatHdeijvq0B8CkGRJCGEkv84Q8riz4oCTT0PmyZI/XzNdNtj7dbCfKusohag6ZDbvAkmyJIQwVvUx4NtFLzsS9AHfjvSSP9/zBrAO18sqFZJeKPMQhagyZNxSgSRZEkIYSzNBrVfAs55ez9inryFXmgHffs+CVk0vp38JGb+UeZhCVAltzeDvLG+ylf7GCzclyZIQwnjmAKgzHzSrXk/8EuI/KfnzTUHg/3xuPfF5GewtxJXw0KCjs3fpnIK9Mm4JJFkSQlQWlmuh5ou59bNzIHVXyZ/vMxg82+pl+wFIXVy28QlRVciluHwkWRJCVB4BfaDaCGfFBqeeBFtsyZ6bM9jbeXdd8jywnymPKIVwb10kWbqcyyRLs2fPpmPHjlitVoKCgvLtj4yMRNO0Ah+xscX/slVK0adPHzRNY+3atWX/AoQQJRM6AazOtd9s5+DkhJJfUvNsBT4P6mWVIoO9hbgSzU0Q5vyjY4sNsmTcksskS5mZmQwcOJAxY8YUuH/QoEGcPn06z6NXr1507tyZsLCwYo//5ptvomlase2EEOVM84Bar4NHTb2e9jvEvlry5/tPAi1YL6evgYwtZR+jEO5M0+B2Z+9SEvC7TFDpMsnSzJkzmTBhAjfccEOB+318fAgPD895mM1mfvzxR0aOHFnssXfv3s3rr7/OkiVLyjpsIcSV8KgGtd8CzVOvx30ECV+W7LmmYPB/Lree9ByorLKPUQh3drtciruUyyRLpbV8+XKsViv33Xdfke1SU1MZMmQI77zzDuHh4SU6dkZGBomJiXkeQogy5nMD1JiWWz8zHdL3lvC5Q8CjlV627YdU+UNIiFKRQd55uG2ytGTJEoYOHYqPj0+R7SZMmEDHjh3p379/iY89Z84cAgMDcx5169a92nCFEAUJug+C7tfLKgNOjgN7fPHP08wQMIe8g73Pl1eUQrif+iZo4EwRttshtWqPWzI0WZoxY0ahg7KzHzt27Cj1caOioti7d2+xl+C++uorfvzxR958881SHX/y5MkkJCTkPI4fP17qGIUQJRT2PHi31MtZJ+HURFAlGEPh1UafTgBAJUHynPKLUQh31Nm5TlwmsLVq9y55FN+k/IwdO5bBgwcX2aZBgwalPu6iRYto3bo17dq1K7Ldjz/+yKFDh/LdXTdgwABuu+02Nm7cWODzLBYLFoul1HEJIa6AyUsfv3R0ANgvQspmOD8fQscX/1y/yZD+tZ4spX2iL4vi2arcQxbCLXTxgGXO8X4/2+AOT2PjMZChyVJISAghISFleszk5GQ+++wz5swp/q/ISZMmMWrUqDzbbrjhBt544w3uuuuuMo1LCHEVPMOh1htwfARghwsfgPf14N+96OeZQ8HvKUiaCShInArVvtTv9hFCFO22S1KEjVW7Z8llxizFxMQQHR1NTEwMdrud6OhooqOjSU5OztNu1apV2Gw2hg0blu8YJ0+epFmzZmzbtg2A8PBwrr/++jwPgHr16tGwYcPyf1FCiJLzbQ9hz+TWT0+CjCPFP886AsyN9XLWdkhfWy7hCeF2QkxwvTNN+MMBcVV36ROXSZamTZtGmzZtmD59OsnJybRp04Y2bdrkG9O0ePFi7r33XoKDg/MdIysri/3795OamlpRYQshylJwBPjfqZcdKXDyCbCnFP0czQsCZubWk2aBQ34HCFEi2XfFKWBT1Z1vSVNKlhS+WomJiQQGBpKQkEBAQIDR4Qjh3hypcGwwZBzQ6/49odabxV9ai3sQMr7Xy77jwf/Z8oxSCPfwvyy43/nHxUgvmFf0HeaupqTf3y7TsySEEACYrFB7Ppj89XrS/+BiCRbN9Z8JOAeoprwHtmPlFqIQbqOjR+7o5io835IkS0II1+NVH2rNza2fewNSilnWxKMR+D7irGRA0ozyik4I9+GnwU3OKQQOOuBk1Ry3JMmSEMI1+XWBkLHOigNOPa3Pw1QU3/Fgcq4VmbEeMn4sxwCFcBOy9IkkS0IIF1Z9DPh20cv2eDgxDhzphbc3+YH/lNx64hR9ZnAhROE6yxQCkiwJIVyXZoJar4BnPb2esRfOvgBF3bfifR94ttfL9iP6+CUhROFuNIPVWd5kK/r/l5uSZEkI4drMAfqAb815l07CGohfVXh7TXOuG+cch5H8FthkySIhCuWl6QO9Ac4o+KfqjVuSZEkI4fq8r4Was3LrZ1+CtF2Ft/e8DqwPOyvpkDStXMMTwuV1rtrjliRZEkK4h4C+EPyQs5IFJ58E27nC2/tNBFOoXs5YDxk/lHeEQrguSZaEEMJNhD0NVud4JNs5ODkBVFbBbU0B4H9Jj1Li86DSyj9GIVzR9Sao7pz49Rcb2KvWuCVJloQQ7kPzgFqvg0cNvZ62E2JfLby99wDwvEUv249B8vzyj1EIV2TSchfWTQSiq9bSJ5IsCSHci0d1qP0WaM7ZuuNWQMJXBbfVNAh8mZwpilPeAdvBCglTCJfT2ZxbrmKX4iRZEkK4H59WUOOS+ZTOTIf0fQW39WgKvv92VrIgcXKVvDVaiGJV4XFLkiwJIdxT0P0QeJ9eVulwcpw+cWVB/CaAua5eztwM6asrJEQhXEpDE9Rxjlv6zQ7pVeePCkmWhBDuq8YU8L5BL2edgFMTQRUw1kKzgv9LufWkGeCIr4gIhXAdmgZdnL1L6egJUxUhyZIQwn2ZLPr4JXM1vZ6yGc6/U3Bb7+5guVMvO85D0ksFtxOiKrv0UtymqnMpTpIlIYR786yp3yGX/evuwvuQVMicSgGzQPPVy2kfQebOCglRCJdRRRfVlWRJCOH+fG+G0Gdy66efhYwj+duZa+mTVQKgIPFZUFXnC0GIYtUwQXNn6vC7HeKrxrglSZaEEFVDtYfAv7dedqTAySfAnpK/nXUkeLTQy7Y9kLqowkIUwiVk9y45gF+rxh8TkiwJIaoGTYOaL4LlGr2eeQjOPJ9/mgDNAwLmAs67fpJfBfvpCg1ViEqtCk4hIMmSEKLqMPlC7bfB5K/Xk76Di0vyt/NqCz4P6mWVCkmz8rcRoqrq5JGbPVSRQd6SLAkhqhavBlDrldz6udchJSp/O/9JoAXr5fQ1kLm1QsITotIL1KCdczbvvx1wxmFsPBVAkiUhRNXj1xWqP+6sOODUU5B1Mm8bUzD4P5tbT5xS8BxNQlRFVWwKAUmWhBBVU8hj4Hu7XrbHw8knwZGRt43PA+BxvV627YG0FRUaohCV1qVTCGyUZEkIIdyTZoJac8Gznl5P3wNnX8g74FszQ8Ds3HrSK+C4ULFxClEZtTeDt7O8yeb26ylKsiSEqLrMgfqAb81HryeshvjP8rbxag/eA/SyioekuRUaohCVkrcGtzh7l04oOOze45YkWRJCVG3eTaHmJXe7nZ0NadF52/hPvWRm7xWQ9WeFhSdEpdXZnFt28ykEJFkSQoiAvhAc4axk6eOXbOdz95trgN9TzoqCxALmZxKiqulSdeZbkmRJCCEAwp4Gn5v0si0WTk4AlZW73zoKzI31ctZ2SP+i4mMUojJpaYZAZ/kXOzjc9w8ISZaEEAJA84Tar4NHDb2etgNiX7tkvxcEvJBbT5oNjtSKjVGIysSswW3O3qWLCv5033FLkiwJIUQ2jxCo/ZaeOAHELYeEr3P3W+4AS0+97DgDKe9WfIxCVCZVZOkTSZaEEOJSPq2gxpTc+pmpkL4/t+4/DXB+QaQsAPuJCg1PiEpFkiUhhKiiAgdCYPZ0Aelw8gmwJ+h1j8ZgHeFsmA5JLxkSohCVwjUmqOlcdDrKBpnuOW5JkiUhhLicpkGNqeDtnL076zicmgjKOSbDb8Jl68btNCZOIYymabm9S6nAdvdcEkiSJSGEKIjJoo9fMjuTopRf4LxzjJIpCPwm5rZNmiZTCYiqqwpcipNkSQghCuNZC2q9Ts6vygsLIOknvWx9EDyu1ctZv+s9TEJURVVgUV1JloQQoii+t0Do07n10/+BzKOgeYD/jNztSbNByVQCogqqZdLHLgHssEOS+/WyukyyNHv2bDp27IjVaiUoKCjf/sjISDRNK/ARGxtb5LGjoqK444478PX1JSgoiC5dupCWllZOr0QI4XKqPQz+vfWyIxlOPAGOFLB0BUs35/ZTkPK+cTEKYaTs3iUbsMX9epdcJlnKzMxk4MCBjBkzpsD9gwYN4vTp03kevXr1onPnzoSFhRV63KioKHr37k3Pnj3Ztm0b27dvZ+zYsZhMLvPWCCHKm6ZBzRfByzmDd+ZBOD1FH6fkPx1wrpGV8g7YTxkWphCGud29xy1pSrnWqMTIyEjGjx9PfHx8ke3OnTtH7dq1Wbx4MQ8++GCh7W655RZ69OjBrFmzCm1TnMTERAIDA0lISCAgIOCKjyOEqOQyj8DR+/XeJYDQiVB9BCROgdTF+jbv+yBovnExCmGEeAUNE0EBLUzwq7/REZVISb+/3bb7ZPny5VitVu67775C28TGxvLbb78RFhZGx44dqVGjBp07d2bz5s1FHjsjI4PExMQ8DyFEFeDVEGq+kls/Nw9StoLf06AF6dvS/w8ydxkSnhCGCdKgtbOHdY8DzrnX0idumywtWbKEoUOH4uPjU2ibw4cPAzBjxgxGjx7N+vXradu2Ld26dePAgQOFPm/OnDkEBgbmPOrWrVvm8QshKin/O6B69nAAB5x6Cuxp4PdMbhuZSkBURZfeFfeLe12KMzRZmjFjRqGDsrMfO3bsKPVxo6Ki2Lt3LyNHjiyyncOhZ76PPvooDz/8MG3atOGNN96gadOmLFmypNDnTZ48mYSEhJzH8ePHSx2jEMKFhTwOvrfpZXscnHwSvAeBuYm+LWsHpH9pXHxCGKGzObe80b2SJY/im5SfsWPHMnjw4CLbNGjQoNTHXbRoEa1bt6Zdu3ZFtqtZsyYA1113XZ7tzZs3JyYmptDnWSwWLBZLqeMSQrgJzQy15urjl7KOQ/pfEDsHgqdDvHOMZNIs8O4FWuG920K4lZs9wAvIxO0GeRuaLIWEhBASElKmx0xOTuazzz5jzpw5xbZt0KABtWrVYv/+/Xm2//PPP/Tp06dM4xJCuBlzENR+G44N0dePS1gN3i3BqwtkbnROJfAh+D1pcKBCVBCrBu3NsNkOxxQcdUAD9xjt4zKvIiYmhujoaGJiYrDb7URHRxMdHU1ycnKedqtWrcJmszFs2LB8xzh58iTNmjVj27ZtAGiaxsSJE3n77bf5v//7Pw4ePMjUqVP5+++/i72EJ4QQeDeD8Bdy62dng9dgcqcSmA/2oud5E8KtuOls3ob2LJXGtGnTWLZsWU69TZs2APz000906dIlZ/vixYu59957CQ4OzneMrKws9u/fT2pq7iy748ePJz09nQkTJnDx4kVatWrFhg0baNy4cfm9GCGE+wi8C9L/hLgVQBaceQNC7oP0VaBSIHkuBL5mdJRCVIwuHjA7Qy//bIPhXsbGU0Zcbp6lykjmWRKiilNZEPMwpO3U6z6twHsnqGTABNU3gOd1RR5CCLdgU9AoERKBUA3+8dcnda2kqvw8S0IIUWE0T6j9Bng4VwtI2w2qlXOnA5JmylQComrw0KCj86LVOQV73WO+JUmWhBCiLHiEQu03AU+9Hv8XaM4bWDI3QeaPRkUmRMW6dNySm0whIMmSEEKUFZ82UOM5Z0WDlKzcfYkz9Mt1Qrg7NxzkLcmSEEKUpaBBEHivXs4E7Fa9bD8IaSsNC0uICtPcBGHOcUq/2iDL9S9BS7IkhBBlSdOgxjTwbgFokHrJr9mkueBIMCw0ISqEpuX2LiUDv9sNDacsSLIkhBBlzWTRJ6w0B4PdAzKd45hUHCS/ZWxsQlSE2y+5FOcGs3lLsiSEEOXBsxbUmgeYIM0Hsq9EpC4G21EDAxOiAnSWZEkIIURJ+HaA0KdAmSAjez3JTEiabWhYQpS7eiZo6EwxttkhxbXHLUmyJIQQ5anaCPDvBene4HAOes34GjK3GhuXEOUtu3cpC9jq2r1LJU6WTpw4UZ5xCCGEe9I0CJ8NXk30hClb4gsyUaVwb53NuWUXvxRX4mTp+uuvZ8WKFeUZixBCuCezL9SeD7ZqYHf+2rXtgvSvjI1LiPLkRoO8S5wsvfTSSzz++OMMGDCACxculGdMQgjhfiwNoeYr+mDvbInTQGUYF5MQ5am6CW5wphl/OCDOdZc+KXGy9Nhjj7F7927i4uJo0aIFX30lfxEJIUSp+HeDgLGQ5fyLW8VCkkwlINxY9rglBWxy3fmWNKVKf9H8nXfeYcKECTRv3hwPD488+37//fcyC85VlHTVYiGEQNnhxFDw2AQaoDwgdAd41DA6MiHK3oYsGJiql0d6wTyfottXsJJ+f3sUuqcQx44d44svvqBatWr0798/X7IkhBCiCJoZan0ApzqAZzxoNjgfAeHrjY5MiLLXwUPPNGy49KK6pcp0Fi5cyNNPP0337t3566+/CA0NLa+4hBDCfZmDoPqHkHC/s3dpN6T8BL5djY5MiLLlp8FNZoiywyEHnHBAHdebtajEEffu3Ztnn32Wd955h9WrV0uiJIQQV8N6G5g762UNiH9KphIQ7skNZvMucbJkt9v5448/GD58eHnGI4QQVUe1d0E556Ixn4GED42NR4jyUJWSpQ0bNlCnTp3yjEUIIaoWj+rg9WBuPWUuOGQqAeFm2pnB11neZHPJHlTXu3AohBDuJPgFcDi/ScypcPF5Y+MRoqx5adDR2bt0RsE/rjffkiRLQghhJJMn+E/OrWeugqwzxsUjRHm4dDZvF7wrTpIlIYQwmt8IUDX1sskGFx43Nh4hypqLj1uSZEkIIYymaRD8Rm7dEQWpO42LR4iydr0Jqmt6ebMNbK41bkmSJSGEqAy8O4PWSi+bFMSNdcmBsEIUyKTlXopLBHa71tInkiwJIURlUW0BKOdf36ajkPiZoeEIUaZc+FKcJEtCCFFZeDYCzzv1sgYkzQCVaWREQpSdzubcsiRLQgghrljwPFCeetkjHi7MNTQcIcpMAxPUdfacbrVDmutcZpZkSQghKhNzIFgfza2nL4KsC8bFI0RZ0bTcS3EZwDbXGbckyZIQQlQ2ARNBBehljwy48LSx8QhRVlx03JIkS0IIUdloXhAwM7du3wBpe42LR4iyIsmSEEKIMmMdBFp9vWx2wAWZSkC4gTATXOdMPXbZId41PtOSLAkhRGWkaRD0dm7d9DckfW1cPEKUlez5lhzAr67RuyTJkhBCVFaW9mDuoJdNChKek6kEhOtzwUtxkiwJIURlFvwWKOevao/zcPEtY+MR4mp18oDsKZckWRJCCHHVPOqC91C9rAGpC8B20dCQhLgqARq0dWZL+x1w2mFsPCUgyZIQQlR2gTNAWfWyZzqc/4+h4Qhx1S69FLep8vcuuUyyNHv2bDp27IjVaiUoKCjf/sjISDRNK/ARGxtb6HHPnDnDgw8+SHh4OL6+vrRt25b/+7//K8dXIoQQpWTyBf/JuXX7ekjbZ1w8QlwtFxu35DLJUmZmJgMHDmTMmDEF7h80aBCnT5/O8+jVqxedO3cmLCys0OM++OCD7N+/n6+++oo///yTe++9l0GDBrFr167yeilCCFF6viNAq6WXzXaZSkC4tvZm8HGWN9kq/WfZZZKlmTNnMmHCBG644YYC9/v4+BAeHp7zMJvN/Pjjj4wcObLI40ZFRfHEE0/Qvn17GjVqxJQpUwgKCuL3338vj5chhBBXRjNB4CWDu037ZCoB4bosGtzi7F06oeBw5R635DLJUmktX74cq9XKfffdV2S7W2+9lVWrVnHx4kUcDgeffvopGRkZdOnSpdDnZGRkkJiYmOchhBDlzvtWMN+sl2UqAeHqXOhSnNsmS0uWLGHo0KH4+PgU2W7VqlXYbDaqV6+OxWLh0UcfZc2aNTRu3LjQ58yZM4fAwMCcR926dcs6fCGEKFjwfJlKQLiHzubc8kZJlgo1Y8aMQgdlZz927NhR6uNGRUWxd+/eYi/BAUyZMoW4uDi+//57duzYwVNPPcXAgQP5888/C33O5MmTSUhIyHkcP3681DEKIcQV8agL3sP0skwlIFxZSzMEaXr5Fzs4Ku+4JU0p40ZVnT9/nvPnzxfZpkGDBnh7e+fUIyMjGT9+PPHx8YU+Z+TIkfz+++/FDtI+dOgQTZo04a+//qJFixY527t3706TJk14//33S/Q6EhMTCQwMJCEhgYCAgBI9RwghrphKhTMtQUtxbugD4UsMDUmIK/JgCqxz9ipt9IPW5qLbl7GSfn97FLqnAoSEhBASElKmx0xOTuazzz5jzpw5xbZNTU0FwGTK28FmNptxOCr3YDMhRBWmWSFgGiQ9q9ft30HaHvBpUfTzhKhsOnvkJkubbBWeLJWUy4xZiomJITo6mpiYGOx2O9HR0URHR5OcnJynXfYYpGHDhuU7xsmTJ2nWrBnbtm0DoFmzZjRp0oRHH32Ubdu2cejQIebNm8eGDRu4++67K+JlCSHElbE+CFo9vWx2wIXHK/3t10Lk4yKDvF0mWZo2bRpt2rRh+vTpJCcn06ZNG9q0aZNvTNPixYu59957CQ4OzneMrKws9u/fn9Oj5OnpybfffktoaCh33XUXLVu2ZPny5Sxbtow777yzQl6XEEJcEU2DoAWQnR+Z90PiakNDEqLUmpiglnPcUpQNMipnwm/omCV3IWOWhBCGOT8UbD/p5axgqBMNmpehIQlRKv9OhU+z9PLXvnBrxY0QKun3t8v0LAkhhChA8NugnF8unnFw4WVj4xGitFzgUpwkS0II4crMIWB9NLeesQiyir7LWIhKxQUW1ZVkSQghXF3AJFDOcZrmLH2wtxCuopYJrnWmIzvtkFT5RgdJsiSEEK5O84DA13Lrjl8gdadx8QhRWtm9SzZgS+XrXZJkSQgh3IH1TtCu18smBXGPyVQCwnXcXrnHLUmyJIQQ7qLah6Cct2GbYiBxmbHxCFFSt3nkZiSSLAkhhCg3ng3B6169rAHJL4Ijw9CQhCiRIA1aOWfv3uOAc5VrFQ1JloQQwp0EvwrKRy+bU+Dic8bGI0RJdam8d8VJsiSEEO7E5AN+k3Lrmasg66Rx8QhRUpV4viVJloQQwt34jQZVWy+b7HDh0aLbC1EZ3GwGi7MsyZIQQohypWkQ/G7uunFqJ6RuMjQkIYrlo0F757ilYwqOVp5xS5IsCSGEO/K+Gcwd9LIGxD0pUwmIyq+SzuYtyZIQQrirau+Dcv6lbj4D8W8aGo4Qxbo0WdooyZIQQojy5hEGlody66lvgj3BqGiEKF4bMwQ4y5ts4KgcvaGSLAkhhDsLmgGOQL1szoTzsm6cqGR22uDFdJiWBgcc0MnZu3Rewd7KMW5JkiUhhHBnpsvWjbP/CGm/GxePEJf6Kgu6p8BrGfB2JtyeDFYtd38luStOkiUhhHB3vv1Aa6GXTQoujpHB3sJ4CQoeSc29axMgC/giK7deSQZ5S7IkhBBVQbWFoJy/8k0xkLDQ2HiEeC8D0p3ljuaC2/xqgyzjE3tJloQQoirwbAhe9+llDUh+BewphoYkqrAdNnjZuW6hBrzjA9v98rdLBn63V2RkBZJkSQghqorgl0FZ9bJHKlx42th4RNV08QIsfw/eGA+9/wtNTdDIDNeY4TlL/vaVYAoBSZaEEKKqMPmA//Tcum0dZPxjXDyi6lAKUnfCqYlwris8tgA6bIWps+C+fbntnrFAs8tSk0owyFuSJSGEqEp8HwQa6GWTA87LunGiHNlTIO4TOHo3xDwAiV+DumQAt9kB/V8AR6ZeN2nwkFfeY2y3Q4qx45YkWRJCiKpE05wzezvrpr8haa2REQl3lL4fzsyAQ7fD2Rfy9mCag6DaCLBcp9fth+DCgtz9EV5Q95LpA7KArcb2LkmyJIQQVY1XK/Doppc1IOE5UMZf6hAuzpEJCevg2DC9Jyl+FThSc/f7tIaaL0PjjRA2EWrOATz1fRcWQfoeZzsNHr1s7JLBl+IkWRJCiKqo2nxQzi8qjzi4ONvYeITryjwOsa/BoS5w+j95Jz3VrBB0PzRYDfU/gcD+YHImQt7XQkj2ZWA7nH4OlPNy3EDPvOeQZEkIIUSFMweD9bHcevpisF0wLh7hWpQdkn6C44/A4V5wcTHY43L3ezWBGlOgyUYInwnezQvuvaz+CFia6eWMf+D8h3q5hgmuuyRF2e2AROPGLUmyJIQQVVXARFDV9LI5S9aNE8WznYfzH8ChHnDyMUj5hdwBcJ7gfyfUWw4Nv4LgYWD2dz7vEJxrD6mReQd4a55QczbgXA/uwgf6eCeA6y+bqPKyzqaKJMmSEEJUVZoZAufl1h2bIC3asHBEJaUUpG6Dk0/BwTvg/JtgO52736MWhE6AJj9C7XlgvUm/keBSya+A4zQkTobUxXn3eV8H1Uc5Kzbn5bgseNKi9y51NsMWP30sk0E0pWSBoKuVmJhIYGAgCQkJBAQEGB2OEEKUztkeoP7Sy/YGUDvK0HBEJWFPgsSv9Fv/Mw9dtlMD39sgeDD43q4n3oXJ3AUX79TLphAI2Qom37xtHJlwdABkHtTrIeMvGc9Ufkr6/e1R7pEIIYSo3Kp9COc7gabAdBQSVkDgg0ZHJYySvk9PkBK/AZWad585GAIHQNAg8KpT/LGUguQXc+t+T+dPlABMXlDzJTg2GHDAhXfB/w6wXHNVL6WsyGU4IYSo6jwbgtc9elkDki+ZJFBUDY4MSFgLRwfD0Xsh4fO8iZJPO6j5qvO2/6dLligBZP4EmVv0srkh+AwrvK3PDfr8S6Bfhjs9pdJMaSHJkhBCCAh+DZSPXjYnw8XnjY1HVIzMYxD7KhzsDKcnQ/ru3H0mKwQNhgZfQv2PILCf3gNUUsoBSZdMSeE3SR/QXZSQseDVSC+n/wEXl5X8fOVIkiUhhBD6unG+k3LrmZ+A7ZRx8Yjyo2yQ9AMcHwWHe8PFJeBIyN1vaQo1pkPjTRA+XZ8P6UqkrwbbXr3s0Qq8+xX/HJMFar6I3sUJnH8bMo5c2fnLkCRLQgghdP6jQdXSyyY7nP+3sfGIsmWLhfMLnLf9j4WUX3P3aZ4QcBfUWwkN1ugDt80FjC0qKZUOSa/k1v2nglbClMOnDQRHOI+TCWee1+d1MpAM8BZCCKHTNAh6F+Lv0f+wV9sh9Rew3mZ0ZOJKZd/2H/+J3pvEZWOAPOvog7UD7wWPamV33tRl4Dihl726gqVT6Z4fOg6Sf4SsGEjbBXEfQbWIsouvlFymZ2n27Nl07NgRq9VKUFBQgW22b99Ot27dCAoKIjg4mJ49exIdHV3kcTMyMnjiiScICQnB19eXf/3rX5w4caLsX4AQQrgCn1vAdIte1oD4cfoXrnAt9kS4uByO9IPjD0HSd+QmSibw6wp1PoBG3+lzHJVlouRIhOS3nBUN/K9g/JvJx3k5zuncm5AZUxbRXRGXSZYyMzMZOHAgY8aMKXB/UlISvXr1ol69evz2229s3ryZgIAAevXqRVZWVoHPARg/fjxr1qzh008/ZfPmzSQnJ9OvXz/sdmO7/IQQwjDVPwTlnDfHdAYS5hsbjyi59D36XWQHO0PsHMg8nLvPXB2qPwqN/wd1FoDf7SW/NFYaKe+Cci594n0veLa4suNYb4Ig591zKt15d5yjbGIsJZeblDIyMpLx48cTHx+fZ/uOHTu46aabiImJoW7dugD8+eeftGzZkoMHD9K4ceN8x0pISCA0NJQVK1YwaNAgAE6dOkXdunX59ttv6dWrV4likkkphRBu5+IUyHTOtOywQPhfYPIzNiZRMEcaJP4X4j+F9D/z7/e5SR+D5N8dtFLczXYl7GfgXAcgHfCCkM3gUffKj+dIgSN3Q9YJ8G4BdT4s016wkn5/u0zPUnGaNm1KSEgIixcvJjMzk7S0NBYvXkyLFi2oX79+gc/ZuXMnWVlZ9OzZM2dbrVq1uP7669myZUtFhS6EEJVP0ExwBOplUwacH2dsPCK/zCNw9mU42FUfBH1pomTy03tlGn4F9ZdDwJ3lnygBJL+OnigB1uFXlyiBPoFl+Cx9OZX6n5bt5cJScJsB3v7+/mzcuJH+/fsza9YsAK699lq+++47PDwKfplnzpzBy8uL4ODgPNtr1KjBmTNnCj1XRkYGGRkZOfXExMQyeAVCCFGJmMwQ8DIkjdHHLtnXQ8Y+sDQ3OrKqTdn0gc9xn0Dq1vz7Lc31XqSAvgXPlF2ebIcg7WO9rPmB3/iyOa7vLfrDQIb2LM2YMQNN04p87Nixo0THSktLY8SIEXTq1ImtW7fy66+/0qJFC+68807S0tJKFZdSCu3yRQAvMWfOHAIDA3Me2Zf9hBDCrfjdDTTTy5qCuEeMjKZqyzoL596BQ93g5JN5EyXNCwL6Q/1PoMEXEHR/xSdKoC+Wi3O8r+9jYKpe8TGUE0N7lsaOHcvgwYOLbNOgQYMSHevjjz/m6NGjREVFYTKZcrYFBwfz5ZdfFnie8PBwMjMziYuLy9O7FBsbS8eOHQs91+TJk3nqqady6omJiZIwCSHcU/WFcP52MCngICR/Bn73Gx1V1aAcelIU96nem8RlNx551tNn2A66W1+zzUhZ0ZC+Ti+bQsFa/ovgViRDk6WQkBBCQkLK5FipqamYTKY8PULZdYej4NHz7dq1w9PTkw0bNnD//fp//tOnT/PXX38xd+7cQs9lsViwWCxlErcQQlRqXk3Aox84nF+Eic+D9R4wFbNshbhy9nh9nba4TyHr2GU7nbf9Bw8Ba4fyuZvtSiS9lFv2e0pfKsWNVJJ3uXgxMTFER0cTExOD3W4nOjqa6OhokpOTAejRowdxcXE8/vjj7Nu3jz179vDwww/j4eFB165dATh58iTNmjVj27ZtAAQGBjJy5EiefvppfvjhB3bt2sUDDzzADTfcQPfu3Q17rUIIUalUfwvs3nrZlAzxsm5cmVMK0v6A08/BwS4Q+0reRMkcAtXHQOPvoc474Nup8iRKGb9A5i962dyg6MVyXZTLDPCeNm0ay5blLqjXpk0bAH766Se6dOlCs2bNWLduHTNnzqRDhw6YTCbatGnD+vXrqVmzJgBZWVns37+f1NTclZTfeOMNPDw8uP/++0lLS6Nbt25ERkZiNpsr9gUKIURlZfYB34mQrt88Q8ZKsI0Hj1qGhuUWHKmQ+I3ei5SxN/9+6y36pTb/O4pfhNYISkHynNy638TKGedVcrl5liojmWdJCOH2lIJTN4LZubiu1g5qfG1sTK4s4xDEr9IvtzmS8u4z+UPg3XqSZGlkRHQll/4txI/Uyx7XQfUNlafHqwRK+v3tMj1LQgghDKRpEPwOJNyrTyXg2Anpm8D7dqMjcx0qS1+fLf4Tfb22y3m30BOkgDtdY8yPsjvvgHPym+RSiVJpSLIkhBCiZKwdIPEWYKueMMWNg/BdeiIlCpd1GuI/g/j/A/v5vPs0iz4nUtBg8LnBmPiuVPoXYPtHL3veBBb3HesryZIQQoiSq/4exN4EZhtoZyHpPQh4zOioKh/lgJQt+hIkyT8Bl92V7dUAggbpl9vMQRUf39VSaZB0Sa+S/yS3TpolWRJCCFFynuFgGQq25Xo95VXwe8g1LhtVBHscxK/RxyNlxVy20wz+3fReJOstrp1cpCwGh3P8mqU7eBU+N6E7kGRJCCFE6VR7AU6vAXMSaOkQ9wxUX2B0VMZRCtKj9TvaktaDysy73yNMn1U78D7wrGFIiGXKcQFS3nZWTOA3xdBwKoIkS0IIIUrHZAG/qZD6H33sUuZayPoPeDYwOLAK5khx3vb/CWT8nX+/taO+TptfV9Dc6Os2+U1Qzjv4fAaDZ1NDw6kIbvTTE0IIUWECHoDkd8F8TF837uIjUON/RkdVMTIO6L1IiV/qCdOlTIEQeA8ED9LHJbkb21FIdc55qPno8ypVAZIsCSGEKD1Ng2oLIK6fvm6c+hNS/wfWnkZHVj5UJiRt0JOktAIWePdu6bztvw+YvCs+voqSPAfI0svWf4M53NBwKookS0IIIa6MT1tIuA3YpNcTngKfP9xrrp2sk87b/r8A+4W8+zQf/bb/4MH6HEnuLvN3SP9KL5uqg2/VuQtSkiUhhBBXLuQdONsOzFmgXYDENyDwaaOjujrKDimb9V6klJ+Byxa68Gqk9yIF9gdzFVm1QSlIeiG37vcMmPyMi6eCSbJUgex2O1lZWUaHIVyAp6enrE8oXINHKFgeAttCvZ46H/zHuOZUAraLkPCF3pOUdeKynR7g3x2ChoD1Jte+7f9KZHwLWb/pZXNjt1wstyiSLFUApRRnzpwhPj7e6FCECwkKCiI8PBytqv1SFq6n+lQ4tQrMiaBlwMWJEPKu0VGVjFKQ9rs+eWTSd/qSJJfyqAlBAyFogD4FQFWkMiBpVm7d/3m3XCy3KJIsVYDsRCksLAyr1SpffqJISilSU1OJjY0FoGbNmgZHJEQxNE/wmwapz+hTCWStBdtz4FHb6MgKZ0+BxK/0JCnjn/z7fW/Ve5H8bnev2/6vROoSsB/Ty16dwNLb2HgMUMU/AeXPbrfnJErVq1c3OhzhInx8fACIjY0lLCxMLsmJyi9wGKS8Bdpx0Bxw4TGo8aXRUeWXvl9fyDZxHThS8+4zB0HgvfoyJF71DAmv0nGch+Q3nBUN/GdUvUuQSLJU7rLHKFmtLnj9Xhgq+zOTlZUlyZJwDcHzIf5uvXfJsQ3Sd4D3jUZHBY5M/RJb/Kf6JbfL+bTWB2z799Yn3BS5kl69ZALKIeB5vbHxGESSpQoil95EaclnRrgcn5sh4UZgh54wxY2FmluNiyfzuL5GW8Jqfc22S2lWCLxLT5K8mxkTX2WXtRfSPtLLmi/4PWtsPAaSZEkIIUTZqf4enLsZTA7QjkHSKvAfVHHnV3ZI3qRfakvZTP7b/pvo8yIF9Adz1bn1vdSUgqRpgEOv+04AcxUd4A640cxhoqo4evQomqYRHR1tdChCiMt51gGvf+XWE6eDw1H+57Wdh/MfwKGecPIxSPmF3ETJE/zvhHrLoeFXEDxMEqXiZPwXMn/Vy+YG4DvK0HCMJsmSKFBsbCyPPvoo9erVw2KxEB4eTq9evYiKijI6tEopLi6OBx98kMDAQAIDA3nwwQdlqghRdVWbBw7n2B9zAiS8UXT7K6UUpG6Dk0/BwTvg/JtgO5W736MWhE6AJj9C7XlVc36kK6HSIWlmbt1/GmhVeyyXXIYTBRowYABZWVksW7aMRo0acfbsWX744QcuXrxodGglcuLECWrXrl1h436GDh3KiRMnWL9+PQCPPPIIDz74IOvWrauQ8wtRqZis4PMIZMzX62nvQuDYshs8bU/Sb/uP+wQyD122UwPf2/RLbb63gyY3R5RaykKwx+hlr1ur5FQBl5OeJZFPfHw8mzdv5pVXXqFr167Ur1+f9u3bM3nyZPr27ZvTTtM03nvvPfr06YOPjw8NGzbk888/z3OskydPMmjQIIKDg6levTr9+/fn6NGjedosXbqU5s2b4+3tTbNmzViwYEGe/du2baNNmzZ4e3tz4403smvXrmJfw9SpU2nUqBHTp0/n8OHDV/5mlMC+fftYv349ixYtokOHDnTo0IGFCxfy9ddfs3///nI9txCVVuAkcPjrZVMaxE29+mOm74Mz0+FgFzj7Yt5EyRwM1UZBo/9B3Q/Ar6skSlfCHqtPAQGACfxfkN44JFkSBfDz88PPz4+1a9eSkZFRZNupU6cyYMAAdu/ezQMPPMCQIUPYt28fAKmpqXTt2hU/Pz82bdrE5s2b8fPzo3fv3mRmZgKwcOFCnn/+eWbPns2+fft46aWXmDp1KsuWLQMgJSWFfv360bRpU3bu3MmMGTN45plnin0Nb7/9NlOnTuXnn3/mmmuu4fbbb2fx4sUkJSUV+ZoLe/Tp06fQc0VFRREYGMjNN9+cs+2WW24hMDCQLVu2FBurEG7JZALfSbn1jE/AEV/64zgyIGEtHB0MR+/VlyJRl8yP5NMOar4KjTdC2NPgVefq4q7qkueCStHLPg+CZ3Nj46kk5DKcEbokQ2wFDHi8XJgJNhY/qNHDw4PIyEhGjx7N+++/T9u2bencuTODBw+mZcuWedoOHDiQUaP0gX+zZs1iw4YNzJ8/nwULFvDpp59iMplYtGhRzuWwpUuXEhQUxMaNG+nZsyezZs1i3rx53HvvvQA0bNiQvXv38sEHHxAREcHKlSux2+0sWbIEq9VKixYtOHHiBGPGjCnyNfj7+zNixAhGjBjBsWPHWLFiBXPnzmXcuHHcc889RERE0L1795y4ihssnj1JZEHOnDlDWFj+u0TCwsI4c+ZMkccVwq0FjtB7KUyxYLLBhQkQurRkz82MueS2//i8+0xW/W62oMHgfW2Zh11lZf0NaZ/oZc0f/Iv/w7SqkGTJCLEOOKWKb1fmSp6gDRgwgL59+/LLL78QFRXF+vXrmTt3LosWLeKhhx7KadehQ4c8z+vQoUNO4rFz504OHjyIv79/njbp6ekcOnSIc+fOcfz4cUaOHMno0aNz9ttsNgIDAwH9ElerVq3yTOp5+TmLU79+faZMmcKUKVNYtmwZY8eOZeXKlcTFxREUFARAkyZNSnXMyxU0NkopJXMlCRH4MiSO0Oddsn0HWcfAs37BbZUNkn923vb/a/79lqZ6ghRwF5h9yzXsKinpBXKnChgHphBDw6lMJFkyQpiJ0iQuZXvekvP29qZHjx706NGDadOmMWrUKKZPn54nWSpIdoLgcDho164dK1euzNcmNDSU9PR0QL8Ud+klLCBnxmqlrj6pPH/+PJ9++inLly8nOjqaPn36EBERkZOQgX4Zrii33XYb//3vfwvcFx4eztmzZ/NtP3fuHDVq1Li64IVwdb59IKEJaAdBU3DxMajxTd42tliI/z+I/xxsl/XGap76zNpBg8GnjYyfKS8ZGyHzJ71sql3lpwq4nCRLRijBpbDK6LrrrmPt2rV5tm3dupXhw4fnqbdp0waAtm3bsmrVKsLCwggICMh3vMDAQGrXrs3hw4cZNmxYoedcsWIFaWlpOZfCtm4tfkbgjIwM1q1bx/Lly1m/fj0tWrQgIiKCb775htDQ0Hztr+YyXIcOHUhISGDbtm20b98egN9++42EhAQ6duxYbKxCuL1qb0Pcnc5lUH6H9O1guVG/7T/+E0j6AbDlfY5nHX2NtsB7waOaEVFXHcru7FVy8n8ONG/j4qmEJFkS+Vy4cIGBAwcyYsQIWrZsib+/Pzt27GDu3Ln0798/T9vPP/+cG2+8kVtvvZWVK1eybds2Fi9eDMCwYcN49dVX6d+/Py+88AJ16tQhJiaG1atXM3HiROrUqcOMGTMYN24cAQEB9OnTh4yMDHbs2EFcXBxPPfUUQ4cO5fnnn2fkyJFMmTKFo0eP8tprrxX7Gh577DG++eYbhg4dyo4dO/KNtbrc1VyGa968Ob1792b06NF88MEHgD51QPbAdCGqPO82oLUHtukJ04VRkFEHMi+/U9UEfp31XiTfW0GTe5AqRNqnYNNvzMGjFXjfbWg4lZISVy0hIUEBKiEhId++tLQ0tXfvXpWWlmZAZFcmPT1dTZo0SbVt21YFBgYqq9WqmjZtqqZMmaJSU1Nz2gHq3XffVT169FAWi0XVr19fffLJJ3mOdfr0aTV8+HAVEhKiLBaLatSokRo9enSe92rlypWqdevWysvLSwUHB6vbb79drV69Omd/VFSUatWqlfLy8lKtW7dWX3zxhQLUrl27Cn0NBw4cUFlZWWX3phTjwoULatiwYcrf31/5+/urYcOGqbi4uKs6pit+doQoVOZxpU7WUup0uP74p4lS+5rpj386KRX7hlKZJ4yOsuqxJyl1tmXuzyUjyuiIKlRR39+X0pQqg0EhVVxiYiKBgYEkJCTku9yUnp7OkSNHaNiwId7e7tWtqWkaa9as4e677zY6FLfkzp8dUUXFPgIO50StNjPYu0LwEPDvDpqXsbFVVUmvQMqbetlyJwQvNjScilbU9/elpI9TCCFExQiZDzjvsPKwQ42hEHCnJEpGsZ+ClPedFU/wn2JoOJWZJEtCCCEqhskCQa/m1pNmg8oyLp6qLullQL8rGetD4NHQyGgqNRngLa6YXMEVQpSapRd4toesbWA/BGkfgzXC6Kiqnqw/IN25PJUWBH4TDA2nspOeJSGEEBVH0/RV7LMlvwqOROPiqYqUgsQZuXW/CWAKNioalyDJkhBCiIrl1Q68/6WXHRcg5W1j46lqMtZDVpReNjfUL8GJIkmyJIQQouL5TQEsejllIdiOGRpOlaEyIWlWbt1/qgywLwFJloQQQlQ8j7rg+4izctkXuCg/qUvBfkQve3YAS29j43ERLpMszZ49m44dO2K1WnMWP73c9u3b6datG0FBQQQHB9OzZ88il7G4ePEiTzzxBE2bNsVqtVKvXj3GjRtHQkJC+bwIIYQQuXzHgcm5/FDGN5AZZWw87s5+HpJfd1Y0CJgua+2VkMskS5mZmQwcOJAxY8YUuD8pKYlevXpRr149fvvtNzZv3kxAQAC9evUiK6vgW1NPnTrFqVOneO211/jzzz+JjIxk/fr1jBw5sjxfihBCCACTH/g9m1tPnA7KgEXGq4rkV0A5B9P7DAbPVsbG40JcbgbvyMhIxo8fT3x8fJ7tO3bs4KabbiImJoa6desC8Oeff9KyZUsOHjxI48aNS3T8zz//nAceeICUlBQ8PEo2s0JVncHbKEePHqVhw4bs2rWL1q1bGx1OuZHPjqgSlB0u9ALbHr0e8CZYBxkaklvK+gsu9AQUaH4Q8iuYw4yOynBVbgbvpk2bEhISwuLFi8nMzCQtLY3FixfTokUL6tevX+LjZL9hJU2U3FVsbCyPPvoo9erVw2KxEB4eTq9evYiKkm7yyx09epSRI0fSsGFDfHx8aNy4MdOnTyczM9Po0ISo/DQz+M/MrSfPAUeKcfG4I6UgcRrg7BvxmyCJUim5TUbg7+/Pxo0b6d+/P7Nm6QMFr732Wr777rsSJz4XLlxg1qxZPProo0W2y8jIICMjI6eemOh+c4QMGDCArKwsli1bRqNGjTh79iw//PADFy9eNDq0Ejlx4gS1a9dGq4Dr8X///TcOh4MPPviAJk2a8NdffzF69GhSUlJ47bXXyv38Qrg8Syd9ssqM78BxFlLeBf//GB2V+8j45pKpAhqAVYaalFr5r+lbuOnTpyv0VLfQx/bt2/M8Z+nSpSowMDDfsVJTU1X79u3V8OHD1bZt21RUVJQaMGCAatGihUpNTS02loSEBHXzzTer3r17q8zMzCuKu6BVi11x5fi4uDgFqI0bNxbZDlALFixQvXv3Vt7e3qpBgwbqs88+y9PmxIkT6v7771dBQUGqWrVq6l//+pc6cuRInjZLlixRzZo1UxaLRTVt2lS9++67efb/9ttvqnXr1spisah27dqp1atXK0Dt2rWr0Ngeeugh1aBBAzVt2jR16NChUr3+sjB37lzVsGHDqzqGK352hLhiWYeUOl1XqdPhSp1uoJTtuNERuQdHqlKxNznf13Cl0tYbHVGlkpCQUOj396UM7VkaO3YsgwcPLrJNgwYNSnSsjz/+mKNHjxIVFYXJZMrZFhwczJdfflnkeZKSkujduzd+fn6sWbMGT0/PIs81efJknnrqqZx6YmJizjipEpm9GhLTSt6+rAT4wPP3FtvMz88PPz8/1q5dyy233ILFYim07dSpU3n55Zd56623WLFiBUOGDOH666+nefPmpKam0rVrV2677TY2bdqEh4cHL774Ir179+aPP/7Ay8uLhQsXMn36dN555x3atGnDrl27GD16NL6+vkRERJCSkkK/fv244447+Oijjzhy5AhPPvlksa/h7bff5vPPP2f58uW8+OKLdOrUiYiICO6//378/f0LfM1Fue222/jvf/9b7HmzJSQkUK1atRK3F6LK82gE1och9UMgXV83Lug9o6NyfSkfgP24Xva6HSw9jY3HRRmaLIWEhBASElImx0pNTcVkMuW57JJddzgKv7siMTGRXr16YbFY+Oqrr0o0kNZisRSZQBQrMQ3iK+81eQ8PDyIjIxk9ejTvv/8+bdu2pXPnzgwePJiWLVvmaTtw4EBGjRoFwKxZs9iwYQPz589nwYIFfPrpp5hMJhYtWpTzc1m6dClBQUFs3LiRnj17MmvWLObNm8e99+pJXMOGDdm7dy8ffPABERERrFy5ErvdzpIlS7BarbRo0YITJ04UeldkNn9/f0aMGMGIESM4duwYK1asYO7cuYwbN4577rmHiIgIunfvnhNXUVNMAPj4+JT4/Tt06BDz589n3rx5JX6OEALwewrS/g/URUhfC5kR4HWL0VG5LvvpS2ZHN4P/CzJVwBVymTFLMTExXLx4kZiYGOx2e86XW5MmTfDz86NHjx5MnDiRxx9/nCeeeAKHw8HLL7+Mh4cHXbt2BeDkyZN069aN5cuX0759e5KSkujZsyepqal89NFHJCYm5ow/Cg0NxWw2l8+LCSj5F69R5x0wYAB9+/bll19+ISoqivXr1zN37lwWLVrEQw89lNOuQ4cOeZ7XoUOHnJ/Nzp07OXjwYL6enPT0dA4dOsS5c+c4fvw4I0eOZPTo0Tn7bTYbgYGBAOzbt49WrVphtVoLPWdx6tevz5QpU5gyZQrLli1j7NixrFy5kri4uJw5u5o0aVKqYxbm1KlT9O7dO08SKYQoIVMg+E+CROd4pcSpUH29PghclF7SbFDOqxjWCPBsamw8LsxlkqVp06axbNmynHqbNm0A+Omnn+jSpQvNmjVj3bp1zJw5kw4dOmAymWjTpg3r16+nZs2aAGRlZbF//35SU1MB/cv8t99+A/J/WR45cqTElwBLrQSXwioDb29vevToQY8ePZg2bRqjRo1i+vTpeZKlgmT31jgcDtq1a8fKlSvztQkNDSU9PR2AhQsXcvPNN+fZn52oqjKY2eL8+fN8+umnLF++nOjoaPr06UNEREROQgZlcxnu1KlTdO3alQ4dOvDhhx9eddxCVEk+QyF1Odj+0h9pH4P1QaOjcj2ZOyH9C72sBYPfM8bG4+JcJlmKjIwkMjKyyDbZX+yFadCgQZ4v3y5dupTJl3FVcd1117F27do827Zu3crw4cPz1LMT2bZt27Jq1SrCwsIKnL8iMDCQ2rVrc/jwYYYNG1boOVesWEFaWlrOpbCtW7cWG2tGRgbr1q1j+fLlrF+/nhYtWhAREcE333xDaGhovvZXexnu5MmTdO3alXbt2rF06dKccXNCiFLSzBAwCy7eo9eT5oB3PzAFGxuXK1EOSJqaW/ebKO/f1aqI0eburqjR9K54R9P58+dV165d1YoVK9Tu3bvV4cOH1WeffaZq1KihRowYkdMOUCEhIWrx4sVq//79atq0acpkMqk9e/YopZRKSUlR11xzjerSpYvatGmTOnz4sNq4caMaN26cOn5cv9Nl4cKFysfHR7355ptq//796o8//lBLlixR8+bNU0oplZSUpEJCQtSQIUPUnj171DfffKOaNGlS7N1wI0aMUDVq1FATJkxQu3fvLr83Syl18uRJ1aRJE3XHHXeoEydOqNOnT+c8roYrfnaEKDNxY3Lv4EqYZHQ0riX1s9z37lxnpRxZRkdUaZX0bjhJlsqAuyVL6enpatKkSapt27YqMDBQWa1W1bRpUzVlypQ80zAA6t1331U9evRQFotF1a9fX33yySd5jnX69Gk1fPhwFRISoiwWi2rUqJEaPXp0nvdq5cqVqnXr1srLy0sFBwer22+/Xa1evTpnf1RUlGrVqpXy8vJSrVu3Vl988UWxydKBAwdUVlbF/IJYunRpoVNfXA1X/OwIUWZsp5Q608j5pV9Lqcw/jI7INdiTlTrbKjdZSv/Z6IgqtZImSy633EllVFWXO9E0jTVr1nD33XcbHYpbcufPjhAlkvwuJL+olz1vgmpfyt1cxUl6GVLe0suWXhAcaWg4lV2VW+5ECCGEm/EdDWbnup5Z2yH9c2PjqexsMZDyvrPiCf7TDA3HnUiyJIQQonLSvCDgxdx60ixwJBgXT2WXNAVwLsXlO1qf6FOUCZe5G05UPnIFVwhR7ixdwNJXX9/McR6SX4GAl4yOqvJJ/x9kbNDLpnDwnWBsPG5GepaEEEJUbgEzQXNOTJu6DLL+MDaeykalOnuVnPxngKnoueNE6UiyJIQQonIz1wbf7PU4HZA4WZ9LSOiS51+y/ttt4P0vY+NxQ5IsCSGEqPx8R4P5Gr2c9TukfWJsPJWF7TCkLHBWPCFgttwxWA4kWRJCCFH5aV4QMCe3nvQi2GONi6cyUAoSnwcy9brvo+BxjaEhuStJloQQQrgGSyfwdq6tqeIh8TlDwzFcxjeQuVEvm2rJoO5yJMmScDlHjx5F07Ri13MTQrihgJmgVdPLGd9A+tfGxmMURwokXjKPUsBMMFmNi8fNSbIkChQbG8ujjz5KvXr1sFgshIeH06tXL6KioowOrdLZuHEjmqYV+Ni+fbvR4QnhXkwh+ricbInPgSPOuHiMkvI6OE7rZa+u+vQKotzIPEuiQAMGDCArK4tly5bRqFEjzp49yw8//MDFixeNDq1ETpw4Qe3atdEqYKBjx44dOX36dJ5tU6dO5fvvv+fGG28s9/MLUeV494f0tZDxHTjOQeJ0CHrb6KgqTtZ+SPnQWbHIoO4KID1LIp/4+Hg2b97MK6+8QteuXalfvz7t27dn8uTJ9O2b+9eLpmm899579OnTBx8fHxo2bMjnn+ddjuDkyZMMGjSI4OBgqlevTv/+/Tl69GieNkuXLqV58+Z4e3vTrFkzFixYkGf/tm3baNOmDd7e3tx4443s2rWr2NcwdepUGjVqxPTp0zl8+PCVvxkl4OXlRXh4eM6jevXqfPXVV4wYMaJCkjUhqhxNg4CXQXOu5ZX+OWT8YGxMFUUpSJwE2PS671jwaGhoSFWBJEsiHz8/P/z8/Fi7di0ZGRlFtp06dSoDBgxg9+7dPPDAAwwZMoR9+/YBkJqaSteuXfHz82PTpk1s3rwZPz8/evfuTWamfvfGwoULef7555k9ezb79u3jpZdeYurUqSxbtgyAlJQU+vXrR9OmTdm5cyczZszgmWeeKfY1vP3220ydOpWff/6Za665httvv53FixeTlJRU5Gsu7NGnT58Sv39fffUV58+f56GHHirxc4QQpWQOB//pufWE/4Aj0bh4Kkr6F5C1VS+b64Pf48bGU0VoStasuGpFrVpc4MrxR+8D2/mKD9QjBBr8X4mafvHFF4wePZq0tDTatm1L586dGTx4MC1btsxpo2ka//73v3nvvfdytt1yyy20bduWBQsWsGTJEubOncu+fftyelgyMzMJCgpi7dq19OzZk3r16vHKK68wZMiQnGO8+OKLfPvtt2zZsoUPP/yQyZMnc/z4caxWffDi+++/z5gxY9i1axetW7cu9rUcO3aMFStWsGLFCk6cOME999xDREQE3bt3z4nr4MGDRR7Dx8eH2rVrl+i9u/POOwH49ttvS9S+MAV+doQQuZSCuMGQuUmvew9078txjgQ4f5t+6REg+COwdDM2JhdX1Pf3pWTMkhFs58F21ugoijRgwAD69u3LL7/8QlRUFOvXr2fu3LksWrQoT49Jhw4d8jyvQ4cOOXep7dy5k4MHD+Lv75+nTXp6OocOHeLcuXMcP36ckSNHMnr06Jz9NpuNwMBAAPbt20erVq1yEqWCzlmc+vXrM2XKFKZMmcKyZcsYO3YsK1euJC4ujqCgIACaNGlSqmMW5sSJE3z33Xd89tlnZXI8IUQRNA0CX4Pz3UAl6Zfj0rqDj5vOYJ38am6iZOktiVIFkmTJCB4hLnFeb29vevToQY8ePZg2bRqjRo1i+vTpxV5eyu6tcTgctGvXjpUrV+ZrExoaSnp6OqBfirv55pvz7DebzUDZLNZ7/vx5Pv30U5YvX050dDR9+vQhIiIiJyED/TJcUW677Tb++9//FnuupUuXUr16df71Lzf9ZS1EZWOuqy+sm/CEXk98FrxuAnNNY+Mqa1l/QupSZ8UbAl4wNJyqRpIlI5TwUlhlc91117F27do827Zu3crw4cPz1Nu0aQNA27ZtWbVqFWFhYQV2bwYGBlK7dm0OHz7MsGHDCj3nihUrSEtLw8fHJ+ccxcnIyGDdunUsX76c9evX06JFCyIiIvjmm28IDQ3N1764OZuyz10UpRRLly5l+PDheHp6FtteCFFGvAdAxgZI/0qfrDJhPAR/ApqbDMtVzvXwcK6H5zdBTxJFxVHiqiUkJChAJSQk5NuXlpam9u7dq9LS0gyI7MqcP39ede3aVa1YsULt3r1bHT58WH322WeqRo0aasSIETntABUSEqIWL16s9u/fr6ZNm6ZMJpPas2ePUkqplJQUdc0116guXbqoTZs2qcOHD6uNGzeqcePGqePHjyullFq4cKHy8fFRb775ptq/f7/6448/1JIlS9S8efOUUkolJSWpkJAQNWTIELVnzx71zTffqCZNmihA7dq1q9DXMGLECFWjRg01YcIEtXv37vJ7sy7x/fffK0Dt3bu3TI7nip8dIQxjv6jU2TZKnQ7XH8nvGR1R2UlZmfu6Yjsp5cgwOiK3UdT396UkWSoD7pYspaenq0mTJqm2bduqwMBAZbVaVdOmTdWUKVNUampqTjtAvfvuu6pHjx7KYrGo+vXrq08++STPsU6fPq2GDx+uQkJClMViUY0aNVKjR4/O816tXLlStW7dWnl5eang4GB1++23q9WrV+fsj4qKUq1atVJeXl6qdevW6osvvig2WTpw4IDKysoquzelBIYMGaI6duxYZsdzxc+OEIZK35SbVJyuo1TGdqMjunr2C0qdaZ77utI3GR2RWylpsiR3w5WBUt8N5yY0TWPNmjXcfffdRofiltz5syNEuUl6EVLe1cumWhDynT7rt6tKmAhpH+ll7/4Q9L6x8biZkt4N5yYXdIUQQgjAbxJ43qKXHacg/nFQNmNjulJZ0ZDmvEFG8807r5SoUJIsCSGEcB+ah977YnLeyJG5CeJHgUo3Nq7SUg593TucF3/8nnG/O/xciNwNJ66YXMEVQlRK5hoQ+D7EDQEy9TXk4h6AoEgwFT1NSKWR9ilkOZd28rgWrCONjaeKk54lIYQQ7sfSEYJXgOac0DbzV7h4HzguGBtXSdiOQdKs3Lr/S6DJdCRGkmRJCCGEe7LcDsGfgxak12274cI9YD9taFhFcqRA/EP6fFEA3veApZOREQkkWRJCCOHOvNpCtTVgqqHX7Qfg4t16701loxyQ8CTY/tbr5sYQ8LKxMQlAkiUhhBDuzrMZVPsKzPX1uj0GLvaHrP3GxnW5lDch4xu9rPlDcCSYCr+dXVQcSZaEEEK4P496UG2tPlgawHEWLt4Dmb8ZGlaO9PX6QrkAaBD0HniUzQLf4upJsiSEEKJqMIdDtdXg0Uqvqzi4OACS5+uXwIyStR8SxubW/SaDpZtx8Yh8JFkSLufo0aNomlbs4rdCCJGPqTpU+xy8bnVusEPyS/rUAo7zFR+PIw7iHwaVote9+4Pv2KKfIyqcJEuiQLGxsTz66KPUq1cPi8VCeHg4vXr1IioqyujQKqXZs2fTsWNHrFYrQUFBBbaJiYnhrrvuwtfXl5CQEMaNG0dmZmbFBiqEAJM/BH8CvuMBTd+W+ROc7w7J88B2qGLicMTBxUFgP6LXPa6HwNdB0yrm/KLEZFJKUaABAwaQlZXFsmXLaNSoEWfPnuWHH37g4sWLRodWIidOnKB27dpoFfRLJzMzk4EDB9KhQwcWL16cb7/dbqdv376EhoayefNmLly4QEREBEop5s+fXyExCiEuoXmA/7Pg1QESHtd7lRxnIfk1/eFxA/jcA9736pNcljXHRT1Rsv2l102hELwkd14oUblUwKK+bq+oVYtdceX4uLg4BaiNGzcW2Q5QCxYsUL1791be3t6qQYMG6rPPPsvT5sSJE+r+++9XQUFBqlq1aupf//qXOnLkSJ42S5YsUc2aNVMWi0U1bdpUvfvuu3n2//bbb6p169bKYrGodu3aqdWrVytA7dq1q9DYHnroIdWgQQM1bdo0dejQoVK9/quxdOlSFRgYmG/7t99+q0wmkzp58mTOtk8++URZLJZCV7t2xc+OEC7Jdkapi8OVOl1TqdPhlz1qK3XxQaXSvlHKkVE257NfUOpc99xznG2pVNb+sjm2KJWivr8v5TKX4UpymWP79u1069aNoKAggoOD6dmzZ4nHtSil6NOnD5qmsXbt2jKL2xX5+fnh5+fH2rVrycjIKLLt1KlTGTBgALt37+aBBx5gyJAh7Nu3D4DU1FS6du2Kn58fmzZtYvPmzfj5+dG7d++cy08LFy7k+eefZ/bs2ezbt4+XXnqJqVOnsmzZMgBSUlLo168fTZs2ZefOncyYMYNnnnmm2Nfw9ttvM3XqVH7++WeuueYabr/9dhYvXkxSUlKRr7mwR58+fUrzFuYTFRXF9ddfT61atXK29erVi4yMDHbu3HlVxxZCXCVzDQheBqE79MVqPVpestMOGRsgfiScawuJMyDr7ys/V74epRpQ7Yvcu/REpeQyl+GKu8yRlJREr1696N+/PwsWLMBmszF9+nR69erFiRMn8PQseqr4N998s8Iu2XC+FzjOVcy5LmUKhZDvim3m4eFBZGQko0eP5v3336dt27Z07tyZwYMH07JlyzxtBw4cyKhRowCYNWsWGzZsYP78+SxYsIBPP/0Uk8nEokWLct7bpUuXEhQUxMaNG+nZsyezZs1i3rx53HvvvQA0bNiQvXv38sEHHxAREcHKlSux2+0sWbIEq9VKixYtOHHiBGPGjCnyNfj7+zNixAhGjBjBsWPHWLFiBXPnzmXcuHHcc889RERE0L1795y4ikuqfXx8in3finLmzBlq1MjblR8cHIyXlxdnzpy5qmMLIcqIuRb4/lt/2A5B2v9B2mfgOKXvd1yA1A/0h8d1+iU6n7vBXLtkx88eo5QnUfo/mSLABbhMsjRz5kwAIiMjC9y/f/9+4uLieOGFF6hbty4A06dPp2XLlsTExNC4ceNCj717925ef/11tm/fTs2aFbCqs+McOCrxdPvoY5b69u3LL7/8QlRUFOvXr2fu3LksWrSIhx56KKddhw4d8jyvQ4cOOYnHzp07OXjwIP7+/nnapKenc+jQIc6dO8fx48cZOXIko0ePztlvs9kIDAwEYN++fbRq1Qqr1ZrnHKVRv359pkyZwpQpU1i2bBljx45l5cqVxMXF5fRSNmlS/r+sCkrGlVIVl6QLIUrOo7E+psnvGcjcpC9sm74ecN6UYdsLyXsheTZ43gI+94N3v8IX6nXEwcX7JVFyUS6TLBWnadOmhISEsHjxYp577jnsdjuLFy+mRYsW1K9fv9DnpaamMmTIEN555x3Cw8NLdK6MjIw8l6cSExNLF6wptHTty0opz+vt7U2PHj3o0aMH06ZNY9SoUUyfPj1PslSQ7C9/h8NBu3btWLlyZb42oaGhpKenA/qluJtvvjnPfrPZDOjJxNU6f/48n376KcuXLyc6Opo+ffoQERGRk5CBfhmuKLfddhv//e9/rziG8PBwfvst7+R3cXFxZGVl5etxEkJUIpoZLF31h+MipK2B9NWQ9buzgYKsKP2R9BxY+oDXLeDZFjya6gPJ8/UohUmi5GLcJlny9/dn48aN9O/fn1mz9NWar732Wr777js8PAp/mRMmTKBjx47079+/xOeaM2dOTk/XFSnBpbDK6Lrrrss3nmvr1q0MHz48T71NmzYAtG3bllWrVhEWFkZAQP4p+wMDA6lduzaHDx9m2LBhhZ5zxYoVpKWl5VwK27p1a7GxZmRksG7dOpYvX8769etp0aIFERERfPPNN4SG5k8ay/syXIcOHZg9ezanT5/O6b383//+h8VioV27dld1bCFEBTFVA9+R+sN2BNLXQNpqsDunGlBpeiKVvlqvaz76BJjqItj+cR5DEiWXVBGjzQszffp0BRT52L59e57nFHa3UWpqqmrfvr0aPny42rZtm4qKilIDBgxQLVq0UKmpqQWe/8svv1RNmjRRSUlJOdsAtWbNmiLjTk9PVwkJCTmP48ePu9XdcOfPn1ddu3ZVK1asULt371aHDx9Wn332mapRo4YaMWJETjtAhYSEqMWLF6v9+/eradOmKZPJpPbs2aOUUiolJUVdc801qkuXLmrTpk3q8OHDauPGjWrcuHHq+PHjSimlFi5cqHx8fNSbb76p9u/fr/744w+1ZMkSNW/ePKWUUklJSSokJEQNGTJE7dmzR33zzTeqSZMmxd4NN2LECFWjRg01YcIEtXv37vJ7s5yOHTumdu3apWbOnKn8/PzUrl271K5du3I+WzabTV1//fWqW7du6vfff1fff/+9qlOnjho7dmyhx3TFz44QVY7DoVTGTqXi/6PUmWsLuJvuksfZG+Sut0qmpHfDGZosnTt3Tu3bt6/Ix+VfFIUlS4sWLVJhYWHKbrfnbMvIyFBWq1V98sknBZ7/ySefVJqmKbPZnPMAlMlkUp07dy7x63C3qQPS09PVpEmTVNu2bVVgYKCyWq2qadOmasqUKXkST0C9++67qkePHspisaj69evne69Pnz6thg8frkJCQpTFYlGNGjVSo0ePzvNerVy5UrVu3Vp5eXmp4OBgdfvtt6vVq1fn7I+KilKtWrVSXl5eqnXr1uqLL74oNlk6cOCAysrKKrs3pRgREREFJvs//fRTTptjx46pvn37Kh8fH1WtWjU1duxYlZ6eXugxXfGzI0SV5khTKuM3pZLfUyruEaXO3nhZovS30RGKy5Q0WdKUKoNBIRUoMjKS8ePHEx8fn2f7/Pnzeemllzh16lTOmBmbzUZQUBAffvghQ4cOzXesM2fOcP583untb7jhBt566y3uuusuGjZsWKKYEhMTCQwMJCEhId/lpvT0dI4cOULDhg3x9vYuxSut/DRNY82aNdx9991Gh+KW3PmzI0SVYT8Htv3geZ1+GU9UKkV9f1/KZeZZiomJITo6mpiYGOx2O9HR0URHR5OcnAxAjx49iIuL4/HHH2ffvn3s2bOHhx9+GA8PD7p27QrAyZMnadasGdu2bQP0QbfXX399ngdAvXr1SpwoCSGEEIUyh4LlVkmUXJzLDPCeNm1azkSFQM4g4p9++okuXbrQrFkz1q1bx8yZM+nQoQMmk4k2bdqwfv36nAG1WVlZ7N+/n9TUVENegxBCCCFcj8tdhquMquplOFG+5LMjhBDly+0uwwkhhBBCGEGSJSGEEEKIIkiyVEHkaqcoLfnMCCFE5SDJUjnLXsBXBpWL0sr+zBS3CLQQQojy5TJ3w7kqs9lMUFAQsbGxAFitVlk4VRRJKUVqaiqxsbEEBQXlrJMnhBDCGJIsVYDsBXqzEyYhSiIoKKjEizsLIYQoP5IsVQBN06hZsyZhYWFkZWUZHY5wAZ6entKjJIQQlYQkSxXIbDbLF6AQQgjhYmSAtxBCCCFEESRZEkIIIYQogiRLQgghhBBFkDFLZSB78sDExESDIxFCCCFESWV/bxc3CbAkS2UgKSkJgLp16xociRBCCCFKKykpicDAwEL3a0rWVLhqDoeDU6dO4e/v7xITTiYmJlK3bl2OHz9e5CrLouzIe17x5D2vePKeVzx5z6+OUoqkpCRq1aqFyVT4yCTpWSoDJpOJOnXqGB1GqQUEBMh/rgom73nFk/e84sl7XvHkPb9yRfUoZZMB3kIIIYQQRZBkSQghhBCiCJIsVUEWi4Xp06djsViMDqXKkPe84sl7XvHkPa948p5XDBngLYQQQghRBOlZEkIIIYQogiRLQgghhBBFkGRJCCGEEKIIkiwJIYQQQhRBkqUqYsaMGWialucRHh5udFhu7+TJkzzwwANUr14dq9VK69at2blzp9Fhua0GDRrk+5xrmsbjjz9udGhuzWazMWXKFBo2bIiPjw+NGjXihRdewOFwGB2aW0tKSmL8+PHUr18fHx8fOnbsyPbt240Oyy3JDN5VSIsWLfj+++9z6maz2cBo3F9cXBydOnWia9eu/Pe//yUsLIxDhw4RFBRkdGhua/v27djt9pz6X3/9RY8ePRg4cKCBUbm/V155hffff59ly5bRokULduzYwcMPP0xgYCBPPvmk0eG5rVGjRvHXX3+xYsUKatWqxUcffUT37t3Zu3cvtWvXNjo8tyJTB1QRM2bMYO3atURHRxsdSpUxadIkfv31V3755RejQ6myxo8fz9dff82BAwdcYt1GV9WvXz9q1KjB4sWLc7YNGDAAq9XKihUrDIzMfaWlpeHv78+XX35J3759c7a3bt2afv368eKLLxoYnfuRy3BVyIEDB6hVqxYNGzZk8ODBHD582OiQ3NpXX33FjTfeyMCBAwkLC6NNmzYsXLjQ6LCqjMzMTD766CNGjBghiVI5u/XWW/nhhx/4559/ANi9ezebN2/mzjvvNDgy92Wz2bDb7Xh7e+fZ7uPjw+bNmw2Kyn1JslRF3HzzzSxfvpzvvvuOhQsXcubMGTp27MiFCxeMDs1tHT58mPfee49rrrmG7777jn//+9+MGzeO5cuXGx1albB27Vri4+N56KGHjA7F7T377LMMGTKEZs2a4enpSZs2bRg/fjxDhgwxOjS35e/vT4cOHZg1axanTp3Cbrfz0Ucf8dtvv3H69Gmjw3M7chmuikpJSaFx48b85z//4amnnjI6HLfk5eXFjTfeyJYtW3K2jRs3ju3btxMVFWVgZFVDr1698PLyYt26dUaH4vY+/fRTJk6cyKuvvkqLFi2Ijo5m/PjxvP7660RERBgdnts6dOgQI0aMYNOmTZjNZtq2bcu1117L77//zt69e40Oz63IAO8qytfXlxtuuIEDBw4YHYrbqlmzJtddd12ebc2bN+eLL74wKKKq49ixY3z//fesXr3a6FCqhIkTJzJp0iQGDx4MwA033MCxY8eYM2eOJEvlqHHjxvz888+kpKSQmJhIzZo1GTRoEA0bNjQ6NLcjl+GqqIyMDPbt20fNmjWNDsVtderUif379+fZ9s8//1C/fn2DIqo6li5dSlhYWJ6Br6L8pKamYjLl/Toxm80ydUAF8fX1pWbNmsTFxfHdd9/Rv39/o0NyO9KzVEU888wz3HXXXdSrV4/Y2FhefPFFEhMT5a++cjRhwgQ6duzISy+9xP3338+2bdv48MMP+fDDD40Oza05HA6WLl1KREQEHh7yK64i3HXXXcyePZt69erRokULdu3axeuvv86IESOMDs2tfffddyilaNq0KQcPHmTixIk0bdqUhx9+2OjQ3I8SVcKgQYNUzZo1laenp6pVq5a699571Z49e4wOy+2tW7dOXX/99cpisahmzZqpDz/80OiQ3N53332nALV//36jQ6kyEhMT1ZNPPqnq1aunvL29VaNGjdTzzz+vMjIyjA7Nra1atUo1atRIeXl5qfDwcPX444+r+Ph4o8NySzLAWwghhBCiCDJmSQghhBCiCJIsCSGEEEIUQZIlIYQQQogiSLIkhBBCCFEESZaEEEIIIYogyZIQQgghRBEkWRJCCCGEKIIkS0IIIYQQRZBkSQghLmO32+nYsSMDBgzIsz0hIYG6desyZcoUgyITQhhBZvAWQogCHDhwgNatW/Phhx8ybNgwAIYPH87u3bvZvn07Xl5eBkcohKgokiwJIUQh3n77bWbMmMFff/3F9u3bGThwINu2baN169b/36794xgURnEYPkJlEXqFHYgCiWUoVUqJLZBYgERsQ6OgUkg0Gh2FPWj8mXomM6e8t5jnaW/zK99855Y9DSiQWAL4w+fziW63G9VqNc7nc4zHYyc4+IfEEkDicrlEs9mMVqsVp9MparVa2ZOAgvnBGyCxXq+jXq/H9XqN+/1e9hygBF6WAP5wOByi0+nEZrOJ+Xwer9crttttVCqVsqcBBfKyBPCLx+MRw+EwRqNR9Pv9WK1WcTweY7lclj0NKJhYAvjFdDqN9/sds9ksIiIajUYsFouYTCZxu93KHQcUyhkO4If9fh+9Xi92u1202+1v3waDQTyfT+c4+EfEEgBAwhkOACAhlgAAEmIJACAhlgAAEmIJACAhlgAAEmIJACAhlgAAEmIJACAhlgAAEmIJACAhlgAAEl8NYvZG1YItqQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUEOTEC\n",
+      "246      9.205023\n",
+      "134      9.205023\n",
+      "22       9.205023\n",
+      "358      9.205023\n",
+      "470      9.744057\n",
+      "           ...   \n",
+      "18166    9.562865\n",
+      "20966    9.562865\n",
+      "21302    9.562865\n",
+      "18278    9.562865\n",
+      "20854    9.562865\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SYLVANNA\n",
+      "1515     60.544587\n",
+      "1067     60.544587\n",
+      "171      60.544587\n",
+      "283      60.544587\n",
+      "1627     60.544587\n",
+      "           ...    \n",
+      "21227    60.259780\n",
+      "21339    60.271527\n",
+      "21451    60.271527\n",
+      "21563    60.278705\n",
+      "21675    60.286835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV FERREIRA MARTINEZ\n",
+      "4327     49.745077\n",
+      "3767     49.745077\n",
+      "4887     49.745077\n",
+      "10711    49.745077\n",
+      "6119     49.745077\n",
+      "           ...    \n",
+      "16759    50.525938\n",
+      "14519    50.525938\n",
+      "14183    50.525938\n",
+      "20455    50.525938\n",
+      "21575    50.525938\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SIEMPRE VIRIATO\n",
+      "26       43.569783\n",
+      "138      43.569783\n",
+      "250      43.569807\n",
+      "362      43.569823\n",
+      "474      43.569772\n",
+      "           ...    \n",
+      "16938    43.569805\n",
+      "18506    43.569805\n",
+      "18730    43.569805\n",
+      "18282    43.569805\n",
+      "19514    43.569805\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LARCHE\n",
+      "5574     50.456167\n",
+      "1206     50.456167\n",
+      "6918     50.456167\n",
+      "6470     50.456167\n",
+      "10166    50.456167\n",
+      "           ...    \n",
+      "21254    50.723833\n",
+      "21366    50.723833\n",
+      "21478    50.723833\n",
+      "21590    50.723833\n",
+      "21702    50.723833\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MELODIE\n",
+      "5037     51.494302\n",
+      "7837     51.494302\n",
+      "2573     51.494302\n",
+      "3133     51.494302\n",
+      "7725     51.494302\n",
+      "           ...    \n",
+      "20717    51.296397\n",
+      "19933    51.296397\n",
+      "20381    51.296397\n",
+      "21613    51.346780\n",
+      "21725    51.346780\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LOIRA\n",
+      "2614     42.231115\n",
+      "2390     42.231115\n",
+      "38       42.231115\n",
+      "4406     42.231115\n",
+      "374      42.231115\n",
+      "           ...    \n",
+      "13590    42.231127\n",
+      "21542    42.231127\n",
+      "21430    42.231127\n",
+      "11686    42.231127\n",
+      "11574    42.231127\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANTONIO MARIA\n",
+      "1547     58.612692\n",
+      "5579     58.612692\n",
+      "763      58.612692\n",
+      "3899     58.612692\n",
+      "427      58.612692\n",
+      "           ...    \n",
+      "18459    60.250822\n",
+      "19355    60.250822\n",
+      "19019    60.250822\n",
+      "21259    60.250822\n",
+      "20587    60.250822\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CUCA\n",
+      "536      60.629035\n",
+      "1320     60.629035\n",
+      "984      60.629035\n",
+      "88       60.629035\n",
+      "312      60.629035\n",
+      "           ...    \n",
+      "20360    60.652320\n",
+      "21368    60.556642\n",
+      "21592    60.556642\n",
+      "21480    60.556642\n",
+      "21704    60.556642\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE ANDRE\n",
+      "16596    42.800027\n",
+      "916      42.800027\n",
+      "9540     42.800027\n",
+      "692      42.800027\n",
+      "2484     42.800027\n",
+      "           ...    \n",
+      "4724     42.800027\n",
+      "3828     42.800027\n",
+      "21076    42.800027\n",
+      "9764     42.800027\n",
+      "2596     42.800027\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANNE ANTOINE 2\n",
+      "4658     43.400325\n",
+      "2754     43.400325\n",
+      "290      43.400325\n",
+      "4322     43.400325\n",
+      "738      43.400325\n",
+      "           ...    \n",
+      "15410    43.400330\n",
+      "13730    43.400330\n",
+      "12386    43.400330\n",
+      "13618    43.400330\n",
+      "19778    43.400330\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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t2tW5r2bNmpx22mn59iyFKztYyPnh8Prrrxd4brdu3ShTpgx//PEHrVq18noDaNSoEfXr1+ett94iMzMzz+vZbcj5Tdcezpo5c6bH/tWrV7NhwwZncFIYN910E2XLlqVfv35s3LiRoUOHFuq85ORkmjZtypw5c/j++++dAVCXLl3Yt28fL7zwApUqVcqzN8yW12ssqX/++Yfjx497fey3334D5P+xu3feecdje+XKlWzdutX5Jaddu3accsop/Prrr3n+fsuWLUu5cuXo2LEja9eu5fTTT/d6nB3EduzYkV9++YX169d7PPe7777rix9DLr169cIYw86dO722q3nz5kDR/g789Tt0OBwYY3K14c033yQrK8vrOQX9DlV00h6gEvjjjz+YNWsWO3bscL5pDh8+nAULFjB16lSeeuqpIl/z3HPP5e2336ZRo0b8/fffPPnkk7Rt25ZffvnFa7d/YT3wwANMnDiRI0eO0Lp1a+d008KYPn06FStW5PLLL3fu27NnD2XLlqVy5coexyYmJvrtW2owtW3blsqVKzNkyBAeffRRYmJieOedd3J9QHmTmprK448/zsMPP8yff/5J9+7dqVy5Mn///Tffffcd5cuXd/aUvfLKK/Tu3ZvWrVtz9913U6dOHbZt28YXX3zhfBO3P4xeeuklBg4cSExMDI0bN6Zx48bccsstTJgwgVKlStGjRw/++usvHnnkEVJSUjx6AgtyyimnMGDAAF577TXq1q1L7969C31up06dmDBhAvHx8bRr1w6Qno20tDQWLlzIxRdfTJky+b/12JWeJ0+eTMWKFYmLiyMtLa1EfwMguTV33nkn/fr1o23btlStWpW9e/cya9YsFixYwIABA3L1nq1Zs4abbrqJvn37sn37dh5++GFq1arFbbfdBkCFChWYMGECAwcO5N9//+WKK66gRo0a7Nu3j/Xr17Nv3z5ee+01QH5n5513Hu3bt+fWW28lNTWVgwcPsnnzZj755BNnUc677rqLt956i4suuognn3ySxMRE3nnnHWeQ5mvt2rXjlltu4YYbbmDNmjWcf/75lC9fnt27d/PVV1/RvHlzbr31Vpo0aUL9+vV58MEHMcZQpUoVPvnkE2d+l7u8/p9WrFixRG2tVKkS559/Ps8++yzVqlUjNTWV5cuXM2XKlDzzDAv6HaooFdwc7PACmA8//NC5/X//938GMOXLl/e4lSlTxjmzZ8uWLQXOxrj99tvzfM5Dhw6ZxMREj9kZgwcP9ng+h8Nh4uLiPPbZM25s+/btMxs3bjQLFy407dq1Mz179jTZ2dmFet2NGzc2Q4cO9dj3zjvvmLJly+Y6tnPnzmbw4MG59k+dOtUkJCQU6vkCJa9ZYM2aNfN6/MqVK02bNm1MuXLlTPXq1c1NN91kfvjhBwOYqVOnOo/zNg3eGJnN0rFjR1OpUiUTGxtr6tata6644gqPadLGyIycHj16mISEBBMbG2vq169v7r77bo9jRowYYWrWrGlKlSrlMSsoKyvLjBs3zjRq1MjExMSYatWqmeuuu85s37690K/TtmzZMgOYp59+Ot/jcvr4448NYLp06eKx/+abbzaAefnll3OdQ45ZYMYYM378eJOWlmZKly7t8TPOq+0DBw7MNbU7p+3bt5uRI0eadu3amaSkJFOmTBlTsWJFc+6555oJEyaYkydPOo+1ZxAtXLjQ9O/f35xyyikmPj7e9OzZ02zatCnXtZcvX24uuugiU6VKFRMTE2Nq1aplLrroIvP+++97HLdlyxYzaNAgU6tWLRMTE2OqV69u2rZtm2tG0q+//mq6dOli4uLiTJUqVcyNN97o/NkWdhbY6tWrvT5+0UUXef1ZvfXWW+bcc8815cuXN/Hx8aZ+/fpmwIABZs2aNbnaVbFiRVO5cmXTt29fs23bNq+/w7z+n9atW9dcdNFFuZ7f2/uh/R767LPPOvft2LHD9OnTx1SuXNlUrFjRdO/e3fz888+mbt26ZuDAgbl+DoX9HaroogFQEeQMgGbPnm1Kly5tfvvtN7Np0yaP2+7du40xxhw/ftxs2LAh35t7jQ1vOnfubIYMGeLc/vvvvz2eq1atWmbmzJke+06cOJHn9bZv324As3LlygJf84oVKwyQazrul19+aQDntF3b6aefbkaNGpXrOqEYAPnLXXfdZapWrRrsZpTYPffcY+Lj483+/fuD3ZSgKCiIUKFPf4cqPzoEVgItW7YkKyuLvXv30r59e6/HxMTE0KRJk2I/R2ZmJhs2bPC4fo0aNahRo4Zzu0yZMtSqVavQCX3GGOe1CzJlyhTOOuusXNNxzzrrLGJiYli0aBFXXnklIMm3P//8M88880yh2hFp9u7dy6pVq5g7dy5t2rQJdnOK7ZtvvuH333/n1VdfZfDgwSUedlJKqVCkAVABDh065DHDYcuWLaxbt44qVarQqFEj+vXrx4ABA3j++edp2bIl+/fvZ8mSJTRv3pyePXsW+fmGDx9O7969qVOnDnv37uXJJ58kIyPDY8ZFUXz33Xd89913nHfeeVSuXJk///yTUaNGUb9+fY8P6SZNmjB27Fguu+wy576MjAzef/99nn/++VzXTUhI4MYbb+Tee++latWqVKlSheHDh9O8eXOPGT7btm3j33//Zdu2bWRlZbFu3ToAGjRoUGBNmXDz2WefMXToUFq3bs1LL70U7OYUW5s2bShXrhy9evXiySefDHZzlFLKP4LdBRXqli5d6jVvxx5nPn78uBk1apRJTU01MTExJikpyVx22WXmxx9/LNbzXXXVVSY5OdnExMSYmjVrmssvv9xjqQRv6tatm2dOwI8//mg6duxoqlSpYmJjY01qaqoZMmSIRwVWY0yuPBZjjHn99ddNfHy8+e+//7xe++jRo2bo0KGmSpUqJj4+3vTq1cts27bN45iBAwd6/fkVlMOglFJK+ZPDGGs8RCmllFIqSmgdIKWUUkpFHQ2AlFJKKRV1NAnai+zsbHbt2kXFihXzXC5AKaWUUqHFGMPBgwepWbOmc53FvGgA5MWuXbtISUkJdjOUUkopVQzbt28vcGFpDYC8sEu1b9++nUqVKgW5NUoppZQqjIyMDFJSUgq15IoGQF7Yw16VKlXSAEgppZQKM4VJX9EkaKWUUkpFHQ2AlFJKKRV1NABSSimlVNTRHCCllFIhLysrixMnTgS7GSoElC1btsAp7oWhAZBSSqmQZYxhz549/Pfff8FuigoRpUqVIi0tjbJly5boOhoAKaWUCll28FOjRg3KlSunxWmjnF2oePfu3dSpU6dE/x80AFJKKRWSsrKynMFP1apVg90cFSKqV6/Orl27OHnyJDExMcW+jiZBK6WUCkl2zk+5cuWC3BIVSuyhr6ysrBJdRwMgpZRSIU2HvZQ7X/1/0ABIKaWUUlEnqAHQihUr6N27NzVr1sThcPDRRx95PG6MYfTo0dSsWZP4+HguuOACfvnll3yvOW3aNBwOR67bsWPH/PhKlFJKqdD3119/4XA4WLduXbCbEnRBDYAOHz5MixYtmDhxotfHn3nmGV544QUmTpzI6tWrSUpKokuXLhw8eDDf61aqVIndu3d73OLi4vzxEpRSSikPe/fuZfDgwdSpU4fY2FiSkpLo1q0bq1atCnbTQtKBAwfo378/CQkJJCQk0L9//4CUPQjqLLAePXrQo0cPr48ZYxg/fjwPP/wwl19+OQDTp08nMTGRd999l8GDB+d5XYfDQVJSkl/arFRYOwl8BKQCrYLaEqUiVp8+fThx4gTTp0+nXr16/P3333z55Zf8+++/wW5aoezYsYNatWoFLPfq2muvZceOHSxYsACAW265hf79+/PJJ5/49XlDNgdoy5Yt7Nmzh65duzr3xcbG0qFDB1auXJnvuYcOHaJu3brUrl2bXr16sXbt2nyPz8zMJCMjw+OmVER6C+gLnA08DJRsEoVSKof//vuPr776inHjxtGxY0fq1q3LOeecw4gRI7joooucxzkcDl577TV69OhBfHw8aWlpvP/++x7X2rlzJ1dddRWVK1ematWqXHLJJfz1118ex0ydOpVTTz2VuLg4mjRpwquvvurx+HfffUfLli2Ji4ujVatWBX4eAjzyyCPUq1ePRx99lD///LP4P4xC2LBhAwsWLODNN9+kTZs2tGnThjfeeINPP/2UjRs3+vW5QzYA2rNnDwCJiYke+xMTE52PedOkSROmTZvGvHnzmDVrFnFxcbRr145Nmzblec7YsWOdXW8JCQmkpKT45kUoFWpOcbv/FNALOBCcpigViSpUqECFChX46KOPyMzMzPfYRx55hD59+rB+/Xquu+46rrnmGjZs2ADAkSNH6NixIxUqVGDFihV89dVXVKhQge7du3P8+HEA3njjDR5++GHGjBnDhg0beOqpp3jkkUeYPn06IGkmvXr1onHjxnz//feMHj2a4cOHF/gaXn75ZR555BGWL19Ow4YNOf/885kyZUqe6Sf2a87rltdID8CqVatISEjg3HPPde5r3bo1CQkJBXZ2lJgJEYD58MMPndtff/21AcyuXbs8jrvppptMt27dCn3drKws06JFC3PHHXfkecyxY8dMenq687Z9+3YDmPT09CK/DqVCWrYx5m5jDG63+saYn4LZKKW8O3r0qPn111/N0aNHXTvPMsbUCsLtrMK3+4MPPjCVK1c2cXFxpm3btmbEiBFm/fr1HscAZsiQIR77zj33XHPrrbcaY4yZMmWKady4scnOznY+npmZaeLj480XX3xhjDEmJSXFvPvuux7XeOKJJ0ybNm2MMca8/vrrpkqVKubw4cPOx1977TUDmLVr1xbqtfz111/miSeeMI0aNTLlypUz/fr1MwsXLvRo16ZNm/K97dixI8/rjxkzxjRs2DDX/oYNG5qnnnrK6zle/19Y0tPTC/35HbKVoO0cnj179pCcnOzcv3fv3ly9QvkpVaoUZ599dr49QLGxscTGxha/sUqFCwfwPFAWGGft+wM4F5gKXBmkdilVWHuAncFuRP769OnDRRddxP/+9z9WrVrFggULeOaZZ3jzzTe5/vrrnce1adPG47w2bdo4Z2d9//33bN68mYoVK3occ+zYMf744w/27dvH9u3bufHGG7n55pudj588eZKEhARAhpdatGjhUUgy53MWpG7duowcOZKRI0cyffp0hg4dyjvvvMOBAwc45ZRTAGjQoEGRrpmTt1wjY4zfc5BCNgBKS0sjKSmJRYsW0bJlSwCOHz/O8uXLGTduXAFnuxhjWLduHc2bN/dXU5UKLw5gLBADPGntOwJcBXyPDI2VDk7TlCpQsOa3FPF54+Li6NKlC126dGHUqFHcdNNNPProox4BkDf2h352djZnnXUW77zzTq5jqlev7izt8sYbb3gMHwGULi1/wMaYojXai/379zN79mzefvtt1q1bR48ePRg4cKAzyAIZAstP+/bt+fzzz70+lpSUxN9//51r/759+4rU2VEcQQ2ADh06xObNm53bW7ZsYd26dVSpUoU6depw11138dRTT9GwYUMaNmzIU089Rbly5bj22mud5wwYMIBatWoxduxYAB577DFat25Nw4YNycjI4OWXX2bdunW88sorAX99SoUsB/AE0hM0ym3/M8BaYBagSy+pULQm2A0onqZNm+aqdffNN98wYMAAj237C/+ZZ57Je++9R40aNahUqVKu6yUkJFCrVi3+/PNP+vXrl+dzzpgxg6NHjxIfH+98joJkZmbyySef8Pbbb7NgwQKaNWvGwIEDmT9/PtWrV891fEE1hezn9qZNmzakp6fz3Xffcc455wDw7bffkp6eTtu2bQtsa4kUOEjmR0uXLjVArtvAgQONMcZkZ2ebRx991CQlJZnY2Fhz/vnnm59+8kxW6NChg/N4Y4y56667TJ06dUzZsmVN9erVTdeuXc3KlSuL1K6ijCEqFfbGGs+cIIwxqcaYtUFsk1Im/1yPULV//37TsWNHM2PGDLN+/Xrz559/mv/7v/8ziYmJZtCgQc7jAFOtWjUzZcoUs3HjRjNq1ChTqlQp88svvxhjjDl8+LBp2LChueCCC8yKFSvMn3/+aZYtW2aGDRtmtm/fbowx5o033jDx8fFm/PjxZuPGjebHH380b731lnn++eeNMcYcPHjQVKtWzVxzzTXml19+MfPnzzcNGjQoMAdo0KBBJjEx0dx99925cpf8oXv37ub00083q1atMqtWrTLNmzc3vXr1yvN4X+UAhUwSdCjRAEhFnedN7iAo3hjzTjAbpaJdOAZAx44dMw8++KA588wzTUJCgilXrpxp3LixGTlypDly5IjzOMC88sorpkuXLiY2NtbUrVvXzJo1y+Nau3fvNgMGDDDVqlUzsbGxpl69eubmm2/2+Gx65513zBlnnGHKli1rKleubM4//3wzd+5c5+OrVq0yLVq0MGXLljVnnHGGmTNnToEB0KZNm8yJEyd890MpwD///GP69etnKlasaCpWrGj69etnDhw4kOfxvgqAHMb4YJAwwmRkZJCQkEB6errXrkelItIEYJiX/fcgCdMhmzGoItWxY8fYsmULaWlpEVfN3+Fw8OGHH3LppZcGuylhJ7//F0X5/A7ZOkBKqQC7A3jNy/4XgG7AvsA2Ryml/EkDIKWUyxBgCpIk7W4JsnTGDwFvkVJK+YV2aiulPA1C3hluALLd9m8D2gGTgf5BaJdSEUSzT4JPe4CUUrkNAGaQux7QMeuxO4ETgW6UUkr5jgZASinvrkXqAXnrJ34Z6Azkrl+mCvI/ZA223cFuSPjQ3hLlzlf/HzQAUkrlrS/wPlI1OqcVSF7Q6oC2KLxlIMOH84HmgH8Xuw57MTHyH+/IkSNBbokKJfZisHbF6+LSHCClVP4uBeYCfYDjOR7bAbQHXkVyh1T+hgFbrftNgZItoRTxSpcuzSmnnMLevXsBKFeunN/Xh1KhLTs7m3379lGuXDnKlClZCKMBkFKqYL2AeUgwdCzHY5nAjcgSBeOR5TVUbh8A0637FYG30TXXCsFeGNsOgpQqVaoUderUKXEwrAGQUqpwugGfAr2Bo14efw34EfmgD9aClaFqFzDYbfsVIDU4TQk3DoeD5ORkatSowYkTmnmvoGzZspQqVfIMHg2AlFKF1wn4HLgIOOzl8a+BM4E5QJsAtiuUZQPXA/9a232B64LWmrBVunTpEud8KOVOk6CVUkXTAfgCGcaxlQNOse7vto6ZHNhmhayJwCLrfk1gErkLTSqlAk4DIKVU0bUDFgIJ1vYRoBrQ0to+gQz53ILkCEWrX4EH3LanAVWC0xSllCcNgJRSxdMaWAxUtrY3Iz0bA92OeQO4ANgZ0JaFhuNAP1xJ43cCXYLXHKWUJw2AlFLF1wpZJ6yqtf0D8BMyG8xepPkb4Czgq0A3LshGAeus+02BscFrilIqNw2AlFIlcwawFKhubf8ATAU+BupY+/4GOiL1gqKhqO8K4BnrfgzwDhAfvOYopXLTAEgpVXLNgWW4pr+vB+4FPgMutPadBG5HagblrCUUSdKR9dLsQO9JJEhUSoUUDYCUUr7RFAmCalrbPwNXIIm/97odNxWpHr09gG0LpDtwVXs+H8/XrpQKGRoAKaV8pzGwHEixtn9DagfdBbyLaxhoDZIXtDzA7fO394EZ1v1KaLVnpUKYBkBKKd9qgAQ2qdb2JqQuUFtgFZBm7d+HBEcvERl5QTvJXe25bpDaopQqkAZASinfS0OCoPrW9p9IEFQJWT3eng6ehfQODcT78hrhwq72fMDavhKZAq+UClkaACml/KMOEgQ1sra3IjkxB5DlNNwLBM5Aiiv+FcD2+dIEpCYSQC1kXTSt9qxUSNMASCnlP7WQxOhTre0dSE/QZuBp4P+A8tZja5G6Ql8Gtokl9guewdx0tNqzUmFAAyCllH8lI0FQc2t7FxIE/YosDPoNrqGyf4CuwPOER15QJjLUZS/3cReS16SUCnkaACml/K8GUjH6DGv7b2SJjB+B05C8oB7WY9nAcOBavK84H0pGITWPAJqh1Z6VCiMaACmlAqMaMrx1lrW9DymSuBZZT+wTYKTb8bORmWN/BrCNRbEceNa6Xxap9hyX9+FKqdCiAZBSKnCqIMnC51rb/yBB0GqkXs4TwFyggvX4j0he0MLANrNA3qo9twhec5RSRacBkFIqsE5BApp21vZ/QGekRhDAZcC3uGaPHUCGx8YROnlBQ4Ft1v0LgHuC1xSlVPFoAKSUCrxKwAIkGRogA0l+tleMbwp8B/S2trOBB5H6OocC10yv3gNmWvcTkFlfWu1ZqbCjAZBSKjgqAPNxzZo6BHRHZoyBBBcfAaPdzvkAaI1Mow+GHcAQt+1XcK14r5QKKxoAKaWCpzyS/NzN2j4M9MRVVLAU8CgwD+k1Aqm7czay0nwg2dWe/7O2r0ZmqimlwlJQA6AVK1bQu3dvatasicPh4KOPPvJ43BjD6NGjqVmzJvHx8VxwwQX88ssvBV53zpw5NG3alNjYWJo2bcqHH37op1eglCqxeKSnp5e1fdS6v8DtmN7IkFgTa/s/65gxSGASCC/jKtJYG3gVrfasVBgLagB0+PBhWrRowcSJE70+/swzz/DCCy8wceJEVq9eTVJSEl26dOHgwYN5XnPVqlVcddVV9O/fn/Xr19O/f3+uvPJKvv32W3+9DKVUScUBc4BLre1M4BKkd8jWGEmOvszaNsi0+SuAvN8SfONnJAfJNg2Zuq+UClsOY0xIzKtwOBx8+OGHXHrppYD0/tSsWZO77rqLBx6QOvOZmZkkJiYybtw4Bg8e7PU6V111FRkZGXz++efOfd27d6dy5crMmjWrUG3JyMggISGB9PR0KlWqVPAJSinfOIFUVn7f2o5Bko4vczsmG1lGYySuWWGnAh8iQZKvZQLnIFPyQWZ8Pe+H51EqWhxF/l7PxNWr6yNF+fwO2RygLVu2sGfPHrp27ercFxsbS4cOHVi5cmWe561atcrjHIBu3brle05mZiYZGRkeN6VUEMQA7+LKrTmBLJfxf27HlAIeAj5FEqUBNiBByjw/tOkRXMFPc2TYTSlVfE8jX3TaAceC14yQDYD27NkDQGJiosf+xMRE52N5nVfUc8aOHUtCQoLzlpKSUoKWK6VKpAzwNlJoECALuAYJjNz1BNYgS2mATKW/BHgM3+UFLQOes+6XRaa/a7VnpUrGzqX7F1kWJ0hCNgCyORyeWYbGmFz7SnrOiBEjSE9Pd962b99e/AYrpUquNPAWcKO1nQ30R2ruuGuAFFDs67ZvNJJLlF7CNvyHZ7Xnp4DTS3hNpRRsDHYDRMgGQElJSQC5em727t2bq4cn53lFPSc2NpZKlSp53JRSQVYamIyr7k42cAPwZo7jKiB5QuNwvaN9ggyJ/VqC5x8K2N+FOgJ3l+BaSinxD7A/2I0QIRsApaWlkZSUxKJFi5z7jh8/zvLly2nbtm2e57Vp08bjHICFCxfme45SKkSVQqabD7O2DXAz8FqO4xzA/cDnuGZn/Y6sOTa3GM87G1ncFFzVnkP23VKpMBIivT8go+1Bc+jQITZvdpV03bJlC+vWraNKlSrUqVOHu+66i6eeeoqGDRvSsGFDnnrqKcqVK8e117qqjw0YMIBatWoxduxYAO68807OP/98xo0bxyWXXMLHH3/M4sWL+eqrr3I9v1IqDDiA8UiCtD376jYkQXpYjmO7InlBlyGJy4eAPsDDSG5QYZas2A7c6rb9GqBpgUr5hgZAYs2aNXTs2NG5fc89sqLgwIEDmTZtGvfffz9Hjx7ltttu48CBA5x77rksXLiQihUrOs/Ztm0bpUq5vpq1bduW2bNnM3LkSB555BHq16/Pe++9x7nnnotSKkw5gGeRIOhpa9+dSBB0b45j6wErkZ4iu/LFGOAHpFcnv/o9Oas9X2PdlFK+8VuwG+ASMnWAQonWAVIqRBkkyflxt31PASPyOPZF4D5cs8LqI1WnT/NyPMALuAKq2kgvkhY8VMp3LgU+dtv+C6jru8tHRB0gpZTKxYEMZT3htu8hPAMi92PvARYBVa19fyCLqb7v5fifcAVSDmQqvgY/SvlWCA2BaQCklAo/I5FZX7ZHkYKF3vqzLwS+B1pa24eBK5GlLbKsfceQwmzHre17kJlfSinfOQFsLvCogNEASCkVnu5HhqxsTyJBjbcgqC7wNVJLyDYOKab4DxJQ/WTt12rPSvnHFuBksBvhEtQkaKWUKpG7kQrNQ63tZ5BenBfIvVJ7PDKdvRXSw5MFLASquR1TFkmUjvVfk5WKWiE0/AXaA6SUCne3A6+7bY8H7sD7chgOZOr8l0B1L4+PRXqAlFK+F0IzwEADIKVUJLgFmIKr1+cVpJZPXmuCdUDygnLaTkh10SsVUbQHSCml/GAQMnPLflebjKwllpXH8d5qo44HugH7fN04pZQGQEop5S/XITk8dsXnacBAcvfqbMOz2vP5uDIilyB5Qj/4rZVKRScdAlNKKT+6Glkc1Q5o3kECoxPWtl3t2V4t/lpgObAUsNdM3ga0A2b4v7lKRYV/CZlFUG0aACmlIk8f4ANk6QyQgOgaZIbYi0iwA7LG1yvW/fOQvKDW1vYxYACuJTeUUsUXYsNfoAGQUipSXYIse2FPaZ8DNAaGW9t2tedT3M6pBSxD1hGzvQx0Bvb6raVKRb4QG/4CDYCUUpGsJzAPiLO2/3J77F7gAi/nxCIJ1K/j6kFaAZwFrPZHI5WKAu49QAlBa4UHDYCUUpGtKzDfy/6HCzjvFiQ3KNna3gG0B6b6rmlKRQ33AKhx0FrhQQMgpVTk87Y8xuXIumD5aYPkBbWztjOR6fa341o3TClVMHsILA6oE8yGuGgApJSKbAeQqfA5LQV6AAcLOD8ZmRp/m9u+V5FFVvf4ooFKRbgTwB/W/Ya4ylQEmQZASqnIdhuw07rfCViFKwfhf0jhw3Qv57kri8wWm2LdB1lc9SzgG182VqkItAXXTMoQGf4CDYCUUpHsXWC2df8UpDBia2QtsMrW/lVIntCBQlxvEBI01bK2dyFFFN/wSWuVikzu+T9NgtaKXDQAUkpFpm14DltNAmpb989ChsDsleC/Q6a6/1OI656D5AWdb22fQBKmByM5QkopTyGYAA0aACmlIlE2kvdjD21dB1yV45gWSBBUw9r+AcnrKcw6YInAYmRledtkZFr9rmK1WKnI5V4DSAMgpZTyoxeQgoYgM04m5nHcadZxSdb2j0BH4O9CPEcM8BJSTNGuM/QN0rv0dVEbrFQE0x4gpZQKgPXAQ9Z9u9pzfoXXTkXq/dh5Pb9QtJ6c/kjAY0/t3WOd/yrep98rFW3sACgZqBTMhnjSAEgpFTmOAf1wzTi5D+hQiPMaIUGQHcT8Zp23vZDPeyawBhlCA1l9/nbgRqtNSkWrf3ENK4dQ7w9oAKSUiiQjkB4ckByfx4twbn0kCEqztjcjQdDWQp5fHfgCWWLDNhVJli5sIKVUpAnRGWCgAZBSKlIsBsZb92OBd3AthFpYqUgQ1MDa3oIEQX8W8vwywHPI9Pt4a99qJC9oeRHbolQkCNH8H9AASCkVCf4FrnfbHgc0K+a1UpDEaPvNeisSBG0qwjWuQeoLpVrb+5AijC+jeUEquoToDDDQAEgpFe4McCuuas+dgTtKeM1aSBDU1NregQRBv+V1ghctkLygLtZ2FnAnMj3/aAnbp1S40CEwpZTyk3eA/7PuV0aqPfvinS0JCYKaW9u7kSDol7xO8KIq8DnwgNu+GcjiqoXNLVIqnNkBUCwhswiqTQMgpVT42orMtrK9jms6uy9UR4oltrS29yJT3NcX4RqlgaeB94By1r61SF7QEp+0UqnQdBKZTAAhtQiqTQMgpVR4ygIGABnWdn+grx+epyqydtjZ1vZ+ZLr7D0W8zpVIocT61vY/yPDYC2hekIpM7oughtjwF2gApJQKV88DK6z7dYEJfnyuysAioI21/S+S1Ly6iNdpbp3Tw9rORqbN9wOOlLyZSoWUEJ4BBhoAKaXC0TpgpHW/MNWefSEBqfNznrX9H5JwvaqI16kMfAI87LZvFtAW+casVKQI4RlgEAYB0MGDB7nrrruoW7cu8fHxtG3bltWr8/7atWzZMhwOR67bb78VZfqGUipkHcWz2vP9uFZm97eKSFLzBdZ2BtAV+F8Rr1MaeBKYA1Sw9q0HWgELS9xKpUJDCM8AgzAIgG666SYWLVrEjBkz+Omnn+jatSudO3dm586d+Z63ceNGdu/e7bw1bNgwQC1WSvnVCOBX6/4ZFK3asy9UAOYjvT8Ah4DuSLJ0UV0OfIssxQEytNYDqWOkeUEq3OkQWPEdPXqUOXPm8Mwzz3D++efToEEDRo8eTVpaGq+99lq+59aoUYOkpCTnrXTpEEs/V0oV3SJkBXaQFdjfAcoGoR3lkGEsO5fnCNATaV9RNQW+A3pZ29nAg8BVSHClVLiyB15CbBFUW0gHQCdPniQrK4u4uDiP/fHx8Xz11Vf5ntuyZUuSk5Pp1KkTS5fm/9UsMzOTjIwMj5tSKsR4q/bc1PuhAREHfAj0traPWfc/L8a1EoCPgUfd9r2PJF1v9nqGUqEthBdBtYV0AFSxYkXatGnDE088wa5du8jKymLmzJl8++237N692+s5ycnJTJ48mTlz5jB37lwaN25Mp06dWLFihdfjAcaOHUtCQoLzlpKS4q+XpJQqDgMMAXZZ212AocFrjlMs8AFwmbWdCVwKzCvGtUoBo5FAyP62/DMy/b44QZVSwRTiw18ADmNMSI80//HHHwwaNIgVK1ZQunRpzjzzTBo1asQPP/zAr7/+WvAFgN69e+NwOJg3z/u7UmZmJpmZmc7tjIwMUlJSSE9Pp1KlEOy3UyrazEBq/gBUAX4CagavObmcAK7DVZG6DFL48PJiXm8jEkjZQwgO4AngIeu+UqFuGnCDdf9F4C63x65G/j4A/kLKWPhIRkYGCQkJhfr8DukeIID69euzfPlyDh06xPbt2/nuu+84ceIEaWlphb5G69at2bQp75UMY2NjqVSpksdNKRUi/iJ3tedQCn4AYpB8pGut7ZNI4cP38jwjf42R5OhLrW2DTPvvAxwsdiuVCpww6AEK+QDIVr58eZKTkzlw4ABffPEFl1xySaHPXbt2LcnJyX5snVLKL+xqz/aH/gDgiuA1J19lkHpEA63tLCQgmlnM61VCpsk/iavX50PgXDw/XJQKRSFeAwjkTzakffHFFxhjaNy4MZs3b+a+++6jcePG3HCD9K2NGDGCnTt38vbbbwMwfvx4UlNTadasGcePH2fmzJnMmTOHOXPmBPNlKKWK4zlcNXZS8W+1Z18oDbyF9Ai9iczoGoD0CF1fjOuVQgomtkSCqXRgA3AOElj1zvtUpYLKfRFUHw5x+VLIB0Dp6emMGDGCHTt2UKVKFfr06cOYMWOIiYkBYPfu3Wzbts15/PHjxxk+fDg7d+4kPj6eZs2aMX/+fHr27Bmsl6CUKo61wCPWfbvacziMTpdChunKAq8iw1c3IHlCNxfzmj2RJTQuQ1ajzwAuRpKmHyGM+vJVVAjxRVBtIZ8EHQxFSaJSSvnBUWS19A3W9oPA2OA1p1gMcDeuukUArwC3leCah5Bg6gO3fb2RJHF/LwWiVGFtwlXcsw+e/19Bk6CVUipPD+IKfloCjwWxLcXlQGa/DHfbdzswvgTXrIDMNHsaV17QJ8iQ2Ia8TlIqwEJ8CQybBkBKqdCyEHjZuh/Mas++4ACeQaav2+4Gni3hNR9AagNVtvb9jgRBH5bgukr5ShjMAAMNgJRSoeQfPJOFnwFODU5TfMaBzOQa7bbvfmBMCa/bDVgDnG5tH0LqDj2CzEBTKljCYAYYaACklAoVBhgM2EXeu+FZ/yecOZBlLtyDnpFIUFSSLMx6wEokp8L2JJIg/V8JrqtUSWgPkFJKFcHbSN0bkGrPbxF571APIb1atseQQKgkQVB54F2kZID98/oMWULj5xJcV6nisgOgJEI6OT/S3l6UUuFoC3CH2/ZkQq/as6/ch2ci9FPIkFhJgiAHcC+SP1XV2rcZaI0sqqpUoBwA9lr3Q7j3BzQAUkoFW85qz9cjU2cj2Z3IlHjbc0hydEmLknRC8oLOsLYPI0tyPIjmBanACJMZYKABkFIq2J4BvrLup+JZNyeS3Yb0dNnT2V9Ccp6yS3jdVOBrZHFW2zikmOK/Jby2UgUJk/wf0ABIKRVMPwCjrPulkIJ+0VR79GYk18kOgl5DEsFLGgSVQ3KqXsJVhXch0ApYX8JrK5WfMJkBBhoAKaWC5QjQDymbDzJMc17wmhM01yOBn/1u/CYwiJIPWTmAYcBioLq1bwvQBphVwmsrlRcdAlNKqQI8gOvb4pnINPFo1Q8JSuzemum4FlEtqQuA75HeH5BlRq5FKlT74vpKuQuDRVBtGgAppQLvC2CidT8OWdk8XKs9+8qVyDIX9hLV7yKB0QkfXDsF+B+eRSafR2ot7ffB9ZUCCag3WfcbELKLoNo0AFJKBdZ+PD+InyP8qz37yuXAXFzB4P8BVwHHfXDtOCTf6BVcQdYSpGfoBx9cX6m/cAXsIT78BRoAKaUCya72vMfa7k7JVkePRL2Bj5AhBJD1va4AMn1wbQfy814KJFr7tgLtkDwkpUoijGaAgQZASqlAmo70cIAU7HOfAaVceiCrvMdZ258AlyL5O75wHpIXdK61fQzJOboL3wy5qejkPgNMe4CUUsryJ7mrPScHqS3hoAuypEU5a3sBssbXER9dvxawHJmKb3vJet69Xs9QKn/aA6SUUjnY1Z4PWds3IPkuKn8dkcCngrW9GLgI18+xpGKRQPR1IMbatxw4C1jto+dQ0SOMagCBBkBKqUAYh1QnBkgjeqo9+0J7pIihXSByGTJEdjCvE4rhFiTwsXvkdljPO82Hz6EiX5gsgmrTAEgp5V/f46rxY1d7rhi85oSlNsAi4BRr+yugK5Du4+f4HmhrbWciPXW345tZaCqyhdEiqDYNgFRgrUJK9B8LdkNUQOSs9jwCmXGkiu4c4EugirX9DdAZ+eDxlWRkhtitbvteBS7ENXNPKW/CLP8HNABSgbQLyWkYiKxarQXYIt/9uN4YzyK6qz37wplIgFLN2l6DBCf/+PA5yiJBz5u46hF9jfz+vvHh86jIEkZLYNg0AFKB8x2uWiYrka72zcFrjvKzz5GiewDxSLXnmLwPV4V0OpIHZNfxWYd8sfD1zK0bkerRtaztXUAH4A0fP4+KDNoDpFQ+NnnZboMMi6nIsh9Z0NP2HGHzrTAsNEOCIDtp+SckCPL1MNU5SF7Q+db2cSRhejC+KcyoIkeYzQADDYBUILn39tjfXvcjb9wfBL45yk8M8iFpfxj3wDOnRPlGE2TmVm1r+1dk4dNdPn6eRGT6fc4aTv54LhW+7B6gskBqENtRBBoAqcBx7wH6BskDAvkmeSWyOKMJdKOUz01Dlm8AyVXRas/+0xBYgWvV7Y3IMNV2Hz9PDPAyUsnbrk79DZIX9HVeJ6mocRLXF9yGhPwiqDYNgFTg2AFQVeQbwmdIQjRI4DMc+ZaZFfCWKV/5Exjmtv0GUhNE+U8a0hNUz9rejARBf/nhuQYgU/DrWNt7kJ6g19AvL9HsL1ylEsJk+As0AFKBcgQprgbQwPq3LDAVGO123CvAZcDhgLVM+cpJoD+uKsWDkPWrlP/VRYKghtb2FiQI+sMPz3UWMvuso7V9Ellg9Sa0vEW0CsMZYKABkAoU9zfihm73HcjU6GlAGWvfJ8i3Sq07El7GIbP7QHojxgevKVGpNpIYbX8AbUOCoN/98FzVkerU97jtewtJlvb18JsKfWE4Aww0AFKB4p7/09DL4wORNY/s8ulrgNbABj+3S/nGGlw9eaWQKe9a7TnwaiJBUDNreyfyZcIff0dlkLy9d5AyByDrh7VC8pJU9AjDGWCgAZAKlIICIJCk6K9x5RdsRWoFLfNfs5QPHAGuw1Xt+SGkvIEKjkSkWOLp1vZuJAj62U/Pdy3S85dqbe9F/pZfRvOCooX2ACmVj8IEQCDfXL9BKt4C/IeseTTTP81SPnAfrjfAVsCoILZFierAElx/R3uRIGidn57vDKQXsLO1fRK4E+nZPeqn51Shw/77T8S1Xl0YCPkA6ODBg9x1113UrVuX+Ph42rZty+rVq/M9Z/ny5Zx11lnExcVRr149Jk2aFKDWqjy51wDKLwACKe62HOhpbZ9AkmufRL9RhprPkGUTQKs9h5qqyNph51jb/yDLZnzvx+f7HFn+xDYDOA/pzVWR6T/gb+t+GPX+QBgEQDfddBOLFi1ixowZ/PTTT3Tt2pXOnTuzc+dOr8dv2bKFnj170r59e9auXctDDz3EsGHDmDNnToBbrjzYPUDVceX55KcC8DEwxG3fI8DNSECkgm8fntWenyfs3gAj3ilIsrI9JHkAGZ761k/PVwZJhn8PKGft+wHpGVzip+dUwRWmM8AgxAOgo0ePMmfOHJ555hnOP/98GjRowOjRo0lLS+O1117zes6kSZOoU6cO48eP59RTT+Wmm25i0KBBPPfccwFuvXI6jKtibEG9P+7KIL0L49z2TQEuAjJ80zRVTHa1Z/ubX088g1UVOhKAL4D21nY60AX/FjC8EhnKtmsT7bee8wW0FzfShGn+D4R4AHTy5EmysrKIi4vz2B8fH89XX33l9ZxVq1bRtWtXj33dunVjzZo1nDjhvesgMzOTjIwMj5vyIffhrwZ5HuWdA+lSfw+ItfYtQrrVd+R1kvK7t4CPrPvVkMBUqz2HrorI8JRdu+cg0A3/ztZqjuQFdbe2s4F7gX5I4ryKDGE6AwxCPACqWLEibdq04YknnmDXrl1kZWUxc+ZMvv32W3bv3u31nD179pCYmOixLzExkZMnT7J//36v54wdO5aEhATnLSUlxeevJaoVNgE6P1ci6xFVsbZ/As7Ff0mdKm9/IAmutjfRas/hoDzwKdITA9Iz2wP/Dk1Vtp7zIbd9s5DZnVv8+LwqcHQIzH9mzJiBMYZatWoRGxvLyy+/zLXXXkvp0nkvNuJweH4VNcZ43W8bMWIE6enpztv27VrJy6d8EQCB9PqswtWtvgvp1v+iBNdURWNXe7Yrdd8EXBK85qgiKgfMwzXB4AgypLzQj89ZGhgDzEFy+wDWI3lBi/z4vCowwnARVFvIB0D169dn+fLlHDp0iO3bt/Pdd99x4sQJ0tLSvB6flJTEnj2eJYT37t1LmTJlqFq1qtdzYmNjqVSpksdN+ZCvAiCARkhuQWtr+xDyBv5mCa+rCmcsEoQC1AdeDGJbVPHEAXOBi63tY0BvYL6fn/dyJPnafg/4FxkeewbNCwpXWbje3xsQNoug2kI+ALKVL1+e5ORkDhw4wBdffMEll3j/2tmmTRsWLfL8WrFw4UJatWpFTIzOzw0KXwZA4Kpxcrm1nYXMDnsYfSP1p9XAY9b9UsgU5wp5H65CWCzwPtDH2j6OrMH3sZ+ftynwHdDL2s4GHgCuxrWGnAoff+FaBDXMhr8gDAKgL774ggULFrBlyxYWLVpEx44dady4MTfccAMgw1cDBgxwHj9kyBC2bt3KPffcw4YNG3jrrbeYMmUKw4cPD9ZLUHYAlIjvlkeIB/4PuNtt31NIReJMHz2HcjmM/GyzrO2RaLXncFcWyce5yto+AVyBDFX50ylIoPWo277/Q/4/bfZ2ggpZYZwADWEQAKWnp3P77bfTpEkTBgwYwHnnncfChQudvTm7d+9m27ZtzuPT0tL47LPPWLZsGWeccQZPPPEEL7/8Mn369MnrKZQ/HcQ1VdoXvT/uSiPTal/G9T/5XaRy9L8+fq5oNxzXoppnIwGQCn8xSPHK66ztk0hANNvPz1sKWTvuY1xfin5G/m997ufnVr4TxgnQAA5jZwgrp4yMDBISEkhPT9d8oJJai6sc/w3I9Gl/mId0o9tl95sgVYq9p4qpopiPa8iiHPI7bRS85ig/sIeRp1rbpYDpuAIjf/oNGX6zexMcSNX3EWhphVA3GJhs3f8GmZlbGFcjpU1AhtHq+q5JRfn8DvkeIBXmfJ3/k5eLkeUzaljbvyGJ0vmvmqIKshfPas8voMFPJCqNTCS4xdrOBgbgCoj8qQmSHH2ptW2QfL4rkB5kFbp0CEypfLgHQEUtglhUZyPfQuyu2L1AB/yf2BmpDNIrsNfa7oXrA1JFnlLAJOB2a9sgwe/kPM/wnUpI7tETuHp95iI9Cr/ndZIKujBdBNWmAZDyr0D1ANnSgJVI4AMyJHYZMCEAzx1ppiBDiyAz795EhyQinQP5W7nLbd9gYGIAnrsUklv2Ca71AjcgX2w+DcDzq6L5j7BdBNWmAZDyr0D2ANkqI8URr7W2DTAMmTGWlddJysNmPD8E30S+5anI50CGOt1Xdb+DwNV8uggZum5qbWcgdYoeQ4bmVGgI4zXAbBoAKf+yA6BkAlszJhaZ3fKw277xQF90HaKCnESSX+1qzzfjKpqnooMDeBrP2X73IEULA6EhMpztPnl3NNKbmx6gNqj8hfkMMNAASPlTOrDPuh+I4a+c7Nkkb+CqUPohcCGuvBaV21NIUipIr90LQWyLCh4HkpPzmNu+B5C/qUCoiBRrHItr6HUekhe0IUBtUHnTHiCl8uFe1CwYAZDtJmQqt90D9S1SdE2TK3P7Dnjcul8arfasYBQSFNsesfYFooCKA3gQqQ1U2dq3ETgH+CgAz6/yFuYzwEADIOVPgU6Azk834CuglrX9JxIEfRW0FoUeb9WeW+d9uIoiI4Dn3LafQFZ4D1QVuW5IXlBza/sQMhz2CJoXFCxhvAiqTQMg5T+hFAABtEDyCk63tv8FOuMqyBXt7sX1OzsXz/wppe4FXnLbfhq4j8AFQfWRhXivdtv3JJIg/V+A2qBEzkVQywSxLSWgAZDyn2DMACtIbeB/QBdrOxN5Qx1HdC+k+inwunW/HDL0pWsHq5yGAa+6bT8P3Eng/nbKI8vdPIfr0+szZKr8zwFqg/JcBDVMh79AAyDlT6EYAIEUXZsP3Oi270HgNmQGVLTZi+fP4kVCo8dOhaZb8awJNQH52wnUUJQD6Y36Aqhq7duMDNd+EKA2RLsImAEGGgApf7IDoFpIr0IoiUFmh7nPaJkEXILkF0QLgySJ27PieiPT3pXKz43ANFyfIJOQKuGBzMfpDKwBzrC2DyNlLkag9b78LQJmgIEGQMpfDgD/WPdDtTfBgeS5zMQ13PMZcD6wK1iNCrA3kcq7IOuoabVnVVgDkKFS+1NkCrLgcSCDj1Tga6Cf276ngZ5Ijp/yjwiYAQYaACl/CbUE6Pz0AxbiWstmLdKdHuk5BZvwrPY8BddiskoVxrXAbFx1tt4G+hPYoWQ7Z228WzsWAq2A9QFsRzTRHiCl8hFOARDABcgaYqnW9nagHfBlkNrjbyeRDyq7KvZgZLFTpYqqL1Kw0O5FnQVcA5wIYBscSDL2YmTdOoAtSKmL2QFsR7SwA6AauOozhSENgJR/hEoRxKI4FZlm28razgC6A9OD1iL/GYOr2nNDZDaPUsV1GbJ6e1lr+wPgSlwzhQLlAiQv6Cxr+ygSjN1HdE5w8Id0YI91P4x7f0ADIOUv4dYDZEsCliHJwCBvmtcj6xBFyjT5b5FCdiBDBjOR6cVKlUQv4GNkHT6QSs2XA8cC3I46SKmLgW77nkO+zOwPcFsiUYTMAAMNgJS/2AGQAylgFk7KI2uGDXXb9xiS4Bnob7S+dgjPas+jkGUFlPKF7khNqXhrez5wKdITE0jxwFRgIq4ifV8ivbs/BLgtkSZC8n9AAyDlL3YAVBuIC2ZDiqk08DIyNGTPipoO9CC8q87ei2t4sjWynIFSvtQZWbvL7lX8AulRPZLnGf7hAG4HluBK7t+K5PbNDHBbIkmEzAADDYCUP/yDTIOH8Br+yskB3IMkeNpB3BLgPGBbsBpVAvOAydb98sjMmTAtYa9CXAdgAa6FdL9EpqZnAN8j1aQ/ITB5Oe2t57R7Oo8hEwDuIrCJ2pFCh8CUyke45v/kpQ8S+FSztn9B1soKp670v5GCh7bxhFZ1bhV5zkOmo9uWAwnIMNTtwMXI8PizuL4w+UttYAWefwMvIXlLkZLbFyh2D1AMYbsIqk0DIOV7kRYAgUynXYUraNiDFEz8LGgtKjy72vM+a/tiPJe+UMqXtiNVovsDVxRw7DbgfiRAuQ3P4RVfi0Wqv7+Oa8r+lWjhz6LIwjWE3pCw70HWAEj5XiQGQCDBzyokhwCk9H5vZBmAUDYZSUwFyYV4A33TV76zHxkmvhVohMzCugHJs8mvonobt/tHgNeQUhTdkRwify2rcQvSG/Uw+kWgqLYiC0hD2Of/QNjHbyokRWoABDIMthhZBuB95E36VqTo2lhC7yvF70gek+0ttNqzKplDyHDSEiS3Z10+x5ZDekovRP7f3YtriZyjyDIWs5AZW4et/V9Yt8bI6vMDcOUS+UobPAMwVTgRlAANGgApf7C7SEsB9YLZED+JQ6rLpiL5CwDPIN+OphE6s95O4FnteQhwUfCao8JUJlI76kvr9i15Jy/HILMLLwQ6IblyZd0eP9t67G8kcBpsXfMJJDifAPxlHbsRyRV6CBnCHUrY55yEvQhKgIbQ+76qwp3B1QNUB1dRtEhTCgl6XsX1V/QeMgX4n7xOCrAnge+s+w2RYnBKFSQLmTX1DNANWeqgA/A40mPjHvw4gJbAcGTY6gDSOzQamX3lHvwANEWGn2pa2z8j1ZuPIj2Vm5EaXB3czklHylHURyYkrEATl4MlgmoAgfYAKV/bj7xhQXTMMroVCfSuQrrwv0a61j8nuAUgv0GWuwCpafQOWu1ZeWeQDza7h2cZ+c/KaoT07nRCgpeqRXy+xkgQdCGSML3Bus4SoBZSOPFSpIfoZeBdpBcqG1luYy4SdN0JXE3kfskKRRE2BKY9QMq3Ijn/Jy8XIW/oSdb2JmQY4JsgtSdntedHkaEHpWzuM7VqI8nHQ5Hel5zBTy0kD2e6dd5GpOezD0UPfmwNkL+Zutb270ivj3t9rTOQYbFtSO9Tkttja5Elauog/7/3oAIhQhZBtWkApHwrGgMgkMUXv0G6+EF6wjoi31YD7W7gD+t+a2BEENqgQktRZmpVQYKbV5Fv/NuR4GcAEiz5ShoynGXnCf6BBEF/5TiuBvAIkmM3E9dixQB7keCojtW+733YPuUpghZBtWkApHwrWgMgkG+zXyOBD0jF2SuAFwlczsI84E3rfnnkA0MHuqPPIaRG1XBkuKg6UvNmEp5/oyAztbojOT/fI/WiPkCCpcb4t2RCHSQIamRt/4XMGvvDy7FlgX5IXtvXyOspbT12Aqls3gopwPgBuvq7r0VY/g8U4a1xx44d1K7ty/BfRaRoDoAATkGWALgJeUM2SHLnFiQQKp3nmSW3B8+6Ji8RfgvRquLx5UytQKuF5B11QvKBtiNB0BK8f9A6gLbWbTvSU/U6rqG7r61bHWQW2U1Ir5YqmQibAQZF6AE67bTTmDFjhj/bksvJkycZOXIkaWlpxMfHU69ePR5//HGys/OukLVs2TIcDkeu22+/+bPEqHKyA6BSSBd3NCqLDBmMcts3AbgcV60TXzNI8LPf2r4UGOSn51LB58+ZWsGQDCwFTrO2dyGJ0b8WcF4KUn9rBxIENXV7bBvwgHXMrUhwpYovmnuAnnrqKW6//XY++ugjJk+eTNWqxc1+K7xx48YxadIkpk+fTrNmzVizZg033HADCQkJ3Hnnnfmeu3HjRipVquTcrl69ur+bqwyuGkCphMYba7A4gMeQn8MtyAfSPGR47BMg0cfP9zquZTkSkerPWu05cgR6plYwJCJBUBdkBtgepO1fAs0LOLcc8nd2M1Ko9CVgvvXYEWTobxLQFVkEtRuaAFJUETYDDIrwX+C2225j/fr1HDhwgGbNmjFv3jx/tguAVatWcckll3DRRReRmprKFVdcQdeuXVmzZk2B59aoUYOkpCTnrXRpf449KEASEg9a96Nx+MubG5Bv3XYsvhoZfvBlh+RGcld71ng//AV7plYwVEMCnrOs7X3Il4Z1hTzfgQRQnyIzy+7As4r0QmRV+lOBV5BcKVU4dg9QDBHTu1+kGDgtLY0lS5YwcuRI+vTpw+mnn86ZZ57pcfOl8847jy+//JLff/8dgPXr1/PVV1/Rs2fPAs9t2bIlycnJdOrUiaVLl+Z7bGZmJhkZGR43VQzRnv+Tl85I74/dI/MXEhj5wglkyvtRa/tW5A1ehZ9QnKkVDFWQXpxzre1/kHylgr/3emqI1BHaAbyA54f270gwWRsZGvyr+M2NClm43t8bEDETK4r8MrZu3cqcOXOoUqUKl1xyCWXK+O8n8cADD5Cenk6TJk0oXbo0WVlZjBkzhmuuuSbPc5KTk5k8eTJnnXUWmZmZzJgxg06dOrFs2TLOP/98r+eMHTuWxx57zF8vI3q4B0DRUASxMI4ib8Jj8ZwJ5qtv5U/g+mBojFZ7DifFXVOrE1IjJ5KHcE5Bemt6ACuRHq/OyBph5+Z9mlcJSGmIYUjP0HhkCBFcVaZfBC5Biiuejw4f5xRhi6A6mSKYPHmyqVixornsssvM3r17i3JqscyaNcvUrl3bzJo1y/z444/m7bffNlWqVDHTpk0r0nV69eplevfunefjx44dM+np6c7b9u3bDWDS09NL+hKiywhjDNZtfpDbEmwnjTFvGWNqG9fPBGNMnJGfU4YPnmOlMaaUdd0yxpjVPrim8p9jxpjlxphRxph2Rn5n5HGLMca0N8Y8aoxZYYzJDHxzQ8JBY8z5xvVzqWiM+coH111njBlkjIk1uX/2ZxhjphpjjvrgeSLFZ8b183nQB9e7yu16f/ngem7S09ML/fld6ACoW7dupnLlymb69OklalxR1K5d20ycONFj3xNPPGEaN25cpOs8+eSTpkmTJoU+vig/QOXmCuP6T/17kNsSLNlGgr/TjOebailjzI3GmB0+ep4MY0w9t+s/4aPrKt85aYxZY4wZZ4zpaoyJN3kHPA5jTEtjzHBjzOfGmENBaG+oOmSMudC4flbljTHLfHTtvcaYJ40xySb376S6MeYRY8wuHz1XOHvRuH4uU31wvRAJgAo9fpWVlcWPP/4Y0FpAR44coVQpz37e0qVL5zsN3pu1a9eSnJzsy6Ypb+whsNJE56rNq4H7cXWv23oBTwPNfPhcdwN/WvfbAg/68NqqeKJhplYwlEeGri5FhsUOI0NjnyA/u5KoDjwM3IcUT3wJ1wLC+5Ah5qeRtf7uxLMKdTSJwBlgUIQcoEWLFvmzHV717t2bMWPGUKdOHZo1a8batWt54YUXGDTIVeBkxIgR7Ny5k7fffhuA8ePHk5qaSrNmzTh+/DgzZ85kzpw5zJkzJ+DtjyruU+DTkJkC0eIP4CHg/3LsPwd4Fskp8KWPgCnW/QpIwcUISUoMO9txBTxLyJ2s7K4WroDnQsI/WTmQ4oGPkcrq85Hcul7I30I3H1y/LHCtdfsGyRP6AEn+PYEkos8E2iGB0GVE199cBNYAghD/FU6YMIFHHnmE2267jb1791KzZk0GDx7MqFGuCnO7d+9m2zbXCnrHjx9n+PDh7Ny5k/j4eJo1a8b8+fMLNXNMlcBuXEX+omUG2F7kG+IkPAvPNUCSnvvg+2TKPUitE9tLuNZSUv63H6lVYycu51xWwl0VZAq3HfA0QpNrSyIOWVvvKiTwOQZcDMxBgiFfaQ3MRmaP2VWm/7Ues6tMpyBVpm8mOqpM2wFQdSLq9TqMMYFapShsZGRkkJCQQHp6ukcxRZWPFUglWpDZFi8FsS3+dhiZNfIMrrpHIG8Oo5E3RX/0gBlk5fnPre3LkDd//VD1H52pFXpOID01H1jbMUjv66V+er4jwDvIe9ovOR6LR0oPDMOzCnUkyUBm0oGss/Y/H1zzauA96/5fyDqKPlKUz++Q7gFSYSQaagCdRIoMjkZ6vGzlgXuReiIV/fj8k3AFP0lotWd/COc1taJFDDDL7d8TQF/gXetfXyuHfKm5CQmExyPDcAYZinvdunVBqkx3J7IC3whcA8ymAZDyjUgOgAySfzACz2TA0sgb46NIQOJPG5Egy/YWUjVXlUwW0qtjBzz/w1VUMicH0qtj5/G0R4JfFXhlcOW+zUCC1Gvc/vUHB67f/WZkfb+3cFWTXmTdGiEVqK/Hswp1uIrQBGjQAEj5SqQWQVyJzOz6Osf+y4GnCMwbQs5qz7cjs2BU0elMrchRGpiK9LpNQYLZ65C/lwF+fu4GyJDY41YbJuCalWkvwfEwskDxHYT30hHaA6RUAewAqAw+Hc8Nmo1Ij8+HOfa3Q3J/2gawLY/jqvbcxHp+VXg6UytylUaGgmOQIeJspOflBBJ8+FsCMux1BzIs9hLyfwwkd+ZFa9/FyOyxDoTfsHWEzgADDYCUL2TjmgJfj/D+X7UHyfF5E/lGaWuC1AO5mMC+ga1EeppAfq4zkZwElTedqRVdSiGztWKQnhiD5OucAIYEqA2lkfeGi4EfkeVvZiI5ZdnIrLWPgBZIIHQNMqstHNhDYBG0CKotnD+qVKjYhWt4Jlzzfw4i62g9j2s6P0Ay8BiyKGWg/1oOIiuB23U/H8O1SrZy0ZlayoH0tMQgC5+CLCp7AumdCaTTkS9QTyO9U6/g6nVcDwwCHgAGW22sGeD2FUWELoJqi7CXo4IinBOgTyBvUo8jdX1sFZE3qbsIXqLrXbjyCtpZ7VE6U0t550C+xJRFgg+Q6ekngHuC0J5qSIFU9yrT31qP7QOexLPK9NlBaGNBthGZi6BaNABSJbfZ7X64BEAGeVN6CM/2l0G+lT2C1PUJlrnIDBNwVXsuHbzmBJXO1FKF5UCGjGOQIqUgsyePE7zlYmKQIa9rkCrTLyHvPSet2zvWrQ3ypecyQqeSfgTPAAMNgJQvhFsP0ApkZte3OfZfBYwB6ge8RZ52A7e4bU8g4sbe86UztVRJOJAe3RjAXjRgBBIEjcrrpABpbd2ew1Vl+h/rsVXWrTauKtPB/r8cwTPAQAMg5QvhEgD9gnwL/DTH/guQmVWh0AVtkBwB+03xcmBg8JoTMDpTS/naI8hwmN3z8ygyHPY4wU90r4V82RqJq8r0z9ZjO5CA7XEkB3AYvl1IuSgieAYYaACkfMEOgMoia+SEmh3Im980XAnFAKcB45CaOsF+Q7S9Ciyw7ich3xBDpW2+pDO1VCA8gLwv2TlATyJB0FhC4/9QPDJj7Ubk72E88gXNrjI92bp1RvKEehLYpH0dAlMqH9nIauggU+BDKU8lHUkyHI8snGirjeQH9Ce02vsbspyGbRqRU+1ZZ2qpYLkbGQ6zZ4ONQ4bDnic0giCQdlxo3TYDE5EcQHutwcXWrSGuKtP+XHbHFqGLoNo0AFIlswNXcBEqw1+ZwGvIt71/3PYnIEnPdyDfvELJcaAfrp/lUKBb8JpTYkWZqVUGyYuwh7V0ppbytaFIEGTXBXoR6Ql6mdAJgmwNkC9t7lWm7S+Zm5AhsZHIUPkdyBdPf8jAteZhBPb+gAZAqqRCKf8nG5iNlKD/y21/WeQN8CGCn1SYl8eAH6z7TZBvqeGkJDO1ziMy1kxSoW0wEgTdhAwxTUSCoFcJzR7GSsiw11DgMyRP6EvrsQwkSHKvMn0Bvg3mIjz/BzQAUiUVKgHQYmS8/we3fQ6kV+UJIDUIbSqsr3HVLSmDJEWGerVnnamlwtEgJAi6HvnC9DrS+/oGoTUc7q400Nu6/YSryvQxXAs1f4wUYLwTuBbfVJmO8BlgoAGQKqlgB0DrkMBnYY79XZFelDMC3J6iysCz2vPjwJnBa06+dKaWigT9kU++/kjP5VRkeHYqoRsE2ZojwdpY699XgJ3WYz8iydR2lenbKFmVae0BUqoAwSqCuBWZ5joT+RZka4kEPl0C2JaSuBPYYt0/D6lPFCp0ppaKVNfgKlB4Eik0esL6Nxw+FashU+WHA3OQobBvrMf2I1PsxwFXIu8x5xTjOSJ8BhiEx69ahTL7QzGOwHzL/xep9DoB6bq2pSJJz9cQmuP53sxFZnqBzOh4m+B+A9WZWiqaXIEEQX2R4Ge29e8sQqcSc0FigKut23dIIPR/uKpMv2vdWiNVpi+n8K/N7gGKwEVQbRoAqeLLwjU7oT7+/QA8hgQ9TwH/ue2vgsyIuA2I9ePz+9oupNKrLRjVnnWmlop2lwAfIoHBcaQ3pS/wHuH1fgLSy/MOUtT1NSS/ab/12DdIkFQLqTJ9C/nn4bkvglqf8AkIi0i/s6ni246rF6aBn54jC5iODKncjyv4iUMqvP6B1PkIpzcru9rzv9Z2H2BAgJ77BJI30A2oDHRA8o6+xjP4cSDDicOBz5EE5/8Bo5H1tTT4UZHiImAersThj5GA6FieZ4S2Wkhv+DZkVfrmbo/tRGbD1kaCoJ9znS224Xr9ETr8BRoAqZLwZwK0QT54WyIzNrZb+0sBN1jPPRY4xcfPGwivAF9Y95MJbLXnV5FptQvJPU29EbIQ7AfIatU/AM8C3dFp6iqydQPm45p9+RnSO5RXKYdwEI8kRa9HhrUvwfU+cwxJom6OVJn+FM8q+VEwAww0AFIl4a8AaA0yzNITmfZpuwj5Y36L8J1VtAG4z217GoGdEp7XrJBewEdIgNQHnaauos+FyJeu8tb2QuTv4nDQWuQbDmSCwkfIe/ZdeFaR/hKZYt8YmWJ/kKhIgAYNgFRJ+DoA+hNJYj4bmX1kOxupM/Mpsn5XuMpZ7fkOZLp+IPVF3vAuyrH/U6Ap0tvzOZ7fBpWKFucjvbN2gLAE+SJ2MM8zwkt9pAr2TiTYcU9d2IzMGKuFpBXYNABSygtfBUD7kD+8JshMDFt9JBnxWyRXJdyNBtZa908leNWeL0QCno3IcFh5t8e+QN7wmyK9QYcC3jqlgqsdsAhZOgdkZmR3pGZXpKiIfAHbCHyCDIPZcgZ7u/AsNRJBNABSxWcHQPEUr+DWEaReRX3k28gJa391ZFbUr0gdi0ioJ/M/XNWeY5DZGsFej6wR8nPeCbyAZ7XsjchskdpIIvRfAW6bUsF0LtJTWtnaXonUFvsvWA3yk1LIMN8iJN3gZnJXke4LtACmEN45UV5oAKSK5ySuAn4NKNr/pJPI7IQGyBR2+xtHOaS44WakZyJSZhrZ1Z7tb1GPI8ndoSIB6fLejEwJvsDtsXRk1ez6SG7QCiL226BSHs5ChuLtfLjvkNzEf/M8I7ydBkxG8hRz+glZQy0FWWtxp5djwpAGQKp4tuHqsSns8JdBppuejnzTsFcaLo1MydyMBAeVfNfMkDAMqVwNMoX8vnyODabSwKXIm/46ZLadXV4gGync2AFZqmMa4TtNWKnCaoHkH9awtn9AhpD3BatBAbDf7X5FoI3b9j9ILbZUZM2xbwPXLH/QAEgVj3v+T2FqAH2DJBheguc3jEuRWhSvI1PCI80HSB0jCI1qz4XVAplttx1ZTNb9d7MOCY7qAo8CewLdOKUC6DQkCEqyttcjQdDfwWqQn7nPAHsEGf77Fgl47NLJJ5GK2a2RAMmuoh1mNABSxVPYBOjfkaGTNsBXbvvbWtsfErl1JnYhixLaJhLaq9J7Ux0ZpvwLyVs62+2xvUiPXR1kiO/7QDdOqQA5FViOzJAC+dJ2Aa5e7EjirQaQXWV6K/J+UM3tmG+Q2btpSO+Qew9SiNMASBVPQQHQ38jyFE2RoRNbYyTo+QqZbRGpspFeEjtfoC8SJISrsri6vFcCV+HqyTqBLErbClnQ9X3yXlJDqXDVCAmC6ljbvyFDwjuC1iL/yG8V+JpIj/B2JCn6dLfHdiL5QSlIikNeVaZDiAZAqnjyCoAOItO96yPr0WRZ+5OAScgfxaVExsyu/LyCFFIDedOYRGS8ZgeuLu8tyHIkVdwe/xqZuVcPmeYfqQmjKjrVR4KgVGt7ExIEbc3rhDBkD4GVIe/1CeOQ5XzWITmDl+JZZdpegqMTMs0+ROuKhXQAdPLkSUaOHElaWhrx8fHUq1ePxx9/nOzs/H+ay5cv56yzziIuLo569eoxadKkALU4itgBUHkkP+QEEvA0AB7DVT21AjJMshkZDoqG5Xd/RdYts03DM0iIFCnIciTbkdkjzdwe244ER7WBIcjPRKlIkIrMhqxvbf+JBEFb8johjGTjem9vQMGLoDqQocAPkff4u/GcxLIEuBjpPXuJkKulFNIB0Lhx45g0aRITJ05kw4YNPPPMMzz77LNMmDAhz3O2bNlCz549ad++PWvXruWhhx5i2LBhzJkzJ4Atj3AncP2x10eGuE5Dhrz2WvvLIFPZ/0AS6coTHXJWe74TqR8SycohXd4/IfVEeuH6NngUSXBvhlS9/oyQ/TaoVKGlID1Bjaztrcgkj81Ba5FvlGQR1HpIPbEd5K4y/QeyBEdt5D0xRCZOOIwxIVvVo1evXiQmJjJlyhTnvj59+lCuXDlmzJjh9ZwHHniAefPmsWGDa6rRkCFDWL9+PatWrSrU82ZkZJCQkEB6ejqVKkXanGwf2Ez+ic99kWQ4f60QH8pG4Cp42BRZ1yzYBQ+DYTNSZPEtcleTboSUAriRyBgWVNFrDzLMY/dwJiNDQuG6fMQCoId1/35KVq0+G1lW5yXki1Fe/kJmlPpIUT6/Q7oH6LzzzuPLL7/k999/B2D9+vV89dVX9OzZM89zVq1aRdeungssdevWjTVr1nDihPd5epmZmWRkZHjcVD4+zmN/ByRJ9v+IzuBnBa43jFCp9hxIBpkVswL5dhyPTJPN6Xekx+iDwDVNKb9IQgKe5tb2buR9MFyHfH25CnwpZM3BhUju5y2E3PthSGdkPPDAA6Snp9OkSRNKly5NVlYWY8aM4ZprrsnznD179pCYmOixLzExkZMnT7J//36Sk3MXmxk7diyPPfaYz9sfcXYhdV/ezLG/GfLB35Po/UafDgzAVSX5SeCMoLXGfwxSBG6Tl9tmirZ2WELBhygV8moguS5dkKTgv5G8mMV4zpIKB/nNACuJZshQ+FPI58dEZKisDq7SAkEQ0gHQe++9x8yZM3n33Xdp1qwZ69at46677qJmzZoMHDgwz/McDs9PYXuUL+d+24gRI7jnnnuc2xkZGaSkpPjgFUSIdOAZZBXhnGvBDEISYMOhuJ8/3YFrJsj5wL1BbIsv/ItncPM7riAnvYjXKoPkBzS0bo2QOlAtfNVYpYKsGrJ2WDdk2Hsf0BEZ+jkziO0qKvciiP4YxqsKPADcg9QNa0BQo5CQDoDuu+8+HnzwQa6++moAmjdvztatWxk7dmyeAVBSUhJ79nhmWO3du5cyZcpQtWpVr+fExsYSGxvr9bGodhyZ2fUEUgLdmzFo8PM+YKekVSJ8qj2n470nZxNFn75eGpkd09DLrS4h/k6jlA9UQXp9uiPFAf9F8oMW4llANJTZPUDVcK2B5g8xeB8eD7CQfls6cuQIpUp5pimVLl0632nwbdq04ZNPPvHYt3DhQlq1akVMTEFz+hQgyWv/BzyE59TOssgK4W8hH54VgMRcZ0eXnXhWe34Fnyb0ldgh8g5yirqekQN5bd6CnFQiZ/FapYorAfgCyX35Clk9vjOSXNwm79NCwkEkzQHCN4m7iEI6AOrduzdjxoyhTp06NGvWjLVr1/LCCy8waNAg5zEjRoxg586dvP3224DM+Jo4cSL33HMPN998M6tWrWLKlCnMmjUrWC8jvCxBsv9zLmtwLZLXUgvJ6gf54IvWnB+QQPF64IC1fSUyBT7QjiDTTL0NWRVnumltPIer7Pv1cC2OqpTyrhIy+6k3soZYBlIC4nOkUnqo8lf+TwgL6QBowoQJPPLII9x2223s3buXmjVrMnjwYEaNGuU8Zvfu3Wzbts25nZaWxmeffcbdd9/NK6+8Qs2aNXn55Zfp06dPMF5C+PgRGZtdkGN/ZyTB2R7H3oirjkthV4GPVBOQLm+QwPA1/BcQZpI7yLFvxSnFn4z3npz6SF0fpVTxVQDmI4s/L0Z6YrtZ+y4IXrPy5csZYGEipOsABUtU1QHahhQqnIFrBhNIguozyDcXd58i32xA1n150t8NDFG/AGchgQlIsmPnEl7zODLk6C3I2Ybn76cwauA9yGmAvEErpfzrKHA5ri+W8cA8Sv5e4Q+jkHxPkFInFwexLSVQlM/vkO4BUn50AFnG4GVcH+IgOR5PIkNe3qpEuVc6jdYeoExkqMv+ud1F4d/QTiKzxXIGOL9b+7PyPtWrKuQOcBohQY5OM1cquOKBj5DisJ8gAVEva1/3oLXKO3/PAAtBGgBFm2NIDYancOWuAFRGenRuRxa6y0tBq8BHg1HAeut+MySQdJeFrIXlrSdnC7KUSFEk4L0npyGRucaYUpEkFin6eTWyZlYmMjT2Aa7e9FBgD4HZZSuigAZA0SIbqUw8EhlOscUia7M8iARBBXEPgKKx2vNy4Fm37RuB6XgGOX8gw1lFUYG8g5xqRHeyuVLhrizwHtJz/D7y/nA5Mtv2siC2y5aN9EKD5AFGyYRpDYAinUHqUDyAq9cC5AN1ILJSe1FqPtoBUCWgui8aGMIMMovKDmzWAJNyHHNPzpPyEY8Ejd6GrBLRIEepSBYDvOv270lkaOxdZAZpMJVkEdQwpgFQJPsBmdL+ZY79PZEFO5vnOiN/mbh6jyJlCrwvl3YA6VGrj/eenJqE+Op7Sim/KoMUSo1Beo6zgGuQYfFglNCwReEMMNAAKDJtQfJ5cpY+aoXM7OpYzOv+SfhOgf8XV22cnLfirH0bj1R5zRnk1CY8qkArpYKjNFJMNgZZFysb6I/0COW9wpN/RWECNGgAFFn2I0tTvIJnom09JOm5LyXrgQj1BGh/Le1QDpjr9th0ZOFTpZQqjlLI4qAxSP0wA9yAvG/fFIT2aA+QCltHkOrMT+PZm1ENmbE0GN8sUxAKAVCglnZIQ96csvGshXQV8m1NKaVKohTyZbUs8v5tgJuRIOjWALclCqtAgwZA4S0LmAY8iqxJZYtHViO/D0lW9pVABUBHkPwbb0FOSZZ2cF/WobBLO7yMK4eqNv6t9qyUii4O4EXky9Zz1r7bkFlidwawHfYQWFX8uwhqiNEAKBwZpKT6A8CvbvtLIdOyRyMJt77myyKIx5CcolBe2uFnpDyAbRqFKxWglFKF5UByM2Nw1RS7C+kJGh6A53dfBDWKhr9AA6Dw8y0ys2tFjv2XIH88p/rxue0eoMoU7ltCOC/tkLPa891I0rNSSvmaA8nfLAs8Zu27DwmCRvj5uX93ux9Fw1+gAVD42AQ8hFQPddcG+fbg71WGjyHVjcGzAOJJ4C+8BzklWdoh53BVoJd2eARZIBbgNCSJXCml/MWB9N7HIAVrQd7zjyO5nP4aeo/SGWCgAVDo+xspVjgZCTZsjZCk50vxf05KFrAEV4/NamQ9m03IMNbJPM7LS6gv7bAM13h8WaSCdn7LgyillK88jLzv3G9tj0Z6gp7AP+/1UToDDDQACl2HgBeQZRfci/ElIn8QN+LbcuXZSCK1t54cb0s7zC/geuG6tMN/yBR3O9gbA5wetNYopaLRfcj7+93W9hjkPXgcvn/vjNIZYKABUOg5AUxBgpy/3faXR/4o7qX4+S7uSzvkLAr4B7JScVF4W9rBHroK16UdhuIa6utI0Za6UEopX7kLCYKGWtvPIp8PL+Db91Z7CCyKFkG1aQAUKgzwETLryD0prQxwCzIGnFjI6/hjaQf32WbjgGuJvKUdZiPDXSDDdNOJrNenlAovtyNB0GBrezzSEzQB37w3ZeOa3BJFi6DaNAAKBV8j470rc+y/Akm+9Tbl/B/yLghY1KUdYpDI39twlb20Q0ckNwakWFekTQffjmfxsVcp2iKxSinlD7cg79E3Il9wX0V6giZR8iBoO66e/ygb/gINgIJrAzLF8eMc+89HZnY1QQKad8kd5Bwo4nO5L+2Qc7iqDgX/T7BrAFUl8oKfbOB6JP8HZHHCa4PVGKWUyuEGJAgaiLxfvYEEQW9SsrUHo3gGGGgAFBy7kByfKbgWF7UlIrOqeuOfpR2K4wiu4oShuAZYSY1HZrmB9Hi9ErymKKWUV9ch7+H9cK0CcML6t7if5FE8Aww0AAqsLGRK+3NIUOHN33gmP3uTgvcgpzBLOxTHH273Iy0A+gnPQmPTibweLqVUZLgK+dS+Gvmi/I717wyK9wU3imeAgQZAgTUZCYAKwx9LOxSX+xpgDfI8KvwcQ75N2VP87wUuDF5zlFKqQH2AOUiO6AngPevfWRR90WsdAlMBk3MWVyCXdiiJUFgF3h9GIj1AAM2RWhtKKRXqLkZmDV+OLNczF+gL/B9FGwWwe4CqIvXZoowGQIF0OZL4fJjAL+1QEpEYAC1F6mmAq9qzP4YPlVLKH3oCnyDB0DFgHnAZEgwVpnL9QaT4LURl7w9olZPAawKcRfgEPxB5AdABPKs9j0V6gJRSKpx0AT7DlRbxORIQ5ZVj6i6KF0G1aQCkCmYHQNUJr8AtL7fjmtV2IVJxVSmlwlFHYAGutIlFyFqNhws4L8pngIEGQKogh4Dd1v1I6P2ZZd0ATkGmkOpfgVIqnLUHvgAqWdtLgR7IMFdeojwBGvStXxUkkqbAb8Oz2vNraLVnpVRkaIv0/pxibf8P6Aak53F8lE+BBw2AVEEiJf/HrvZsvxlci9TSUEqpSHEO8CVQxdpeheQJeVs5wA6AyiDlVaKQBkAqf5FSA+hFpFsYpNdHqz0rpSLRmUhle3ta+2qgM7J+pC0bVxJ0PaJuEVSbBkAqf5HQA/Qj8JB134FUez4laK1RSin/aoEsXm3XnvsBmfBhL6/kvghqlCZAgwZAqiDhHgB5q/bcMXjNUUqpgGiGBEHJ1vaPwAXAHjT/xxLyAVBqaioOhyPX7fbbb/d6/LJly7we/9tvv3k9XhXADoASgYrBbEgxPQz8bN0/HXgyiG1RSqlAagIsRxZ5BvgVCYKWuh0TxQFQyFeCXr16NVlZWc7tn3/+mS5dutC3b998z9u4cSOVKlVyblevXt1vbYxYGbgWZg3H3p8vcVV7jgVmotWelVLRpSESBHVEZsJuBJ52ezyKh8BCPgDKGbg8/fTT1K9fnw4dOuR7Xo0aNTjllFP82LIosNntfrgFQAeAgW7bWu1ZKRWt6gErkCBoS47HorgHKOSHwNwdP36cmTNnMmjQIBwOR77HtmzZkuTkZDp16sTSpUvzPTYzM5OMjAyPmyK8A6DbcK1z0wm4M4htUUqpYKuLBEHus3mrEJWLoNrCKgD66KOP+O+//7j++uvzPCY5OZnJkyczZ84c5s6dS+PGjenUqRMrVqzI85yxY8eSkJDgvKWkaHU8IHwToN8FZlv3T0GrPSulFEgu0HLgVGv7kiC2JQQ4jDGm4MNCQ7du3ShbtiyffPJJkc7r3bs3DoeDefPmeX08MzOTzMxM53ZGRgYpKSmkp6d75BFFneuRKeMA65CplaFuG5LsbBc8nA1cFbzmKKVUyDkOrEVqBkVYDaCMjAwSEhIK9fkd8jlAtq1bt7J48WLmzp1b5HNbt27NzJkz83w8NjaW2FjNjs3FvQcoHCqFZiN5P3bw0w8NfpRSKqeywLnBbkTwhc3AwNSpU6lRowYXXXRRkc9du3YtycnJBR+oPNkBUDKulYZD2QtI3QuAOsDE4DVFKaVUaAuLHqDs7GymTp3KwIEDKVPGs8kjRoxg586dvP322wCMHz+e1NRUmjVr5kyanjNnDnPmzAlG08NXOq6qoeGQ/7Mez2rPb6PVnpVSSuUpLAKgxYsXs23bNgYNGpTrsd27d7Nt2zbn9vHjxxk+fDg7d+4kPj6eZs2aMX/+fHr27BnIJoe/cEqAtqs9n7C2hwP5V0lQSikV5cIqCTpQipJEFbFmISumgxTNeiCIbSnIPchipyCJ2t+iBQ+VUioKFeXzO2xygFSAhUsP0GJcwU8s8A4a/CillCqQBkDKu3AogvgvMlXf9jSyAKBSSilVAA2AlHehPgXeALfiqvbcGRgWvOYopZQKLxoAKe/sAKgWUC6YDcnDO8D/Wfcro9WelVJKFYl+ZKjcDgD/WPdDcfhrK3C72/YkJFBTSimlCkkDIJVbKCdAZyHVnu31avsDVwavOUoppcKTBkAqt1AOgJ5HFvMDWd14QhDbopRSKmxpAKRyC9UAaB0w0rpvV3tOCFprlFJKhTENgFRuoRgAHQWuw1Xt+X7g/OA1RymlVHjTAEjlZgdADkJnCvwI4Bfr/hnA48FrilJKqfCnAZDKzS6CmALEBbMhlkXAS9b9WGAmUDZ4zVFKKRX+NABSnv5BpsFDaAx/5az2/Axa7VkppVSJaQCkPLnn/zQIWiuEAYYAu6ztLsDQ4DVHKaVU5NAASHkKpQTomcD71v3KwFT0f6xSSimf0I8T5SlUAqC/8OztmYxWe1ZKKeUzGgApT6EQAGUBA3BVex4AXBGktiillIpIGgApT3YAVAqoF6Q2PAf8z7pfF3g5SO1QSikVsTQAUi4GVwBUB5lyHmhrgUes+w5gBlrtWSmllM9pAKRc9uMadgrG8NdRoB+uas8PAO2D0A6llFIRTwMg5RLs/J8HgQ3W/ZbAY0Fog1JKqaigAZByCWYNoIW4cn3i0GrPSiml/EoDIOUSrB6gf8hd7blpAJ9fKaVU1NEASLkEIwCyqz3vtra7ArcH6LmVUkpFLQ2AlIv7FPi0AD3nDOAD634VtNqzUkqpgNCPGiXcp8CnEpj8my3krvZcMwDPq5RSKuppAKTE38Ah634ghr/sas8Hre2BQJ8APK9SSimFBkDKFuj8n2eBr6z7qWi1Z6WUUgGlAZASm93u+zsA+gFXtedSSB5QJT8/p1JKKeVGAyAlAtUDdBS4DjhpbT8AnOfH51NKKaW80ABIiUAVQXwAV7XnM4HRfnwupZRSKg8aAClhB0ClkZwcf/gCmGDd12rPSimlgijkA6DU1FQcDkeu2+23510tb/ny5Zx11lnExcVRr149Jk2aFMAWhyGDKwcoDYjxw3P8A9zgtv0ccKofnkcppZQqhJAPgFavXs3u3budt0WLFgHQt29fr8dv2bKFnj170r59e9auXctDDz3EsGHDmDNnTiCbHV52A4et+/7I/zHALbiqPXcHbvPD8yillFKFVCbYDShI9erVPbaffvpp6tevT4cOHbweP2nSJOrUqcP48eMBOPXUU1mzZg3PPfccffpooRmv/J0APR2Ya92vCrwFOPzwPEoppVQhhXwPkLvjx48zc+ZMBg0ahMPh/RN01apVdO3a1WNft27dWLNmDSdOnPB6TmZmJhkZGR63qOLPAGgLMMxtezKQ7OPnUEoppYoorAKgjz76iP/++4/rr78+z2P27NlDYmKix77ExEROnjzJ/v37vZ4zduxYEhISnLeUlBRfNjv0+asGUBbQH1e15xuAy314faWUUqqYwioAmjJlCj169KBmzfwXjMrZO2SM8brfNmLECNLT05237du3+6bB4cJfPUDjgK+t+2nASz68tlJKKVUCIZ8DZNu6dSuLFy9m7ty5+R6XlJTEnj17PPbt3buXMmXKULVqVa/nxMbGEhsb67O2hh07AIoB6vjomt8Dj1r37WrPFX10baWUUqqEwqYHaOrUqdSoUYOLLroo3+PatGnjnClmW7hwIa1atSImxh/zu8NcNp5T4H0REh/Bs9rzCKCdD66rlFJK+UhYBEDZ2dlMnTqVgQMHUqaM5yf0iBEjGDBggHN7yJAhbN26lXvuuYcNGzbw1ltvMWXKFIYPHx7oZoeHXcjyFOC74a/7gd+s+2fh6glSSimlQkRYBECLFy9m27ZtDBo0KNdju3fvZtu2bc7ttLQ0PvvsM5YtW8YZZ5zBE088wcsvv6xT4PPi6/yfBcAr1v14pNqzdrwppZQKMQ5jZwgrp4yMDBISEkhPT6dSpQhfpnwyMNi6/wolK1C4H2gO2ClYJb2eUkopVQRF+fwOix4g5Ue+6gGyqz3bwU8P4NYSXE8ppZTyIw2Aop2vAqBpwIfW/WpotWellFIhTQOgaGfPACsLFLf+4594Vnt+A0gqSaOUUkop/9IAKJplA39Y9+sDpYtxjZNItedD1vYg4NISt0wppZTyKw2AotkO4Jh1v0ExrzEOWGndrweML2GblFJKqQDQACialTT/Zw0w2rpfCpnyrtWelVJKhQENgKJZSQKgnNWeHwLa+KJRSimllP9pABTNShIA3QdstO63Akb5pEVKKaVUQGgAFM2KGwB9Brxq3ddqz0oppcKQBkDRzA6A4oDahTxnHzLTy/Y80NiXjVJKKaX8TwOgaJWF1O8BmQJfmP8JdrXnv63tnsAQ3zdNKaWU8jcNgKLVduC4db+ww19TgY+s+9WAKWi1Z6WUUmFJA6BoVdT8nz/wrPb8JlrtWSmlVNjSAChauQdABRVBtKs9H7a2bwIu8UejlFJKqcDQAChaFaUH6GlglXW/PvCiX1qklFJKBYwGQNGqsAHQajyrPc8AKvipTUoppVSAaAAUrewAKB6omccxh5Fqz1nW9ki02rNSSqmIoAFQNDqJawp8A/L+X3Af8Lt1/2wkAFJKKaUigAZA0WgrrjW88hr+mg+8Zt0vh1Z7VkopFVE0AIpGm93uewuA9gE3um2/ADTya4uUUkqpgNIAKBrllwBtgJtxVXvuhVR/VkoppSKIBkDRKL8aQFOAj6371ZGCh1rtWSmlVITRACga5dUDtBm4y237TSAxEA1SSimlAksDoGhkB0DlgWTrfs5qzzcDFwe4XUoppVSAaAAUbU4AW6z7DXANbz0FfOO2/4UAt0sppZQKIA2Aos1fuAob2sNf3wGPW/dLo9WelVJKRTwNgKJNzvwfb9WeWwe6UUoppVRgaQAUbXIGQPe67TsHeDjgLVJKKaUCTgOgaONeBPF34HXrvlZ7VkopFUU0AIo27j1AL+a4n9+q8EoppVQE0QAo2rgHQJnWv72Qae9KKaVUlAj5AGjnzp1cd911VK1alXLlynHGGWfw/fff53n8smXLcDgcuW6//fZbAFsdoo4js8Dc1UCqP2u1Z6WUUlGkTLAbkJ8DBw7Qrl07OnbsyOeff06NGjX4448/OOWUUwo8d+PGjVSqVMm5Xb16dT+2NExsAbJz7JuCBEFKKaVUFAnpAGjcuHGkpKQwdepU577U1NRCnVujRo1CBUpRZVOO7VuQ4S+llFIqyoT0ENi8efNo1aoVffv2pUaNGrRs2ZI33nijUOe2bNmS5ORkOnXqxNKlS/M9NjMzk4yMDI9bRNridr8hWu1ZKaVU1ArpAOjPP//ktddeo2HDhnzxxRcMGTKEYcOG8fbbb+d5TnJyMpMnT2bOnDnMnTuXxo0b06lTJ1asWJHnOWPHjiUhIcF5S0lJ8cfLCb5mSK5POaTac/ngNkcppZQKFocxxgS7EXkpW7YsrVq1YuXKlc59w4YNY/Xq1axatarQ1+nduzcOh4N58+Z5fTwzM5PMzEzndkZGBikpKaSnp3vkEUWEX5HAp26wG6KUUkr5VkZGBgkJCYX6/A7pHqDk5GSaNm3qse/UU09l27ZtRbpO69at2bQpZwKMS2xsLJUqVfK4RaymaPCjlFIq6oV0ANSuXTs2btzose/333+nbt2ifYKvXbuW5ORkXzZNKaWUUmEspGeB3X333bRt25annnqKK6+8ku+++47JkyczefJk5zEjRoxg586dzryg8ePHk5qaSrNmzTh+/DgzZ85kzpw5zJkzJ1gvQymllFIhJqQDoLPPPpsPP/yQESNG8Pjjj5OWlsb48ePp16+f85jdu3d7DIkdP36c4cOHs3PnTuLj42nWrBnz58+nZ8+ewXgJSimllApBIZ0EHSxFSaJSSimlVGiImCRopZRSSil/0ABIKaWUUlFHAyCllFJKRR0NgJRSSikVdTQAUkoppVTU0QBIKaWUUlFHAyCllFJKRR0NgJRSSikVdTQAUkoppVTUCemlMILFLo6dkZER5JYopZRSqrDsz+3CLHKhAZAXBw8eBCAlJSXILVFKKaVUUR08eJCEhIR8j9G1wLzIzs5m165dVKxYEYfDEezmRJSMjAxSUlLYvn27rrMWJPo7CC79+Qef/g6Cz1+/A2MMBw8epGbNmpQqlX+Wj/YAeVGqVClq164d7GZEtEqVKukbT5Dp7yC49OcffPo7CD5//A4K6vmxaRK0UkoppaKOBkBKKaWUijoaAKmAio2N5dFHHyU2NjbYTYla+jsILv35B5/+DoIvFH4HmgStlFJKqaijPUBKKaWUijoaACmllFIq6mgApJRSSqmoowGQUkoppaKOBkDKp1asWEHv3r2pWbMmDoeDjz76KN/jly1bhsPhyHX77bffAtPgCDN27FjOPvtsKlasSI0aNbj00kvZuHFjgectX76cs846i7i4OOrVq8ekSZMC0NrIU5yfv/4N+NZrr73G6aef7iyw16ZNGz7//PN8z9H//75V1N9BsP4GNABSPnX48GFatGjBxIkTi3Texo0b2b17t/PWsGFDP7Uwsi1fvpzbb7+db775hkWLFnHy5Em6du3K4cOH8zxny5Yt9OzZk/bt27N27Voeeughhg0bxpw5cwLY8shQnJ+/Tf8GfKN27do8/fTTrFmzhjVr1nDhhRdyySWX8Msvv3g9Xv//+15Rfwe2gP8NGKX8BDAffvhhvscsXbrUAObAgQMBaVO02bt3rwHM8uXL8zzm/vvvN02aNPHYN3jwYNO6dWt/Ny/iFebnr38D/le5cmXz5ptven1M//8HRn6/g2D9DWgPkAoJLVu2JDk5mU6dOrF06dJgNydipKenA1ClSpU8j1m1ahVdu3b12NetWzfWrFnDiRMn/Nq+SFeYn79N/wZ8Lysri9mzZ3P48GHatGnj9Rj9/+9fhfkd2AL9N6CLoaqgSk5OZvLkyZx11llkZmYyY8YMOnXqxLJlyzj//POD3bywZozhnnvu4bzzzuO0007L87g9e/aQmJjosS8xMZGTJ0+yf/9+kpOT/d3UiFTYn7/+DfjeTz/9RJs2bTh27BgVKlTgww8/pGnTpl6P1f///lGU30Gw/gY0AFJB1bhxYxo3buzcbtOmDdu3b+e5557TN/8SGjp0KD/++CNfffVVgcc6HA6PbWMViM+5XxVeYX/++jfge40bN2bdunX8999/zJkzh4EDB7J8+fI8P4D1/7/vFeV3EKy/AR0CUyGndevWbNq0KdjNCGt33HEH8+bNY+nSpdSuXTvfY5OSktizZ4/Hvr1791KmTBmqVq3qz2ZGrKL8/L3Rv4GSKVu2LA0aNKBVq1aMHTuWFi1a8NJLL3k9Vv//+0dRfgfeBOJvQAMgFXLWrl2r3c7FZIxh6NChzJ07lyVLlpCWllbgOW3atGHRokUe+xYuXEirVq2IiYnxV1MjUnF+/t7o34BvGWPIzMz0+pj+/w+M/H4H3gTib0CHwJRPHTp0iM2bNzu3t2zZwrp166hSpQp16tRhxIgR7Ny5k7fffhuA8ePHk5qaSrNmzTh+/DgzZ85kzpw5OgW1mG6//XbeffddPv74YypWrOj8ZpuQkEB8fDxArt/BkCFDmDhxIvfccw8333wzq1atYsqUKcyaNStoryNcFefnr38DvvXQQw/Ro0cPUlJSOHjwILNnz2bZsmUsWLAA0P//gVDU30HQ/gYCOudMRTx7OmPO28CBA40xxgwcONB06NDBefy4ceNM/fr1TVxcnKlcubI577zzzPz584PT+Ajg7WcPmKlTpzqPyfk7MMaYZcuWmZYtW5qyZcua1NRU89prrwW24RGiOD9//RvwrUGDBpm6deuasmXLmurVq5tOnTqZhQsXOh/X///+V9TfQbD+BhzGWNleSimllFJRQnOAlFJKKRV1NABSSimlVNTRAEgppZRSUUcDIKWUUkpFHQ2AlFJKKRV1NABSSimlVNTRAEgppZRSUUcDIKWUUhFvxYoV9O7dm5o1a+JwOPjoo4/8+nyjR4/G4XB43JKSknxy7czMTM444wwcDgfr1q0rsB1NmjShfPnyVK5cmc6dO/Ptt996PdYYQ48ePbz+fA4cOED//v1JSEggISGB/v37899//3kcs23bNnr37k358uWpVq0aw4YN4/jx487HN27cSMeOHUlMTCQuLo569eoxcuRITpw4UaTXP3nyZC644AIqVaqEw+HI1Y7C0gBIKRXxsrKyaNu2LX369PHYn56eTkpKCiNHjgxSy1SgHD58mBYtWjBx4sSAPWezZs3YvXu38/bTTz/le3xqairLli0r8Lr3338/NWvWLFQbGjVqxMSJE/npp5/46quvSE1NpWvXruzbty/XsePHj8fhcHi9zrXXXsu6detYsGABCxYsYN26dfTv39/5eFZWFhdddBGHDx/mq6++Yvbs2cyZM4d7773XeUxMTAwDBgxg4cKFbNy4kfHjx/PGG2/w6KOPFuq12I4cOUL37t156KGHinReLn6vNa2UUiHg999/N+XKlTMzZ8507uvfv785/fTTTWZmZhBbpgINMB9++KHHvszMTHPfffeZmjVrmnLlyplzzjnHLF26tNjP8eijj5oWLVoU6Zy6desW+JyfffaZadKkifnll18MYNauXVuk50hPTzeAWbx4scf+devWmdq1a5vdu3fn+vn8+uuvBjDffPONc9+qVasMYH777Tdnu0qVKmV27tzpPGbWrFkmNjbWpKen59meu+++25x33nke++bNm2fOPPNMExsba9LS0szo0aPNiRMncp1rL7104MCBovwInLQHSCkVFRo2bMjYsWO544472LVrFx9//DGzZ89m+vTplC1bNtjNU0F2ww038PXXXzN79mx+/PFH+vbtS/fu3dm0aVOxr7lp0yZq1qxJWloaV199NX/++WeJ2vj3339z8803M2PGDMqVK1fk848fP87kyZNJSEigRYsWzv1HjhzhmmuuYeLEiV6H6VatWkVCQgLnnnuuc1/r1q1JSEhg5cqVzmNOO+00j56pbt26kZmZyffff++1PZs3b2bBggV06NDBue+LL77guuuuY9iwYfz666+8/vrrTJs2jTFjxhT59RZEAyClVNS44447aNGiBQMGDOCWW25h1KhRnHHGGcFulgqyP/74g1mzZvH+++/Tvn176tevz/DhwznvvPOYOnVqsa557rnn8vbbb/PFF1/wxhtvsGfPHtq2bcs///xTrOsZY7j++usZMmQIrVq1KtK5n376KRUqVCAuLo4XX3yRRYsWUa1aNefjd999N23btuWSSy7xev6ePXuoUaNGrv01atRgz549zmMSExM9Hq9cuTJly5Z1HmNr27YtcXFxNGzYkPbt2/P44487HxszZgwPPvggAwcOpF69enTp0oUnnniC119/vUivuTA0AFJKRQ2Hw8Frr73Gl19+SWJiIg8++GCwm6RCwA8//IAxhkaNGlGhQgXnbfny5fzxxx8A/PXXX7mSmnPehg4d6rxmjx496NOnD82bN6dz587Mnz8fgOnTpzuPGTJkiMfzbdu2jR49euTaBzBhwgQyMjIYMWJEkV9fx44dWbduHStXrqR79+5ceeWV7N27F4B58+axZMkSxo8fn+81vOUGGWM89hfmGID33nuPH374gXfffZf58+fz3HPPOR/7/vvvefzxxz1+BjfffDO7d+/myJEjRXnZBSrj06sppVSIe+uttyhXrhxbtmxhx44dpKamBrtJKsiys7MpXbo033//PaVLl/Z4rEKFCgDUqlWLDRs25HudypUr5/lY+fLlad68uceQ2uOPP87w4cOd2xdccAHjxo3zGGqyh5SWLFnCN998Q2xsrMd1W7VqRb9+/TwCK2/P3aBBAxo0aEDr1q1p2LAhU6ZMYcSIESxZsoQ//viDU045xeOcPn360L59e5YtW0ZSUhJ///13ruvu27fP2euTlJSUa3bZgQMHOHHiRK6eoZSUFACaNm1KVlYWt9xyC/feey+lS5cmOzubxx57jMsvvzzX88XFxeX5GotDAyClVNRYtWoVL774Ip9//jnPPPMMN954I4sXL85z5ouKDi1btiQrK4u9e/fSvn17r8fExMTQpEmTYj9HZmYmGzZs8Lh+jRo1PIaWypQpQ61atWjQoEGu819++WWefPJJ5/auXbvo1q0b7733nkfAVBjGGDIzMwF48MEHuemmmzweb968OS+++CK9e/cGoE2bNqSnp/Pdd99xzjnnAPDtt9+Snp5O27ZtnceMGTOG3bt3k5ycDMDChQuJjY3lrLPOyrctJ06cwBgDwJlnnsnGjRu9/gx8TQMgpVRUOHr0KAMHDmTw4MF07tyZRo0acdppp/H6668zZMiQYDdP+dmhQ4fYvHmzc3vLli2sW7eOKlWq0KhRI/r168eAAQN4/vnnadmyJfv372fJkiU0b96cnj17Fvn5hg8fTu/evalTpw579+7lySefJCMjg4EDBxar/XXq1PHYtnum6tevT+3atZ37mzRpwtixY7nssss4fPgwY8aM4eKLLyY5OZl//vmHV199lR07dtC3b19Aem68JT7XqVOHtLQ0AE499VS6d+/OzTff7MzFueWWW+jVqxeNGzcGoGvXrjRt2pT+/fvz7LPP8u+//zJ8+HBuvvlmKlWqBMA777xDTEwMzZs3JzY2lu+//54RI0Zw1VVXUaaMhCOjRo2iV69epKSk0LdvX0qVKsWPP/7ITz/95AwA9+zZw549e5y/z59++omKFStSp04dqlSpUvgfarHmjimlVJgZNmyYqV+/vjl06JBz3+TJk02FChXMli1bgtcwFRD2lOmct4EDBxpjjDl+/LgZNWqUSU1NNTExMSYpKclcdtll5scffyzW81111VUmOTnZxMTEmJo1a5rLL7/c/PLLL/meU5hp8LYtW7Z4nQYPmKlTpxpjjDl69Ki57LLLTM2aNU3ZsmVNcnKyufjii813332X77XxUibgn3/+Mf369TMVK1Y0FStWNP369cs1/Xzr1q3moosuMvHx8aZKlSpm6NCh5tixY87HZ8+ebc4880xToUIFU758edO0aVPz1FNPmaNHj3pcZ8GCBaZt27YmPj7eVKpUyZxzzjlm8uTJzscfffRRr79L+3UXlsN6sUopFbGWL19Op06dWLZsGeedd57HY926dePkyZM6FKZUlNEASCmllFJRR6fBK6WUUirqaACklFJKqaijAZBSSimloo4GQEoppZSKOhoAKaWUUirqaACklFJKqaijAZBSSimloo4GQEoppZSKOhoAKaWUUirqaACklFJKqaijAZBSSimloo4GQEoppZSKOv8PWTTnhOKk4BIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE RESSAC\n",
+      "2396     49.769508\n",
+      "1276     49.769508\n",
+      "1612     49.769508\n",
+      "940      49.769508\n",
+      "380      49.769508\n",
+      "           ...    \n",
+      "21212    45.597995\n",
+      "21324    45.523685\n",
+      "21436    45.464523\n",
+      "21548    45.462233\n",
+      "21660    45.462233\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V R0NSARD\n",
+      "214      49.003715\n",
+      "886      49.003715\n",
+      "1222     49.003715\n",
+      "998      49.003715\n",
+      "326      49.003715\n",
+      "           ...    \n",
+      "21494    51.644960\n",
+      "17014    51.644960\n",
+      "18358    51.644960\n",
+      "21718    51.644960\n",
+      "20934    51.644960\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE CROTELLOIS\n",
+      "1537     50.531713\n",
+      "193      50.531713\n",
+      "81       50.531713\n",
+      "977      50.531713\n",
+      "417      50.531713\n",
+      "           ...    \n",
+      "21249    50.061638\n",
+      "21361    50.061618\n",
+      "21473    50.061672\n",
+      "21585    50.061620\n",
+      "21697    50.061615\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V YANNICK\n",
+      "6172     51.309705\n",
+      "8300     51.309705\n",
+      "6956     51.309705\n",
+      "7740     51.309705\n",
+      "4380     51.309705\n",
+      "           ...    \n",
+      "21180    51.880063\n",
+      "21292    51.856545\n",
+      "21404    51.834153\n",
+      "21516    51.810807\n",
+      "21628    51.786900\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BRESSAY-BANK PAIR TR\n",
+      "473      61.686193\n",
+      "249      61.686193\n",
+      "137      61.686193\n",
+      "361      61.686193\n",
+      "697      61.686193\n",
+      "           ...    \n",
+      "21193    61.735527\n",
+      "21417    61.735527\n",
+      "21305    61.735527\n",
+      "21529    61.735527\n",
+      "21641    61.735527\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT GEORGES\n",
+      "50       61.636562\n",
+      "162      61.636562\n",
+      "386      61.636562\n",
+      "274      61.636562\n",
+      "498      61.636562\n",
+      "           ...    \n",
+      "21218    57.670363\n",
+      "21330    57.665848\n",
+      "21442    57.664508\n",
+      "21554    57.665725\n",
+      "21666    57.667018\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE STIFF\n",
+      "3449     43.352687\n",
+      "1433     43.352687\n",
+      "2217     43.352687\n",
+      "5353     43.352687\n",
+      "2441     43.352687\n",
+      "           ...    \n",
+      "14873    43.352677\n",
+      "9049     43.352677\n",
+      "18121    43.352677\n",
+      "10393    43.352677\n",
+      "17673    43.352677\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SILURE\n",
+      "11991    43.680747\n",
+      "2471     43.680747\n",
+      "14455    43.680747\n",
+      "5831     43.680747\n",
+      "4152     43.680747\n",
+      "           ...    \n",
+      "21399    44.222570\n",
+      "21623    44.222570\n",
+      "21511    44.222570\n",
+      "21287    44.222570\n",
+      "21175    44.222570\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CROIX MORAND\n",
+      "943      51.646270\n",
+      "1503     51.646270\n",
+      "3967     51.646270\n",
+      "1727     51.646270\n",
+      "3183     51.646270\n",
+      "           ...    \n",
+      "16399    51.301825\n",
+      "15279    51.301825\n",
+      "19983    51.301825\n",
+      "19647    51.301825\n",
+      "20991    51.301825\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RADOCHE TERCERO\n",
+      "227      51.496547\n",
+      "787      51.496547\n",
+      "115      51.496547\n",
+      "3        51.496547\n",
+      "675      51.496547\n",
+      "           ...    \n",
+      "21171    51.309502\n",
+      "21395    51.309502\n",
+      "21283    51.309502\n",
+      "21507    51.295080\n",
+      "21619    51.295080\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qjAzdX3/9NR4eHjg7OxMQEJDt8Nv92Lp1K//6178YOHAgbdq0oVy5cly7do0ffviBDRs2MGjQoCy9chEREQwbNoy+ffsSExPDuHHjqFy5MiNGjADA3d2d2bNnExYWRmxsLM899xzly5fn+vXrHD58mOvXrzN37lxA+549/vjjtGvXjtdee43q1atz584dTp06xerVq80JUt944w2+/fZbQkND+fDDD6lQoQJLly41B3QFrW3btrz88su89NJLRERE0L59e9zc3Lh8+TK7du2icePGvPbaa9SrV4+aNWvy3nvvoZSibNmyrF692jwfzVpOP6ceHh4P1dYyZcrQvn17ZsyYgY+PD9WrV2f79u3Mnz8/x+SXeX0PxSPItvPLhSg5cloN17Bhw2zr7969WwUHBytXV1fl6+urhg0bpg4cOKAAtWDBAnO97FIHKKWt6unUqZMqU6aMcnJyUv7+/uq5557LtLRcKW1lUkhIiPL09FROTk6qZs2aavTo0ZnqjB07VlWqVEnp9fpMq6MMBoOaNm2aqlOnjnJwcFA+Pj7qhRdeUDExMfl+nxm2bdumAPV///d/uda716+//qoA1bVr10zlw4cPV4D67LPPspzDPavhlFLq008/VQEBAcrOzi7T1zintoeFhWVZDn+vmJgYNX78eNW2bVvl5+en7O3tlYeHh2rVqpWaPXu2Sk9PN9fNWEm1ceNG9eKLLyovLy/l4uKinnzySXXy5Mks196+fbsKDQ1VZcuWVQ4ODqpy5coqNDRU/fTTT5nqnT17Vg0ZMkRVrlxZOTg4KF9fX9WmTZssK7OOHTumunbtqpydnVXZsmXV0KFDzV/b/K6G279/f7avh4aGZvu1+vbbb1WrVq2Um5ubcnFxUTVr1lSDBg1SERERWdrl4eGhvL29Vd++fVV0dHS238Ocfk79/f1VaGholvsD6vXXX8/y9QLUjBkzzGUXLlxQffr0Ud7e3srDw0P16NFDHTlyRPn7+6uwsLAsX4f8fg/Fo0OnlFJFH6IJITKMHj2aJUuWZErSVxK99dZbzJ07l5iYmIfu0SmJFi5cyEsvvcT+/fuznSQtij/5HoqcyDCcEDZy7do1wsPDWb58OcHBwbZuzgPbs2cPJ06cYM6cObzyyiuPZKAkhCjdJFgSwkbWrVvHyJEjad26Nf/9739t3ZwHFhwcjKurKz179uTDDz+0dXOEEKLAyTCcEEIIIUQuJHWAEEIIIUQuJFgSQgghhMiFBEtCCCGEELmQCd4FwGg0cunSJTw8PHLcEkIIIYQQxYtSijt37lCpUiXzvpvZkWCpAFy6dImqVavauhlCCCGEeAAxMTG5bkouwVIByEjHHxMTQ5kyZWzcGiGEEELkx+3bt6latWqe2+pIsFQAMobeypQpI8GSEEIIUcLkNYVGJngLIYQQQuRCgiUhhBBCiFxIsCSEEEIIkQuZs1SEDAYDaWlptm6GKAEcHByws7OzdTOEEEIgwVKRUEpx5coVbt26ZeumiBLEy8sLPz8/yd0lhBA2JsFSEcgIlMqXL4+rq6t8+IlcKaVITEzk2rVrAFSsWNHGLRJCiEebBEuFzGAwmAOlcuXK2bo5ooRwcXEB4Nq1a5QvX16G5IQQwoZkgnchy5ij5OrqauOWiJIm42dG5rkJIYRtSbBURGToTdwv+ZkRQojiQYIlIYQQQohcSLAkSpxz586h0+k4dOiQrZsihBDiESDBksjWtWvXeOWVV6hWrRpOTk74+fnRvXt3wsPDbd20YikuLo4XX3wRT09PPD09efHFFyVVhBBClBISLIls9enTh8OHD7No0SJOnDjBqlWr6NixI7GxsbZuWr5cuHABpVSR3W/AgAEcOnSIDRs2sGHDBg4dOsSLL75YZPcXQohSJS0Vdu6A+ESwTwc7I8wqut/p95JgSWRx69Ytdu3axbRp0+jUqRP+/v60bNmSsWPHEhoaaq6n0+mYO3cuISEhuLi4EBAQwE8//ZTpWhcvXuT555/H29ubcuXK0bt3b86dO5epzoIFC6hfvz7Ozs7Uq1ePOXPmZHp93759BAYG4uzsTIsWLTh48GCe72HChAnUqFGDSZMmcebMmQf/YuRDVFQUGzZs4JtvviE4OJjg4GDmzZvHmjVrOH78eKHeWwghSp1zZ+HLObB1M4xdDO13gN4A70iwJIoRd3d33N3dWblyJSkpKbnWnTBhgrkX6oUXXqB///5ERUUBkJiYSKdOnXB3d2fHjh3s2rULd3d3evToQWpqKgDz5s1j3LhxTJ06laioKD766CMmTJjAokWLAEhISKBnz57UrVuXyMhIJk+ezJgxY/J8D5999hkTJkxg+/bt1K5dm/bt2zN//nzu3LmT63vO6RESEpLjvcLDw/H09KRVq1bmstatW+Pp6cnu3bvzbKsQQgggORnWrILFCyEuTivzvQqe8eCU+2dRYZOklLbQ0ghXbHBfP2Bf3vGxvb09CxcuZPjw4Xz55ZcEBQXRoUMH+vXrR5MmTTLV7du3L8OGDQPggw8+YNOmTcyePZs5c+awbNky9Ho933zzjXkZ/IIFC/Dy8mLbtm1069aNDz74gFmzZvHss88CEBAQwLFjx/jqq68ICwtj6dKlGAwGvv32W1xdXWnYsCEXLlzgtddey/U9eHh4MGTIEIYMGcL58+dZsmQJ06dPZ9SoUTzzzDOEhYXRpUsXc7vymiyekSQyO1euXKF8+fJZysuXL8+VK7b4RgshRAlz/DisWw3Wf9DecYdz1eFkbUhyhWW2S6ciwZItXAEu2roRuevTpw+hoaHs3LmT8PBwNmzYwPTp0/nmm28YPHiwuV5wcHCm84KDg82BR2RkJKdOncLDwyNTneTkZE6fPs3169eJiYlh6NChDB8+3Px6eno6np6egDbE1bRp00xJPe+9Z178/f0ZP34848ePZ9GiRYwcOZKlS5cSFxeHl5cXALVq1bqva94ru5xISinJlSSEELlJuAsb1sPRI5Yygx5iqsJ1XwipDv9rCDb+XSrBki34lYz7Ojs707VrV7p27crEiRMZNmwYkyZNyhQsZScjQDAajTRv3pylS5dmqePr60tycjKgDcVZD2EB5u09CmKS9o0bN1i2bBmLFy/m0KFDhISEEBYWZg7IQBuGy027du1Yv359tq/5+flx9erVLOXXr1+nQoUKD9d4IYQojZSCI39pgVJSoqX8liec94dUJ+hWFV5tZPNACSRYso18DIUVRw0aNGDlypWZyvbs2cOgQYMyHQcGBgIQFBTEjz/+SPny5SlTpkyW63l6elK5cmXOnDnDwIEDc7znkiVLSEpKMg+F7dmzJ8+2pqSksHr1ahYvXsyGDRto2LAhYWFhrF27Fl9f3yz1H2YYLjg4mPj4ePbt20fLli0B2Lt3L/Hx8bRp0ybPtgohRMmTBvwXGAk439+p8fGwdjWcOmkpS7eD6GpwsxyggyeqwOtNQG/7QAkkWBLZuHnzJn379mXIkCE0adIEDw8PIiIimD59Or17985U96effqJFixY8/vjjLF26lH379jF//nwABg4cyIwZM+jduzfvv/8+VapUITo6muXLl/P2229TpUoVJk+ezKhRoyhTpgwhISGkpKQQERFBXFwcb775JgMGDGDcuHEMHTqU8ePHc+7cOWbOnJnnexgxYgRr165lwIABREREZJlrda+HGYarX78+PXr0YPjw4Xz11VcAvPzyy+aJ6UIIUaIpA+isN/O+BvQFdgBRwDdAPoIaZYSICNi8CUyLfAC4WVYLlNIdtOMOlWBU02ITKIEESyIb7u7utGrVik8++YTTp0+TlpZG1apVGT58OP/+978z1Z0yZQrLli1jxIgR+Pn5sXTpUho0aABoG8Hu2LGDd999l2effZY7d+5QuXJlOnfubO5pGjZsGK6ursyYMYN33nkHNzc3GjduzBtvvGFuy+rVq3n11VcJDAykQYMGTJs2jT59+uT6HsaOHctXX32FvX3R/IgvXbqUUaNG0a1bNwCeeuopPv/88yK5txBCFAp1G1JbAZdBPwAc5gARwDPABVOl74AxQP3cr3XjhrbSLfq8pSzVQRtyu+VtKWtbEUY3A7viEygB6FRRZu4rpW7fvo2npyfx8fFZhpuSk5M5e/YsAQEBODvfZ1dlMafT6VixYgVPP/20rZtSKpXmnx0hRDFn+A3SrUcSyoLjx6B7BchYxl8J+AVonct1DBC+G7ZvA0O6pfyaL1yoAgarP2hbVYD3moN90U1Vye3z25r0LAkhhBBCo2IhfQwYv7cuBPtyoBtsVdYG+BmomPO1Ll+G1SvBOoVKspOWDuDOPYFJi/LwblCRBkr3Q4IlIYQQQoBhBaS/AViv7lXg4AJ6q6X9vIo2udsx++ukpcGObbB7tzZPyXQZrlaAi5XBaJe5fjMfGNscHOzuvVKxIcGSeGAygiuEEKWAugrpo8G4PHO5zggOetDFmwocgC+A4eTo/HlY8yvcvGkpS3aFM/6QkE2KliblYNxj4Fh8AyWQYEkIIYR4NCkFxh+0YTfu2SRdbwB7A+gy/iiuiDY/KYekwCnJsPl3iNhvVaiDC5Xgih+obIbXGpaFCY+Bc/EOlECCJSGEEOLRoy5A+kgwbrj3BbAzBUpmwWjzkyplf62TJ2DtGrgdbylLKwN/V4NkU466GmXgwl1INQ3L1fOGiS3BuWSEISWjlUIIIYR4eEqBcT6k/xu4fe+L4JAGeuspFsOB2YBT1mslJsBvG+CvPy1lenttXtIFX0AHjnroFQBbL1gCpVqeMLkluJacEKTktFQIIYQQD06dgbQRoLZZFfqBXR8wzgGHFKvckg5oQdIr2VxHwbGjsH6dFjBlsC8PkX7aViUAVdxhcD348gjEmtIN1CgDH7QCN4eCfneFSoIlIYQQojRTRjB+bepNstqHTT8I7IaBoRs4JFsFSn5ow25ts17r9m1YtwZOHLeUOTrBjQA47o75Ik9UgedqwuR9cEPbB5TqHvB+a3DPYRVdMSbBkhBCCFFaqWhIewXUVqvCqlo2bl0TMDYAB6u5Rqol6JYDle+5jhEOHIDfN0JKiqW8XHXYWRYSTJO0nezgtUamdADhcC3JdEt3+KA1eJa8QAmgeGZ/ysbUqVNp06YNrq6ueHl5ZVsnOjqaXr164ebmho+PD6NGjSLVev+ZbKSkpPDPf/4THx8f3NzceOqpp7hw4UKu5wjbOnfuHDqdLs/Nb4UQ4pGlFBgWQ2qLzIGS/mVwPAC6RqDqg53VKjg1CHQ7yBIoxd6ExYu0zW8zAiVXN3BuCRt8LYGSvwf853EI8oVxe+CyqRersht82Bq8spn3VEKUmGApNTWVvn378tprr2X7usFgIDQ0lISEBHbt2sWyZcv45ZdfeOutt3K97htvvMGKFStYtmwZu3bt4u7du/Ts2RODwZDreaXdtWvXeOWVV6hWrRpOTk74+fnRvXt3wsPDbd20YufcuXMMHTqUgIAAXFxcqFmzJpMmTcozUBdCiEKhrkJ6X0h/Gcsk7srgsAYcPgNOA3VAH2eqD6gPQbeQTBO5jQbY/Qd8OQfOn7OU12wIZwJhp9VE8G5VYebjUMZRC5QumuYyVXSFqa2hbMnesqnEDMNNmTIFgIULF2b7+saNGzl27BgxMTFUqqQtb5w1axaDBw9m6tSp2e75Eh8fz/z581myZAldunQB4LvvvqNq1ar8/vvvdO/evXDeTAnQp08f0tLSWLRoETVq1ODq1ats3ryZ2NjYvE8uBi5cuEDlypXR6Qp/M8a///4bo9HIV199Ra1atThy5AjDhw8nISGBmTNnFvr9hRDCzLAC0v8J3LCU6QeC/SzQeQHLgEGgS9NeUzpQX4H+nkSTV6/A6l/h0iVLmZcX+LWCH29BqqmHycUORjSBjpXhdipM2AMxd7XXyrvAh8FQzqUw3mmRKjE9S3kJDw+nUaNG5kAJoHv37qSkpBAZGZntOZGRkaSlpZl3igeoVKkSjRo1Yvfu3TneKyUlhdu3b2d6lCa3bt1i165dTJs2jU6dOuHv70/Lli0ZO3YsoaGh5no6nY65c+cSEhKCi4sLAQEB/PTTT5mudfHiRZ5//nm8vb0pV64cvXv35ty5c5nqLFiwgPr16+Ps7Ey9evWYM2dOptf37dtHYGAgzs7OtGjRgoMHD+b5HiZMmECNGjWYNGkSZ86cefAvRj706NGDBQsW0K1bN2rUqMFTTz3FmDFjWL58ed4nCyFEQVBxkBYG6f2xBEq+YP8/cJgPOnfgHaC/JVAy6sD4ZeZAKT0dtm6BeV9ZBUo6aN4SktvCklhLCoAaZeCTdlqgdNcUKJ27o73m4wxTg7WAqRQoNcHSlStXqFChQqYyb29vHB0duWK9id895zg6OuLt7Z2pvEKFCjmeA/Dxxx/j6elpflStWvXh30Ax4u7ujru7OytXriTFeiJfNiZMmECfPn04fPgwL7zwAv379ycqKgqAxMREOnXqhLu7Ozt27GDXrl24u7vTo0cP8xDVvHnzGDduHFOnTiUqKoqPPvqICRMmsGjRIgASEhLo2bMndevWJTIyksmTJzNmzJg838Nnn33GhAkT2L59O7Vr16Z9+/bMnz+fO3fu5Pqec3qEhITcz5eQ+Ph4ypYte1/nCCHEAzFuhNTmYPzRUqbvDY6RYPcUEAc8CcywvG7Qg/F9sHvZUhYTA19/CTu3g9EUEPn6Qrfn4VcX2HnNUvdJf5jRFiq7Q0IaTNwLZ0wdB2WdtEDJz7WQ3nDRs+kw3OTJk83DaznZv38/LVq0yNf1shtyUUrd91BMXueMHTuWN99803x8+/bt+wuYRu+EuNyDkELh7aT9FZAHe3t7Fi5cyPDhw/nyyy8JCgqiQ4cO9OvXjyZNmmSq27dvX4YNGwbABx98wKZNm5g9ezZz5sxh2bJl6PV6vvnmG/PXc8GCBXh5ebFt2za6devGBx98wKxZs3j22WcBCAgI4NixY3z11VeEhYWxdOlSDAYD3377La6urjRs2JALFy7kOHctg4eHB0OGDGHIkCGcP3+eJUuWMH36dEaNGsUzzzxDWFgYXbp0Mbcrr8niLi75/+vo9OnTzJ49m1mzZuX7HCGEuG/qLqS/B8ZvrAo9wf4T0PcHnQ4wAM8C20znAOn2wCCwH6eVpaZovUl795oqAHo9tG0Hd/1h2nFINwVPrvYwqgm0NY3iJKZr6QFOmlbUeTlpQ2+V3ArvfduATYOlkSNH0q9fv1zrVK9ePV/X8vPzY+/evZnK4uLiSEtLy9LjZH1OamoqcXFxmXqXrl27Rps2bXK8l5OTE05ODzGrPy4FbiY/+PlFoE+fPoSGhrJz507Cw8PZsGED06dP55tvvmHw4MHmesHBmfcJCg4ONgcekZGRnDp1Cg8Pj0x1kpOTOX36NNevXycmJoahQ4cyfLilGzg9PR1PT08AoqKiaNq0Ka6urpnucT/8/f0ZP34848ePZ9GiRYwcOZKlS5cSFxdnXllZq1at+7pmTi5dukSPHj0yBZFCCFHgjLsgbRhwzlKm6wIOX4KuilXFj8kUKKU5AO1MqQN0cPoUrFkN8bcsp1SqBJ1DYdkV2B1lKa/lCe8GgZ8pEEpOh/f3wd+mieJlHLVVb1Wz2TC3hLNpsOTj44OPj0+BXCs4OJipU6dy+fJlKlasCGiTvp2cnGjevHm25zRv3hwHBwc2bdrEP/7xDwAuX77MkSNHmD59eoG0K1veNlo+eZ/3dXZ2pmvXrnTt2pWJEycybNgwJk2alClYyk5Gb43RaKR58+YsXbo0Sx1fX1+Sk7WAcd68ebRq1SrT63Z22lJUpVSWc+/XjRs3WLZsGYsXL+bQoUOEhIQQFhZmDshAG4bLTbt27Vi/fn2udS5dukSnTp0IDg7m66+/fuh2CyFEFioZDJPB8F/MvUC4gv000A8z9SZl+APUZC1PZEagpGqB44+QbICNK+DwIUt1ewfo1Am868GHhyw5kgCeCoDB9cHBNHsn2QAf7IejpkU/Hg5aoOSf+Y/j0qLErIaLjo4mNjaW6OhoDAaDufeiVq1auLu7061bNxo0aMCLL77IjBkziI2NZcyYMQwfPty8Eu7ixYt07tyZxYsX07JlSzw9PRk6dChvvfUW5cqVo2zZsowZM4bGjRubV8cVinwMhRVHDRo0YOXKlZnK9uzZw6BBgzIdBwYGAhAUFMSPP/5I+fLls12N6OnpSeXKlTlz5gwDBw7M8Z5LliwhKSnJPBS2Z8+ePNuakpLC6tWrWbx4MRs2bKBhw4aEhYWxdu1afH19s9R/2GG4ixcv0qlTJ5o3b86CBQvQ60vNdEAhRHFhjID0YaD+tpTpgsHhG9DVvKfyLWAA6ExpcAx2oMqCw0r4+xqsWwsJdy3V/atDz16w8zZM3wPppkDM3QHeaAqt/Cx1Uw3wUQT8eVM7dnPQMnMHZP09X2qoEiIsLExhygZh/di6dau5zvnz51VoaKhycXFRZcuWVSNHjlTJycnm18+ePZvlnKSkJDVy5EhVtmxZ5eLionr27Kmio6Pvq23x8fEKUPHx8VleS0pKUseOHVNJSUn3/Z5t5caNG6pTp05qyZIl6vDhw+rMmTPqf//7n6pQoYIaMmSIuR6gfHx81Pz589Xx48fVxIkTlV6vV0ePHlVKKZWQkKBq166tOnbsqHbs2KHOnDmjtm3bpkaNGqViYmKUUkrNmzdPubi4qE8//VQdP35c/fnnn+rbb79Vs2bNUkopdefOHeXj46P69++vjh49qtauXatq1aqlAHXw4MEc38OQIUNUhQoV1OjRo9Xhw4cL74ullLp48aKqVauWeuKJJ9SFCxfU5cuXzY+HURJ/doQQhcCYolTaZKWSXZVKdjI9PJRKm6WUMT27E5RSfZVSaA+DTjv3zjqlfvxBqSkTLY//m6pU5H6l4pOVen+fUj1XWx5jdil1NSHzpVPTlZq811Kn73qljscW/tegkOT2+W2txARLxVlpC5aSk5PVe++9p4KCgpSnp6dydXVVdevWVePHj1eJiYnmeoD64osvVNeuXZWTk5Py9/dXP/zwQ6ZrXb58WQ0aNEj5+PgoJycnVaNGDTV8+PBMX6ulS5eqZs2aKUdHR+Xt7a3at2+vli9fbn49PDxcNW3aVDk6OqpmzZqpX375Jc9g6eTJkyotLa3gvii5WLBgQbaB/MP+LVISf3aEEAXM8KdSKS2tgiQnpVJaK2U4kstJ85Q5UDKiVLKjUmcmKzXto8yB0g9LlYqPV+rYTaUGb8ocKC04plSaIfNl0wxKfWAVUD23Tju3BMtvsKRTqgAmhTzibt++jaenJ/Hx8VmGm5KTkzl79iwBAQE4O5fsDKb30ul0rFixgqefftrWTSmVSvPPjhAiDyodDLPA8CFgyouEPdiNBbt3QOeQw4lRoIJAZ1pElGYPx0Lg10BLFVc3CHkS6jWAFWdgyXEwmkKBMo7wZjNoXj7zZQ1GmHEQ/risHTvqYUoraFSuYN6vjeT2+W2txMxZEkIIIR4JxuOmuUn7LWW6hmD/DegDcz6PZFDPWQIlgx5ONIBfm1mqNGkK3XpAmh28vx8OXLe81rAsvB2YNeO2QcF/DmUOlCa2LPGB0v2QYEkIIYQoDpQBDJ+DYRKQkV5GD3Zvgt0E0OWxolm9Cbpj2nOjDi5WglVPAjoo4wmhvaB2bfjrJsw8ALGmfH864B+1oX9tsLtncYpRwWeHYYcpm7e9Hsa1gKYFs5K9pJBgSTwwGcEVQogCok5D2nBQVltt6WqbepNa5Xye+fxVoJtreg7El4Gf+0KaIzzWEp7oAvaOsOwE/HACTDkm8XKCt5pBs6yrhDEq+OJP2HJBO7bXwdjmEFQ+a91SToIlIYQQwlaUEYzzIH0skGgq1IHdSLCbArr8bBlyEVQ/rYcIIMUJfuwHTtWhT2/w94e4ZJi1Fw5bbbDb1EcLlLyzmROpFHx5BDbGaMd2OninObTMPslzaSfBkhBCCGELKhrSXgW1xaqwOjjMA30+8/GlJUFyG/AwJZA06GFFH6j9HHTooCWaPHQdZh2CW6ZhNz0woC48V0sLgrK0S8E3x2D9eUv9MYEQ7Je17iNCgiUhhBCiKCkFxsWQ/jZw21KuHw72H4Mun9uFnD0LdwdC42jTdYH9vaDjTKhYUVvB9t1x+N9JS7Lvsk4wJgga5zA5WylYEAWrzmrHOmB0IDxe6f7fZykiwZIQQghRVFQMpI8Co/X2SZW1Pd30XfN3jeQk+H0TJHwH/wg3XRe43g5a/Az29nAzSVvqn7EdCUCQr5YWwDOHieJKaWkEVpzRjnXAv5pCx8r39x5LIQmWhBBCiMKmjGD8GtLHA1bbjOhfAPuZoPPK33WO/w3r1kD6FRi93DJPKS0AfDeDzh4irsEnh+B2qukeOhhUF56pqT3PybKT8NMpy/HrjaFz1fy/x1JMgiUhhBCiMBmPQfoIUNb7WvqB/edg1zN/10i4CxvWw9EjgIJXF4O9ad83oys47NP2f/suCn45bTnPxxneCYL6ZXO//k+n4PsTluNXG0F3//y17REgwZIocc6dO0dAQAAHDx6kWbNmtm6OEEJkT6WAYRoYZmDJwg3oh4D9R/nrTVIK/voTflsPSaZJ3E9shvKmZJIK4H9w3RWm74bjtyzntqqgDaN5OOZ+jxWnYbHV5rzDGkBo9bzb9giRrdFFtq5du8Yrr7xCtWrVcHJyws/Pj+7duxMeHm7rphVL1atXR6fTZXq89957tm6WEMJWjH9AWkswfIQ5UNLVBoeN4DAnf4HSrVvw/XewcrklUAq4AW2tfg8bB8G+5vCvnZZAyV6nBTzjWuQdKK0+C99GWY4H14PeNfL3Hh8h0rMkstWnTx/S0tJYtGgRNWrU4OrVq2zevJnY2Ni8Ty4GLly4QOXKldHpchmfL2Dvv/8+w4cPNx+7u+dzRYsQovRQ8ZA+QZufZGYPdm9p+7rp8rHPozJCxH7Y/DukplrKG9eG3p+BzrS0zVAFvh0DqyIsdSq4asNudbzyvs/68/D1UcvxC3WhT628z3sESc+SyOLWrVvs2rWLadOm0alTJ/z9/WnZsiVjx44lNDTUXE+n0zF37lxCQkJwcXEhICCAn376KdO1Ll68yPPPP4+3tzflypWjd+/enDt3LlOdBQsWUL9+fZydnalXrx5z5szJ9Pq+ffsIDAzE2dmZFi1acPDgwTzfw4QJE6hRowaTJk3izJkzD/7FuA8eHh74+fmZHxIsCfGIMayG1MDMgZLuMXAIB/sp+QuUblyHhQtg/TpLoOThAc/3h95LQH9LKzPawf9Ng1XnLee28YNP2+UvUNoUDXP+shw/X1t7iGxJsCSycHd3x93dnZUrV5KSkpJr3QkTJtCnTx8OHz7MCy+8QP/+/YmK0rp0ExMT6dSpE+7u7uzYsYNdu3bh7u5Ojx49SDX9Epg3bx7jxo1j6tSpREVF8dFHHzFhwgQWLVoEQEJCAj179qRu3bpERkYyefJkxowZk+d7+Oyzz5gwYQLbt2+ndu3atG/fnvnz53Pnzp1c33NOj5CQkDzvOW3aNMqVK0ezZs2YOnWq+T0KIUo5dRnS+kN6X8C0hxpuYDcTHLaBvnHe1zAYYOcO+GouxERbypu3gNdGQp0doN9ouh+weCjsKaMd2+u1CdnvNQd3h7zvteUCzP7TctynJgysk/d5jzCdkg2+Htrt27fx9PQkPj6eMmXKZHotOTmZs2fPEhAQgLOz6a+KeV/B3bvZXKmQubvD8FfyVfWXX35h+PDhJCUlERQURIcOHejXrx9NmjQx19HpdLz66qvMnTvXXNa6dWuCgoKYM2cO3377LdOnTycqKso8HJaamoqXlxcrV66kW7duVKtWjWnTptG/f3/zNT788EPWrVvH7t27+frrrxk7diwxMTG4umpp/7/88ktee+21fE/wPn/+PEuWLGHJkiVcuHCBZ555hrCwMLp06WJu16lTp3K9houLC5Ur55xr5JNPPiEoKAhvb2/27dvH2LFj6d27N998802e7ctJtj87QojiQykwLjBtVRJvKdd3B/vPQJfP1WSXL8GqX+HqFUuZd1no9RRUDwB1HqgFunTttaMN4L1p2vOKrvBuc6jpmb977bgIsw5a9obrHQBDG0ARTlkoTnL7/LYmc5Zs4e5duHM773o21KdPH0JDQ9m5cyfh4eFs2LCB6dOn88033zB48GBzveDg4EznBQcHc+jQIQAiIyM5deoUHh4emeokJydz+vRprl+/TkxMDEOHDs001yc9PR1PT+0/flRUFE2bNjUHStndMy/+/v6MHz+e8ePHs2jRIkaOHMnSpUuJi4vDy8sLgFq1Hm6cfvTo0ebnTZo0wdvbm+eee87c2ySEKGWMJ03pAHZaFfpoOZP0z+cv+EhLg+3bIHy3Nk8JtPNat4GOHcHBETCA6gR6U6CU6AKTJ2nP21eC15uAaz4/yv+4rG17khEohfo/0oHS/ZBgyRZsNZflPu/r7OxM165d6dq1KxMnTmTYsGFMmjQpU7CUnYzeGqPRSPPmzVm6dGmWOr6+viQnJwPaUFyrVpl31bazswOgIDo+b9y4wbJly1i8eDGHDh0iJCSEsLAwc0AGeU/GbteuHevXr8+1jrXWrVsDWo+VBEtClCIqDQyfguFDwGqagn4g2E8DnU/+rnP+HKxeBbE3LWXlK8BTvaGSVS+28XXQm7YeMQIfjQWjO4xsBN2q5j/Q2XsFZhwAo+l3avdq8HIjCZTySYIlW8jnUFhx06BBA1auXJmpbM+ePQwaNCjTcWBgIABBQUH8+OOPlC9fPtvuTU9PTypXrsyZM2cYOHBgjvdcsmQJSUlJuLi4mO+Rl5SUFFavXs3ixYvZsGEDDRs2JCwsjLVr1+Lr65ulfkZvWE4y7p1fGZPQK1aseF/nCSGKMeNBSH8V1GGrwurg8Dnou+TvGinJ2iq3iP2WMjs7aNcB2rYFO6uP5ZTfwPEr7bkCfusON9vBrCConvOQURYRV+H/IsFgCpQ6V4ERjXPP5i0ykWBJZHHz5k369u3LkCFDaNKkCR4eHkRERDB9+nR69+6dqe5PP/1EixYtePzxx1m6dCn79u1j/vz5AAwcOJAZM2bQu3dv3n//fapUqUJ0dDTLly/n7bffpkqVKkyePJlRo0ZRpkwZQkJCSElJISIigri4ON58800GDBjAuHHjGDp0KOPHj+fcuXPMnDkzz/cwYsQI1q5dy4ABA4iIiMg01yo7DzMMFx4ezp49e+jUqROenp7s37+f0aNH89RTT1GtWrUHvq4QophQSWCYCoZPAFPWbPRg90+wmwg6t/xd58QJWLcabltNw6hSVZub5Fs+c92YC+D7jGU7k6sV4PhU+KQpON/HR/fB6/BRJKSbAqWOleGfTSVQul9KPLT4+HgFqPj4+CyvJSUlqWPHjqmkpCQbtOzBJCcnq/fee08FBQUpT09P5erqqurWravGjx+vEhMTzfUA9cUXX6iuXbsqJycn5e/vr3744YdM17p8+bIaNGiQ8vHxUU5OTqpGjRpq+PDhmb5WS5cuVc2aNVOOjo7K29tbtW/fXi1fvtz8enh4uGratKlydHRUzZo1U7/88osC1MGDB3N8DydPnlRpaWkF90XJRWRkpGrVqpXy9PRUzs7Oqm7dumrSpEkqISHhoa5bEn92hCh1DDuUSmmoVLKT5ZHSXCnD/vxf4+5dpX75SakpEy2Pjz5Qak+4UgZD1vqbzisVVU8phfZIs1Nq5477b/vh60o9u1apnqu1x/9FKJWezf0eYbl9fluT1XAF4L5Xw5USOp2OFStW8PTTT9u6KaVSaf7ZEaLYU7chfRwY51kVOoLde2A3BnR5ZMYGbbXc0SOwYR0kJlrKa9SEnr3Ayztz/aR0+PIIeH4GQxaYrgHcnAE+eadMyeToTZi0D1JMPWHBflqySnvJGGRNVsMJIYQQD8KwFtJHARctZbrWYD8X9PXzd43b8bB2DZy02pzW2QW694AmTbNOrD57G6YfALu/4LOFlvL09vcfKP0dB1OsAqXHysPbEig9DAmWhBBCCAB1DdLfAqP1TgRuYP8B6F8BnV0+rmGEA5GwaROkWq2Wq98AQp4Ed4976iv4LRrmHQVjCiwcD/qM7Uw8wX7V/b2Hk7dg8l5IMgVKQb4wtjk4SKD0MCRYEg9MRnCFEKWCUmD8AdLfBqyW8uu6aivd8ptc8uZNWLNKSwuQwd0dQkK1YOleiWnwxV+ww5T1e/KH4Gma/G3Ug24D6PKZbBLgTDxM3AsJppxMTX3g3y3AIR9BnsiVBEtCCCEeXSoa0v8Jxt+sCsuC/QzQD8hfHiKjAfaEw7atkJ5uKQ8Mgi7dILvUI6fiYXokXDbNZQpdA80PmNoEqClg1zr/7+P8bRi/B+6maceNysL4x8BJAqWCIMGSEEKIR48yahvepo8HrLaf0vfVsnDrKuTvOleuwOpftS1LMnh5axO4a9TM5r4K1p6D+VGQbkqlXfsSvGy1NZKxHdiNz/97ibmjBUp3TIFSfW+Y2BKcJVAqKBIsCSGEeLQYj5uSS4ZbFVbS9nOz65m/a6Snw87t8McuMGbsH6KDVq2h0xPgmM1qubtp8NlhCLfaA66uK/zfONCb5hgZvUH/W9Zzc3LxLozbA7dMG3fX9YLJLcFFPt4Lknw1hRBCPBpUGhhmgeEjINVSrh8K9h/lf35QTLTWm3TjhqXM1xd69daSTGbnRBxMOwDXkixlT9eAsLfA3nQdpQfdZtDlc8eAywlaoBRnmkhe0xMmtwJXh/ydL/JNgiUhhBClnzHS1Jv0l6VMVxPs54C+Q/6ukZoCWzbDvn1oE4sAvR083k572GfzkaoU/HoWFkZZthtxd4DRzaDFT9okbkyXU/8H+sD8teVaohYo3dT22CSgDHzQSru2KHASLAkhhCi9VKK26a3hU7SdaEHbqmS0Ni8ov704p07B2tUQf8tSVqmy1ptUIYf5TbdT4dNDsP+apay+N4wJAt+zwBuW7UxUB9C/nb+23EiCf++B66ZeqmoeWqDkkY9EmeKBSLAkSpxz584REBDAwYMHadasma2bI4QorozbIG0EcMZSpmsC9l+CPih/10hKhI2/weFDljJ7B21eUqvWoM8hf9GxWJhxAG4kW8qeqwkD64JdGhg7gp3VPCXdxvy152ay1qN01bSKroo7fNgaPJ3yd754IJKlSmTr2rVrvPLKK1SrVg0nJyf8/Pzo3r074eHheZ/8iNm2bRs6nS7bx/79+/O+gBCiYKlbWpCU1gNLoOQEdlPA4Y/8BUpKwbGjMOfzzIFS9QB4dQQEt8k+UDIq+OkUjA23BEplHLVJ12H1tSzahl5gd910n4x5SvnoFYpL0Va9XUrQjiu6aoGStwRKhU16lkS2+vTpQ1paGosWLaJGjRpcvXqVzZs3Exsba+um5cuFCxeoXLkyuvzkSHlIbdq04fLly5nKJkyYwO+//06LFi0K/f5CCCuG1ZD+L8BqKb8u2NSbVDd/17hzB9avhb+jLGVOztCtGzQLyjn30q0U+OQQHLhuKWtUVht2K2fa39HwH7DbZHldfZS/eUrxpkDpginNQQVXmBpsua4oVCWmZ2nq1Km0adMGV1dXvLy8sq0THR1Nr169cHNzw8fHh1GjRpGampptXYDY2Fj++c9/UrduXVxdXalWrRqjRo0iPj6+kN5FyXDr1i127drFtGnT6NSpE/7+/rRs2ZKxY8cSGhpqrqfT6Zg7dy4hISG4uLgQEBDATz/9lOlaFy9e5Pnnn8fb25ty5crRu3dvzp07l6nOggULqF+/Ps7OztSrV485c+Zken3fvn0EBgbi7OxMixYtOHjwYJ7vYcKECdSoUYNJkyZx5syZPOs/DEdHR/z8/MyPcuXKsWrVKoYMGVIkwZoQAlBXIe0FSO+LJVByB/v/gsPm/AVKSsHBA1pvknWgVLcejHgdApvnHCj9dQP+tcMSKOmAfrW1np+MgMZ4EHTvWOYpGduB/t2823UnFSbsheg72rGvC0xtrf0rikSJCZZSU1Pp27cvr732WravGwwGQkNDSUhIYNeuXSxbtoxffvmFt956K8drXrp0iUuXLjFz5kz++usvFi5cyIYNGxg6dGhhvY0Swd3dHXd3d1auXElKSkqudSdMmECfPn04fPgwL7zwAv379ycqSvslk5iYSKdOnXB3d2fHjh3s2rULd3d3evToYQ5i582bx7hx45g6dSpRUVF89NFHTJgwgUWLFgGQkJBAz549qVu3LpGRkUyePJkxY/LeVPKzzz5jwoQJbN++ndq1a9O+fXvmz5/PnTt3cn3POT1CQkLy/fVbtWoVN27cYPDgwfk+RwjxgJQCw3eQ2gyMP1vK9d3B8QDYvQK6fHzUxcXCd4u1lAAppuEzNzd47h/wj37gkcOO9AYFP5zQen1iTb8vvZzgg9am+Umme6vboLpY8ikpT9Cty7tdd9O0LUzOmrZBKeesBUoVXPM+VxQYnSphG3wtXLiQN954g1u3bmUqX79+PT179iQmJoZKlSoBsGzZMgYPHsy1a9coUyaHH/R7/PTTT7zwwgskJCRgn90y0Gzcvn0bT09P4uPjs9wnOTmZs2fPEhAQgLOz6a+L1DbaX0FFTVcBHHfnq+ovv/zC8OHDSUpKIigoiA4dOtCvXz+aNGliuZxOx6uvvsrcuXPNZa1btyYoKIg5c+bw7bffMn36dKKiosw9LKmpqXh5ebFy5Uq6detGtWrVmDZtGv379zdf48MPP2TdunXs3r2br7/+mrFjxxITE4Orq/bL4csvv+S1117L9wTv8+fPs2TJEpYsWcKFCxd45plnCAsLo0uXLuZ2nTp1KtdruLi4ULly5Xx97Z588kkA1q3Lxy/CXGT7syOEsFDnIG0kqN+tCstpGbj1/fK5VYkR9u2BrVsgLc1S3qQpdOsBrrkEJbHJMOsg/Gm1n1wzH3gzMPM8IqXA0ArsTXMYlQ4IB12r3NuWaAqUjt/Sjr2d4ONgqOye9/sS+ZLb57e1UjNnKTw8nEaNGpkDJYDu3buTkpJCZGQknTp1ytd1Mr5g+Q2UHoi6ClwsvOvneN/8V+3Tpw+hoaHs3LmT8PBwNmzYwPTp0/nmm28y9ZgEBwdnOi84OJhDhw4BEBkZyalTp/DwyLzLdnJyMqdPn+b69evExMQwdOhQhg8fbn49PT0dT08tOVxUVBRNmzY1B0rZ3TMv/v7+jB8/nvHjx7No0SJGjhzJ0qVLiYuLMw/p1qpV676umZMLFy7w22+/8b///a9ArieEyIYygvEbSB8LJFjK9f8A+1mg883fda5dhdWr4OIFS5mnJ4T2glq1cz/34HX4z0FL5mw9MKAuPFcL7O4J0gyjwc56scfUvAOlpHSYvM8SKHk6aj1KEijZRKkJlq5cuUKFe3JdeHt74+joyJUrV3I4K7ObN2/ywQcf8Morr+RaLyUlJdPw1O3bt++vsboK9xW4FJj87nVk4uzsTNeuXenatSsTJ05k2LBhTJo0Kc/hpYzeGqPRSPPmzVm6dGmWOr6+viQna13d8+bNo1WrzL847Oy0PY0KouPzxo0bLFu2jMWLF3Po0CFCQkIICwszB2SgDcPlpl27dqxfvz7Pey1YsIBy5crx1FNPPXS7hRDZUGch7VVQ260KK4P9bLB7Mn/XMKTDrp2wc6e2CS4AOnjsMXiiCzjlsrrMYITvT2gr3jJ+PZV1greDoFG5rPWNK8DuM6t5Sj1BPzb39iUb4P19EBWnHXs4aHOfqnrkfp4oNDYNliZPnsyUKVNyrbN///58ryjKbjKtUipfk2xv375NaGgoDRo0YNKkSbnW/fjjj/Nsd67yORRW3DRo0ICVK1dmKtuzZw+DBg3KdBwYqK3sCAoK4scff6R8+fLZdm96enpSuXJlzpw5w8CBA3O855IlS0hKSsLFtHP3nj178mxrSkoKq1evZvHixWzYsIGGDRsSFhbG2rVr8fXN+ldnRm9YTlyy2zX8HkopFixYwKBBg3BwkCy6QhQo88a348jcm3SfW5VcvKDNS7pmlSiynI+WXLJatdzPvZEEMw/CUatVwc19tWzc2eU5UmeBfqAzRVXKH/TLc79HigGm7ocjpnu4mwKl6vmbSiIKh02DpZEjR9KvX79c61SvXj1f1/Lz82Pv3r2ZyuLi4khLS8vS43SvO3fu0KNHD9zd3VmxYkWeH3Rjx47lzTffNB/fvn2bqlVz2A+oBLp58yZ9+/ZlyJAhNGnSBA8PDyIiIpg+fTq9e/fOVPenn36iRYsWPP744yxdupR9+/Yxf/58AAYOHMiMGTPo3bs377//PlWqVCE6Oprly5fz9ttvU6VKFSZPnsyoUaMoU6YMISEhpKSkEBERQVxcHG+++SYDBgxg3LhxDB06lPHjx3Pu3DlmzpyZ53sYMWIEa9euZcCAAURERGSaa5WdghiG27JlC2fPnn3kFwgIUeDUaVNv0k6rwqrg8CXoO+fvGqmpsG0L7N2jzSECbeJ328ehfXst0WRuIq7Cfw7BHdO8Jr0Owupp+7vps/mDXKWCsQ3YmYbplAuwB8jlPmkG+CgCDpn2inO1h/dbQY18BoKi0Ng0WPLx8cHHx6dArhUcHMzUqVO5fPkyFStWBGDjxo04OTnRvHnzHM+7ffs23bt3x8nJiVWrVuVrIq2TkxNOuXXTlnDu7u60atWKTz75hNOnT5OWlkbVqlUZPnw4//73vzPVnTJlCsuWLWPEiBH4+fmxdOlSGjRoAICrqys7duzg3Xff5dlnn+XOnTtUrlyZzp07m3uahg0bhqurKzNmzOCdd97Bzc2Nxo0b88Ybb5jbsnr1al599VUCAwNp0KAB06ZNo0+fPrm+h7Fjx/LVV18V7tyze8yfP582bdpQv379IrunEKWaMoLxS0gfDyRayvXDTb1J+RyWOnsG1qyCuDhLWcWKWm+SX8Xcz003wpK/YblVChJfF3gnCOp553yeMQTsTFNAlA5YAzq/nOunGeH/DlhSD7jYwZRWUNsr9/aJIlFiVsNFR0cTGxvLqlWrmDFjBjt3an9h1KpVC3d3dwwGA82aNaNChQrMmDGD2NhYBg8ezNNPP83s2bMBLedP586dWbx4MS1btuTOnTt07dqVxMREVqxYgZubm/l+vr6+5nkzebnv1XClhE6nY8WKFTz99NO2bkqpVJp/doTIkzoNaa+A2mVVWM3Um/RE/q6RnASbNmq5kzLY20OHThAcrG2Cm5triTD9gGWSNUCrCvCvprnvw2aYDPopVvOUpoL+3znXTzdq9wk3BVdOdjClJTTMZg6UKFClbjXcxIkTzbl3APO8mK1bt9KxY0fs7OxYu3YtI0aMoG3btri4uDBgwIBMQzZpaWkcP36cxETtL5TIyEjz0N29wzBnz57N9xCgEEKIAqKMYJgDhglAkqVc/wrYf5j/3qS/o2DdWrhrlVutmj/0ekqbo5SX8Cvw38OQYBp2s9fBS/WhV0DuKQmMv4P+fatAqUfugZLBqA3vZQRKjnqY+JgESsVMiQmWFi5cyMKFC3OtU61aNdasWZPj69WrV8+0uqpjx44FstpKCCFEATCegvSXQVkvgqlu6k3qmL9r3L0LG9Zp+7plcHSCLl2hefO8E1SmGWDh37DqrKWsgqs27FbHK/dz1RWgl2VCt7EK6FbnXN+g4NPDsNOUcdxBD+MegyYFMz1FFJwSEyyJ4kcCTSFEgVAGMHwBhklk7k16Dew/AF0+cgspBX8eht82aMNvGWrXgSd7avmT8nI5QRsOO2W15VXbivDPJuCWxwRwZQTVCvSm7N/KCXR7QZfDx6xRwed/wjZTzj17Hfy7OQTlM0eUKFISLAkhhLAd40lIHw7KOiVIADh8Bfr2+bvGrThYsxrOnLaUubhCjxBo1Dh/mbx3XYLZf0JiunbsoIdhDSDEP3/nq96gjzY914H6FfSVcqirYM5f8HuMdmyng3ebQ4v7y4Unio4ES0IIIYqeMoDhc1NvUrKl3O51sHsfdG45nmq5hhH274PNmyHNatP0Ro2he4i2t1teUg3wzTFYf95SVskN3g3K/5J943TQm6aAKMA4Duy659BmBV8fhd9MgZVepyW0bJ3LSjlhcxIsCSGEKFrGE6a5SVa9SbqaYP8V6B/P3zWuX9eSS16IsZR5lIHQnlCnbv6ucfEuTDtg2aQWoEMlGNFEy3GUH2on6N6zHBs7gt0HOdRVMP8YrDmnHeuBN5tpQ32iWJNgSQghRNEwr3Qbj6U3SQd2I8FuCuhy2bQ2g8EAu3fBju3a8wzNW0DnrpDfNBvbLsAXf2lbi4C2Cu2VRtC1av6G3cC0z2d3y4RuQwXQb8yhroJFf8OvponjOuBfzaBD/jboFrYlwZIQQojCp85D2suZ93TT1QL7r0HfJn/XuHQJVq+Eq1ctZWXLQs/ekN9UL8kG+PoIbLLqkarqrg27+d/HliIqHVQL0JsmkxsdQb8bdDlMBP/+BPxiNadqZBN4okr+7ydsSoIlIYQQhUcpMC6E9HcAq5xHdq9rw1X56U1KS4PtWyF8t9VWJToIbqMlmMzvXozRd7Rht2irdnSuAq82Auf7/DhU3UB/wfRcB/wPdDWyr/vjSVh20nI8ojF0y2MfOlGsSLAkSpxz584REBDAwYMHadasma2bI4TIiboM6a+DcZ1VYVVwmJf/vEnnzsGaXyHWavPaChW0rUoq5XMISynYfAHm/gWpRq3M2Q5ea/xgvTvGMaDfaro2YJwIdr2zr/vLKfjuuOV4eENthZ0oUfLIziUeVdeuXeOVV16hWrVqODk54efnR/fu3QkPD7d104qlqVOn0qZNG1xdXfHy8sq2TnR0NL169cLNzQ0fHx9GjRpFampqtnWFKPEMP0Nq88yBkj4MHCPzFyglJ8Pa1bB4gSVQsrODTk/AsFfyHyglpcMnh7Rs3BmBUnUP+E+7BwyUloFultVxT7CbnH3dX89oCS4zDKkPTwXc/z2FzUnPkshWnz59SEtLY9GiRdSoUYOrV6+yefNmYq3/uivGLly4QOXKldHld6LmQ0pNTaVv374EBwczf/78LK8bDAZCQ0Px9fVl165d3Lx5k7CwMJRS5r0LhSgV1E1IfwOMP1kVVgD7OWAXmr9rnDgOa9fAHatValWqar1JvveRtPHsbZgWCRcTLGU9qsGwhtr+a/dL/QW6F6y2MqkF+l+zr7v2nJaSIMOgevBMzfu/pygWpGdJZHHr1i127drFtGnT6NSpE/7+/rRs2ZKxY8cSGmr5ZafT6Zg7dy4hISG4uLgQEBDATz/9lOlaFy9e5Pnnn8fb25ty5crRu3dvzp07l6nOggULqF+/Ps7OztSrV485c+Zken3fvn0EBgbi7OxMixYtOHjwYJ7vYcKECdSoUYNJkyZx5syZPOs/rClTpjB69GgaN26c7esbN27k2LFjfPfddwQGBtKlSxdmzZrFvHnzuH37drbnCFHiGDaYepOsfg/o+2i9SfkJlBISYPnPsOx7S6Dk4Ag9noSXhuQ/UFJKy5v01i5LoORiD28HwutNHjBQigf1OOhMq+eMHqDbn/32Kb+dhy+PWI4H1IG+tbLWEyWGBEsiC3d3d9zd3Vm5ciUpKSm51p0wYQJ9+vTh8OHDvPDCC/Tv35+oqCgAEhMT6dSpE+7u7uzYsYNdu3bh7u5Ojx49zMNP8+bNY9y4cUydOpWoqCg++ugjJkyYYN40OSEhgZ49e1K3bl0iIyOZPHkyY8aMyfM9fPbZZ0yYMIHt27dTu3Zt2rdvz/z587lz50629TPec06PkJCQ+/kSZhEeHk6jRo2oVMmS0bd79+6kpKQQGRn5UNcWwubUHUgbAelPA6YNYfEG+0Vg/x3o8tjrTCn460+Y8zkc+ctSXrMWvPY6tGyV955uGRLTYMZBLUN2mmnYraYnfNoO2j/gMn2lwPgY6E0BnLID3U7QeWWt+3uMlpIgQ99a0K/2g91XFBsyDGcTLbD8QilKfkBEnrXs7e1ZuHAhw4cP58svvyQoKIgOHTrQr18/mjRpkqlu3759GTZsGAAffPABmzZtYvbs2cyZM4dly5ah1+v55ptvzMNhCxYswMvLi23bttGtWzc++OADZs2axbPPPgtAQEAAx44d46uvviIsLIylS5diMBj49ttvcXV1pWHDhly4cIHXXnst1/fg4eHBkCFDGDJkCOfPn2fJkiVMnz6dUaNG8cwzzxAWFkaXLl3M7Tp06FCu13Nxccnz65abK1euUKFC5q0MvL29cXR05MoVW/wsCFFAjDsgbThglQFb3x3s54Iuh+0+rMXHw7o1cPKEpczZBbr3gCZN85/zCODULW1vt8uJlrKe1bW5Qg4P0JuUwfg02JlWsylALQJ906z1tl2Azw5rdQCeqQEv1r2/9yCKJQmWbOIKcNHWjchVnz59CA0NZefOnYSHh7NhwwamT5/ON998w+DBg831goODM50XHBxsDjwiIyM5deoUHh4emeokJydz+vRprl+/TkxMDEOHDmX48OHm19PT0/E0bXoZFRVF06ZNcXV1zXSP++Hv78/48eMZP348ixYtYuTIkSxdupS4uDjzZOxatQq/izy7+VNKqSKbVyVEgVJJ2lYlhtlYogN3sJ8G+iF5BwjKCJGR8PsmSLXqwW7QUBt2c8/H5rnmayktK/a3UZBu6k1ys4dRTaHNQ2bHNnwA+lVW9xoN+oFZ6+26pE0kz/hS9KoOL9WXQKmUkGDJJmy1B9D93dfZ2ZmuXbvStWtXJk6cyLBhw5g0aVKmYCk7GR/+RqOR5s2bs3Tp0ix1fH19SU7WMvjOmzePVq1aZXrdzk77K1Bl5FR5CDdu3GDZsmUsXryYQ4cOERISQlhYmDkgA20YLjft2rVj/fr1D9wGPz8/9u7dm6ksLi6OtLS0LD1OQhR7xghIHwrKakm87nFw+DrnXEPWbt6A1asg2qo3yt0dnuwJ9erfX1vupsJnf0K4VQ9tHS9tvzW/fORwyo1xNegnWU3o7gD6/2StF34FZh4EU5xGiL+WIkACpVJDgiWbyHsorDhq0KABK1euzFS2Z88eBg0alOk4MDAQgKCgIH788UfKly9PmTJZM+N6enpSuXJlzpw5w8CB2fylZrrnkiVLSEpKMg+F7dmzJ9u61lJSUli9ejWLFy9mw4YNNGzYkLCwMNauXYtvNpNEC3sYLjg4mKlTp3L58mUqVtT+0t24cSNOTk40b978oa4tRJFRaWD4P+1BxlYjTtrGt3b/zHtekdEA4eFagsn0dEt5YBB06Qb3+//seJw27HYtyVL2dA1t5ZnDQ07JVSeA5yxbmRgrg25T1nr7r8L0SDCY6nWtqiW5lECpVJFgSWRx8+ZN+vbty5AhQ2jSpAkeHh5EREQwffp0evfOnHjtp59+okWLFjz++OMsXbqUffv2mZfODxw4kBkzZtC7d2/ef/99qlSpQnR0NMuXL+ftt9+mSpUqTJ48mVGjRlGmTBlCQkJISUkhIiKCuLg43nzzTQYMGMC4ceMYOnQo48eP59y5c8ycOTPP9zBixAjWrl3LgAEDiIiIyDLX6l4POwwXHR1NbGws0dHRGAwGc/BVq1Yt3N3d6datGw0aNODFF19kxowZxMbGMmbMGIYPH55tIClEsWM8DulDQFktSNAFgf180OejN+jKZW3j28uXLWXe3hD6FNTIR29UprYoLYfRor8tQYqHA7zRDFoWQE+tugPGYLAz5UFTLqCLyLqVyYFr8FEkpJva8EQVbRsTvQRKpY4SDy0+Pl4BKj4+PstrSUlJ6tixYyopKckGLXswycnJ6r333lNBQUHK09NTubq6qrp166rx48erxMREcz1AffHFF6pr167KyclJ+fv7qx9++CHTtS5fvqwGDRqkfHx8lJOTk6pRo4YaPnx4pq/V0qVLVbNmzZSjo6Py9vZW7du3V8uXLze/Hh4erpo2baocHR1Vs2bN1C+//KIAdfDgwRzfw8mTJ1VaWlrBfVHyEBYWpjBN/bR+bN261Vzn/PnzKjQ0VLm4uKiyZcuqkSNHquTk5ByvWRJ/dkQpZDQolf6FUsmeSiU7mR6uSqW9r5QxNe/z01KV2rxJqfcnKzVlovZ4f5JSv61XKiXl/tsTn6LU5L1K9Vxteby9S6lriXmfmx9Gg1LpDZRSaA+jXinjzqz1Dl1X6tm1ljZMj1Qq3VgwbRBFJrfPb2s6pQpgUsgj7vbt23h6ehIfH5+llyA5OZmzZ88SEBCAc353wy4hdDodK1as4Omnn7Z1U0ql0vyzI0oIdcG0+e0WS5muDth/C/oWeZ8fHa31Jt28YSnzLa8ll6zyANmzj8bCzANwI9lS1reWlsfIvoAy4RieBjtTokkFqM9B/3rmOkduwuR9kGIaimzjB+8EgZ1k4ylpcvv8tibDcEIIITJTCow/apm4uWUptxsBdh/mvfltSgps+R3278e8PExvB+3awePtwO4+P3qMCn45re2xZjRdz9MR3mwGQeXv71q5MYzPnJFbvZw1UIqKhSlWgVKrCtpkcgmUSjUJloQQQliom5D+LzD+bFVYGRy+An2XvM8/dVLb0y0+3ur0KlpvUvkHCGxupcB/DsHB65ayxuXgrUAoV4A9rsZloJ9qtfKtHei/zFznRJzWo5RsCpRalId3gwquV0sUWxIsiQcmI7hClDLGjZD2CmA1CVv/PNh/Cjrv3M9NTISNG+DPw5YyBwfo1FnLwK1/gIDizxvakvw4Ux4mHfB8behXB+wKcBK1OghY7/lWDfSbsRQAp+Jh4j5INK3ia+YDY5s/XLJLUWJIsCSEEI86lQDpY8H4tVWhN9jPBrvn8jhXQdQxWL9W29stQ0AN6NkLvMvef3sMCv53EpadsOQu8nbSepOa5rF1yv1S10G1A33Gnm/uoDsAWK18O3sbJu6BhDTtuEk5GPcYOEqg9KiQYKmISC+MuF/yMyOKhDEc0oeDOmUp03XVht3y2q7kzm1YtxaO/20pc3KGbt2hWeCD5RqKTYZZB+HPm5ayZj7wZqAWMBUklQbGILAzBXnKHnR/gK6cpc75OzB+D9wxBUoNy8KEx8BZAqVHiQRLhczBQfvrJDEx8aETG4pHS2Kitr9Vxs+QEAVKJYHhfTB8imWPDlew/z/QD8890FEKDh6ATRshxWplWt168GQoeDxg7rAD1+E/ByHelN9IDwyoq614K4zcRcZOYHdBe64AfgCdVU62C3e1QOm2qT31vGFiS3CWj85HjXzHC5mdnR1eXl5cu3YNAFdXV9kLTORKKUViYiLXrl3Dy8vLvPWLEAXGuM/Um2S9XUlLU0qAPBK0xsbCmlVw7qylzM0NQkKhfoMH600yGGHpCfj5lCVuK+cMbwdCw3K5nvrADC+D3R+WYzUF9FZDjpcSYFy4NsEcoJYnTG4JrvKx+SiS73oR8PPT9mTLCJiEyA8vLy/zz44QBUIlg+FDMPwHy2QgR7CbBHb/Al0uHwlGI+zdA1u3QHqapbxpM23YzeUB92G7kQQzDsKxWEtZc18YHailBygMxtmgn2d1/BzoJ1qOryRqgVKsKVCqUQY+aAVu0sv7qJJgqQjodDoqVqxI+fLlSUtLy/sE8chzcHCQHiVRsIwRpt6kKEuZrjnYf5P3diXXrsKqX+HSRUuZpxeE9oKH2Spo/1X45JBlPpCdTtvX7ekahbdliHEz6P5ltfKtMej/Z3n9WpIWKGUkvvT3gPdbg3shBW6iRJBgqQjZ2dnJB6AQomipFDB8BIaZWDa/dQC78WD3Vu69SenpsGun9jBmnKuDli3hic7g+IATrtONsPhvWHHGUubromXBrpdHioKHoc4CoVab4/qCbi/myOlmEowPt2zMW9UdPmxdeD1cosSQYEkIIUor40FIHwbqqKVMFwj280DfKPdzL1zQtiq5bjV9wMdHSy5ZtdqDt+lqIsw4AMdvWcpaVYB/NQWPQgxKVCKoFqA3Da0pZ9PmuKaFN3HJMG4PXNYWVlDJTQuUvAp4BZ4okSRYEkKI0kalguH/wDANS2+SPdj9G+zeBl0uc29SU2HrZti7F8tWJXpo+zi0aw/2DzFvJ/wK/PewJV+RvQ5eqg+9Ah5sYnh+KSMYW4CdaV6U0gO/gc4U9N1K0QKli6YUAn6uMLU1lJU9GYVGgiUhhChNjH+aepP+tJTpmpjmJjXJ+TyAM6e1lW63blnKKlbSepMeZrFBmgEWRMHqc5YyP1dt2K2214NfN7+Mz4Cdaa6WAtQc0LfXjm+nwoQ9EHNXOy7vogVKPpLqRVhIsCSEEKWBSgPDDG1+EqYtObADu3fB7j3Q5TLElZQEm36DQwctZfb20LETtA7WNsF9UJcTYPoBbbuQDG0rwj+bFM3qMsO/Qb/KcqxGgv4V7fldU6B07o527OOsBUrlH3Blnyi1JFgSQoiSznjEtNLNKtjRNTLNTQrM/dyMrUru3rWU+VeHnk9BuYfMcbTzEsz+E5JMwZuDHoY3hB7VCnfYLYNxKeg/tlr51gn0s7XnCWkwcS+cua0dl3XSAiU/t8JvlyhxJFgSQoiSSqVpq9wMHwEZaUnswG6MNj9Jl8vk5Lt3YP06LVjK4OgEXbtCUHPQPcDGtxlSDDD/GKw/bymr7AbvNoeAB8zufb/UftCFWQVKAaD7XXuemA6T98FJU2+XlyN8GAyV3IumbaLEeYj/DUVr6tSptGnTBldXV7y8vLKtEx0dTa9evXBzc8PHx4dRo0aRmpqar+srpQgJCUGn07Fy5cqCa7gQQhQG41FIaw+GKZgDJV19cNgO9lNyDpSU0obb5nyROVCqXQdGvA7NH3u4QOnCXRizK3Og1LEy/KddEQZKV0B1AF3G5rhlQHdQe1/J6fD+Pvg7TnutjKO26q2qBEoiZyWmZyk1NZW+ffsSHBzM/Pnzs7xuMBgIDQ3F19eXXbt2cfPmTcLCwlBKMXv27Dyv/+mnn8o2JEKI4k+lm3qTpmLpTdJrOZPsxufem3QrDtas1iZyZ3B1hR5PQsNGDz80tvUCzPkLkk1BiqMeXm0EXaoWzbAbaCsBVSDoTbmSlAPo9oDOU2vXB/vhqGlVnLuDFij5F1EQJ0qsEhMsTZkyBYCFCxdm+/rGjRs5duwYMTExVKqk7ZQ9a9YsBg8ezNSpUylTJuf/DIcPH+Y///kP+/fvp2LFigXediGEKDCGL8Ew2XKsq2eam/RYzucYjbB/H2zZDGlWve2Nm0D3HuD6kPN0ktPhq6Pwe4ylrKq7Nuzm7/Fw175fqg3or5ie60D9qmUoTzXARxHw503tNTd7bQuTourtEiVaiQmW8hIeHk6jRo3MgRJA9+7dSUlJITIykk6dOmV7XmJiIv379+fzzz/P9z5cKSkppKSkmI9v3779cI0XQoj8shsGxvnaJrh2b5p6k3LJB3T9GqxeBResApkyZeDJXlCnzsO35/wdmBZpWXoPWk/SKw3BuYg/YowDQB+pPVeAmgH6EC11wceRcPC69pqLPUxpBbW8irZ9osQqNcHSlStXqFChQqYyb29vHB0duXLlSo7njR49mjZt2tC7d+983+vjjz8293QJIUSR0jmD/bdAeu69SYZ0+OMP2LkdDAZLeYvHoHMXcHrIhItKaT1JXx6BVNOmvM528FpjeKLKw137QRingu4Hq/aFgf4tbWuVaQcg4pqljZNbQt1C3FZFlDo2neA9efJkdDpdro+IiIh8Xy+7OUdKqRznIq1atYotW7bw6aef3le7x44dS3x8vPkRExOT90lCCFFQ9IG5B0qXLsI3X8O2LZZAqWw5CHsJnuz58IFSYjr85xB89qclUKruoU3itkmgtAJ0E6xWvrUG/UIwGGHmQdh7VSt31MPEltCgbNG3UZRoNu1ZGjlyJP369cu1TvXq1fN1LT8/P/bu3ZupLC4ujrS0tCw9Thm2bNnC6dOns6yu69OnD+3atWPbtm3Znufk5ISTk+wXJIQoZtJSYdtW2BOu9fyAtgIsuA106AgOBZAE8uxtbdgtY2sQ0PImDWsITjbYKFwdAd0/rDbHrQy6HWBQWkD3x2WtPCNQavyQuaPEI8mmwZKPjw8+Pj4Fcq3g4GCmTp3K5cuXzZO0N27ciJOTE82bN8/2nPfee49hw4ZlKmvcuDGffPIJvXr1KpB2CSFEkTh3VpubFBdrKfPz07YqqVgp5/PySynYEA3zjkKaqTfJxV7LxN2uAK7/QG26aZrQbUp6aXTTUgQoe/jsMOy4pJXb6+HfLaBpwXzeiEdPiZmzFB0dTWxsLNHR0RgMBg4dOgRArVq1cHd3p1u3bjRo0IAXX3yRGTNmEBsby5gxYxg+fLh5JdzFixfp3LkzixcvpmXLlvj5+WU7qbtatWoEBAQU5dsTQogHk5wMv2+EA5GWMjt76NABgtuCXQH09iSkwed/wq7LlrKantrebpVslPFaGUwpAkxblSg70O0E5QNf/AlbLmjl9joY2xyal7dNO0WpUGKCpYkTJ7Jo0SLzcWCglsJ/69atdOzYETs7O9auXcuIESNo27YtLi4uDBgwgJkzZ5rPSUtL4/jx4yQmJhZ5+4UQosAdPw7rVsOdO5ayqtWg11Pg41sw9zh5S9vb7YrV782e1WFIfXCwwbBbBtUB9Kb5ogpQP4CumTbhfKOpXK/TArqW2U/FECK/dEplDGyLB3X79m08PT2Jj4/PNZ+TEEIUiIS7sGE9HD1iKXN01Fa5tXjIDNwZlILV52DBMUg3fUy4OcC/mkCwjfPRGV8G/TztuQKMk0A/Cb45BqvOauV6YEyQ7YYIRYmQ38/vEtOzJIQQjzyl4MhfWqCUZNXTU7MWhPaCHLaCum93U+G/h2HPVUtZHS+tl6aCa8Hc40EZ/wu6eVbHz2mB0oIoS6CkA0Y3k0BJFBgJloQQoiSIj4e1q+HUSUuZiwt0D9EycRfUdiJ/x8GMA3AtyVL2dA0YVA8cbLydqNoIutGWFAGGJqD7EZYchxVnLPVGNYWONkhhIEotCZaEEKI4U0aIiIDNm8B6Y/AGDbU93dwLaANYo4KVZ2Dx39qyewAPB3ijWfGY86NOAb2sUgSUB/1eWHYKfjplqfd6Yy2DuBAFSIIlIYQorm7cgDWrIPq8pczdA54MhXr1C+4+8anw6SFLlmuA+t7wdhD4uhTcfR6UugPqMdCbgkWjM+gi4ecL8P0JS71XG0EPf9u0UZRqEiwJIURxYzBA+G7Yvk3btiRDUHPo0hWcCzCAOXoTZhyEm8mWsr61YGAdsLPxsBtoPWsqCPS3TMd60G2CX1O1XrAMQxtAaHVbtFA8AiRYEkKI4uTyZVj9K1yxymnk7Q09n4KAGgV3H6OCn0/B0hPacwBPR3izGQQVo5xE6knQm4bZFKDmw7rKMP+opc7getq8KiEKiQRLQghRHKSnwfbtsPsPrTcFtEnbrYKhUydwcCy4e8WlwH8OwqEblrLG5eCtQCj3kPvGFSTjm6D/TXuuAONbsLETfPWXpc4LdaFPLZs0Tzw6JFgSQghbiz6v9SbdvGkpK19B26qkcuWCvdfhGzDroBYwgbayrF9teL4O2BXQirqCYJwPuk+sjrvDllEw509L2fO1tYcQhUyCJSGEsJWUFNjyO+zfZynT20H79tD2cW3bkoJiUPDjCVh2UuulAfB20nqTitueaWon6F62ShFQB3Z8DbOtAqU+NbV5VUIUAQmWhBDCFk6e1PIm3Y63lFWuovUmlS/gOUM3k7XepL+seq6a+cCbgVrAVJyoGKAb6ExDkUZvCF8Dn/5pCfJ6B0BYvYLLLSVEHiRYEkKIopSYAL9tgL+sekkcHOCJzvBYK9AX8Aq0A9e1+UnxpmX3emBgXXiulrZ3WnGikkE1B71pZZ7REQ6sgRknwBQ7EeqvrXyTQEkUIQmWhBCiKCgFx47C+nVawJQhoIa20s3bu2DvZzBqK92sEzaWc4a3A6FhuYK9V4FQoFqC/rrpUAfHl8CHcZbVet2rwcuNJFASRU6CJSGEKGy3b8O6NXDiuKXM2Rm69YCmzQr+w/96krZlSVScpaxFeS0bt2cBrqorSMY+oDetclPA+Q/h3+5a0AfQuQqMaFz8esPEI0GCJSGEKCxKwcFI2LRRm8ydoV59CAkFD4+Cv+e+q1o27jtp2rGdTtvX7ekaxTfQMI4H/QrL8fUXtXxP6aZAqUMl+GfT4tt+UepJsCSEEIUh9iasWQ3nzlrK3Ny1rUrqNyj4+6UZtYzWK602lC3vom1ZUq+Ah/gKkvEH0E21HN8Jhtf6ae8HoG1FGN2seKU1EI8cCZaEEKIgGQ2wdw9s3aolmszQLBC6dgMX14K/55VEbdjtxC1LWesK8K+m4F5Mh90A1D7QvWhJEZBcFYaOhVRToNS6AowJLB7brohHmgRLQghRUK5e1ZJLXrpoKfPygtBeULOQskzvvgyfHYYE0x5y9noYUh96Vi/eE6HVZaAT6AzacboHvDoTkkxtblEe3mmuvR8hbEyCJSGEeFjp6bBzB/yxE4wZa9x10KoVdHoCHAshl1GaAb6NgjXnLGV+rvBuENTyKvj7FSSVYtocN1E7NtrDuzPhpqnXLcgXxjYHBwmURPEgwZIQQjyMmBitN+nGdUuZj6+WXLJq1cK556UEmH4ATlsltHy8IoxsAm4OhXPPAqNAtQH9FdOhDmZMgBOVtOMm5eDfLcDRznZNFOIeEiwJIcSDSE2BrVtg717MqaX1emjbDtq1B/tC+vW685K27UeSadjNQQ/DG0KPasV72C2DcQDoD2jPFbB0KOwK0o4bloUJj4GTBEqieJFgSQgh7tfpU9pKt/hblrJKlbTepAp+hXPPFAPMOwq/RVvKKrvBu80hoEzh3LOgGT8E3TLL8Y6u8GNv7Xl9b5jYEpzlY0kUP/JTKYQQ+ZWUCBt/g8OHLGX29tDxCWjdWtsEtzDE3IXpkXDujqWsY2UtSaNLCfk1blwOugmWlW8n68PMUdrzOl4wqSW4lpD3Ih458pMphBD5EXUM1q2FhLuWMv/q0OspKFuI24dsuQBz/4Jk06oxRz281ljLaF0Sht0A1GHQPW8JlG76wpiPtOc1PWFKyxIw10o8yiRYEkKI3Ny5A+vXwt9RljInJy1nUmAQ6AppxVZyOnx5BDZfsJRVddeG3fwLIfN3YVE3QLUFvWmOVZILjPxUWwFX3QPeb1W8c0EJgQRLQgiRPaW04baNGyA52VJepy482RPKFOI8ofN3YFqkNvyWoWtVbRNZ5xI0+VmlgWoGetPGwel28PY0uFtGC/w+bA1lJFASxZ8ES0IIca+4OFizCs5abR3i6gYhT0KDhoU3/KUUbIqBr45Yslg722lzkzpVKZx7FqrXQW9K0KmAae/A+QBtYvrU1uBZCPmnhCgEEiwJIUQGoxH274UtmyHNaquSxk2gew8tYCosiena3KRtVtm/q3tow25V3AvvvoVmNujmaU+VDpa8AHvaQEVXmBoM3s62bZ4Q90GCJSGEALh+DVb9Chet5giV8YTQnlC7TuHe+0y8lmTyYoKlLMQfhjYooTmH1gFvWA7/+0/Y3BUqmAKlchIoiZJFgiUhxKPNkA67dmnblRgNlvIWj0HnLuBUiB/sSsH68/DNMUgzDbu52MM/m0C7SoV330J1GHgeML2f//XVAiUfZ23ozdfFlo0T4oFIsCSEeHRdvAirV8K1a5aycuWgZ2/w9y/ceyekaZm4/7hsKavlCe8EQcVCHO4rVJeBnoBpYvqutvDdC1DWCT4K1nqWhCiBJFgSQjx60lJh61bYG6717oCWAqBNW+jQAewLOefPyVvasNuVREtZr+rwUn1wKInDbgAJQC/ANIz5d134ZDR4uWhDbyU2ABRCgiUhxKPm7FlY86u24i2Dnx/0ehoqVizceysFq8/CgihINwVpbg7wr6YQXEjbpBQJI/ACEKkdXi0PU8eBi4eWHqBETlAXwkKCJSHEoyE5CX7fBAciLWV29tChIwS3AbtC7tG5kwr/PQx7r1rK6nrB20GlYHjqPWCl9jTBFd6fCIby8FFrqFaCEmgKkQMJloQQpd/xv2HdGi0bd4aq1bSNb318Cv/+f8dpw27Xkyxlz9SAQfXAvpAygBeZecAM7alBD9PehZu1tMnc1UvIBr9C5EGCJSFE6ZVwFzash6NHLGWOjtC5K7RoUXhblWQwKlh5Bhb/DQbTsJuHA4xuBo9VKNx7F4nfQb1m2fPty1fheEv4oJW255sQpUSJ+ZNm6tSptGnTBldXV7y8vLKtEx0dTa9evXBzc8PHx4dRo0aRmpqa57XDw8N54okncHNzw8vLi44dO5KUlJTneUKIYkop+PMwzPk8c6BUqza89jo81rLwA6X4VPhgvzY/KSNQalAWPmtfSgKlY6CeA50p3cKKp2F7T5jSCup42bJhQhS4EtOzlJqaSt++fQkODmb+/PlZXjcYDISGhuLr68uuXbu4efMmYWFhKKWYPXt2jtcNDw+nR48ejB07ltmzZ+Po6Mjhw4fR60tMHCmEsBZ/C9ashtOnLGUurloG7sZNCm+rEmtHbsKMAxCboh3rgOdqwcA6YFcafrdcAxUKunjtcE8r+GEoTGoJ9bxt2zQhCoFOqYx1syXDwoULeeONN7h161am8vXr19OzZ09iYmKoVElL5rZs2TIGDx7MtWvXKJPDppetW7ema9eufPDBBw/cptu3b+Pp6Ul8fHyO9xFCFDJlhIj9sPl3sO5RbtgIeoSAWxGsyDIo+PkUfH/cnJMRT0d4MxCCfAv//kUiCdQToNujHZ6uARNmwHvtoUkRzP8SogDl9/O7NPyJA2g9RI0aNTIHSgDdu3cnJSWFyMjIbM+5du0ae/fupXz58rRp04YKFSrQoUMHdu3aleu9UlJSuH37dqaHEMKGbtyAhQtg/TpLoOThAc/3hz59iyZQikuByXvhO6tAqUk5bdit1ARKgPEzS6B0oxx8PAnGtJNASZRqpSZYunLlChUqZJ4H4O3tjaOjI1euXMn2nDNntB3FJ0+ezPDhw9mwYQNBQUF07tyZkydP5nivjz/+GE9PT/OjatWqBfdGhBD5ZzDArh3w1VyIibaUBzWH10ZC3XpF047DN2DUDjh0QzvWAQPqwPutoWwp2gfNqOCLLrAuBJKcYeokeLV76QoGhciGTYOlyZMno9Ppcn1ERETk+3q6bOYiKKWyLQcwGrU//1555RVeeuklAgMD+eSTT6hbty7ffvttjvcZO3Ys8fHx5kdMTEy+2yiEKCCXL8H8r2HLZm1/NwDvsvDiYOj5FDgXQZBiULD0OEzYA7dM85PKOmmJGPvXAbsimB9VVJSCuX/Bxssw9zV443N4vi+0KA2T1YXInU0neI8cOZJ+/frlWqd69er5upafnx979+7NVBYXF0daWlqWHqcMFU3Zehs0aJCpvH79+kRHR2d3CgBOTk44OTnlq11CiAKWlgY7tsHu3do8JdAmbbcOho6dwMGxaNpxMxlmHoAjsZayQF94sxl4lbLfD0rB10dhg+n3ol4Pg0KgdUnOOi5E/tk0WPLx8cGngBLCBQcHM3XqVC5fvmwOgjZu3IiTkxPNmzfP9pzq1atTqVIljh8/nqn8xIkThISEFEi7hBAF6Px5bauSmzctZeUraMklK1cuunZEXoP/HILbpvlReh28UBf61NSelyZKwbdRsOacdqxHyxPVtlIuJwlRupSY1AHR0dHExsYSHR2NwWDg0KFDANSqVQt3d3e6detGgwYNePHFF5kxYwaxsbGMGTOG4cOHm2e4X7x4kc6dO7N48WJatmyJTqfj7bffZtKkSTRt2pRmzZqxaNEi/v77b37++WcbvlshRCYpydoqt4j9ljI7O2jXAdq21bYtKQrpRm3Y7efTljIfZxgTBA3LFk0bipJSWkLNldr8TnTAqKbQsQgDUyGKgXz/hrlw4QJVqlQpzLbkauLEiSxatMh8HBgYCMDWrVvp2LEjdnZ2rF27lhEjRtC2bVtcXFwYMGAAM2fONJ+TlpbG8ePHSUy07PT9xhtvkJyczOjRo4mNjaVp06Zs2rSJmjVrFt2bE0Lk7OQJWLsarFedVqkKvZ4C3/JF147rSVrupCirDXgfKw9vNIMyRTT0V9R+OJE5MHy9CXSWBS3i0ZPvPEteXl7Mnj2bF198sbDbVOJIniUhCkFiAvy2Af7601Lm4ABPdNEycBdl4th9V+HTQ3AnTTu208Hg+tA7oGiSXNrCjye1NAgZXmsET1a3WXOEKAz5/fzOd8/SRx99xOuvv87KlSv5+uuvKVeuXIE0VAghMlFK26Jkwzqw6gWmRk3o2Qu8ijBDdJox8zAUQHkXeCcI6pbiTNXbLmYOlIY3kEBJPNLy/afZiBEjOHz4MHFxcTRs2JBVq1YVZruEEI+i2/Hw4w+w/GdLoOTsAr2fgYEvFm2gdCUR3tudOVAK9oP/tivdgRLAb+ctz1+qD0/VsF1bhCgG7mtWZEBAAFu2bOHzzz+nT58+1K9fH3v7zJc4cOBAgTZQCPEIUEY4cAB+3wgpKZby+g0g5Elw9yja9uy+DJ8dhgRT/iZ7PQytD6HVS++wW4Y0A5y4pT0v7wLPyvxNIe57Ccn58+f55ZdfKFu2LL17984SLAkhxH25eRPWrILz5yxl7u4QEqoFS0Up1QALrJbJA1R01YbdankVbVts5WQ8pJryVzWS6RZCwH0GS/PmzeOtt96iS5cuHDlyBF9fSXEvhHhARgPsCYdtWyE93VLeLBC6dgcXl6Jtz6UEmBYJZ6xW3bWrBCMbg6tD0bbFlo5aJdlsUArTIQjxAPIdLPXo0YN9+/bx+eefM2jQoMJskxCitLtyBVb/qm1ZksHLS9umpIYNhn12XITP/4IkU9DmoIeXG0L3aqV/2O1eR60SfjaSYEkIuI9gyWAw8Oeff9o015IQooRLT4ed2+GPXWDamxF00KoVdOoMjkWcryjFAPOOwm9W2xtVdoN3m0PAI5gGxKAseaS8HKGSm23bI0Qxke9gadOmTYXZDiFEaRcTrfUm3bhhKfP11bYqqWKDRIcxd2F6JJy7YynrVBleawwuj+hczPO3IdHUu9aw3KPXqyZEDh7R3whCiCKTmgJbNsO+fYApB65eD4+3g8fbgy0WiWy5AHP+0nqWABz1WpDUucqjHSAckflKQmRHgiUhROE5dUrbqiT+lqWsUmWtN6lChaJvT3I6fHkENl+wlFXzgHeDtH8fdcesgiWZrySEmQRLQoiCl5QIG3+Dw4csZfYO0OkJaNW6aLcqyXD+Nkw7oA2/ZehaFV5uBM52Rd+e4kYpy+RuV3vwfwTnbAmRAwmWhBAFRymIOgbr10JCgqW8eoC20q2sDXorlIKNMfD1EUv+IGc7eL0xdJQFK2aXEuBWqva8QVlt/zshBCDBkhCioNy5owVJf0dZypyctJxJgUG2mQuUmA5z/oTtVikKAspow26V3Yu+PcWZ5FcSIkcSLAkhHo5ScOigNuyWkmwpr1MXnuwJuezkXahOx2tJJi9bbcYb4g/DGoCjDLtlYR0sNZRgSQhrEiwJIR5cXCysWQ1nrTabdXXT9nNr0NA2vUlKwbrz8M0xSDcNu7naw8gmWkZukb2MYMlRD7U9bdsWIYoZCZaEEPfPaIR9e2DrFkhLs5Q3aQrdeoCrq23adTcNPv8T/rhsKavlqe3tVlESLOboehJcNfXA1fECB+l5E8KaBEtCiPtz7SqsXgUXrZbfe3pCaC+oVdt27TpxC6YfsHzoAzwVAIPryYd/XiKuWZ438bFdO4QopiRYEkLkjyEddu2EnTu1TXAzPNYSnuiiTea2BaVg1VlYGAXppqSXbg7wr6YQ7GebNpU0+65anj9mg/xXQhRzEiwJIfJ28YK2Vck1qx6Icj7Q6ymo5m+7dt1Jhf8ehr1WH/Z1vbRht/I2GgosaZLT4bBpC5pyzlBT8isJcS8JloQQOUtNhW1bYO8erQcHQKeHtm2hfQct0aStRMVqw243rFbgPVsDXqwH9jZIellSHbwBaaaJ8C0rPNrbvQiRAwmWhBDZO3sG1qyCuDhLmV9FeKq39q+tGBWsOA2Lj2vPATwcYHQzGUJ6ENZDcC3l6ydEdiRYEkJklpwEmzbCwQOWMjt76NgRgtuA3oaTpeNT4JNDEHndUtawLIwJBB8XmzWrRPvTNATnZAdNytm2LUIUUxIsCSEs/o6CdWvh7h1LWTV/bW5SORuvkjpyE2YcgNgU7VgH/KM29K8NdjLs9sD0pmE3R70k6xQiBxIsCSHg7l3YsA6OHbWUOTpBly7QvIU2T8lWDAp+PgXfHwfT1Bq8HOHNQAj0tV27SosyjnAlUctRZTBK4ClENiRYEuJRphT8eRh+26ANv2WoVVvLm+Rp40zOcckw65BltRZoQ0VvBUJZZ5s1q1Qp46j9q9ACJk8bpYAQohiTYEmIR9WtW7B2NZw+ZSlzcYUeIdCose1XRR2+ATMPwi3TsJse6FdHG3qzkxVbBSYjWAK4nSrBkhDZkGBJiEeNMsL+/bD5d0hLtZQ3agzdQ8DNxtuCGIzww0n430mttwOgrJM2ibuxZJcucPcGS0KILCRYEuJRcuO6tlVJTLSlzKMMPNkT6ta1Xbsy3EyCGQctm7oCBPlqaQG8pMejUFgHS/ESLAmRHQmWhHgUGAyw+w/YsU17nqF5C+jcFZyLwfyfyGvwn0OW3g29Dl6oC31qWlZsiYLnKT1LQuRFgiUhSrtLl7StSq5esZSVLQs9n4LqAbZrV4Z0I3x3HH45bSnzcYa3g6BBWdu161Ehw3BC5EmCJSFKq7Q02L4VwsO1eUqgTdpu3UZLMOngmOvpReJaEsw8AFFWWcIfKw9vNMv8IS4KjwRLQuRJgiUhSqNz57StSmJvWsoqVIBevaFSZZs1K5O9V+DTw9pyddBWuA2uD70DbL8S71Eic5aEyJMES0KUJinJ8PsmiIywlNnZaZvetnlce25raUZYFAW/nrWUlXeBd4Ogjrft2vWokp4lIfIkwZIQpcWJE7BuNdy+bSmrUlXrTfItJpmuryTC9Eg4GW8pC/aDUU3B3cF27XqUuTtoOayMSLAkRA5KTF77qVOn0qZNG1xdXfHy8sq2TnR0NL169cLNzQ0fHx9GjRpFamru//mvXLnCiy++iJ+fH25ubgQFBfHzzz8XwjsQopAkJMDyn2HZUkug5OAIPZ6El4YUn0Dpj8vwxg5LoGSvh1cawtjmEijZkl4HHqbeJQmWhMhWielZSk1NpW/fvgQHBzN//vwsrxsMBkJDQ/H19WXXrl3cvHmTsLAwlFLMnj07x+u++OKLxMfHs2rVKnx8fPj+++95/vnniYiIIDAwsDDfkhAPRyk48hf8th4SEy3lNWtpW5Xk8EdFkUs1wLfHYO15S1lFV3inOdSy8XYqQlPGUZuvJMGSENkqMcHSlClTAFi4cGG2r2/cuJFjx44RExNDpUqVAJg1axaDBw9m6tSplClTJtvzwsPDmTt3Li1btgRg/PjxfPLJJxw4cECCJVF8xcfDujVw8oSlzNkFuveAJk2LzwTpS3dh2gE4YzU02K4SjGwMrtKbVGxkzFtKNkCKAZyKwdw2IYqREhMs5SU8PJxGjRqZAyWA7t27k5KSQmRkJJ06dcr2vMcff5wff/yR0NBQvLy8+N///kdKSgodO3bM8V4pKSmkpKSYj29bzxERojApI0RGapO4Uy0/gzRoqA27ubvbrm332n4RvvgTkkxJMB31MLwhdK9WfII5obGe5H0nFZxcbNcWIYqhUhMsXblyhQoVKmQq8/b2xtHRkStXruRwFvz44488//zzlCtXDnt7e1xdXVmxYgU1a9bM8ZyPP/7Y3NMlRJG5eUPbqiTaajjL3V3bqqRefdu1617JBph3BDbGWMoqu8G7zSEg+x5eYWP3rojzkWBJCGs2neA9efJkdDpdro+IiIi8L2Siy+avVaVUtuUZxo8fT1xcHL///jsRERG8+eab9O3bl7/++ivHc8aOHUt8fLz5ERMTk2NdIR6a0QB/7IKv5mYOlAKD4LWRxStQirkDY3ZlDpQ6VYZP2kmgVJxJ+gAhcmXTnqWRI0fSr1+/XOtUr149X9fy8/Nj7969mcri4uJIS0vL0uOU4fTp03z++eccOXKEhg0bAtC0aVN27tzJF198wZdffpnteU5OTjg5yaaeoghcuaxtVXL5sqXMy1vbqqRGDdu1KzubY2DuEW3OC2jzXl5tBF2q2rZdIm+SmFKIXNk0WPLx8cHHx6dArhUcHMzUqVO5fPkyFStWBLRJ305OTjRv3jzbcxJNK4j0+swdbHZ2dhiNxgJplxAPJD0NdmyHP/7IvFVJq9bQ8QlwLEZbgSSlw5dHYMsFS1k1Dy3JZDUP27VL5J9spitErkrMnKXo6GhiY2OJjo7GYDBw6NAhAGrVqoW7uzvdunWjQYMGvPjii8yYMYPY2FjGjBnD8OHDzSvhLl68SOfOnVm8eDEtW7akXr161KpVi1deeYWZM2dSrlw5Vq5cyaZNm1izZo0N3614pEVHa71JN29YynzLa8klq1SxXbuyc+62ttrtwl1LWbeqMLwROMuKqhJDhuGEyFWJCZYmTpzIokWLzMcZy/q3bt1Kx44dsbOzY+3atYwYMYK2bdvi4uLCgAEDmDlzpvmctLQ0jh8/bu5RcnBwYN26dbz33nv06tWLu3fvUqtWLRYtWsSTTz5ZtG9QiJQU2PI77N8PKK1Mbwft2sHj7cCuGP13VQo2RsPXRyHV1PPlYgcjmkDHYrL3nMg/CZaEyJVOKaVs3YiS7vbt23h6ehIfH59jPichcnXqJKxdreVPylCpMjzVG8pnP+fOZhLT4Iu/YMclS1lAGW3YrXIxSl0g8u9qIgzboj1vWxHey37qghClTX4/v4vRn6pCPIISE2HjBvjzsKXM3gGeeAJatgZ9MduR6HQ8TIuEy1YZw5/0h6ENwFGG3Uqse/MsCSEykWBJCFtQCqKOwfq12t5uGaoHQK+nwLus7dqWHaVg3Xn45hikm4bdXO3hn03g8Uq5nyuKP2c7LWloqlGG4YTIhgRLQhS1O7dh3Vo4/relzMkZunWDZkHFL7v13TSYfRh2WyV3reWpDbv5udmuXaLg6HRa79KNZAmWhMiGBEtCFBWl4OAB2LQRUpIt5XXrwZOh4FEM57udiNNWu11LspQ9FQCD64NDMRsiFA/HOlhSqvgF7ULYkARLQhSF2FhYswrOnbWUublBSCjUb1D8PpiUgl/PwqIoSDetAXF3gDeaQis/27ZNFI6MeUvpChLTwU02OhYigwRLQhQmoxH27oGtW7REkxmaNoOu3cHV1WZNy9GdVPj0MOy7aimr5w1vB0L5YtheUTDuTR8gwZIQZhIsCVFYrl2FVb/CpYuWMk9PCH0KatWyXbtyExUL0w9owzEZ+tSEF+qCvQy7lWr3BksVZT6aEBkkWBKioKWnw66d2sNo2icNHbRsCZ06Q3HcV9CoYPlpWHJcew7ah+foZtCivE2bJoqIJKYUIkcSLAlRkC5c0LYquX7NUubjAz17Q7VqtmtXbuJT4D+H4MB1S1nDstqwWzkXmzVLFDHZTFeIHEmwJERBSE3V5iXt3YNlqxI9tHkc2rfXEk0WR3/dhJkHIDZFO9YB/6gN/WuDnQy7PVJkM10hciTBkhAP68xpWLMabsVZyipW1Da+9atou3blxqDgp5Pwwwkw5ZjEywneagbNfG3ZMmErMgwnRI4kWBLiQSUlwabf4NBBS5m9PXTsBK2DtU1wi6O4ZJh1CA7fsJQ1KQdjAsHb2WbNEjYmwZIQOZJgSYgH8XcUrFsDd+9ayqr5a71J5crZrl15OXRdC5RumYbd9ED/OtC3NtgVs1xPomhJsCREjiRYEuJ+3L0D69dp+7plcHSCrl0hqDnoiuk8H4MRfjgJ/ztpnlJFWScYEwSNi3FwJ4qOhwRLQuREgiUh8kMp+PMw/LYBkq22/qhdB0J7QhlP27UtLzeTYMZBOBprKQvyhTebgWcxTGMgbMNBD272kJAuwZIQ95BgSYi83IrTJnCfOW0pc3WFHk9Cw0bFb6sSaxFXtbQAd0zZw/U6eLEuPFtTey6EtTKOEiwJkQ0JloTIidEIEftg82ZIs/rwaNQYuodoe7sVV+lGWPI3LD9jKfNxhneCoH5Z27VLFG9lHOFyItxN04ZuJX2EEIAES0Jk7/p1LbnkhRhLmUcZbcitTl3btSs/riVqW5Ycv2Upa1kB/tU08yReIe6VMW9JofVGeskwrRAgwZIQmRkM8Mcu2Llde56heQvo0hWcivnS+j1X4L+HtZ4BAHsdhNWH3gHFe7hQFA/3JqaUYEkIQIIlISwuXdR6k65etZSVLQc9n4Lq1f+/vXuPj7I68D/+mSQzE5KQCwYJgUC4KVeJgCigiILgiqi/uiq9qD8tu9ZVxLa2lVdbhXaRoqIsbbfbUi1S2/rbat1iRa0oUBEWQQg3NdwJBCKXQCYhl0kmz++Pk2QmtyGQmTyZzPf9ej0vZk6emZzzIjPznXPOc45t1WqVqhpY/jmsPOgvu7QL/GAUXJZmX70ksmj5AJFmKSyJVHlh7Vr43w3mqjcwSwCMGw/XTwJnB92qpE7hOVi0FfYV+8vGZcBjIyGpg9ddOhaFJZFmKSxJdDt0EP62EooCLqvvkWEWl8zMtK9erfXxMVi6A8qqzf24GJg1FG7pq2E3uXDaTFekWQpLEp0qKmD132Hrp/6y2FiYOAnGTzC3OzKvD377Gbxz2F/WMwF+MBoGdOA1n6RjU8+SSLMUliT65OXBqregpMRfltUHZtwG6RGwiWxBqRl2O+jxl03MhEdGQIKG3aQNGk/wFhFAYUmiyblSePcd2L3LX+ZyweQpMOaqjrtVSaC1BfCfO6C89ko9Vwz86zCY2kfDbtJ26lkSaZbCknR+lgW7dpqgVF7mLx8wEKbPgNRU26rWahU++M0ueD9g3afeSeZqt+xk++olnYvCkkizFJakcysuhrffgn17/WVdupgVuEdcERm9MfklZtgtP2DY8Mbe8K3h0EUvYQmhRKfZBqfGUlgSCaB3WumcrBrYsgU+eB+8AW/6Q4eZPd2Skuyr24VYfQT+axdU1g67uWPh4eEwOcveeknnFOOAZCec9SosiQRQWJLO59QpsxxAfsCVYkld4ZbpMHiIffW6EOXVJiR9eNRf1rerGXbL6mpfvaTz6+pSWBJpRGFJOg+fDzZugHVrwVftLx812mxVEt/FtqpdkIMes7fb0VJ/2bQ+8C/DTM+SSDjVzVuq8JkeTf3NiSgsSSdx/LjZqqTwuL8sLc1sVdKvv331uhCWBe/lw7Ld4K0xZV1i4ZEr4Ppe9tZNokfjSd7dI+RLhkgYKSxJZKuugnXrYMPHZp4SmEnbV4+DG24Apyv44zuKsir45U74xzF/Wf9kM+yWGSHzq6RzaLzWksKSiMKSRLD8w6Y36fRpf9mll5qtSnr1tq9eF2pfMTz7KRwPWNZgel94cCi4NAQi7UzLB4g0obAkkaeyEj5cDZs/8ZfFxMJ1E+HaayE2Qv6sLQvePgQvfQ7Vtb1iiXEweyRM6Glr1SSKKSyJNBEhnyoitfbuNesmeYr9Zb16m96kSy+1r14XqrQKlm6HjYX+skEp8P1RkJFoX71EtJmuSBMRsL+DsWDBAsaPH09CQgKpLay4PGfOHEaPHo3b7SYnJ6dVz1tZWcns2bNJT08nMTGR2267jaNHj57/gdK+ys7Bm2/An171ByWnE6beDA98M7KC0p4zMOcfDYPS7f1g0QQFJbGfepZEmoiYsOT1ernrrrt4+OGHWzzHsiwefPBB7rnnnlY/7+OPP86bb77Ja6+9xvr16yktLeXWW2/F5/OFotrSVpZl9nL7z1/Czh3+8n794VuPwDXjICZC/owtC/7nAHx/A5woN2VJTvjRGJg1DJwR0g7p3LSZrkgTETMMN3/+fACWL1/e4jlLly4F4OTJk+zYsaPF8+oUFxfz0ksv8fvf/54pU6YA8Oqrr5KVlcXq1auZNm1a2ysuF8/jgVV/gz15/rL4eNObNDInMrYqqePxwpJc2HzCXzY4Db43Ci7V1UbSgahnSaSJiAlL4fDpp59SVVXF1KlT68syMzMZPnw4GzZsaDEsVVZWUllZWX/f4/GEva5RxbJg26fw/t/NZO46g4fAP02HrhG2gvVnRfDcVjhV4S+7cwB843KIU2+SdDAKSyJNRHVYKiwsxOVykZaW1qC8R48eFBYWtvAoWLhwYX1Pl4RY0Wn421tw6KC/LDHJbFUyZKh99boYNRa8sR9ezTO3wXwQfScHRkfQHCuJLu5YcMWYhVEVlkQAm+cszZs3D4fDEfTYsmVLu9fLsiwcQYZ45s6dS3Fxcf1x5MiRdqxdJ1Xjg40fw3/9qmFQGpkD//ZI5AWls5Uw7xNY8YU/KA3rBkuvU1CSjs3h8PcuKSyJADb3LD366KPMnDkz6DnZ2dlh+/0ZGRl4vV7OnDnToHfpxIkTjB8/vsXHud1u3G532OoVdb780iwueazAX5aSCrfOgAEDbavWRdt5Cp7fBkW1Q4gO4O5B8NVBEKthN4kAyS4zbOzxmmHxSJofKBIGtoal9PR00tPTbfv9o0ePxul08v7773P33XcDcPz4cXbt2sWzzz5rW72iRnU1fPQP+PgjqKldlBEHjB0LN04GV4QFUp8F/70XXtsDdc1JdcN3cyCnu501E7kwdT1LPgvKqiHRaW99RGwWMXOW8vPzKSoqIj8/H5/PR25uLgADBw4kKcnsnbVv3z5KS0spLCykvLy8/pyhQ4ficrkoKChg8uTJrFixgrFjx5KSksI3v/lNvvvd73LJJZfQrVs3nnjiCUaMGFF/dZyEyZEjpjfp1El/WXq6WVwyq4999bpYRRWweBvsCNh6ZWS6CUpp8bZVS+SiNF6YUmFJolzEhKWnnnqKV155pf7+lVdeCcCaNWuYNGkSALNmzWLdunVNzjl48CDZ2dlUVVWRl5dHWZl/D64XX3yRuLg47r77bsrLy5k8eTLLly8nNlZ7coWFtxLWfAibNgG1c3liYmDCdWa7kriI+ZP023YSXtgGZ2vnd8QAX7sc/nkgxGr4QiJQ47WWMrVYqkQ3h2VZlt2ViHQej4eUlBSKi4tJTk62uzod1/798PZKOHvWX9YzE267HXpk2Fati+argT/ugT/vq899dHPDE6NgxCW2Vk2kTV7bA3/YY27/+CoY28Pe+oiESWs/vyPwa7xEnPJyeP89yN3mL4uLg0k3wjXXmE1wI82pcjOJe3eRv2xUd7MsQEqEzbUSaUxrLYk0oLAk4fX5Z/DO21Ba6i/rmw0zboNuEdr7suVLeCEXSqrM/RgH3Hc5/J8B5rZIpFNYEmlAYUnCo7QE3lllwlIdtxumTIVRo8ARgZfQV9fA77+Avxzwl6XHw/dHwZBu9tVLJNQUlkQaUFiS0LIs2J4Lf38XKgK29xh0GUy/FZJTbKtam5wog2e3Qt5Zf9nVPWDOSOjqavFhIhFJm+mKNKCwJKFz5gy8/RYc2O8vS0iAm2+BYcMjd2G7jYXwH9vhXO2wW5wD/u8QuK1f5LZJJBj1LIk0oLAkbVdTA5s3wYcfQFWVv3zEFTDtZkiI0MuOq3yw/AtYGbD9So8EM+x2Wapt1RIJu64KSyKBFJakbU6egJV/hYKj/rLkZJg+wwy9Rarj58yw275if9n4DJg9EpK0QJ90cnExkBgH56rNopQiUU5hSS6Orxo+Xm+2K/H5/OVjroLJU8AdwatWrz8GP99htnkA88Exayjc0lfDbhI9kl0mLKlnSURhSS5CQYHZquTEl/6ybpeY5QD6ZttWrTbz+uC3n8E7h/1lPRPgB6NhQIROTBe5WMkuOF4GpVVmAVZtAi1RTGFJWq/KC2vWwKaN5qo3MEsAjB8PEyeBM4KHpwpKYdFWOOjxl03MhEeugAS9TCQKBU7yLqkym0KLRCl9CkjrHDwIf/urueKtTkaG2fi2Z6Z99QqFtUfhlzuhonY40RUDDw2Hm7I07CbRq/FmugpLEsUUliS4inJY/T5s/dRfFhsH118P4yZAJG84XOGD3+yC94/4y7KS4AejoK/2+JMop+UDROopLEnL8r6AVX+DkhJ/WVYfMzcpvbt99QqF/BIz7JYf0LbJveFbwyFeLwsRLUwp4qdPBWnqXCm8+w7s3uUvc7lg8k0wZkxkblVSx7Lgg6Pwq53grTFl7lj4txFwY2976ybSkahnSaSewpL4WRbs3AHvvQPl5f7ygYPMViUpqbZVLSTKq01IWlPgL8vuCt8fbYbfRMRPYUmknsKSGMVn4W9vwf59/rIuCWYF7hFXRP5E54MeWPQpFJzzl03rA/8yzPQsiUhDCksi9RSWop1VA1s2wwerwRvwhjhsONz8T5AY4T0ulgXv5sOy3VBVO+zWJRYevQIm9rK3biIdmeYsidRTWIpmp06ZxSWP5PvLunaFW26FywfbV69QKasyK3GvP+4v659srnbLjPAQKBJu6lkSqaewFI18Ptj4MaxbZ7YtqTNqNEyZCvERvFVJnX1nzd5ux8v8ZbdmwwNDwKVhN5HzSnBCjANqLIUliXoKS9Hm+DHTm1RY6C9L6wa33gb9+tlXr1CxLPjbIXj5c6iuHXZLjDMb4E7oaWvVRCJKjAOSnXDWq810JeopLEWLqir4x1rYsMHMUwIzafuacTDpBnC6gj48IpR6YekO2BgQBAelmKvdMhLsq5dIpEp2m7CkniWJcgpL0eDwYbNVyenT/rJLe5itSnp1kknOeWfMsNuJgCUP7ugP9w0GZwSvCyVip+Ta/R4rfWbF+3gNYUt0UljqzCorzFVuWzb7y2JiYeJEmHCt2bYk0tVY8NcD8MoX4Kvd3DfJCd/OgbE9bK2aSMRrsJmuF+K72FcXERt1gk9LadbePfD2W+Dx+Mt69Ybbboful9pXr1DyeOHFXNhywl82JA2eGAWX6k1dpM0ab6bbXa8riU4KS51N2Tl4712zEncdpxNunAJXjYWYTjIktbsInt8Kpyr8Zf88AL5+OcR1kjaK2E3LB4gACkudh2WZvdzeXQVlAZfL9x8A02dAWpp9dQulGgve2A+v5pnbYN7Qv5MDoztJj5lIR6GFKUUAhaXOwVMMq96GPXn+svh4mHozjMyJ/K1K6pythBdyYdtJf9nwbmbY7ZJOsDaUSEejniURQGEpslk1sHUrrP47VFb6y4cMhX+6BZK62le3UNtxCp7fBmdq2+kA7hkEMwdBrIbdRMJCYUkEUFiKXEWn4a2VcPiQvywxCW6ZbsJSZ+Gz4L/3wmt7oHZ5KFLd8MSVMDLd1qqJdHoKSyKAwlLkqfHB/26EtWugOmCrkpwr4aZp0KUTXa1SVAGLt8GOgPWhctLhO1dCmtu+eolEi+SA15nCkkQxhaVIUlhotio5fsxflpoK02+DAQNsq1ZYbD0JL2zzb7MQA3ztcvjngRDbSeZgiXR06lkSARSWIkN1NXy0Dj5eDzV1Y1EOuPpquOFGcHWiXhZfDfxhD7y+D2ovdqObG743CoZfYmvVRKJOfCy4YsBbo7AkUU1hqaM7km/mJp0KuAKse3e49XbIyrKvXuFwqhye2wafFfnLRnc3q3GndKJAKBJJkl1mPTNtpitRTGGpo/JWwocfwCefUN/FEhMD114H106EuE72X7f5S7Mad0mVuR/jgPsHm/3dYjTsJmKburDk8Zr13DrLUiQiFyBirrlesGAB48ePJyEhgdTU1GbPmTNnDqNHj8btdpOTk3Pe5ywqKmL27NlcfvnlJCQk0KdPHx577DGKi4tDW/mLceoUbA4ISpmZ8C8PwaQbO1dQqq6Blz+Dn2z2B6XuXWDRePjKAAUlEbvV9erWWHCuOvi5Ip1UxHzqer1e7rrrLsaNG8dLL73U7DmWZfHggw+yadMmduzY0ew5gY4dO8axY8d4/vnnGTp0KIcPH+Zb3/oWx44d4/XXXw91Ey5MZi+4epzZBPeGG+Dqa8wmuJ3Jl2Xw3FbIO+svu7oHzBkJXV0tPkxE2lGy03/b4zUbVYtEmYgJS/Pnzwdg+fLlLZ6zdOlSAE6ePNmqsDR8+HDeeOON+vsDBgxgwYIFfOMb36C6upo4u3twbrgBxlwF3brZW49w2FgI/7EdztX2JsU54IEhMKOfuvlFOpLGV8RlJtpXFxGbRExYai/FxcUkJyfbH5QAnK7OF5SqfPC7z+GtQ/6yjAT4/igYlGpXrUSkJVo+QERhKdDp06f56U9/ykMPPRT0vMrKSioDthfxeDzhrlrncOwcPLsV9gfMCZvQE2ZfAYnq2hfpkFK0MKWIrRO8582bh8PhCHps2bKlXeri8XiYPn06Q4cO5emnnw567sKFC0lJSak/sjrbJfzh8NExePwjf1ByxsDDw+EHoxSURDqyxnOWRKKQrT1Ljz76KDNnzgx6TnZ2dtjrUVJSws0330xSUhJvvvkmTmfwD++5c+fyne98p/6+x+NRYGpJpQ9+uxvezfeXZSaakNQ/xb56iUjraBhOxN6wlJ6eTnq6vZuhejwepk2bhtvtZuXKlcTHx5/3MW63G7dbiySe19FSWPQpHCrxl12fCf92BSRoBFgkIgSGJS1MKVEqYj6x8vPzKSoqIj8/H5/PR25uLgADBw4kKSkJgH379lFaWkphYSHl5eX15wwdOhSXy0VBQQGTJ09mxYoVjB07lpKSEqZOnUpZWRmvvvoqHo+nfv5R9+7diY3tZJfqt6c1R+E/d0KFz9x3xcBDw+GmLF3tJhJJtJmuSOSEpaeeeopXXnml/v6VV14JwJo1a5g0aRIAs2bNYt26dU3OOXjwINnZ2VRVVZGXl0dZWRkAn376KZs2bQJM6ApU9xi5QBXV8OvdsPqIvywryQy79U22r14icnG6as6SiMOyLOv8p0kwHo+HlJSU+mUHotbhEjPsdqTUXzYlCx4aBvERk8tFpLGZ75k10TIT4dc32F0bkZBp7ee3PsGk7SzL9CT91y6zOzmY3cofHgE39ra3biLSdslOE5Y0Z0milMKStE1ZNfxqJ6wt8Jdld4XvjzbDbyIS+ZJdcLzMBKbqGoiLmG1FRUJCYUku3kGPGXYrOOcvu7kPzBoGbk2OF+k0AhemLKmCNF0NLNFFYUkunGWZdZOW7Yaq2mG3LnHw6AiY2MveuolI6DVea0lhSaKMwpJcmHNV8IsdsP64v2xAitnbTRtsinRODVbxrgS62lYVETsoLEnr7T1r9nYrLPOX3ZoNDw4Bp4bdRDotreItUU5hSc7PsuCtQ/C7z6C6dqWJxDh4bCSM72lr1USkHTTYTLfKvnqI2ERhSYIr9cJ/bIf//dJfdlkqfG8UZCTYVi0RaUfqWZIop7AkLfviDDy3FU6U+8vu6A/3DQanLh0WiRoKSxLlFJakqRoL/ucArPgCfLXDbl2d8HgOjO1ha9VExAaBE7yLK+2rh4hNFJakoWIvLMmFLSf8ZUPSzLBb9y62VUtEbJSsOUsS3RSWxG/3aXhuG5yu8JfdNRC+dplW7BWJZolxEOMwvc4ahpMopLAk5g3w9X3whz3mNkCKC76TA6MutbVqIh1WRTUcKoEDxXDAYzaQTnZC/xSz9tiAFOjmBofD7pq2ncNh5i2drVRYkqiksBTtzlTCC9sg95S/bMQl8N0r4ZJ4++ol0pEUe2tDUW0wOuCBY6VQ08y5gVeOproCwlOy+bdHQmQGqLqwpDlLEoUUlqLZ9lOweJsJTAAO4J5BMPMyiI3AN3ORUKuqgX/9EE5VnP/c5pz1wtaT5qiTGGcCVP9kfw9Ur6SO/5qrm+TtrYEKH8RrIVqJHgpL0chnwf/bA6/thdpRN9LcpjdpZLqtVRPpUJwxzW8KHRcDfbv6A0+/ZMjuanpe9ntgf7H/KGk0IfpcNew8bY46rhjzHANS/D1RfZM61sr4DRam9EK8LviQ6KGwFI1e/gxWHmxYdmV3OFlu1lbqlQhdXc0/ViTaDL8EUt21QSbZhJneSc2vNZbghMwkuC7T3Lcs0ytVF5wO1Aap0416qrw1kHfWHHXiHNCnq//31oWyeJvethuvtXSpwpJED4WlaPTFmaZlHx41R50Ulxka6J1Y+2/t0aMLxOrKOIkij15x8Y91OMySG927wDUZ/vKzlWb+U10v1IFiOF7W8LHVln9+VP3zYV6PA5IbzoVKaocvN1qYUqKYwlI0mn0F/Hkf5JfAsXPmW21jxV4oLoLPihqWxzmgZ6I/PPWqvd0rCZKcTZ9HRJpKdZsrTQOvNj1X5e95qgtSR0saTiK3gKOl5lh3zF9+aRf//Ke6ieRpIb5AI3BhSo8meUt0UViKRtnJZpFJMEsFnCyHgto34KPn/LeLmnlDrLbMJdJHSpv+LNXdqCeqNkh1T+j4k1dF7JboNFeijrjEX1bhg8OehsN4h0qgutEXnBPl5thY6C9Lc/sDVN0w3qVdLv5KvORGc5ZEoojCUrSLcZhLmXskNF1TqayqYXgqOOf/t/GbNZihhbOVsKtRb5QzBjITm/ZE9U40czxEpHnxsXB5mjnqVNWY12HgJPKDHhOsAp2pNCvxB67Gn+T0B6e6YbzMxNZ9mWkwDKdVvCW6KCxJyxKccFmqOQL5LDhZ5u+JOlpaG6jOmbDUWFUNHC4xR2Pd3A3DU93t7l1MkBORhpy1V871S4YpWabMZ8Hxc00nkpc2CjWlVbDjtDnqxMf6r8Sr64XK6tp0ArvmLEkUU1iSCxfrgIxEc4xp9LPSqqY9UUdLzRt5tdX0uYoqzRH45g3mUurMwLlRAXOkuujPVqSBWIf/tXJ9L1NmWWZorvFE8sbD6xU++PyMOerULY0wIKAXKlGb6Ur0cliW1cwnmFwIj8dDSkoKxcXFJCcn212djslXA1+WNe2JOlp64d9S0+Ob9kT1TjIrjqs3SiS4MxUN14I64DGvzQv1zDXQL0UXdkhEa+3nt8JSCCgstZHHa8JTYE/U0VIoLDPDC63ljvXPiQq8Wi8zSasNiwRT6jUB6kBAgDpa6l+0NpieCQ2XMeifYi72EIkACkvtSGEpTKprTGAK7IkqqL0Sr/FcjPPp3qXhBPO6q/W6xUfmPl0i4VZeDYc8/vlPdSGqNS6Jb7idS/8U6K7XmnQ8CkvtSGGpnVmW6Y1qMKRX2zNVeK75zU1b0iW24XyoumG9zMTmt7kQiWaPrDPrs7VFzwQYdgkM62a2iOkSZ3p+3bX/xmnRW2k/rf381kxZiTwOh9mnKsVt3nADVfnMSsgFja/UKzV7cjVW7oN9xeZo8DuASxOa9kT1SjLr1+gbskSj3oltD0vHy8yx+kjzP3dgrsSNj60NUbFmi5f627X36283c78ueDW+7YzRa1cuisKSdC7OWLOfVp+uDcsty+wA37gn6mipmdzauH/VwpR/WdZwx3iAhLhm1oxKgsyEhhufVteYpRTO1B0V5kqkuttVNWZuR6rbBLDGt7s69cYuHcvXLjMr/p8qN1fRVfigstr8G6oxCguzmvm5MKzlFONoFKrOF8QCbneJg8FpZkhfoo6G4UJAw3ARzuszSxs0t25UeTO9US2JwSzu6Y41oaita9HE1fagpQUJVHW3E+MUrMQ+lmVCVGB4anLbZ7ZX+qwIdhed/zk7oidHwYRMu2shIaRhOJHWcsVC32RzBLIsE3qaWzfqZHnTb9I1NN0MtS2qLbM7feMd6psTF2M2P+7qNIsHdnXV/uts/nay0wx1aKmF6OOrMb2awY7qGvMloqWf1d9v4ZyqIOdU15i/xbr7F3LFa6D5V5vXaF0Qq6j23y6vbr68ovZ+/W1f87sRtMStj8xopf95kZY4HOaqnkvi4Yr0hj+rCOyNanS1XrVlViZPqzvi/be7xZveoG5uM3/irNc/VFe3XcyZRv8WV55/0np1TeuDVZ0YzG71gQGr2XDlNOcl1953aeJ7q1mWCQPnCxAtBpJG53kbh5UWnqu60WPqzquuubALIDqq+Fi4LMX8XbaVr6b5nrDmesb6JLX990lEUlgSuRh1W0T0a6Y3Clo/JJbiNislB+OzoMTbNEQFBqyzlVDsNec1t1J6c2owQ4Uer+k1ay13bOsCVleX/3Z79WJZVjNhIlgg8TUTKlrZe1Ld6DF15zX+/ZroYL4YNDlimy+Pa+7cgMe4YmBU99AEJYDYGEiMabhCuUgjCksioRSOeUOxDv/8pPOxLHOFX0ltcPJU+W+XVJlgFHjbU3v7QuZmVdZ+yz51Ib1YDrPSc3MhK8nZuqGh5oZzmjsv2jkIHkaChRJX7HnCSkBoCTzP1fi5A353nEPz6STiKSyJdCYOh7laLyHOTDZvraoas4pzYLhqNmg1KmvtfJMa6+J6sSJBjKP1gcQV24rek4CgE9dCGGkcVgKPWIUTkVCLmLC0YMEC3n77bXJzc3G5XJw9e7bJOXPmzGH9+vXs2rWLIUOGkJub2+rntyyLW265hXfffZc333yTO+64I2R1F+nwnDG1c6viW/8Yy4Ky6qbB6nwhq9zXtrrGOloOJK7YloNKS0NAcc2FkfMEksDniFUwEensIiYseb1e7rrrLsaNG8dLL73U7DmWZfHggw+yadMmduzYcUHPv2TJEhz6NibSeg6HmeeR6ISMC3hclc8fnjxVUFZl5o00GRJqNJxTF2wUTkSknUVMWJo/fz4Ay5cvb/GcpUuXAnDy5MkLCkvbt2/nhRdeYPPmzfTs2bNN9RSR83DGQrdYc2WgiEgEiJiwFC5lZWV89atf5Re/+AUZGa37elxZWUllZWX9fY/HE67qiYiIiM1i7K6A3b797W8zfvx4br/99lY/ZuHChaSkpNQfWVlZYayhiIiI2MnWsDRv3jwcDkfQY8uWLWH7/StXruTDDz9kyZIlF/S4uXPnUlxcXH8cOdLChpAiIiIS8Wwdhnv00UeZOXNm0HOys7PD9vs//PBD9u/fT2pqaoPyO++8k+uuu461a9c2+zi3243b3Yo1b0RERCTi2RqW0tPTSU9PP/+JYfLkk08ya9asBmUjRozgxRdfZMaMGTbVSkRERDqSiJngnZ+fT1FREfn5+fh8vvo1lAYOHEhSktmvZ9++fZSWllJYWEh5eXn9OUOHDsXlclFQUMDkyZNZsWIFY8eOJSMjo9lJ3X369KFfv37t1TQRERHpwCImLD311FO88sor9fevvPJKANasWcOkSZMAmDVrFuvWrWtyzsGDB8nOzqaqqoq8vDzKykK4M7yIiIh0ag7LsrTNYxt5PB5SUlIoLi4mOTn5/A8QERER27X28zvqlw4QERERCUZhSURERCQIhSURERGRIBSWRERERIJQWBIREREJImKWDujI6i4o1Ia6IiIikaPuc/t8CwMoLIVASUkJgDbUFRERiUAlJSWkpKS0+HOtsxQCNTU1HDt2jK5du+JwOOyuTrvweDxkZWVx5MiRqFtbKprbDmp/NLc/mtsOan9nbL9lWZSUlJCZmUlMTMszk9SzFAIxMTH07t3b7mrYIjk5udO8aC5UNLcd1P5obn80tx3U/s7W/mA9SnU0wVtEREQkCIUlERERkSAUluSiuN1unn76adxut91VaXfR3HZQ+6O5/dHcdlD7o7n9muAtIiIiEoR6lkRERESCUFgSERERCUJhSURERCQIhSURERGRIBSWoty8efNwOBwNjoyMjPqf/+Uvf2HatGmkp6fjcDjIzc1t1fO+8cYbDB06FLfbzdChQ3nzzTfD1IK2CUf7d+/ezZ133kl2djYOh4MlS5aErwFtFI72L1u2jOuuu460tDTS0tKYMmUKn3zySRhbcXHC0fa//OUvjBkzhtTUVBITE8nJyeH3v/99GFtx8cL12q/z2muv4XA4uOOOO0Jb8RAJR/uXL1/e5DkdDgcVFRVhbMmFC9f//dmzZ3nkkUfo2bMn8fHxDBkyhFWrVoWpFe1LYUkYNmwYx48frz927txZ/7Nz584xYcIEfvazn7X6+TZu3Mg999zDvffey/bt27n33nu5++672bRpUziq32ahbn9ZWRn9+/fnZz/7WYM3oI4q1O1fu3YtX/3qV1mzZg0bN26kT58+TJ06lYKCgnBUv01C3fZu3brxwx/+kI0bN7Jjxw4eeOABHnjgAd57771wVL/NQt3+OocPH+aJJ57guuuuC2V1Qy4c7U9OTm7wnMePHyc+Pj7UVW+zULfd6/Vy0003cejQIV5//XXy8vJYtmwZvXr1Ckf12522OxHi4uJa/FC/9957ATh06FCrn2/JkiXcdNNNzJ07F4C5c+eybt06lixZwp/+9Kc21zfUQt3+q666iquuugqAJ598ss31C7dQt/8Pf/hDg/vLli3j9ddf54MPPuC+++676HqGQ6jbPmnSpAb358yZwyuvvML69euZNm3axVYzbELdfgCfz8fXv/515s+fz0cffcTZs2fbWMvwCUf7G/fSdFShbvvLL79MUVERGzZswOl0AtC3b98217OjUM+SsHfvXjIzM+nXrx8zZ87kwIEDbXq+jRs3MnXq1AZl06ZNY8OGDW163nAJdfsjTbjbX1ZWRlVVFd26dQvp84ZCONtuWRYffPABeXl5TJw4MWTPG0rhaP9PfvITunfvzje/+c0Q1DC8wtH+0tJS+vbtS+/evbn11lvZtm1bCGoaeqFu+8qVKxk3bhyPPPIIPXr0YPjw4TzzzDP4fL4Q1dheCktR7uqrr2bFihW89957LFu2jMLCQsaPH8/p06cv+jkLCwvp0aNHg7IePXpQWFjY1uqGXDjaH0nao/1PPvkkvXr1YsqUKSF7zlAIV9uLi4tJSkrC5XIxffp0fv7zn3PTTTeFqNahE472f/zxx7z00kssW7YshDUNj3C0f/DgwSxfvpyVK1fypz/9ifj4eCZMmMDevXtDWPO2C0fbDxw4wOuvv47P52PVqlX86Ec/YvHixSxYsCCENbeRJRKgtLTU6tGjh7V48eIG5QcPHrQAa9u2bed9DqfTaf3xj39sUPbqq69abrc7lFUNi1C0P1Dfvn2tF198MXQVDLNQt3/RokVWWlqatX379hDWMjxC1Xafz2ft3bvX2rZtm/X8889bKSkp1po1a0Jf4RBra/s9Ho+VnZ1trVq1qr7s/vvvt26//fYw1Db0Qv23b1nmb2HkyJHW7NmzQ1TL8AhF2wcNGmRlZWVZ1dXV9WWLFy+2MjIyQl1dW2jOkjSQmJjIiBEj2vRNKCMjo0kv0okTJ5r0NnVEoWh/JAtl+59//nmeeeYZVq9ezRVXXBGC2oVXqNoeExPDwIEDAcjJyeHzzz9n4cKFTeYzdTRtbf/+/fs5dOgQM2bMqC+rqakBzPyYvLw8BgwYEJK6hkM4XvsxMTFcddVVHf79JBRt79mzJ06nk9jY2PqyIUOGUFhYiNfrxeVyhaKqttEwnDRQWVnJ559/Ts+ePS/6OcaNG8f777/foOzvf/8748ePb2v1wi4U7Y9koWr/c889x09/+lPeffddxowZE6LahVe4/u8ty6KysjKkzxkObW3/4MGD2blzJ7m5ufXHbbfdxg033EBubi5ZWVkhrnFoheP/37IscnNzO/z7SSjaPmHCBPbt21cfkAH27NlDz549Iz4oga6Gi3pPPPEEM2bMoE+fPpw4cYJ///d/x+PxcP/99wNQVFREfn4+x44dAyAvLw8wvUd1V1Lcd9999OrVi4ULFwLmCqCJEyeyaNEibr/9dv7617+yevVq1q9fb0MLgwtH+71eL5999ln97YKCAnJzc0lKSqrvcegowtH+Z599lh//+Mf88Y9/JDs7u76XMSkpiaSkpPZuYovC0faFCxcyZswYBgwYgNfrZdWqVaxYsYJf/epXNrQwuFC3Pz4+nuHDhzf4HampqQBNyjuCcPz/z58/n2uuuYZBgwbh8XhYunQpubm5/PKXv7ShhS0LR9sffvhhfv7znzNnzhxmz57N3r17eeaZZ3jsscdsaGEY2D0OKPa65557rJ49e1pOp9PKzMy0vvKVr1i7d++u//nvfvc7C2hyPP300/XnXH/99db999/f4Hn//Oc/W5dffrnldDqtwYMHW2+88UY7tejChKP9deP8jY/rr7++/RrWSuFof9++fc/7mI4gHG3/4Q9/aA0cONCKj4+30tLSrHHjxlmvvfZaO7aq9cL12g/UkecshaP9jz/+uNWnTx/L5XJZ3bt3t6ZOnWpt2LChHVvVOuH6v9+wYYN19dVXW2632+rfv7+1YMGCBnOYIpnDsiwrLClMREREpBPQnCURERGRIBSWRERERIJQWBIREREJQmFJREREJAiFJREREZEgFJZEREREglBYEhEREQlCYUlEREQkCIUlEZFGfD4f48eP584772xQXlxcTFZWFj/60Y9sqpmI2EEreIuINGPv3r3k5OTwm9/8hq9//euA2Q9r+/btbN68uVNsDioiraOwJCLSgqVLlzJv3jx27drF5s2bueuuu/jkk0/Iycmxu2oi0o4UlkREWmBZFjfeeCOxsbHs3LmT2bNnawhOJAopLImIBPHFF18wZMgQRowYwdatW4mLi7O7SiLSzjTBW0QkiJdffpmEhAQOHjzI0aNH7a6OiNhAPUsiIi3YuHEjEydO5J133uHZZ5/F5/OxevVqHA6H3VUTkXakniURkWaUl5dz//3389BDDzFlyhR++9vfsnnzZn7961/bXTURaWcKSyIizXjyySepqalh0aJFAPTp04fFixfzve99j0OHDtlbORFpVxqGExFpZN26dUyePJm1a9dy7bXXNvjZtGnTqK6u1nCcSBRRWBIREREJQsNwIiIiIkEoLImIiIgEobAkIiIiEoTCkoiIiEgQCksiIiIiQSgsiYiIiAShsCQiIiIShMKSiIiISBAKSyIiIiJBKCyJiIiIBKGwJCIiIhKEwpKIiIhIEP8fXFI8UzwWJoIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FASTNET\n",
+      "369      53.187485\n",
+      "593      53.187485\n",
+      "145      53.187485\n",
+      "257      53.187485\n",
+      "33       53.187485\n",
+      "           ...    \n",
+      "20193    52.100453\n",
+      "21089    52.100453\n",
+      "20641    52.100453\n",
+      "20081    52.100453\n",
+      "21425    52.100453\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CARLA\n",
+      "1050     43.657252\n",
+      "5306     43.657252\n",
+      "3738     43.657252\n",
+      "1835     43.657252\n",
+      "2058     43.657252\n",
+      "           ...    \n",
+      "19194    47.628400\n",
+      "13258    47.628400\n",
+      "21210    47.628400\n",
+      "18858    47.628400\n",
+      "13370    47.628400\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARMOR II\n",
+      "1174     50.990838\n",
+      "166      50.990838\n",
+      "1734     50.990838\n",
+      "726      50.990838\n",
+      "614      50.990838\n",
+      "           ...    \n",
+      "18310    50.911542\n",
+      "17638    50.911542\n",
+      "18646    50.911542\n",
+      "21558    50.911542\n",
+      "18758    50.911542\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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333xzhV974403MmfOHPz9/enWrRtg9bw0b96cL7/8kltuuQUvr/IvZYWV0N98802Cg4Px8/OjefPmpQ71nY+vv/6aBx54gGHDhtG1a1ciIiJISEhg6dKlrFy5khEjRpTo3duyZQtjx45l0KBBHDp0iMcee4yGDRty3333ARAUFMScOXMYOXIkp0+f5g9/+APR0dGcOHGCHTt2cOLECV577TXA+pldc801XHvttYwbN45mzZqRkpLCb7/9xqeffmovMvvggw8yb948+vfvz1NPPUVMTAxLliyxB31VrVu3bvzpT3/ij3/8I1u2bOG6664jMDCQY8eOsX79ei677DLGjRtHq1atuOiii5g0aRLGGOrVq8enn35qz48rrqzPaXBwcKXaGhISwnXXXcfzzz9PZGQkzZo1Y926dbzzzjtlFhA9189Q6ijn5sSL1B5lzfJr27Ztqdtv2LDBdOnSxQQEBJioqCgzduxY88MPPxjAzJ8/375daWUTjLFmK/Xo0cOEhIQYX19f07RpU/OHP/zBYVq9MdaMq379+pnQ0FDj6+trLrroIvPQQw85bDN58mTToEED4+Hh4TDrKy8vzzz77LPm0ksvNd7e3iYyMtLcfffd5tChQxU+zkJr1641gHnmmWfK3e5s//73vw1gevXq5fB4XFycAczLL79c4jWcNcvPGGNefPFF07x5c+Pp6elwjstq+8iRI0uUAjjboUOHzJQpU0y3bt1MbGys8fLyMsHBweaqq64yc+bMMbm5ufZtC2eIffnll2b48OEmLCzM+Pv7m5tuusns2bOnxL7XrVtn+vfvb+rVq2e8vb1Nw4YNTf/+/c0HH3zgsN3+/fvN6NGjTcOGDY23t7eJiooyXbt2LTHjbNeuXaZXr17Gz8/P1KtXz4wZM8Z+bis6y+/7778v9fn+/fuXeq7mzZtnrrrqKhMYGGj8/f3NRRddZEaMGGG2bNlSol3BwcEmPDzcDBo0yBw8eLDUn2FZn9OmTZua/v37l3h/wNx///0lzhdgnn/+eftjhw8fNnfccYcJDw83wcHBpm/fvuann34yTZs2NSNHjixxHir6M5S6xWaMMTUfxolIRT300EMsXrzYodChO3rkkUd47bXXOHToUKV7htzRggUL+OMf/8j3339famK3uD79DKU8GvITcVEJCQls3LiR5cuX06VLF2c354J99913/Prrr8ydO5d77rmnTgZTIlL7KaAScVGff/4548eP5+qrr+all15ydnMuWJcuXQgICGDAgAE89dRTzm6OiEi10JCfiIiISCWpbIKIiIhIJSmgEhEREakkBVQiIiIilaSk9BqSn5/P0aNHCQ4OLnOJDhEREXEtxhhSUlJo0KCBfa3U0iigqiFHjx6lcePGzm6GiIiIXIBDhw6Vu9i8AqoaUrg8wqFDhwgJCXFya0RERKQikpOTady48TmXOVJAVUMKh/lCQkIUUImIiLiZc6XrKCldREREpJIUUImIiIhUkgIqERERkUpSDpWIiNQ5eXl55OTkOLsZ4gK8vb3x9PSs9H4UUImISJ1hjCE+Pp4zZ844uyniQsLCwoiNja1UnUgFVCIiUmcUBlPR0dEEBASo0HIdZ4whPT2dhIQEAOrXr3/B+1JAJSIidUJeXp49mIqIiHB2c8RF+Pv7A5CQkEB0dPQFD/8pKV1EROqEwpypgIAAJ7dEXE3hZ6IyeXUKqEREpE7RMJ+crSo+EwqoRERERCpJAZWIiIhcsAMHDmCz2di+fbuzm+JUCqhERERcXEJCAvfccw9NmjTB19eX2NhY+vTpw8aNG53dNJeUmJjI8OHDCQ0NJTQ0lOHDh1d7qQzN8hOpLbZmwjeZEOoBPfyhubezWyQiVeSOO+4gJyeHhQsX0qJFC44fP86aNWs4ffq0s5tWIYcPH6Zhw4Y1lr82dOhQDh8+zMqVKwH405/+xPDhw/n000+r7T3VQyVSW2zOgpeSYEYi/KIK0CK1xZkzZ1i/fj3PPvssPXr0oGnTplx55ZVMnjyZ/v3727ez2Wy89tpr9OvXD39/f5o3b84HH3zgsK8jR45w1113ER4eTkREBAMHDuTAgQMO28yfP5/WrVvj5+dHq1atmDt3rsPzmzdvpmPHjvj5+XHFFVewbdu2cx7D1KlTadGiBdOmTWPfvn0XfjIqYPfu3axcuZK3336bLl260KVLF9566y0+++wzfvnll2p7XwVUIrXFmfyi/4fqV1uktggKCiIoKIiPP/6YrKyscredOnUqd9xxBzt27ODuu+9myJAh7N69G4D09HR69OhBUFAQ33zzDevXrycoKIi+ffuSnZ0NwFtvvcVjjz3GzJkz2b17N08//TRTp05l4cKFAKSlpTFgwABatmzJ1q1bmT59OhMnTjznMbz88stMnTqVdevWcckll3DdddfxzjvvkJKSUu4xl3Xr169fme+1ceNGQkNDueqqq+yPXX311YSGhrJhw4ZztvVCachPpLZIVkAlckFuPgYn8mr+faM84dNzV+b28vJiwYIFxMXF8frrr9OpUyeuv/56Bg8ezOWXX+6w7aBBgxg7diwATz75JKtWrWLOnDnMnTuX9957Dw8PD95++2370Nv8+fMJCwtj7dq19O7dmyeffJLZs2dz++23A9C8eXN27drFG2+8wciRI1myZAl5eXnMmzePgIAA2rZty+HDhxk3bly5xxAcHMzo0aMZPXo0v//+O4sXL+a5555jwoQJ3HbbbYwcOZKePXva23WuBPfCYpyliY+PJzo6usTj0dHRxMfHl7vfylBAJVJbJBULqMIUUIlU2Ik8iHdCQHUe7rjjDvr378+3337Lxo0bWblyJc899xxvv/02o0aNsm/XpUsXh9d16dLFHpxs3bqV3377jeDgYIdtMjMz2bt3LydOnODQoUOMGTOGuLg4+/O5ubmEhoYC1nBa+/btHYqjnv2e59K0aVOmTJnClClTWLhwIePHj2fJkiUkJiYSFhYGwMUXX3xe+zxbablaxphqzeFSQCVSW2jIT+TCRF3YUiM1/b5+fn706tWLXr168fjjjzN27FimTZvmEFCVpjCIyM/Pp3PnzixZsqRkU6KiyMzMBKxhv+LDZYB9ORZjzHm1uTQnT57kvffeY9GiRWzfvp1+/foxcuRIe9AG1pBfea699lq++OKLUp+LjY3l+PHjJR4/ceIEMTExlWt8ORRQidQWhT1UXkCAKkGLVFgFht1cUZs2bfj4448dHvvuu+8YMWKEw/2OHTsC0KlTJ95//32io6MJCQkpsb/Q0FAaNmzIvn37GDZsWJnvuXjxYjIyMuzDbt99990525qVlcWnn37KokWLWLlyJW3btmXkyJGsWLGCqKioEttXZsivS5cuJCUlsXnzZq688koANm3aRFJSEl27dj1nWy+YkRqRlJRkAJOUlOTspkht1fWQMU0PGNP5oLNbIuKSMjIyzK5du0xGRoazm3JeTp48aXr06GEWL15sduzYYfbt22f+9a9/mZiYGDN69Gj7doCJjIw077zzjvnll1/M448/bjw8PMzOnTuNMcakpaWZSy65xHTv3t188803Zt++fWbt2rVmwoQJ5tChQ8YYY9566y3j7+9vXnzxRfPLL7+Y//3vf2bevHlm9uzZxhhjUlJSTGRkpBkyZIjZuXOnWbFihbn44osNYLZt21bmMYwePdrExMSYhx56yOzYsaP6TlaBvn37mssvv9xs3LjRbNy40Vx22WVmwIABZW5f3mejot/fCqhqiAIqqXbtfrcCqh6Hnd0SEZfkrgFVZmammTRpkunUqZMJDQ01AQEBpmXLlmbKlCkmPT3dvh1gXn31VdOrVy/j6+trmjZtapYuXeqwr2PHjpkRI0aYyMhI4+vra1q0aGHi4uIcvpuWLFliOnToYHx8fEx4eLi57rrrzPLly+3Pb9y40bRv3974+PiYDh06mGXLlp0zoNqzZ4/JycmpupNyDqdOnTLDhg0zwcHBJjg42AwbNswkJiaWuX1VBFQ2Y6pgQFTOKTk5mdDQUJKSkkrtahWplFwDFx+0/t/JF5bHOrc9Ii4oMzOT/fv307x5c/z8/JzdnCpns9n46KOPuPXWW53dFLdT3mejot/fylwVqQ1UMkFExKl05RWpDZIUUImIOJNm+YnUBmdUg0qkrlMGj3PpyitSGxTvoQrRr7WISE3TlVekNlCVdBERp9KVV6Q2UA6ViIhT6corUhskFVuHTAGViEiN05VXpDZQUrqIiFPpyitSG2jIT0TEqXTlFakNFFCJiJMcOHAAm812zgWNaztdeUVqA4eyCZ7Oa4eIVIuEhATuuecemjRpgq+vL7GxsfTp04eNGzc6u2ku58CBA4wZM4bmzZvj7+/PRRddxLRp08jOzq7W91VhT5HaoDCg8rNZNxGpVe644w5ycnJYuHAhLVq04Pjx46xZs4bTp087u2kVcvjwYRo2bIjNVv3Xp59//pn8/HzeeOMNLr74Yn766Sfi4uJIS0vjhRdeqLb3VQ+VSG1QmJSuhHSRWufMmTOsX7+eZ599lh49etC0aVOuvPJKJk+eTP/+/e3b2Ww2XnvtNfr164e/vz/Nmzfngw8+cNjXkSNHuOuuuwgPDyciIoKBAwdy4MABh23mz59P69at8fPzo1WrVsydO9fh+c2bN9OxY0f8/Py44oor2LZt2zmPYerUqbRo0YJp06axb9++Cz8ZFdC3b1/mz59P7969adGiBbfccgsTJ05k+fLl1fq+uvqK1AaFPVTKnxKpdYKCgggKCuLjjz8mKyur3G2nTp3KHXfcwY4dO7j77rsZMmQIu3fvBiA9PZ0ePXoQFBTEN998w/r16wkKCqJv37724bC33nqLxx57jJkzZ7J7926efvpppk6dysKFCwFIS0tjwIABtGzZkq1btzJ9+nQmTpx4zmN4+eWXmTp1KuvWreOSSy7huuuu45133iElJaXcYy7r1q9fv/M5hSQlJVGvXr3zes35shkt/lMjkpOTCQ0NJSkpiZCQEGc3R2qTTAOtDlr/v9IX/hXr3PaIuKjMzEz2799P8+bN8fPzK3rioW8hsfxApVqE+8I/rq3QpsuWLSMuLo6MjAw6derE9ddfz+DBg7n88svt29hsNu69915ee+01+2NXX301nTp1Yu7cucybN4/nnnuO3bt324fesrOzCQsL4+OPP6Z37940adKEZ599liFDhtj38dRTT/H555+zYcMG3nzzTSZPnsyhQ4cICAgA4PXXX2fcuHFs27aNDh06nPNYfv/9dxYvXszixYs5fPgwt912GyNHjqRnz572dv3222/l7sPf35+GDRtW6Nzt3buXTp06MXv2bMaOHVvqNmV+Nqj497dyqETcXbKKeopUSmIWnMp0divKdccdd9C/f3++/fZbNm7cyMqVK3nuued4++23GTVqlH27Ll26OLyuS5cu9tl3W7du5bfffiM4ONhhm8zMTPbu3cuJEyc4dOgQY8aMIS4uzv58bm4uoaGhAOzevZv27dvbg6nS3vNcmjZtypQpU5gyZQoLFy5k/PjxLFmyhMTERMLCwgC4+OKLz2ufZTl69Ch9+/Zl0KBBZQZTVUUBlYi7U8kEkcoJ93WL9/Xz86NXr1706tWLxx9/nLFjxzJt2jSHgKo0hb0++fn5dO7cmSVLlpTYJioqisxMK6h86623uOqqqxye9/S0Zg9XxaDWyZMnee+991i0aBHbt2+nX79+jBw50h60gTXkV55rr72WL774otxtjh49So8ePejSpQtvvvlmpdt9LgqoRNydqqSLVE4Fh91cTZs2bfj4448dHvvuu+8YMWKEw/2OHTsC0KlTJ95//32io6NLHboKDQ2lYcOG7Nu3j2HDhpX5nosXLyYjIwN/f3/7e5xLVlYWn376KYsWLWLlypW0bduWkSNHsmLFCqKiokpsf66aVoXvXZYjR47Qo0cPOnfuzPz58/HwqP5rowIqEXenHiqRWu3UqVMMGjSI0aNHc/nllxMcHMyWLVt47rnnGDhwoMO2H3zwAVdccQXXXHMNS5YsYfPmzbzzzjsADBs2jOeff56BAwcyY8YMGjVqxMGDB1m+fDmPPvoojRo1Yvr06UyYMIGQkBD69etHVlYWW7ZsITExkYcffpihQ4fy2GOPMWbMGKZMmcKBAwcqVIrgvvvuY8WKFQwdOpQtW7Y45H6VpjJDfkePHqV79+40adKEF154gRMnTtifi42txhxTIzUiKSnJACYpKcnZTZHa5sMUY5oesG4Lk53dGhGXlZGRYXbt2mUyMjKc3ZTzkpmZaSZNmmQ6depkQkNDTUBAgGnZsqWZMmWKSU9Pt28HmFdffdX06tXL+Pr6mqZNm5qlS5c67OvYsWNmxIgRJjIy0vj6+poWLVqYuLg4h++mJUuWmA4dOhgfHx8THh5urrvuOrN8+XL78xs3bjTt27c3Pj4+pkOHDmbZsmUGMNu2bSvzGPbs2WNycnKq7qSUY/78+QYo9VaW8j4bFf3+1iy/GqJZflJt3kmGJxOt/78UCQMDndseERdV3kyu2sBms/HRRx9x6623OrspbqcqZvlpfEDE3WnIT0TE6dzm6jtz5ky6du1KQECAfVrl2Q4ePMjNN99MYGAgkZGRTJgw4Zxr93Tv3h2bzeZwGzx4sMM2zZo1K7HNpEmTqurQRConSUnpIiLO5jZJ6dnZ2QwaNIguXbrYE+yKy8vLo3///kRFRbF+/XpOnTrFyJEjMcYwZ86ccvcdFxfHjBkz7PdLmz0wY8YMh7oc55rSKVJj1EMlIlRNSQO5cG4TUD3xxBMALFiwoNTnv/zyS3bt2sWhQ4do0KABALNnz2bUqFHMnDmz3HHPgICAc2b+BwcHV+/sAJELpYBKRMTpas3Vd+PGjbRr184eTAH06dOHrKwstm7dWu5rlyxZQmRkJG3btmXixImlri307LPPEhERQYcOHZg5c+Y5hxKzsrJITk52uIlUizPFKqWH1JpfaRERt+I2PVTnEh8fT0xMjMNj4eHh+Pj4EB8fX+brhg0bRvPmzYmNjeWnn35i8uTJ7Nixg1WrVtm3eeCBB+jUqRPh4eFs3ryZyZMns3//ft5+++0y9ztr1ix7r5pItSrsoQq2gZfNuW0REamjnBpQTZ8+/ZxBx/fff88VV1xRof0VltcvzhhT6uOFiudFtWvXjksuuYQrrriCH374gU6dOgHw0EMP2be5/PLLCQ8P5w9/+IO916o0kydP5uGHH7bfT05OpnHjxhU6DpHzUhhQabhPRMRpnBpQjR8/vsSMurM1a9asQvuKjY1l06ZNDo8lJiaSk5NToueqPJ06dcLb25s9e/bYA6qzXX311YC1GnZZAZWvry++vk5aH0rqDmOKBVSezm2LiEgd5tSAKjIyksjIyCrZV5cuXZg5cybHjh2jfv36gJWo7uvrS+fOnSu8n507d5KTk2PfR2m2bdsGUO42IjUi3UBuwf/VQyUi4jRucwU+ePAg27dv5+DBg+Tl5bF9+3a2b99OamoqAL1796ZNmzYMHz6cbdu2sWbNGiZOnEhcXJx9ht+RI0do1aoVmzdvBmDv3r3MmDGDLVu2cODAAT7//HMGDRpEx44d6datG2Alu//jH/9g+/bt7N+/n3/961/cc8893HLLLTRp0sQ5J0OkkBZGFhEnO3DgADab7ZwLGtd2bnMFfvzxx+nYsSPTpk0jNTWVjh070rFjR7Zs2QKAp6cnK1aswM/Pj27dunHnnXdy6623OizamJOTwy+//EJ6ejoAPj4+rFmzhj59+tCyZUsmTJhA7969Wb16NZ6e1vCJr68v77//Pt27d6dNmzY8/vjjxMXFsXTp0po/CSJnU8kEkTohISGBe+65hyZNmuDr60tsbCx9+vRh48aNzm6ay1m7dm2JYtyFt++//77a3tdtZvktWLCgzBpUhZo0acJnn31W5vPNmjVzKHzWuHFj1q1bV+4+O3XqxHfffXdebRWpMWcUUInUBXfccQc5OTksXLiQFi1acPz4cdasWcPp06ed3bQKOXz4MA0bNix3klhV6dq1K8eOHXN4bOrUqaxevbrCk9wuhK7AIu4sWQGVSG135swZ1q9fz7PPPkuPHj1o2rQpV155JZMnT6Z///727Ww2G6+99hr9+vXD39+f5s2b88EHHzjs68iRI9x1112Eh4cTERHBwIEDOXDggMM28+fPp3Xr1vj5+dGqVSvmzp3r8PzmzZvp2LEjfn5+XHHFFfa84vJMnTqVFi1aMG3aNPbt23fhJ6MCfHx8iI2Ntd8iIiL45JNPGD16dLUGdLoCi7izpGJFPRVQidRKQUFBBAUF8fHHH5OVlVXutlOnTuWOO+5gx44d3H333QwZMoTdu3cDkJ6eTo8ePQgKCuKbb75h/fr1BAUF0bdvX3ux6rfeeovHHnuMmTNnsnv3bp5++mmmTp3KwoULAUhLS2PAgAG0bNmSrVu3Mn36dCZOnHjOY3j55ZeZOnUq69at45JLLuG6667jnXfeKbWQdvFjLuvWr1+/Cp+/Tz75hJMnTzJq1KgKv+ZC2IwW/6kRycnJhIaGkpSUVO4yOCLn5Y0kmHXG+v/cSLgp0KnNEXFlmZmZ7N+/n+bNm+Pn51fsmSuAsgtAV59YYEuFtly2bBlxcXFkZGTQqVMnrr/+egYPHszll19u38Zms3Hvvffy2muv2R+7+uqr6dSpE3PnzmXevHk899xz7N69295Tk52dTVhYGB9//DG9e/emSZMmPPvsswwZMsS+j6eeeorPP/+cDRs28OabbzJ58mQOHTpEQEAAAK+//jrjxo1j27ZtdOjQ4ZzH8vvvv7N48WIWL17M4cOHue222xg5ciQ9e/a0t+u3334rdx/+/v40bNiwQufupptuAuDzzz8vc5uyPxsV//52mxwqESmFktJFqkA8cMTZjSjXHXfcQf/+/fn222/ZuHEjK1eu5LnnnuPtt9926Hnp0qWLw+u6dOlin323detWfvvtN4KDgx22yczMZO/evZw4cYJDhw4xZswYh6LXubm5hIaGArB7927at29vD6ZKe89zadq0KVOmTGHKlCksXLiQ8ePHs2TJEhITEwkLCwPg4osvPq99luXw4cP85z//4V//+leV7K88CqhE3JlDUroKe4pcGGctfH9+7+vn50evXr3o1asXjz/+OGPHjmXatGnnHMoq7PXJz8+nc+fOLFmypMQ2UVFRZGZmAtaw31VXXeXwfOHM96oY1Dp58iTvvfceixYtYvv27fTr14+RI0fagzawhvzKc+211/LFF1+c873mz59PREQEt9xyS6XbfS4KqETcmXqoRKpAxYbdXE2bNm34+OOPHR777rvvGDFihMP9jh07Atas9ffff5/o6OhSh65CQ0Np2LAh+/btY9iwYWW+5+LFi8nIyMDf39/+HueSlZXFp59+yqJFi1i5ciVt27Zl5MiRrFixgqioqBLbn6umVeF7l8cYw/z58xkxYgTe3t7n3L6yFFCJuDPN8hOp9U6dOsWgQYMYPXo0l19+OcHBwWzZsoXnnnuOgQMHOmz7wQcfcMUVV3DNNdewZMkSNm/ezDvvvAPAsGHDeP755xk4cCAzZsygUaNGHDx4kOXLl/Poo4/SqFEjpk+fzoQJEwgJCaFfv35kZWWxZcsWEhMTefjhhxk6dCiPPfYYY8aMYcqUKRw4cMCh3mNZ7rvvPlasWMHQoUPZsmWLQ+5XaapiyO+rr75i//79jBkzptL7qhAjNSIpKckAJikpydlNkdpkwFFjmh4wpsUBY/Lznd0aEZeWkZFhdu3aZTIyMpzdlPOSmZlpJk2aZDp16mRCQ0NNQECAadmypZkyZYpJT0+3bweYV1991fTq1cv4+vqapk2bmqVLlzrs69ixY2bEiBEmMjLS+Pr6mhYtWpi4uDiH76YlS5aYDh06GB8fHxMeHm6uu+46s3z5cvvzGzduNO3btzc+Pj6mQ4cOZtmyZQYw27ZtK/MY9uzZY3JycqrupFTAkCFDTNeuXSu0bXmfjYp+f2uWXw3RLD+pFtcdgYO5EO4B2xo7uzUiLq28mVy1gc1m46OPPuLWW291dlPcTlXM8tMYgYg7K0xK1zp+IiJOpauwiLvKN5BSEFCF6FdZRMSZlJQu4q5S8qFwwF4J6SJ1njJ4nEtXYRF3VbwGlYb8REScSldhEXelGlQiF0Q9OXK2qvhM6Cos4q6KB1RhqpIuci6FxR3T09Od3BJxNYWficoUAFUOlYi7OqMeKpHz4enpSVhYGAkJCQAEBATYl2WRuskYQ3p6OgkJCYSFhdmX2LkQCqhE3FXxHirN8hOpkNhYa/28wqBKBCAsLMz+2bhQCqhE3FWSktJFzpfNZqN+/fpER0eTk5Pj7OaIC/D29q5Uz1QhBVQi7kpJ6SIXzNPTs0q+REUK6Sos4q7UQyUi4jJ0FRZxV2fyiv6vHioREafSVVjEXWnIT0TEZegqLOKuCssm+AB+mvotIuJMCqhE3FVyQUAV6gmqpSMi4lQKqETcVeGQnxLSRUScTldiEXeUYyCtYO0p5U+JiDidrsQi7kgJ6SIiLkVXYhF3pHX8RERciq7EIu5IPVQiIi5FV2IRd5SsKukiIq5EV2IRd6Qq6SIiLkVXYhF3pCE/ERGXoiuxiDsqnpQe5um8doiICKCASsQ9Fe+hCtGvsYiIs+lKLOKOkpSULiLiSnQlFnFHyqESEXEpuhKLuCMFVCIiLkVXYhF3VJiUHmgDb5tz2yIiIgqoRNxSYQ+VeqdERFyCrsYi7sYYSCoo7KmASkTEJehqLOJuMg1kF/xfAZWIiEvQ1VjE3SghXUTE5ehqLOJuVCVdRMTlKKAScTfqoRIRcTm6Gou4GwVUIiIuR1djEXdzRgGViIircZur8cyZM+natSsBAQGEhYWVus3Bgwe5+eabCQwMJDIykgkTJpCdnV3qtoW6d++OzWZzuA0ePLjEditWrOCqq67C39+fyMhIbr/99qo4rKqRnA+Z+efeTmqHZAVUIiKuxsvZDaio7OxsBg0aRJcuXXjnnXdKPJ+Xl0f//v2Jiopi/fr1nDp1ipEjR2KMYc6cOeXuOy4ujhkzZtjv+/v7Ozy/bNky4uLiePrpp7nhhhswxvDjjz9WzYFV1uZMGJ5ghca3BsLdwdDWx9mtkup0Jq/o/1oYWUTEJbhNQPXEE08AsGDBglKf//LLL9m1axeHDh2iQYMGAMyePZtRo0Yxc+ZMQkJCytx3QEAAsbGxpT6Xm5vLAw88wPPPP8+YMWPsj7ds2fICj6SK/ZwDWcb6/9JU69bZF4YHQb9A8NWyJLWOcqhERFxOrbkab9y4kXbt2tmDKYA+ffqQlZXF1q1by33tkiVLiIyMpG3btkycOJGUlBT7cz/88ANHjhzBw8ODjh07Ur9+ffr168fOnTvL3WdWVhbJyckOt2pxeyBcdlaP1NYsePAUdDkMzybCodzqeW9xDgVUIiIup9ZcjePj44mJiXF4LDw8HB8fH+Lj48t83bBhw1i6dClr165l6tSpLFu2zCE/at++fQBMnz6dKVOm8NlnnxEeHs7111/P6dOny9zvrFmzCA0Ntd8aN25cySMsQ5AHLIyGi71LPnc6H15LhuuOwJgE+DoD8k31tENqjkMdqlrzKywi4tacejWePn16iYTws29btmyp8P5stpLDW8aYUh8vFBcXR8+ePWnXrh2DBw/mww8/ZPXq1fzwww8A5OdbX16PPfYYd9xxB507d2b+/PnYbDY++OCDMvc7efJkkpKS7LdDhw5V+DjOWz1PeDcaGpcxgmuANRnwxwS4/ii8kQSn80rfVlxfYQ+VDQhWQCUi4gqcmkM1fvz4UmfUFdesWbMK7Ss2NpZNmzY5PJaYmEhOTk6JnqvydOrUCW9vb/bs2UOnTp2oX78+AG3atLFv4+vrS4sWLTh48GCZ+/H19cXX17fC71tpsV6wJBr+cBwSCoKli7ygXwAsS4NjBY8dyoVZZ2D2GRgQCMODoYMPlBN0iospDKhCPMBDPzcREVfg1IAqMjKSyMjIKtlXly5dmDlzJseOHbMHQV9++SW+vr507ty5wvvZuXMnOTk59n107twZX19ffvnlF6655hoAcnJyOHDgAE2bNq2StleZJt5WT9VdxyExH/bmwq4c+LoBfJMJi1Pg20xr22xgeZp1a+djJbHfEgj+6vFweYUBlfKnRERchttckQ8ePMj27ds5ePAgeXl5bN++ne3bt5OamgpA7969adOmDcOHD2fbtm2sWbOGiRMnEhcXZ5/hd+TIEVq1asXmzZsB2Lt3LzNmzGDLli0cOHCAzz//nEGDBtGxY0e6desGQEhICPfeey/Tpk3jyy+/5JdffmHcuHEADBo0yAln4hwu9bFyqoIKei6+yoCJp+BGf1gcYwVXY4Ot3o1CP2XDX0/DlYdhxmnYm+Octsu55RsFVCIiLshtyiY8/vjjLFy40H6/Y8eOAHz99dd0794dT09PVqxYwX333Ue3bt3w9/dn6NChvPDCC/bX5OTk8Msvv5Ceng6Aj48Pa9as4aWXXiI1NZXGjRvTv39/pk2bhqdn0aKzzz//PF5eXgwfPpyMjAyuuuoqvvrqK8LDw2vo6M/T5b7wTjSMSLBKKnyWDkGnYVY9aO4NU+rBI2HwabrVa/VjQfHTFAPzUqzbNX5WTaue/uClYSWXkWqgMCddCekiIi7DZozRtK8akJycTGhoKElJSeXWxKpSX2dAXAIUVk2IC4G/hZXMl9qRZQVWn6YX1bQqFOsJQ4NgcBBEu038XXsdyoVrj1j/7x8Ar0Y5tz0iIrVcRb+/9SdubdbDH16MLPopv5UMc5JKbtfeF16IhO8awmPh0LRY4BSfB39Pgq5H4P4T8F0mKAZ3niRVSRcRcUW6Itd2AwKtob5Cf0+CeWUUGQ33tHqxvm5g5WH19C/6hOQCK9Jh8HHofQwWpUCK1g+scSrqKSLiknRFrgvuCoYpxfK9ZiTCv1LL3t7DBtf7w9vR8E1DuD8EIop9VPbkwOOn4arD8Ngp2F3+AtRShRRQiYi4JF2R64qxIfBAaNH9Safg87Rzv66RFzwaDhsawUuR8H/FamulG1iSCv2OwaB4+HdayRwsqVqqki4i4pKUZVyXPBhqDdPNS7Fmij1wEgI8oLv/uV/ra4OBgdZtdza8mwIfpVlBFcD3WdYt0gPuCoIhwVYwJlXLoYfKs+ztRESkRulP3LrEZoOp4XBnoHU/B7j3BGzOPL/9tPaBmRGwqRHMqAeXFFtH8GQ+vFqwfuDYBFin9QOr1BkN+YmIuCJdkesamw1mRVhT7gEyjbVw8k9Z57+vYA8YEQxf1of3Yqx9FnZK5QOrM2BkAvQ4Cm8mQaLWD6y0ZAVUIiKuSFfkusjTBv+IhO5+1v0UYxUB/e0CK6TbbHC1n1UTaUNDeDjUql9V6PdcePqMlcT+yEnYfgHBm1iUlC4i4pJ0Ra6rfGzwWhRcWZBkfjofhh2HQ5VcdibaCyaEwfqG8HqUVXG9UDbWQs23xsMtx6yZhhkqvXBelJQuIuKSdEWuy/w9rCVqLvOx7h/Pg2EJcDy3/NdVhJcN+gbAuzGwpgGMDobgYhXa/5cNfzkFVx+Bp07Dfq0fWCGFPVReQICWBBIRcRUKqOq6YA+riGdhYvnBXBieULX5Thd5w+P1rCT2Z+tBW5+i55Ly4e0UK89q+HH4TzrkKom9TGcKfi5hHiWXEBIREadRQCVQzxPejYbGBRnlv+ZYyeRVXQk9wMMqMvpZLHwUC7cHQrHYim8z4Z4T1lp1c85AgpLYSyhMSg/Rr66IiCvRVVksMV6wJBpiCpLJ/5dtzf7LrIYcJ5sNOvrC3yPhu0YwOawomAM4lgezk6DbYfhzQVkHrR9o9dylFJwHJaSLiLgUXZWlSBNvq6cqvOBjsTkLxp2E7GoMZup5wj2hsK4BzI+GG/2hcCQrB/g0He48Dn2PweIUSK3DSezFSyaEqainiIgrUUAlji7xgUXREFQQ1XydAQ+dhLxq7iHysEEPfytJ/puGMC4E6hX7eP6SA1ML1g+cegp+qYPrB6pkgoiIy9JVWUq6zNcKbHwLgqoV6fDY6ZobdmvsBX8Nh42N4MUI6Fxs/cA0A4tToc8xuDMePkmr3h40V6KSCSIiLktXZSndVX5WHanCVWXeS4WZiTWby+Rrg1uDYFksrKgPQ4LAv9jMts1ZMOEkdD0Ms8/A0Soo9+DKivdQKSldRMSl6KosZevhDy9GFn1K3k6Bl5Oc05a2PtaSOZsawfRwuKhYEvvJfJiTBNccgbgE+KaWrh+oIT8REZelq7KUr38gPBNRdP8fSTAv2XntCfGAUSGwugH8MwZuCoDC/Ox8YFWGtYzODUfh7eSiuk21QZKG/EREXJWuynJudwbB1PCi+zMSrWVjnMlmg65+MDcK/tsQHgwtKvkAcCAXnkqEq47Aoyfhx1qwfmBSseBQPVQiIi5FV2WpmDEhVtBSaNIpWJHmvPYUF+sFD4ZZ6we+FmkFWoWyDHyQBjfHw8Bj8GFq9dTWqglKShcRcVm6KkvFPRAKY4Kt/+cDD56EtRlObZIDbxv0C7SGAlc3gFFnrR+4IxsmFqwfODMRDrjZ+oHKoRIRcVm6KkvF2WwwJRzuCrLu5wD3FlQydzUXe8P0gvUDZ9WD1t5Fz53Jh7eSoftRGHEcVqVXf52tqqCASkTEZemqLOfHZoOn60H/AOt+poHRCa6boxTgAUOC4fP6VvmF285aP/CbTIg7AdcdgVeT4KQLJ7E7lE1QpXQREVeigErOn6cN/hEJ3QtylVKNNbNujwtXL7fZrAKh/4i0Cob+NQwaFQtKjuTB82egy2GYcAK+d8H1AwsDKj+bdRMREZehgEoujI8NXouCKwuqmCfmw90JcMgN8pIiPGFcKKxrCPOirHpbxdcP/CQdBh2HfsfgXRdaP7AwKV0J6SIiLkdXZrlw/h7WEjWXFYyhHc+DYQlw3E0qlnva4IYAa1HmdQ3gnpCihaEBfs6BKafh6sPw+Gn41ck9cIU9VMqfEhFxOboyS+UEe8DCaLikIOn7YK7VU3XahXORStPEGyYXrB/49wjoWCzRKtXAohTofQwGx1vlInJqeDgw01g3UEAlIuKCdGWWyqvnCe9GW4saA+zJgZEJkOIiQ2Xnw88GtwfBR/Xhs1gYHOSYr/RdFtx/Eroegb+fgWM11BuXrKKeIiKuTFdmqRoxXrAkuqha+Y/ZMCYBMtwwqCrUztdadmdTI3g8HFoUWz/wRJ61ruE1R+CeBFifUb1J7CqZICLi0nRllqrTxNvqqSrMQ9qcBeNOQLaLzZY7X6EeMDoE1jSwgsa+xdYPzAP+k2ENc954FN5Jdgx+qoqqpIuIuDRdmaVqXeIDi6IhqGCYbG0mPHTSPQpnnovNBt384fUoa5mbCaEQVaz0wr5ceDIRrjoMfz0FP1VhbS71UImIuDRdmaXqXeZrzf7zLQiqVqTD3067Xl2nyqjvBQ+HwYaG8GokXO1b9FymgfdTYUA83HoMlqUWJZRfKIeASkU9RURcjQIqqR5X+Vk9OYUrvryfCk8l1q6gCqz1A/sHwnuxsKo+jAwu6p0D2J4Nj5yyCobOSoSDF1in64x6qEREXJmuzFJ9evjDi5FFn7J3UuClJKc2qVpd4gNPFKwfOLMetCq2fmBiPryRDNcfhVHH4avzXD9QQ34iIi5NV2apXv0DrZlyhV5MshK3a7NADxgWDF/Uhw9jYGBAUU+dwcorG12wfuDcJDhVgZpdSUpKFxFxZboyS/W7MwimhhfdfzIR/pXqvPbUFJsNrvCDl6KsgqGPhkHDs9YPfO6MNRz44EnYWs76geqhEhFxaboyS80YEwIPhhbdn3TKqjheV0R6wv2h8E1DeDsKrvcrei4b+DgN7jgONx2Df6ZA2lmlFxRQiYi4NF2ZpeY8EApjgq3/52P1ynyd4dQm1ThPG/QMgIUx1vqBfwpxHMLbnWPNiLz6MEw/Db8VJLGfKTYsGKJfWxERV2MzprZNu3JNycnJhIaGkpSUREhIiLOb4zzGwKTT1qw/sEorLIq2ZgXWVZn58Fk6LE6BHaUswNzFFzYW1LQKtsGPTWq2fSIidVhFv7/1p67ULJsNnq4H/QOs+1nGWqLmf1VYBNPd+HnAH4Lg3/Xhk1i4M7CohhcUBVMAKQbia2j9QBERqTAFVFLzPG3wj0joXtArlWqsxZT3lNI7U9dc7gvPRcLmhjAlHJp7ldym2xFrSZ8N1bx+oIiIVJgCKnEOHxu8FgVXFlQYT8yHYQkXXviytgn1hLEF6we+HuX4XB7wRToMTYCeR2F+Na0fKCIiFaaASpzH38NaouZyH+t+Qp4VVGlIq4iHDS7zcXwsstiv7d5ceCLRSmKffAp2qpdPRMQZFFCJcwV7wMJouKSg8uWhXLg7AU5XoNhlXVG892lIEGxoBHMii3r3ADIMLE2F/sfg9nj4qArWDxQRkQpzm4Bq5syZdO3alYCAAMLCwkrd5uDBg9x8880EBgYSGRnJhAkTyM4u/y/27t27Y7PZHG6DBw+2P7927doSzxfevv/++6o8xLor3BPejYYmBflCv+VYOVXJGsYCSq7j52ODmwPhX7Hwn/owPAgCiyWx/5AFD52CrofhmUQ4pGFUEZHq5jYBVXZ2NoMGDWLcuHGlPp+Xl0f//v1JS0tj/fr1vPfeeyxbtoxHHnnknPuOi4vj2LFj9tsbb7xhf65r164Ozx07doyxY8fSrFkzrrjiiio7vjovxguWRENMQSXxH7NhbAJkKKhyCCzPLurZ0geejLDWD3yyHrQstn7g6Xx4PRmuOwqjE6yaX+ezfqCIiFRYKVOIXNMTTzwBwIIFC0p9/ssvv2TXrl0cOnSIBg0aADB79mxGjRrFzJkzy60dERAQQGxsbKnP+fj4ODyXk5PDJ598wvjx47HZbKW+Ri5QY2+rp+rO41aS+uYsazbbm9FWr0xdlVRs+LOsKulBHjA8GO4Ogu+zrJpWK9MhB2v9wK8yrFtjLxgWZC0HVM+z9H2JiMh5c5seqnPZuHEj7dq1swdTAH369CErK4utW7eW+9olS5YQGRlJ27ZtmThxIikpKWVu+8knn3Dy5ElGjRpV7j6zsrJITk52uEkFXOJjFfoMLgig1mbCQyfrds/KmfNYGNlmgyv9YE4U/LcRTAyDBsUCp0O58MwZK4n94ZPW8KBKL4iIVFqtCaji4+OJiYlxeCw8PBwfHx/i4+PLfN2wYcNYunQpa9euZerUqSxbtozbb7+9zO3feecd+vTpQ+PGjcttz6xZswgNDbXfzrW9FHOZrzX7z68gqFqRbi3HUle/+C90Hb9oTxhfsH7gm1Fw7VnrBy5PsxLYB8TDeymQruFVEZEL5dSAavr06WUmfBfetmzZUuH9lTYEZ4wpd2guLi6Onj170q5dOwYPHsyHH37I6tWr+eGHH0pse/jwYf7zn/8wZsyYc7Zl8uTJJCUl2W+HDh2q8HEIVi/L61FQmBL0fio8lVg3gyqHgOoChum8bNA7ABbHwNcNYGywY2C2M9taDuiqw/DEadirJHYRkfPl1Byq8ePHO8yoK02zZs0qtK/Y2Fg2bdrk8FhiYiI5OTkleq7K06lTJ7y9vdmzZw+dOnVyeG7+/PlERERwyy23nHM/vr6++Pr6nnM7KUd3f3gpEsaftBZTfifFKrPwYJizW1azzp7lVxnNvWFKPWso8NOC9QP/VzATNsXA/BTr1s3Pysnq6W8FZCIiUi6nBlSRkZFERkZWyb66dOnCzJkzOXbsGPXr1wesRHVfX186d+5c4f3s3LmTnJwc+z4KGWOYP38+I0aMwNvbu4xXS5W7KRCeMfCXU9b9F5OsoGpMHVpgurxZfhfKzwMGBVm3HQVJ7J+mW2srAvw307rFelq1r4YEQbTbzGEREalxbpNDdfDgQbZv387BgwfJy8tj+/btbN++ndTUVAB69+5NmzZtGD58ONu2bWPNmjVMnDiRuLg4+wy/I0eO0KpVKzZv3gzA3r17mTFjBlu2bOHAgQN8/vnnDBo0iI4dO9KtWzeH9//qq6/Yv39/hYb7pIrdGQSPhxfdfzIR/pXqvPbUtMIeKk+KkvWrUntfeCESvmsIj4VD02KBU3we/CMJuh6B+0/Axsy6OewqInIObvMn5+OPP87ChQvt9zt27AjA119/Tffu3fH09GTFihXcd999dOvWDX9/f4YOHcoLL7xgf01OTg6//PIL6enpgFUSYc2aNbz00kukpqbSuHFj+vfvz7Rp0/D0dMxVeeedd+jatSutW7eugaOVEkaHQEq+9eUOMOmUVcyyf6Bz21UTCnOoQjysWXzVJdwT4kJgTDB8m2n1Wn2VYQ235mJNDliRDhd7W8VEbwuy2iQiItiM0Z+bNSE5OZnQ0FCSkpLKrYkl5TAGZibC2wVlLbyxalT18Hdqs6pd+0NWUNXMC9Y2rNn3PpILS1PgvVQ4edYswAAb3Bpo5Vq19in99SIibq6i39/681Lch81mDUkNDrLu5wD3noBNmU5tVrXKN0U5VFWVP3U+GnrBxHCrptVLkfB/xSZapBv4Zyr0OwZ/iId/pxXlYImI1DEKqMS92Gwwsx4MCLDuZxkYkwD/y3Juu6pLSr5V6RycE1AV8rXBwED4IBa+qG9VWy++fuCWLHjgpLV+4HOJcDjXeW0VEXECBVTifjxt8PfIoqG+VGMtpryn/IWw3dL5VEmvKa19YGYEfFewfuAlxWa9nsqHuclw3RFrLca1GVYvm4hILeciV2iR8+Rjg9ci4aqCIajEfBiWAAdrWVHKC62SXhOCC9YP/LI+vB8D/QOKprnkA6szYFQC9DgKbyZBYl55exMRcWsudoUWOQ9+HvB2NLQvSIhOyLOCqvhaNNzkygFVIZsNrvKDV6NgQ0N4JBTqF5sl+3suPH3GqsT+yEnYrvUDRaT2cdErtEgFBXvAgmi4tGDY6VAu3J0Ap2tJb4jDkN8FLDtT06K94M9h8G1DeKOU9QOXpcGt8XBLvFVLLEPrB4pI7aCAStxfuCe8Gw1NCsabfsuxcqqSa8GXdfEeKneq+eRlgz4F6wd+1cCqbVW8/T9mW9XvrzoCT56GfbVsqFZE6hw3ukKLlCPaC5ZEW0ulgPWFPTbB/XtAklwwKf18tfCGqfVgU0N4th60LVazKjnfWqPxhqMw/Dj8Jx1yNRwoIu7HTa/QIqVo7A3vxkC9go/15iyrTlW2G39Bu0MOVUX5e8BdwfBZLHwUC3cEQvF6oN9mwj0n4NojMOeMlRMnIuImKnyFPnz4cHW2Q6RqXOwNi6KL1rxblwkPnYQ8Nw2qalNAVchmg46+MDsSNjWCv4UVDdcCHMuD2UlWTavxBYVblcQuIi6uwlfodu3asXjx4upsi0jVaOcL86LBryCoWpEOk0+5Zz2kM8V6adx1yK884Z7wp1BY28CaXNDTHwrrheYCn6XDXcehzzFrbcEUNx/CFZFaq8JX6Keffpr777+fO+64g1OnTlVnm0Qq7//8rFlmhTUn/5UGTyW6X09HbeyhKo2HDbr7W2UwvmkI94VARLHj/TUHpp6Gqw/DlFPwcy0s4ioibq3CV+j77ruPHTt2kJiYSNu2bfnkk0+qs10ilXe9P7wcWfQpn5cCLyY5tUnnrbBsgg9FPW61XWMv+Es4bChYP/CKYusHphl4NxX6HoM74+GTNPfOkRORWsNmzPn/yf7KK6/w0EMP0bp1a7y8vBye++GHH6qscbVJRVerlmrwQSo8WqxXdUo4jHWTn0HXw3A0D6I84ftGzm6N8+zKhndT4OM0a1Hm4iI9rAWzhwRbizmLiFShin5/n/fV5/fff2fZsmXUq1ePgQMHlgioRFzOoCBIzYcnEq37TyVaSet3BTu3XRVROORXm4f7KqKNDzwdAZPC4aNUWJxq1RsDOJkPryRbawje6G8th3ONnzWMKCJSQ84rGnrrrbd45JFH6NmzJz/99BNRUVHV1S6RqvXHECuh+e8FQ36TTkOgBwwIdG67ypNjrCEuqJ0J6RcixANGhsCIYPguy+q1+k+6lcCeD6zKsG7NvODuYPhDoHtUmBcRt1fhgKpv375s3ryZV155hREjRlRnm0Sqx59DIcXAW8lggAdPWkFVD39nt6x0dSUh/ULYbNDFz7odz4X3UuGfqXC8YFbkgVyrJ/L5M3BLgNVrdblvubsUEamMCl+l8/Ly+N///qdgStyXzWbVPBoSZN3PxSr8+V2mM1tVtjMKqCokxgseCIP1DeH1KOhWbP3ALAMfpFlrBw48ZuXTZar0gohUvQpfpVetWkWjRnU4KVZqB5sNnqoHAwKs+1nGWqLmf1nObVdp1EN1frxt0DcAlsTA6gbwx+CiAq8AO7KtyQlXHYGZiXBA6weKSNXRVVrqHk8b/CMSbigY6ks1MCIBfnWx2kbJCqgu2MXeMK2eVYn9mXrQxrvouaR8a9i3+1EYcRxWpbtvJX0RcRm6Skvd5G2DuZFwdUFezZl8uDsBDrpQr0Vtr5JeEwI8YHAwrKgPy2Ph9rPWD/wmE+JOwHVH4NUkOKH1A0XkwugqLXWXn4dVmbt9wTdsQh4MPQ7xuc5tVyEN+VUdmw06+cLfI2FjI5gUBo2Kzf47kmclsHc9DBNOwPdaP1BEzo+u0lK3BXlYa8i1LBgSOpxn9VSdcoGeiuJJ6Zr6X3UiPOHeUFjXEOZHW0O/halWOcAn6TDoOPQ7ZpVlSFUSu4icmwIqkXBPWBwNTQuqiPyWAyMTHHOYnKF4D1WIflWrnKfNKpkxLxq+aQD3hkB4sfP8cw5MKVg/8PHTrpdjJyIuRVdpEYBoL3g3BmILeoJ+yoYxCZDhxKBKQ341p7G3VYV9YyP4R4Q1PFgo1cCiFOh9DO6Kh8+0fqCIlKSrtEihxgVBVb2CX4vvs6w6Vc768iweUCkpvWb42eC2ICuB/bP6Vs0y/2KlFzZlwfiT0O0I/P0MHHORfDsRcTpdpUWKu9gbFkUX1S9al2lVVM91QlClHirnaucDsyLgu0YwLRxaFFtY4kQevJwE1xyBexJgfQbkq9dKpC7TVVrkbO18rbwav4Kg6vN0mHyq5r8wC5PSA21WmQdxjlAPay3INQ3gn9HQLwAK5wjkAf/JsCYy9DwK7yRDkgtMaBCRGqeASqQ0/+cHb0RBYT3ID9LgycSanUpf2EOl3inXYLNBV394LQr+2xAeCIXoYrMv9+Van5GrjsBfT8FPLlh9X0Sqja7UImW53h9ejiz6LZmfAv9Iqpn3Nqaop0Mz/FxPrBc8FGYFVnMjoUuxJPZMA++nwoB4uPUYLEu1HhORWk1XapHy9AuEZyOK7r+cBG8nV//7ZhoonKWvhHTX5W2DmwJhaSysqg+jzlo/cHs2PHIKuhyGWYmuVYlfRKqUrtQi5zIoyEpKLvRUIryXUr3vqYR093OJD0yvZyWxP10PWhVbPzAxH95IhuuPwqjjsEbrB4rUNrpSi1TEH0Pg4dCi+5NPw6dp1fd+qpLuvgI9YGgwfFEflsXArcXWDzTA2kwYU7B+4NwkOKkkdpHaQAGVSEX9ORTiQqz/G+Chk/BVevW8l3qo3J/NBp394MVI2NAI/hIGDc9aP/C5M9b6gQ+ehK1aP1DEnelKLVJRNhv8Lcwq9giQC4w7Cd9lVv17KaCqXSI94b5Q+KYhvBMF3f2K1g/MBj5OgzuOw03H4J8pkKb1A0Xcja7UIufDZoOn6sGAAOt+lrGWqNlRxVPkzyigqpU8bXBjACyIgbUN4J4Qx0kHu3PgbwXrB04/ba0rKSJuQVdqkfPlaYN/RMIN/tb9NGMtpvxLFS6em6yAqtZr6g2Tw+G7hjA7Ajr4FD2XYmBBilUsdEg8fJ4GORoOFHFlulKLXAhvm1V/6OqC+kNn8q1q2b9XUY/CmWKJyiqbULv5ecAdQfBxffg0Fu4KKqrSD7AxC+4rWD/wH2cgXusHirgiXalFLpSfB7wdDe0LehZO5MGw41WzYK5yqOqmy3ytumebGsLUcGhebP3AhDx4KckKrMadgA0ZSmIXcSG6UotURpAHLIiGlgU1hw7nwd3H4VQlp8IroKrbQj1hTMH6ge9GQx//oqt1HvBFOgwtWD9wfrLj50VEnEJXapHKCveExdHQtKA3YW8ujEhwzIM6Xw51qPRrWmd52OAaf3gjGtY3hAmhEFns87A3F55ItJLYJ5+CnVWYxyci50VXapGqEO0F78ZAbEGdoZ3Z1uy/jAsMqgp7HGxAsH5NBWjgBQ+HWTWtXomEq4qtH5hhYGkq9D8Gt8fDR1o/UKSm6UotUlUaFwRV9Qp+rb7PgntOWKUVzldhQBXiYfVSiBTyscGAQHg/Fr6sDyOCIajYZ+SHLHjolFUw9JlEOKTSCyI1QQGVSFW62BsWRRctkPtNplUFO/c8g6rCgEr5U1KeS31gRsH6gU+dtX7g6Xx4PRmuOwqjE+DrDK0fKFKNdLUWqWrtfGFedNHU9y/SYdIpyK/gl1m+UUAl5yfIA+4uWD/wgxi4JQAKYysDfJUBf0yA7kfh9SQ4rfUDRaqartYi1eH//OCNqKIvtQ/TYEZixaa5pxooTL1SQrqcD5vN+uy9HGXlWj0aBg2KrR94KBeeOWMlsT980hoeVOkFkSrhNlfrmTNn0rVrVwICAggLCyt1m4MHD3LzzTcTGBhIZGQkEyZMIDu7/Fkv3bt3x2azOdwGDx7ssM2vv/7KwIEDiYyMJCQkhG7duvH1119X1aFJbXW9P7wcWfRbtiAF/pF07tcVnwIf4ja/ouJqojzh/lD4tiG8FQXX+RU9lw0sT7MS2AfEw3spkK7SCyKV4TZX6+zsbAYNGsS4ceNKfT4vL4/+/fuTlpbG+vXree+991i2bBmPPPLIOfcdFxfHsWPH7Lc33njD4fn+/fuTm5vLV199xdatW+nQoQMDBgwgPj6+So5NarF+gfBcRNH9l5PgreTyX5OkKulShTxt0CsAFhWsHxgX4jiUvDMbJp2Gqw7DE6dhr5LYRS6E17k3cQ1PPPEEAAsWLCj1+S+//JJdu3Zx6NAhGjRoAMDs2bMZNWoUM2fOJCQkpMx9BwQEEBsbW+pzJ0+e5LfffmPevHlcfvnlADzzzDPMnTuXnTt3lvk6Ebs/BEFqPkxPtO7PTLRmZQ0JLn17FfWU6tLMGx4Lh0dC4dN0eDcFdhT04qcYmJ9i3br5wfBg6OkPXpplKlIRteZqvXHjRtq1a2cPpgD69OlDVlYWW7duLfe1S5YsITIykrZt2zJx4kRSUlLsz0VERNC6dWsWLVpEWloaubm5vPHGG8TExNC5c+cy95mVlUVycrLDTeqwUSHWl1ihv52GT9JK31YBlVQ3Pw8YFAT/rg//joVBgeBbLHD6bybcewKuOQIvnYEErR8oci5u00N1LvHx8cTExDg8Fh4ejo+PT7lDc8OGDaN58+bExsby008/MXnyZHbs2MGqVasAsNlsrFq1ioEDBxIcHIyHhwcxMTGsXLmyzFwugFmzZtl71UQAGB9q9QK8mWzNvHr4pNVTdUOA43aqki41qb2vdXssz5o88W4KHCgIoOLzrLy/OUnQJ8CaSXi1r5X8LiIOnHq1nj59eomE8LNvW7ZsqfD+bKX8khtjSn28UFxcHD179qRdu3YMHjyYDz/8kNWrV/PDDz/YX3/fffcRHR3Nt99+y+bNmxk4cCADBgzg2LFjZe538uTJJCUl2W+HDh2q8HFILWWzweQwGBJk3c8Fxp2EjZmO2zn0UHkiUiPCPGFsCHzVwKql1qvY+oG5wIp0GHIceh2DhcmVW1pJpBZyag/V+PHjS8yoO1uzZs0qtK/Y2Fg2bdrk8FhiYiI5OTkleq7K06lTJ7y9vdmzZw+dOnXiq6++4rPPPiMxMdGehzV37lxWrVrFwoULmTRpUqn78fX1xdfXt9TnpA6z2awCjKn5Vg5LloGxCbAkBjoUfF7OaMhPnMjDBtf5W7cjubA0Bd5LhZMFn8vfcmBaIjx7Bm4NtHqt2vg4tckirsCpAVVkZCSRkZFVsq8uXbowc+ZMjh07Rv369QErUd3X17fcXKez7dy5k5ycHPs+0tPTAfDwcPxi8/DwID9ff6HJBfC0wd8jIf0ErMmANAMjE+BfMdDSx/EvfwVU4kwNvWBiOEwIg5UFSeybs6zn0g38M9W6XeFrJbH3DXDMxRKpQ9zman3w4EG2b9/OwYMHycvLY/v27Wzfvp3U1FQAevfuTZs2bRg+fDjbtm1jzZo1TJw4kbi4OHvP0pEjR2jVqhWbN28GYO/evcyYMYMtW7Zw4MABPv/8cwYNGkTHjh3p1q0bYAVq4eHhjBw5kh07dvDrr7/y6KOPsn//fvr37++ckyHuz9sGr0ZCl4JeqaR8uDsBDuQoKV1cj48NbgmEf8XCyvpwdxAEFguctmTBAyet9QOfS4TDSmKXusdtrtaPP/44HTt2ZNq0aaSmptKxY0c6duxoz7Hy9PRkxYoV+Pn50a1bN+68805uvfVWXnjhBfs+cnJy+OWXX+y9Tj4+PqxZs4Y+ffrQsmVLJkyYQO/evVm9ejWenlbuSmRkJCtXriQ1NZUbbriBK664gvXr1/Pvf/+b9u3b1/yJkNrDzwPeiob2BcMlJ/Jg2HH4uVgxWiWli6tp5QNPRVjrBz5ZDy4ttn7gqXyYmwzXHrGGstdmVHzJJRE3ZzNG6w7UhOTkZEJDQ0lKSiq3JpbUQWfy4K7j8MtZBRW9gD1NNKNKXJsx1jDg4hRrWPDszqkmXlaP1qAgCNckC3E/Ff3+1p+/Is4W5gmLo6HpWSmNHiiYEtdns8FVfvBKwfqBj4RC/WKB08FcePqMVYn9kZOwXesHSu2kgErEFUR7wbsxjl9E2UCGJj6IG4n2hD+HWesHvhEF1561fuCyNLg1Hm6Jh3+l6vMttYoCKhFX0dgLFkY7PnbPCau0gog78bJZhUAXx1h1rcYEOy70/WM2/OUUXHUEnjwN+7R+oLg/BVQiriTyrByTbzLhwZOQq6BK3FQLb5haDzY1tBYKb1esZlVyPryTAjccheHH4T/p+qyL21JAJeJKkkoZAvkiHSad0mwpcW/+HnBnEHwaCx/Hwh2BULwe6LeZVo/stUdgzhlIyHNWS0UuiAIqEVdSvEp6C6+iL5wP02BGopJ5xf3ZbNaqALMjYVMj+FuYNROw0LE8mJ1k1bQafwI2ZepzL25BAZWIKyneQzUgEF6OKvotXZBiLVQrUluEe8KfQmFtA1gQDT39oXBiay7wWbpVUqTPMassQ4qS2MV1KaAScSVnV0nvG2DlnRR6OQneSq75dolUJw8bdPeHt6Phm4ZwXwhEFPt6+jUHpp6Gqw/DlFOOxW9FXIQCKhFXUjygKqyS/ocgeCK86PGZidaCtSK1UWMv+Eu4VdPqpUhrncBCaQbeTYW+x+DOePgkDbI1HCiuwamLI4vIWZKKJeIWX8dvZAikGHjhjHX/b6ch0MNaX02kNvK1wcBA67Yr21qY+eM0a1FmsKqzb86CSA8YHARDgq3FnEWcRD1UIq7kTDkLI98fAvcULHtggIdPwlfpNdY0Eadp4wNPF6wf+EQ4XFxs/cCT+fBKwfqBcQnwjdYPFOdQQCXiSkob8itks8GkMBgaZN3PBcadhI2ZNdU6EecK8bB6a1fVh6Ux0D+gaJwlH1iVASMSrLpWbydb62SK1BAFVCKu5Oyk9LPZbPBkPRgYYN3PMjA2wVofTaSusNmgix+8GgX/bQgPhUJMsaK4B3LhqUSrEvujJ+F/+v2Q6qeASsSVFA+oQjxL38bTBi9EWlPMwUrUHZkAv2jmk9RBMV7wQJgVWL0eBd2KrR+YZeCDNGvtwIHH4INUyFTpBakeCqhEXElhQOVns25l8bbBK1HQxbfodXcnwAGtiSZ1lJfNKjOyJAZWN4A/BkNwsd+hHdnwaMH6gTMT9bsiVU4BlYgrKUxKL22472x+NngrGjoUlFM/kQfDjsOx3Oprn4g7uNgbptWzKrE/Uw/aFEtiT8q3arl1PwojjsOqdMhTErtUngIqEVdS2EN1dkJ6WYI8rArTrQq+MI7kwd3H4ZSScUUI8IDBwbCiPiyPhdvPWj/wm0yIOwHXHYFXk6w/SkQukAIqEVeRaawbVKyHqlCYJyyKgWYF05325loznUpbaFmkLrLZoJMv/D3SKr0wKcwqIFroSB48f8ZaP3DCCfhe6wfK+VNAJeIqksso6lkR0Z7wbgzUL0hk35kNYxIgXUGViIN6nnBvwfqB86PhhmLrB+YAn6TDoOPQ75hVTDRVv0NSMQqoRFzFuUomnEsjLyuoKlwDbUsW3HPCmukkIo48bdDDH+ZFwzcN4N4QqFfs9+7nHJhSsH7g46fhV82ilfIpoBJxFeVVSa+oi7yt4b/C2U3fZsIDJyFXQZVImRp7w6Rw2NgIXoywhgcLpRpYlAK9j8Fd8fCZ1g+U0imgEnEV5VVJPx9tfaxEdf+CoGplOvz1lJbjEDkXXxvcGmQlsH9WH4YEFf0eAWzKgvEnodsR+PsZzagVBwqoRFyFw5BfGUU9K6qzH7wZVTSjaVkazEhUoq1IRbXzgVkF6wdOC4eLiiWxn8iDl5PgmiNwTwKs1/qBooBKxHVUxZBfcdf6w8tRRb/lC1Lg70mV369IXRLqAX8MsYqF/jMGbgqAwr938oD/ZFhFdXsehXeSIUmlF+oqBVQirqKySeml6RsAz0UU3Z+TBG8qqBI5bzYbdPWDuQXrBz4Qas2uLbQvF54sWD/wr6fgJ60fWNcooBJxFdURUAH8IQieCC+6//QZ+GdK1e1fpK6J9YKHwqzAam5k0RJQYNWSez8VBsTDrcdgWWpRfTmp1RRQibiKqkpKL83IEJgYVnT/sdPw77SqfQ+RusbbBjcFwtJYa0hw1FnrB27PhkdOWaUXZiXC71o/sDZTQCXiKqqrh6rQ/SFwT4j1fwM8chLWpFf9+4jURRd7w/R6VhL7rHrQutj6gWfy4Y2C9QNHHbd+77R+YK2jgErEVZwplswaUg2/mjabteTG0CDrfi4w7gRsyKz69xKpqwI9YEgwfF4flsXArcXWDzTA2kwYU7B+4NwkOKkk9tpCAZWIqyjsoQq2gZet/G0vlM0GT9aDgQHW/WwgLgG2KYFWpErZbFb5khcjrYKhfw2DhsWS2I/kwXNnrPUDHzwJW7V+oLtTQCXiKpILAqrq6J0qztMGL0RCT3/rfpqBUQnws5bWEKkWEZ4wLhS+aQjzoqwlbwr/ZsoGPk6DO47DTcesCSNpWj/QHSmgEnEFxhTVoQqrZFHPivC2wStRRbOTkvLh7uNwQEmzItXG0wY3BFiLMq9rYOU0hhf7Gt6dA38rWD9w+mn4Tb+P7kQBlYgrSDdWThNUT0J6afxs8FY0dChI8DiZD8OOw1EtpyFS7Zp4w+SC9QNnRxT9HgKkGKsQb8+jMCQeVqRBjoYDXZ0CKhFXcKYaSyaUJ8jDWvevVcGMpCN5Vk+VEmVFaoafDe4Igo/rw2exMDjIeqzQxiy4v9j6gfH6g8dVKaAScQXVXTKhPGGesCgGmhWsVbYvF0Ycd2yTiFS/dr7wTARsagiPh0OLYusHJhSsH9jtSMHs3AwlsbsYBVQirqB48FLdSemlifaEd2OgfkH+1q4cGJ0A6QqqRGpcqCeMDoE1DWBJNPTxL/q2zgO+SIehCXDjUZifrD9+XIQCKhFXUJ1V0iuqkZcVVEUUvP/WLLjnBGTpr2ARp7DZoJs/vBFtLXMzIRSizlo/8IlEK4l98in4STN1nUkBlYgrKL5CfU0P+RV3kbc1/Fe4fMa3mTDhBOQqqBJxqvpe8HAYbGgIr0bC1cXWD8wwsDQVBhyD247BR1o/0BkUUIm4AmclpZemrY+VqO5fEFT9JwP+cgrydYEWcTpvG/QPhPdi4cv6MDIYgoolsW/LhodOWQVDn0mEQyq9UFMUUIm4AmcmpZemsx+8GVW0ZMbyNGtoQUmwIq7jUh94omD9wJn1imbrApzOh9eT4bqjVj7kV1o/sLq5wJVbRFwuoAK41h9ejoLClI2FKTD7jDNbJCKlCfKAYcHwRX34MMZaWqowtjLAVxkw+gRcfwReS4JTKotSHVzkyi1SxxUf8gutgUrpFdU3AJ6LKLr/SjK8keS89ohI2Ww2uMIPXoqCDY3g0TDH9QMP58GzZ6DLYXj4JPyQpV7nKqSASsQVJLtgD1WhO4JgRr2i+7POwJIUpzVHRCogyhPuL1g/8O0ouN6v6LlsrGH82+NhQDy8l6ISKVXAxa7cInVUYQ+VJ0Uz7FzJiGDrr91CU07Dv9Oc1hwRqSBPG/QMgIUxsLYB/CnEceLLzmyYdBquOgxPaP3AylBAJeIKCnOoQjysbntXdF+ItZgrWHkZD5+E1elObZKInIdm3vC3cPiuIbwQAe3PWj9wfsH6gUOPwxdpKpdyntwmoJo5cyZdu3YlICCAsLCwUrc5ePAgN998M4GBgURGRjJhwgSys8svdNa9e3dsNpvDbfDgwQ7b/PDDD/Tq1YuwsDAiIiL405/+RGpqalUdmkhRQOVqw33F2WwwKQyGBVn384D7CpbAEBH34ecBfwiCf9eHT2LhzkDwLfaH3IZMGFewfuBLZ+C41g+sCBe+ejvKzs5m0KBBjBs3rtTn8/Ly6N+/P2lpaaxfv5733nuPZcuW8cgjj5xz33FxcRw7dsx+e+ONN+zPHT16lJ49e3LxxRezadMmVq5cyc6dOxk1alRVHZrUdfmmKIfKlQMqsIKqJ+tZs4jAysUYewK2ZTm1WSJygS73hecirfUDp4QXrekJcDwP/lGwfuDDJyFDeVbl8Tr3Jq7hiSeeAGDBggWlPv/ll1+ya9cuDh06RIMGDQCYPXs2o0aNYubMmYSEhJS574CAAGJjY0t97rPPPsPb25tXX30VDw/ry+7VV1+lY8eO/Pbbb1x88cWVOCoRICXfGkID1w+oADxs8EIkpJ2A1RmQbmBUArwXA619zv16EXE9YZ4wNgRGB8N/M2FxivX7nQ/kYiWxd/GDQUHObqnLcoOrd8Vs3LiRdu3a2YMpgD59+pCVlcXWrVvLfe2SJUuIjIykbdu2TJw4kZSUohlMWVlZ+Pj42IMpAH9/fwDWr19fxUchdZIrVUmvKG8bvBIFXQtmDiXlw/DjsF8JrSJuzcNm1aC7JxTCi12PgmxwlW/Zr5PaE1DFx8cTExPj8Fh4eDg+Pj7Ex8eX+bphw4axdOlS1q5dy9SpU1m2bBm33367/fkbbriB+Ph4nn/+ebKzs0lMTORvf/sbAMeOHStzv1lZWSQnJzvcRErlikU9K8LPBm9FQYeCXqmT+XD3cTiqfAsRt/ZhKgyJh1MF16YmXrA8Fpp4l/+6Os6pV+/p06eXSAg/+7Zly5YK789WyuwoY0ypjxeKi4ujZ8+etGvXjsGDB/Phhx+yevVqfvjhBwDatm3LwoULmT17tn1osEWLFsTExODpWXYBxlmzZhEaGmq/NW7cuMLHIXWMuwZUAIEe1rp/hUteHMmzgqqTqsQs4nbyDDydCBNPWfmRYC3C/O9Ya5kbKZdTr97jx49n9+7d5d7atWtXoX3FxsaW6IlKTEwkJyenRM9VeTp16oS3tzd79uyxPzZ06FDi4+M5cuQIp06dYvr06Zw4cYLmzZuXuZ/JkyeTlJRkvx06dKjCbZA6xmHIz4WqpFdUmCcsiilKZt2XCyOOOwaKIuLakvOtCSZvFhtNuTsIFsdAuBtel5zAqUnpkZGRREZGVsm+unTpwsyZMzl27Bj169cHrER1X19fOnfuXOH97Ny5k5ycHPs+iisMzObNm4efnx+9evUqcz++vr74+mq8WSqgeOAR4mY9VIWiPeHdGLgzHo7mwa4ca0HWxdEQ4KbHJFJXHMixgqnCop6ewPR6MDzYqc1yN25zpTt48CDbt2/n4MGD5OXlsX37drZv326vB9W7d2/atGnD8OHD2bZtG2vWrGHixInExcXZZ/gdOXKEVq1asXnzZgD27t3LjBkz2LJlCwcOHODzzz9n0KBBdOzYkW7dutnf+5VXXuGHH37g119/5dVXX2X8+PHMmjWrzHpYIuclyQ2T0kvTyMv6azai4Bi2ZsE9JyBLxQFFXNZ/M2BgfFEwFeZh/R4rmDpvblM24fHHH2fhwoX2+x07dgTg66+/pnv37nh6erJixQruu+8+unXrhr+/P0OHDuWFF16wvyYnJ4dffvmF9HSrurOPjw9r1qzhpZdeIjU1lcaNG9O/f3+mTZvmkB+1efNmpk2bRmpqKq1ateKNN95g+PDhNXTkUuu5cw7V2S7ytob/BsdblZe/zYQJJ+DVKPBy0QrwInWRMbAoBWYkWkV6AS7xttb9a6rk8wthM0ZLTdeE5ORkQkNDSUpKKrcmltRBfz0F7xdU3l9ZH1rVguTPrZlwdwJkFFxebg+0lrrwUFAl4nTZBqadhqXFVvy40R9ejIRgN/+jrhpU9PtbZ07E2c4UmxHnzkN+xXX2s0oqFMaGy9NgeqL1V7GI1DxjrCLCe7KtmbjFg6l7Q+DNKAVTleQ2Q34itVZtGvIr7hp/mBNlrfeXhzW8EGyDR8Od3TKR2iHXwOl8q0zJqbyCfwvuF/6/8PGTeUWlEAr5AM9GwG2qfl4VFFCJOFth2QQfrGKZtUmfAHg+Ah4+Zd1/Ndn6K/jeUOe2S8QVGWMt5XQqD04UC4ZOFQRHJ4r9/2QeJFaiNEm0J7wRBR01G72qKKAScTb7wsie1uLDtc3tQZBmYOpp6/4zZyDIA+7WLCKpA/KMFfjYe5HyHYOkk3mOz2VW8bC4B1DPAyI9rVuEh5V0fncQRCsEqEo6myLOVjjkV5uG+842PNgKHJ8/Y92fetrqqRoY6NRmiVyQjPyzAqOzAqWT+UWPn863FhiuSgE2iPCESI+Cf8/6f+FzkZ5WXqYmg9QIBVQizpRjrN4bqD0J6WW5P9RKin09GQzw8Enri6FXgLNbJnVdvrGG3osPtZWXk5RWxb1INqxepIhivUgRnhBV7P/FgyYVy3VJCqhEnKm2JqSX5a9hkJoP76Zaier3n4D50dDN39ktk9om0zgGRifzHYOkU3kFOUn5cDqvqBZTVfG1FfUSRZ4dGBULjiI8rWDKU71I7k4BlYgznaljAZXNBjPqQaqBj9OsWUdxJ6xlazopOVbKYYz1B8jZgdHZOUiFQVRKNZToCC8Mgs4KlM4eZovwhEBb7cyJlDIpoBJxprrWQwVWPsfzEZCWD6syrFlNoxLg/RhoXQuKmkrFZZvSc5CKB0rFe5Ryq/j9fSgKgBwCo1Lyk8I9wVsBkpRNAZWIMyXXwYAKrC+mOVEwJgH+m2mdh+HH4YNYaK5lL9yWMVbPUGlT/UvURcp3/PxXlRAPx56i4kNrUWcFTsHqRZKqo4BKxJlqY5X0ivKzWdWZ7z4O27KtL9i7C4KqBro0uYwcA4lnJ2ufNdR2qljv0tnFIyvLC8dk7VJzkgoer+cJPgqQxDl01RJxpro45FdcoAcsiIa7jsPPOXAkzwqq/hVrfUFK1TMFM0uL9xSVWhep4P9nqqEXKdhWckZbaTlJUR5Wj5N6kcQNKKAScabiX1ZhdTSACPWExTFwZzzsz4V9uTDiOCyNrZtB5oXILSgeWXxozV5V+6wZbifzIauKE7Y9sXqHIjwKhtXKSdaO8Kx9KwKIoIBKxLmK91CF1OHgIcrTmuk3KB6O5sGuHBidAIuj627NnfTS6iKVsm5bYfHIqp7UFmgrf0ZbYQ9ShIpHioACKhHnqutDfsU19LKCqjvjrcBhaxbccwLejrZq+ri7/LN6kcqc/l/weHo1FI+MKJagXVqV7eLDcHU1kBW5QAqoRJypeEBV15LSS9PCGxbFwODj1gywbzNhwgl4NQq8XDCoyjxHXaTi96tjCRI/21mBURnJ2hGeVg0lFY8UqTYKqEScST1UJbXxsaqnDz9u9dL8JwP+cgpeiKj+YaX8guKRpQVGJ/JKzmhLrabikeUtP1J8qC1A0/5FXIUCKhFnKkxKD7SpaGBxnX2tkgqjE6xp+MvTIMgDngg//wAi6zyKR56uxuKRZxeQLFFlu2AJElfsiRORc1JAJeJMhT1U6p0q6Rp/eCUKxp2w1llblGJNt58YBsnFi0eenaxdPE+pmpYgCfUoPzAqPgwXpF4kkbpAAZWIsxgDSQWFPevyDD+wikeePntGW0GvUXGvJlu3quZNxZK1Iz1UPFJESqWASsRZMk1RVemTeTDllFObU2PysYY6i/coJVV1tjZWb1bxXqOycpIiVTxSRCpPAZWIsxQfijqZD++mOq8t7sgDGB1cepXteioeKSI1SwGViLNEeMAl3rAnx9ktcZ5AWwWStQv+H+oBz5+B1wqG/GzAVX7QK8CZRyAiAiigEnEeTxt8Vh/25lR9fSJXF+phBUr+55k79pcwSCnozcsD7j9hlVjo5l8drRQRqTAFVCLO5Guz6i5JxdhsMKOeVf/p4zQrBy3uhFVhvZOvs1snInVYHZ9aJCJux8MGz0dAr4JeqXQDoxJgd3b5rxMRqUYKqETE/XjbYE4UdPOz7ifnW5XV99fhfDQRcSoFVCLinvxsVjX1jgVDpifz4e7jcKSqS52LiJybAioRcV+BHrAgGlp5W/eP5Fk9VSfynNsuEalzFFCJiHsL9YTFMdC8YI7NvlwYcbyoCr2ISA1QQCUi7i/K05rp18DTur87B/54AtLqWj0KEXEWBVQiUjs09LKCqsiCy9oPWXDPCWuJHxGRaqaASkRqjxbesCimaLHp9Zkw4QTkKqgSkeqlgEpEapc2Plb19ICCtfy+zIC/nIJ8BVUiUn0UUIlI7dPZ1yqpUFiEfnkaTDsNRkGViFQPBVQiUjtd4w+vREFBnjqLU63FlUVEqoECKhGpvXoHwAsRRffnJsNrSc5rj4jUWgqoRKR2uy0InqxXdP/ZM7A4xWnNEZHaSQGViNR+w4PhL2FF9x8/DR+lOq05IlL7KKASkbrhvlAYF2L93wATT8GX6U5tkojUHgqoRKTu+EsYDA+y/p8HjD8B/81wZotEpJZQQCUidYfNBk/Ug9sCrfvZQNwJ2Jrl1GaJiPtTQCUidYuHDZ6PgF7+1v10A39MgF3Zzm2XiLg1BVQiUvd42WBOFHTzs+4n58OI47Avx7ntEhG3pYBKROomP5tVTb2Tr3X/ZD7cfRyO5Dq3XSLilhRQiUjdFegB86Ogtbd1/2ieFVSdyHNuu0TE7bhNQDVz5ky6du1KQEAAYWFhpW5z8OBBbr75ZgIDA4mMjGTChAlkZ587L2Ljxo3ccMMNBAYGEhYWRvfu3cnIKJr5k5iYyPDhwwkNDSU0NJThw4dz5syZKjoyEXGqUE9YFAMtvKz7+3Nh+HFIUlAl4jYyDRzOhQTn9TB7Oe2dz1N2djaDBg2iS5cuvPPOOyWez8vLo3///kRFRbF+/XpOnTrFyJEjMcYwZ86cMve7ceNG+vbty+TJk5kzZw4+Pj7s2LEDD4+iWHPo0KEcPnyYlStXAvCnP/2J4cOH8+mnn1b9gYpIzYvyhMUxMCje6qX6OQdGJcC7MVYvlojUvHwDiflWj3HxW0Lx+wXPJ+VbrxkbDFPqlb/famIzxr2WX1+wYAEPPvhgiR6iL774ggEDBnDo0CEaNGgAwHvvvceoUaNISEggJCSk1P1dffXV9OrViyeffLLU53fv3k2bNm347rvvuOqqqwD47rvv6NKlCz///DMtW7asULuTk5MJDQ0lKSmpzLaIiJPty4E74618KrCS1t+JtvKtRKRqZOSXHhQlnBU4ncyD8+1wGhgAL0VVaXMr+v3tNj1U57Jx40batWtnD6YA+vTpQ1ZWFlu3bqVHjx4lXpOQkMCmTZsYNmwYXbt2Ze/evbRq1YqZM2dyzTXX2PcbGhpqD6bACsJCQ0PZsGFDmQFVVlYWWVlFtW2Sk5Or6lBFpLq08LZ6qu46bs38+28m/PkEzI0CbwVVImXKM3AqDxJK6VE6+5Zahf04/jaI9rR6maM8oaNv1e37PNWagCo+Pp6YmBiHx8LDw/Hx8SE+Pr7U1+zbtw+A6dOn88ILL9ChQwcWLVrEjTfeyE8//cQll1xCfHw80dHRJV4bHR1d5n4BZs2axRNPPFGJIxIRp2jtAwuireT0dAOrMuAvp2B2hFXDSqSuMMYKfs7uOSqtN+l0PuRX0ft6AJGFQZKH9W/xoKnwFu3pUkPyTg2opk+ffs6g4/vvv+eKK66o0P5stpIXO2NMqY8D5OdbP/177rmHP/7xjwB07NiRNWvWMG/ePGbNmnVB+wWYPHkyDz/8sP1+cnIyjRs3rtBxiIiTdfKFt6Ksgp/ZwEdpEGiDJ+tZ1dZF3Fl2QW9SaYFRQrEhuBN5VrJ3VQm2lR4Unf1YPQ/wdL/fM6cGVOPHj2fw4MHlbtOsWbMK7Ss2NpZNmzY5PJaYmEhOTk6JnqtC9evXB6BNmzYOj7du3ZqDBw/a93v8+PESrz1x4kSZ+wXw9fXF19d5XY8iUknd/OGVKBh3wlr3791UCPaAv4Y7u2UiJRljJWY7BEn5pfcoJVZVVxLgTcmAqETQ5GH1OPm7Tm9SdXBqQBUZGUlkZGSV7KtLly7MnDmTY8eO2QOlL7/8El9fXzp37lzqa5o1a0aDBg345ZdfHB7/9ddf6devn32/SUlJbN68mSuvvBKATZs2kZSURNeuXauk7SLionoHWEN9D50CA7yWbAVV94U6u2VSV2Tml520ffatKgv9h3mU0ntUymOhHhoKL+A2OVQHDx7k9OnTHDx4kLy8PLZv3w7AxRdfTFBQEL1796ZNmzYMHz6c559/ntOnTzNx4kTi4uLsWflHjhzhxhtvZNGiRVx55ZXYbDYeffRRpk2bRvv27enQoQMLFy7k559/5sMPPwSs3qq+ffsSFxfHG2+8AVhlEwYMGFDhGX4i4sZuDbLySKactu4/d8YKqoYHO7VZ4sbyjZVzVFY+UvHHUqpwyM3XVhAUeRXlJpU29BbhaW0r58VtAqrHH3+chQsX2u937NgRgK+//pru3bvj6enJihUruO++++jWrRv+/v4MHTqUF154wf6anJwcfvnlF9LT0+2PPfjgg2RmZvLQQw9x+vRp2rdvz6pVq7jooovs2yxZsoQJEybQu3dvAG655RZeeeWV6j5kEXEVdwdDSj48e8a6P/U0BNngtiCnNktcTFp+6UHR2aUBTuVZw8hVwQZEeJQx1HbW/WCbcgCrkdvVoXJXqkMlUgs8lwhzC0qgeGKVU+gT4NQmSTXLLZbAXd7QW0KeNSu0qgTayk7aLp6bVM/TWuxbqk2dq0MlIlLtHg2zhv8WpVg9DH8+AfOi4Rp/Z7dMzocxkGzOXQrgZB6cyrfy56qCJ0XlAOyBkkfJHqVI1yoHIBWjgEpEpKJsNpgeDqn5sDzNKqkQd8JaoqazZvU6XXYpQVKpPUr5kFWFvUkhHueulxTlCeFK4K7NFFCJiJwPDxs8F2EFVV9mQIax6lW9FwNtfJzdutrHGDhz9lIlBUFRQq5jaYAzVVgOwIei3qLyAqVITy1NJIACKhGR8+dlgzlRMCYB1mday9SMOA7/irWWr5Fzy8i3htTOLiRZ2rBbVZYDqFfO7LbivUwhHkrglvOigEpE5EL42uDNKLg7AX7IshZUvvs4fBALDevopTWvWDmAshK3T1ZDOQC/s9Zziz4rN6nwsQhPrcko1aaO/taLiFSBAA+YHw2D42F3DhzNs4Kqf8VaX+K1gTGQZs5dL+lEvjUbrirXc4soI2m7xHpuKgcgzqeASkSkMkI9YHEM3BkP+3Jhfy4MPw7vx0CoCwdVOWWt51ZKD1NGNaznFlnWsFthcUn3XM9N6i4FVCIilRXpac30GxQPR/Lg5xwYlWA9VpPT342x8rlOlJbEfVbwdLoKE7i9OEdhSY+iICpA5QCkdlJAJSJSFRp4FQVVJ/NhW7ZVUmFedOVngWWaotyjc63pll01hwNYvW/l1UsqvIWpHICIAioRkarS3Nsa/rvruNVTtCETxp+A16JKJkPnG0gsb6mSvKKepuQqLgdQVvXt4o9Haj03kfOhgEpEpCq19oEF0VZyerqB1RkwOsHqwTq7HEBuFb2njZLlAMrqTQpRArdIdVBAJSJS1Tr5wttRVh5VNvBt5oXtx7+gHECJHiUPiPYqGoarp3IAIs6mgEpEpDp09bcWT773hGNPlAdnVd8up9Ck1nMTcRsKqEREqkvPAFjdAA7mFgVJ4SoHIFIbKaASEalOzbytm4jUaupPFhEREakkBVQiIiIilaSASkRERKSSFFCJiIiIVJICKhEREZFKUkAlIiIiUkkKqEREREQqSQGViIiISCUpoBIRERGpJAVUIiIiIpWkgEpERESkkhRQiYiIiFSSAioRERGRSvJydgPqCmMMAMnJyU5uiYiIiFRU4fd24fd4WRRQ1ZCUlBQAGjdu7OSWiIiIyPlKSUkhNDS0zOdt5lwhl1SJ/Px8jh49SnBwMDabrVrfKzk5mcaNG3Po0CFCQkKq9b1qI52/ytM5rDydw8rR+as8nUOLMYaUlBQaNGiAh0fZmVLqoaohHh4eNGrUqEbfMyQkpE7/ElSWzl/l6RxWns5h5ej8VZ7OIeX2TBVSUrqIiIhIJSmgEhEREakkBVS1kK+vL9OmTcPX19fZTXFLOn+Vp3NYeTqHlaPzV3k6h+dHSekiIiIilaQeKhEREZFKUkAlIiIiUkkKqEREREQqSQGViIiISCUpoHIh06dPx2azOdxiY2PtzxtjmD59Og0aNMDf35/u3buzc+fOc+73xRdfpGXLlvj7+9O4cWMeeughMjMz7c/n5uYyZcoUmjdvjr+/Py1atGDGjBnk5+dXy3FWp+o4hzk5OcyYMYOLLroIPz8/2rdvz8qVK0tsN3fuXJo3b46fnx+dO3fm22+/rfLjq27OOn+zZs3i//7v/wgODiY6Oppbb72VX375pVqOsbo58zNYaNasWdhsNh588MGqOqwa48zzd+TIEe6++24iIiIICAigQ4cObN26tcqPsbo56xzWpu+SC2LEZUybNs20bdvWHDt2zH5LSEiwP//MM8+Y4OBgs2zZMvPjjz+au+66y9SvX98kJyeXuc93333X+Pr6miVLlpj9+/eb//znP6Z+/frmwQcftG/z1FNPmYiICPPZZ5+Z/fv3mw8++MAEBQWZF198sVqPtzpUxzn8y1/+Yho0aGBWrFhh9u7da+bOnWv8/PzMDz/8YN/mvffeM97e3uatt94yu3btMg888IAJDAw0v//+e7Ueb1Vz1vnr06ePmT9/vvnpp5/M9u3bTf/+/U2TJk1MampqtR5vdXDWOSy0efNm06xZM3P55ZebBx54oDoOsVo56/ydPn3aNG3a1IwaNcps2rTJ7N+/36xevdr89ttv1Xq81cFZ57A2fZdcCAVULmTatGmmffv2pT6Xn59vYmNjzTPPPGN/LDMz04SGhprXX3+9zH3ef//95oYbbnB47OGHHzbXXHON/X7//v3N6NGjHba5/fbbzd13330BR+Fc1XEO69evb1555RWHxwYOHGiGDRtmv3/llVeae++912GbVq1amUmTJl3AUTiPs87f2RISEgxg1q1bd34H4AKceQ5TUlLMJZdcYlatWmWuv/56tw2onHH+/vrXvzpcF92Zs85hbfouuRAa8nMxe/bsoUGDBjRv3pzBgwezb98+APbv3098fDy9e/e2b+vr68v111/Phg0bytzfNddcw9atW9m8eTMA+/bt4/PPP6d///4O26xZs4Zff/0VgB07drB+/Xpuuumm6jjEalfV5zArKws/Pz+Hx/z9/Vm/fj0A2dnZbN261WG/AL179y53v66qps9faZKSkgCoV69eZQ7FaZx1Du+//3769+9Pz549q/Boap4zzt8nn3zCFVdcwaBBg4iOjqZjx4689dZbVXxkNccZ57C2fZecN2dHdFLk888/Nx9++KH53//+Z/8LMyYmxpw8edL897//NYA5cuSIw2vi4uJM7969y93vyy+/bLy9vY2Xl5cBzLhx4xyez8/PN5MmTTI2m814eXkZm81mnn766So/vppQHedwyJAhpk2bNubXX381eXl55ssvvzT+/v7Gx8fHGGPMkSNHDGD++9//Orxu5syZ5tJLL636g6xGzjh/Z8vPzzc333yz2/YWOOscLl261LRr185kZGQYY4zb9lA56/z5+voaX19fM3nyZPPDDz+Y119/3fj5+ZmFCxdW27FWF2edw9r0XXIhFFC5sNTUVBMTE2Nmz55t/yU4evSowzZjx441ffr0KXMfX3/9tYmJiTFvvfWW+d///meWL19uGjdubGbMmGHfZunSpaZRo0Zm6dKl5n//+59ZtGiRqVevnlmwYEG1HVtNqYpzmJCQYAYOHGg8PDyMp6enufTSS819991n/P39jTFFAdWGDRscXvfUU0+Zli1bVv1B1aCaOH9nu++++0zTpk3NoUOHqvRYnKUmzuHBgwdNdHS02b59u/017hpQna2mPoPe3t6mS5cuDq/785//bK6++uqqPSAnqKlzWJu/SypCQ34uLDAwkMsuu4w9e/bYZ2jEx8c7bJOQkEBMTEyZ+5g6dSrDhw9n7NixXHbZZdx22208/fTTzJo1yz7z4tFHH2XSpEkMHjyYyy67jOHDh/PQQw8xa9as6ju4GlIV5zAqKoqPP/6YtLQ0fv/9d37++WeCgoJo3rw5AJGRkXh6ep73ft1BTZy/4v785z/zySef8PXXX9OoUaOqPRgnqYlzuHXrVhISEujcuTNeXl54eXmxbt06Xn75Zby8vMjLy6u+A6xmNfUZrF+/Pm3atHF4XevWrTl48GAVHo1z1NQ5rM3fJRWhgMqFZWVlsXv3burXr0/z5s2JjY1l1apV9uezs7NZt24dXbt2LXMf6enpeHg4/pg9PT0xVu9kudvUhqmuVXEOC/n5+dGwYUNyc3NZtmwZAwcOBMDHx4fOnTs77Bdg1apVFdqvK6uJ8wfWNO7x48ezfPlyvvrqq1KDLXdVE+fwxhtv5Mcff2T79u322xVXXMGwYcPYvn07np6e1XZ81a2mPoPdunUrUarj119/pWnTplV3ME5SU+ewNn+XVIiTe8ikmEceecSsXbvW7Nu3z3z33XdmwIABJjg42Bw4cMAYY011DQ0NNcuXLzc//vijGTJkSImprsOHD3eYWTZt2jQTHBxsli5davbt22e+/PJLc9FFF5k777zTvs3IkSNNw4YN7VNdly9fbiIjI81f/vKXmjv4KlId5/C7774zy5YtM3v37jXffPONueGGG0zz5s1NYmKifZvCsgnvvPOO2bVrl3nwwQdNYGCg/X3dhbPO37hx40xoaKhZu3atw1Tv9PT0Gjv2quKsc3g2dx3yc9b527x5s/Hy8jIzZ840e/bsMUuWLDEBAQHm3XffrbFjryrOOoe16bvkQiigciGFtUC8vb1NgwYNzO2332527txpfz4/P99MmzbNxMbGGl9fX3PdddeZH3/80WEf119/vRk5cqT9fk5Ojpk+fbq56KKLjJ+fn2ncuLG57777HH4JkpOTzQMPPGCaNGli/Pz8TIsWLcxjjz1msrKyqvuQq1x1nMO1a9ea1q1bG19fXxMREWGGDx9eIqHTGGNeffVV07RpU+Pj42M6derkllP+nXX+gFJv8+fPr87DrRbO/AyevQ93DKicef4+/fRT065dO+Pr62tatWpl3nzzzWo7zurkrHNYm75LLoTNmIJxHxERERG5IMqhEhEREakkBVQiIiIilaSASkRERKSSFFCJiIiIVJICKhEREZFKUkAlIiIiUkkKqEREREQqSQGViIiISCUpoBIROU95eXl07dqVO+64w+HxpKQkGjduzJQpU5zUMhFxFlVKFxG5AHv27KFDhw68+eabDBs2DIARI0awY8cOvv/+e3x8fJzcQhGpSQqoREQu0Msvv8z06dP56aef+P777xk0aBCbN2+mQ4cOzm6aiNQwBVQiIhfIGMMNN9yAp6cnP/74I3/+85813CdSRymgEhGphJ9//pnWrVtz2WWX8cMPP+Dl5eXsJomIEygpXUSkEubNm0dAQAD79+/n8OHDzm6OiDiJeqhERC7Qxo0bue666/jiiy947rnnyMvLY/Xq1dhsNmc3TURqmHqoREQuQEZGBiNHjuSee+6hZ8+evP3223z//fe88cYbzm6aiDiBAioRkQswadIk8vPzefbZZwFo0qQJs2fP5tFHH+XAgQPObZyI1DgN+YmInKd169Zx4403snbtWq655hqH5/r06UNubq6G/kTqGAVUIiIiIpWkIT8RERGRSlJAJSIiIlJJCqhEREREKkkBlYiIiEglKaASERERqSQFVCIiIiKVpIBKREREpJIUUImIiIhUkgIqERERkUpSQCUiIiJSSQqoRERERCpJAZWIiIhIJf0/KS4tNhRxgm8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V M. LE ROCH 2\n",
+      "29       57.510192\n",
+      "477      57.510192\n",
+      "365      57.510192\n",
+      "589      57.510192\n",
+      "141      57.510192\n",
+      "           ...    \n",
+      "21533    57.953898\n",
+      "21421    57.953898\n",
+      "21309    57.953898\n",
+      "21197    57.953898\n",
+      "21645    57.973918\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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QoYSGhnLFFVcAtkekatWq/PDDD9x4440EBOT+ZyhtBuzRo0cTGRlJSEgIVatWzXY4rSBmz57No48+SqdOnWjcuDFlypRh9+7dfPbZZ8ycOZMuXbqc0eu2ZMkSevToQYcOHdiyZQvPPfccFStW5MEHHwQgIiKCoUOH0rVrV/bv38+tt95KuXLl2LNnD8uXL2fPnj2MHDkSsD+zK6+8kquuuooHHniAxMREDh06xNq1a5k2bVr6hKSPPfYYY8eOpXXr1rzyyivExcUxceLE9ATO3a644gp69uzJ3XffzZIlS7j66qsJDw9nx44dzJs3j/r16/PAAw9Qp04dqlevTp8+fTDGULp0aaZNm5ZeT+Yqp9/TyMjIc4o1KiqKq6++msGDBxMbG0tiYiJz587lww8/zHGyybx+hiKAbuUXMSbnu9Xq1auX7fHz5883jRo1MmFhYaZs2bKmR48eZunSpQYwH330Ufpx2d3Kb4y966Zp06YmKirKBAcHmypVqphbb701063extg7h66//noTHR1tgoODTfXq1U3v3r0zHfPss8+aChUqGD8/v0x3L50+fdq88cYbplatWiYwMNDExsaau+66y2zZsiXf7zPNnDlzDGBef/31XI/L6ptvvjGAadGiRab2e++91wDmvffeO+McstytZowx77zzjqlatarx9/fP9BnnFHvXrl3PuD09qy1btpjnn3/eXHHFFSY+Pt4EBASYyMhIc9lll5mhQ4eaU6dOpR+bdqfTDz/8YDp37mxiYmJMaGioueGGG8yaNWvOuPbcuXNN69atTenSpU1gYKCpWLGiad26tfnyyy8zHbdhwwbTvXt3U7FiRRMYGGjKli1rGjdufMadU//++69p0aKFCQkJMaVLlzb33HNP+meb37vVFi9enO3+1q1bZ/tZjR071lx22WUmPDzchIaGmurVq5suXbqYJUuWnBFXZGSkKVWqlOnQoYPZvHlztj/DnH5Pq1SpYlq3bn3G6wPmoYceOuPzAszgwYPT27Zu3Wrat29vSpUqZSIjI02rVq3MP//8Y6pUqWK6du16xueQ35+hlGwOY4wp/JRMpGTo3bs3EyZMyDQpni964oknGDlyJFu2bDnnHhtfNG7cOO6++24WL16cbVGzFH36GUpBaFhNxAN2797NggULmDx5Mo0aNfJ2OGft999/Z/Xq1YwYMYL77ruvRCZGIlLyKDkS8YDvvvuOXr16cfnll/Puu+96O5yz1qhRI8LCwmjTpg2vvPKKt8MRESkUGlYTERERcaFb+UVERERcKDkSERERcaHkSERERMSFCrLzkJqayvbt24mMjMxxiQUREREpWowxHDp0iAoVKqSvW5lfSo7ysH37dhISErwdhoiIiJyFLVu2FHgRbyVHeUib3n7Lli1ERUV5ORoRERHJj+TkZBISEs5qmRolR3lIG0qLiopSciQiIuJjzqYkRgXZIiIiIi6UHImIiIi4UHIkIiIi4kI1RyIi4jNSU1M5ceKEt8OQIiAwMBB/f3+PXFvJkYiI+IQTJ06wYcMGUlNTvR2KFBExMTHEx8e7fR5CJUciIlLkGWPYsWMH/v7+JCQkFHhSPylejDEcPXqU3bt3A1C+fHm3Xl/JkYiIFHmnTp3i6NGjVKhQgbCwMG+HI0VAaGgoALt376ZcuXJuHWJT6i0iIkXe6dOnAQgKCvJyJFKUpCXKJ0+edOt1lRyJiIjP0BqX4spTvw9KjkRERERcKDkSEREpgTZu3IjD4WDZsmXeDqXIUXIkIiLiIbt37+a+++6jcuXKBAcHEx8fT8uWLVmwYIG3QyuSDhw4QOfOnYmOjiY6OprOnTtz8ODBQo9Dd6t5zX5gGtASiPdyLCIi4gnt27fn5MmTjB8/nmrVqrFr1y5++ukn9u/f7+3Q8mXr1q1UrFix0Gq97rzzTrZu3crMmTMB6NmzJ507d2batGmF8vpp1HPkNQ8D3YALgZ3eDUVERNzu4MGDzJs3jzfeeIOmTZtSpUoVLr30Up599llat26dfpzD4WDkyJFcf/31hIaGUrVqVb788stM19q2bRu33347pUqVokyZMrRr146NGzdmOuajjz6ibt26hISEUKdOHUaMGJFp/6JFi7jwwgsJCQnh//7v//jzzz/zfA/9+vWjWrVq9O/fn/Xr15/9h5EPK1euZObMmXzwwQc0atSIRo0aMWbMGKZPn86qVas8+tpZKTnymrQsfCdwJ3Dai7GIiIi7RUREEBERwdSpU0lJScn12H79+tG+fXuWL1/OXXfdRceOHVm5ciUAR48epWnTpkRERPDLL78wb948IiIiaNWqVfpSKmPGjOG5557j1VdfZeXKlbz22mv069eP8ePHA3DkyBHatGlD7dq1+eOPPxgwYABPPvlknu/hvffeo1+/fsydO5eaNWty9dVX8+GHH3Lo0KFc33NOj+uvvz7H11qwYAHR0dFcdtll6W2XX3450dHRzJ8/P89Y3UnDal7zMDDR+Xw28BLwovfCERHxNXeshb3und8mX2IDYVKNPA8LCAhg3Lhx3Hvvvbz//vtcdNFFNGnShDvuuIMLLrgg07EdOnSgR48eALz88svMmjWLoUOHMmLECCZNmoSfnx8ffPBB+vDWRx99RExMDHPmzOG6667j5ZdfZsiQIdxyyy0AVK1alX///ZdRo0bRtWtXJk6cyOnTpxk7dixhYWHUq1ePrVu38sADD+T6HiIjI+nevTvdu3dn06ZNTJgwgUGDBvHII49w880307VrV5o3b54eV17F3WkTN2Zn586dlCtX7oz2cuXKsXNn4Y6wKDnymsuAa4GfnNsvA1cCLbwWkYiIT9l7Enaf8nYUuWrfvj2tW7fm119/ZcGCBcycOZNBgwbxwQcf0K1bt/TjGjVqlOm8Ro0apScaf/zxB2vXriUyMjLTMcePH2fdunXs2bOHLVu2cM8993Dvvfem7z916hTR0dGAHbJq0KBBptnFs75mXqpUqcLzzz/P888/z/jx4+nVqxcTJ07kwIEDxMTEAFCjRt5JY26yq20yxhT6/FZKjrzqOTKSIwN0ApYBFbwVkIiI74gN9InXDQkJoUWLFrRo0YIXXniBHj160L9//0zJUXbSEoLU1FQuvvhiJk6ceMYxZcuW5fjx44AdWnMdkgLSl9QwxhQo5uzs3buXSZMm8fHHH7Ns2TKuv/56unbtmp6AgR1Wy81VV13F999/n+2++Ph4du3adUb7nj17iIuLO7fgC0jJkVddAzQC0m7p3AN0xCZM+tGIiOQqH0NbRdF5553H1KlTM7X9/vvvdOnSJdP2hRdeCMBFF13E559/Trly5YiKijrjetHR0VSsWJH169fTqVOnHF9zwoQJHDt2LH1o6/fff88z1pSUFKZNm8bHH3/MzJkzqVevHl27dmXGjBmULVv2jOPPZVitUaNGJCUlsWjRIi699FIAFi5cSFJSEo0bN84zVrcykqukpCQDmKSkJA+9wjRjDFkefT30WiIivunYsWPm33//NceOHfN2KPm2d+9e07RpUzNhwgSzfPlys379evPFF1+YuLg407179/TjABMbG2s+/PBDs2rVKvPCCy8YPz8/s2LFCmOMMUeOHDE1a9Y011xzjfnll1/M+vXrzZw5c8wjjzxitmzZYowxZsyYMSY0NNS88847ZtWqVeavv/4yY8eONUOGDDHGGHPo0CETGxtrOnbsaFasWGFmzJhhatSoYQDz559/5vgeunfvbuLi4kzv3r3N8uXLPfdhObVq1cpccMEFZsGCBWbBggWmfv36pk2bNjken9vvxbl8fys5yoPnk6NUY0wDc2aC9L2HXk9ExPf4YnJ0/Phx06dPH3PRRReZ6OhoExYWZmrXrm2ef/55c/To0fTjADN8+HDTokULExwcbKpUqWI+++yzTNfasWOH6dKli4mNjTXBwcGmWrVq5t5778303TRx4kTTsGFDExQUZEqVKmWuvvpqM3ny5PT9CxYsMA0aNDBBQUGmYcOG5uuvv84zOVqzZo05efKk+z6UPOzbt8906tTJREZGmsjISNOpUydz4MCBHI/3VHLkMMYNA5HFWHJyMtHR0SQlJWXbnekeXwC3Z2krg60/quSh1xQR8R3Hjx9nw4YNVK1alZCQEG+H41YOh4MpU6Zw0003eTsUn5Pb78W5fH9rnqMioT1QO0vbPuAOwAu3qYqIiJRgSo6KBH+gTzbtvwHPF3IsIiIiJZvPJEdLly6lRYsWxMTEUKZMGXr27Mnhw4dzPP7kyZM888wz1K9fn/DwcCpUqECXLl3Yvn17IUZdEJ2AKtm0DwKmF3IsIiJSWIwxGlIrYnwiOdq+fTvNmzenRo0aLFy4kJkzZ7JixYpc54g4evQoS5cupV+/fixdupTJkyezevVqbrzxxsILvEACgadz2NcV2FyIsYiIiJRcPjGZzvTp0wkMDGT48OH4+dl8bvjw4Vx44YWsXbs22xk5o6OjmTVrVqa2oUOHcumll7J582YqV65cKLEXzN3YZUTSJsGqA/wH7McWbM8FgrwTmoiISAnhEz1HKSkpBAUFpSdGkDGR1Lx58/J9naSkJBwOR/o050VPKPCEy3ZNoKrz+e/As4UekYiISEnjE8lRs2bN2LlzJ4MHD+bEiRMcOHCAvn37ArBjx458XeP48eP06dOHO++8M9db+lJSUkhOTs70KFz3A6Wcz78D3iCjt+gt4JtCjkdERKRk8WpyNGDAABwOR66PJUuWUK9ePcaPH8+QIUMICwsjPj6eatWqERcXl75uTG5OnjzJHXfcQWpqKiNGjMj12IEDBxIdHZ3+SEhIcNfbzadI4FHn89PAz8AQl/3dgA2FHJOIiEjJ4dVJIPfu3cvevXtzPSYxMTHTxE67du0iPDwch8NBVFQUkyZNokOHDjmef/LkSW677TbWr1/Pzz//TJkyZXJ9vZSUFFJSUtK3k5OTSUhI8PAkkFntx965dhjba7QBeAz40rn/EmAeqj8SkZKiOE8CKWfPU5NAerUgOzY2ltjY2AKdk7Yy79ixY9NXOs5JWmK0Zs0aZs+enWdiBBAcHExwcHCBYnK/0sCD2Nv4T2B7jsYAS4F1wGLgKeBdbwUoIiI+buPGjVStWpU///yThg0bejucIsUnao4Ahg0bxtKlS1m9ejXDhw+nV69eDBw4MFNxdZ06dZgyZQoAp06d4tZbb2XJkiVMnDiR06dPs3PnTnbu3MmJEye89C4KojeQlqS9j50p+0uXtveAr70Ql4iI5Nfu3bu57777qFy5MsHBwcTHx9OyZUsWLFjg7dCKnI0bN3LPPfdQtWpVQkNDqV69Ov379/fKd7ZP3MoPsGjRIvr378/hw4epU6cOo0aNonPnzpmOWbVqFUlJSQBs3bqVb7/9FuCMjHj27Nlcc801hRH2OYgHegDDgaPYXqKXgXeAB5zHdAcaAtULPzwREclT+/btOXnyJOPHj6datWrs2rWLn376if3793s7tHzZunUrFStWxOFwePy1/vvvP1JTUxk1ahQ1atTgn3/+4d577+XIkSO8+eabHn/9TAq8VG0Jcy6r+p67TcaYAGMMxphoY0ySMSbVGHOHsw1jzEXGGN9ZpVpE5Gzktvp6UXXgwAEDmDlz5uR6HGBGjBhhWrVqZUJCQkxiYqL54osvMh2zdetWc9ttt5mYmBhTunRpc+ONN5oNGzZkOmbs2LGmTp06Jjg42NSuXdsMHz480/6FCxeahg0bmuDgYHPxxRebyZMnG8D8+eefOcbWrVs3k5iYaF544QWzbt26Ar1/dxg0aJCpWrVqjvtz+704l+9vnxlWK5kqA2m9Y0nACMABjMbOgQS2DumJM08VERGvioiIICIigqlTp2a60Sc7/fr1o3379ixfvpy77rqLjh07snLlSsCu+NC0aVMiIiL45ZdfmDdvHhEREbRq1Sp9yGnMmDE899xzvPrqq6xcuZLXXnuNfv36MX78eACOHDlCmzZtqF27Nn/88QcDBgzgySefzPM9vPfee/Tr14+5c+dSs2ZNrr76aj788EMOHTqU63vO6XH99dcX5CMkKSmJ0qVLF+gctyhwOlXCeLfnyBhjVhlj/IztJSprjDnibF9mjAkxGT1Ik7wSnYhIYci+h+BiY0xFLzwuznfcX331lSlVqpQJCQkxjRs3Ns8++6xZvnx5pmMAc//992dqu+yyy8wDDzxgjDHmww8/NLVr1zapqanp+1NSUkxoaKj53//+Z4wxJiEhwXz66aeZrvHyyy+bRo0aGWOMGTVqlCldurQ5cuRI+v6RI0fm2XPkauPGjebll182tWrVMmFhYaZTp07mhx9+yBTXmjVrcn1s3bo1X69ljDFr1641UVFRZsyYMTke46meIyVHefB+cmSMMbebjCToXZf20S7tkcaY1YUfmohIIcj+S7CiyfgbWJiPigWO/YcffjAvvviiadSokfH39zcfffRR+n7AjB8/PtM5jz32mLnmmmuMMcY8+OCDxt/f34SHh2d6OBwOM2LECLN7924DmNDQ0Ez7g4ODTbly5dKv17Rp00yvsWzZsgIlR67GjRtnIiIiDGAOHDhQ4PPzsm3bNlOjRg1zzz335Hqcp5IjnynILtn6Ap87nw/GzqIdhC3YngtMBA4BHYAF2GVIRESKu3ifeN20aWdatGjBCy+8QI8ePejfv3+ui6cD6UXQqampXHzxxUycOPGMY8qWLcvx48cBO7R22WWXZdqfNlGyccOUhnv37mXSpEl8/PHHLFu2jOuvv56uXbsSHR2dfkxERESu17jqqqv4/vvvcz1m+/btNG3alEaNGjF69OhzjvtsKDnyCRcAbYDpwFbgY2xi5MDe5v8HdoHa5djJIkd5JUoRkcK1xNsBnJXzzjuPqVOnZmr7/fff6dKlS6btCy+8EICLLrqIzz//nHLlymU7mWF0dDQVK1Zk/fr1dOrUKcfXnDBhAseOHUtfm/T333/PM9aUlBSmTZvGxx9/zMyZM6lXrx5du3ZlxowZlC1b9ozjly1bluv10l47J9u2baNp06ZcfPHFfPTRR5nWVC1UBe5rKmGKxrCaMcYsMBldutWNMSdd9v1tjAl12T+x0KMTEfEkX7xbbe/evaZp06ZmwoQJZvny5Wb9+vXmiy++MHFxcaZ79+7pxwEmNjbWfPjhh2bVqlXmhRdeMH5+fmbFihXGGGOOHDliatasaa655hrzyy+/mPXr15s5c+aYRx55xGzZssUYY8yYMWNMaGioeeedd8yqVavMX3/9ZcaOHWuGDBlijDHm0KFDJjY21nTs2NGsWLHCzJgxw9SoUSPPYbXu3bubuLg407t37zNqpdwtbSitWbNmZuvWrWbHjh3pj5yo5shLik5yZIwxzUxGAvRpln1jXfaFG2NWFm5oIiIe5IvJ0fHjx02fPn3MRRddZKKjo01YWJipXbu2ef75583Ro0fTjwPM8OHDTYsWLUxwcLCpUqWK+eyzzzJda8eOHaZLly4mNjbWBAcHm2rVqpl7770303fTxIkTTcOGDU1QUJApVaqUufrqq83kyZPT9y9YsMA0aNDABAUFmYYNG5qvv/46z+RozZo15uTJkznud6ePPvrIANk+cuKp5Mira6v5gnNZm8X9fgaudT4/HzuM5trl2A0Y77J/IRBWWMGJiHhMcV5bzeFwMGXKFG666SZvh+JzPLW2muY58ilNgcudz/8BpmXZPxw4z2X/w4UUl4iISPGh5MinOIDnXLZfxfY4pgnHrr+W1ls0Flu8LSIiIvml5MjntMbevQawGPgxy/7zsHewpXkA+LcQ4hIRkbNhjNGQWhGj5MjnOLDzHqV5NZtjOgP3OJ8fxc5/dMTDcYmIiBQPSo580q1ALefzucBv2RwzFKjvfP4v8CCZh+BERHyP7iESV576fVBy5JP8gT4u269lc0wotv4obbbSj4GPPByXiIhnpM30nLbQqgjYRXkBAgMD3XpdzZDts+4CBgCbge+AP4ELsxxTGxgN3Oncfgi4hIweJRER3xAQEEBYWBh79uwhMDDQezMnS5FgjOHo0aPs3r2bmJiY9OTZXZQc+axA4Gmgl3P7NWxPUVYdsUNvo4Dj2PqjxUBkIcQoIuIeDoeD8uXLs2HDBjZt2uTtcKSIiImJIT7e/WvsaRLIPBStSSCzOgZUBXZhC7VXAHWzOe440AhY5ty+E/jEeY6IiO9ITU3V0JoAdigttx6jc/n+Vs+RTwsFHgeewRZbv07GDNmuQrC9ShcBh4BPgSZAz8IJU0TETfz8/IrdDNlS9GjQ1uc9AJRyPp8IbMzhuBrAhy7bj5DRkyQiIiJplBz5vEhsogNwGhiUy7EdsEXZACnO7WTPhSYiIuKDlBwVC4+Qccv+WGBHLscOAS52Pl8L3IvmPxIREcmg5KhYKI0dXgPbIzQkl2ODgS+AaOf2F8BIz4UmIiLiY5QcFRuPYxMfsGur7cvl2GpknhCyN/CHh+ISERHxLUqOio14MtZTOwK8m8fxNwOPOp+fAG4DkjwTmoiIiA9RclSsPE3G7AxDybvYehBwqfP5eqA7qj8SEZGSTslRsVIFu6wIwEHyriUKAj4HYpzbk7FJlYiISMml5KjY6UPGzNdvYWfRzk0imSeOfBJY5P6wREREfISSo2KnNnb+IoDdwAf5OOdG4Ann85PY+qMD7g9NRETEByg5Kpb6ujwfhC24zstA7PprAJuAu1H9kYiIlERKjoqlBkBr5/OtwIR8nBOIrT8q7dz+Bnjb/aGJiIgUcUqOiq3nXJ6/jl1aJC8JZE6kngF+d2dQIiIiRZ6So2KrEdDU+Xwt8GU+z7sBmxQBnMLWH+U2oaSIiEjxouSoWHPtPXoNSM3nea8AVzqfbwG6FuBcERER36bkqFhrBlzmfP43MD2f5wUAk4BY5/YM4E33hiYiIlJEKTkq1hxk7j16lfzfgVYR+ISMOZP6AvPcF5qIiEgRpeSo2GsDXOB8vgj4qQDntiRjWoDTwB3AHveFJiIiUgQpOSr2HMCzLtuvFfD8AUAT5/NtQGdUfyQiIsWZkqMSoQNQ0/l8NrCgAOcGAJ8B5Zzb/8NODSAiIlI8KTkqEfyxa66lebWA55cHPiWj/qgfMNcNcYmIiBQ9So5KjLuwkzyCvftsWQHPvxZ4wfk8FegI7HJLZCIiIkWJkqMSIwh42mW7oLVHYHuMrnU+34FNuPIz87aIiIjvUHJUotxDRu3QV8B/BTzfH5gIxDu3f6TgQ3QiIiJFm5KjEiUUeNz53HB2hdVx2ALttF+dAcDP5xyZiIhIUaHkqMR5AIhxPv8E2JjP8/YADYCLgBDgRWe7Ae4EdrotQhEREW9SclTiRAGPOJ+fBgbn87xfgb+AP4GrgHDgOue+XdgESfVHIiLi+5QclUiPYJMbgA+xxdV5aQaUdT4/hR2eSwEinG2zyehNEhER8V1KjkqkMtjhNbAJzlv5OCeGM3uZ5gKHXbZfAX441+BERES8SslRifU4EOx8PhLYl49zumCH1HJisLf3bz+30ERERLxIyVGJVR57az/AEeC9fJzjAEZgb+nPyR7sArWnzik6ERERb1FyVKI9RUai8x5wKB/nnA88lscxv5Ixm7aIiIhvUXJUoiVih8EADmKH1/KjP1DRZft2Mgqz0wwEvj+H2ERERLzDZ5KjpUuX0qJFC2JiYihTpgw9e/bk8OHDuZ4zYMAA6tSpQ3h4OKVKlaJ58+YsXLiwkCL2Fc+SsaDsW8CxfJwTCbztsj0fW5x9fpbjOgNbzjVAERGRQuUTydH27dtp3rw5NWrUYOHChcycOZMVK1bQrVu3XM+rVasWw4YN4++//2bevHkkJiZy3XXXsWfPnsIJ3CfUBm51Pt+FvbU/P24lY56jLcAXwEKgq8sx+8i4K05ERMQ3OIwxxttB5GX06NH069ePHTt24Odn87lly5Zx4YUXsmbNGmrUqJGv6yQnJxMdHc2PP/7Itddem/cJLuckJSURFRV11u+haFsGXOh8ngCsxS5Um5c12N6iE0AAsBw4DxgLPAQcB6oC690broiISB7O5fvbJ3qOUlJSCAoKSk+MAEJDQwGYN29evq5x4sQJRo8eTXR0NA0aNMj1tZKTkzM9ir+GQGvn8y3YZUXyoybwjPP5KWxCZIDuwBKgD3YdNhEREd/hE8lRs2bN2LlzJ4MHD+bEiRMcOHCAvn37ArBjR+6zO0+fPp2IiAhCQkJ4++23mTVrFrGxsTkeP3DgQKKjo9MfCQkJbn0vRVdfl+evk/+lQJ7F9g4BzAE+dT6vhy3KvswdwYmIiBQaryZHAwYMwOFw5PpYsmQJ9erVY/z48QwZMoSwsDDi4+OpVq0acXFx+PvnNucONG3alGXLljF//nxatWrFbbfdxu7du3M8/tlnnyUpKSn9sWVLSSkobgxc43y+Bvgqn+eFAkNdtp8AktwXloiISCHzas3R3r172bt3b67HJCYmEhISkr69a9cuwsPDcTgcREVFMWnSJDp06JDv16xZsybdu3fn2WefzdfxJaPmKM2PQAvn8wuwtUiOHI/O7GZgqvP5w+RvUkkRERHPOJfv7wAPxZQvsbGxuQ5xZScuLg6AsWPHEhISQosWLfI4IzNjDCkpKQU6p+S4FrgUWAT8BUwH2ubz3HeA/2GnAhgO3E1GkbeIiIjv8ImaI4Bhw4axdOlSVq9ezfDhw+nVqxcDBw4kJiYm/Zg6deowZcoUAI4cOULfvn35/fff2bRpE0uXLqVHjx5s3bq1QD1NJYsDeM5l+1VsgXV+VCFjVuxU7C38qe4LTUREpJD4THK0aNEiWrRoQf369Rk9ejSjRo3ikUceyXTMqlWrSEqy9S7+/v78999/tG/fnlq1atGmTRv27NnDr7/+Sr169bzxFnxEG6C+8/lC4OcCnPs4UMfl3LFujEtERKRw+MQ8R95UsmqO0kwCOjqfNwN+KsC5s53nAJQGVgEFGzoVERE5V8V+niMpbB2AtIk1fwZ+L8C5TYE7nc/3Y+c6EhER8R1KjiQb/mROal4t4PlvAmlZ+ofAAncEJSIiUiiUHEkOOmOXEgF719ryApxbHnjZZfsB7AzaIiIiRZ+SI8lBEPCUy/ZrBTz/QeyyJGATqxFuiElERMTzlBxJLnoA5ZzPv8QWV+dXAJkToueB3Jd6ERERKQqUHEkuQrG354Od7+iNAp7fCJtgARzCLi0iIiJStCk5kjw8AMQ4n08ANhXw/IHYW/oBPqNg8yaJiIgUPiVHkoco7FppYIuqBxfw/Fgy9zg9BJxwQ1wiIiKeoeRI8uFRINz5/ANgZwHP7w5c7nz+H/CWm+ISERFxPyVHkg9lgPudz1MoeHLjhy3OTvt1e4mCD8+JiIgUDiVHkk9PAMHO5yOxs18XxIVAL+fzY8Bj7glLRETEzZQcST6Vxw6PARwGhp7FNV4C4p3Pp2InlxQRESlalBxJATyNXVoE4F3s7fkFEQ0Mcdl+BNuLJCIiUnQoOZICSAQ6OZ8fAN4/i2t0xC5OC7ABe6u/iIhI0aHkSAroWcDhfD6Egvf8OIDh2Bm0wd7mv8Y9oYmIiLiBkiMpoDpAe+fzXcDYs7hGXTJmyz6BLdQ25x6aiIiIGyg5krPQ1+X5IODkWVyjH5DgfP4D8NW5BiUiIuIWSo7kLFwI3OB8vhn45CyuEQ6857L9GAUv8BYREXE/JUdylp5zef46cPosrtGOjCRrO/CifXo89VwCExEROSdKjuQsNQaaOJ+vBr4+i2s4sPMlhTi33wH+ht6b4OGNsCnlXIMUEREpMCVHcg5ce49e4+yKqqth74ADOA1J98Fvh2DuIbh5Dby5A5LPpldKRETk7Cg5knPQHLjE+Xw5MOMsr/M0UMM+jV4AnZzXOWXg473QdhV8uQ9O6442ERHxPCVHcg4cZO49epWz6z0Kwc595PT02/BwIAQ751M6cBpe3g63r4VFh886WhERkfxQciTnqC1wvvP578Dgs7zOdcCt9qljD9z7HnxTC1pFZxyy+jj02GBrkraeOOuIRUREcqPkSM6RH/CKy/YzwJizvNbb2Fv8Ad6HCsthUGUYVw3OC8047KdkaLca3t4Bh1WPJCIi7qXkSNygHbYgO839nN2kjpWAAc7nBngQOA0XhcOn1eGlihDrXHbkpIGP9kLb1TB5v+qRRETEbZQciZv0IWNJkFTgTmDWWVznUaCe8/kSYLR96ueAm0rDtFpwT1kIctYj7TsFA7ZBx7Ww5MjZhy8iIuKk5EjcxIGtN7rbuX0SuBlYWMDrBAIjXLb7ArszNsP94dF4mFoLmkdltP93HLqvhyc2wTbVI4mIyNlTciRu5MD29Nzs3D4CXA+sKOB1rga6OJ8fxN7qn0WlIHirCnxYFWqHZLTPctYjvbcTjqoeSURECk7JkbhZAPAp0My5fQB7J9rGAl5nEBDjfD4e+DX7wy6JgEk14IWKUMrftp0w8MEeW4/0zQFIVT2SiIjkn5Ij8YAQYCoZE0RuB1oAOwtwjTjsvElpHsQO1WXD3wG3lobptaFbLAQ465H2nIJ+W6HTOvhT9UgiIpI/So7EQyKB74C6zu21QCvsMFl+3Qdc7Hz+D/BeHi/pD4+Xh6k1oalLPdKKY9B1PTy9GXaoHklERHKn5Eg8KBb4Aajs3F4OtAGO5vN8f2AktpYJ7G3+W/M+rXIwvFsFRleFGsEZ7TOTbD3S8F1wNDWfMYiISEmj5Eg8rBL2lv6yzu3fgA7kOER2hkuwPUgAh4HH8//Sl0fAFzXh+QoQ46xHOm5g1G64cRVMVz2SiIicScmRFIJawEzsUBvY4bZu2PmQ8uM1MpKrL7G9UfkU4IDbyth6pM5lbL04wO5T0HcrdF4Hf+W3J0tEREoCJUdSSC4CpmGLtcHe0fYI+VuothT27rU0XYD/CvbyUf7wVAX4uhZcHZnR/vcxuGsd9N0Cu/LbmyUiIsWZkiMpRE2AL7C1RADDyVguJC9dgGucz3dhpwpYU/AQqgbDsEQYmQjVXeqRph+Etqvg/V1wTPVIIiIlmZIjKWRtgY9ctl8C3s3HeX7AZKChc3sHNkHacHZhXBEJX9aEZ8tDtEs90ojdtmj7+4NgVI8kIlISKTkSL+hM5oToMeDjfJxXClvcXd+5vRVoCmw+uzACHNAxFqbXgjvLZHRo7TwJz2yBbuthheqRRERKGiVH4iWPAC+4bHcHvs3HebHAj2TMn7QJmyBtO/tQogOgTwX4uiZcEZHR/udR6LjOTiS5W/VIIiIlhZIj8aIBQC/n89PAbcDcfJxXDvgJexccwHrsENuOcwunWgiMrArDq0CiSz3SNwfsUiRjdkOK6pFERIo7JUfiRQ7s8Nqdzu0UbE3S0nycWx74Gaju3F4NXAvsPvewroqyvUhPlYdI5z+RY6kwdJetR/ohSfVIIiLFmJIj8TI/YBxwg3P7EHaZkVX5OLciNkFKdG6vBJoDe889rEAHdI618yPdXjrjX8r2k/DkZui+AVYeO/fXERGRIkfJkRQBgdjJHa90bu/BLlS7JR/nVsYmSAnO7b+d5+53T2ilAuC5ivbOtstd6pH+OAJ3rIX+W2Gf6pFERIoTJUdSRIRhJ4ls4NzeAlxH/nqBqmITpArO7WVASyDZfeHVDIFRiXbNtspBts0AUw5Am9Uwdg+cUD2SiEhxoORIipAY7DIjaXVE/2GTnAP5OLcGNkGKc24vAXq7NzyHA5pGwZSa8EQ8RDj/+RxJhXd2wk1r4CfVI4mI+DolR1LExGPnMkrrBVqK7UE6mI9za2MTpLTlQcYC37s5PiDQD7qWhWm14dbStq4cYOsJ6L0ZemyA1apHEhHxVUqOpAiqip3LqJxzewm2BykpH+eeBwxx2b6X/CVWZ6FMALxQEb6oAZeEZ7QvPgK3rYWXt8H+U555bRER8RglR1JE1cX2ApV1bi/C3sWWnzqiHtjeJrCTQz7u9ugyqR0KH1SFtytDJWc9Uirw5X5oswrG74GTqkcSEfEVSo6kCKuHnewx1rn9O3A99nb/3DiAMWQMr30EfOeJAF1e0gHXRtt6pMfiIcz5T+twKgzZCbesgTnJqkcSEfEBSo6kiKuPHWIr7dyej50T6XAe51UG3nLZ9uDwmqtgP+he1q7XdnOpjHqkTSfgkU1w/0ZYe9zzcYiIyFnzmeRo6dKltGjRgpiYGMqUKUPPnj05fDivL8gM9913Hw6Hg3feecdzQYqHNMAmSKWc2/OA1sCRPM67B1urBLAdt9+9lpvYQHixEnxWAy4My2hfcBg6rIHXtsFB1SOJiBRFPpEcbd++nebNm1OjRg0WLlzIzJkzWbFiBd26dcvX+VOnTmXhwoVUqFAh74OliLoQexdbjHP7F+xSI0dzOSdteC3KuT0OmOGZ8HJyXiiMqwZvVoYKgbbtNDBpP7ReBZ/shZMaahMRKUp8IjmaPn06gYGBDB8+nNq1a3PJJZcwfPhwvv76a9auXZvrudu2baNXr15MnDiRwMDAQopYPONi4Acg2rk9G2gH5HbbfAKZh9e6A/96JLocORxwXTRMrQW94iDU+c/uUCoM2gG3roFf86qjEhGRwuITyVFKSgpBQUH4+WWEGxoaCsC8efNyPC81NZXOnTvz1FNPUa9evXy/VnJycqaHFCWXAP8jozfoR+AmILc6nu7YO93ALkzbBDuLdiEL8YOe5WBaLbgxJqN9Qwo8tBEe3AAbVI8kIuJtPpEcNWvWjJ07dzJ48GBOnDjBgQMH6Nu3LwA7duzI8bw33niDgIAAHnnkkXy/1sCBA4mOjk5/JCQk5H2SFLLLsDNpp6119gNwMzknSA7gE+Ai5/ZeoCmw0IMx5qJcILySAJ9Wh4Yu9UjzDkP7NfD6dkhSPZKIiLd4NTkaMGAADocj18eSJUuoV68e48ePZ8iQIYSFhREfH0+1atWIi4vD398/22v/8ccfvPvuu4wbNw6Hw5HtMdl59tlnSUpKSn9s2ZKfxU+l8DXCJkhpky/OBNoDKTkcXwY7b1Jj5/ZBoDkw13Mh5uX8MBhfDV5PgDjnkO8p4NN9dr22SfvglOqRREQKm8MY7028snfvXvbuzX1h0cTEREJCQtK3d+3aRXh4OA6Hg6ioKCZNmkSHDh3OOO+dd97h8ccfzzQUd/r0afz8/EhISGDjxo35ijE5OZno6GiSkpKIiorK+wQpZL9i5z5Ku3OtLfAVEJTD8YexdUo/O7dDgSlk3NXmJcdS7WSRY/fAcZd/ktWD4any0Dgy53NFROQM5/L97dXk6FyMHTuWhx9+mG3bthETE3PG/n379p0x5NayZUs6d+7M3XffTe3atfP1OkqOfMFc7NxHaXeutQO+IOcE6RhwKxkTQwY5j2/nwRjzaedJeHcnzDiYuf3qSHiyPCQGeyUsERFfcy7f3z5RcwQwbNgwli5dyurVqxk+fDi9evVi4MCBmRKjOnXqMGXKFADKlCnD+eefn+kRGBhIfHx8vhMj8RVNgOnYXiCAb4A7gJM5HJ/WW3SLc/sEdkhukgdjzKf4QBiYABOqw/mhGe2/HLKzbL+5A5JPey8+EZESwGeSo0WLFtGiRQvq16/P6NGjGTVq1BmF1qtWrSIpKT+Lk0rx0xSYBqQNwU4B7iTnBCkI+By4y7l92nn8Rx6MsQAahMEn1eHVSlAuwLadMvDxXmi7Cr7cB6d9stNXRKTI89lhtcKiYTVf8wNwIxmF2bcBE4GAHI5PBe7HThaZZhjwkKcCLLijqfDRHhi3B1Jc/rnWDIGny8NlETmfKyJSQpWIYTWR/LkOmEpGvdEXQBdsz1B2/IBRwKMubb2AQR6K7yyE+cFDcfBNLWgVndG+5jjcuwEe2wRbcrpLT0RECkrJkRRDrYDJQNqM6J8B3cg5QXIAbwN9XdqeAQYARahjtUIQDKpslyM5z6Ue6edkuGkNvL0DDqseSUTkXCk5kmKqNfA1GQnSJ9iFaHNLkF51PtK8CDxNkUqQAC4KtxNIvlwJYp3DhScNfLTXzo/09X7VI4mInAMlR1KMtQW+JKPeaDxwL7bOKCd9sb1Iad7EDrPldo4X+DmgXSm7FMk9ZSHIOdHp/lPw4jbouBaWHMn9GiIiki0lR1LMtcPelZY2k/pHwH3knuw8hq1DSptZfQS59zp5Ubg/PBpvF7Vt7lJw+N9x6L4entgEW094Lz4RER+k5EhKgFuwcxilJUgfYNdZ20POQ2Y9gY9dzhkHdCLnqQG8rFIQvFUFxlaFOhkzyjMrGW5abSeWPFIEkzsRkSJIyZGUELdib+lPsxwoB5QGLsUmPi8Cm1yOuQvb65RWt/Q5drLInBa4LQL+LwI+qwH9K0Jp53DiCQMf7oG2q+GbA5CqeiQRkdxonqM8aJ6j4qYasCGX/dHAfOA8l7bvsL1PabfLt8BOFxDmgfjc6PBpGL0bPsmygG29UDs/0oXhOZ8rIuLjNM+RSL79lcf+JOydbrtd2m7AJkhpycQs7HQByW6Pzq0i/OHx8jC1JjRz+cOw4hh0XQ9Pb4YdqkcSEclKyZGUMBHYwupK2eyr6PzvRmwh9zGXfc2ws2+nJRm/YnuQ9nskSreqHAzvVIExVe2s2mlmJsGNq2H4LjsLt4iIAEqOpETyA7ZgZ9N2tc3l+e9AVzLf1dYY+BlbpwSwCLumm2svUxF2WQR8XgOerwClnIXmKQZG7YYbV8F01SOJiICSIynR/oddVy0nXwLPZ2m7GJgDxDm3/wKakDmxKsICHHBbGZhWG7rEZkwBtfsU9N0KndfB8qNeDVFExNuUHEkJNxK7TEhOBmLnRnJVH/iFjKG5/4CrscNxPiLKH54sD5NrwdWRGe1/H7MJ0rNbYGcRnbZARMTDlByJ0B94K5f9PbHDaa5qYeuOqjq312MTpNVuj86jEoNhWCK8nwjVgzPaZxy0Q23v74JjqkcSkZJFyZEIAL2B93LYdwo7v9F/WdoTsQlSHef2FmyC9I8H4vOwxpHwZU3oWwGinfVIxw2M2A3tVsP3B0GzfohICaHkSCTdw8A7Oew7iL2lf0+W9orAXOAC5/Yu4Bpgqduj87gAB9xRBqbXgjvLZEwOvvMkPLPF3v7/j+qRRKT4U3IkksmjwJAc9m3A3uKfdYbscsBs4BLn9j7sXWzzPRGg50UHQJ8K8HVNuCIio33ZUbhzHTy/BXarHklEii8lRyJneBwYlMO+BUBnzly4tjTwI3ClczsZO1VA1lolH1ItBEZWheGJtjYpzbcH7VIko3fDcdUjiUjxk+/kaOvWrZ6MQ6SIeQp7p1p2vsIOwWUVBczETg4JcAQ72/b3bo+uUF0VaXuRni4Pkc4/GcdSYdguu6jtD0mqRxKRYiXfydH555/PhAkTPBmLSBHTB3glh30jgGezaQ8HvgXaOrePY4fiJrs9ukIV6IC7YmF6bbi9dMZfju0n4cnN0H0DrDyW6yVERHxFvpOj1157jYceeoj27duzb98+T8YkUoQ8B7yYw77XsQlUViHA10AH5/ZJ4DZgotujK3SlAuC5ivbOtstd6pH+OAJ3rIX+W2Gv6pFExLflOzl68MEHWb58OQcOHKBevXp8++23noxLpAh5wfnIzhvYeZCyDisFAp9ilyABu55bZ2CMJwIsfDVDYFQivFcFqgTZNgNMOWDrkcbugROqRxIR3+QwpuDFAsOGDaN3797UrVuXgICATPuWLvXBW5hzkZycTHR0NElJSURFReV9ghRTBugHvJrD/tbYWqSQLO2pQC/sTNxp3sHeFVdMnEyFT/fZNdoOuyRElYLgiXhoFgUOh/fiE5ES6Vy+vwPyPiSzTZs28fXXX1O6dGnatWt3RnIkUjw5gJexPUCvZ7N/BnZh2u+AeJd2P2A4EEbGFAGPYYu1+3oo1kIW6Addy0KbUjB8F0zeb3PCrSeg92a4JByeKQ+1Qr0dqYhIvhQosxkzZgxPPPEEzZs3559//qFs2bKeikukCHIAr2FnzH4zm/1/Av+HLci+KMt5g7HF2i85254DjmITrmLSq1ImAF6oaAu2B+2AxUds++IjcNtauKU0PBRnjxMRKcLyPazWqlUrFi1axDvvvEOXLl08HVeRoWE1OZMBngDezmF/KHax2tuz2TcIeMZl+zHsum7FJEFKYwz8nAxDdtoepDQRfnBfOTsDd6CmWRMRzzmX7+98/3U6ffo0f/31V4lKjESy58AOkeVUN3QMuANbo5S1KPlpYKjL9jvA/dkc5+McDrg2GqbWhMfiIdz5p+Zwqk2YblkDc5I1P5KIFElnVZBdkqjnSHJmgEeAYbkccxMwAYjI0j4W6EHGXW53YXubiumQ096TMHQXTD2Q+ca+RhHwZHl795uIiBsVSs+RiGTlAN4DHsjlmKnYQu0NWdq7Y+c9Slvd9RNsb9MJiqXYQHixEnxWAy4Ky2hfcBg6rIFXt8GBU96LT0TEhZIjkXPiwPYc9czlmL+BS4G5Wdo7Ym//d84TxNfAzdhhuWLqvFD4qBq8WRkqBNq2VODz/dBmFXyyF06qM1tEvEvJkcg588POY9Qjl2P2As2B0Vnab8Le3ZY2rPQd0AY47N4QixKHA66Lhm9qwcNxEOr8M3Qo1d7l1n4N/Jrs3RhFpERTciTiFn7AKODuXI45BdyHXbTWdYmNltgFa9Pqkn52tiW5P8yiJNgP7i0H02rBjTEZ7RtT4KFN8MAGWH/ca+GJSMml5EjEbfywy4PkdUfnMKAV4LpGYRNgFhDj3J4PXJvlmGKqXCC8kgCfVYeGLvVIvx22vUivb4ck1SOJSOFRciTiVv7YO9HuymZfM+yaa2B7hy4D/nXZf7mzPda5/QdwDbDTE4EWPfXCYHw1eCMB4p2f02ns0iRtVsNne+GU6pFExPOUHIm4nT8wDltw7epnbI1R2szy67AJ0XSXYy7EFm6Xd27/g+1V2uqZUIsahwOuj7H1SA+WgxDn5JhJp2HgDntn2/xDXg1RRIo/JUciHuEPfAzclqX9S6ACkODcPgTcCLxBxgRA5wG/AJWd26uBq4D1Hoy3iAn1g/vj4Nva0Domo31dCty/EXpttLVJIiIeoORIxGMCsPMX3ZSlfTn2brS0BWoN0Adbq5RWgFwDmyBVd25vBK4G/vNYtEVSfCAMTIAJ1eF8l4VrfzkEt6yGwdsh+bT34hORYknJkYhHBQJfYOcvcnUAe3v/pS5tn2CH0LY7t6sAv2J7kgC2YROkvzwVbNHVIAw+qQ6vVYJyzlnETwET9kHbVfDFPtUjiYjbKDkS8bhAYBLQLkv7KWAZcA+QdpfWIuASYLFzuzwwB2jo3N6DLdJO21+C+DmgTSk71HZfOQh21iMdOA2vbIfb18LCYjw/lIgUGiVHIoUiCNuD1CZL+wlsj1F/MmqMtmNrjD51bpcl4+42sL1O1wLzPBhvERbmBw/Fwbe1oFV0Rvua43DvBnhsE2xWPZKInD0lRyKFJgi7XMgNWdpTgBeA14ArXdo6Ac9i19cohZ0HqYlz/yHgOuBHz4ZclJUPgkGV7e3/57nUI/2cDDetgbd2wGHVI4lIwSk5EilUwdg11FplaU/BLj/Sl8zLkLyOLehOBiKxy4u0dO47hu2Jcp0KoAS6MBw+rQ4vV4LYtHokA+P22vmRvt4Pp1WPJCL5p+RIpNCFAFOAFlnajwPtsfMjvYedDgBgGtAYOy9SGPANGXfApWCLvb/0aMRFnp8D2pWyS5H0KAtBznqk/afgxW3QcS0sUT2SiOSPkiMRrwjBJjnXZmlP6w2qj11vLcbZvgJ7Z9vP2N6nL4A7nPtOOZ+P92jEPiHcHx6Jh6m1oEVURvt/x6H7Bnh8E2w94b34RMQnKDkS8ZpQ4FugaZb2Y0BrbI3SIqCOs30/ts5oBPYOuE+A7s59qUA34H2PRuwzKgXBkCowtirUCclo/zEZbloN7+6EI6pHEpHsKTkS8aow7LBZkyztR7GF27uA38ko4j4NPAQ8gE2IxgAPu5z3APCWB+P1Mf8XAZ/VgAEVobSzHumEgQ/3QNvV8M0BSFU9kohkpuRIxOvCsUXVV2ZpPwJcjx1S+xZ4ymXf+9iapf3Au8AzLvueAF4mYzmSEs7fAbeUhum14O5YCHTWI+09Bf22wp3rYOkR78YoIkWKkiORIiECeyda4yzth7F3ti0GBmHrioKc++ZiJ4z8BxgIvORy3gvYaQCUIKWL8Ife5WFqTbjWpR7p32PQbT08vRm2qx5JRJQciRQhkcD3wOVZ2g9hb99fhF1/bS4Z67JtxCZU3wL9gCEu570BPIodfpN0CcHwdhUYUxVqudQjzUyCdqth2E44qs9MpCRTciRSpERh71K7NEt7MrYYezE2eVoMXOzcdxh7a/+rQG9swXaaoUBPbK2SZHJZBHxeA/pVgFLOaRNSDIzeAzeugmmqRxIpqZQciRQ50cD/gP/L0p6ETZD+ACoBv5BxOz/A88CdQFdgHBn/vD8EOgMnPRaxz/J3QIcyMK02dIkFZ802u0/Bc1uh8zpYftSrIYpI4fOZ5Gjp0qW0aNGCmJgYypQpQ8+ePTl8OPdJ3bp164bD4cj0uPzyrEMWIkVRDPADcFGW9oPYQuw/sXe6fYrtMUozCbgaO3/SZ2R8238G3IadNFLOEOUPT5aHybWgSWRG+9/HbILUZzPsVHIpUlL4RHK0fft2mjdvTo0aNVi4cCEzZ85kxYoVdOvWLc9zW7VqxY4dO9If3333necDFnGLtPXUGmZpPwA0B5YBDuySI1OxRd1ge5YuwS5kO5mMAu6p2OE39YTkKDEYhibC+4lQPTij/bskO9Q2chccUz2SSHHnE8nR9OnTCQwMZPjw4dSuXZtLLrmE4cOH8/XXX7N27dpczw0ODiY+Pj79Ubp06UKKWsQdSmMXl70gS/t+bIL0l3O7HTAfSHRu7wSuwSZS07ETToKtZ7oBW+QtOWocCV/WhL4VINpZj3TcwMjdtmj7u4NgVI8kUlz5RHKUkpJCUFAQfn4Z4YaG2j/28+bNy/XcOXPmUK5cOWrVqsW9997L7t2783yt5OTkTA8R7yqDTZDOz9K+Dzt89o9zuz62UDttQskUbP3RD9i74NKGi+Zia5cOeiziYiHAAXeUsfMj3VkmY6m7nSehzxbouh7+US+cSHHkE8lRs2bN2LlzJ4MHD+bEiRMcOHCAvn37ArBjx44cz7v++uuZOHEiP//8M0OGDGHx4sU0a9aMlJSc6y4GDhxIdHR0+iMhIcHt70ek4MoCPwHnZWnfCzTDThQJEItNhu5zOeZN7G39k7FDdWBn3W7mPF9yFR0AfSrA1zXhyoiM9mVH7QSSz22B3apHEilOvJocDRgw4IyC6ayPJUuWUK9ePcaPH8+QIUMICwsjPj6eatWqERcXh7+/f47Xv/3222ndujXnn38+bdu25fvvv2f16tXMmDEjx3OeffZZkpKS0h9btmzxxFsXOQvlsAvP1s3Svgeb6Pzr3A7CzqA9gozuju+xy4yMwSZaYIu6mwA5/w+GuKgWAiOqwvBEqOpSjzTtoF2KZPRuOK56JJHiwGGM9wbO9+7dy969uf+fa2JiIiEhGRO17dq1i/DwcBwOB1FRUUyaNIkOHTrk+zVr1qxJjx49eOaZZ/I+GEhOTiY6OpqkpCSioqLyPkHE49LqiVZlaY8D5pCxUC3AbOBWbI0S2J6jl7Azam93ttXA9kpV9ki0xdJJA1/sgxG74JBLQlQhEB4vDy2iwOHwXnwick7f3wF5H+I5sbGxxMbGFuicuLg4AMaOHUtISAgtWrTI97n79u1jy5YtlC9fvkCvKVK0xGN7kK4B1ri07wKaYhOk2s62ptiZtW/E9iwdAB4DegHfYGfYXgtchU2Qang29OIi0AGdYqF1jE2Qvtxv59ncfhKe3AwXhcHTFeC80LyuJCJFkE/UHAEMGzaMpUuXsnr1aoYPH06vXr0YOHAgMTEx6cfUqVOHKVOmAHD48GGefPJJFixYwMaNG5kzZw5t27YlNjaWm2++2UvvQsRdKmB7hapnad+JTYhck6bqwAKgrXP7NHax2tpk3N22GTs/0r9IAcQEQN+K9s62Ri71SEuPQse10H8r7FU9koiv8ZnkaNGiRbRo0YL69eszevRoRo0axSOPPJLpmFWrVpGUlASAv78/f//9N+3ataNWrVp07dqVWrVqsWDBAiIjI7N7CREfUxGbIFXL0r4DmyC5TnMRBUwB+ri0/Q8IxNYypZ3XBFuLJAVSI8TOjfReFajinFfKAFMO2HqksXsgRfVIIr7CqzVHvkA1R1L0bcYmNRuztFfCDrFl7V36FLgHOO7cjnA+P+XcjsHOh3SZ2yMtEU6mwmf7YNTuzPVIFQPhifJwreqRRArDuXx/+0zPkYjkpDK2BylrQfVWbA/Shiztd2LXZavg3D5MRmIEdv6j5tj5kKTAAv2gS1m7XluH0hl/ZbedhMc3Q48NsOqYV0MUkdwpORIpFhKxvURZ5+Xagk2QNmZpvwQ7YeSlOVzvMNAKO/QmZ6V0APSrCF/UgEvDM9oXH4Hb18JL22DfqZzPFxGvUXIkUmxUxfYgVcrSvgmbIG3O0l4Bm1B1yuF6x7F3uX3jvhBLolqhMKYqvFMZKjnrkVKBr/ZD21Uwbo8dihORIkPJkUixUh2bIFXI0r4Re+t/1klNQ4EJ2Bm0s6uDOQG0Bya5M8iSx+GAZtEwtSY8Fg/hzj+9h1PhrZ1w8xqYnaz12kSKCCVHIsVODWyClHU+rw3YHqStWdodwNPAt2Ssv+bqNLZOaax7wyyJgvyge1m7XtvNpTLy0c0n4NFNcN9GWHM8tyuISCFQciRSLNXCThQZl6V9HXapkW3ZnNMGu+Za1rvbwN6Xfg8wzI0xlmBlAuHFSjCpBlzsUo/0+2HosAZe2QYHVI8k4i1KjkSKrTrYHqRyWdrXYBOk7NZUOw9Y6NyfnYeBQe4KUOqGwtiq8GZlu/QI2HqkL/ZDm1UwYa9dqkRECpWSI5FirS62B6lslvbV2CG2ndmcUwY7z1GvHK75DNAf25sk58zhgOui4Zta8HAchDr/LB9KhcE7oP0a+DXZuzGKlDBKjkSKvXrYddPKZGlfhe0h2pXNOYHAUGAU2S/B+BLwFEqQ3CjYD+4tZ+uR2pXKaN+YAg9tggc2wHrVI4kUBiVHIiVCfWyCVDpL+0psgrQ7h/N6Aj9yZmIFMAS4D9DaYW5VNhBergSfVYcLwzLafztse5Fe3w5JqkcS8SQlRyIlRgNsolMqS/u/wLXAnhzOa4KdMLJ+NvvGANcB+9wUo6SrFwbjqsEbCRDvrEc6DXy6D9qshs/2win13Il4gpIjkRLlQmAWdv00V/9glwzZm8N5VYH5wE3Z7JuDnXF7hTsCFFcOB1wfY+uRHioHIc57/5NOw8Ad9s623w55NUSR4kjJkUiJczHwAxCdpf0vbIKUUy9QBPA18Hw2+zYAlwPT3BSjZBLqB/fFwbe1oU1MRvu6FHhgI/TaCBtSvBScSPGj5EikRLoEu25a1pWqlwMtgP05nOcHvIydMTs0y77DQDvsbNsa7vGI+EB4LQEmVIf6Lp//L4eg/WoYvB2ST3svPpFiQsmRSIl1GfaW/Ygs7X9i64gO5HLu7cCvnLmOmwH6AF2wa7OJRzQIswnSwEpQznk34Slgwj67XtsX+1SPJHIOlByJlGiNsAlSeJb2P7AJ0sFczr0YW6h9eTb7PsEWcmc30aS4hZ8DWpeyQ233lYNgZz3SgdPwyna4bY2dcVtECkzJkUiJdwXwPWcmSEuAlkBSLufGYwuyu2azbxF2+G7JuYcoOQvzg4fi4NtacL1LHdnaFOi5wa7Ztln1SCIFoeRIRICrgBlAWJb2RUArILcZmoOBj7DzHmX9k7LNee3P3ROm5Kx8ELxRGT6uBvVc6pFmJ8NNa2DIDjikeiSR/FByJCJOTYDpnFlo/TtwPZDbLeMO4HHn+VmLvI8DdwD9sAuHiUc1DIeJ1e1EkmXT6pEMjN8LbVfDV/vhtOqRRHKj5EhEXDTF3o4fkqV9PnAD9o603FyPXbi2Zjb7XgFuzcc15Jz5OewSJNNqQY+yEOSsR9p/Cl7aBh3XwhL9HERyouRIRLK4FvgGO1zmah7QGjiSx/l1sAlSi2z2TcHWOG08txAlf8L84ZF4mFrLLm6b5r/j0H0D9N4EW094Lz6RIkrJkYhk4zpgKhCUpf0XoA15J0ilgO+Ax7LZ9xe2UPvXc4pQCqBSELxZGcZWgzouvYI/JUO71fDuTjiieiSRNEqORCQHrYDJQGCW9jlAW+BoHucHAG8DH2Zzjb3YHqoPzjlKKYD/C4fPasCAilDaWY900sCHe2w90tT9kKp6JBElRyKSi9bYJUOyJjezsbNhH8vHNboDPwNls7SfBO7F9i5plflC4++AW0rD9FpwdywEOuuR9p6CF5z1SEvz6hkUKd6UHIlIHtoCX2J7glz9SP4TpCux8x01yGbfu9hi79xm5Ba3i/CH3uVhak241uUOw5XHodt6eGozbFc9kpRMSo5EJB/aYecq8s/SPgu4mfwtFVIZ+A1on82+WdiZtledQ4xyVhKC4e0q8EFVqOVSj/S/JFuPNGwnHFU9kpQsSo5EJJ9uwS44mzVB+h824cnPLMzhwBfAgGz2rcau9/a/sw9Rzt6lEfB5DXihIpRy/oxTDIzeAzeuhmkHVI8kJYbDGKPf9lwkJycTHR1NUlISUVFZJ7cTKYk+B+7kzAkd0+qTsk4BkJOvsQvUZi3s9sMWg58H1HV5xJxduFJwh07DqN3waZYFbM8PhWfKQ4OsS82IFD3n8v2t5CgPSo5EsvMZcBdnJkhtga84cwqAnCzDDtltzsex8WROltIe5bEzdIvbbUqBN3fA3Cyzo98QDY/FQ3x+f84ihU/JkQcpORLJySfYnp+sf0Juwg6dZb3DLSe7sUN2v51lHFFknzRV5cwhQDkrCw7BoB2wzmXoNMQBd5eFbmUhVBUaUvQoOfIgJUciufkY6MaZCVJafVJ+E6QU4EFgrEtbCPAcsBVY6XzsKUBsQUAtbKJ0NdCT/PdoyRlOGbsu24hdcNClQDsu0PYi3RANDvXgSdGh5MiDlByJ5OUj7FxGWd0KfEr+EyQDDAV6kzFcVw/4Fqjm3N5HRqLk+tiUj+t/ANyTz1gkR8mnYeQu+Hxf5umpGoTZeqTzw7wWmogrJUcepORIJD8+wE7omNVtwETOnCMpN7Oc5x10bpfB1jFdk8s5R7DTAKwE/nP+dxmwzuWYGdj5lMQtNhyHN3fCr1nqkdrG2PXc4vKbFIt4hpIjD1JyJJJfo4D7s2m/A5hAwRKk1cCNZMx7FAC8BzxQgGt0xQ77gb2Tbhoq3PaAeYdg8A7YkKUeqUc56BILIapHEu84l+9v/daKiJvcBwzPpn0SNlEpyESCtYCF2Fv6wY7fPOh8nMzH+TPISIyisYmbEiOPuDISvqpph9SinAXwxw0M2wU3rYb/HQT9P7j4GCVHIuJGD2LrhrL6FLibgiVI0cB04AmXtpHAddiFa3OShE3U0rwFVCzA60qBBTqgU6xdr61jmYybBLefhKe22OVI/s3PMjMiRYOSIxFxs17AO9m0T8AWRBckQfIH3gTGkXGn2RzgUuCfHM55AtjmfN4Sm5RJoYgJgGcrwJc1oXFERvufR+2Cti9shb356fkT8S4lRyLiAY8CQ7JpH48t3M46eWReugJzgTjn9gagEfZONlc/AB86n0cCo9FwmhfUCIGRiTC0ClRxJrUGmHoA2qyGD3dDSkF/B0QKj5IjEfGQx4FB2bR/hB32KuiX4+XAEuAi5/Zh7ISTA7HfvIfIfMfcYOxit+IVDgc0iYLJNeHJeIh0ft0cTYV3nfVIPyapHkmKJCVHIuJBT2GTl6w+wN55VtAEqRLwK3C7c9sAfYFOwGNkLEPSDDvpo6f9xJkTYEomgX7QpSxMqw0dSmd862w7CY9vhh4b4D/VI0nRouRIRDysD/BKNu2jsfVJBU0uwrBru7le8zMyZtcOA8bg+eG0UUBzbE3TcQ+/VjFQOgD6VYQvasClLgvXLj4Ct6+FF7fCvlM5ny9SiJQciUgheA54MZv2kcDDFDxBcjivOQXIukL862TMqO0pv2ITO7B1VP/z8OsVI7VCYUxVeKcyJLjUI319ANqugnF74KTqkcS7lByJSCF5wfnIajh2SOxshqduAhYAic7tZsBDZ3GdgtgMtCdj7YzeQDsPv2Yx43BAs2iYUhN6x0O486vocCq8tRNuXgOzk1WPJF6j5EhECtEAbI9PVu9hC7jP5suwPvA3dtmR6Xj2z9pRbEKWtgBuc7IvOpd8CfKDu8va+ZFuKZUxErr5BDy6CXpugNUaspTCp+RIRAqRA3gZeCabfe9gC7jPJkGKwCYqoWcdWd4Mdp6mP53b1YDPKdiyKJKtMoEwoBJMqgEXuwyTLjwCt62BV7bBAdUjSeFRciQihcyBvYPtyWz2DcEmTkVxOGUQdikUsMnYt0Bp74VTHNUNhbFVYUhlqOBcuDYV+GI/tFkFE/aqHkkKhZIjEfECBzbZ6J3NvsHY2/OLUoI0A3jWZXsCUM9LsRRzDge0iIZvasEjcRDq/Jo6lGoXuL1lDfyieiTxLCVHIuIlDmxP0aPZ7Hsd6EfRSJD+A+4kI5YXsXVH4lHBftCjnK1HusmlHmnTCei1CR7YCOtUjySeoeRIRLzIAbxNxm3xrl7FFnB700HsnWjJzu32wPNei6ZEKhsIL1WCz2rAhWEZ7fMPw61rYOB2SFI9kriXkiMR8TIH9m61B7LZ9xLZz49UGE5je4xWO7frYxfA1Z9NrzgvFMZVg0EJUN5Zj3Qa+GwftF4Nn+6Fk0Whp1GKA/0rF5EiwAEMI/slPwaQ/QzbnvYc8L3zeWngG2whtniNwwGtYmw90kPlIMQ51pZ8Gl7fAR3WwG+HvBqiFA8+kxwtXbqUFi1aEBMTQ5kyZejZsyeHDx/O87yVK1dy4403Eh0dTWRkJJdffjmbN2/O8zwRKWx+2Bmze2Szrx/wWiHG8hnwhvO5P/AlULUQX19yFeIH98XZ9draxGS0r0+xtUgPbYQNKV4KTooDn0iOtm/fTvPmzalRowYLFy5k5syZrFixgm7duuV63rp167jyyiupU6cOc+bMYfny5fTr14+QkJDCCVxECsgPu2bZ3dnse46MhMWT/gC6u2y/jZ15W4qcuEB4LQE+qQ4XuMxx9eshaL8aBm23vUoiBeQwpujfDzl69Gj69evHjh078POz+dyyZcu48MILWbNmDTVq1Mj2vDvuuIPAwEAmTJhw1q+dnJxMdHQ0SUlJREVFnfV1RKQgTmMTlI+z2fc62U8i6Q67gP8Dtjq376FwFrGVc2YMfHcQ3t4Ju10KtGP84aE4aF8aAvRzLEnO5fvbJ3qOUlJSCAoKSk+MAEJD7f8lzJs3L9tzUlNTmTFjBrVq1aJly5aUK1eOyy67jKlTp+b5WsnJyZkeIlLY/IGxQKds9vVx7v/Lza95Ans3Wlpi1Ai77pu+UH2CwwGtS8G3teG+chDs/LkdPA2vbrczbf+edymGCPhIctSsWTN27tzJ4MGDOXHiBAcOHKBv374A7NixI9tzdu/ezeHDh3n99ddp1aoVP/zwAzfffDO33HILc+fOzfG1Bg4cSHR0dPojISHBI+9JRPLij7077DnOnIk6FWgA1ALeAnae42sZ7HQCvzm3KwJfA8HneF0pdGF+tqfo21pwfXRG+9oUu1bbIxthk+qRJHdeTY4GDBiAw+HI9bFkyRLq1avH+PHjGTJkCGFhYcTHx1OtWjXi4uLw9/fP9tqpqXaK+Xbt2tG7d28aNmxInz59aNOmDe+//36OMT377LMkJSWlP7Zs2eKR9y4i+RGAvVNtBzAlm/1rgCeA8sB52ELqo2fxOu9jh8/AJkRTnNcUn1U+CN6oDB9Xg3ou9UhzDsHNa2DIDjikeiTJnldrjvbu3cvevXtzPSYxMTFTAfWuXbsIDw/H4XAQFRXFpEmT6NChwxnnnThxgvDwcPr378/zz2dM2vbMM88wb948fvvttzPOyY5qjkSKmkeAoXkcUx2b8DQj7/8HnItdtDatTuVjoPO5BChFTaqB6Qfh3Z2wx6UeqZQ/PBwPN5cCfw2fFjfn8v3t1eWkY2NjiY2NLdA5cXFxAIwdO5aQkBBatGiR7XFBQUFccsklrFq1KlP76tWrqVKlytkFLCJFwHvY5Ts+B0bncMw6IO1vQ2XgU+CKbI7bBNxKRmL0BEqMiiE/B9xYCppHwYd7YPxeOGHgwGl4aRt8vg+eLg+XaB4rsXyi5ghg2LBhLF26lNWrVzN8+HB69erFwIEDiYmJST+mTp06TJmS0fX+1FNP8fnnnzNmzBjWrl3LsGHDmDZtGg8++KAX3oGIuE8z7C3/qcAycp8kcjNwJbawugLwE7bG6Ah2aZC03uvrKJypAsRrwpw9Rd/Ugutc6pFWHYd7NkDvTbD1hPfikyLDJ27lB+jSpQszZszg8OHD1KlThyeffJLOnTP/H57D4eCjjz7KNP/R2LFjGThwIFu3bqV27dq8+OKLtGvXLt+vq2E1EV+yF1svlN1M21lFkbFmWg1gEVDKQ3FJkbTkiJ0L6T+XBWwDHdAlFnqUhfDsa1rFN5zL97fPJEfeouRIxFedwiZKnYCTeRy7AlvQLSXOaQPfHoD3dsE+l3qkMgHwSBy0K2WH5cTnFPt5jkRECi4A6ICdv8gA3wJhORw7HNhWSHFJkeLvgJtLw7Ra0L2s7TkCmyj13wYd18IfR7wboxQ6JUciUkK0xdYZJXHmDNsjsHe49cbOki0lToQ/PBYPU2vCtS69DCuPw93r4anNsE31SCWFkiMRKWGisEuQ7AP6AuHO9hTgHaAaNnnKfZoRKaYSguHtKvBBVajlsg7n/5Kg3WoYuhOOan6k4k7JkYiUUKWBV4ENwJNA2kSBR4FBQFWgH3DQG8GJt10aAZ/XgBcq2vmQwN7+P2YP3Lja1imlqmS3uFJyJCIlXFlgMLAeO8FkkLP9MHaKgETnfw95IzjxJn8H3FoapteGrrEZC9fuPgXPb4W71sFy1SMVR0qOREQAiAfexU4geT8Q6GxPwvYgVcX2KOnLsMSJ9IcnysOUmnBNZEb7P8eg83p4ZjPsVD1ScaLkSEQkk0rASGA10B27AC7YGqVnsDVJ7wDHsztZirMqwfBeIoxKhOouixJ/n2SH2kbsgmOp3opO3EjJkYhIthKBD4GVwF3YGbYBdmPvaquOvctNK7yXOI0i4cua0LcCxDiT5+MG3t9tk6QZB0BTCPo0JUciIrmqCUzAThR5m0v7duAhoBbwAXlPNCnFSoAD7ihj65HuKpOxUumuk/DsVui8Dv4+6tUQ5ewpORIRyZe62MVul2HXZEuzGbjXuf9jQLd5lyhR/vB0Bfi6JlzlUo/01zHotA76brEJk/gUJUciIgXSAJgKLAaud2lfB3QF6gHjUE9SCVM1BIYnwohEqOpSjzT9ILRdBaN3w3HVI/kKJUciImfl/4DvgPnAtS7tq4C7sTVJQ7HzJkmJcWUkfFUT+pS3vUpg65GG7bKTSM48qHokH6DkSETknDQCfgTmAE1c2rdg501KxE42ebCQ4xKvCXTAnbEwvRZ0LJNxw+OOk/D0Fui2Hv495tUQJXdKjkRE3KIJNkH6DWjj0r4HeB6oDPQBdhZ6ZOIlMQHwbAV7Z1vjiIz2P4/aBW1f2Ap7NfxaFCk5EhFxq8bANGA50JGMP7OHgDewPUkPYpctkRKhRgiMTIRhVaCKcwZ2A0w9AG1Wwwe7IUX1SEWJkiMREY+4APgUO5nkfWQsS5KCnWSyJtAZO0WAFHsOB1wdBZNrwlPlIdL59Xs0Fd7bBTethllJqkcqIpQciYh4VHXgfTIWuA13tp8GPgHOB24CFnojOClsgX7QORam1YbbSmd8C287CU9shns2wH+qR/I2JUciIoWiAnaB283Ai0Bpl33fAJdj73r7ETvmIsVa6QB4viJ8URMuC89oX3IEbl8LL26FfapH8hYlRyIihao08AKwCXgLqOiy72egBXApMBlQHUqxVysERleFd6tAgks90tfOeqSP9sAJ/R4UNiVHIiJeEYFdo20ddvmRGi77lgDtsRNKjkcTShZzDgc0jYIpNaF3PIQ7v5qPpMLbO+HmNTA7WfVIhUjJkYiIVwUD9wD/YZcnaeiy7z+gGzZxGoYmlCzmgvzg7rJ2fqT2pTLWOt5yAh7dBD03wOrjXg2xpFByJCJSJPhjF7ZdCnwPXOWybzPwMHYagNfQhJLFXJlA6F8JPq8B/+dSj7TwCNy2Bl7eBvtPeS++EkDJkYhIkeIAWgG/APOA1i779gDPAVWAZ4FdhR6dFKI6ofBhVRhSGSoE2rZU4Mv9dr22CXvhpOqRPEHJkYhIkXUFMB1YBtxBxp/sZOB1bE/SQ8DGwg9NCofDAS2i4Zta8EgchDl/Bw6lwuAdcMsamKt6JHdTciQiUuQ1AD7DLmp7LxkTSh4HRmBrkroA/3olOikEwX7QoxxMqwU3udQjbToBD2+CBzbCOtUjuYuSIxERn1EDGA2sBx4n84SSE7B3t90MLPJKdFIIygbCS5XgsxpwYVhG+/zDcOsaGLgdDqoe6VwpORIR8TkVgSHYuZIGkHlCyanAZdgJJX9CE0oWU+eFwrhqMCgByjvrkU4Dn+2z8yN9uhdO6md/tpQciYj4rDJAf2ySNAQ7C3ean4Hm2ERpKppQshhyOKBVjK1H6hUHIc6xtuTT8PoO6LAG5h3yaoi+SsmRiIjPi8AOs60HxpB5QsnF2KG2+sDHaELJYijED3qWs+u1tYnJaF+fAg9uhIc2woYULwXnm5QciYgUG8FAD+zkkZOwhdxp/gW6AjWB4YAWNy124gLhtQSYWB0auNQj/XoI2q+GQdttr5LkScmRiEix4w/cDvwJzACudNm3CeiFnQZgIJBU2MGJp9UPg4+rwcAEmzABnAI+2QdtVsGkfXBK9Ui5UXIkIlJsOYAbgF+xk0pe77JvN9AXqOz87+5Cj048yOGA1jG2Hun+chn1SAdPw2vb7Uzbvx/2aohFmZIjEZES4SrgO2xv0u1knlByIHbW7YexPUtSbIT5wYNx8G0tuCE6o31til2r7ZGNsEn1SFkpORIRKVEaYuuR/sPWJzmHXTiOXdy2BrY2aaU3ghNPiQ+C1yvDhGpwfmhG+5xDcPMaeHMHHFI9UholRyIiJVJN7J1t64HeQFoB7ynsXW31gFuwd7tJsdEgHD6pDq9UgrIBtu2UgY/32nqkr/bDadUjKTkSESnRKgFvAZuxcyaVcrYbYApwKXa+pJ/RhJLFhJ8DbixllyLpWRaCnfVIB07DS9vgjrWwuGTXIyk5EhER7ISSA7A1R28C5V32/YSdcftyNKFkMRLmD73ibdF2S5d6pFXH4Z4N0HsTbD3hvfi8SMmRiIi4iASeADYAo4DqLvsWkTGh5AQ0oWQxUSEIBleGj6pB3ZCM9p+Sod1qeGcnHC5Z9UhKjkREJBvBQE9s4fZnwAUu+/4FugC1gBFoQsli4uJwu6DtixWhjLMe6aSBsXug7WqYXHLqkZQciYhILgKAO4BlwHTgCpd9G4GHgKrAG9hpAcSn+Tng5tIwvRbcUxYCnfVI+07BgG3QcS38ccS7MRYCJUciIpIPDqA1MA87oWQrl327gD7YCSWfQxNKFgPh/vCosx7p2qiM9v+Ow93r4cnNsK341iMpORIRkQK6CvgeWAp0wCZOYJcieQ27NMkj2DvgxKdVCoK3q8CHVaG2Sz3SD0m2HmnoTjha/OqRlByJiMhZuhD4AluXdA8ZE0oeA4Zii7m7oQkli4FLImBSDXihIpTyt20nDIxx1iN9cwBSi089kpIjERE5R7WAD7ATSj5G5gklx2MnlGwPLPFGcOIu/g64tTRMrw1dYyHA2WO45xT02wp3rYNlxaMeScmRiIi4SSXgbexcSS8AMc52A0wGLgGuA2ajCSV9WKQ/PFEeptSEayIz2v85Bl3WwzObYadv1yMpORIRETeLBV7E1hwNJvOEkrOAZkAj4Bs0oaQPqxIM7yXC6KpQIzij/fskuHE1DN8FR33z56vkSEREPCQSeBI73PY+UM1l30LgJuz8SZ9gh+DEJ10eAV/UhOcqQIyzHum4gVG74cZVMOMAGN/qKVRyJCIiHhYC3AesAj7FzrCdZgXQGVu3NBI4XujRiRsEOOD2MrYeqXMZOz0WwO5T8OxW6LwO/j7q1RALQsmRiIgUkgCgI7AcmIYdWkuzAXgQOw3AIDShpI+K8oenKsDXteBql3qkv45Bp3XQdwvsKvrLzig5EhGRQuYA2gC/AXOAli77dgHPAFWA54E9hR2cuEPVYBiWCCMToZpLPdL0g9B2FYzaBceLbj2SkiMREfESB9AEmAn8QeYJJQ8Cr2KTpEeBLV6IT87ZFZHwZU3oU972KoGtRxq+204iOfNgkaxH8pnkaOnSpbRo0YKYmBjKlClDz549OXz4cK7nOByObB+DBw8upKhFRCR/LsJOKLkS6E5G0cox4D1sMffd2AknxacEOuDOWJhRC+4sA84ciR0n4ekt0G09rCha9Ug+kRxt376d5s2bU6NGDRYuXMjMmTNZsWIF3bp1y/W8HTt2ZHqMHTsWh8NB+/btCydwEREpoNrAh9g73B4FQp3tp4BxwHnArdieJvEp0QHQpwJ8VRMaR2S0/3kU7lwHa4tOMb7DmCLYn5XF6NGj6devHzt27MDPz+Zzy5Yt48ILL2TNmjXUqFEjX9e56aabOHToED/99FO+Xzs5OZno6GiSkpKIiorK+wQREXGjPdieo2HYoTZX1wHPYofmHIgPMQZ+PQSDd8CmE7Z4e1iiW1/iXL6/faLnKCUlhaCgoPTECCA01P7fxLx58/J1jV27djFjxgzuueeePF8rOTk500NERLylLPAydtbtQUCcy74fgKZAY+zdb0W3wFeycDjg6iiYXBOeKg9Pls/7nELkE8lRs2bN2LlzJ4MHD+bEiRMcOHCAvn37AnboLD/Gjx9PZGQkt9xyS67HDRw4kOjo6PRHQkLCOccvIiLnKgp4CtiInQ+pqsu+34EbgQbYeZQ0oaTPCPSDzrGQGJz3sYXIq8nRgAEDciyaTnssWbKEevXqMX78eIYMGUJYWBjx8fFUq1aNuLg4/P39834hYOzYsXTq1ImQkJBcj3v22WdJSkpKf2zZojskRESKjhDgfmA1MBE432XfP0AnbN3S+2hCSTlbXq052rt3L3v37s31mMTExEwJza5duwgPD8fhcBAVFcWkSZPo0KFDrtf49ddfufrqq1m2bBkNGjQoUIyqORIRKcpSgRnAa9geJFfxwOPYZCoSyeoksBObRIa6PELwkYGlXJ3L97dPFGRnZ+zYsTz88MNs27aNmJiYXI/t1q0b//zzD0uWLCnw6yg5EhHxBQaYCwzE1iK5igF6Ye9+iy3csLzCAEnAtjweu53HZieIzAlT1kdIAfbFAi3c+xbz4Vy+vwPyPqRoGDZsGI0bNyYiIoJZs2bx1FNP8frrr2dKjOrUqcPAgQO5+eab09uSk5P58ssvGTJkiBeiFhGRwuEArnE+/sAmSZOxX/4HgVeAt4B7gScAX60nPQnsIPekZztwrvMGnXA+ks7xOmCnX1jhhusUHp9JjhYtWkT//v05fPgwderUYdSoUXTu3DnTMatWrSIpKfMPctKkSRhj6NixY2GGKyIiXnMx8BV2wsg3gE+wRdpHgXeBEdjFbp/BLnhblKRi78z7Fzsh5loyEp68envyyx875FjR+QjHTraZ9XE8m7bTZ/F6oXkfUsT47LBaYdGwmoiIr9sMDAHGYL/g0ziA9ti5ki4q5JhOAeuwCdC/Lo//ssRYUFFkJD05PcqRMU11QZ0kf0mU6yMWuOssX+/slciao8Ki5EhEpLjYg+05GsaZw0UtsUnS1bh3QskUYA0ZyU9aMrQaO2yVX/5AeaACuSc+ETldoMRRcuRBSo5ERIqbZOyt/m8Bu7LsawT0BVpTsCTpKLbXJ2tP0DryPxTlB9QA6mLrdM7DDvslcG69PSWTkiMPUnIkIlJcHcOu1zYIO7mkq/rYnqQOZC7PTSZzApT2fCP5rwUKxCY9aQlQWjJUE3unl7iDkiMPUnIkIlLcnQImAa9z5l1V1YBWZAyNbSvAdUOAOmQkQWmPatgESTypRNzKLyIi4hkB2ILhO7FrtA0EFjr3rcfe3ZabCM7sBToPqIKGwnyTkiMRERHA1vy0w67TNgebJM1y2V8KqEfmBOg8bCG0O4u4xduUHImIiGTiAJo6H6uwS2zUwRZFKwkqCZQciYiI5Ki28yElie+vLCciIiLiRkqORERERFwoORIRERFxoeRIRERExIWSIxEREREXSo5EREREXCg5EhEREXGh5EhERETEhZIjERERERdKjkRERERcKDkSERERcaHkSERERMSFkiMRERERFwHeDqCoM8YAkJyc7OVIREREJL/SvrfTvscLQslRHg4dOgRAQkKClyMRERGRgjp06BDR0dEFOsdhzialKkFSU1PZvn07kZGROBwOr8SQnJxMQkICW7ZsISoqyisxlAT6nAuPPuvCoc+58OizLhwF+ZyNMRw6dIgKFSrg51ewKiL1HOXBz8+PSpUqeTsMAKKiovSPrhDocy48+qwLhz7nwqPPunDk93MuaI9RGhVki4iIiLhQciQiIiLiQsmRDwgODqZ///4EBwd7O5RiTZ9z4dFnXTj0ORcefdaFo7A+ZxVki4iIiLhQz5GIiIiICyVHIiIiIi6UHImIiIi4UHIkIiIi4kLJUSEaMGAADocj0yM+Pj59f9Z9aY/Bgwfnet2vv/6a8847j+DgYM477zymTJni6bdS5Hnisx4zZgxXXXUVpUqVolSpUjRv3pxFixYVxtspsjz1O51m0qRJOBwObrrpJg+9A9/hqc/64MGDPPTQQ5QvX56QkBDq1q3Ld9995+m3U2R56nN+5513qF27NqGhoSQkJNC7d2+OHz/u6bdTpOX1WR8+fJhevXpRqVIlQkNDqVu3LiNHjszzuu74TtQM2YWsXr16/Pjjj+nb/v7+6c937NiR6djvv/+ee+65h/bt2+d4vQULFnD77bfz8ssvc/PNNzNlyhRuu+025s2bx2WXXeb+N+BD3P1Zz5kzh44dO9K4cWNCQkIYNGgQ1113HStWrKBixYrufwM+wt2fc5pNmzbx5JNPctVVV7kvWB/n7s/6xIkTtGjRgnLlyvHVV19RqVIltmzZQmRkpPuD9yHu/pwnTpxInz59GDt2LI0bN2b16tV069YNgLffftu9wfuY3D7r3r17M3v2bD755BMSExP54YcfePDBB6lQoQLt2rXL9npu+040Umj69+9vGjRokO/j27VrZ5o1a5brMbfddptp1apVpraWLVuaO+6442xCLDY88VlnderUKRMZGWnGjx9fwOiKD099zqdOnTJXXHGF+eCDD0zXrl1Nu3btzj7IYsITn/XIkSNNtWrVzIkTJ84xuuLDE5/zQw89dMYxjz/+uLnyyivPJsRiI6/Pul69euall17K1HbRRReZ559/Psdz3PWdqGG1QrZmzRoqVKhA1apVueOOO1i/fn22x+3atYsZM2Zwzz335Hq9BQsWcN1112Vqa9myJfPnz3dbzL7K3Z91VkePHuXkyZOULl3aHeH6LE98zi+99BJly5Yt8M+kuHP3Z/3tt9/SqFEjHnroIeLi4jj//PN57bXXOH36tCfC9xnu/pyvvPJK/vjjj/Rh+PXr1/Pdd9/RunVrt8fua3L7rK+88kq+/fZbtm3bhjGG2bNns3r1alq2bJnj9dz2nVigVErOyXfffWe++uor89dff5lZs2aZJk2amLi4OLN3794zjn3jjTdMqVKlzLFjx3K9ZmBgoJk4cWKmtokTJ5qgoCC3xu5rPPFZZ/Xggw+a6tWrF/i84sQTn/O8efNMxYoVzZ49e4wxRj1HTp74rGvXrm2Cg4NN9+7dzZIlS8xnn31mSpcubV588UVPvY0iz1N/O9577z0TGBhoAgICDGAeeOABT4TvU/L6rFNSUkyXLl0MYAICAkxQUJD5+OOPc72mu74TlRx50eHDh01cXJwZMmTIGftq165tevXqlec1AgMDzaeffpqp7ZNPPjHBwcFui7M4cMdn7Srtj+Ly5cvdFWKxcK6fc3JysklMTDTfffddepuSo+y543e6Zs2aJiEhwZw6dSq9bciQISY+Pt6tsfoyd3zOs2fPNnFxcWbMmDHmr7/+MpMnTzYJCQlnDBmVdFk/68GDB5tatWqZb7/91ixfvtwMHTrUREREmFmzZuV4DXd9J6og24vCw8OpX78+a9asydT+66+/smrVKj7//PM8rxEfH8/OnTszte3evZu4uDi3xurr3PFZp3nzzTd57bXX+PHHH7ngggvcHapPO9fPed26dWzcuJG2bdumt6WmpgIQEBDAqlWrqF69uvsD90Hu+J0uX748gYGBmYpg69aty86dOzlx4gRBQUFuj9vXuONz7tevH507d6ZHjx4A1K9fnyNHjtCzZ0+ee+45/PxU4QKZP+tjx47Rt29fpkyZkj78eMEFF7Bs2TLefPNNmjdvnu013PWdqJ+IF6WkpLBy5UrKly+fqf3DDz/k4osvpkGDBnleo1GjRsyaNStT2w8//EDjxo3dGquvc8dnDTB48GBefvllZs6cyf/93/95IlSfdq6fc506dfj7779ZtmxZ+uPGG2+kadOmLFu2jISEBE+G71Pc8Tt9xRVXsHbt2vQEFGD16tWUL19eiZGTOz7no0ePnpEA+fv7Y+zojVvj9WWun/XJkyc5efJktp+b6+9rVm77Tixot5ecvSeeeMLMmTPHrF+/3vz++++mTZs2JjIy0mzcuDH9mKSkJBMWFmZGjhyZ7TU6d+5s+vTpk77922+/GX9/f/P666+blStXmtdff90EBASY33//3ePvpyjzxGf9xhtvmKCgIPPVV1+ZHTt2pD8OHTrk8fdTVHnic85Kw2qWJz7rzZs3m4iICNOrVy+zatUqM336dFOuXDnzyiuvePz9FFWe+Jz79+9vIiMjzWeffWbWr19vfvjhB1O9enVz2223efz9FGV5fdZNmjQx9erVM7Nnzzbr1683H330kQkJCTEjRoxIv4anvhOVHBWi22+/3ZQvX94EBgaaChUqmFtuucWsWLEi0zGjRo0yoaGh5uDBg9leo0mTJqZr166Z2r788ktTu3ZtExgYaOrUqWO+/vprT70Fn+GJz7pKlSoGOOPRv39/D76Tos1Tv9OulBxZnvqs58+fby677DITHBxsqlWrZl599dVMNUgljSc+55MnT5oBAwaY6tWrm5CQEJOQkGAefPBBc+DAAQ++k6Ivr896x44dplu3bqZChQomJCTE1K5d2wwZMsSkpqamH+Op70SHMerTExEREUmjmiMRERERF0qORERERFwoORIRERFxoeRIRERExIWSIxEREREXSo5EREREXCg5EhEREXGh5EhERETEhZIjESlRTp8+TePGjWnfvn2m9qSkJBISEnj++ee9FJmIFBWaIVtESpw1a9bQsGFDRo8eTadOnQDo0qULy5cvZ/HixVp0VaSEU3IkIiXSe++9x4ABA/jnn39YvHgxHTp0YNGiRTRs2NDboYmIlyk5EpESyRhDs2bN8Pf35++//+bhhx/WkJqIAEqORKQE+++//6hbty7169dn6dKlBAQEeDskESkCVJAtIiXW2LFjCQsLY8OGDWzdutXb4YhIEaGeIxEpkRYsWMDVV1/N999/z6BBgzh9+jQ//vgjDofD26GJiJep50hESpxjx47RtWtX7rvvPpo3b84HH3zA4sWLGTVqlLdDE5EiQMmRiJQ4ffr0ITU1lTfeeAOAypUrM2TIEJ566ik2btzo3eBExOs0rCYiJcrcuXO59tprmTNnDldeeWWmfS1btuTUqVMaXhMp4ZQciYiIiLjQsJqIiIiICyVHIiIiIi6UHImIiIi4UHIkIiIi4kLJkYiIiIgLJUciIiIiLpQciYiIiLhQciQiIiLiQsmRiIiIiAslRyIiIiIulByJiIiIuFByJCIiIuLi/wGjp6ymZSetpwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCOMBRUS\n",
+      "309      56.906442\n",
+      "197      56.906442\n",
+      "421      56.906442\n",
+      "85       56.906442\n",
+      "533      57.290118\n",
+      "           ...    \n",
+      "21253    53.247445\n",
+      "21365    53.205827\n",
+      "21477    53.151448\n",
+      "21589    53.113488\n",
+      "21701    53.088313\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JP LE ROCH\n",
+      "149      58.542457\n",
+      "485      58.542457\n",
+      "373      58.542457\n",
+      "261      58.542457\n",
+      "37       58.542457\n",
+      "           ...    \n",
+      "21205    57.849158\n",
+      "21541    57.812455\n",
+      "21317    57.812455\n",
+      "21653    57.812455\n",
+      "21429    57.812455\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAPALOMA II\n",
+      "125      51.246000\n",
+      "13       51.246000\n",
+      "909      51.246000\n",
+      "797      51.246000\n",
+      "1917     51.246000\n",
+      "           ...    \n",
+      "21181    49.748970\n",
+      "21293    49.748970\n",
+      "21405    49.748970\n",
+      "21517    49.744273\n",
+      "21629    49.744273\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GEVRED\n",
+      "289     -15.928333\n",
+      "177     -15.928333\n",
+      "65      -15.928333\n",
+      "513     -15.933315\n",
+      "1745    -15.933315\n",
+      "           ...    \n",
+      "21345   -16.304172\n",
+      "21233   -16.304172\n",
+      "21457   -16.333857\n",
+      "21681   -16.333857\n",
+      "21569   -16.333857\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F\\V LUDOVIC GEOFFRAY\n",
+      "799      49.981300\n",
+      "2815     49.981300\n",
+      "15       49.981300\n",
+      "2367     49.981300\n",
+      "1359     49.981300\n",
+      "           ...    \n",
+      "21519    50.101768\n",
+      "21183    50.101768\n",
+      "21295    50.101768\n",
+      "21407    50.101768\n",
+      "21631    50.101768\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARO PICAMILLO\n",
+      "101      49.841455\n",
+      "213      49.841455\n",
+      "325      49.812532\n",
+      "437      49.799738\n",
+      "549      49.798887\n",
+      "           ...    \n",
+      "21269    45.091947\n",
+      "21381    45.045657\n",
+      "21493    45.002475\n",
+      "21605    44.946563\n",
+      "21717    44.906738\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP FINISTERE\n",
+      "74       49.734237\n",
+      "186      49.734237\n",
+      "298      49.726507\n",
+      "410      49.722527\n",
+      "522      49.720810\n",
+      "           ...    \n",
+      "21242    49.728500\n",
+      "21466    49.737393\n",
+      "21578    49.737393\n",
+      "21354    49.737393\n",
+      "21690    49.737393\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NAONED\n",
+      "123      47.714543\n",
+      "11       47.714543\n",
+      "235      47.712087\n",
+      "347      47.712347\n",
+      "459      47.712785\n",
+      "           ...    \n",
+      "21067    47.446547\n",
+      "21291    47.386990\n",
+      "21515    47.401330\n",
+      "21403    47.401330\n",
+      "21627    47.437868\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VENT DU NORD II\n",
+      "99       43.354990\n",
+      "211      43.354990\n",
+      "435      43.354962\n",
+      "323      43.354962\n",
+      "547      43.354955\n",
+      "           ...    \n",
+      "21267    43.354997\n",
+      "21379    43.354970\n",
+      "21491    43.355073\n",
+      "21603    43.355013\n",
+      "21715    43.354983\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA II\n",
+      "105      49.491723\n",
+      "217      49.491723\n",
+      "441      49.490330\n",
+      "329      49.490330\n",
+      "553      49.489695\n",
+      "           ...    \n",
+      "21273    48.985283\n",
+      "21385    48.972782\n",
+      "21609    48.958707\n",
+      "21497    48.958707\n",
+      "21721    48.921653\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR DE FLORES\n",
+      "192      49.879408\n",
+      "80       49.879408\n",
+      "304      49.876067\n",
+      "416      49.875083\n",
+      "528      49.875083\n",
+      "           ...    \n",
+      "21248    46.880602\n",
+      "21360    46.819510\n",
+      "21472    46.775712\n",
+      "21584    46.765013\n",
+      "21696    46.736928\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V IBARDIN\n",
+      "34       49.722808\n",
+      "146      49.722808\n",
+      "258      49.717288\n",
+      "370      49.712108\n",
+      "482      49.712108\n",
+      "           ...    \n",
+      "21202    49.736125\n",
+      "21538    49.736125\n",
+      "21650    49.736125\n",
+      "21426    49.736125\n",
+      "21314    49.736125\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V AGORRETA\n",
+      "111      49.028753\n",
+      "223      49.028753\n",
+      "335      49.024250\n",
+      "447      49.020278\n",
+      "559      49.020278\n",
+      "           ...    \n",
+      "21279    47.074893\n",
+      "21391    47.021402\n",
+      "21615    46.966392\n",
+      "21503    46.966392\n",
+      "21727    46.925327\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LA TRINITE\n",
+      "116      50.626320\n",
+      "4        50.626320\n",
+      "228      50.613213\n",
+      "340      50.591702\n",
+      "452      50.586020\n",
+      "           ...    \n",
+      "21172    50.725515\n",
+      "21284    50.725510\n",
+      "21396    50.725517\n",
+      "21508    50.725537\n",
+      "21620    50.725488\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MEABAN\n",
+      "176      49.168203\n",
+      "64       49.168203\n",
+      "288      49.164772\n",
+      "400      49.164772\n",
+      "512      49.156528\n",
+      "           ...    \n",
+      "21232    49.282738\n",
+      "21344    49.279832\n",
+      "21456    49.277063\n",
+      "21568    49.276675\n",
+      "21680    49.269995\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V EMERAUDE\n",
+      "113      53.795917\n",
+      "1        53.795917\n",
+      "225      53.857963\n",
+      "337      53.924003\n",
+      "449      54.007778\n",
+      "           ...    \n",
+      "21169    62.495127\n",
+      "21281    62.539545\n",
+      "21393    62.597543\n",
+      "21505    62.652342\n",
+      "21617    62.706675\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP ST MARIE\n",
+      "269     -4.616507\n",
+      "45      -4.616507\n",
+      "157     -4.616507\n",
+      "381     -4.616462\n",
+      "493     -4.616488\n",
+      "           ...   \n",
+      "20877   -4.617455\n",
+      "21437   -4.617455\n",
+      "20429   -4.617455\n",
+      "21661   -4.617515\n",
+      "21549   -4.617515\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NICOLAS JEREMY\n",
+      "204      51.397583\n",
+      "92       51.397583\n",
+      "316      51.398267\n",
+      "428      51.398050\n",
+      "540      51.395650\n",
+      "           ...    \n",
+      "21260    50.727083\n",
+      "21372    50.727083\n",
+      "21484    50.727067\n",
+      "21596    50.727067\n",
+      "21708    50.727083\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LE DOLMEN\n",
+      "48       47.710522\n",
+      "160      47.710522\n",
+      "272      47.709098\n",
+      "384      47.709673\n",
+      "496      47.709840\n",
+      "           ...    \n",
+      "21216    47.424237\n",
+      "21328    47.401310\n",
+      "21440    47.407520\n",
+      "21552    47.407520\n",
+      "21664    47.422953\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MERCATOR\n",
+      "98       50.441930\n",
+      "210      50.441930\n",
+      "322      50.449657\n",
+      "434      50.456347\n",
+      "546      50.463935\n",
+      "           ...    \n",
+      "21266    50.723670\n",
+      "21378    50.723657\n",
+      "21490    50.723667\n",
+      "21602    50.723675\n",
+      "21714    50.723692\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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R+p+VCyMQf/DBB/j7+2MymYiJiSn2clRF/PLLLzz55JMMHDiQjh07UqtWLVJSUli2bBlr1qxh0KBBRc56bd26lWHDhnHPPfeQmJjIuHHjiIiI4LHHHgPAz8+PGTNmEBcXx9mzZ7n77rupU6cOp06dYufOnZw6dYo5c+YA2s/shhtu4MYbb+TRRx+lQYMGpKens3//fr766ivbgJKjRo1i/vz59OrVi8mTJ1O3bl2WLl1qK8AqW6dOnXjooYd48MEH2bp1K507d8bX15fk5GQ2bNjA1VdfzaOPPkrTpk1p1KgRY8eORSlFSEgIX331la2f6mIlHaf+/v6XlWtAQACdO3fmjTfeoHbt2jRo0IB169Yxb968EgcLLOtnKGooffuZhagaJd0t1aJFi2LX37hxo+rQoYPy8fFRoaGhatiwYeqPP/5QgFqwYIFtveJuBVdKu+sjNjZWBQQEKKPRqOrXr6/uvvvuQrcKK6XdudKzZ08VGBiojEajatSokRo9enShdeLj41W9evWUm5tbobtnCgoK1JQpU9SVV16pPD09Ve3atdX999+vEhMTy/05L1i7dq0C1Ouvv17qev/1f//3fwpQXbt2LRQfPny4AtT06dOLvIb/3C2llFLvvPOOiomJUe7u7oX2cUm5x8XFFbm9+b8SExPV+PHjVadOnVRYWJjy8PBQ/v7+ql27dmrGjBkqPz/ftu6FO22+//579cADD6igoCDl7e2tbrvtNrVv374i771u3TrVq1cvFRISojw9PVVERITq1auX+uyzzwqtd+jQITVkyBAVERGhPD09VWhoqOrYsWORO3d2796tunbtqkwmkwoJCVFDhw617dvy3i21ZcuWYp/v1atXsftq/vz5ql27dsrX11d5e3urRo0aqUGDBqmtW7cWycvf318FBwere+65Rx09erTYn2FJx2n9+vVVr169imwfUI8//niR/QWoN954wxZLSkpSffv2VcHBwcrf31/16NFD/f3336p+/foqLi6uyH4o789Q1CwGpZRyfEklRPU0evRolixZUmhQs+roqaeeYs6cOSQmJl72GZPqaOHChTz44INs2bKl2KZc4fzkZyhKI5elhCiHlJQUEhISWLlyJR06dNA7nUu2adMm/v33X2bPns3DDz9cIwsbIYTrk+JGiHJYvXo1I0aMoH379rz77rt6p3PJOnTogI+PD7fffjuTJ0/WOx0hhKgScllKCCGEEC5FbgUXQgghhEuR4kYIIYQQLkWKGyGEEEK4lBrXUGyxWDh+/Dj+/v4lDlEvhBBCCOeilCI9PZ169erZ5u0rSY0rbo4fP05UVJTeaQghhBDiEiQmJpY5CXGNK24uDA+emJhIQECAztkIIYQQojzS0tKIiooq1zQfNa64uXApKiAgQIobIYQQopopT0uJNBQLIYQQwqVIcSOEEEIIlyLFjRBCCCFcSo3ruSmvgoIC8vLy9E5DOAFPT0/c3d31TkMIIUQ5SXHzH0opTpw4wfnz5/VORTiRoKAgwsLCZGwkIYSoBnQtbtavX88bb7zBtm3bSE5O5osvvuDOO+8s9TVms5mXXnqJjz76iBMnThAZGcm4ceMYMmRIpeR0obCpU6cOPj4+8mVWwymlyMrKIiUlBYDw8HCdMxJCCFEWXYubzMxMWrZsyYMPPkjfvn3L9Zp7772XkydPMm/ePBo3bkxKSgr5+fmVkk9BQYGtsKlVq1alvKeo/ry9vQFISUmhTp06colKCCGcnK7FTc+ePenZs2e511+zZg3r1q3j4MGDhISEANCgQYNKy+dCj42Pj0+lvadwDReOiby8PCluhBDCyVWru6W+/PJLrr32WqZOnUpERARXXnklTz/9NNnZ2SW+xmw2k5aWVuhRFrkUJf5LjgkhhKg+qlVD8cGDB9mwYQMmk4kvvviC06dP89hjj3H27Fnmz59f7Gtee+01XnzxRQdnKoQQQgi9VKszNxaLBYPBwNKlS7n++uu57bbbeOutt1i4cGGJZ2/i4+NJTU21PRITEx2ctTh8+DAGg4EdO3bonYoQQogaoFoVN+Hh4URERBAYGGiLNWvWDKUUSUlJxb7GaDTa5pFy5fmkUlJSePjhh4mOjsZoNBIWFkb37t1JSEjQOzWndO7cOR544AECAwMJDAzkgQcekNv/hRDCRVSr4qZTp04cP36cjIwMW+zff//Fzc2tzOnPXV3fvn3ZuXMnixYt4t9//+XLL7/kpptu4uzZs3qnVi5JSUkopRy2vQEDBrBjxw7WrFnDmjVr2LFjBw888IDDti+EEE4txwLfnIfFpyGrQO9sKk7pKD09XW3fvl1t375dAeqtt95S27dvV0eOHFFKKTV27Fj1wAMPFFo/MjJS3X333WrXrl1q3bp16oorrlDDhg0r9zZTU1MVoFJTU4s8l52drXbv3q2ys7Mv/8M50Llz5xSg1q5dW+p6gJo9e7bq0aOHMplMqkGDBurTTz8ttE5SUpK69957VVBQkAoJCVF33HGHOnToUKF15s+fr5o2baqMRqNq0qSJmjVrVqHnf//9d9WqVStlNBpV27Zt1cqVKxWgtm/fXmJugwcPVg0aNFAvvPCCOnDgQIU+f0Xt3r1bAWrTpk22WEJCggLUP//8U+xrquuxIYQQFXYqT6kWfxd+jE1UKrtA17RK+/7+L12Lm19++UUBRR5xcXFKKaXi4uJUly5dCr1mz5496tZbb1Xe3t4qMjJSjRkzRmVlZZV7m65Y3OTl5Sk/Pz81atQolZOTU+J6gKpVq5aaO3eu2rt3rxo/frxyd3dXu3fvVkoplZmZqa644go1ZMgQ9eeff6rdu3erAQMGqCZNmiiz2ayUUuqDDz5Q4eHhasWKFergwYNqxYoVKiQkRC1cuFAppVRGRoYKDQ1V9913n/r777/VV199pRo2bFhmcZOWlqbmzZununTpotzc3NSNN96oPvzwQ5WWllbs+r6+vqU+evToUeK25s2bpwIDA4vEAwMD1fz584t9TXU9NoQQokJ2Zyl1y96ixU2Lv5X6PUPX1CpS3BiUcuC1ACeQlpZGYGAgqampRfpvcnJyOHToEDExMZhMJvsT9x6AM5UzUGCF1PKATxuVa9UVK1YwfPhwsrOzadOmDV26dKFfv35cc801tnUMBgOPPPIIc+bMscXat29PmzZtmD17NvPnz2fq1Kns2bPHdutzbm4uQUFBrFq1im7duhEdHc2UKVPo37+/7T0mT57M6tWr2bhxIx988AHx8fEkJibaxoZ57733ePTRR9m+fTutWrUq87McOXKEJUuWsGTJEpKSkrjrrruIi4vj1ltvteW1f//+Ut/D29ubiIiIYp979dVXWbhwIf/++2+h+JVXXsmDDz5IfHx8kdeUeGwIIYSr+CENRpdw000TE3wUA976dbOU9v39X9XqVnDdnMmHkzoUNxXQt29fevXqxa+//kpCQgJr1qxh6tSpfPjhhwwePNi2XocOHQq9rkOHDra7mLZt28b+/fvx9/cvtE5OTg4HDhzg1KlTJCYmMnToUIYPH257Pj8/39bkvWfPHlq2bFloIMT/brMs9evXZ/z48YwfP55FixYxYsQIli5dyrlz5wgKCgKgcePGFXrP/ypu3BqllIxnI4SoeZSC90/BzFPFP983CMaG61rYVJQUN+VRS6fdVMHtmkwmunbtSteuXXnhhRcYNmwYEydOLFTcFOfCF7rFYqFt27YsXbq0yDqhoaHk5OQAMHfuXNq1a1fo+Quj9lbGicDTp0+zfPlyFi9ezI4dO+jZsydxcXGF7pLz8/Mr9T1uvPFGvv3222KfCwsL4+TJk0Xip06dom7dupeXvBBCVCfZFhh/DL4rYYDbIbVgTJhjc6oEUtyURzkvDTmb5s2bs2rVqkKxTZs2MWjQoELLrVu3BqBNmzZ88skn1KlTp9hTfoGBgURERHDw4EEGDhxY4jaXLFlCdna2bU6mTZs2lZmr2Wzmq6++YvHixaxZs4YWLVoQFxfHN998Q2hoaJH1yxoz58K2i9OhQwdSU1PZvHkz119/PQC///47qampdOzYscxchRDCJZzIg5FHYXdO0ec+rA9tfMDrEs7WWNLATedhV6q4/8fpuGJD8enTp1VsbKxasmSJ2rlzpzp48KD69NNPVd26ddWQIUNs6wGqdu3aat68eWrv3r3qhRdeUG5ubmrXrl1KKXtD8U033aTWr1+vDh48qNauXatGjhypEhMTlVJKzZ07V3l7e6t33nlH7d27V/35559q/vz5atq0aUop7Y622rVrq/79+6tdu3apb775RjVu3LjMhuIhQ4aounXrqtGjR6udO3dW3c6y6tGjh7rmmmtUQkKCSkhIUFdffbW6/fbbS1y/uh4bQghRrJ2ZSnX5x94sfN1upX5JUyqrQKnTeZf+vvkHlTodrVT6s0rlH6+8fFU1ultKD65Y3OTk5KixY8eqNm3aqMDAQOXj46OaNGmixo8fX+hOMkDNmjVLde3aVRmNRlW/fn21bNmyQu+VnJysBg0apGrXrq2MRqNq2LChGj58eKH9tXTpUtWqVSvl5eWlgoODVefOndXKlSttzyckJKiWLVsqLy8v1apVK7VixYoyi5t9+/apvLzL+IWqoDNnzqiBAwcqf39/5e/vrwYOHKjOnTtX4vrV9dgQQogivjynVOtd9sKm+16l/q2kv23pI5Q6XUt7ZE6tnPe0krulSnFJd0u5CIPBwBdffMGdd96pdyrVjqsfG0KIGsCi4N0UmHfaHrvWB96OguBK6FIpOADnOwAWMARB0B+VenlK7pYSQgghhF1mATx3DNam22P3BMPzYeBZSXdBZU0DLNq/TY/p2ncjxY0QQgjhypJy4YmjsM+sLbsDz4VB/xCorOEvCvZB7ufavw3B4D289PWrmBQ3NUgNuwIphBBiS6Y2MN956/xQAW7wZhR0LH04jQrLehPbWRvvEWDwL3X1qibFjRBCCOGKPj8Lk5Phwhi0MV4wIxoaGCt3O/n/Qu5K7d+GWmAaWrnvfwmkuBFCCCFcSb6CN07A0rP2WCc/eCMSAtwrf3vZU9GmhsR61qaSzwpdAiluhBBCCFeRWgBPJ0JCpj32QAg8FQYeVTC9TP4eyP0/7d+GUDANqfxtXAIpboQQQghXcMgMI47CkVxt2cMAE8Khb3DVbTP7DexnbZ4Ag2/VbasCpLgRQgghqrvfMrQzNunWpt5gd3gnCtpWYbGRvwtyv9T+bagDpsFVt60KkuJGCCGEqK6Ugo/Oaj021rqGK4wwMxoivKp229lT7f/2fhIMPlW7vQqoPvOXi2rr8OHDGAyGMie7FEIIUQF5Fph0HKZcVNjc7A9LY6q+sMn/E3K/0f5tqAumQaWv72BS3LiIlJQUHn74YaKjozEajYSFhdG9e3cSEhL0Ts3pHD58mKFDhxITE4O3tzeNGjVi4sSJ5Obm6p2aEEKUz9l8GHYEVpy3x4bX1i5F+VTBHVH/lXXxWZvRYPCu+m1WgFyWchF9+/YlLy+PRYsW0bBhQ06ePMlPP/3E2bNny36xE0hKSiIiIgJDZY2WWYp//vkHi8XC+++/T+PGjfn7778ZPnw4mZmZvPnmm1W+fSGEuCz/5miNw8fztGWjAV6qB72CHLP9/B2Qt0b7t1s4mO53zHYrQM7cuIDz58+zYcMGpkyZQmxsLPXr1+f6668nPj6eXr162dYzGAzMmTOHnj174u3tTUxMDJ999lmh9zp27Bj33XcfwcHB1KpViz59+nD48OFC6yxYsIBmzZphMplo2rQps2fPLvT85s2bad26NSaTiWuvvZbt27eX+RkmTJhAw4YNmThxIgcPHrz0nVEOPXr0YMGCBXTr1o2GDRtyxx138PTTT7Ny5coq3a4QQly2n9Pg/kP2wibUAxbGOK6wgWLO2jjfZMJS3LgAPz8//Pz8WLVqFWazudR1J0yYQN++fdm5cyf3338//fv3Z8+ePQBkZWURGxuLn58f69evZ8OGDfj5+dGjRw/bJZu5c+cybtw4XnnlFfbs2cOrr77KhAkTWLRoEQCZmZncfvvtNGnShG3btjFp0iSefvrpMj/D9OnTmTBhAuvWreOKK66gc+fOzJs3j/T09GLXv/CZS3r07NmzIruQ1NRUQkJCKvQaIYRwGKVg7il4MhGyrA02LUywvCFc7cBLQnl/QN732r/dIsA40HHbrgCDqmETDpU2ZXpOTg6HDh0iJiYGk+miSnT0r3Cu9KKhSgQb4e0by7XqihUrGD58ONnZ2bRp04YuXbrQr18/rrnmGts6BoOBRx55hDlz5thi7du3p02bNsyePZv58+czdepU9uzZY7s8lJubS1BQEKtWraJbt25ER0czZcoU+vfvb3uPyZMns3r1ajZu3MgHH3xAfHw8iYmJ+PhonfPvvfcejz76KNu3b6dVq1ZlfpYjR46wZMkSlixZQlJSEnfddRdxcXHceuuttrz2799f6nt4e3sTERFRrn134MAB2rRpw7Rp0xg2bFix65R4bAghRFXLscDE4/BNqj3WMwBejgCTg89RpPWDvB+1f/u+6dDbv0v7/v4v6bkpj3NmOJOjdxal6tu3L7169eLXX38lISGBNWvWMHXqVD788EMGDx5sW69Dhw6FXtehQwfbXUzbtm1j//79+PsXnvAsJyeHAwcOcOrUKRITExk6dCjDh9tnfM3PzycwMBCAPXv20LJlS1thU9w2y1K/fn3Gjx/P+PHjWbRoESNGjGDp0qWcO3eOoKAgABo3blyh9yzJ8ePH6dGjB/fcc0+JhY0QQugmJQ9GJsLf2fbYE3XgodqVN6N3eeVtsRc2blFgHODY7VeAFDflEVzJk4xV0XZNJhNdu3ala9euvPDCCwwbNoyJEycWKm6Kc+FsiMVioW3btixdurTIOqGhoeTkaAXe3LlzadeuXaHn3d217vzKOBF4+vRpli9fzuLFi9mxYwc9e/YkLi7OVkCBdlmqNDfeeCPffvttqescP36c2NhYOnTowAcffHDZeQshRKX6OxtGHoUU68yX3m7wWgTcWvpZiypTaFybMWCo4tvNL4MUN+VRzktDzqZ58+asWrWqUGzTpk0MGjSo0HLr1q0BaNOmDZ988gl16tQp9pRfYGAgERERHDx4kIEDi7/O2rx5c5YsWUJ2djbe3t62bZTFbDbz1VdfsXjxYtasWUOLFi2Ii4vjm2++ITQ0tMj6ZY2Zc2HbJTl27BixsbG0bduWBQsW4OYm7WdCCCfybSqMPwZm6/8whntqM3o31emyeN7vkPeL9m+3+mDsp08e5STFjQs4c+YM99xzD0OGDOGaa67B39+frVu3MnXqVPr06VNo3c8++4xrr72WG264gaVLl7J582bmzZsHwMCBA3njjTfo06cPL730EpGRkRw9epSVK1fyzDPPEBkZyaRJkxg5ciQBAQH07NkTs9nM1q1bOXfuHGPGjGHAgAGMGzeOoUOHMn78eA4fPlyu26sfe+wxvvnmGwYMGMDWrVsL9QoV53IuSx0/fpybbrqJ6Oho3nzzTU6dOmV7Liws7JLfVwghLptFwawUeP+0PdbGB96Oglo6fmVnT7H/2/spMHjql0t5qBomNTVVASo1NbXIc9nZ2Wr37t0qOztbh8wuXU5Ojho7dqxq06aNCgwMVD4+PqpJkyZq/PjxKisry7YeoGbNmqW6du2qjEajql+/vlq2bFmh90pOTlaDBg1StWvXVkajUTVs2FANHz680P5aunSpatWqlfLy8lLBwcGqc+fOauXKlbbnExISVMuWLZWXl5dq1aqVWrFihQLU9u3bS/wM+/btU3l5eZW3U0qxYMEChTbTW5FHSarrsSGEqEYy85UaeUSpFn/bH+OSlDIX6JtX7m9Kna6lPc5eq5TFMX+r/6u07+//krulLuLqd8QYDAa++OIL7rzzTr1TqXZc/dgQQujseK42MN+/1jtz3YCn68IDtRzfOHwxlQdpd0G+tb3AbxYY79MlFblbSgghhKgu/siCUUfhbIG27OcGb0bCDf6lv66qWdIg40F7YePWELz66ptTOUlxI4QQQujli3PwYjLkWy+iRHtpM3o31Oku3QsKkiC9PxTssQaM4PsGGKpH2VA9shSVooZdgRRCCOdVoOCtk7DojD3W3hemRUKgzl/N+TshrT+oFG3ZEAL+S8CzXemvcyJS3AghhBCOlF4AzyTBhgx7bEAIPBMGnjr21wDkfgfpDwGZ2rJbDAR8Au4NdU2roqS4EUIIIRzliFlrHD6kzdeHB/B8ONzrBHPb5cyHzLGAde4qj3bgvxjcauma1qWQ4kYIIYRwhE0ZMCYJ0qyNw4Hu2vg11/vqm5eyQNaLkDPLHvPqo90Z5YQzfpeHFDdCCCFEVVt2Bl4/Ada6hkZGrXE4SucpDFQ2ZDwGuV/ZY6aR4DMeDNV35HYpboQQQoiqkqfgtWT49Jw91sUPpkSCn7t+eQFYTkP6/ZC/1RpwB9+pYIrTNa3KIMWNEEIIURXO58PoRNiSZY8NqQVP1gV3nRuHC/Zpd0RZDlsDvuA/H7xu0TOrSlN9zzmJauPw4cMYDIYyJ7sUQgiXcSAH+h20FzaeBng1AsaE6V/Y5CVAak97YeMWDoHfuExhA1LcuIyUlBQefvhhoqOjMRqNhIWF0b17dxISEvROzSk1aNAAg8FQ6DF27Fi90xJCuIJ16TDgECTlacu1PGBBA7gjSM+sNOYVkNYX1Hlt2b0FBHwHHlfpmlZlk8tSLqJv377k5eWxaNEiGjZsyMmTJ/npp584e/as3qmVS1JSEhERERgcOIfKSy+9xPDhw23Lfn5+Dtu2EMIFKQULzsDbJ7WpeAGamWB6NITrPIu2UpDzLmRNtsc8bwa/eeCm8zQPVUDXMzfr16+nd+/e1KtXD4PBwKpVq0pdf+3atUX+b9tgMPDPP/84JmEndf78eTZs2MCUKVOIjY2lfv36XH/99cTHx9OrVy/begaDgTlz5tCzZ0+8vb2JiYnhs88+K/Rex44d47777iM4OJhatWrRp08fDh8+XGidBQsW0KxZM0wmE02bNmX27NmFnt+8eTOtW7fGZDJx7bXXsn379jI/w4QJE2jYsCETJ07k4MGDl74zKsDf35+wsDDbQ4obIcQlM1tg3DFt1OELhU23AFgU4wSFTR5kjipc2BgfAP+lLlnYgM7FTWZmJi1btmTmzJkVet3evXtJTk62Pa644ooqyrB68PPzw8/Pj1WrVmE2m0tdd8KECfTt25edO3dy//33079/f/bs0eYOycrKIjY2Fj8/P9avX8+GDRvw8/OjR48e5OZqA07NnTuXcePG8corr7Bnzx5effVVJkyYwKJFiwDtZ3r77bfTpEkTtm3bxqRJk3j66afL/AzTp09nwoQJrFu3jiuuuILOnTszb9480tPTS/3MJT169uxZ5janTJlCrVq1aNWqFa+88ortMwohRIWczoMhh+HLVHvssVBt8ksfnbs/LOnaHFHmpfaYzwvg+xYYdC66qpBBOcmEQwaDgS+++II777yzxHXWrl1LbGws586dIygo6JK2U9qU6Tk5ORw6dIiYmBhMposGLlo1GbJScTifQLhzfLlWXbFiBcOHDyc7O5s2bdrQpUsX+vXrxzXXXGNbx2Aw8MgjjzBnzhxbrH379rRp04bZs2czf/58pk6dyp49e2yXh3JzcwkKCmLVqlV069aN6OhopkyZQv/+/W3vMXnyZFavXs3GjRv54IMPiI+PJzExER8fHwDee+89Hn30UbZv306rVq3K/CxHjhxhyZIlLFmyhKSkJO666y7i4uK49dZbbXnt37+/1Pfw9vYmIiKixOfffvtt2rRpQ3BwMJs3byY+Pp4+ffrw4YcfFrt+iceGEKJm25MNTyTCCWt/jcnaONwtUN+8AAqOWSe/3G0NeGkD8xnv0jWtS1Xa9/d/Vcuem9atW5OTk0Pz5s0ZP348sbGxJa5rNpsLnc1IS0ur+AazUiHr/CVk6jh9+/alV69e/PrrryQkJLBmzRqmTp3Khx9+yODBg23rdejQodDrOnToYLuLadu2bezfvx9//8KnKXNycjhw4ACnTp0iMTGRoUOHFupVyc/PJzBQ+0Xes2cPLVu2tBU2xW2zLPXr12f8+PGMHz+eRYsWMWLECJYuXVqoqG3cuHGF3vO/Ro8ebfv3NddcQ3BwMHfffbftbI4QQpTp+1TtUlS29RxBXQ+YEQ3NvfXNCyD/L+vklye0ZUOwdfLL9vrm5SDVqrgJDw/ngw8+oG3btpjNZpYsWcItt9zC2rVr6dy5c7Gvee2113jxxRcvb8M+OlXgFdyuyWSia9eudO3alRdeeIFhw4YxceLEQsVNcS6cDbFYLLRt25alS5cWWSc0NJScnBxAuzTVrl3h2WHd3bXBqCrjRODp06dZvnw5ixcvZseOHfTs2ZO4uDhbAQVlN//eeOONfPvtt+XeZvv22i/8/v37pbgRQpROKXjvFMw6ZY+19IZ3o6C2E1zqyf0R0odSePLLZeB+ef9TWJ1Uq+KmSZMmNGnSxLbcoUMHEhMTefPNN0ssbuLj4xkzZoxtOS0tjaioqIptuJyXhpxN8+bNizRpb9q0iUGDBhVabt26NQBt2rThk08+oU6dOsWe8gsMDCQiIoKDBw8ycODAEre5ZMkSsrOz8fb2tm2jLGazma+++orFixezZs0aWrRoQVxcHN988w2hoaFF1i9rzJwL2y6vC03P4eHhFXqdEKKGybbA+GPw3UVXAXoHwqR6YHSC0VVyFkLmc9jmefC4Tjtj41Zbz6wcrloVN8Vp3749H330UYnPG41GjEajAzNyvDNnznDPPfcwZMgQrrnmGvz9/dm6dStTp06lT58+hdb97LPPuPbaa7nhhhtYunQpmzdvZt68eQAMHDiQN954gz59+vDSSy8RGRnJ0aNHWblyJc888wyRkZFMmjSJkSNHEhAQQM+ePTGbzWzdupVz584xZswYBgwYwLhx4xg6dCjjx4/n8OHDvPnmm2V+hscee4xvvvmGAQMGsHXr1kK9QsW5nMtSCQkJbNq0idjYWAIDA9myZQujR4/mjjvuIDo6+pLfVwjh4pLzYORR2KOdxcYAjK4LD9YCBw5jUSxlgayXIWeGPebVB/xmgsEJLpM5mnISgPriiy8q/Lq+ffuq2NjYcq+fmpqqAJWamlrkuezsbLV7926VnZ1d4Tz0lJOTo8aOHavatGmjAgMDlY+Pj2rSpIkaP368ysrKsq0HqFmzZqmuXbsqo9Go6tevr5YtW1bovZKTk9WgQYNU7dq1ldFoVA0bNlTDhw8vtL+WLl2qWrVqpby8vFRwcLDq3LmzWrlype35hIQE1bJlS+Xl5aVatWqlVqxYoQC1ffv2Ej/Dvn37VF5eXuXtlFJs27ZNtWvXTgUGBiqTyaSaNGmiJk6cqDIzM0t8TXU9NoQQlWRHplKd/1Gqxd/a4/rdSv2SpndWGkuWUmlDlDpdy/7ImKiUpUDvzCpVad/f/6Xr3VIZGRm2u15at27NW2+9RWxsLCEhIURHRxMfH8+xY8dYvHgxAO+88w4NGjSgRYsW5Obm8tFHH/H666+zYsUK/ve//5Vrm5d0t5SLKM8daaJ4rn5sCCFK8eV5mHQccq1fl5Ge2ozejZ3gb4HlDKQ/APmbrQE38H0dTEN0TasqVJu7pbZu3VroTqcLvTFxcXEsXLiQ5ORkjh49ans+NzeXp59+mmPHjuHt7U2LFi345ptvuO222xyeuxBCCBdXoGB6Csw7bY9d6wNvR0GwE3R1FByAtH5gOWQN+IL/h+DVVde0nIGuP52bbrqp1LtrFi5cWGj52Wef5dlnn63irIQQQtR4GQXwXBKsy7DH7gmG58PA0wkah/N+187YKOsUO4a62h1RHqX3K9YUTlB6CkfR8QqkEEJUH4m58MRR2G8dI80dGBsG/UL0bxwGMH8BGSOAC/k1B/9l4F7ywKU1jRQ3QgghxAWbM2FMIpy33kod4AbToqCDE8w9p5R2N1TWS/aY503gt8Bl54i6VFLcCCGEEACfnYVXkiHfuhzjpTUO13eC4USUBbLGQc5ce8w4EHzfdOk5oi6VFDdCCCFqtnwFU0/Ax2ftsRv8YGokBLjrl9cFKl+b1du83B7zHgfeo5zjMpkTkuJGCCFEzZVaAE8lwqZMeyyuFoypC+5OUDgoM2Q8ArlfWQNu4DcDjPfpmpazk+JGCCFEzXTQrDUOH8nVlj0M8EI4/C9Y37wuUFmQPhjyfrYGPMFvLhhv1zOrakGKGyGEEDXPhnR4JgnSLdpyiDu8EwVtfPXN6wJLGqQPgPwLc/N5g/9i8Iot9WVC4wQ36wtXd/jwYQwGQ5mTXQohRJVTCpacgceO2gubK42wvKETFTZnIO1Oe2Fj8IeAz6SwqQApblxESkoKDz/8MNHR0RiNRsLCwujevTsJCQl6p+Z01q5di8FgKPaxZcsWvdMTQlSVPAtMPA5TToC1ruFmf/goBup56ZqaTUEypPWGgj+1ZUMtCFgFnu11Tau6kctSLqJv377k5eWxaNEiGjZsyMmTJ/npp584e/Zs2S92AklJSURERGBwQOd/x44dSU5OLhSbMGECP/74I9dee22Vb18IoYMz+TA6Ef7Isscerg2P1wE3J2gcBig4DGl9wXJEWzaEQcBK8LhS17SqIzlz4wLOnz/Phg0bmDJlCrGxsdSvX5/rr7+e+Ph4evXqZVvPYDAwZ84cevbsibe3NzExMXz22WeF3uvYsWPcd999BAcHU6tWLfr06cPhw4cLrbNgwQKaNWuGyWSiadOmzJ49u9DzmzdvpnXr1phMJq699lq2b99e5meYMGECDRs2ZOLEiRw8ePDSd0Y5eHl5ERYWZnvUqlWLL7/8kiFDhjikuBJCONjeHOh/0F7YGA3abd5P1HWewiZ/L6Tebi9s3BpA4DdS2FwiKW5cgJ+fH35+fqxatQqz2VzquhMmTKBv377s3LmT+++/n/79+7Nnzx4AsrKyiI2Nxc/Pj/Xr17Nhwwb8/Pzo0aMHubna3QRz585l3LhxvPLKK+zZs4dXX32VCRMmsGjRIgAyMzO5/fbbadKkCdu2bWPSpEk8/fTTZX6G6dOnM2HCBNatW8cVV1xB586dmTdvHunp6aV+5pIePXv2LPf++/LLLzl9+jSDBw8u92uEENXET2lw/yE4nqcth3rAwhi4LVDfvC6Wv0O7FKVOaMvuTSDwK3Cvr2ta1ZlB1bAJh0qbMj0nJ4dDhw4RExODyXTRVPbnbwGV4uBMAUMdCPqpXKuuWLGC4cOHk52dTZs2bejSpQv9+vXjmmvsk6gZDAYeeeQR5syZY4u1b9+eNm3aMHv2bObPn8/UqVPZs2eP7QxGbm4uQUFBrFq1im7duhEdHc2UKVPo37+/7T0mT57M6tWr2bhxIx988AHx8fEkJibi4+MDwHvvvcejjz7K9u3badWqVZmf5ciRIyxZsoQlS5aQlJTEXXfdRVxcHLfeeqstr/3795f6Ht7e3kRElG+elQuzyq9evbrEdUo8NoQQzkkpmHtam9X7gqu8YXoU1HGiEX3zErS7opT1f+TcW0LAp+BWS9+8nFBp39//JT035aFSwJJc9nqVrQLn1fr27UuvXr349ddfSUhIYM2aNUydOpUPP/yw0BmJDh06FHpdhw4dbHcxbdu2jf379+PvX3iOkpycHA4cOMCpU6dITExk6NChDB8+3PZ8fn4+gYHa/wXt2bOHli1b2gqb4rZZlvr16zN+/HjGjx/PokWLGDFiBEuXLuXcuXMEBQUB0Lhx4wq9Z0mSkpL47rvv+PTTTyvl/YQQTiDHAi8ch9Wp9thtgfBSPTA50QWL3J8hPQ7I1pY92msTYMo8UZdNipvyMNTR5wKeoU6FVjeZTHTt2pWuXbvywgsvMGzYMCZOnFjm5ZYLZ0MsFgtt27Zl6dKlRdYJDQ0lJycH0C5NtWvXrtDz7u7aEOWVcSLw9OnTLF++nMWLF7Njxw569uxJXFycrYAC7bJUaW688Ua+/fbbMre1YMECatWqxR133HHZeQshnEBKnjYw364ce+zJOjCstnNNVWD+CjIeAqyXyzxvAf8FYPAp9WWifKS4KY9yXhpyNs2bN2fVqlWFYps2bWLQoEGFllu3bg1AmzZt+OSTT6hTp06xp/wCAwOJiIjg4MGDDBw4sMRtLlmyhOzsbLy9vW3bKIvZbOarr75i8eLFrFmzhhYtWhAXF8c333xDaGhokfXLGjPnwrZLo5RiwYIFDBo0CE9PJzpNLYS4NH9lw5NHIcU686W3G7weAbeUfgnD4XKWQ+ZIbPeje90Bfu+BwUluR3cFqoZJTU1VgEpNTS3yXHZ2ttq9e7fKzs7WIbNLd/r0aRUbG6uWLFmidu7cqQ4ePKg+/fRTVbduXTVkyBDbeoCqXbu2mjdvntq7d6964YUXlJubm9q1a5dSSqnMzEx1xRVXqJtuukmtX79eHTx4UK1du1aNHDlSJSYmKqWUmjt3rvL29lbvvPOO2rt3r/rzzz/V/Pnz1bRp05RSSqWnp6vatWur/v37q127dqlvvvlGNW7cWAFq+/btJX6GIUOGqLp166rRo0ernTt3Vt3OusiPP/6oALV79+4y162ux4YQNcY355Vqs0upFn9rj657lfrHCX9fs+YqdbqW/ZE+QilLnt5ZVQulfX//lxQ3F6muX2A5OTlq7Nixqk2bNiowMFD5+PioJk2aqPHjx6usrCzbeoCaNWuW6tq1qzIajap+/fpq2bJlhd4rOTlZDRo0SNWuXVsZjUbVsGFDNXz48EL7a+nSpapVq1bKy8tLBQcHq86dO6uVK1fank9ISFAtW7ZUXl5eqlWrVmrFihVlFjf79u1TeXmO/QXv37+/6tixY7nWra7HhhAur8Ci1Lsn7EVNi7+VeuCgUqedrGCwWJTKfKtwYZMRr5SlQO/Mqo2KFDdyt9RFXP2OGIPBwBdffMGdd96pdyrVjqsfG0JUS1kFMPYY/HzRkBH/C4IJ4eDpRI3DSkHWS5Azwx7zfgq8xzpXH5CTk7ulhBBCuLbjuTDiKPxrHdvLDXgmDO4Pca6CQVkg81kwL7THfCaC9xO6pVQTSHEjhBCievkjE0YlwtkCbdnfDd6Mgk6l30XpcCoPMp6A3M+tAQP4vgGmwXpmVSNIcVOD1LArkEIIV7TyHLyUDPnWv2fRXjAzGhoa9c3rv1QOpA+HvAtDUriD3yww3q1rWjWFFDdCCCGcX76Ct07C4jP2WHtfmBYJgU72VaYyIH0Q5K23Bozg/yF4lX9aGHF5nOyIcA5yhkP8lxwTQugorQCeSYLfMuyxASHwbBh4OFF/DYAlFdL7Qf4Wa8AXApaAZ2dd06pppLi5yIWB3LKysso1CJyoObKytNmEZbA/IRzsiFlrHD6kTd6LBzAuHO4J0TWtYllOQdo9UPC3tmwIBP/l4HmdvnnVQFLcXMTd3Z2goCBSUrSJ1nx8fGxTE4iaSSlFVlYWKSkpBAUF2aaZEEI4QEIGPJWknbkBCHKHt6Lgel998ypOwXFI+x9YrJP6GkIh4DPwuErfvGooKW7+IywsDMBW4AgBEBQUZDs2hBBVTClYdhamnABrXUNjI8yIhignnKKg4JC1sEnUlt3qQcAKcL9C37xqMClu/sNgMBAeHk6dOnXIy8vTOx3hBDw9PeWMjRCOkqfg1WT47Jw91sUPpkSCnxP+Hubv1QobdVJbdouBgJXgHqVvXjWcFDclcHd3ly80IYRwpHP5MDoRtmbZY0Nrw8g64O6ELQL5OyHtXlDWO7jcm0LA5+AmZ3n1JsWNEEII/e3P0RqHk6xnzD0N8GI9uCNI17RKlLdZuytKpWnL7i21Hhs3J2x0roGkuBFCCKGvtenwXBJkWrTlWh4wPQpa+uibV0ny1kPaA0CmtuzRDvyXgVvp8x0Jx5HiRgghhD6UggVn4O2TcGEoqeYmeDcawp102IXc7yB9CGCd08qzC/gvBoMT3sFVg0lxI4QQwvHMFph0HL5Ktce6B8DkCPB2ohm9L2ZeBRmPAPnasmcPbeRhg0nPrEQxpLgRQgjhWKfz4MlE2Jltjz0eCo+EOteM3hfL+RgyRwHWS2ded4HfbDA46RmmGk6KGyGEEI6zOxueOAonrWc/TAZ4NQK6BeqbV2myP4SssfZl40DwfQsMckets5LiRgghhGN8lwrjjkGOtcEmzBNmREEzJ57uJvtdyHrZvmx6CHwmg8FJL50JQIobIYQQVc2iYM4p7XFBS294NwpqO+llHaUg+zXIfsse8x4D3vHOe+lM2EhxI4QQoupkWWD8Mfg+zR67IxAm1QMvJz37oRRkjYec9+0xnwng/aR+OYkKkeJGCCFE1UjOg5FHYU+OtmwAxtSFwbWc9+yHKoDMMWBeao/5vA7ew/TLSVSYFDdCCCEq344s7Y6oM9bGYV83mBoJXfz1zas0Kg8yHoPcL6wBN/B9B0wD9MxKXAJdzwmuX7+e3r17U69ePQwGA6tWrSr3a3/77Tc8PDxo1apVleUnhBDiEvzfeXjwsL2wifSEpTFOXtjkQPqDFxU2HuD3gRQ21ZSuxU1mZiYtW7Zk5syZFXpdamoqgwYN4pZbbqmizIQQQlRYgYJpJ7Q7ovKsd0Rd5wPLG0JjJx7oTmVC+kDIW2MNGMF/ERjv1DMrcRl0vSzVs2dPevbsWeHXPfzwwwwYMAB3d/cKne0RQghRRTIK4NkkWJ9hj90bDPHh2iSYzsqSBun9If93a8AXApaAZ2dd0xKXx0lb1Uu2YMECDhw4wMSJE8u1vtlsJi0trdBDCCFEJUrMhYGH7IWNOzA+HF6o5+SFzRlIu8te2BgCtJm9pbCp9qpVcbNv3z7Gjh3L0qVL8fAo30mn1157jcDAQNsjKiqqirMUQogaZHMm9DsIB6wTSQa4w/v1oV+IvnmVxXIC0vpAwU5t2RACAV+A5/X65iUqRbUpbgoKChgwYAAvvvgiV155ZblfFx8fT2pqqu2RmJhYhVkKIUQN8ulZeOgwpBZoyzFesDwG2vvpmlaZChIhtTcU/KMtG+pCwFfg0VLfvESlqTa3gqenp7N161a2b9/OiBEjALBYLCil8PDw4Pvvv+fmm28u8jqj0YjRaHR0ukII4bryFEw9AcvO2mM3+MEbkeDv5PMtFRyAtP+B5Zi27BYFASvBPUbfvESlqjbFTUBAAH/99Veh2OzZs/n555/5/PPPiYmRA1MIIapcaj48lQSbMu2xuFra4HzuTtxfA5C/B9L6gkrRlt0aWQubCH3zEpVO1+ImIyOD/fv325YPHTrEjh07CAkJITo6mvj4eI4dO8bixYtxc3PjqquuKvT6OnXqYDKZisSFEEJUgYNmGHEUjuZqyx4GmBgOdwXrm1d55G+HtHtBndOW3ZtDwOfgVkffvESV0LW42bp1K7GxsbblMWPGABAXF8fChQtJTk7m6NGjeqUnhBDigl/T4ZkkyLBoyyHu8E40tPHRN6/yyNsE6f1AXbibqzUEfApu1aAoE5fEoJRSeifhSGlpaQQGBpKamkpAQIDe6QghhHNTCpacgTdPgrWuoYkJZkRBPS9dUyuX3LWQ/gCQrS17dAD/j8HNiUdLFsWqyPd3tem5EUII4WC5FngpGVadt8du8YfXIsDHyRuHAXJXQ/owwHoZzfNm8F8IhmpwtklcFiluhBBCFHUmH0YlwvYse+yRUHgsFNycvHEYwLxCmwQT623qXr20uaIMcvdsTSDFjRBCiML+yYEnjkJynrZsNMDLEXBboL55lYeyQM57kDURsHZdeN0NfjPBIF95NYX8pIUQQtj9mAbxxyDb2mBTxwOmR8NV3vrmVR4FiZDxBORvsMeMg8D3TTBUmzFrRSWQ4kYIIYTWOPzBaZiRYo9d5Q3To6COp355lYdSYF4GWc/b74gCMD0JPuPBUA0uo4lKJcWNEELUdDkWmHAMvr1oYuFegfBiPTA5+RkPSwpkjIG8NfaYWwT4zZAJMGswKW6EEKImO5kHI4/Crhx77Mk6MKy285/xMH8FmU+DOmOPGfuBz6vgJkN91GRS3AghRE31VxaMTIRT+dqytxtMiYCbnbwwsKRC5ljI/cweM9QGv7fA6zb98hJOQ4obIYSoib45DxOOQ671jqIIT5gRDVeadE2rTLlrIfMJsCTbY169tKZht1Dd0hLORYobIYSoSSxKaxqee9oea+sDb0dBiBN/JahMyHwRzPPtMYM/+L4OXvc6/yU04VBOfCQLIYSoVJkF2m3eP6fbY32DYHw4eDpx43DeFm1APsshe8yzM/jOkBm9RbGkuBFCiJrgWK42o/c+s7bsBjwbBgNDnPeshzJD9huQPR37xFbe4DMRTENk7BpRIiluhBDC1W3L1KZSOGedisDfDd6Mgk5++uZVmvxd2tmagl32mMe12kjD7o31y0tUC1LcCCGEK1txDl5Ohnxr43B9L5gZDTFOOseSKoCcmZD1OmCd/gFP8H4WvJ+QKRREuchRIoQQrihfwbQTsOSsPdbBVztjE+ikM3oXHISMEZC/2R5zbwZ+s8Hjav3yEtWOFDdCCOFq0grgmST47aKpCAaGwDNh4OGE/TVKgXkBZE4CLsxCbgDTE+DznMzkLSpMihshhHAlh83ajN6HcrVlD7S7oe4O0TWtEhUch8wnIe8Xe8wtRuut8WynX16iWpPiRgghXMXGDHg6EdKsdxYFuWvj11znq29exVEKcj+HzOdAXTSnlfFB8J0IBidudhZOT4obIYSo7pSCj8/C1BNgvSGKK4zaiMORXrqmVizLach8BnK/sscMYeA3Hbxu1i8v4TKkuBFCiOoszwKvnIDPz9ljN/lrc0T5OmHjcO632ize6pQ95tUXfKeAW5BuaQnXIsWNEEJUV+fyYXQibM2yx4bWhpF1wN3JGoct6ZA1Dswf22OGEPB9A4x99MtLuCQpboQQojral6M1DidZx4LxMsCL9aB3kK5pFStvA2Q8AZZEe8yzG/i9DW519ctLuCwpboQQorpZmw7PJkGWtXG4tgdMj4JrfPTN679UNmRNhpz3Lwr6gu+rYBzgvNM+iGpPihshhKgulIL5p+GdFLAOOExzE0yPhjBPXVMrIv8PyHgcCvbZYx4drdMnROuXl6gRpLgRQojqwGyBicfh61R7rHsATI4AbyeaQFLlQfY0yH4b+61bRvAZD6aHZbJL4RBS3AghhLM7lQdPJsKf2fbYiFB4ONS5Lu3k/2Od7PJPe8y9pXX6hCb65SVqHCluhBDCme3KhpFH4WS+tuxtgFcjoWuAvnldTBVAznuQ9Spgtgbdwfsp8B4NBie7ZCZcnhQ3QgjhrL5LhXHHIMfaYBPmCTOjoKm3vnldrOCIdbLLBHvM/UrwmwUerfXLS9RoUtwIIYSzsSiYfQreu2igu5be8G60dmeUM1AKzB9B5ngg0xo0gOkR8HkeDE5UgIkax0l+S4QQQgDa7d3jjsEPF823dGcQvBAOXk7SjGs5ARmjIe8He8wtGvxmgGcn/fISwkqKGyGEcBbJufBEIvyToy0bgKfqQlwt52kcNq/S5oVSF033YLwffF8Gg79uaQlxMSluhBDCGWzPgiePwlnr7dN+bjA1Ejo7ScFgOQeZz0LuF/aYoY42yrBXd/3yEqIYUtwIIYTe/u88TDoOedbG4SgvrXG4kUnXtGxyf4SMJ0GdtMe8+oDvVHCrpV9eQpRAihshhNBLgYK3T8LCM/bY9b7wViQEOcGfZ5UBmRPBvMgeMwRqRY3X/5znUpkQ/+EEvz1CCFEDZRTAM0nwa4Y91i8YngsHTycoGvI2abd4Ww7bY543g++74B6uW1pClIcUN0II4WhHc2HEUThoHfDOHYgPh34huqYFgMqBrNchZxb2Cax8wfdFMMbJ2RpRLUhxI4QQjrQ5E0YnQqq1cTjAHd6OhHZ++uYFkP+ndfqEf+wxj3bWyS5j9MtLiAqS4kYIIRxl+Vl4PRmsMynQ0Kg1DkcbdU0LZYGcmdbpEy4k5wU+Y8H0OBjc9cxOiAqT4kYIIapanoIpybD8orFhbvTTbvX217lwsJzXztbkfW+PuV9tnT6huW5pCXE5dB3ucv369fTu3Zt69ephMBhYtWpVqetv2LCBTp06UatWLby9vWnatClvv/22Y5IVQohLkZoPjxwpXNgMrgUzo/UvbPK3Q+rNFxU2BvAeBYHfSWEjqjVdz9xkZmbSsmVLHnzwQfr27Vvm+r6+vowYMYJrrrkGX19fNmzYwMMPP4yvry8PPfSQAzIWQogKOGDWGocTc7VlTwNMDIc7g/XNSykwL7DOC2XNzRACfu+B1826piZEZTAopVTZq1U9g8HAF198wZ133lmh1/3vf//D19eXJUuWlGv9tLQ0AgMDSU1NJSAg4BIyFUKIcvg1XbvVO8OiLYe4axNftvbRNy+VARlPQe4Ke8zjWvCbB+4R+uUlRBkq8v3tJLOwXZrt27ezceNGunTponcqQgihUQoWnobHj9oLmyYm+KSh/oVN/l5I7Va4sDE9DAFfSmEjXEq1bCiOjIzk1KlT5OfnM2nSJIYNG1biumazGbPZbFtOS0srcV0hhLgsuRZ4KRlWnbfHbvWHVyPAR+f+GvPnkDEGyNKWDX7gOx2Md+ialhBVoVoWN7/++isZGRls2rSJsWPH0rhxY/r371/suq+99hovvviigzMUQtQ4p/Nh1FHYkW2PPRIKj4WCm44D3ymz1ltjXmCPubcA/3ng3li/vISoQtW+52by5MksWbKEvXv3Fvt8cWduoqKipOdGCFF5/smBJ45Ccp62bDTA5AjoGahvXgVHIH0IFOy0x4wDwPd1MOh8iUyICqpIz021PHNzMaVUoeLlv4xGI0ajzgNkCSFc149pEJ8E2db/T6zrAdOjoYW3vnnlroGMx0GlWgMm8J0CpoG6piWEI+ha3GRkZLB//37b8qFDh9ixYwchISFER0cTHx/PsWPHWLx4MQCzZs0iOjqapk2bAtq4N2+++SZPPPGELvkLIWowpeD9UzDzlD12tTdMj4JQTx3zytdGGs6Zbo+5xYD/AvC4Sr+8hHAgXYubrVu3Ehsba1seM2YMAHFxcSxcuJDk5GSOHj1qe95isRAfH8+hQ4fw8PCgUaNGvP766zz88MMOz10IUYNlW2DCMVhz0Q0KvQLhpXpg1PEmVMtJSB8O+RvtMa/e2kzebnIZXtQcTtNz4ygyzo0Q4rKczNP6a3bnaMsG4Mk6MLS2vjNm5/2mFTYqxRrwAJ9J2q3eMpO3cAE1qudGCCEc5s8sGJmo3RkF4OMGUyIgVsf/UVIKcmZA1iuAdaZxt3BtUD7P6/XLSwgdSXEjhBDl8fV5eOE45FpPdkd4woxouNKkX06WVMgYAXnf2mOencHvfXAL1S8vIXQmxY0QQpTGouDdFJh32h671gfeioIQHf+E5v+l3eZtOWSPeT8F3s+CQecBA4XQmRQ3QghRkswCGHsMfkm3x/oGwfhw8NSxcThnKWQ+B1zo+wkCvzng1VW/nIRwIlLcCCFEcZJytcbhfdZxtNyAZ8NgYIh+DboqGzLHgnmpPebeCvzng3u0PjkJ4YSkuBFCiP/amgmjE+GctUHX3w3ejIJOfvrlVHDIOtrwX/aYcTD4vgIGGahUiItJcSOEEBf7/BxMPg7WG6Jo4KU1DsfoWEDkrtYah9WFcXV8wO9NMN6rX05CODEpboQQAiBfwZsn4KOz9lhHX3gjCgJ1atBV+dot3jkz7DG3xtbRhpvpk5MQ1YAUN0IIkVoATydCQqY9dn8IPB0GHjr11xQ72nAf8HsHDP765CRENSHFjRCiZjtshhFH4XCutuxh0O6GujtYv5yKHW34RTA9JKMNC1EO5b6XMSkpqSrzEEIIx/stAwYctBc2we7wYX39ChulIHs6pP3PXti4hUPAl+At0ygIUV7lLm6uuuoqlixZUpW5CCGEYygFH52BR49AmkWLXWGEZQ3hWl99crKkQvogyHoJ2zQKnp0h8GeZRkGICip3cfPqq6/y+OOP07dvX86cOVOVOQkhRNXJs8CLyfD6CbDWNcT6w0cxEOmlT075f0HqrYWnUfB+Cvw/k2kUhLgE5S5uHnvsMXbu3Mm5c+do0aIFX375ZVXmJYQQle9sPgw/ot3ufcGw2vBuFPjqdEdUzlJI7WmfRsEQBP7LwCdeplEQ4hJVqKE4JiaGn3/+mZkzZ9K3b1+aNWuGh0fht/jjjz8qNUEhhKgU/+ZoIw4fy9OWvQzwUj24PUiffGS0YSGqTIXvljpy5AgrVqwgJCSEPn36FCluhBDC6fySBs8dgyzrdahQD5geBVf76JOPjDYsRJWqUGUyd+5cnnrqKW699Vb+/vtvQkPlWrAQwokppc3m/W4KKGusuUkbcbiupz45yWjDQlS5chc3PXr0YPPmzcycOZNBgwZVZU5CCHH5zBZ44Th8k2qP9QiAlyPAW4cZvWW0YSEcptzFTUFBAX/++SeRkZFVmY8QQly+U3kwMhH+yrbHnqgDD9XWZ6wYGW1YCIcqd3Hzww8/VGUeQghROXZlw8ijcNI686W3AV6NhK4B+uSTlwDpQ2W0YSEcSLqBhRCu49tUmHAMcqwNNuGeMCMKmno7PhelIGceZI3HNsW4Wzj4zZNB+YSoYlLcCCGqP4uC2afgvVP2WGsfeCcKaunwZ07lQOazYP7YHvPsDH7vy6B8QjiAFDdCiOotywLPJ8GP6fbYnUHwQjh46dA4XHAcMgZD/kVjfpkeB58JYJA/uUI4gvymCSGqr+O58EQi7M3Rlt2Ap+rCoFr69LPkbdLGr7H113hrTcPGvo7PRYgaTIobIUT1tD0LnjwKZ62TTPq5wRuRcKMOdx8pBeYFkPk89v6aKPBfDB5XOz4fIWo4KW6EENXPqnPa5Jd51sbhKC+YGQ2NdBjdV5mt/TUXTaPgcSP4fwhutRyfjxBCihshRDVSoOCtk7DojD3WzhfeioRAHf6cWZIh/UHI32qPmR4Fn4nSXyOEjuS3TwhRPaQXwLNJ8GuGPdY/BJ4NA089+ms2Q/rgi/prTOD3NhjvcXwuQohCpLgRQji/o2YYkQgHzdqyOxAfDv1C9MknZyFkxgPWGcbdIsF/EXi01CcfIUQhUtwIIZzb7xkwOgnSrI3Dge7wdhRc7+v4XJRZK2rMi+0xjxus/TW1HZ+PEKJYUtwIIZzX8rPwWjJY6xoaGrXG4Wgvx+diOWHtr9lij5ke1qZSkP4aIZyK/EYKIZxPnoLXk+GTc/bYjX7ard5+7jrks8XaX3PSGjBa+2vudXwuQogySXEjhHAu5/NhTBJszrTHBteC0XXBXYfG4Zwl2q3etv6aCGt/TSvH5yKEKBcpboQQzuNAjtY4nJirLXsaYFI96BPk+FxUrjYon3mhPebREfznyfxQQjg5KW6EEM5hfTo8kwSZFm05xB2mR0MrH8fnYjmpTaOQ/7s9ZhoOPi+BwdPx+QghKkSKGyGEvpSChWe0wfmsAw7T1AQzoiBch8bhvG3axJeWZGvACL5vgqm/43MRQlwSKW6EEPrJtWjTKPzfeXusawC8EgE+OszonbMUMp8BrJfF3MKt/TVtHJ+LEOKSSXEjhNDH6Xxt4sud2fbYI6HwWCi4ObhxWOVB5ngwz7PHPNqD/3xwq+PYXIQQl02KGyGE4+3JhicS4YT1DiSTQTtb0z3Q8blYUqz9NZvsMeNQ8H0ZDDpcFhNCXDYpboQQjvVDGjyfBNnWBpu6HjAjGpp7Oz6X/D+08Wssx60BL/B9A0wDHZ+LEKLS6HBR2279+vX07t2bevXqYTAYWLVqVanrr1y5kq5duxIaGkpAQAAdOnTgu+++c0yyQojLoxS8lwKjE+2FzTXesLyhPoVNzjJI7W0vbAxhEPCVFDZCuABdi5vMzExatmzJzJkzy7X++vXr6dq1K6tXr2bbtm3ExsbSu3dvtm/fXsWZCiEuS7YFnk6CmafssdsDYUEDCHXwrdUqT5sfKvMJwDoRp0c7CPoJPNs6NhchRJUwKKVU2atVPYPBwBdffMGdd95Zode1aNGC++67jxdeeKFc66elpREYGEhqaioBAQGXkKkQokJO5MHIo7A7R1s2AKPqwJDaYHBw47DlFKQPhfyN9phxMPi+Kv01Qji5inx/V+ueG4vFQnp6OiEhISWuYzabMZvNtuW0tDRHpCaEAPgzC0YmandGgXZ799RIuMnf8bnk74D0OLAcswY8wXcKmAY5PhchRJXS9bLU5Zo2bRqZmZnce2/Jk9e99tprBAYG2h5RUVEOzFCIGuyr8zD4sL2wifSEpTH6FDbmTyC1l72wMdSFgC+lsBHCRVXb4mbZsmVMmjSJTz75hDp1Sh6HIj4+ntTUVNsjMTHRgVkKUQNZFLx9EuKPQa71qve1PrCsIVxhcmwuKg8yx0HG49j7a66z9tdc59hchBAOUy0vS33yyScMHTqUzz77jFtvvbXUdY1GI0aj0UGZCVHDZRbAc8dgbbo9dncwjAsDTwf/v5TlNKQPg/wN9phxEPi+Bgb5myCEK6t2xc2yZcsYMmQIy5Yto1evXnqnI4S4ICkXnjgK+6xnSNyBZ8NgQIjjG4fzd1r7a5KsAU+tqDENdmweQghd6FrcZGRksH//ftvyoUOH2LFjByEhIURHRxMfH8+xY8dYvHgxoBU2gwYN4t1336V9+/acOHECAG9vbwIDdRjZVAih2ZKpjV9zvkBbDnCDN6Ogo5/jczF/ChljgAt3Z9UB/wXg2c7xuQghdKFrz83WrVtp3bo1rVu3BmDMmDG0bt3adlt3cnIyR48eta3//vvvk5+fz+OPP054eLjt8eSTT+qSvxAC+OwsDD9sL2xivODjho4vbFQeZD4PGY9hK2w82lr7a6SwEaImcZpxbhxFxrkRopLkK5h6Aj4+a4918oM3IiHA3bG5WE5Z54dKsMeMD4Dv69JfI4SLqDHj3AghdJJaAE8nQkKmPfZACDwVBh6O7q/57/xQnlpRY4pzbB5CCKchxY0QomIOmWHEUTiSqy17GGBCOPQNdnwuOR9D5jPYbvM21AX/hXKbtxA1nBQ3Qojy+y1DO2OTbtGWg93hnSho6+vYPFQuZI4H83x7zKMd+M8DtzDH5iKEcDpS3AghyqYUfHQW3jgB1rqGK4wwMxoiHDwnk+Wktb/md3vMOAR8J8v8UEIIQIobIURZ8iwwORlWnLfHbvaH1yLA18GNw3lbtP4addIaMILvG2Aa4Ng8hBBOTYobIUTJzuZr49dsy7LHhteGJ+qAm4Mbh3MWQeZYIE9bdqun9dd4tHFsHkIIpyfFjRCieHtztBGHj1uLCS8DvFwPegU5Ng9l1ooa8xJ7zKOjtb8m1LG5CCGqBSluhBBF/ZymzRGVbW2wCfWA6VFwtY9j8yhIhozBkL/NHjM9DD6TwODp2FyEENWGFDdCCDul4MPTMD0FLgzv2cIE06OhroOLibxNWuOwSrEGTOD3FhjvdWweQohqR4obIYQmxwITj8M3qfZYzwB4OQJMDpypRSntFu/McUC+FnOLsvbXtHRcHkKIakuKGyEEpOTByET4O9see6IOPFTbsTN6qxxtUD7zMnvMszP4zQW3Wo7LQwhRrUlxI0RN93c2jDwKKdazJN5u2m3etzp47rWCY5AeBwU77DHT4+AzAQzyp0oIUX7yF0OImmx1Kkw4BmZrg024J8yIhqYmx+aRtwHSh4E6bQ14g9+7YPyfY/MQQrgEKW6EqIksCmalwPun7bHWPtpUCrUc+GdBKcj5ALJeAAq0mFt98F8EHlc5Lg8hhEuR4kaImiarAOKPwU/p9tidQfBCOHg5snE4CzLGQO7n9phnLPh9AG46TMIphHAZUtwIUZMcz9Vm9P7XOou2G/B0XXiglmMbhwuOWvtr/rLHvEeBdzwYHDylgxDC5UhxI0RN8UcWjDoKZ62Xf/zc4M1IuMHfsXnkroOM4aDOWgO+4DcDjHc4Ng8hhMuS4kaImuCLc/BiMuRbG4ejvbTG4UZGx+WgFOTMgqyXsE0t7hYD/kvAo6nj8hBCuDwpboRwZQUK3joJi87YY+19YVokBDqycTgTMp6E3FX2mOet4Pc+uAU6Lg8hRI0gxY0Qriq9AJ5Jgg0Z9lj/EHg2DDwd2V9zyNpfs9se834KvJ8DgwMbmIUQNYYUN0K4oiNmrXH4UK627AE8Hw73hjg2j9yfIOMhUNYpHQx+4DcbvG5zbB5CiBpFihshXM2mDBiTBGnWxuFAd3g7Cq73dVwOSkHOu5D1CrYZON0aQ8AScL/CcXkIIWokKW6EcCXLzsDrJ2zj4dHIqDUOR3s5LgeVDhkjIfcre8yzp3bGxs3Bd2YJIWokKW6EcAV5Cl5Lhk/P2WNd/GBKJPg5cNyYgv3W/pq91oBB663xHiP9NUIIh5HiRojq7nw+jE6ELVn22JBa8GRdcHdg43Dud5DxiHbmBsAQAH7vgVc3x+UghBBIcSNE9bY/R2scTsrTlj0NMKke9AlyXA7KAtnTIHuKPebeBPwXg3sjx+UhhBBWUtwIUV2tS4dnkyDTOiBeLQ94Nwpa+TguB0saZDwGeWvsMa/e4DcdDNJfI4TQhxQ3QlQ3SsGCM/D2SduNSDQzwfRoCPd0XB75/0L6ILDstwYM4DMeTCMdO0+VEEL8hxQ3QlQnZgu8eBy+TLXHugXA5AjwcWDDbu5qSH8UyNSWDUHaaMNetzguByGEKIEUN0JUF6fz4MlE2Jltjz0WCo+EgpuDzpSoAsieqvXYXODeAvwXgXsDx+QghBBlkOJGiOpgT7bWOHwyX1s2GeCVCOjuwHmZLKmQ8TDk/WiPed0Ffu+AwYEDBAohRBmkuBHC2X2fCuOOQba1waauhzYwX3Nvx+WQv8faX3PIGnADn4lgekz6a4QQTkeKGyGclVLw3imYdcoea+mt3RFV24GNw+b/00YctvXXhID/h+DZ2XE5CCFEBUhxI4QzyrbA+GPwXZo91jtQG8PG6KDGYVWgzQ2VM90ec7/a2l8T7ZgchBDiEkhxI4SzSc6DkUdhT462bABG14UHaznuEpDlnDabd94v9pjXPeD3FhgceDlMCCEugRQ3QjiTnVkwMhHOWBuHfdxgaiTc5MAB8fL/1uaHshyxBtzB52UwDZf+GiFEtSDFjRDO4svzMOk45FobhyM9YWY0NDY5LgfzCsgYBVhvNzfUBv954NnJcTkIIcRlkuJGCL0VKHj3JMw/Y49d6wNvR0Gwg35FVT5kvQg5c+wx91bW/poIx+QghBCVRIobIfSUUQDPJcG6DHvsnmB4Pgw8HdQ4bDkN6cMh/1d7zDgAfKeCwYFnjYQQopJIcSOEXhJz4YmjsN+sLbsDY8OgX4jjelvyd1r7a5KsAQ/wfRWMD0p/jRCi2nLgZDRFrV+/nt69e1OvXj0MBgOrVq0qdf3k5GQGDBhAkyZNcHNzY9SoUQ7JU4hKtzkT+h+0FzYBbvBefejvwDuizJ9Cai97YWOoAwGrwDREChshRLWma3GTmZlJy5YtmTlzZrnWN5vNhIaGMm7cOFq2bFnF2QlRRT47Cw8dhvMF2nKMFyxrCB38HLN9lQeZz0PGY4D1dnOPayHwJ/Bs75gchBCiCul6Wapnz5707Nmz3Os3aNCAd999F4D58+dXVVpCVI18BVNPwMdn7bFOfvBGJAS4OyYHSzpkDIW8n+0x4yDwfQ0MRsfkIIQQVczle27MZjNms9m2nJaWVsraQlSR1AJ4KhE2Zdpjg2rBmLrg4aBLQAXHIb0/FOyyBjzB93UwxTlm+0II4SC6XpZyhNdee43AwEDbIyoqSu+URE1z0AwDDtoLGw8DvFQPng1zXGGT/zekdbcXNoYgCFgphY0QwiW5fHETHx9Pamqq7ZGYmKh3SqIm2ZAOAw/CkVxtOcQd5teH/wU7LgeVA2n9wJKsLbvVh8BvwbOD43IQQggHcvnLUkajEaNRegmEgykFH52FN06AxRq70qiNOFzPy7G5GEzg9y6kDwCPluC/FNxCHZuDEEI4kMsXN0I4XK4FXk6GL87bYzf7w+sR4OOgxuH/8roF/JeDZzsw+OiTgxBCOIiuxU1GRgb79++3LR86dIgdO3YQEhJCdHQ08fHxHDt2jMWLF9vW2bFjh+21p06dYseOHXh5edG8eXNHpy9EUWfyYXQi/JFljz1UG0bUATedx47xitV3+0II4SAGpZTSa+Nr164lNrboH9y4uDgWLlzI4MGDOXz4MGvXrrU9ZyhmcLH69etz+PDhcm0zLS2NwMBAUlNTCQgIuNTUhShqb4424vDxPG3ZaICXI+C2QH3zEkIIF1CR729dixs9SHEjqsRPaTD2GGRbG2xCPWB6NFztrW9eQgjhIiry/S09N0JcDqVg7mmYnmKPXeUN06Ogjqd+eQkhRA0mxY0QlyrHAi8ch9Wp9thtgdoYNiaXH2VBCCGclhQ3QlyKlDytv2ZXjj02sg4Mry2TTgohhM6kuBGiov7KhiePQkq+tuztpt3mfYv0cAkhhDOQ4kaIilidChOOgdnah1/PE2ZEQxOTvnkJIYSwkeJGiPKwKJiZAh+ctsfa+MDbUVBLfo2EEMKZyF9lIcqSVaDd5v1zuj12VxC8EA6e0jgshBDORoobIUpzPBdGHIV/zdqyG/BMGNwfIo3DQgjhpKS4EaIkf2TCqEQ4W6At+7vBm1HQyU/fvIQQQpRKihshirPinDb5Zb61cTjaS5vRu6HMMC+EEM5OihshLpav4K2TsPiMPdbeF6ZFQqD8ugghRHUgf62FuCCtAJ5Jgt8y7LEBIfBsGHhIf40QQlQXUtwIAXDErDUOH8rVlj2A58Ph3hBd0xJCCFFxUtwIkZABTyVpZ24AgtzhrSi43lffvIQQQlwSKW5EzaUULDsLU06Ata6hsVEbcTjKS9fUhBBCXDopbkTNlKfg1WT47Jw91sUPpkSCn7t+eQkhhLhsUtyImudcPoxOhK1Z9tjQ2tqs3u7SOCyEENWdFDeiZtmfozUOJ+Vpy54GeLEe3BGka1pCCCEqjxQ3ouZYmw7PJkGWRVuu5QHTo6Clj755CSGEqFRS3AjXpxQsOANvnwTrgMM0M8H0aAj31DU1IYQQlU+KG+HazBaYdBy+SrXHugfAyxHgIzN6CyGEK5LiRriu03nwZCLszLbHHg+FR0JlRm8hhHBhUtwI17Q7G544CifztWWTAV6NgG6B+uYlhBCiyklxI1zPd6kw7hjkWBtswjxhRhQ089Y3LyGEEA4hxY1wHRYFc05pjwtaesO7UVBbGoeFEKKmkOJGuIYsC4w/Bt+n2WN3BMLEemCUxmEhhKhJpLgR1V9yHow8CntytGUDMKYuDK4ljcNCCFEDSXEjqrcdWdodUWesjcO+bjA1Err465uXEEII3UhxI6qv/zuvjWGTZ20cjvSEmdHQ2KRrWkIIIfQlxY2ofgoUvHNSG3X4gut84O0oCJJDWgghajr5JhDVS0aBNj/U+gx77N5giA/XJsEUQghR40lxI6qPo7nawHwHzNqyO1pR0y9E17SEEEI4FyluRPWwORNGJ0JqgbYc4A5vRUJ7P33zEkII4XSkuBHO79Oz8GoyWG+IIsZLaxyub9Q1LSGEEM5JihvhvPIUTD0By87aYzf4wRuR4O/ugO1bwFMGABRCiOpG/nIL55SaD48eKVzYxNWCWdGOKWzO5MCzv8E3h6t+W0IIISqVnLkRzueAWWscPpqrLXsYYGI43BXsmO0fSoOXNsPpHDiYCnV94No6jtm2EEKIyybFjXAuv6bDM0mQYdGWQ9zhnWho4+OY7W89CVP/gGxr43JtbwiVQQGFEKI6keJGOAelYMkZePMkWOsamphgRhTU83JMDl8fgrm77Nu/MgjGXwfB0rgshBDVia49N+vXr6d3797Uq1cPg8HAqlWrynzNunXraNu2LSaTiYYNG/Lee+9VfaKiauVaYMJxmHpRYXOLPyxp4JjCpkDB+3/D+xcVNp3C4ZUOUtgIIUQ1pGtxk5mZScuWLZk5c2a51j906BC33XYbN954I9u3b+f5559n5MiRrFixooozFVXmTD4MPQKrzttjD9fWplLwcUDjcFY+TN4CXx+2x+5uBM+2AZMDti+EEKLS6XpZqmfPnvTs2bPc67/33ntER0fzzjvvANCsWTO2bt3Km2++Sd++fasoS1Fl/snRGoeT87RlowFejoDbAh2z/dPZ8NIWrYEYwN0Aj18NXaMds30hhBBVolr13CQkJNCtW7dCse7duzNv3jzy8vLw9PQs8hqz2YzZbLYtp6WlVXmeohx+TIP4Y5BtvQ5UxwOmR8NV3o7Z/v7z8PIWOGs9Nnw94fm2cE1tx2xfCCFElalW49ycOHGCunXrForVrVuX/Px8Tp8+XexrXnvtNQIDA22PqKgoR6QqSqIUvH8KRiXaC5urvGF5Q8cVNptOwNgEe2ET5gNvdJLCRgghXES1Km4ADIbCMz8rpYqNXxAfH09qaqrtkZiYWOU5ihLkWLQZvWek2GO9AmFhA6hT9KxbpVMKVh2EV7eC2Xqrd7NgeLMTRMkcVUII4Sqq1WWpsLAwTpw4USiWkpKCh4cHtWrVKvY1RqMRo1HueNHdyTwYeRR25dhjT9aBYbWhhMK0UqVkwfw98FuyPda5HjzZErykcVgIIVxJtSpuOnTowFdffVUo9v3333PttdcW228jnMRfWTAyEU5ZZ770doMpEXBzQNVvOzsfPt+vnbHJtdjj/a6AAVc6prASQgjhULoWNxkZGezfv9+2fOjQIXbs2EFISAjR0dHEx8dz7NgxFi9eDMAjjzzCzJkzGTNmDMOHDychIYF58+axbNkyvT6CKMs357UxbHK1y4fU84QZ0doAfVXJouDnJFj8D5yzN5QT4AUPtYAuEVW7fSGEELrRtbjZunUrsbGxtuUxY8YAEBcXx8KFC0lOTubo0aO252NiYli9ejWjR49m1qxZ1KtXj+nTp8tt4M7IomB6Cnx4UaN3Wx9t/JqQKj7s/j4DH+6GA6n2mIcBbo+B+64APznLJ4QQrsygLnTk1hBpaWkEBgaSmppKQIADLovURJkF2m3eP6fbY32DYHw4eFZhD/uJLFj4n74agPZ14cHmUM+36rYthBCiSlXk+7ta9dyIauBYLow4Cvusl4LcgGfC4P6QqutvycqDT/fD/x2C/Iv6amICYFhzucVbCCFqGCluROXZlqmNX3POepu1vxu8GQWdqug26wIFPybCR//A+Vx7PMgL7m8Kt0Zpow4LIYSoUaS4EZVjxTl4ORnyrVc563vBzGiIqaLb8P88rfXVHLpoxGkPN+gTA/c2Bh/pqxFCiJpKihtxefIVvHkCPjprj7X3hWlREFgF48ccz4QFu2HTycLxTuEwuCmESV+NEELUdFLciEuXVgBPJ8LGTHtsYIjWY+NRyZeDkjK08WrWHtMuR13QKFDrq7mq+EEchRBC1DxS3IhLc9iszeh9yNrr4gGMC4d7Qip3OwdS4bP9sDEZLr6vL9gIg5rCzZHgJn01Qggh7KS4ERW3MUM7Y5NmvTMpyF0bv+a6SrwktPssfLoPtp0qHPf1hDsawF2NwFsOXyGEEEXJt4MoP6Xg47Mw9QRYb4iisVFrHI70qpz3335Ku61719nCzwUZ4a6G0KM++MhhK4QQomTyLSHKJ88Cr5yAz8/ZYzf5w+sR4HeZjcMWBZtOaJef9qcWfq6ON/yvkXZbt1EmuBRCCFE2KW5E2c7lw+hE2Jpljw2tDSPrXN44MvkWWH9caxROzCj8XIQv3NNYmwPKowpHNRZCCOFypLgRpduXozUOJ+Vpy14GeLEe9A669PfMLYCfkrSiJiW78HMNA+DeK6B9mAzAJ4QQ4pJIcSNK9ksaPHcMsqyNw7U9YHoUXONzae+XnQ/fHoFVBwvP1A3QPEQbfK9NaNVN0yCEEKJGkOJGFKUUzD8N76TYb79uboLp0RBWgZF/lYIzObAvFf45Cz8kQnpe4XXahGpFTQsZp0YIIUTlkOJGFGa2wMTj8PVFjb3dA2ByBHiX0fuiFPxzDv44pTUG70+F8+ai6xmADmFwzxXQOLBS0xdCCCGkuBF2p/LgyUT486I+mBGh8HAZl4qSMrSRg9cdgxNZJa/nZoCbIuDuRhDlX3l5CyGEEBeR4kZodmXDyKNwMl9b9jbAq5HQNaD49c+Z4dfjsDZJu+xUHD9P7czMFUHaf5sFQ7CpStIXQgghLpDiRsCaVBh/DHKsDTZhnjAzCpp6F14vJ1+bsHJtEmw/rY1PczE34Jra2u3bV9WCut7SHCyEEMLhpLipySwKZp+C9y6a4qClN7wbrd0ZBZCRB1tOQsIJ2JYCuZai79MwAGIj4cZ6UEvOzAghhNCXFDc1VZYFxh2DH9LssT5BMDEcsvLgu2Ow8QT8eRryVdHXh3pr/TM3RUC09M8IIYRwHlLc1ETJufBEIvyToy0bgEeDINIML2yCPWehmBM0BHlpg+vdFAHNQmQ2biGEEE5JipuaZnsWPHkUzhaARx4EZ0HjPPj2UPHrh3prt213DIOmITJqsBBCCKcnxU1NsSsblp6BH06BMRMiMsHLOqDeif+sG+ELHcO1oqZxoDQFCyGEqFakuHFleRb4Pg0WJ8Hxc+CbCWH5xa/bMMBe0ET5SUEjhBCi2pLixhWdNMMHibAhGdwywKMAgopZr1mwVsx0CIMwX0dnKYQQQlQJKW4qU04+mHTapXkFsP0UzDoIp86DuwW8/rOOAW38mRvCoV2Y3LYthBDCJUlxU1lOZMLj6+D6utqYL21CwaOMuZguV3a+NvZMwgnYkqItA7hftI7BAI1D4LYIuD4MAv5b8QghhBCuRYqbyvLLMW2Auw3J2iPACzrXg9gIbfqByuphyciFzSmwMVk7U1PcoHrKAHWD4I4o6FoPfOTHLIQQouaQb73K4uGmFTRpudpyWi58fVh7RPhaB7yLhDCfir2vRUFKljbdwcZk+OsMFBQzqJ6fJ7SrqzUFNwsBf8/L/URCCCFEtWRQShXzTem60tLSCAwMJDU1lYCAEiaFvFT5FvjjFPySBJtPFn9WpVmwdaqCcPC76BKRUnAmB46kw9F0+38TMyCnoPjtBRu1QfU6hmm9NFV9GUwIIYTQSUW+v6W4qSqZedqZlrXHtLMt/93LHm5wXR3tbM+FYiarhNu0L1bHWzs70zEMmgTLKMFCCCFqhIp8f8tlqari6wldo7XHqWxYd0zryzmarj2fb9EagUtjQLuMFe0PjQK1ZuWGATIGjRBCCFEKKW4cIdQb7m4MfRvBwTTtbM66Y3DOXHid+v4Q7Qf1A7T/RvqDyb3k9xVCCCFEEVLcOJLBoJ2BaRQIg5vCvlQtHu0HPtIALIQQQlQGKW704u4GTYP1zkIIIYRwOXJ7jRBCCCFcihQ3QgghhHApUtwIIYQQwqVIcSOEEEIIlyLFjRBCCCFcihQ3QgghhHApuhc3s2fPJiYmBpPJRNu2bfn1119LXX/WrFk0a9YMb29vmjRpwuLFix2UqRBCCCGqA13Hufnkk08YNWoUs2fPplOnTrz//vv07NmT3bt3Ex0dXWT9OXPmEB8fz9y5c7nuuuvYvHkzw4cPJzg4mN69e+vwCYQQQgjhbHSdOLNdu3a0adOGOXPm2GLNmjXjzjvv5LXXXiuyfseOHenUqRNvvPGGLTZq1Ci2bt3Khg0byrVNh02cKYQQQohKU5Hvb90uS+Xm5rJt2za6detWKN6tWzc2btxY7GvMZjMmk6lQzNvbm82bN5OXl1fia9LS0go9hBBCCOG6dCtuTp8+TUFBAXXr1i0Ur1u3LidOFD9bdvfu3fnwww/Ztm0bSim2bt3K/PnzycvL4/Tp08W+5rXXXiMwMND2iIqKqvTPIoQQQgjnoXtDscFgKLSslCoSu2DChAn07NmT9u3b4+npSZ8+fRg8eDAA7u7Fz54dHx9Pamqq7ZGYmFip+QshhBDCuehW3NSuXRt3d/ciZ2lSUlKKnM25wNvbm/nz55OVlcXhw4c5evQoDRo0wN/fn9q1axf7GqPRSEBAQKGHEEIIIVyXbndLeXl50bZtW3744QfuuusuW/yHH36gT58+pb7W09OTyMhIAJYvX87tt9+Om1v56rQL/dPSeyOEEEJUHxe+t8t1H5TS0fLly5Wnp6eaN2+e2r17txo1apTy9fVVhw8fVkopNXbsWPXAAw/Y1t+7d69asmSJ+vfff9Xvv/+u7rvvPhUSEqIOHTpU7m0mJiYqQB7ykIc85CEPeVTDR2JiYpnf9bqOc3Pfffdx5swZXnrpJZKTk7nqqqtYvXo19evXByA5OZmjR4/a1i8oKGDatGns3bsXT09PYmNj2bhxIw0aNCj3NuvVq0diYiL+/v4l9vY4SlpaGlFRUSQmJsrlsnKSfVZxss8qTvZZxck+qzjZZxWjlCI9PZ169eqVua6u49zUdDLmTsXJPqs42WcVJ/us4mSfVZzss6qj+91SQgghhBCVSYobIYQQQrgUKW50ZDQamThxIkajUe9Uqg3ZZxUn+6ziZJ9VnOyzipN9VnWk50YIIYQQLkXO3AghhBDCpUhxI4QQQgiXIsWNEEIIIVyKFDdCCCGEcClS3FyCSZMmYTAYCj3CwsJszyulmDRpEvXq1cPb25ubbrqJXbt2lfv9ly9fjsFg4M4776zQdp1ZVeyzhQsXFnlPg8FATk5OofVmz55NTEwMJpOJtm3b8uuvv1bJZ6xseu0zOc6KOn/+PI8//jjh4eGYTCaaNWvG6tWrC60jx1lhZe0zOc4Ku+mmm4r93ezVq1eh9arrceZoUtxcohYtWpCcnGx7/PXXX7bnpk6dyltvvcXMmTPZsmULYWFhdO3alfT09DLf98iRIzz99NPceOONFd6us6uKfRYQEFDoPZOTkzGZTLbnP/nkE0aNGsW4cePYvn07N954Iz179iw0rYcz02OflbVdZ1fZ+yw3N5euXbty+PBhPv/8c/bu3cvcuXOJiIiwrSPHWWHl2WdlbdfZVfY+W7lyZaH3+/vvv3F3d+eee+6xrVPdjzOHKveMk8Jm4sSJqmXLlsU+Z7FYVFhYmHr99ddtsZycHBUYGKjee++9Ut83Pz9fderUSX344YcqLi5O9enTp9zbdXZVsc8WLFigAgMDS93u9ddfrx555JFCsaZNm6qxY8eWO3e96LXP5DgrbM6cOaphw4YqNze3xHXkOCusPPtMjrPSvf3228rf319lZGTYYtX5OHM0OXNzifbt20e9evWIiYmhX79+HDx4EIBDhw5x4sQJunXrZlvXaDTSpUsXNm7cWOp7vvTSS4SGhjJ06NAKb7c6qIp9lpGRQf369YmMjOT2229n+/bttudyc3PZtm1bofcF6NatW5nv6ywcvc/K2m51UNn77Msvv6RDhw48/vjj1K1bl6uuuopXX32VgoICQI6z4pS1z8rabnVQFb+bF5s3bx79+vXD19cXcI3jzJGkuLkE7dq1Y/HixXz33XfMnTuXEydO0LFjR86cOcOJEycAqFu3bqHX1K1b1/ZccX777TfmzZvH3LlzL2m7zq4q9lnTpk1ZuHAhX375JcuWLcNkMtGpUyf27dsHwOnTpykoKKjw+zoLPfZZWdt1dlWxzw4ePMjnn39OQUEBq1evZvz48UybNo1XXnkFkOOsOGXts7K26+yqYp9dbPPmzfz9998MGzbMFqvux5nD6X3qyBVkZGSounXrqmnTpqnffvtNAer48eOF1hk2bJjq3r17sa9PS0tTDRo0UKtXr7bFirssVdp2q5vL3WfFKSgoUC1btlRPPPGEUkqpY8eOKUBt3Lix0HqTJ09WTZo0ufwP4WCO2Gdlbbe6qYx9dsUVV6ioqCiVn59vi02bNk2FhYUppeQ4K05Z+6ys7VY3lf27+dBDD6mrrrqqUMzVjrOqJmduKoGvry9XX301+/bts3XM/7eSTklJKVJxX3DgwAEOHz5M79698fDwwMPDg8WLF/Pll1/i4eHBgQMHytxudXO5+6w4bm5uXHfddbb9Ubt2bdzd3S/7fZ2FI/ZZWdutbipjn4WHh3PllVfi7u5uizVr1owTJ06Qm5srx1kxytpnZW23uqnM382srCyWL19e6KwNuN7fs6omxU0lMJvN7Nmzh/DwcGJiYggLC+OHH36wPZ+bm8u6devo2LFjsa9v2rQpf/31Fzt27LA97rjjDmJjY9mxYwdRUVFlbre6udx9VhylFDt27LDtDy8vL9q2bVvofQF++OGHCr2vs3DEPitru9VNZeyzTp06sX//fiwWiy3277//Eh4ejpeXlxxnxShrn5W13eqmMn83P/30U8xmM/fff3+huKsdZ1VO71NH1dFTTz2l1q5dqw4ePKg2bdqkbr/9duXv768OHz6slFLq9ddfV4GBgWrlypXqr7/+Uv3791fh4eEqLS3N9h4PPPBAqR3uxV2WKmu7zqwq9tmkSZPUmjVr1IEDB9T27dvVgw8+qDw8PNTvv/9uW2f58uXK09NTzZs3T+3evVuNGjVK+fr6yj4rZZ/JcVZ4nx09elT5+fmpESNGqL1796qvv/5a1alTR02ePNm2jhxnFd9ncpwV/x1www03qPvuu6/Y7Vbn48zRpLi5BPfdd58KDw9Xnp6eql69eup///uf2rVrl+15i8WiJk6cqMLCwpTRaFSdO3dWf/31V6H36NKli4qLiytxG8UVN2Vt15lVxT4bNWqUio6OVl5eXio0NFR169atyPVopZSaNWuWql+/vvLy8lJt2rRR69atq7LPWZn02mdynBX93dy4caNq166dMhqNqmHDhuqVV14p1E+ilBxnFd1ncpwV3Wd79+5VgPr+++9L3HZ1Pc4czaCUUnqfPRJCCCGEqCzScyOEEEIIlyLFjRBCCCFcihQ3QgghhHApUtwIIYQQwqVIcSOEEEIIlyLFjRBCCCFcihQ3QgghhHApUtwIIYQQwqVIcSOEqNYKCgro2LEjffv2LRRPTU0lKiqK8ePH65SZEEIvMkKxEKLa27dvH61ateKDDz5g4MCBAAwaNIidO3eyZcuWEidrFEK4JiluhBAuYfr06UyaNIm///6bLVu2cM8997B582ZatWqld2pCCAeT4kYI4RKUUtx88824u7vz119/8cQTT8glKSFqKCluhBAu459//qFZs2ZcffXV/PHHH3h4eOidkhBCB9JQLIRwGfPnz8fHx4dDhw6RlJSkdzpCCJ3ImRshhEtISEigc+fOfPvtt0ydOpWCggJ+/PFHDAaD3qkJIRxMztwIIaq97Oxs4uLiePjhh7n11lv58MMP2bJlC++//77eqQkhdCDFjRCi2hs7diwWi4UpU6YAEB0dzbRp03jmmWc4fPiwvskJIRxOLksJIaq1devWccstt7B27VpuuOGGQs91796d/Px8uTwlRA0jxY0QQgghXIpclhJCCCGES5HiRgghhBAuRYobIYQQQrgUKW6EEEII4VKkuBFCCCGES5HiRgghhBAuRYobIYQQQrgUKW6EEEII4VKkuBFCCCGES5HiRgghhBAuRYobIYQQQrgUKW6EEEII4VL+Hx+FnscYh4V+AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PENDRUC\n",
+      "75      -4.620282\n",
+      "299     -4.620282\n",
+      "187     -4.620282\n",
+      "411     -4.620265\n",
+      "523     -4.620268\n",
+      "           ...   \n",
+      "21243   -4.620145\n",
+      "21355   -4.620145\n",
+      "21691   -4.620147\n",
+      "21579   -4.620147\n",
+      "21467   -4.620147\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAREDO\n",
+      "35       50.241367\n",
+      "371      50.241367\n",
+      "2051     50.241367\n",
+      "2163     50.241367\n",
+      "4291     50.241367\n",
+      "           ...    \n",
+      "20419    50.437243\n",
+      "19523    50.437243\n",
+      "18627    50.437243\n",
+      "17731    50.437243\n",
+      "17619    50.437243\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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RFRXFt99+yy233IKbW+l/hs6NMP3222/j7++Pl5cXUVFRxV4eq4jly5fzj3/8gyFDhnDddddRv359jh49ygcffEBCQgLDhg0rclZtw4YNjBw5kkGDBpGUlMT48eNp3Lgxo0ePBsDPz4/p06cTGxvLiRMn+Otf/0qDBg04duwYW7du5dixY7z55puA9Wd2/fXX07VrVx588EEiIyPJzMxk9+7dfPHFF7YBQB955BHmzp1Lv379eOGFFwgLC2PhwoW2wFbZunTpwn333cc999zDhg0b6NatG76+viQnJ7Nq1SquuOIKHnzwQVq3bk3z5s0ZO3Ysxhjq1avHF198YasHO19Jn1N/f/9L6mtAQADdunVj6tSphISEEBkZycqVK5kzZ06JgzuW9TMUJ1Wz9dsitUNJd5O1bdu22ParV682nTt3Nj4+PiY0NNSMHDnSbNq0yQDm3XfftbUr7tZ6Y6x3xfTs2dMEBAQYT09PExERYf7617/a3XptjPXOnr59+5rAwEDj6elpmjdvbh599FG7NuPGjTONGjUyLi4udncX5efnm1deecVcdtllxt3d3YSEhJi7777bJCUllft9nrNixQoDmJdffrnUdhf67LPPDGBiYmLs5o8aNcoA5vXXXy+yDhfcTWaMMa+99pqJiooyrq6udse4pL7HxsYWuV38QklJSWbChAmmS5cuJjw83Li5uRl/f39zzTXXmOnTp5u8vDxb23N3In377bdm6NChJigoyHh7e5u//OUvZteuXUW2vXLlStOvXz9Tr1494+7ubho3bmz69etnPv74Y7t2e/fuNSNGjDCNGzc27u7uJjQ01Fx33XVF7mz67bffTExMjPHy8jL16tUz9957r+3YlvdusvXr1xe7vF+/fsUeq7lz55prrrnG+Pr6Gm9vb9O8eXMzbNgws2HDhiL98vf3N8HBwWbQoEHmwIEDxf4MS/qcRkREmH79+hXZP2D+/ve/FzlegJk6dapt3sGDB83AgQNNcHCw8ff3N3369DG//vqriYiIMLGxsUWOQ3l/huJcLMYYU/0RTMQ5PProoyxYsMBuEDpH9Pjjj/Pmm2+SlJR0yWdkHNG8efO45557WL9+fbFFyFL76WcopdFlMpEqcPToUdasWcPixYvp3LlzTXfnov3888/s3LmTmTNncv/99ztlEBKRuk9hSKQKfP3114wZM4Zrr72Wf//73zXdnYvWuXNnfHx86N+/Py+88EJNd0dEpEroMpmIiIg4Nd1aLyIiIk5NYUhEREScmsKQiIiIODUVUJehoKCAw4cP4+/vX+IjC0RERKR2McaQmZlJo0aNbM99LInCUBkOHz5M06ZNa7obIiIichGSkpLKfOi1wlAZzg0Xn5SUREBAQA33RkRERMojIyODpk2bluuxLwpDZTh3aSwgIEBhSERExMGUp8RFBdQiIiLi1BSGRERExKkpDImIiIhTU81QJcnPzyc3N7emuyEOwsPDo8xbPUVEpHooDF0iYwwpKSn88ccfNd0VcSAuLi5ERUXh4eFR010REXF6CkOX6FwQatCgAT4+PhqYUcp0biDP5ORkmjVrps+MiEgNUxi6BPn5+bYgVL9+/ZrujjiQ0NBQDh8+TF5eHu7u7jXdHRERp6aihUtwrkbIx8enhnsijubc5bH8/Pwa7omIiCgMVQJd5pCK0mdGRKT2UBgSERERp6YwJLXKvn37sFgsbNmypaa7IiIiTkJhyAkdPXqU+++/n2bNmuHp6Ul4eDg33XQTa9asqemu1UppaWkMHTqUwMBAAgMDGTp0qIZSEBGpQ3Q3mRMaOHAgubm5xMfHEx0dzZEjR/juu+84ceJETXetXA4ePEjjxo2rre5m8ODBHDx4kISEBADuu+8+hg4dyhdffFEt+xcRqbOW/gFZBdAtAAJrLpLozJCT+eOPP1i1ahWvvPIKPXv2JCIigquvvppx48bRr18/WzuLxcKbb75J37598fb2Jioqio8//thuW4cOHeJvf/sbwcHB1K9fnwEDBrBv3z67Nu+++y5t2rTBy8uL1q1bM3PmTLvl69ato0OHDnh5eXHVVVexefPmMt/DxIkTiY6OZtKkSSQmJl78wSiH7du3k5CQwDvvvEPnzp3p3Lkzs2fP5ssvv2THjh1Vum8RkTopqwCeTYL2W+HJ/TAxCSYl1WiXFIacjJ+fH35+fnz66adkZ2eX2nbixIkMHDiQrVu3cvfdd3PXXXexfft2AE6fPk3Pnj3x8/Pjhx9+YNWqVfj5+dGnTx9ycnIAmD17NuPHj+fFF19k+/btvPTSS0ycOJH4+HgATp06Rf/+/WnVqhUbN24kLi6OJ554osz38PrrrzNx4kRWrlxJy5Yt6datG3PmzCEzM7PU91zSq2/fviXua82aNQQGBnLNNdfY5l177bUEBgayevXqMvsqIiJnJWZBn9/g2l9gyQVXIgJda6ZPZ+kyWVW4Ckip5n2GAxvKbubm5sa8efMYNWoUb731Fh07dqR79+7ceeedXHnllXZtBw0axMiRIwF4/vnnWbp0KdOnT2fmzJksWrQIFxcX3nnnHdvlqnfffZegoCBWrFhB7969ef7555k2bRq33347AFFRUfz222/MmjWL2NhYFi5cSH5+PnPnzsXHx4e2bdty8OBBHnzwwVLfg7+/PyNGjGDEiBHs37+fBQsWMGXKFB5++GFuu+02YmNj6dWrl61fZRVje3t7l7gsJSWFBg0aFJnfoEEDUlKq+4csIuJgcg0kpFnP/pQk0hPGN6m+PhVDYagqpACHaroTJRs4cCD9+vXjxx9/ZM2aNSQkJDBlyhTeeecdhg8fbmvXuXNnu/U6d+5sCxYbN25k9+7d+Pv727XJyspiz549HDt2jKSkJO69915GjRplW56Xl0dgYCBgvQTVrl07u0ErL9xnWSIiIpgwYQITJkwgPj6eMWPGsHDhQtLS0ggKCgKgRYsWFdrmhYqrTTLGaKwgEZGSJOfAnKPwn+Mlt/lbfXiiMbjX/N9ShaGqEF779+nl5UVMTAwxMTE888wzjBw5kkmTJtmFoeKcCwAFBQV06tSJhQsXFmkTGhpKVlYWYL1Udv4lJgBXV+vpUGNMxTpdjNTUVBYtWsT8+fPZsmULffv2JTY21ha4wHqZrDRdu3blm2++KXZZeHg4R44cKTL/2LFjhIWFXVrnRUTqknwDqzPhX4chsZQyjFeaQe8gqEX/oVQYqgrluFxV21x++eV8+umndvN+/vlnhg0bZjfdoUMHADp27MiHH35IgwYNCAgIKLK9wMBAGjduTGJiIkOGDClxnwsWLODMmTO2S1U///xzmX3Nzs7miy++YP78+SQkJNC2bVtiY2P56quvCA0NLdL+Ui6Tde7cmfT0dNatW8fVV18NwNq1a0lPT+e6664rs68iInXe8Vz49ARML6V0IMQN3oiG1iX/va1JCkNO5vjx4wwaNIgRI0Zw5ZVX4u/vz4YNG5gyZQoDBgywa/vxxx9z1VVXcf3117Nw4ULWrVvHnDlzABgyZAhTp05lwIABPPfcczRp0oQDBw6wePFinnzySZo0aUJcXBwPP/wwAQEB9O3bl+zsbDZs2EBaWhqPPfYYgwcPZvz48dx7771MmDCBffv28eqrr5b5HkaPHs1XX33F4MGD2bBhQ5FapwtdymWyNm3a0KdPH0aNGsWsWbMA66315wq/RUSckjGw4RR8lApL00tu1ycIHmkI4R7V1rWLYqRU6enpBjDp6elFlp05c8b89ttv5syZMzXQs4uTlZVlxo4dazp27GgCAwONj4+PadWqlZkwYYI5ffq0rR1gZsyYYWJiYoynp6eJiIgwH3zwgd22kpOTzbBhw0xISIjx9PQ00dHRZtSoUXbHauHChaZ9+/bGw8PDBAcHm27dupnFixfblq9Zs8a0a9fOeHh4mPbt25tPPvnEAGbz5s0lvoddu3aZ3NzcyjsoZTh+/LgZMmSI8ff3N/7+/mbIkCEmLS3tkrbpiJ8dERGTnmvMe0eN+ctvxrTbUvJrdoox6Xk129VSvr8vZDGmEgo36rCMjAwCAwNJT08vcjkoKyuLvXv3EhUVhZeXVw31sGpYLBaWLFnCrbfeWtNdqZPq8mdHROoYY+DXM/CfVPgsreR2XhYY2wT+EgQeNT9yT2nf3xfSZTIREREp3n/T4N1j8PuZkttc6QMjw+B6f3CpPUXRFaEwJCIiIvbyDLx6CBaVcmt8TCDENoA/+ZTcxkEoDEmxdPVURMRJZeRBt20lL/9bfRgaCk08q69PVUxhSERERKyjRc8+Am8XHVuNYDe4sz7cEWL9dx1T8xVO5bRz504GDBhASEgIAQEBdOnSheXLl5e6jsViKfY1derUauq1iIhILXcyH+YfhT//r/ggNL4xfNMG7g+vk0EIHCgM9evXj7y8PL7//ns2btxI+/bt6d+/f6nPh0pOTrZ7zZ07F4vFwsCBA6ux5yIiIrXQ0Vx47bD14an/TC66/LGGsPFKGBQCXg4TFy6KQ0S81NRUdu/ezdy5c20D7L388svMnDmTbdu2ER5e/LMoLpz/2Wef0bNnT6Kjo6u8zyIiIrXS7izrmaCv/7AWSl/IzwUSLge/mn2SfHVyiDBUv3592rRpw/z58+nYsSOenp7MmjWLsLAwOnXqVK5tHDlyhK+++or4+PhS22VnZ5OdXfhMlYyMjEvqu4iISI07N2L0vKPwU2bJ7YaFwj8agqtj3iJ/sRwiDFksFpYuXcqAAQPw9/fHxcWFsLAwEhISbE8mL0t8fDz+/v7cfvvtpbabPHkyzz77bCX0WkREpIblGfguHeKPwm+ljBXkZoEJjeHW+tXXt1qkRi8CxsXFlVjkfO61YcMGjDGMHj2aBg0a8OOPP7Ju3ToGDBhA//79SU4u5jpnMebOncuQIUPKHO133LhxpKen215JSUmV8ValnPbt24fFYinz4aoiIlKKM/mwKBUG/A5P7S89CAW7wqxopw1CUMNnhsaMGcOdd95ZapvIyEi+//57vvzyS9LS0mxDas+cOZOlS5cSHx/P2LFjS93Gjz/+yI4dO/jwww/L7JOnpyeennVn7ITiHD16lIkTJ/LNN99w5MgRgoODadeuHXFxcXTu3Lmmu1er7Nu3j+eff57vv/+elJQUGjVqxN1338348ePx8KjlDx4UEedzItc6UOKHqZCeb7+stTf4usDGU4XzmnvB65HQuG5/75WlRsNQSEgIISEhZbY7ffo0AC4u9ieyXFxcKCgoKHP9OXPm0KlTJ9q1a3dxHa1jBg4cSG5uLvHx8URHR3PkyBG+++47Tpw4UdNdK5eDBw/SuHFjLJaqv6b9+++/U1BQwKxZs2jRogW//voro0aN4tSpU7z66qtVvn8RkXLZnw0LjsEXJyD7gqLoLv4wJAR+yLAfUbqrP0yOcKpC6RJV8UNjK8WxY8dM/fr1ze233262bNliduzYYZ544gnj7u5utmzZYmvXqlUruyeiG2N9aq2Pj4958803L2rfde2p9WlpaQYwK1asKLUdYGbOnGn69OljvLy8TGRkpPnoo4/s2hw8eNDccccdJigoyNSrV8/ccsstZu/evXZt5s6da1q3bm08PT1Nq1atzIwZM+yWr1271rRv3954enqaTp06mcWLF5f51Prhw4ebyMhI88wzz5g9e/ZU6P1XhilTppioqKhL2oYjfnZEpBbafNKYRxKNaX/BU+M7bTFm/H5jdp62Pmn+/t32y6cdMiavoKZ7X6Uq8tR6hxg4ICQkhISEBE6ePMkNN9zAVVddxapVq/jss8/szvbs2LGD9PR0u3UXLVqEMYa77rqrurtdK/n5+eHn58enn35qd9dccSZOnMjAgQPZunUrd999N3fddRfbt28HrGfrevbsiZ+fHz/88AOrVq3Cz8+PPn36kJOTA8Ds2bMZP348L774Itu3b+ell15i4sSJtjv6Tp06Rf/+/WnVqhUbN24kLi6OJ554osz38PrrrzNx4kRWrlxJy5Yt6datG3PmzCEzs/g7JM6955Jeffv2rcghJD09nXr16lVoHRGRSlNg4Pt0iN0Fw3fD8gw4dzLI18V6R9hXbeCFZtanxw/dDT+ftC53s0BcE3iskdPdMVYaizF6CFVpMjIyCAwMJD093VavdE5WVhZ79+4lKirKvjB78E5Izavejoa4wfuXlavpJ598wqhRozhz5gwdO3ake/fu3HnnnbYxnMB6B98DDzzAm2++aZt37bXX0rFjR2bOnMncuXOZMmUK27dvt12uysnJISgoiE8//ZTevXvTrFkzXnnlFbsg+sILL/D111+zevVq3n77bcaNG0dSUhI+PtYH/b311ls8+OCDbN68mfbt25f5Xvbv38+CBQtYsGABBw8e5LbbbiM2NpZevXrZ+rV79+5St+Ht7U3jxo3Ldez27NlDx44dmTZtGiNHjizXOsUp8bMjIlKS7AL4Is16OWz/Bf+ZDXWDIaEwsD74n73stS4TntgPGWdrh4Jd4dVI6ORXrd2uKaV9f1/IIW6tdzipedaRPWupgQMH0q9fP3788UfWrFlDQkICU6ZM4Z133mH48OG2dhcWU3fu3Nl2l9fGjRvZvXs3/v7+dm2ysrLYs2cPx44dIykpiXvvvZdRo0bZlufl5REYGAjA9u3badeunS0IFbfPskRERDBhwgQmTJhAfHw8Y8aMYeHChaSlpdmGXWjRokWFtlmSw4cP06dPHwYNGnRJQUhEpELS8+Cj4/BBKpy44D/azb2sZ4L+EgTu513s+TgVXj4E+ee1U6F0iRSGqkJIDRzWCu7Ty8uLmJgYYmJieOaZZxg5ciSTJk2yC0PFOXe2paCggE6dOrFw4cIibUJDQ8nKygKsl8quueYau+Wurtb/tVTGScnU1FQWLVrE/Pnz2bJlC3379iU2NtYWuMB6maw0Xbt25Ztvvim1zeHDh+nZsyedO3fm7bffvuR+i4iU6VA2vJcKS05A1gU3C/3ZD2JDrcXR599Mkmfg1UMqlK4ghaGqUM7LVbXJ5Zdfzqeffmo37+eff2bYsGF20x06dACgY8eOfPjhhzRo0KDY04+BgYE0btyYxMREhgwZUuI+FyxYwJkzZ/D29rbtoyzZ2dl88cUXzJ8/n4SEBNq2bUtsbCxfffUVoaGhRdqXNWbRuX2X5NChQ/Ts2ZNOnTrx7rvvFrmrUUSkUv12GuKPwdI/4PwM5ALEBFnPBLX1KbpeRh783/7C+iBw2hGlK0phyMkcP36cQYMGMWLECK688kr8/f3ZsGEDU6ZMYcCAAXZtP/74Y6666iquv/56Fi5cyLp165gzZw4AQ4YMYerUqQwYMIDnnnuOJk2acODAARYvXsyTTz5JkyZNiIuL4+GHHyYgIIC+ffuSnZ3Nhg0bSEtL47HHHmPw4MGMHz+ee++9lwkTJrBv375y3a4+evRovvrqKwYPHsyGDRvsap2KcymXyQ4fPkyPHj1o1qwZr776KseOHbMtK+mZeCIiFWaM9TEZ8cdg/Un7ZV4ucFs9uDuk5Mtc+7Ph4b2FtUROPqJ0hVXxnW0Or67dWp+VlWXGjh1rOnbsaAIDA42Pj49p1aqVmTBhgjl9+rStHWBmzJhhYmJijKenp4mIiDAffPCB3baSk5PNsGHDTEhIiPH09DTR0dFm1KhRdsdq4cKFpn379sbDw8MEBwebbt262Q1/sGbNGtOuXTvj4eFh2rdvbz755JMyb63ftWuXyc3NrbyDUop3333XYL1Po8jrUjjiZ0dEqkBOvjGfHTdm4O/2t76322JMz1+NeTvFmLQy/t6tzTCm6y+F6/X4xZgNmdXT/1qsIrfW626yMlzU3WR1gMViYcmSJdx666013ZU6qS5/dkSkHDLz4ZPj8H5q0RtuIjxhaCj0D7aeFSqNCqVLpLvJREREaqMjObAw1RqETl1QFN3OB2IbQI8AcCmjxkeF0pVKYUhERKSq7TpjrQdKSIPz7463YA0/sQ2gvW/5tqVC6UqnMCTF0tVTEZFLZIy1GDr+mLU4+nweFrg52Ho5LLICl8pVKF0lFIZEREQqU56BZX9YQ9D2M/bLAlzhb/XhzhCo716x7Tr5iNJVSWFIRESkMpzOh09PWAdKPJxjv6yRBwwNgVvrgfdF1PSoULpKKQyJiIhciuO51kdlfHS88KzNOZd7W0eKvjHIekmrolQoXS0UhkRERC7GviyYfwy+TIOcC+osu/jD8AZwla/94zIqQoXS1UZhSEREpCI2n4L4o7AywzoE6zluFugbZD0T1KL0x/yUSYXS1UphSEREpCz5xhp+5h2F/522X+bnAgPrw+BQCKtgUXRxVChd7RSGpFbZt28fUVFRbN68mfbt29d0d0TE2WUVWC+DzT8KBy4oim7gDkNC4Pb64F9J9TsqlK4Revy2Ezp69Cj3338/zZo1w9PTk/DwcG666SbWrFlT012rlV588UWuu+46fHx8CAoKKrbNgQMHuPnmm/H19SUkJISHH36YnJycYtuKiAP4Iw/ePgJ9t8MLB+2DUEsveL4pfNXaOlhiZQShPAMvH4QXzwtCXf0hvoWCUDXQmSEnNHDgQHJzc4mPjyc6OpojR47w3XffceLEiZruWrkcPHiQxo0bY7nYosQKysnJYdCgQXTu3Jk5c+YUWZ6fn0+/fv0IDQ1l1apVHD9+nNjYWIwxTJ8+vVr6KCKV5FA2LDgGn6ZZzwqd72o/az3Qdf4XXxRdHBVK17wqfmisw6trT61PS0szgFmxYkWp7QAzc+ZM06dPH+Pl5WUiIyPNRx99ZNfm4MGD5o477jBBQUGmXr165pZbbjF79+61azN37lzTunVr4+npaVq1amVmzJhht3zt2rWmffv2xtPT03Tq1MksXry4zKfWDx8+3ERGRppnnnnG7Nmzp0Lv/1K8++67JjAwsMj8r7/+2ri4uJhDhw7Z5n3wwQfG09OzxKclO+JnR6RO+/WUMU/uNabDBU+O77jFmKf2GfPbqarZ774sY27ZXri/TluNWZJaNftyMhV5ar0ukzkZPz8//Pz8+PTTT8nOzi617cSJExk4cCBbt27l7rvv5q677mL79u0AnD59mp49e+Ln58cPP/zAqlWr8PPzo0+fPrbLQ7Nnz2b8+PG8+OKLbN++nZdeeomJEycSHx8PwKlTp+jfvz+tWrVi48aNxMXF8cQTT5T5Hl5//XUmTpzIypUradmyJd26dWPOnDlkZmYW2/7cey7p1bdv34ocwiLWrFnDn/70Jxo1amSbd9NNN5Gdnc3GjRsvadsiUoUKDPyQAffuhiG74Nt0OHcyyMsF7gqBz9vAyxHQxqfy978uE4buKrxjLNgVZkXrjrEaoMtkVeIqIKWa9xkObCizlZubG/PmzWPUqFG89dZbdOzYke7du3PnnXdy5ZVX2rUdNGgQI0eOBOD5559n6dKlTJ8+nZkzZ7Jo0SJcXFx45513bJer3n33XYKCglixYgW9e/fm+eefZ9q0adx+++0AREVF8dtvvzFr1ixiY2NZuHAh+fn5zJ07Fx8fH9q2bcvBgwd58MEHS30P/v7+jBgxghEjRrB//34WLFjAlClTePjhh7ntttuIjY2lV69etn5t2bKl1O15e1/aLbApKSmEhYXZzQsODsbDw4OUlOr+HIhImXIK4Os/rEXRiRf8p7C+m/VRGXfUh8Aq/IpUoXStojBUJVKAQzXdiRINHDiQfv368eOPP7JmzRoSEhKYMmUK77zzDsOHD7e169y5s916nTt3tgWLjRs3snv3bvz9/e3aZGVlsWfPHo4dO0ZSUhL33nsvo0aNsi3Py8sjMDAQgO3bt9OuXTt8fHzs9lERERERTJgwgQkTJhAfH8+YMWNYuHAhaWlptmLnFi1aVGibF6O4+iVjTLXVNYlIOeQZaz3Q+8fgWJ79skhP60NT+weDZxVeNNGI0rWSwlCVCK/1+/Ty8iImJoaYmBieeeYZRo4cyaRJk+zCUHHOfbkXFBTQqVMnFi5cWKRNaGgoWVlZgPVS2TXXXGO33NXV+gtvjCmybkWlpqayaNEi5s+fz5YtW+jbty+xsbG2wAXWy2Sl6dq1K998881F9yE8PJy1a9fazUtLSyM3N7fIGSMRqUGuwNI/7INQex/rHWHdA8Cliv/zokLpWkthqEqUfbmqtrn88sv59NNP7eb9/PPPDBs2zG66Q4cOAHTs2JEPP/yQBg0aEBAQUGR7gYGBNG7cmMTERIYMGVLiPhcsWMCZM2dsl6p+/vnnMvuanZ3NF198wfz580lISKBt27bExsby1VdfERoaWqR9VV8m69y5My+++CLJyck0bNgQgG+//RZPT086dep0SdsWkUpksVgfkfHUfugZaL0zrJ1v9exbI0rXblVezu3g6trdZKmpqaZnz55mwYIFZuvWrSYxMdF89NFHJiwszIwYMcLWDjAhISFmzpw5ZseOHeaZZ54xLi4uZtu2bcYYY06dOmVatmxpevToYX744QeTmJhoVqxYYR5++GGTlJRkjDFm9uzZxtvb27z22mtmx44d5n//+5+ZO3eumTZtmjHGmMzMTBMSEmLuuusus23bNvPVV1+ZFi1alHk32YgRI0xYWJh59NFHzdatW6vuYJ21f/9+s3nzZvPss88aPz8/s3nzZrN582aTmZlpjDEmLy/P/OlPfzI33nij2bRpk1m2bJlp0qSJGTNmTInbdMTPjkidkFdgvYOrOq3NMKbrL4V3jPX4xZgNmdXbBydUkbvJFIbKUNfCUFZWlhk7dqzp2LGjCQwMND4+PqZVq1ZmwoQJ5vTp07Z2gJkxY4aJiYkxnp6eJiIiwnzwwQd220pOTjbDhg0zISEhxtPT00RHR5tRo0bZHauFCxea9u3bGw8PDxMcHGy6detmFi9ebFu+Zs0a065dO+Ph4WHat29vPvnkkzLD0K5du0xubm7lHZQyxMbGGqxPILJ7LV++3NZm//79pl+/fsbb29vUq1fPjBkzxmRllfwH1xE/OyJyET46Zr09/1wQuv13Yw5WcxhzUhUJQxZjKqFwow7LyMggMDCQ9PT0IpeDsrKy2Lt3L1FRUXh5edVQD6uGxWJhyZIl3HrrrTXdlTqpLn92RAQVStcCpX1/X0g1QyIiIpVJhdIOR2FIRESksqhQ2iEpDEmxdPVURKSC1mXCE/sh4+xIisGuMC0SOpY+vIfUPIUhERGRS6URpR2awlAl0FkUqSh9ZkTqCBVK1wkKQ5fA3d0dsD609FIH7hPncu5htudG4xYRB6RC6TpDYegSuLq6EhQUxNGjRwHw8fHRs6ikTAUFBRw7dgwfHx/c3PQrKOKQVChdp+gv8SUKD7c+E+xcIBIpDxcXF5o1a6bwLOKIVChd5ygMXSKLxULDhg1p0KABubm5Nd0dcRAeHh64uFThk7FFpGqoULpOUhiqJK6urqr/EBGpq1QoXacpDImIiJRGhdJ1nsKQiIhISVQo7RQUhkRERIqjQmmnoTAkIiJyIRVKOxWFIRERkXNUKO2UFIZERERAhdJOzGEGOtm5cycDBgwgJCSEgIAAunTpwvLly0td5+TJk4wZM4YmTZrg7e1NmzZtePPNN6upxyIi4jD2Z8PQ3YVByM0CcU3gsUYKQk7AYcJQv379yMvL4/vvv2fjxo20b9+e/v37k5KSUuI6jz76KAkJCbz33nts376dRx99lIceeojPPvusGnsuIiK12rpMGLqr8I6xYFd4O1p3jDkRhwhDqamp7N69m7Fjx3LllVfSsmVLXn75ZU6fPs22bdtKXG/NmjXExsbSo0cPIiMjue+++2jXrh0bNmyoxt6LiEit9XEqPJhYeMdYcy94r6XuGHMyDhGG6tevT5s2bZg/fz6nTp0iLy+PWbNmERYWRqdOnUpc7/rrr+fzzz/n0KFDGGNYvnw5O3fu5KabbipxnezsbDIyMuxeIiJSx+QZePkgvHjeHWNd/SG+he4Yc0IOUUBtsVhYunQpAwYMwN/fHxcXF8LCwkhISCAoKKjE9V5//XVGjRpFkyZNcHNzw8XFhXfeeYfrr7++xHUmT57Ms88+WwXvQkREagUVSssFavTMUFxcHBaLpdTXhg0bMMYwevRoGjRowI8//si6desYMGAA/fv3Jzk5ucTtv/766/z88898/vnnbNy4kWnTpjF69GiWLVtW4jrjxo0jPT3d9kpKSqqKty4iIjVBhdJSDIsxxtTUzlNTU0lNTS21TWRkJD/99BO9e/cmLS2NgIAA27KWLVty7733Mnbs2CLrnTlzhsDAQJYsWUK/fv1s80eOHMnBgwdJSEgoVx8zMjIIDAwkPT3dbt8iIuJgNKK0U6nI93eNXiYLCQkhJCSkzHanT58GwMXF/kSWi4sLBQUFxa6Tm5tLbm5ukXVcXV1LXEdEROoojSgtpXCIAurOnTsTHBxMbGwsW7duZefOnTz55JPs3bvX7qxP69atWbJkCQABAQF0796dJ598khUrVrB3717mzZvH/Pnzue2222rqrYiISHVSobSUg0MUUIeEhJCQkMD48eO54YYbyM3NpW3btnz22We0a9fO1m7Hjh2kp6fbphctWsS4ceMYMmQIJ06cICIighdffJEHHnigJt6GiIhUJxVKSznVaM2QI1DNkIiIA9qfDQ/vLRxI0c0CExprIEUn4jA1QyIiIpVOhdJSQQpDIiJSd6hQWi6CwpCIiDi+PAOvHoJFxwvndfWHyRHg51pz/RKHoDAkIiKOTYXScokUhkRExHGpUFoqgcKQiIg4JhVKSyVRGBIREcejQmmpRApDIiLiOFQoLVVAYUhERByDCqWliigMiYhI7adCaalCCkMiIlK7qVBaqphDPLVeRERqiflH4aeM6tvfx6nwYGJhEGruBe+1VBCSSqUzQyIiUjZjYEYKvHMUvCwwM7pqA4kKpaUaKQyJiEjpCgxMPQwfpFqnswz8errqwpAKpaWaKQyJiEjJ8gw8lwSfpxXOG9sY7gypmv0VWyjdBG6tVzX7E0FhSERESpJbAOMOwLJ067QLENcUbqmiYKJCaakhCkMiIlLUmQJ4Yh/8lGmddrPAy82gV1DV7E8jSksNUhgSERF7J/Otl6o2nbJOe1ngn5FwXUDl70uF0lILKAyJiEihtDz4eyL8dsY67ecCr0dVzaUqFUpLLaEwJCIiVkdz4YE9kHi2eDnI1XoL/eU+lb8vFUpLLaIwJCIicCgb7k+EgznW6VA3eKu5tXansqlQWmoZhSEREWe3N8sahI7mWqcbecDb0dCkCoqXVSgttZDCkIiIM/v9tPVxF2ln00m0J7zZHMLcK3c/KpSWWkxhSETEWW0+BQ8lwskC63Rrb2uNUL1K/mpQobTUcgpDIiLOaE0mPLoPss4GofY+MD0a/Cv5LI0KpcUBKAyJiDib79Phqf2Qa6zTnf2s4wh5V3IQUqG0OAiFIRERZ/JVGjxzoLCA+YZA68jSHi6Vux8VSosDURgSEXEWH6XCS4cKp/sHW5815laJdTsqlBYHpDAkIuIM3j0K/04unL6jvvXp8y6VGIRUKC0OSmFIRKQuMwbeSIE5RwvnjWgAD4WDpRIDigqlxYEpDImI1FUFBqZccMnq4XAYEVa5+1GhtDg4hSERkbooz8CzSfBFWuG8cY3hbyGVu5+PUuEVFUqLY1MYEhGpa3IKYNwB+C7dOu0CPNsUbq7ES1Z5BqYegg9VKC2OT2FIRKQuOVMAj++D1ZnWaTcLvNIMbgyqvH2oUFrqGIUhEZG6IjPfWsS8+ZR12stiHUzxuoDK24cKpaUOUhgSEakL0vJgdCJsP2Od9nOB6VHQoRKLmFUoLXWUwpCIiKM7mgsP7IHEs2drgl2tD1xt41N5+1ChtNRhCkMiIo7sYDbcnwiHcqzToW4wqzlEe1XO9lUoLU5AYUhExFHtybKeETqWZ51u7AFvR1fe2RoVSouTUBgSEXFE209ba4TSzl63ivaEN5tDmHvlbF+F0uJEFIZERBzN5pPw0F44WWCdbuNtrREKrqQ/6SqUFiejMCQi4khWZ8JjeyHLWKc7+MLrUeBfSfU7KpQWJ6QwJCLiKL5Ph6f2Q+7ZIHSdv/WMjbfLpW9bhdLixCrhN6h67Ny5kwEDBhASEkJAQABdunRh+fLlpa5z5MgRhg8fTqNGjfDx8aFPnz7s2rWrmnosIlKJvjwBT+4rDEK9AuG1yMoJQhl5MCbRPggNC4XXohSExCk4TBjq168feXl5fP/992zcuJH27dvTv39/UlJSim1vjOHWW28lMTGRzz77jM2bNxMREUGvXr04depUNfdeROQSfJgKE5IKL13dHAwvR4BHJfwJ358NQ3cX3jHmZoG4pvBYI90xJk7DYowxNd2JsqSmphIaGsoPP/xA165dAcjMzCQgIIBly5Zx4403Flln586dtGrVil9//ZW2bdsCkJ+fT4MGDXjllVcYOXJkufadkZFBYGAg6enpBARU4pD2IiLlMecITD/vP3131of/awwulRBUVCgtdVhFvr8d4sxQ/fr1adOmDfPnz+fUqVPk5eUxa9YswsLC6NSpU7HrZGdbbwf18ioceMzV1RUPDw9WrVpV4r6ys7PJyMiwe4mIVDtj4PVk+yB0bwN4qpKC0Eep8GBiYRBq7gXvtVQQEqfkEGHIYrGwdOlSNm/ejL+/P15eXvzrX/8iISGBoKCgYtdp3bo1ERERjBs3jrS0NHJycnj55ZdJSUkhOTm5xH1NnjyZwMBA26tp06ZV9K5EREpQYGDyIZh7tHDePxrCQw3BcolBKM/A5IPw0nl3jHX1h/gWumNMnFaNhqG4uDgsFkuprw0bNmCMYfTo0TRo0IAff/yRdevWMWDAAPr3719isHF3d+eTTz5h586d1KtXDx8fH1asWEHfvn1xdS25IHDcuHGkp6fbXklJSVX19kVEisoz8EwSfHS2mNkCPN0Y7mlw6dtWobRIsWq0Zig1NZXU1NRS20RGRvLTTz/Ru3dv0tLS7K77tWzZknvvvZexY8eWuo309HRycnIIDQ3lmmuu4aqrrmLGjBnl6qNqhkSk2uQUwNgD1lvoAVyB55pBv+BL37ZGlBYnU5Hv7xodZygkJISQkJAy250+fRoAFxf7E1kuLi4UFBSUuX5gYCAAu3btYsOGDTz//PMX0VsRkSp0Jh8e2wdrzt7V5W6BVyLghsBL37YKpUVK5RA1Q507dyY4OJjY2Fi2bt3Kzp07efLJJ9m7dy/9+vWztWvdujVLliyxTX/88cesWLHCdnt9TEwMt956K717966JtyEiUryMfGsx87kg5OViHVW6MoKQCqVFyuQQI1CHhISQkJDA+PHjueGGG8jNzaVt27Z89tlntGvXztZux44dpKen26aTk5N57LHHOHLkCA0bNmTYsGFMnDixJt6CiEjxTuRZH7j6+xnrtJ8LTI+2PmbjUmhEaZFyc4hxhmqSaoZEpMocyYUH9sDes3U8wa7wZjS09rm07Wbkwf/tLxxIEayF0v9oqIEUxWk4TM2QiIjTOpgN9yfCoRzrdAN3eCsaor1KX68sKpQWqTCFIRGR6rYny3pG6FiedbqJB8yKvvRxflQoLXJRFIZERKrTb6etNUJ/nA0s0Z7wVnPrmaFL8VEqvHLeQIrNveD1SA2kKFIOCkMiItVl00l4aC+cOjskyOXeMCMagi/hT7EKpUUumcKQiEh1+CkDHt8HWWfvWenoa719/lICiwqlRSqFwpCISFVb9od1ZOm8s0Goiz+8GgnelzDUmwqlRSqNwpCISFX6/ATEJcG5wfJ7BcLkZuB+CUFIhdIilUphSESkqixKhZcPFU7fEgzPNLWexblYKpQWqXQKQyIiVWHOEZieUjh9Vwg82QhcLjIIqVBapMooDImIVCZj4PVkePdY4bxRDWB0OFguMgipUFqkSikMiYhUlgIDkw/Bx+edvflHQ7inwcVvU4XSIlVOYUhEpDLkGZiUBF+lWactwNONYVDIxW9ThdIi1UJhSETkUuUUwFP7YXmGddoVeK4Z9Au++G2qUFqk2igMiYhcijP58Oi+wnoedwtMiYCegRe3PRVKi1Q7hSERkYuVkQ8PJcLW09ZpLxd4LRKu9b/I7alQWqQmKAyJiFyME7nwYCLsyLJO+7nAG9HQ3vfitqdCaZEaozAkIlJRR3Lg/kTYdza4BLvBm9HQ2vvitqdCaZEapTAkIlIRSdlw3x5IzrVOh7nDW9EQ5XVx21OhtEiNUxgSESmv3Vnw4B44lmedbuoBbzWHxh4V35YKpUVqDYUhEZHy2HYaRidC+tlTOM29rGeEQt0rvi0VSovUKgpDIiJl2XjSWtx86uyj5y/3hpnREHQRf0JVKC1S6ygMiYiUZlUGPL4Pso11upMv/Dvq4i5lqVBapFZSGBIRKcm3f8DTB6z1PQBd/OHVSPB2qfi2VCgtUmspDImIFOfTE/BcEpy9MkZMILzUDNwrGIRUKC1S6ykMiYhc6P1jMOVw4fSAYHimacWLm1UoLeIQFIZERM4xBt45CjNSCufdFQJPNgKXCoYXFUqLOAyFIRERsAah15Ih/ljhvPvC4MEwsFQwCKlQWsShKAyJiBQYmHwIPj6vrufRhhDboOLbUqG0iMNRGBIR55Zr4JkD8M0f1mkLML4J/LV+xbajQmkRh6UwJCLOK7sAntoPKzKs067AC82gb3DFtqNCaRGHpjAkIs7pdD48ug/Wng0wHhaYEgE9Aiu2HRVKizg8hSERcT4Z+TAmEf532jrt7QKvRcI1/hXbztpMeFKF0iKOrtyjhx08eLAq+yEiUj1O5MLI3YVByN/V+sDVigahj1KtD27NOO/Bre+1VBAScUDlDkN/+tOfWLBgQVX2RUSkaqXkwIg9sDPLOl3PDd5pDu18y7+NPAOTD8JL590x1tUf4lvojjERB1XuMPTSSy/x97//nYEDB3L8+PGyVxARqU0OZMM9u2Hf2dqeMHeY2xxaeZd/Gxl51str598xNiwUXrvIB7eKSK1Q7jA0evRotm7dSlpaGm3btuXzzz+vyn6JiFSe3WdgxG5IzrVON/WAd1tApFf5t7E/G4buLrxjzM0CcU3hsUa6Y0zEwVWogDoqKorvv/+eN954g4EDB9KmTRvc3Ow3sWnTpkrtoIjIJfn1NPw9EdLPXtNq4WWtEQpxL/82VCgtUqdV+G6y/fv388knn1CvXj0GDBhQJAyJiNQaG05ab3s/ffbR8229YWY0BFbg75ZGlBap8yqUZGbPns3jjz9Or169+PXXXwkNDa2qfomIXJofM+CJfZBtrNOdfOH1KPAtZ22PRpQWcRrlDkN9+vRh3bp1vPHGGwwbNqwq+yQicmm+/QOe3g95Z6e7+sPUSPAqZ5mkRpQWcSrlDkP5+fn873//o0mTJlXZHxGRS/PpcXjuIJy9MkbvQHixGbiXMwhpRGkRp1PuMLR06dKq7IeIyKV77xi8erhw+rZ61iBT3rM5KpQWcUqqfhYRx2cMzD4KM1MK5w0JgScagaWcQUiF0iJOq9zjDNW0TZs2ERMTQ1BQEPXr1+e+++7j5MmTpa5jjCEuLo5GjRrh7e1Njx492LZtWzX1WESqhTHwr2T7IHR/WPmDkEaUFnF6DhGGDh8+TK9evWjRogVr164lISGBbdu2MXz48FLXmzJlCv/85z954403WL9+PeHh4cTExJCZmVk9HReRqpVv4IWDMP9Y4bzHGsKD4eULQhpRWkRwkMtkX375Je7u7syYMQMXF2t+mzFjBh06dGD37t20aNGiyDrGGF577TXGjx/P7bffDkB8fDxhYWG8//773H///dX6HkSkkuUamHgAEv6wTluA8U3gr/XLt74KpUXkLIc4M5SdnY2Hh4ctCAF4e1ufJ7Rq1api19m7dy8pKSn07t3bNs/T05Pu3buzevXqqu2wiFSt7ALrGELngpAb8FKz8gehtZkwdFdhEAp2hbejFYREnJRDhKEbbriBlJQUpk6dSk5ODmlpaTz99NMAJCcnF7tOSoq1fiAsLMxuflhYmG1ZcbKzs8nIyLB7iUgtcjofHtoLK8/+bnpY4J9R0De4fOt/lAqjEwvvGGvuBe+11B1jIk6sRsNQXFwcFoul1NeGDRto27Yt8fHxTJs2DR8fH8LDw4mOjiYsLAxX19Kv61suqBswxhSZd77JkycTGBhoezVt2rRS3quIVIKMPHggEdadvXnC2wVmREO3gLLXVaG0iJTAYowxNbXz1NRUUlNTS20TGRmJl1fhk6WPHDmCr68vFouFgIAAFi1axKBBg4qsl5iYSPPmzdm0aRMdOnSwzR8wYABBQUHEx8cXu7/s7Gyys7Nt0xkZGTRt2pT09HQCAsrxB1dEqsbxXHgwEXZmWaf9XWFGFFzpW/a6GlFaxOlkZGQQGBhYru/vGi2gDgkJISQkpELrnLvsNXfuXLy8vIiJiSm2XVRUFOHh4SxdutQWhnJycli5ciWvvPJKidv39PTE01P/SxSpVZJzrGeEztX41HOzPnn+Mu+y11WhtIiUwSFqhgDeeOMNNm3axM6dO5kxYwZjxoxh8uTJBAUF2dq0bt2aJUuWANbLY4888ggvvfQSS5Ys4ddff2X48OH4+PgwePDgGnoXIlJh+7NhxO7CMBPuDu+2KF8QUqG0iJSDQ9xaD7Bu3TomTZrEyZMnad26NbNmzWLo0KF2bXbs2EF6erpt+v/+7/84c+YMo0ePJi0tjWuuuYZvv/0Wf3//6u6+iFyMXWesZ4SOn33iajMPmNUcGnqUva5GlBaRcqrRmiFHUJFrjiJSiX45DX8/766vll7WS2P13UtfL8/A1EP2Ayl29YfJERpIUcSJOEzNkIhIsdafhH/shdNnHz1/hQ+8EQWBZfzJUqG0iFwEhSERqV1+yIAn90H22ZPWf/aD1yLBt4yzOiqUFpGLpDAkIrXHf9Ng/AE4WyJEV3+YGgleZdzrsTYTntxfeEkt2BWmRWogRREpF4UhEakdlhyH5w7CuSrGm4LghWbgXsblLRVKi8glUhgSkZr33jF49XDh9G31rJe4SqvzUaG0iFQShSERqTnGwKwj8NaRwnlDQ+GxhlDKY3NUKC0ilUlhSERqhjHwz2RYcKxw3oNhcF9Y6UFIhdIiUskUhkSk+uUbeOEgLDlROO/xRtazQqVRobSIVAGFIRGpXrkGJhyA//5hnbYAE5vA7fVLX0+F0iJSRRSGRKT6ZBVYa31+yLBOuwEvNoObgkteR4XSIlLFFIZEpHqcyodH9llHlwbwsMCrkdCtlGHyVSgtItVAYUhEql56HozZa33eGICPC/w7yjq6dElUKC0i1URhSESqVmouPJgIu7Ks0wGuMCPa+ryxkqhQWkSqkcKQiFSd5By4fw8cyLFO13ezPnm+pXfJ66hQWkSqmcKQiFSN/dnWIJSSa51u6A5vNYeIEkKNCqVFpIYoDIlI5dt5Bh5IhBNnn7jazANmNYeGHsW3V6G0iNQghSERqVy/nILReyHz7HWuy7zgzWio7158exVKi0gNUxgSkcqz/qQ12JwpsE5f6QNvREFACX9qVCgtIrWAwpCIVI6V6dZgk2Os01f7wWuR4FNCvY8KpUWkllAYEpFLl5BmfcTG2RIhugfAlAjwdCnaVoXSIlLLKAyJyKX55Lj1oatnTwjRJwiebwbuxRQ+q1BaRGohhSERuXgLjsG0w4XTt9eD8U2KDzYqlBaRWkphSEQqzhh46wjMOlI4b1goPNoQLMUEIRVKi0gtpjAkIhVjjPVs0HuphfNGh8OoBsUHIRVKi0gtpzAkIuWXb6z1QUtOFM57shEMCS3aVoXSIuIgFIZEpHxyC2D8Afg23TrtAjzTBG6tX7StCqVFxIEoDIlI2bIK4Il9sCrTOu0GvBgBNwUVbatCaRFxMApDIlK6U/nWcLPxlHXa0wKvRkLXgKJt12bCE/sLH8WhQmkRcQAKQyJSsvQ8+Pte+PW0ddrHBV6PgquKCTcXFkq38IJ/R6pQWkRqPYUhESleaq71yfO7s6zTAa4wIxqu8LFvp0JpEXFwCkMiUtThHLh/DyTlWKdD3OCtaGjhbd9OhdIiUgcoDImIvX1Z1jNCKbnW6YbuMKs5NLvgcpcKpUWkjlAYEpFCO85Yg1Da2SeuRnjCrGgI97Bvp0JpEalDFIZExGrrKRiztzDgXOZlvTRWz92+nQqlRaSOURgSEeuZnkf2wZkC6/SVPvBGFASc9ydChdIiUkcpDIk4u5Xp1oeo5hjr9DV+8K9I8Dkv4KhQWkTqMIUhEWf2TRpMOFB4yatHALwSAZ4uhW1UKC0idZzCkIiz+s9xePEgnD0hRN8geK4ZuJ93pkeF0iLiBBSGRJxR/FH4V3Lh9F/rw9ONweW8IKRCaRFxEgpDIs7EGHjzCLx9pHBebCg80hAsZ4OQCqVFxMkoDIk4iwIDrx6G91ML5/09HEY2KAxCKpQWESekMCTiDPINPH8QPj1ROO//GsHg0MJpFUqLiJNSGBKp63IL4OkDsDTdOu0CPNPUPuSoUFpEnJjCkEhdllUAj++DnzKt024WeKkZ9A4qbKNCaRFxci5lN6kdNm3aRExMDEFBQdSvX5/77ruPkydPlrrO4sWLuemmmwgJCcFisbBly5bq6axIbXAyH/6eWBiEPC3wWmRhEMozMPkgvHReEOrqD/NaKAiJiFNxiDB0+PBhevXqRYsWLVi7di0JCQls27aN4cOHl7reqVOn6NKlCy+//HL1dFSktvgjD+7bAxtPWad9XWBmNFwfYJ3OyIMxifZ3jA0LhdeidMeYiDgdh7hM9uWXX+Lu7s6MGTNwcbHmtxkzZtChQwd2795NixYtil1v6NChAOzbt6+6uipS847lWp88vyfLOh3oag1CbX2s0yqUFhGx4xBhKDs7Gw8PD1sQAvD29gZg1apVJYahi91Xdna2bTojI6PSti1S5Q7lwAN7ICnHOh3iZn3yfAvr74sKpUVEinKIy2Q33HADKSkpTJ06lZycHNLS0nj66acBSE5OLmPtipk8eTKBgYG2V9OmTSt1+yJVZl8WjNhdGIQausPcFoVB6KNUGJ1YGIRaeMF7LRWERMTp1WgYiouLw2KxlPrasGEDbdu2JT4+nmnTpuHj40N4eDjR0dGEhYXh6lq59Q3jxo0jPT3d9kpKSqrU7YtUid/PwD174EiudTrS01oI3cxThdIiImWwGGNM2c2qRmpqKqmpqaW2iYyMxMvLyzZ95MgRfH19sVgsBAQEsGjRIgYNGlTqNvbt20dUVBSbN2+mffv2FepjRkYGgYGBpKenExAQUKF1RarFllPWYuiTBdbpVl7wZjTUc9eI0iLitCry/V2jNUMhISGEhIRUaJ2wsDAA5s6di5eXFzExMVXRNRHH8HMmPLLPOp4QQDsfmB4NAa4qlBYRKSeHqBkCeOONN9i0aRM7d+5kxowZjBkzhsmTJxMUFGRr07p1a5YsWWKbPnHiBFu2bOG3334DYMeOHWzZsoWUlJTq7r5I5VueDg/tLQxC1/hZi6UDXK2F0nfvKgxCwa7wdrSCkIhIMRwmDK1bt46YmBiuuOIK3n77bWbNmsXDDz9s12bHjh2kp6fbpj///HM6dOhAv379ALjzzjvp0KEDb731VrX2XaTSfZUGT+yD3LNXuXsEwOtR4O2qQmkRkQqq0ZohR6CaIal1/nMcXjwI535z/xIEzzYDCzD1kP1Ail39YXKEBlIUEafjMDVDIlJB847Ca+cNJzGoPoxrbH30hgqlRUQuisKQiCMwBmakwDtHC+cNPxt2DuSoUFpE5BIoDInUdgUGph6GD84bhuKhcLg3TCNKi4hUAoUhkdosz8BzSfB5WuG8sY3hzhBrofQr5w2k2MIL/h2pgRRFRCpIYUiktsotgHEHYNnZOyRdgLim8Jdg64jSKpQWEakUCkMitdGZAuut8z9lWqfdLPByM7jazzratAqlRUQqjcKQSG1zMt9aEL3plHXay2KtA2riCUN3q1BaRKSSKQyJ1CZ/5FkHTPztjHXa1wWmR1kHV7x7lwqlRUSqgMKQSG1xNBce2AOJZ8/8BLnCjGjYdlqF0iIiVUhhSKQ2OJQN9yfCwRzrdKibNQh9clyF0iIiVUxhSKSm7c2yBqGjudbpRh7wagT887AKpUVEqoHCkEhN+v00PJgIaWevgUV5wtNNrLfUq1BaRKRaKAyJ1JTNp+ChRDhZYJ1u7W19xMZj++wLpf8ZCR1UKC0iUlUUhkRqwppMeHQfZJ0NQu19oFsAjD+gQmkRkWqmMCRS3b5Ph6f2W2+XB/izHzR0h9dTCtuoUFpEpNooDIlUp6/S4Jnzzv782c/6INbznz2mQmkRkWqlMCRSXT5KhZcOFU5f6QMpOZB09nZ6FUqLiNQIhSGR6vDuUfh3cuF0pCckZhUWT6tQWkSkxigMiVQlY+CNFJhztHCenwskZatQWkSkllAYEqkqBQamHIJFx+3nnzsbBCqUFhGpBRSGRKpCnoFnk+CLtJLbqFBaRKRWUBgSqWw5BdYRpL9LL365CqVFRGoVhSGRynSmAB7fB6szi1+uQmkRkVpHYUiksmTmw8N7rY/ZKI4KpUVEaiWFIZHKkJYHoxNh+5nil6tQWkSk1lIYErlUR3PhgT2QmF38chVKi4jUagpDIpfiUDbcnwgHc4ouU6G0iIhDUBgSuVh7sqxnhI7lFV2mQmkREYehMCRyMbafttYIpeUXXaZCaRERh+JS0x0QcTibT8KoPcUHoa7+MK+FgpCIiAPRmSGRilidCY/thSxTdJkKpUVEHJLCkEh5fZ8OT+2H3AuCkAqlRUQcmsKQSHl8eQImJRU+af4cFUqLiDg8hSGRsnyYCpMPFZ2vQmkRkTpBYUikNHOOwPSUovM1orSISJ2hMCRSHGOsIWju0aLLVCgtIlKnKAyJXKjAwMuH4KPj9vNVKC0iUicpDImcL89AXBJ8mWY/X4XSIiJ1lsKQyDk5BTD2gPUW+vOpUFpEpE5TGBIBOJMPj+2DNSft56tQWkSkzlMYEsnIh4cTYctp+/kqlBYRcQoKQ+LcTuRZH7j6+5nCeSqUFhFxKgpD4ryO5MIDe2BvduE8FUqLiDgdh3lq/aZNm4iJiSEoKIj69etz3333cfLkyRLb5+bm8tRTT3HFFVfg6+tLo0aNGDZsGIcPH67GXkutdTAbRuy2D0ItvOC9lgpCIiJOxiHC0OHDh+nVqxctWrRg7dq1JCQksG3bNoYPH17iOqdPn2bTpk1MnDiRTZs2sXjxYnbu3Mktt9xSfR2X2mlPFtyzGw7lFM7r6g/zWuiOMRERJ2Qxxpiym9Wst99+m4kTJ5KcnIyLizW/bdmyhQ4dOrBr1y5atGhRru2sX7+eq6++mv3799OsWbNyrZORkUFgYCDp6ekEBARc9HuQWuK309YaoT/Oe+KqCqVFROqcinx/O0TNUHZ2Nh4eHrYgBODt7Q3AqlWryh2G0tPTsVgsBAUFlbqv7OzCSycZGRkX12mpfTadhIf3wskC67QKpUVEBAe5THbDDTeQkpLC1KlTycnJIS0tjaeffhqA5OTkcm0jKyuLsWPHMnjw4FIT4uTJkwkMDLS9mjZtWinvQWrYmkzrGaFzQSjYFWZHKwiJiEjNhqG4uDgsFkuprw0bNtC2bVvi4+OZNm0aPj4+hIeHEx0dTVhYGK6uZQ+Gl5uby5133klBQQEzZ84ste24ceNIT0+3vZKSkirr7UpNMQaeTYKss1eEVSgtIiLnqdGaodTUVFJTU0ttExkZiZeXl236yJEj+Pr6YrFYCAgIYNGiRQwaNKjE9XNzc7njjjtITEzk+++/p379+hXqo2qG6oh7d8PGU9A9AF5sphGlRUTqOIepGQoJCSEkJKRC64SFhQEwd+5cvLy8iImJKbHtuSC0a9culi9fXuEgJHXIrOZwOAea6W4xERGx5xA1QwBvvPEGmzZtYufOncyYMYMxY8YwefJku2Lo1q1bs2TJEgDy8vL461//yoYNG1i4cCH5+fmkpKSQkpJCTk5OCXuROsvNoiAkIiLFcoi7yQDWrVvHpEmTOHnyJK1bt2bWrFkMHTrUrs2OHTtIT7c+cfzgwYN8/vnnALRv396u3fLly+nRo0d1dFtERERqOYcYZ6gmqWZIRETE8VTk+9thLpOJiIiIVAWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BwmDG3atImYmBiCgoKoX78+9913HydPnix1nbi4OFq3bo2vry/BwcH06tWLtWvXVlOPRURExBE4RBg6fPgwvXr1okWLFqxdu5aEhAS2bdvG8OHDS13vsssu44033uCXX35h1apVREZG0rt3b44dO1Y9HRcREZFaz2KMMTXdibK8/fbbTJw4keTkZFxcrPlty5YtdOjQgV27dtGiRYtybScjI4PAwECWLVvGjTfeWKF10tPTCQgIuOj3ICIiItWnIt/fDnFmKDs7Gw8PD1sQAvD29gZg1apV5dpGTk4Ob7/9NoGBgbRr167UfWVkZNi9REREpO5yiDB0ww03kJKSwtSpU8nJySEtLY2nn34agOTk5FLX/fLLL/Hz88PLy4t//etfLF26lJCQkBLbT548mcDAQNuradOmlfpeREREpHap0TAUFxeHxWIp9bVhwwbatm1LfHw806ZNw8fHh/DwcKKjowkLC8PV1bXUffTs2ZMtW7awevVq+vTpwx133MHRo0dLbD9u3DjS09Ntr6SkpMp+2yIiIlKL1GjNUGpqKqmpqaW2iYyMxMvLyzZ95MgRfH19sVgsBAQEsGjRIgYNGlTufbZs2ZIRI0Ywbty4crVXzZCIiIjjqcj3t1s19alYISEhpV6yKk5YWBgAc+fOxcvLi5iYmAqtb4whOzu7QuuIiIhI3eUQNUMAb7zxBps2bWLnzp3MmDGDMWPGMHnyZIKCgmxtWrduzZIlSwA4deoUTz/9ND///DP79+9n06ZNjBw5koMHD1boTJKIiIjUbTV6Zqgi1q1bx6RJkzh58iStW7dm1qxZDB061K7Njh07SE9PB8DV1ZXff/+d+Ph4UlNTqV+/Pn/+85/58ccfadu2bU28BREREamFHGKcoZqkmiERERHHU+fGGRIRERGpKgpDIiIi4tQUhkRERMSpKQyJiIiIU3OYu8lqyrn6cj2jTERExHGc+94uz31iCkNlyMzMBNAzykRERBxQZmYmgYGBpbbRrfVlKCgo4PDhw/j7+2OxWGq6O2RkZNC0aVOSkpJ0q3856ZhVnI5ZxemYXRwdt4rTMSsfYwyZmZk0atQIF5fSq4J0ZqgMLi4uNGnSpKa7UURAQIB+CSpIx6zidMwqTsfs4ui4VZyOWdnKOiN0jgqoRURExKkpDImIiIhTUxhyMJ6enkyaNAlPT8+a7orD0DGrOB2zitMxuzg6bhWnY1b5VEAtIiIiTk1nhkRERMSpKQyJiIiIU1MYEhEREaemMCQiIiJOTWGomsTFxWGxWOxe4eHhtuXGGOLi4mjUqBHe3t706NGDbdu2lbrN2bNn07VrV4KDgwkODqZXr16sW7euQvutzarimC1evJirrrqKoKAgfH19ad++PQsWLCjSbubMmURFReHl5UWnTp348ccfK/39VYWaOmaO/DmDqjlu51u0aBEWi4Vbb721yDJ91opX0jFz5M9aVRyzefPmFdmmxWIhKyvLrp2jfs6qi8JQNWrbti3Jycm21y+//GJbNmXKFP75z3/yxhtvsH79esLDw4mJibE9G604K1as4K677mL58uWsWbOGZs2a0bt3bw4dOlTu/dZ2lX3M6tWrx/jx41mzZg3/+9//uOeee7jnnnv473//a2vz4Ycf8sgjjzB+/Hg2b95M165d6du3LwcOHKjS91pZauKYlbVfR1DZx+2c/fv388QTT9C1a9ciy/RZK15px6ys/dZ2VXHMAgIC7LaZnJyMl5eXbbmjf86qhZFqMWnSJNOuXbtilxUUFJjw8HDz8ssv2+ZlZWWZwMBA89Zbb5V7H3l5ecbf39/Ex8eXa7+1XXUcM2OM6dChg5kwYYJt+uqrrzYPPPCAXZvWrVubsWPHVmi7NaGmjpkjf86MqbrjlpeXZ7p06WLeeecdExsbawYMGGC3XJ+1oso6Zo78WauKY/buu++awMDAUvfryJ+z6qIzQ9Vo165dNGrUiKioKO68804SExMB2Lt3LykpKfTu3dvW1tPTk+7du7N69epyb//06dPk5uZSr169cu3XEVTlMTPG8N1337Fjxw66desGQE5ODhs3brTbLkDv3r0r9LOoSdV9zMrar6OoiuP23HPPERoayr333ltkmT5rxSvtmJW1X0dQFcfs5MmTRERE0KRJE/r378/mzZtty+rC56w6KAxVk2uuuYb58+fz3//+l9mzZ5OSksJ1113H8ePHSUlJASAsLMxunbCwMNuy8hg7diyNGzemV69e5dpvbVdVxyw9PR0/Pz88PDzo168f06dPJyYmBoDU1FTy8/Mv+WdRU2rimJW1X0dQFcftp59+Ys6cOcyePbvY5fqsFVXWMStrv7VdVRyz1q1bM2/ePD7//HM++OADvLy86NKlC7t27QIc/3NWXfTU+mrSt29f27+vuOIKOnfuTPPmzYmPj+faa68FwGKx2K1jjCkyryRTpkzhgw8+YMWKFXbXikvb72OPPXYpb6nKVdUx8/f3Z8uWLZw8eZLvvvuOxx57jOjoaHr06GFrcyk/i5pUU8fMkT9nUPnHLTMzk7vvvpvZs2cTEhJS6r71WbMq7zFz5M9aVfx+XnvttbZ1Abp06ULHjh2ZPn06r7/+um2+o37OqovCUA3x9fXliiuuYNeuXba7JVJSUmjYsKGtzdGjR4uk+eK8+uqrvPTSSyxbtowrr7yy3Pt1NJV1zFxcXGjRogUA7du3Z/v27UyePJkePXoQEhKCq6trkf8xlfdnUdtUxzEra7+O6FKP2549e9i3bx8333yzbV5BQQEAbm5u7Nixg6ZNm+qzdp7yHLPmzZuXul9HU5nfA+e4uLjw5z//2XY86trftKqiy2Q1JDs7m+3bt9OwYUOioqIIDw9n6dKltuU5OTmsXLmS6667rtTtTJ06leeff56EhASuuuqqCu3X0VTWMbuQMYbs7GwAPDw86NSpk912AZYuXVrh7dYG1XHMytqvI7rU49a6dWt++eUXtmzZYnvdcsst9OzZky1bttC0aVN91i5QnmNW1n4dTVX8fhpj2LJli+141LXPWZWpiaptZ/T444+bFStWmMTERPPzzz+b/v37G39/f7Nv3z5jjDEvv/yyCQwMNIsXLza//PKLueuuu0zDhg1NRkaGbRtDhw61q/5/5ZVXjIeHh/nPf/5jkpOTba/MzMxy77c2q4pj9tJLL5lvv/3W7Nmzx2zfvt1MmzbNuLm5mdmzZ9vaLFq0yLi7u5s5c+aY3377zTzyyCPG19dXx6yUY+bInzNjqua4Xai4O6P0Wav4MXPkz1pVHLO4uDiTkJBg9uzZYzZv3mzuuece4+bmZtauXWtr48ifs+qiMFRN/va3v5mGDRsad3d306hRI3P77bebbdu22ZYXFBSYSZMmmfDwcOPp6Wm6detmfvnlF7ttdO/e3cTGxtqmIyIiDFDkNWnSpHLvtzarimM2fvx406JFC+Pl5WWCg4NN586dzaJFi4rse8aMGSYiIsJ4eHiYjh07mpUrV1bZ+6xMNXXMHPlzZkzVHLcLFffFbow+axU9Zo78WauKY/bII4+YZs2aGQ8PDxMaGmp69+5tVq9eXWTfjvo5qy4WY4yp0VNTIiIiIjVINUMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMi4lTy8/O57rrrGDhwoN389PR0mjZtyoQJE2qoZyJSUzQCtYg4nV27dtG+fXvefvtthgwZAsCwYcPYunUr69evx8PDo4Z7KCLVSWFIRJzS66+/TlxcHL/++ivr169n0KBBrFu3jvbt29d010SkmikMiYhTMsZwww034Orqyi+//MJDDz2kS2QiTkphSESc1u+//06bNm244oor2LRpE25ubjXdJRGpASqgFhGnNXfuXHx8fNi7dy8HDx6s6e6ISA3RmSERcUpr1qyhW7dufPPNN0yZMoX8/HyWLVuGxWKp6a6JSDXTmSERcTpnzpwhNjaW+++/n169evHOO++wfv16Zs2aVdNdE5EaoDAkIk5n7NixFBQU8MorrwDQrFkzpk2bxpNPPsm+fftqtnMiUu10mUxEnMrKlSu58cYbWbFiBddff73dsptuuom8vDxdLhNxMgpDIiIi4tR0mUxEREScmsKQiIiIODWFIREREXFqCkMiIiLi1BSGRERExKkpDImIiIhTUxgSERERp6YwJCIiIk5NYUhEREScmsKQiIiIODWFIREREXFqCkMiIiLi1P4fzlyaXEB+Pg8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RIO DA BOUZA\n",
+      "93       49.536567\n",
+      "205      49.536567\n",
+      "317      49.531167\n",
+      "429      49.520217\n",
+      "541      49.496900\n",
+      "           ...    \n",
+      "21261    49.531633\n",
+      "21373    49.527400\n",
+      "21485    49.529000\n",
+      "21597    49.535667\n",
+      "21709    49.566033\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OTTER BANK F/V\n",
+      "163      57.120740\n",
+      "51       57.120740\n",
+      "275      57.120745\n",
+      "387      57.120737\n",
+      "499      57.120755\n",
+      "           ...    \n",
+      "21219    60.801882\n",
+      "21443    60.852743\n",
+      "21331    60.852743\n",
+      "21555    60.923917\n",
+      "21667    60.969618\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE AMETZA II\n",
+      "6        44.591753\n",
+      "118      44.591753\n",
+      "230      44.559438\n",
+      "342      44.524793\n",
+      "454      44.498057\n",
+      "           ...    \n",
+      "21174    43.352675\n",
+      "21286    43.352580\n",
+      "21398    43.352588\n",
+      "21510    43.352588\n",
+      "21622    43.352587\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA AVENIR\n",
+      "41       5.289293\n",
+      "153      5.289293\n",
+      "265      5.289305\n",
+      "377      5.289315\n",
+      "489      5.289317\n",
+      "           ...   \n",
+      "21209    5.289307\n",
+      "21321    5.289303\n",
+      "21433    5.289302\n",
+      "21545    5.289305\n",
+      "21657    5.289293\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARPESCA\n",
+      "61       49.138952\n",
+      "173      49.143535\n",
+      "285      49.157630\n",
+      "397      49.167335\n",
+      "509      49.180652\n",
+      "           ...    \n",
+      "21229    48.852325\n",
+      "21341    48.825843\n",
+      "21453    48.806172\n",
+      "21565    48.782310\n",
+      "21677    48.742577\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE MARMOUSET 3\n",
+      "2        50.726525\n",
+      "114      50.726525\n",
+      "226      50.726548\n",
+      "338      50.726527\n",
+      "450      50.726535\n",
+      "           ...    \n",
+      "21170    50.724042\n",
+      "21282    50.724045\n",
+      "21394    50.724052\n",
+      "21506    50.724053\n",
+      "21618    50.724042\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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atmwJWFdIqlevzpdffsntt99O8eJX/vWU+kbtGTNmULp0aXx9falevbrH22xZsWbNGoYPH06/fv1o0aIF5cqV48SJE3zwwQesXLmSAQMGpLsKt3nzZh544AHuvvtuYmNjGTNmDJUrV+aRRx4BoFSpUkydOpWoqCj++OMP7rrrLkJCQjh58iTbt2/n5MmTTJ8+HbB+Zq1ateLmm2/m4YcfJjw8nDNnzrB//34+++wz14tNn3jiCWbPnk3Xrl158cUXqVChAosWLXIVcjmtZcuWPPjggwwaNIjNmzfTunVrSpYsybFjx/juu++oX78+Dz/8MLVr16ZmzZqMGjUKYwxBQUF89tlnrv5maWV0npYuXfqacg0ICKB169a88sorlC9fnvDwcNauXcusWbMyfGnl1X6GUkTZ229cJH/L6Om2yMhIj+3Xr19vmjdvbvz9/U1wcLB54IEHzI8//mgAM2fOHFc7T68AMMZ6Sqdt27YmICDA+Pj4mGrVqpm77rrL7RFxY6wnjTp37mwCAwONj4+PqVmzphkxYoRbm9GjR5tKlSqZYsWKuT3tlJycbF5++WVz/fXXG29vb1O+fHlz3333mdjY2EzvZ6qYmBgDmJdeeumK7S736aefGsC0b9/ebf6QIUMMYP7zn/+k+w6XPd1mjDFTpkwx1atXN15eXm7HOKPco6Ki0j3WfrnY2FgzduxY07JlS1OxYkVTvHhxU7p0adO0aVMzdepUc/HiRVfb1CejvvzyS9O/f39TpkwZ4+fnZ7p06WL27duXbt1r1641Xbt2NUFBQcbb29tUrlzZdO3a1Xz88cdu7Q4ePGgGDx5sKleubLy9vU1wcLBp0aJFuietdu7cadq3b298fX1NUFCQuf/++13HNrNPt23atMnj8q5du3o8VrNnzzZNmzY1JUuWNH5+fqZmzZpmwIABZvPmzenyKl26tClbtqy5++67zeHDhz3+DDM6T6tVq2a6du2abvuAGTZsWLrjBZhXXnnFNe/IkSOmV69epmzZsqZ06dKmU6dO5ueffzbVqlUzUVFR6Y5DZn+GUrQ4jDEm70szkaJtxIgRLFiwwO3legXRk08+yfTp04mNjb3mKzgF0dy5cxk0aBCbNm3y2PlZ8j/9DOVKdLtNJA+dOHGCDRs2sHjxYpo3b253Otn2/fffs3fvXqZNm8ZDDz1UJAskESn8VCSJ5KEVK1bw6KOP0qxZM958802708m25s2b4+/vT7du3XjxxRftTkdEJFfodpuIiIiIB3oFgIiIiIgHKpJEREREPFCRJCIiIuKBOm5nU0pKCkePHqV06dIZDt0gIiIi+YsxhjNnzlCpUiXXuJgZUZGUTUePHiUsLMzuNERERCQbYmNjrzpYuIqkbEp9bX5sbCwBAQE2ZyMiIiKZER8fT1hYWKaGv1GRlE2pt9gCAgJUJImIiBQwmekqo47bIiIiIh6oSBIRERHxQEWSiIiIiAfqk5TLkpOTuXDhgt1pSD7g7e2Nl5eX3WmIiEgmqUjKJcYYjh8/zl9//WV3KpKPlClThooVK+rdWiIiBYCKpFySWiCFhITg7++vP4pFnDGGc+fOceLECQBCQ0NtzkhERK5GRVIuSE5OdhVI5cqVszsdySf8/PwAOHHiBCEhIbr1JiKSz6njdi5I7YPk7+9vcyaS36SeE+qnJiKS/6lIykW6xSaX0zkhIlJwqEgSERER8UBFkhQYv/76Kw6Hg23bttmdioiIFAEqksTNiRMneOihh6hatSo+Pj5UrFiRjh07smHDBrtTy5f+/PNP+vfvT2BgIIGBgfTv31+vfRARKST0dJu46dWrFxcuXGDevHnUqFGD3377ja+//po//vjD7tQy5ciRI1SuXDnP+v7ce++9HDlyhJUrVwLw4IMP0r9/fz777LM82b6IZMN54BOgOVDT5lwkX9OVJHH566+/+O6773j55Zdp27Yt1apV46abbmL06NF07drV1c7hcDB9+nQ6d+6Mn58f1atX5+OPP3ZbV1xcHPfccw9ly5alXLly9OjRg19//dWtzZw5c6hTpw6+vr7Url2badOmuS3fuHEjjRo1wtfXlyZNmrB169ar7sO4ceOoUaMG48eP58CBA9k/GJmwa9cuVq5cyXvvvUfz5s1p3rw5M2fO5PPPP2fPnj25um0RyaZkwA/oD1wHmKu0PwMk5nZSkl+pSBKXUqVKUapUKZYuXUpi4pV/K4wbN45evXqxfft27rvvPvr27cuuXbsAOHfuHG3btqVUqVKsW7eO7777jlKlStGpUyeSkpIAmDlzJmPGjGHixIns2rWLSZMmMW7cOObNmwdAQkIC3bp1IyIigi1btjBhwgSeeuqpq+7Df/7zH8aNG8fatWupVasWrVu3ZtasWZw5c+aK+5zR1Llz5wy3tWHDBgIDA2natKlrXrNmzQgMDGT9+vVXzVVE8pABfiD9/ZO3ga+BukBJYBQwFnA4pwDAF/gizzKV/MRItpw+fdoA5vTp0+mW/f3332bnzp3m77//dl/Q2BhTOY+nxlnbr08++cSULVvW+Pr6mhYtWpjRo0eb7du3u7UBzNChQ93mNW3a1Dz88MPGGGNmzZplIiIiTEpKimt5YmKi8fPzM6tWrTLGGBMWFmbef/99t3W88MILpnnz5sYYY959910TFBRkEhISXMunT59uALN169ZM7cuvv/5qXnjhBXP99dcbf39/069fP/Pll1+65bVv374rTkeOHMlw/RMnTjS1atVKN79WrVpm0qRJHr+T4bkhIrnrEWMM1zBNyPuUJXdc6e/35dQnKS8dB+LsTuLKevXqRdeuXfn222/ZsGEDK1eu5N///jfvvfceAwcOdLVr3ry52/eaN2/ueupsy5Yt7N+/n9KlS7u1OX/+PL/88gsnT54kNjaW+++/nyFDhriWX7x4kcDAQMC6ldWgQQO3F3Jevs2rqVatGmPHjmXs2LHMmzePRx99lEWLFvHnn39SpkwZAK677rosrfNynvo+GWP0PiQROyUDPwLbgY3AzGtcXwgw4lqTkoJIRVJeqlgwtunr60v79u1p3749zz77LA888ADjx493K5I8SS0MUlJSaNy4MYsWLUrXJjg4mPPnzwPWLbe0t6oA11Adxlyto8DV/f7773z44YfMnz+fbdu20blzZ6KiolyFGFi3267k5ptv5osvPF9nr1ixIr/99lu6+SdPnqRChQrXlryIZM8ZoBXwfzm4zuNYt96kyFGRlJc2251A9tStW5elS5e6zfv+++8ZMGCAW9yoUSMAbrzxRj766CNCQkIICAhIt77AwEAqV67MgQMH6NevX4bbXLBgAX///bdrzLPvv//+qrkmJiby2WefMX/+fFauXElkZCRRUVEsX76c4ODgdO2v9s6l1G170rx5c06fPs3GjRu56aabAPjhhx84ffo0LVq0uGquIpIL9pGzBdLPqEAqynL95l8hla0+Sfnc77//btq2bWsWLFhgtm/fbg4cOGD++9//mgoVKpjBgwe72gGmfPnyZtasWWbPnj3m2WefNcWKFTM7duwwxhiTkJBgatWqZW655Razbt06c+DAARMTE2Mef/xxExsba4wxZubMmcbPz89MmTLF7Nmzx/zf//2fmT17tnnttdeMMcacOXPGlC9f3vTt29fs2LHDLF++3Fx33XVX7ZM0ePBgU6FCBTNixIh0falyQ6dOncwNN9xgNmzYYDZs2GDq169vunXrlmH7gnpuiBQYv5lr63uU0dTTGDPWGPOhMeZnY0xSXu2Q5LSs9EmytUhau3at6datmwkNDTWAWbJkyRXbr1mzxmA9o+A27dq1y9UmKSnJPPfcc6ZGjRrGx8fH3HDDDeaLL77IcJ2TJk0ygBk+fHiWci+MRdL58+fNqFGjzI033mgCAwONv7+/iYiIMGPHjjXnzp1ztQPM22+/bdq3b298fHxMtWrVzAcffOC2rmPHjpkBAwaY8uXLGx8fH1OjRg0zZMgQt+O1aNEi07BhQ1OiRAlTtmxZ07p1a7N48WLX8g0bNpgGDRqYEiVKmIYNG5ro6OirFkn79u0zFy5cyLmDchWnTp0y/fr1M6VLlzalS5c2/fr1M3/++WeG7QvquSFSYOwwuVMkXT55G2MijTH3GGNeMMYsMcbsM8ZczPU9lGuUlSLJYUwOdP7Ipi+++IL//e9/3HjjjfTq1YslS5bQs2fPDNvHxMTQtm1b9uzZ43YbJzg42NWX5ZlnnmHhwoXMnDmT2rVrs2rVKkaOHMn69etdt4NSbdq0id69exMQEEDbtm2ZMmVKpnOPj48nMDCQ06dPp7uldP78eQ4ePEj16tXx9fXN9DoLCofDcdWflXhW2M8NkXzhY2A2cDPQD6gKDAbmOpdPBqKAZsDhNN97GfgvsOUatu2H9TqBSKBemqkKum2XT1zp7/flbO2T1Llz5yu+hyYjISEhrqeTLrdgwQLGjBlDly5dAHj44YdZtWoVr732GgsXLnS1O3v2LP369WPmzJm8+OKL2cpfRETyobudU1pznFNarwD3OD+HA/8Enk6z/DxwAqgM/IrVPyl12gHsBi5cts6/sYqsywutAC4VTGkLqJDM7pTYoUB23G7UqBHnz5+nbt26jB07lrZt27qWJSYmpvsfup+fH999953bvGHDhtG1a1duu+02FUkiIkXR3cBXQDTwKumv9PhiXYUCa/iSmkCPNMsvYHUU//my6Rcg5bJ1xQPrnVNawbhfcYp0TmWyt0uSswpUkRQaGsqMGTNo3LgxiYmJLFiwgHbt2hETE0Pr1q0B6NixI6+//jqtW7emZs2afP3113z66ackJye71vPhhx/y448/smnTpkxvOzEx0e0t1PHx8Tm3YwWMjXdoRURyjgOY4Zyywxvr1lpdoHea+X9jXWW6vHg6fPkKgJPAGueUVhXci6d6QB3AH8lDBapIioiIICIiwhU3b96c2NhYXn31VVeR9OabbzJkyBBq166Nw+GgZs2aDBo0iDlzrOussbGxDB8+nC+//DJLfUImT57Mc889l7M7JCIihY8f0Mg5pRUP7CR98ZT+dWtwxDmtTDPPAdQgffF0PVAi59KXSwpUkeRJs2bN3PoaBQcHs3TpUs6fP8+pU6eoVKkSo0aNonr16oD1NugTJ07QuHFj13eSk5NZt24db731FomJia5O4GmNHj2akSNHuuL4+HjCwsKumJuuuMjldE6IFGEBWJ3Fm102/3esPk6XF09/XdbOYN3K+wX4NM384liF0uXFUw0g/Z8zyYICXyRt3bqV0NDQdPN9fX2pXLkyFy5cIDo6mt69rWuh7dq146effnJrO2jQIGrXrs0zzzzjsUAC8PHxwcfHJ1M5eXt7A9ZAr1d6GaEUPefOnQMunSMiIpQH2jinVAY4SvriaQdw7rLvX8S6QrUT6+m8VL5Yt+guL57C0JN2mWRrkXT27Fn279/vig8ePMi2bdsICgqiatWqjB49mri4OObPnw/AlClTCA8PJzIykqSkJBYuXEh0dDTR0dGudfzwww/ExcXRsGFD4uLimDBhAikpKTz9tPXIQunSpalXr55bHiVLlqRcuXLp5meXl5cXZcqU4cSJEwD4+/trLK8izhjDuXPnOHHiBGXKlMmwGBcRAawiprJz6pBmfgqXnrRLW0DtIv2TdueBrc4prdKkf8ou9Uk7/alyY2uRtHnzZrcn01JvZ0VFRTF37lyOHTvG4cOXerolJSXx1FNPERcXh5+fH5GRkSxfvtz1uD9Y76EZO3YsBw4coFSpUnTp0oUFCxZk+MqA3FKxojVoWmqhJAJQpkwZ17khIpJlxbBuo9UAbk8z/wKwH/crTj9jPX13+ZN2Z4ANzimt8qQvniKBsjm6BwWKrS+TLMgy+zKq5ORkLly4vLyXosjb21tXkEQkb53H/Um71OLp1yysozLp3/FUFyiZk4nmnQLzMsmiwMvLS38YRUTEHr5AQ+eU1hnSP2m3AzjmYR1xzmlVmnkOoDrp3/EUAWSu+26BoCJJRESkqCkNNHVOaZ3C85N2f17WzgAHnNOyNPO98PykXU0K5JN2KpJERETEUg5o7ZxSGeA46QunHUDCZd9PxupEvgtrDL1UPnh+0q4q+bqzuIokERERyZgDCHVO7dPMT8F6i/jlxdMuIOmydSQC25xTWqVI/5RdPaAC+aJ4UpEkIiIiWVcMa2DgcKBbmvkXsV54eXnxtA/rSlNaZ4EfnFNa5YD6WAMOd87ZtLNCRZKIiIjknOJYHbgjgF5p5p8H9pD+HU8HPazjFBAD7MXqNG4TFUkiIiKS+3yBBs4prbNcetLuc2BJmmVtsVUxezcvIiIiRVop4CagI/BjmvnNgXdtychFRZKIiIjY6xTW8CuHnHE9rKtKNr+wUkWSiIiI2Ocs0BXrlhtYL6lcBQTZlpGLiiQRERGxRyJwJ5eebqsAfAlUsi0jNyqSREREJO8lA/2B1c44EKtAus62jNJRkSQiIiJ5ywCPcOmt3H7AcuAG2zLySEWSiIiI5K0xwAzn5+LAJ0BL+9LJiIokERERyTuvAZOdnx3APKCLfelciYokERERyRtzgKfSxFOBe23KJRNUJImIiEjuWwo8kCZ+DhhmTyqZpSJJREREctca4B4gxRk/DoyzL53MUpEkIiIiuWczcDuQ5IzvA97A6o+Uz6lIEhERkdyxG+iM9VZtgG7AbApM9VFA0hQREZEC5TDQHvjdGd8M/Bfwti2jLFORJCIiIjnrJNaAtUeccQPgM6yXRhYgKpJEREQk58Rj3WLb44yvwxqwNtC2jLJNRZKIiIjkjPNAT2CLM66ENTZbBbsSujYqkkREROTaXQT6Yj3uDxCENWBtuF0JXTsVSSIiInJtDPAg1gsjAUoCK4BIuxLKGSqSREREJPsM8E+sIUfAenptCdDUtoxyjIokERERyb6XsAatBesFkYuwHv0vBFQkiYiISPbMAP6VJn4XuNumXHKBiiQRERHJuo+BoWniycAQm3LJJSqSREREJGu+BPph9UcCeBJ4xr50couKJBEREcm874E7gAvOeBDwCgViwNqsUpEkIiIimbMD6AKcc8Y9sfolFcICCVQkiYiISGb8ijUe25/OuC3wAVDcroRyn4okERERubLfsB7rP+qMG2O9ONLXroTyhookERERydhfQEdgvzOOAL4AAuxKKO+oSBIRERHPzgG3A9udcRjWgLXBtmWUp1QkiYiISHoXgN7At864PNaj/2G2ZZTnVCSJiIiIuxSsR/uXO+NSWLfYatuWkS1UJImIiMglBngCaww2AB9gGdDEroTsoyJJRERELnkBmOr8XAz4EOtx/yJIRZKIiIhY3gLGp4nfw3phZBGlIklERETgfeCxNPGrWP2SijAVSSIiIkXdCiAqTTwaa9DaIk5FkoiISFH2HXAXcNEZPwhMtC+d/ERFkoiISFG1HegG/O2M7wamUWgHrM0qFUkiIiJF0X6s4UZOO+P2wALAy7aM8h0VSSIiIkXNUayi6Ddn3AxYjPVOJHFRkSQiIlKU/IF1BelXZxyJ9WbtUnYllH+pSBIRESkqErD6IP3sjMOBVUCQXQnlbyqSREREioIk4E5ggzMOwRqwtrJtGeV7KpJEREQKu2RgAFZRBBCAdQWplm0ZFQgqkkRERAozAzwKfOSMfYHPgYZ2JVRw2FokrVu3ju7du1OpUiUcDgdLly69YvuYmBgcDke6affu3a42Fy5c4Pnnn6dmzZr4+vrSoEEDVq5c6baeyZMn849//IPSpUsTEhJCz5492bNnT27sooiIiL3GAe84P3sBHwM325dOQWJrkZSQkECDBg146623svS9PXv2cOzYMddUq9al64Vjx47l3XffZerUqezcuZOhQ4dyxx13sHXrVlebtWvXMmzYML7//ntWr17NxYsX6dChAwkJCTm2byIiIrZ7A/e3Z8/D6rgtmeIwxhi7kwBwOBwsWbKEnj17ZtgmJiaGtm3b8ueff1KmTBmPbSpVqsSYMWMYNmyYa17Pnj0pVaoUCxcu9PidkydPEhISwtq1a2ndunWm8o2PjycwMJDTp08TEBCQqe+IiIjkmfm4j8f2H9wHsC2isvL3u0D2SWrUqBGhoaG0a9eONWvWuC1LTEzE19fXbZ6fnx/fffddhus7fdp63WhQUMbPQCYmJhIfH+82iYiI5EvLgMFp4vGoQMqGAlUkhYaGMmPGDKKjo1m8eDERERG0a9eOdevWudp07NiR119/nX379pGSksLq1av59NNPOXbsmMd1GmMYOXIkrVq1ol69ehlue/LkyQQGBrqmsLCwHN8/ERGRaxYD9MZ6og2sTtvjbcumQCtQt9s86d69Ow6Hg2XLlgHWrbMhQ4bw2Wef4XA4qFmzJrfddhtz5szh3Llz6b4/bNgwli9fznfffUeVKlUy3E5iYiKJiYmuOD4+nrCwMN1uExGR/ONH4BbgjDO+F2s8tgJ1SSR3FfrbbWk1a9aMffv2ueLg4GCWLl1KQkIChw4dYvfu3ZQqVYrq1aun++5jjz3GsmXLWLNmzRULJAAfHx8CAgLcJhERkXxjL9CJSwVSF2AuheAvvX0K/KHbunUroaGh6eb7+vpSuXJlLl68SHR0ND169HAtM8bw6KOPsnjxYr755huPBZSIiEiBEYs1YO1JZ9wS61F/b9syKhSK27nxs2fPsn//fld88OBBtm3bRlBQEFWrVmX06NHExcUxf/58AKZMmUJ4eDiRkZEkJSWxcOFCoqOjiY6Odq3jhx9+IC4ujoYNGxIXF8eECRNISUnh6aefdrUZNmwY77//Pp9++imlS5fm+PHjAAQGBuLn55dHey8iIpIDfgc6AIed8Q1YL4v0ty2jQsPWImnz5s20bdvWFY8cORKAqKgo5s6dy7Fjxzh8+LBreVJSEk899RRxcXH4+fkRGRnJ8uXL6dKli6vN+fPnGTt2LAcOHKBUqVJ06dKFBQsWuL0yYPr06QDccsstbvnMmTOHgQMH5vyOioiI5IYzWLfVUt+pXBNruJEydiVUuOSbjtsFjd6TJCIitkoEugJfO+NQ4H+AepBcUZHquC0iIlLkXMR6ci21QCqDdQVJBVKOUpEkIiJSkBhgKLDYGfsDK4D6tmVUaKlIEhERKUhGAbOcn72xiqXm9qVTmKlIEhERKSj+7ZwAHFgviuxoXzqFnYokERGRguA94Jk08TTgHptyKSJUJImIiOR30cBDaeIXsfolSa5SkSQiIpKffYX1JFuKMx4B/Mu+dIoSFUkiIiL51UagJ5DkjKOAV7H6I0muU5EkIiKSH+0EOgMJzvh2rH5J+sudZ3SoRURE8ptDWOOx/eGM2wAfYfNgYkWPiiQREZH85ATQHohzxjcCywBf2zIqslQkiYiI5BengU7APmd8PfAFoCFCbaEiSUREJD/4G6vf0VZnXAX4EgixLaMiT0WSiIiI3S5ivRhynTMuh1UgVbMtI0FFkoiIiL1SgPuBz5xxKaxbbHVsy0icVCSJiIjYxQBPAvOdcQlgKfAPuxKStFQkiYiI2GUiMMX5uRjwAdDOtmzkMiqSRERE7DAdGJcmngHcaVMu4pGKJBERkbz2ITAsTfxvrH5Jkq+oSBIREclLK4H+WP2RAJ4B/mlfOpIxFUkiIiJ5ZT3WLbWLzvgBYLJ96ciVqUgSERHJCz8BXbFeGgnQC3gHcNiWkVyFiiQREZHcdgBrwNq/nPFtwCLAy66EJDNUJImIiOSmY1gD1h53xjcBSwAf2zKSTFKRJCIiklv+BDpiXUkC6y3aK7Deqi35nookERGR3HAO6IbVFwmgKtZ4bOVsy0iySEWSiIhITksC7sJ6mg0gGFgNVLEtI8kGFUkiIiI5KQUYiDVILUAAsAq43q6EJLtUJImIiOQUAzyGNQYbgC+wDGhkW0ZyDVQkiYiI5JQJwDTnZy/gv0Ab27KRa6QiSUREJCf8B3g+TTwH6G5TLpIjVCSJiIhcqwXA8DTxFKzx2aRAU5EkIiJyLT4DBqWJx+JeMEmBpSJJREQku9YBvYFkZ/wI7rfcpEBTkSQiIpIdW7H6HJ13xn2AqWjA2kJERZKIiEhW7QM6AfHOuBMwD/1VLWT04xQREcmKOKwBa0844xbAJ0AJ2zKSXKIiSUREJLNOAR2AQ864PvA5UNK2jCQXqUgSERHJjLNAV2CnM66ONdxIWdsyklymIklERORqEoE7gB+ccUWsAWtDbctI8oCKJBERkStJBu4DvnLGZbCuINW0KyHJKyqSREREMmKAh7E6ZgP4YfVBusG2jCQPqUgSERHJyL+Amc7PxYFooKV96UjeUpEkIiLiyavAS87PDmA+0Nm+dCTvqUgSERG53Gzgn2nit4C+NuUitlGRJCIiktYSYEia+HmsMdmkyFGRJCIikuobrDHYUpzxcGCsfemIvVQkiYiIAGwCegBJzvg+4HU0YG0RpiJJRERkN1an7LPOuDtWvyT9lSzS9OMXEZGi7TDWgLWnnHFr4CPA27aMJJ9QkSQiIkXXSawBa48444bAMqyXRkqRpyJJRESKpnigE7DHGV8HrAQCbctI8hkVSSIiUvScx+qk/aMzrow1YG0F2zKSfMjWImndunV0796dSpUq4XA4WLp06RXbx8TE4HA40k27d+92tblw4QLPP/88NWvWxNfXlwYNGrBy5cp065o2bRrVq1fH19eXxo0b8+233+b07omISH50Eesx/xhnHAR8CYTblI/kW7YWSQkJCTRo0IC33norS9/bs2cPx44dc021atVyLRs7dizvvvsuU6dOZefOnQwdOpQ77riDrVu3utp89NFHPPHEE4wZM4atW7dy880307lzZw4fPpxj+yYiIvlQCtaLIj91xiWBFUBd2zKSfMxhjDF2JwHgcDhYsmQJPXv2zLBNTEwMbdu25c8//6RMmTIe21SqVIkxY8YwbNgw17yePXtSqlQpFi5cCEDTpk258cYbmT59uqtNnTp16NmzJ5MnT85UvvHx8QQGBnL69GkCAgIy9R0REbGRAZ7CevcRWE+vLcd6sk2KjKz8/S6QfZIaNWpEaGgo7dq1Y82aNW7LEhMT8fX1dZvn5+fHd999B0BSUhJbtmyhQ4cObm06dOjA+vXrM9xmYmIi8fHxbpOIiBQgL3GpQCoGvI8KJLmiAlUkhYaGMmPGDKKjo1m8eDERERG0a9eOdevWudp07NiR119/nX379pGSksLq1av59NNPOXbsGAC///47ycnJVKjg3juvQoUKHD9+PMNtT548mcDAQNcUFhaWOzspIiI5713gX2nid4C7bMpFCozidieQFREREURERLji5s2bExsby6uvvkrr1q0BePPNNxkyZAi1a9fG4XBQs2ZNBg0axJw5c9zW5XC4v2feGJNuXlqjR49m5MiRrjg+Pl6FkohIQfBf4OE08Uu4D2ArkoECdSXJk2bNmrFv3z5XHBwczNKlS0lISODQoUPs3r2bUqVKUb16dQDKly+Pl5dXuqtGJ06cSHd1KS0fHx8CAgLcJhERyee+xBqDLbX37VPA0/alIwVLgS+Stm7dSmhoaLr5vr6+VK5cmYsXLxIdHU2PHj0AKFGiBI0bN2b16tVu7VevXk2LFi3yJGcREckD3wN3ABec8WDg32jAWsk0W2+3nT17lv3797vigwcPsm3bNoKCgqhatSqjR48mLi6O+fPnAzBlyhTCw8OJjIwkKSmJhQsXEh0dTXR0tGsdP/zwA3FxcTRs2JC4uDgmTJhASkoKTz996b8OI0eOpH///jRp0oTmzZszY8YMDh8+zNChQ/Nu50VEJPf8DHQBzjnjO7D6JalAkiywtUjavHkzbdu2dcWpfX6ioqKYO3cux44dc3t3UVJSEk899RRxcXH4+fkRGRnJ8uXL6dKli6vN+fPnGTt2LAcOHKBUqVJ06dKFBQsWuL0y4J577uHUqVM8//zzHDt2jHr16rFixQqqVauW+zstIiK56yDWeGx/OuNbsZ5kK1C9cCU/yDfvSSpo9J4kEZF86DegJfCLM24CfAOUti0jyWcK/XuSRERE0vkL6MilAqk28AUqkCTbVCSJiEjBdw7oDmx3xmFYT7aVty0jKQRUJImISMF2AegNfOeMywOrsQolkWugIklERAquFGAQ1hhsYN1aWwlEZPgNkUxTkSQiIgWTAZ4AFjljH2AZ0NiuhKSwUZEkIiIF0/PAVOfnYsBHwC22ZSOFkIokEREpeKYCE9LEs4Ae9qQihZeKJBERKVgWAY+niV8DBtqTihRuKpJERKTgWIF7QfQvYKQ9qUjhpyJJREQKhu+AXsBFZ/wQ8KJ96UjhpyJJRETyv+1AN+C8M+4NvI0GrJVcpSJJRETyt/1Yw42cdsYdgAWAl20ZSRGhIklERPKvo0B7rIFrAZoBi4EStmUkRYiKJBERyZ/+wLpq9KszjsR6s3ZJuxKSokZFkoiI5D8JQFdghzMOxxqwNsiuhKQoUpEkIiL5SxJwJ/C9M66ANWBtJdsykiJKRZKIiOQfyUB/rKtGAIHAKuA62zKSIkxFkoiI5A8GGAb81xn7Ap8DDWzLSIq4TBdJR44cyc08RESkqBsHvOv8XBz4BGhlXzoimS6S6tWrx4IFC3IzFxERKareACamiediddwWsVGmi6RJkyYxbNgwevXqxalTp3IzJxERKUrm4T7+2lSgn025iKSR6SLpkUceYfv27fz5559ERkaybNmy3MxLRESKgk+B+9PEE4BH7UlF5HLFs9K4evXqfPPNN7z11lv06tWLOnXqULy4+yp+/PHHHE1QREQKqRjgHqwn2sAqjp61LRuRdLJUJAEcOnSI6OhogoKC6NGjR7oiSURE5Kq2ALcDic64H/AmGrBW8pUsVTgzZ87kySef5LbbbuPnn38mODg4t/ISEZHCag/QCTjjjLsCc9BLaSTfyXSR1KlTJzZu3Mhbb73FgAEDcjMnEREprGKxBqz93Rm3wnovkrdtGYlkKNNFUnJyMv/3f/9HlSpVcjMfEREprH7HGrA21hk3AD4D/G3LSOSKMl0krV69OjfzEBGRwuwM0BnY7YxrAiuBMnYlJHJ1ugMsIiK56zzQE9jsjCthDVhb0a6ERDJHRZKIiOSei8C9wDfOuCzWgLXVbctIJNNUJImISO4wwEPAEmfsDywH6tmWkUiWqEgSEZHc8Qww2/nZG6tYam5fOiJZpSJJRERy3svAK87PDmAh1pNtIgWIiiQREclZM4FRaeLpQG+bchG5BiqSREQk50QDQ9PEE7H6JYkUQCqSREQkZ3yF9SRbijMeCYy2Lx2Ra6UiSURErt0PWO9CSnLGA4FX0YC1UqCpSBIRkWuzE+gCJDjjHlj9klQgSQGnIklERLLvENZTa38441uAD8nCoFci+ZeKJBERyZ7fgPZAnDNuDHwK+NqWkUiOUpEkIiJZdxroBOxzxtcDXwABtmUkkuNUJImISNb8DdwObHPGVbAGrA22KyGR3KEiSUREMu8CcA+wzhmXA74EqtqWkUiuUZEkIiKZkwLcD3zmjEsBK4E6tmUkkqtUJImIyNUZrJdDLnDGJbA6aTexLSORXKciSURErm4i8KbzczGsx/xvtS8dkbygIklERK5sOjAuTTwTuMOmXETykIokERHJ2AfAsDTxK8Bgm3IRyWMqkkRExLMvgAFY/ZEARgFP2ZeOSF5TkSQiIumtB3oBF53xEGCSfemI2EFFkoiIuPs/oCvWSyMB7sLql6QBa6WIUZEkIiKX/AJ0BP5yxu2BhYCXXQmJ2EdFkoiIWI4BHYDjzvgmYDHgY1tGIraytUhat24d3bt3p1KlSjgcDpYuXXrF9jExMTgcjnTT7t273dpNmTKFiIgI/Pz8CAsLY8SIEZw/f961/OLFi4wdO5bq1avj5+dHjRo1eP7550lJScmN3RQRyf/+xLqCdMAZ1wVWYL1VW6SIKm7nxhMSEmjQoAGDBg2iV69emf7enj17CAi4NNR0cPClURUXLVrEqFGjmD17Ni1atGDv3r0MHDgQgDfeeAOAl19+mXfeeYd58+YRGRnJ5s2bGTRoEIGBgQwfPjxndk5EpKBIALoBPznjaljjsZWzLSORfMHWIqlz58507tw5y98LCQmhTJkyHpdt2LCBli1bcu+99wIQHh5O37592bhxo1ubHj160LVrV1ebDz74gM2bN2d9J0RECrIkrI7Z651xCLAaqGxbRiL5RoHsk9SoUSNCQ0Np164da9ascVvWqlUrtmzZ4iqKDhw4wIoVK1wFUWqbr7/+mr179wKwfft2vvvuO7p06ZLhNhMTE4mPj3ebREQKtBQgCmuQWoAA5+datmUkkq/YeiUpq0JDQ5kxYwaNGzcmMTGRBQsW0K5dO2JiYmjdujUAffr04eTJk7Rq1QpjDBcvXuThhx9m1KhRrvU888wznD59mtq1a+Pl5UVycjITJ06kb9++GW578uTJPPfcc7m+jyIiecIAj2GNwQbgC3wGNLItI5F8p0AVSREREURERLji5s2bExsby6uvvuoqkmJiYpg4cSLTpk2jadOm7N+/n+HDhxMaGsq4cdbgQx999BELFy7k/fffJzIykm3btvHEE09QqVIloqKiPG579OjRjBw50hXHx8cTFhaWi3srIpKLxgPTnJ+9gP8Cre1LRyQ/KlBFkifNmjVj4cKFrnjcuHH079+fBx54AID69euTkJDAgw8+yJgxYyhWrBj//Oc/GTVqFH369HG1OXToEJMnT86wSPLx8cHHR8/Bikgh8CbwQpp4LtDdnlRE8rMC2Scpra1btxIaGuqKz507R7Fi7rvl5eWFMQZjzBXb6BUAIlLoLQCeSBO/CdxnTyoi+Z2tV5LOnj3L/v37XfHBgwfZtm0bQUFBVK1aldGjRxMXF8f8+fMB6/1H4eHhREZGkpSUxMKFC4mOjiY6Otq1ju7du/P666/TqFEj1+22cePGcfvtt+Pl5eVqM3HiRKpWrUpkZCRbt27l9ddfZ/BgDW0tIoXYZ8CgNPE44HGbchEpAGwtkjZv3kzbtm1dcWqfn6ioKObOncuxY8c4fPiwa3lSUhJPPfUUcXFx+Pn5ERkZyfLly92eShs7diwOh4OxY8cSFxdHcHCwqyhKNXXqVMaNG8cjjzzCiRMnqFSpEg899BDPPvtsHuy1iIgN1gG9gWRnPAzQsygiV+QwqfegJEvi4+MJDAzk9OnTbi+2FBHJd7YCtwCpby7pizUeW4HvcCGSdVn5+61/IiIihdlerOFGUgukTlgdtfXbX+Sq9M9ERKSwOoI1YO1JZ9wCiAZK2JaRSIGiIklEpDA6hXUF6ZAzrg98DvjblpFIgaMiSUSksDkDdAF2OuMawCqgrG0ZiRRIKpJERAqTROBOIHVM74pYA9aGZvgNEcmAiiQRkcIiGevFkF854zLAl1hXkkQky1QkiYgUBgYYCnzijP2A5Vh9kUQkW1QkiYgUBqOB95yfiwOLsZ5mE5FsU5EkIlLQvQK87PzswBqfrZN96YgUFiqSREQKstnA02nit4E+NuUiUsioSBIRKagWA0PSxC8AD9uUi0ghpCJJRKQg+gZrDLYUZ/wEMMa2bEQKJRVJIiIFzSagB5DkjPsDr2H1RxKRHKMiSUSkINkFdAbOOuPuwCz021wkF+iflYhIQXEYa8DaU864NfAR4G1bRiKFmookEZGC4CTQHjjijBsBy7BeGikiuUJFkohIfheP9d6jvc64FrASCLQtI5EiQUWSiEh+dh6rk/aPzrgy1oC1IbZlJFJkqEgSEcmvLgL3ADHOOAhrwNpqdiUkUrSoSBIRyY9SgAew+h0BlAS+AOralpFIkaMiSUQkvzHAP4F5zrgEsBS4ya6ERIomFUkiIvnNZOB15+diwPvAbfalI1JUqUgSEclP3sF9eJF3gV425SJSxKlIEhHJL/4LPJImfhmrX5KI2EJFkohIfrAKuA+rPxJYfZKeti8dEVGRJCJivw3AncAFZ3w/1lUkEbGViiQRETv9DHQFzjnjO7H6JTlsy0hEnFQkiYjY5SDWgLV/OuN2WE+yFbctIxFJQ0WSiIgdjmMNWHvMGf8DWAL42JaRiFxGRZKISF77C2vA2l+ccR1gBVDaroRExBMVSSIieekc0A3Y7oyrYo3HVt62jEQkAyqSRETyygXgbuB/zjgYq0CqYltGInIFKpJERPJCCjAQ67YaWLfWVgIRdiUkIlejIklEJLcZYDjWk2tgdc7+DLjRtoxEJBNUJImI5Lbngbecn72whh9pY186IpI5KpJERHLTVGBCmngWcLs9qYhI1qhIEhHJLYuAx9PErwNRNuUiIlmmIklEJDcsx70gGgOMsCkXEckWFUkiIjntW+AuINkZDwVesC8dEckeFUkiIjlpO9AdOO+M78HqtK0Ba0UKHBVJIiI5ZT/QETjtjDsC87GeaBORAkdFkohITojDGrD2N2fcHIgGStiWkYhcIxVJIiLX6g+sq0a/OuN6wOdASbsSEpGcoCJJRORaJABdgR3OuDqwCgiyLSMRySEqkkREsisRuBP43hlXwBqwtpJtGYlIDlKRJCKSHclAf6yiCCDQ+fk62zISkRymIklEJKsMMAz42Bn7YfVBusG2jEQkF6hIEhHJqrHAu87PxYFPgFb2pSMiuUNFkohIVrwOTHJ+dgDzgC72pSMiuUdFkohIZs0BnkwTTwXutSkXEcl1KpJERDJjKfBAmvg5rH5JIlJoqUgSEbmaGKAPkOKMHwPG2ZaNiOQRW4ukdevW0b17dypVqoTD4WDp0qVXbB8TE4PD4Ug37d69263dlClTiIiIwM/Pj7CwMEaMGMH58+fd2sTFxXHfffdRrlw5/P39adiwIVu2bMnpXRSRgm4LcDvWO5EA7gOmoAFrRYqA4nZuPCEhgQYNGjBo0CB69eqV6e/t2bOHgIAAVxwcHOz6vGjRIkaNGsXs2bNp0aIFe/fuZeDAgQC88cYbAPz555+0bNmStm3b8sUXXxASEsIvv/xCmTJlcmS/RKSQ2AN0As44427AbHQNXqSIsLVI6ty5M507d87y90JCQjIsaDZs2EDLli25916rN2V4eDh9+/Zl48aNrjYvv/wyYWFhzJkzxzUvPDw8y3mISCEWizVg7e/O+Gbgv4C3bRmJSB4rkP8fatSoEaGhobRr1441a9a4LWvVqhVbtmxxFUUHDhxgxYoVdO3a1dVm2bJlNGnShLvvvpuQkBAaNWrEzJkz83QfRCQf+x3ogFUoATQAlmG9NFJEigxbryRlVWhoKDNmzKBx48YkJiayYMEC2rVrR0xMDK1btwagT58+nDx5klatWmGM4eLFizz88MOMGjXKtZ4DBw4wffp0Ro4cyb/+9S82btzI448/jo+PDwMGDPC47cTERBITE11xfHx87u6siNjjDNAZSO3qeB3WgLVl7EpIROxSoIqkiIgIIiIiXHHz5s2JjY3l1VdfdRVJMTExTJw4kWnTptG0aVP279/P8OHDCQ0NZdw463GUlJQUmjRpwqRJ1hvhGjVqxI4dO5g+fXqGRdLkyZN57rnncnkPRcRW54GewGZnXAlYjTVwrYgUOQXydltazZo1Y9++fa543Lhx9O/fnwceeID69etzxx13MGnSJCZPnkxKivX8bmhoKHXr1nVbT506dTh8+HCG2xk9ejSnT592TbGxsRm2FZEC6CLWiyG/ccZlsQasDbcrIRGxW4G6kuTJ1q1bCQ0NdcXnzp2jWDH32s/LywtjDMYYAFq2bMmePXvc2uzdu5dq1apluB0fHx98fHxyMHMRyTcM8BCwxBmXBFYAkbZlJCL5gK1F0tmzZ9m/f78rPnjwINu2bSMoKIiqVasyevRo4uLimD9/PmC9/yg8PJzIyEiSkpJYuHAh0dHRREdHu9bRvXt3Xn/9dRo1auS63TZu3Dhuv/12vLy8ABgxYgQtWrRg0qRJ9O7dm40bNzJjxgxmzJiRtwdAROxngKexHu0H6+m1JUAz2zISkXzC1iJp8+bNtG3b1hWPHDkSgKioKObOncuxY8fcboElJSXx1FNPERcXh5+fH5GRkSxfvpwuXS6NLjl27FgcDgdjx44lLi6O4OBgunfvzsSJE11t/vGPf7BkyRJGjx7N888/T/Xq1ZkyZQr9+vXLg70WkXzl38Crzs8OYBHWo/8iUuQ5TOo9KMmS+Ph4AgMDOX36tNuLLUWkAJkJPJgmfveyWEQKnaz8/S7wHbdFRLLlE2BomngSKpBExI2KJBEpelZjPcmWOmDtk8CojJuLSNGkIklEipYfgDuAC854EPAKGrBWRNJRkSQiRccOoAuQ4Ix7AjNQgSQiHqlIEpGi4Ves8dj+cMZtgQ8oBG+LE5HcoiJJRAq/37Ae6z/qjBsDSwFfuxISkYJARZKIFG6ngU5A6ntrI4AvAL25Q0SuQkWSiBRefwPdgW3OuArWeGzBdiUkIgWJiiQRKZwuAL2Bb51xeaxH/6valpGIFDAqkkSk8EkBBgOfO+NSWLfYatuWkYgUQCqSRKRwMcAIYKEzLgEsA5rYlpGIFFAqkkSkcHkR+I/zczHgI6zH/UVEskhFkogUHtOAZ9PE72G9MFJEJBtUJIlI4fAB8Gia+FWsIUdERLJJRZKIFHxfAAOw+iMBjMYatFZE5BqoSBKRgu1/QC/gojN+EJhoXzoiUnioSBKRguv/gG5YL40EuBurX5IGrBWRHKAiSUQKpl+AjsBfzrg9sADwsishESlsVCSJSMFzDOgAHHfGTYHFgI9tGYlIIaQiSUQKlj+xCqQDzrgusBzrrdoiIjlIRZKIFBwJQFfgZ2ccjjVgbTm7EhKRwkxFkogUDEnAXcAGZxyCVSBVti0jESnkVCSJSP6XDEQBK51xALAKqGVbRiJSBKhIEpH8zQCPAR86Y1/gc6ChXQmJSFGhIklE8rdngenOz17Ax8DN9qUjIkWHiiQRyb+mAC+miedhvTxSRCQPqEgSkfxpPjAiTfwm0M+mXESkSFKRJCL5zzJgcJr4WeBxm3IRkSJLRZKI5C9rgd5YT7QBPApMsC0bESnCVCSJSP6xFegOJDrjvli32TRgrYjYQEWSiOQPe7EGrD3jjDtjddTWbykRsYl+/YiI/Y4A7YGTzrgl8AngbVtGIiIqkkTEZqewBqw97IxvwHpZpL9tGYmIACqSRMROZ4AuwC5nXBNruJEydiUkInKJiiQRsUcicAew0RmHYg1YW9G2jERE3KhIEpG8l4z1YsivnXEZrCtINexKSEQkPRVJIpK3DDAUiHbG/sAKoL5tGYmIeKQiSUTy1mjgPednb2Ax0Ny+dEREMqIiSUTyzivAy87PDmAB1ruRRETyIRVJIpI3ZgFPp4mnAffYlIuISCaoSBKR3LcYeDBN/CJWvyQRkXxMRZKI5K6vscZgS3HGI4B/2ZeOiEhmqUgSkdyzCegJJDnjKOBVNGCtiBQIKpJEJHfswhqk9qwzvh3rqTb91hGRAkK/rkQk5x3CGrD2lDNuA3wEFLctIxGRLFORJCI56wTWgLVxzvhGYBnga1tGIiLZoiJJRHJOPNYttr3O+HrgCyDAtoxERLJNRZKI5Iy/sfod/eiMq2ANWBtiW0YiItdERZKIXLuLQB9grTMuh1UgVbMtIxGRa6YiSUSuTQrwAFa/I4CSWLfY6tiWkYhIjlCRJCLZZ4CngHnOuATwKfAP2zISEckxKpJEJPsmAW84PxcDPgDa2ZeOiEhOUpEkItnzDjA2TTwDuNOmXEREcoGtRdK6devo3r07lSpVwuFwsHTp0iu2j4mJweFwpJt2797t1m7KlClERETg5+dHWFgYI0aM4Pz58x7XOXnyZBwOB0888UQO7ZVIEfAR8Eia+N/A/TblIiKSS2x9/21CQgINGjRg0KBB9OrVK9Pf27NnDwEBl168Ehwc7Pq8aNEiRo0axezZs2nRogV79+5l4MCBALzxxhtu69m0aRMzZszghhtuuLYdyQ0XsDq/PgPs9rD8ESAI8Esz+Wbic2rsi8bPkuxZBfTH6o8E8DTwT/vSERHJLbYWSZ07d6Zz585Z/l5ISAhlypTxuGzDhg20bNmSe++9F4Dw8HD69u3Lxo0b3dqdPXuWfv36MXPmTF588cUs55CrLgL1uPRCPk+m5cB2UoulKxVT2f2c0TINS1GwbcC6pXbBGT8AvGRfOiIiualA/slq1KgR58+fp27duowdO5a2bdu6lrVq1YqFCxeyceNGbrrpJg4cOMCKFSuIiopyW8ewYcPo2rUrt912W/4qknYBdfNoW+ed0195tD2wzrhrLcyyWrT5oKtmOeFnoCtwzhn3wuqXpGMrIoVUgSqSQkNDmTFjBo0bNyYxMZEFCxbQrl07YmJiaN26NQB9+vTh5MmTtGrVCmMMFy9e5OGHH2bUqFGu9Xz44Yf8+OOPbNq0KdPbTkxMJDEx0RXHx8fn3I6l9WYOrKM31nAQ57Hegpw6nc/E57+x3nuTWy5ijQp/9moNc5CDK181y8mraWljr7zYuTxyAGs8tj+dcTtgEYVrH0VELlOgiqSIiAgiIiJccfPmzYmNjeXVV191FUkxMTFMnDiRadOm0bRpU/bv38/w4cMJDQ1l3LhxxMbGMnz4cL788kt8fTM/4ubkyZN57rnncnyf0rkHeB84cw3r6MC1daK9QNYLq8y0u9J3kq4h36sxabbz51Xa5iRv8qYYS/u5BDl/Zec41jl1zBn/A1iCdYVORKQQcxhjzNWb5T6Hw8GSJUvo2bNnlr43ceJEFi5cyK5duwC4+eabadasGa+88oqrzcKFC3nwwQc5e/Ysy5Yt44477sDL69J/gZOTk3E4HBQrVozExES3Zak8XUkKCwvj9OnTbp3Ic8V9WP9rz4zRwLMUvBHXU7hUNOVmMXb5snxx9ueg1Ktm2SnGvIAXnOsZAIQCvwFz06y/DvAt1rAjIiIFUHx8PIGBgZn6+12griR5snXrVkJDQ13xuXPnKFbM/c0GXl5eGGMwxtCuXTt++uknt+WDBg2idu3aPPPMMx4LJAAfHx98fGz6r/NC53S5i1ijrgflbTq5ohjg75zyiiHrV81yomhL7fScW/uUup1rMd/DvKpY47GpQBKRIsLWIuns2bPs37/fFR88eJBt27YRFBRE1apVGT16NHFxccyfb/3GnjJlCuHh4URGRpKUlMTChQuJjo4mOjratY7u3bvz+uuv06hRI9fttnHjxnH77bfj5eVF6dKlqVevnlseJUuWpFy5cunm53vFKRwFkl0cWLenSgCBebjdZK5+1Sw3rqBd61WzmUCVa1yHiEgBYmuRtHnzZrcn00aOHAlAVFQUc+fO5dixYxw+fNi1PCkpiaeeeoq4uDj8/PyIjIxk+fLldOnSxdVm7NixOBwOxo4dS1xcHMHBwXTv3p2JEyfm3Y6JXIkX1iCwJfNwmwar31dqwTQH+FcW1/FLTiclIpK/5Zs+SQVNVu5piuRLPwCzsYYTuZouzrYVcjUjEZFcV6T6JIlINjV1TjcAj1627DagOtAZ691IJfI2NRGR/EBFkkhRNwy4FevKUhjQGuv1BSIiRZyKJBGxHu2vY3cSIiL5S7GrNxEREREpelQkiYiIiHigIklERETEAxVJIiIiIh6oSBIRERHxQEWSiIiIiAcqkkREREQ8UJEkIiIi4oGKJBEREREPVCSJiIiIeKAiSURERMQDFUkiIiIiHqhIEhEREfGguN0JFFTGGADi4+NtzkREREQyK/Xvdurf8StRkZRNZ86cASAsLMzmTERERCSrzpw5Q2Bg4BXbOExmSilJJyUlhaNHj1K6dGkcDkeOrz8+Pp6wsDBiY2MJCAjI8fUXNDoel+hYuNPxcKfjcYmOhTsdD4sxhjNnzlCpUiWKFbtyryNdScqmYsWKUaVKlVzfTkBAQJE+mS+n43GJjoU7HQ93Oh6X6Fi40/HgqleQUqnjtoiIiIgHKpJEREREPFCRlE/5+Pgwfvx4fHx87E4lX9DxuETHwp2Ohzsdj0t0LNzpeGSdOm6LiIiIeKArSSIiIiIeqEgSERER8UBFkoiIiIgHKpJEREREPFCRlEOmTZtG9erV8fX1pXHjxnz77bdXbL927VoaN26Mr68vNWrU4J133knXJjo6mrp16+Lj40PdunVZsmRJhuubPHkyDoeDJ554wm2+MYYJEyZQqVIl/Pz8uOWWW9ixY0e29jGz8uuxGDhwIA6Hw21q1qxZtvYxK+w4HhMmTEi3rxUrVnRrU1TOjcwci6J0bgDExcVx3333Ua5cOfz9/WnYsCFbtmxxLbfj3ID8ezzsOD/sOBbh4eHp9tPhcDBs2DBXG7vODdsYuWYffvih8fb2NjNnzjQ7d+40w4cPNyVLljSHDh3y2P7AgQPG39/fDB8+3OzcudPMnDnTeHt7m08++cTVZv369cbLy8tMmjTJ7Nq1y0yaNMkUL17cfP/99+nWt3HjRhMeHm5uuOEGM3z4cLdlL730kildurSJjo42P/30k7nnnntMaGioiY+Pz9FjkCo/H4uoqCjTqVMnc+zYMdd06tSpHN3/y9l1PMaPH28iIyPd9vXEiRNu2yoq50ZmjkVROjf++OMPU61aNTNw4EDzww8/mIMHD5qvvvrK7N+/39Umr8+N/H488vr8sOtYnDhxwm0fV69ebQCzZs0aVxs7zg07qUjKATfddJMZOnSo27zatWubUaNGeWz/9NNPm9q1a7vNe+ihh0yzZs1cce/evU2nTp3c2nTs2NH06dPHbd6ZM2dMrVq1zOrVq02bNm3cCoOUlBRTsWJF89JLL7nmnT9/3gQGBpp33nknS/uYWfn1WBhj/aLr0aNHFvfo2th1PMaPH28aNGiQYV5F6dy42rEwpmidG88884xp1apVhnnZcW4Yk3+PhzF5f37Y+Xs0reHDh5uaNWualJQUY4x954addLvtGiUlJbFlyxY6dOjgNr9Dhw6sX7/e43c2bNiQrn3Hjh3ZvHkzFy5cuGKby9c5bNgwunbtym233ZZuOwcPHuT48eNu6/Hx8aFNmzYZ5nYt8vOxSBUTE0NISAjXX389Q4YM4cSJE5nev6yy+3js27ePSpUqUb16dfr06cOBAwdcy4rauXGlY5GqqJwby5Yto0mTJtx9992EhITQqFEjZs6c6Vqe1+cG5O/jkSqvzg+7/62kzWPhwoUMHjzYNYi7HeeG3VQkXaPff/+d5ORkKlSo4Da/QoUKHD9+3ON3jh8/7rH9xYsX+f3336/YJu06P/zwQ3788UcmT56c4XZSv5fZ3K5Ffj4WAJ07d2bRokV88803vPbaa2zatIlbb72VxMTELO1nZtl5PJo2bcr8+fNZtWoVM2fO5Pjx47Ro0YJTp0651pH6vczmdi3y87GAonVuHDhwgOnTp1OrVi1WrVrF0KFDefzxx5k/f75rHanfy2xu1yo/Hw/I2/PDzmOR1tKlS/nrr78YOHCg23ZSv5fZ9RR0xe1OoLBIrbRTGWPSzbta+8vnX2mdsbGxDB8+nC+//BJfX98cze1a5ddjcc8997g+16tXjyZNmlCtWjWWL1/OnXfeeZW9yr68Ph5g/VJPVb9+fZo3b07NmjWZN28eI0eOzHZu1yq/HouidG6kpKTQpEkTJk2aBECjRo3YsWMH06dPZ8CAAdnOLSfk1+Nhx/lhx7FIa9asWXTu3JlKlSpdc24Fma4kXaPy5cvj5eWVroo+ceJEumo7VcWKFT22L168OOXKlbtim9R1btmyhRMnTtC4cWOKFy9O8eLFWbt2Lf/5z38oXrw4ycnJrid4spLbtcjPx8KT0NBQqlWrxr59+7K1v1dj1/HwpGTJktSvX9+1r0Xl3PDk8mPhSWE+N0JDQ6lbt65bmzp16nD48GHXOiDvzg3I38fDk9w8P/LDv5VDhw7x1Vdf8cADD6TbDuTtuWE3FUnXqESJEjRu3JjVq1e7zV+9ejUtWrTw+J3mzZuna//ll1/SpEkTvL29r9gmdZ3t2rXjp59+Ytu2ba6pSZMm9OvXj23btuHl5UX16tWpWLGi23qSkpJYu3Zthrldi/x8LDw5deoUsbGxhIaGZmt/r8au4+FJYmIiu3btcu1rUTk3PLn8WHhSmM+Nli1bsmfPHrc2e/fupVq1akDenxuQv4+HJ7l5fuSHfytz5swhJCSErl27us2349ywXZ51ES/EUh/XnDVrltm5c6d54oknTMmSJc2vv/5qjDFm1KhRpn///q72qY9rjhgxwuzcudPMmjUr3eOa//vf/4yXl5d56aWXzK5du8xLL72U4WPvqTw90fXSSy+ZwMBAs3jxYvPTTz+Zvn375slj3vntWJw5c8Y8+eSTZv369ebgwYNmzZo1pnnz5qZy5cp58lhzXh+PJ5980sTExJgDBw6Y77//3nTr1s2ULl3atV1jis65cbVjUdTOjY0bN5rixYubiRMnmn379plFixYZf39/s3DhQlebvD438vPxsOP8sPP3aHJysqlatap55plnPOZmx7lhJxVJOeTtt9821apVMyVKlDA33nijWbt2rWtZVFSUadOmjVv7mJgY06hRI1OiRAkTHh5upk+fnm6dH3/8sYmIiDDe3t6mdu3aJjo6+oo5eCqSUlJSzPjx403FihWNj4+Pad26tfnpp5+yvZ+ZkR+Pxblz50yHDh1McHCw8fb2NlWrVjVRUVHm8OHD17SvmWHH8Uh9d4m3t7epVKmSufPOO82OHTvc2hSVc+Nqx6KonRvGGPPZZ5+ZevXqGR8fH1O7dm0zY8YMt+V2nBvG5M/jYdf5YdexWLVqlQHMnj17POZl17lhF4cxzt5dIiIiIuKiPkkiIiIiHqhIEhEREfFARZKIiIiIByqSRERERDxQkSQiIiLigYokEREREQ9UJImIiIh4oCJJRERE3Nxyyy04HA63qU+fPlf93rRp06hevTq+vr40btyYb7/91m355etMnV555RUA/vjjDx577DEiIiLw9/enatWqPP7445w+fTpL+e/YsYNevXoRHh6Ow+FgypQpWfp+KhVJIiJAcnIyLVq0oFevXm7zT58+TVhYGGPHjrUpM5HcccsttzB37twMlw8ZMoRjx465pnffffeK6/voo4944oknGDNmDFu3buXmm2+mc+fOboMFp13fsWPHmD17Ng6Hw/Xv7ujRoxw9epRXX32Vn376iblz57Jy5Uruv//+LO3buXPnqFGjBi+99JJrYN5ssfuV3yIi+cXevXvTjWPWv39/c8MNN5jExEQbMxPJeW3atDFz5szJcNnlw1xdzU033WSGDh3qNq927dpm1KhRGX6nR48e5tZbb73iev/73/+aEiVKmAsXLrjmHTlyxPTu3duUKVPGBAUFmdtvv90cPHjQ4/erVatm3njjjUzvR1q6kiQi4lSrVi0mT57MY489xtGjR/n000/58MMPmTdvHiVKlLA7PZE8tWjRIsqXL09kZCRPPfUUZ86cybBtUlISW7ZsoUOHDm7zO3TowPr16z1+57fffmP58uVXvUp0+vRpAgICKF68OGBdJWrbti2lSpVi3bp1fPfdd5QqVYpOnTqRlJSUxb28suI5ujYRkQLuscceY8mSJQwYMICffvqJZ599loYNG9qdlkie6tevH9WrV6dixYr8/PPPjB49mu3bt7N69WqP7X///XeSk5OpUKGC2/wKFSpw/Phxj9+ZN28epUuX5s4778wwj1OnTvHCCy/w0EMPueZ9+OGHFCtWjPfeew+HwwHAnDlzKFOmDDExMekKtWuhIklEJA2Hw8H06dOpU6cO9evXZ9SoUXanJJIjJk2axKRJk1zx33//zffff8+jjz7qmvfFF19w8803M2TIENe8evXqUatWLZo0acKPP/7IjTfemOE2UouWVMaYdPNSzZ49m379+uHr6+txeXx8PF27dqVu3bqMHz/eNX/Lli3s37+f0qVLu7U/f/48v/zyS4a5ZYeKJBGRy8yePRt/f38OHjzIkSNHCA8PtzslkWs2dOhQevfu7Yr79etHr1693K7kVK5c2eN3b7zxRry9vdm3b5/HIql8+fJ4eXmlu2p04sSJdFeXAL799lv27NnDRx995HF7Z86coVOnTpQqVYolS5bg7e3tWpaSkkLjxo1ZtGhRuu8FBwd7XF92qUgSEUljw4YNvPHGG3zxxRf8+9//5v777+err77K8H/DIgVFUFAQQUFBrtjPz4+QkBCuu+66q353x44dXLhwgdDQUI/LS5QoQePGjVm9ejV33HGHa/7q1avp0aNHuvazZs2icePGNGjQIN2y+Ph4OnbsiI+PD8uWLUt3penGG2/ko48+IiQkhICAgKvmfi3UcVtExOnvv/8mKiqKhx56iNtuu4333nuPTZs2XfXRZ5HC5JdffuH5559n8+bN/Prrr6xYsYK7776bRo0a0bJlS1e7du3a8dZbb7nikSNH8t577zF79mx27drFiBEjOHz4MEOHDnVbf3x8PB9//DEPPPBAum2fOXOGDh06kJCQwKxZs4iPj+f48eMcP36c5ORkwLoCVr58eXr06MG3337LwYMHWbt2LcOHD+fIkSOA1ZF827ZtbNu2jaSkJOLi4ti2bRv79+/P2sHI1jNxIiKF0OOPP25q1qxpzp4965o3Y8YMU6pUqQwfLxYpqDJ6BcDhw4dN69atTVBQkClRooSpWbOmefzxx82pU6fc2lWrVs2MHz/ebd7bb79tqlWrZkqUKGFuvPFGs3bt2nTrf/fdd42fn5/566+/0i1bs2aNATxOaf8NHjt2zAwYMMCUL1/e+Pj4mBo1apghQ4aY06dPG2OMOXjwoMd1tGnTJkvHyGGMMVkrq0RECp+1a9fSrl07YmJiaNWqlduyjh07cvHiRd12EyliVCSJiIiIeKA+SSIiIiIeqEgSERER8UBFkoiIiIgHKpJEREREPFCRJCIiIuKBiiQRERERD1QkiYiIiHigIklERETEAxVJIiIiIh6oSBIRERHxQEWSiIiIiAcqkkREREQ8+H8ZiosZGhWpIwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "VIA ALIZE\n",
+      "104      5.290782\n",
+      "216      5.290782\n",
+      "328      5.290790\n",
+      "440      5.290828\n",
+      "552      5.290833\n",
+      "           ...   \n",
+      "21272    5.274947\n",
+      "21384    5.275022\n",
+      "21496    5.274908\n",
+      "21608    5.274882\n",
+      "21720    5.274882\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NOTRE DAME DE B\n",
+      "9        51.356900\n",
+      "121      51.356900\n",
+      "233      51.339983\n",
+      "345      51.318733\n",
+      "457      51.291960\n",
+      "           ...    \n",
+      "21177    50.724153\n",
+      "21289    50.724137\n",
+      "21401    50.724153\n",
+      "21513    50.724163\n",
+      "21625    50.724153\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TOURMALET\n",
+      "103      50.246970\n",
+      "215      50.246970\n",
+      "327      50.254190\n",
+      "439      50.304617\n",
+      "551      50.325923\n",
+      "           ...    \n",
+      "21271    50.723773\n",
+      "21383    50.723768\n",
+      "21495    50.723778\n",
+      "21607    50.723785\n",
+      "21719    50.723770\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MARIA MAGDALENA\n",
+      "158      43.680415\n",
+      "46       43.680415\n",
+      "270      43.680387\n",
+      "382      43.680387\n",
+      "494      43.680392\n",
+      "           ...    \n",
+      "20990    43.680408\n",
+      "15278    43.680408\n",
+      "13486    43.680408\n",
+      "19758    43.680408\n",
+      "17182    43.680408\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA MISTRAL\n",
+      "180      5.289290\n",
+      "68       5.289290\n",
+      "292      5.289283\n",
+      "404      5.289287\n",
+      "516      5.289275\n",
+      "           ...   \n",
+      "6900     5.289213\n",
+      "13396    5.289213\n",
+      "15076    5.289213\n",
+      "7460     5.289213\n",
+      "14404    5.289213\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.L.RAPHAEL 2\n",
+      "252      43.403890\n",
+      "476      43.403890\n",
+      "28       43.403890\n",
+      "364      43.403890\n",
+      "140      43.403890\n",
+      "           ...    \n",
+      "21196    43.403872\n",
+      "21308    43.403857\n",
+      "21420    43.403907\n",
+      "21532    43.403897\n",
+      "21644    43.403853\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA\n",
+      "480      49.030183\n",
+      "368      49.030183\n",
+      "256      49.030183\n",
+      "144      49.030183\n",
+      "592      49.030183\n",
+      "           ...    \n",
+      "21200    49.148283\n",
+      "21312    49.154700\n",
+      "21424    49.162750\n",
+      "21536    49.162750\n",
+      "21648    49.171650\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 6\n",
+      "49       43.421008\n",
+      "161      43.421008\n",
+      "273      43.420995\n",
+      "385      43.420992\n",
+      "497      43.421013\n",
+      "           ...    \n",
+      "21217    43.421060\n",
+      "21441    43.421013\n",
+      "21329    43.421013\n",
+      "21553    43.421048\n",
+      "21665    43.421012\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VJANVIER L.RAPHAEL\n",
+      "90       22.969740\n",
+      "202      22.969740\n",
+      "314      22.998642\n",
+      "426      23.045408\n",
+      "538      23.069405\n",
+      "           ...    \n",
+      "21258    29.298082\n",
+      "21370    29.342160\n",
+      "21482    29.386142\n",
+      "21594    29.443125\n",
+      "21706    29.501137\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PRINS BERNHARD\n",
+      "97       52.457557\n",
+      "209      52.457557\n",
+      "321      52.457535\n",
+      "433      52.457567\n",
+      "545      52.457553\n",
+      "           ...    \n",
+      "21265    52.457572\n",
+      "21377    52.457517\n",
+      "21489    52.457583\n",
+      "21601    52.457588\n",
+      "21713    52.457572\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JULIEN COLEOU\n",
+      "108      48.995475\n",
+      "220      48.995475\n",
+      "332      48.942282\n",
+      "444      48.894005\n",
+      "556      48.845315\n",
+      "           ...    \n",
+      "21276    47.728953\n",
+      "21388    47.728962\n",
+      "21500    47.728980\n",
+      "21612    47.728953\n",
+      "21724    47.728955\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUERIDEN\n",
+      "170      5.266732\n",
+      "58       5.266732\n",
+      "282      5.266732\n",
+      "394      5.266695\n",
+      "506      5.266642\n",
+      "           ...   \n",
+      "21226    5.290842\n",
+      "21338    5.290843\n",
+      "21450    5.290853\n",
+      "21562    5.290858\n",
+      "21674    5.290868\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MANUREVA\n",
+      "189      50.724973\n",
+      "77       50.724973\n",
+      "301      50.724972\n",
+      "413      50.724977\n",
+      "525      50.724962\n",
+      "           ...    \n",
+      "21245    50.724963\n",
+      "21357    50.724968\n",
+      "21469    50.724975\n",
+      "21581    50.724980\n",
+      "21693    50.724977\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MADELEINE\n",
+      "60       51.586305\n",
+      "172      51.586305\n",
+      "284      51.551110\n",
+      "396      51.529172\n",
+      "508      51.492358\n",
+      "           ...    \n",
+      "21228    50.724840\n",
+      "21340    50.724822\n",
+      "21452    50.724820\n",
+      "21564    50.724832\n",
+      "21676    50.724828\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANDRE LEDUC\n",
+      "67       57.452738\n",
+      "179      57.452738\n",
+      "291      57.423793\n",
+      "403      57.393933\n",
+      "515      57.363335\n",
+      "           ...    \n",
+      "21235    61.170470\n",
+      "21347    61.189812\n",
+      "21459    61.212102\n",
+      "21571    61.272215\n",
+      "21683    61.306905\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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C6NatG+A8UtCoUSO++uorbrjhBnx8zv2/iDMzz7711luEhITg7+9Po0aNij3lcz5WrFjB3//+d4YMGULXrl2pWbMmSUlJvP/++yxbtoyhQ4cWORq1YcMGRo0axa233kpCQgJPPfUU9erV49577wUgODiY119/nWHDhnHixAn+/Oc/U6tWLY4ePcqWLVs4evQoM2bMAJz77Morr+Sqq67innvuoWHDhqSmprJr1y4+/fRT1+SDDz74ILNnz2bAgAE8++yz1K5dmwULFrjCVHnr1q0bf/vb37jrrrvYsGED3bt3JygoiEOHDrFmzRratGnDPffcwyWXXEKTJk144oknMMYQERHBp59+6hp/dLaSPqchISEXVWtoaCjdu3fn5ZdfJjIykoYNG7Jq1SpmzZpV4sRype1DqaasHcsrUrqSrvpp3bp1sf3Xrl1runTpYgIDA01UVJQZNWqU+emnnwxg5syZ4+pX3OXJxjivXujVq5cJDQ01drvdxMbGmj//+c+FLl81xnkFRv/+/U1YWJix2+2mSZMm5qGHHirUZ9y4caZu3brGy8ur0FUgeXl55sUXXzTNmzc3vr6+JjIy0txxxx0mISGhzO/zjJUrVxrAvPDCC+fs90f/+9//DGD69OlTqH306NEGMK+99lqR5/CHq36MMebVV181jRo1Mt7e3oV+xyXVPmzYsCKX3P5RQkKCGT9+vOnWrZuJjo42Pj4+JiQkxHTq1Mm8/vrrJjc319X3zBUjX331lbnzzjtNeHi4CQgIMNddd53ZuXNnkW2vWrXKDBgwwERERBhfX19Tr149M2DAAPPRRx8V6rdnzx4zYsQIU69ePePr62uioqJM165di1yBsm3bNtOnTx/j7+9vIiIizMiRI12/27Je9bN+/fpi1w8YMKDY39Xs2bNNp06dTFBQkAkICDBNmjQxQ4cONRs2bChSV0hIiKlRo4a59dZbzf79+4vdhyV9TmNjY82AAQOKvD5g7rvvviK/L8C8/PLLrrbExEQzaNAgU6NGDRMSEmL69etnfv31VxMbG2uGDRtW5PdQ1n0o1YvNGGMqPx6JWO+hhx5i/vz5hSbA8kSPPPIIM2bMICEh4aKPZHiid955h7vuuov169cXOyBV3J/2oZyLTv1ItZOUlERcXByLFi2iS5cuVpdzwdatW8fvv//O9OnTufvuu6tlSBGRqk9BRaqdzz//nLFjx9K5c2f+/e9/W13OBevSpQuBgYEMHDiQZ5991upyREQqhE79iIiIiNvS5ckiIiLithRURERExG0pqIiIiIjb8ujBtA6Hg4MHDxISElLiNOMiIiLiXowxpKamUrduXdd91Eri0UHl4MGDxMTEWF2GiIiIXICEhIRSb/Dq0UHlzBTPCQkJhIaGWlyNiIiIlEVKSgoxMTFlulWDRweVM6d7QkNDFVREREQ8TFmGbWgwrYiIiLgtBRURERFxWwoqIiIi4rY8eoyKiIhUnry8PHJycqwuQzyAr68v3t7e5bItBRURETknYwyHDx/m1KlTVpciHiQ8PJzo6OiLnudMQUVERM7pTEipVasWgYGBmmBTzskYQ3p6OklJSQDUqVPnoranoCIiIiXKy8tzhZSaNWtaXY54iICAAACSkpKoVavWRZ0G0mBaEREp0ZkxKYGBgRZXIp7mzGfmYsc1KaiIiEipdLpHzld5fWYUVERERMRtKaiIiIhUor1792Kz2di8ebPVpXgEBRUREalykpKSuPvuu2nQoAF2u53o6Gj69u1LXFyc1aW5pZMnT3LnnXcSFhZGWFgYd955p9tcjq6gUpz5yVA/ESKPwb50q6sREZHzNGjQILZs2cLcuXP5/fffWbJkCT179uTEiRNWl1YmiYmJGGMq7fVuv/12Nm/ezLJly1i2bBmbN2/mzjvvrLTXPxcFleJMPAEN98ElO6B/IlTih0VERC7OqVOnWLNmDS+++CK9evUiNjaWK664gnHjxjFgwABXP5vNxowZM+jfvz8BAQE0atSIjz76qNC2Dhw4wF//+ldq1KhBzZo1ufHGG9m7d2+hPnPmzKFly5b4+/tzySWXMH369ELrf/zxRy677DL8/f25/PLL2bRpU6nvYcKECTRu3JhJkyYRHx9/4b+MMti+fTvLli3j7bffpkuXLnTp0oWZM2fy2WefsWPHjgp97bJQUCmOf2bBz6384eA/IWUQmBeA05aVJSIipQsODiY4OJjFixeTlZV1zr4TJkxwHX254447GDx4MNu3bwcgPT2dXr16ERwczOrVq1mzZg3BwcH069eP7OxsAGbOnMlTTz3Fc889x/bt23n++eeZMGECc+fOBSAtLY2BAwfSokULNm7cyOTJk3n00UdLfQ+vvfYaEyZMYNWqVTRr1ozu3bsza9YsUlNTz/meS3r079+/xNeKi4sjLCyMTp06udo6d+5MWFgYa9euLbXWCmc8WHJysgFMcnJy+W541WljIpOMqb/fmM2fGLOziTGGsx4ny/f1RETcVEZGhtm2bZvJyMgoaOxojKlnwaNj2ev+73//a2rUqGH8/f1N165dzbhx48yWLVsK9QHMmDFjCrV16tTJ3HPPPcYYY2bNmmVatGhhHA6Ha31WVpYJCAgwX375pTHGmJiYGPPee+8V2sYzzzxjunTpYowx5s033zQREREmLS3NtX7GjBkGMJs2bSrTe9m7d6955plnTPPmzU1gYKAZMmSI+eqrrwrVtXPnznM+EhMTS9z+c889Z5o1a1akvVmzZub5558vU43FKfazk+98vr81M21xugfB0SDnz0e/g6SAP3SoASQC9Sq5MBERN3AYOGB1Eec2aNAgBgwYwHfffUdcXBzLli3jpZde4u2332b48OGufl26dCn0vC5duriuxtm4cSO7du0iJCSkUJ/MzEx2797N0aNHSUhIYOTIkYwePdq1Pjc3l7CwMMB5WqVdu3aFJsz742uWJjY2lvHjxzN+/Hjmzp3L2LFjWbBgASdPniQ8PByApk2bntc2/6i4OU+MMW4xf46CSmmibgf/ZnD8Zqh59l9mfWAL0NaiwkRELBLtGa/r7+9Pnz596NOnDxMnTmTUqFFMmjSpUFApzpkvZ4fDQceOHVmwYEGRPlFRUWRmOocJzJw5s9BpE8A1ZbwphzGOx44dY+HChcybN4/NmzfTv39/hg0b5gpD4Dz1cy5XXXUVX3zxRbHroqOjOXLkSJH2o0ePUrt27YsrvhwoqJRFyJ8geyOkt4PAs3dmO2AZ0NeiwkRELLDB6gIuTKtWrVi8eHGhtnXr1jF06NBCy5dddhkAHTp04IMPPqBWrVqEhoYW2V5YWBj16tUjPj6eIUOGlPia8+fPJyMjw3X/m3Xr1pVaa1ZWFp9++inz5s1j2bJltG7dmmHDhrF06VKioqKK9C9tTpYzr12cLl26kJyczI8//sgVV1wBwA8//EBycjJdu3YttdYKd8Enn9xAhY1RKUnuCWOyg02h8SoOL2PMm5Xz+iIilexc4wzc1bFjx0yvXr3M/PnzzZYtW0x8fLz58MMPTe3atc2IESNc/QATGRlpZs2aZXbs2GEmTpxovLy8zNatW40xxqSlpZlmzZqZnj17mtWrV5v4+HizcuVK88ADD5iEhARjjDEzZ840AQEB5tVXXzU7duwwP//8s5k9e7aZOnWqMcaY1NRUExkZaQYPHmy2bt1qli5dapo2bVrqGJURI0aY2rVrm4ceeqjI2JqK0K9fP9O2bVsTFxdn4uLiTJs2bczAgQMvapvlNUZFQeV8OXYak+djCg+uxRjzoDEmp/LqEBGpBJ4YVDIzM80TTzxhOnToYMLCwkxgYKBp0aKFGT9+vElPT3f1A8y0adNMnz59jN1uN7Gxseb9998vtK1Dhw6ZoUOHmsjISGO3203jxo3N6NGjC33vLFiwwLRv3974+fmZGjVqmO7du5tFixa51sfFxZl27doZPz8/0759e/Pxxx+XGlR27txpcnIq7zvl+PHjZsiQISYkJMSEhISYIUOGmJMnT17UNssrqNiM8dxJQlJSUggLCyM5ObnYw3IVxiwDW3GXevUDFgJhxawTEfE8mZmZ7Nmzh0aNGuHv7291OeXKZrPxySefcNNNN1ldSpV0rs/O+Xx/ax6VC2HrB2ZyMSuWAV2Aip2cR0REpLpQULlQtgng6F3Miu1AZ0D3kxAREblYuurngnmB1wfgaANeB/+w7ijQC5gH/KXySxMRkVJ58MiHakVHVC5KBHh9CsXOm5cF/BV4EdAfg4iIyIVQULloHYBpBYsGyD57xtongAeAvEqtSkREpCpQUCkPtr9Bbv4pHhtgjkLWX8/q8B/gViCj8msTERHxYAoq5cVnLuQ2dv5sz4bM5ZD7GgXDgD4BegPHralPRETEAymolBt/8P4a8uzOxbDjcOpdMJ8CZ+7BsBboBuyxpkQREREPo6BSnmyNgXkFY2dr/ginVgKrKbib1g6cc638VPn1iYiIeBgFlfLm/RfIHun82QYET4X04zjnVbkkv9MRoDvwlRUVioiIhfbu3YvNZiv1RoLipKBSEexvQWZ+KPHNBf4MuYHA9zhP/QCkAQOAorcPFxGRi5OUlMTdd99NgwYNsNvtREdH07dvX+LiNBnnH+3du5eRI0fSqFEjAgICaNKkCZMmTSI7O9vq0gBN+FZBvMC+AnKagm8aBCZDcm8I3QS2r4EhOAfX5gJ3AIeBR6wsWESkShk0aBA5OTnMnTuXxo0bc+TIEb755htOnDhhdWllkpiYSL169bDZbBX+Wr/99hsOh4M333yTpk2b8uuvvzJ69GjS0tL45z//WeGvX6qLujWixSy5e/L5yP7KmDybcd1h+cQd+StyjTFjTOG7Lz9sjMmzpEwRkZJ44t2TT548aQCzcuXKc/YDzPTp002/fv2Mv7+/adiwofnwww8L9UlMTDR/+ctfTHh4uImIiDA33HCD2bNnT6E+s2fPNpdccomx2+2mRYsWZtq0aYXW//DDD6Z9+/bGbrebjh07mkWLFpV69+Thw4ebhg0bmokTJ5rdu3ef1/svDy+99JJp1KjRRW2jvO6erFM/Fcm3D2Q/UbAc+h6cehXwBqYDz5zV+RVgKOAeh9pERDxVcHAwwcHBLF68mKysrHP2nTBhAoMGDWLLli3ccccdDB48mO3btwOQnp5Or169CA4OZvXq1axZs4bg4GD69evnOi0yc+ZMnnrqKZ577jm2b9/O888/z4QJE5g7dy4AaWlpDBw4kBYtWrBx40YmT57Mo48+Wup7eO2115gwYQKrVq2iWbNmdO/enVmzZpGamnrO91zSo3///ufzKyQ5OZmIiIjzek5FsRnjuTc7OJ/bRFvHQObV4L/SuZhph5wvIKRX/vq3gbsBR/7ytcB/gZBKrlNEpKjMzEz27NlDo0aN8Pf3dzaO3Awnciq/mAhfmNW+TF0//vhjRo8eTUZGBh06dKBHjx7cdttttG3b1tXHZrMxZswYZsyY4Wrr3LkzHTp0YPr06cyePZuXXnqJ7du3u07BZGdnEx4ezuLFi7n22mtp0KABL774IoMHD3Zt49lnn+Xzzz9n7dq1vPXWW4wbN46EhAQCAwMBeOONN7jnnnvYtGkT7duX/n727dvH/PnzmT9/PomJidx8880MGzaM3r17u+ratWvXObcREBBAvXr1ztnnjN27d9OhQwemTp3KqFGjyvSc4hT72cl3Pt/flo5Ryc3NZfLkySxYsIDDhw9Tp04dhg8fzvjx4/HyqioHe2zg/zlkNwW/g+CfBVm3QuYG8G8IjAKigNuATJxXAvUBvgBqWFa1iEiJTuTAUfc++jto0CAGDBjAd999R1xcHMuWLeOll17i7bffZvjw4a5+Xbp0KfS8Ll26uK7G2bhxI7t27SIkpPA/HDMzM9m9ezdHjx4lISGBkSNHMnr0aNf63NxcwsLCANi+fTvt2rVzhZTiXrM0sbGxjB8/nvHjxzN37lzGjh3LggULOHnyJOHh4QA0bdr0vLZZkoMHD9KvXz9uvfXWiwop5cnSoPLiiy/yxhtvMHfuXFq3bs2GDRu46667CAsL4+9//7uVpZWzAPBdAXltwTvLORnckevAZy34hAM3Al8D1wOngB+Aq3GGliirihYRKV6Er0e8rr+/P3369KFPnz5MnDiRUaNGMWnSpEJBpThnjlI4HA46duzIggVFr86MiooiMzMTcJ7+6dSpU6H13t7eQPncofnYsWMsXLiQefPmsXnzZvr378+wYcNcYQicp37O5aqrruKLL744Z5+DBw/Sq1cvunTpwltvvXXRdZcXS4NKXFwcN954IwMGDACgYcOGvP/++2zYsMHKsiqGrTnwLs57/gC1tsOB26HuYvDyA64EVuE8mpIEbAZ6AsuBOpVerohIicp4+sXdtGrVisWLFxdqW7duHUOHDi20fNlllwHQoUMHPvjgA2rVqlXs6YmwsDDq1atHfHw8Q4YMKfE158+fT0ZGBgEBAa7XKE1WVhaffvop8+bNY9myZbRu3Zphw4axdOlSoqKK/gO2tDlZzrx2SQ4cOECvXr3o2LEjc+bMca+zGhc1pPciTZkyxcTGxpodO3YYY4zZvHmzqVWrlnnvvfeK7Z+ZmWmSk5Ndj4SEBPe+6qc4uQ8a15U+2T7GJPzdGIfjrA7bjTF1C/qY5saYQ5VepoiIMZ551c+xY8dMr169zPz5882WLVtMfHy8+fDDD03t2rXNiBEjXP0AExkZaWbNmmV27NhhJk6caLy8vMzWrVuNMcakpaWZZs2amZ49e5rVq1eb+Ph4s3LlSvPAAw+YhIQEY4wxM2fONAEBAebVV181O3bsMD///LOZPXu2mTp1qjHGmNTUVBMZGWkGDx5stm7dapYuXWqaNm1a6lU/I0aMMLVr1zYPPfSQ2bJlS8X9sowxBw4cME2bNjVXX321SUxMNIcOHXI9LkZ5XfVjaVBxOBzmiSeeMDabzfj4+BibzWaef/75EvtPmjTJ4JygvtDDo4KKyTUmt6txBZHUIGMOv/GHPruNMQ0L+phWxpikyi1TRMR4ZlDJzMw0TzzxhOnQoYMJCwszgYGBpkWLFmb8+PEmPT3d1Q8w06ZNM3369DF2u93Exsaa999/v9C2Dh06ZIYOHWoiIyON3W43jRs3NqNHjy70vbNgwQLTvn174+fnZ2rUqGG6d+9uFi1a5FofFxdn2rVrZ/z8/Ez79u3Nxx9/XGpQ2blzp8nJySm/X8o5zJkzp9jv1os9llFeQcXSq34WLlzIY489xssvv0zr1q3ZvHkzDz74IK+88grDhg0r0j8rK6vQpWYpKSnExMS4+VU/xTkOjlbgleRcPBoJXm9CzVvO6rMf5zT7+/KX2wPfogG2IlKZznXlhqez2Wx88skn3HTTTVaXUiVViat+HnvsMZ544gluu+02ANq0acO+ffuYMmVKsUHFbrdjt9sru8wKUBO8PgPTFWy5EHUM9j4MNjtEDMjv0wD4BmdYOYhzzEpfnGNWPCmUiYiIXDhLR8ukp6cXGbDj7e2Nw+Eo4RlVyZ+A/xQsxiRA0mNw6uuz+jTBeRSldv7yemBeZRUoIiJiOUuPqFx//fU899xzNGjQgNatW7Np0yZeeeUVRowYYWVZlcf2NzDrwPYOeDugYTz8/rjzyEpY9/xOLXAeRekJjAbus6hYEZGqxcKRD3IeLA0qr7/+OhMmTODee+8lKSmJunXrcvfddzNx4kQry6pENrBNB7MJbFuck8E1iIe9j0KTNyH4svx+lwK/ANHO54iIiFQTmkLfLewG0xFsyc7FA3XhRHNoPg/sMdaWJiLVWlUeTCsVq7wG07rRjC7VWROwvVuwWPcg+CdC/N8ht/gbUImIiFQHCipuYyDwlPNHG9BwL+T9DvufBM896CUiInJRFFTcytM4p9AHfHOdYSXlOzj2gZVFiYiIWEZBxa14A+8B+eNSgtOcp4EO/gsydltZmIiIiCUUVNxOJPBfwM+5WOsohB2B/U+BybGyMBERKQd79+7FZrOVeiNBcVJQcUtXAP8uWIxJAMcWODLbsopERDxJUlISd999Nw0aNMButxMdHU3fvn2Ji4uzujS3s3LlSmw2W7GP9evXW12etfOoyLncDcQB85yTwTXaA7+/CaE9IbCFxbWJiLi3QYMGkZOTw9y5c2ncuDFHjhzhm2++4cSJE1aXViaJiYnUq1cPm63i587q2rUrhw4dKtQ2YcIEli9fzuWXX17hr18aHVFxWzZgBtDWuXhmMrj9E3QKSETkHE6dOsWaNWt48cUX6dWrF7GxsVxxxRWMGzeOAQMGuPrZbDZmzJhB//79CQgIoFGjRnz00UeFtnXgwAH++te/UqNGDWrWrMmNN97I3r17C/WZM2cOLVu2xN/fn0suuYTp06cXWv/jjz9y2WWX4e/vz+WXX86mTZtKfQ8TJkygcePGTJo0ifj4+Av/ZZSBn58f0dHRrkfNmjVZsmQJI0aMqJSgVBoFFbcWCCwCE+ZcDE+GkO8hSff7EREpSXBwMMHBwSxevJisrKxz9p0wYQKDBg1iy5Yt3HHHHQwePJjt27cDzvvR9erVi+DgYFavXs2aNWsIDg6mX79+ZGdnAzBz5kyeeuopnnvuObZv387zzz/PhAkTmDt3LgBpaWkMHDiQFi1asHHjRiZPnsyjjz5a6nt47bXXmDBhAqtWraJZs2Z0796dWbNmkZpa/NxaZ95zSY/+/fuX+fe3ZMkSjh07xvDhw8v8nIqkmWk9whLgRuePBth9CdRfBv6xVhYlItVAsbOL7rgdco9XfjE+NaHFe2Xq+vHHHzN69GgyMjLo0KEDPXr04LbbbqNt27auPjabjTFjxjBjxgxXW+fOnenQoQPTp09n9uzZvPTSS2zfvt11ZCE7O5vw8HAWL17MtddeS4MGDXjxxRcZPHiwaxvPPvssn3/+OWvXruWtt95i3LhxJCQkEBgYCMAbb7zBPffcw6ZNm2jfvn2p72Xfvn3Mnz+f+fPnk5iYyM0338ywYcPo3bu3q65du3adcxsBAQHUq1evTL+76667DoDPP/+8TP1LUl4z02qMike4ARgHTHGeEYrdBQlPQKMFYNNBMRGpZLnHISfJ6irOadCgQQwYMIDvvvuOuLg4li1bxksvvcTbb79d6EhBly5dCj2vS5curqtxNm7cyK5duwgJCSnUJzMzk927d3P06FESEhIYOXIko0ePdq3Pzc0lLMx5JHz79u20a9fOFVKKe83SxMbGMn78eMaPH8/cuXMZO3YsCxYs4OTJk4SHhwPQtGnT89pmSRITE/nyyy/58MMPy2V75UFBxWM8k3+n5RXOyeBqfQrHP4TI26wuTESqG5+aHvG6/v7+9OnThz59+jBx4kRGjRrFpEmTSj2lceYohcPhoGPHjixYsKBIn6ioKDIzMwHn6Z9OnToVWu/t7Q2Uzx2ajx07xsKFC5k3bx6bN2+mf//+DBs2zBWGwHnq51yuuuoqvvjii1Jfa86cOdSsWZMbbrjhousuLwoqHsMbbB+A41LwSnJOBpfxCGT3Ar/aVhcnItVJGU+/uJtWrVqxePHiQm3r1q1j6NChhZYvu8x55/oOHTrwwQcfUKtWrWJPT4SFhVGvXj3i4+MZMmRIia85f/58MjIyCAgIcL1GabKysvj000+ZN28ey5Yto3Xr1gwbNoylS5cSFRVVpH9pc7Kcee1zMcYwZ84chg4diq+vb6n9K43xYMnJyQYwycnJVpdSidYZ4/AyxuB8HB5odUEiUoVlZGSYbdu2mYyMDKtLKbNjx46ZXr16mfnz55stW7aY+Ph48+GHH5ratWubESNGuPoBJjIy0syaNcvs2LHDTJw40Xh5eZmtW7caY4xJS0szzZo1Mz179jSrV6828fHxZuXKleaBBx4wCQkJxhhjZs6caQICAsyrr75qduzYYX7++Wcze/ZsM3XqVGOMMampqSYyMtIMHjzYbN261SxdutQ0bdrUAGbTpk0lvocRI0aY2rVrm4ceeshs2bKl4n5ZZ1m+fLkBzLZt28ple+f67JzP97eCiifK/adxBZVcL2NS5lpdkYhUUZ4YVDIzM80TTzxhOnToYMLCwkxgYKBp0aKFGT9+vElPT3f1A8y0adNMnz59jN1uN7Gxseb9998vtK1Dhw6ZoUOHmsjISGO3203jxo3N6NGjC33vLFiwwLRv3974+fmZGjVqmO7du5tFixa51sfFxZl27doZPz8/0759e/Pxxx+XGlR27txpcnJyyu+XUgaDBw82Xbt2LbftlVdQ0VU/HslA1jVgX+FczAwC3z3gXfRwoIjIxTjXlRuezmaz8cknn3DTTTdZXUqVVF5X/eiSEY9kA79PISvCueifBhl/trYkERGRCqCg4qlsQWD7GBz5uzBoNWT+z9qaREREypmu+vFkfj0h9XoI+Z9zfhUzGswAsGm3ioiUxoNHPlQrOqLi6YLehaz86+cDjkLKcEvLERERKU8KKp7OKxjyXipYDloIh58D/UtBRESqAAWVqiDwHsjMn5LZJw98X4HE58E4rK1LRETkIimoVBX+i8CRfy+Jmicg8x3YPx5MjqVliYiIXAwFlSojGrzOOgUUkwCnlsKeR8Fx7tuci4iIuCsFlSplDHCF80f/LKh9BFJWQ/z9kJdmaWUiIiIXQkGlSvEGZuK66rxWEvhnwOn1sPseyE22sjgREQH27t2LzWYr9UaC4qSgUuW0BR5z/uhlIDYRbA5I/wV2jYKco5ZWJyJSGZKSkrj77rtp0KABdrud6Oho+vbtS1xcnNWluaXnnnuOrl27EhgYSHh4eLF99u/fz/XXX09QUBCRkZE88MADZGdnV3htCipV0gSgpfPHgDRokAQYyNwFO0dC1kErixMRqXCDBg1iy5YtzJ07l99//50lS5bQs2dPTpw4YXVpZZKYmFipE9JlZ2dz6623cs899xS7Pi8vjwEDBpCWlsaaNWtYuHAhH3/8MY888kjFF1dut0m0QLW9e3KZbDPGBBnXXZYPtDZmU3vn49e+xmTEW1yfiHgCT7x78smTJw1gVq5cec5+gJk+fbrp16+f8ff3Nw0bNjQffvhhoT6JiYnmL3/5iwkPDzcRERHmhhtuMHv27CnUZ/bs2eaSSy4xdrvdtGjRwkybNq3Q+h9++MG0b9/e2O1207FjR7No0aJS7548fPhw07BhQzNx4kSze/fu83r/F2POnDkmLCysSPvnn39uvLy8zIEDB1xt77//vrHb7SV+B5fX3ZN1RKXKagnMLlis8zuEhzh/zjkCu0ZC+m+WVCYiUpGCg4MJDg5m8eLFZGWd+6rHCRMmuI6+3HHHHQwePJjt27cDkJ6eTq9evQgODmb16tWsWbOG4OBg+vXr5zrlMXPmTJ566imee+45tm/fzvPPP8+ECROYO3cuAGlpaQwcOJAWLVqwceNGJk+ezKOPPlrqe3jttdeYMGECq1atolmzZnTv3p1Zs2aRmpp6zvdc0qN///7n8yssIi4ujksvvZS6deu62vr27UtWVhYbN268qG2Xquw5y/3oiEpZPGhcR1UcYcbE9y84srLlSmNSN1lbnoi4teL/VdzRGFPPgkfHMtf93//+19SoUcP4+/ubrl27mnHjxpktW7YU6gOYMWPGFGrr1KmTueeee4wxxsyaNcu0aNHCOBwO1/qsrCwTEBBgvvzyS2OMMTExMea9994rtI1nnnnGdOnSxRhjzJtvvmkiIiJMWlqaa/2MGTNKPaJytr1795pnnnnGNG/e3AQGBpohQ4aYr776qlBdO3fuPOcjMTGxTK9V0hGV0aNHmz59+hRp9/PzK/L+zyivIyq6e12V9xKwDfgKbMnQcAvs7QrJu8Bx2nk1UKOpENrV6kJFxGMcBg5YXcQ5DRo0iAEDBvDdd98RFxfHsmXLeOmll3j77bcZPny4q1+XLl0KPa9Lly6uq3E2btzIrl27CAkJKdQnMzOT3bt3c/ToURISEhg5ciSjR492rc/NzSUsLAyA7du3065dOwIDA0t8zdLExsYyfvx4xo8fz9y5cxk7diwLFizg5MmTroGvTZs2Pa9tXgibzVakzRhTbHt5UlCp8nyBj4FewAawHYSGv8LeLpC8CUwm7Pk7xE6B8N4W1yoiniHaI17X39+fPn360KdPHyZOnMioUaOYNGlSoaBSnDNfvA6Hg44dO7JgwYIifaKiosjMzAScp386depUaL23tzdQPndoPnbsGAsXLmTevHls3ryZ/v37M2zYMFcYAuepn3O56qqr+OKLLy64hujoaH744YdCbSdPniQnJ4fatWtf8HbLQkGlWggGlgLdgF1g+w0a1oB9PeDUKjC5sPdxaDAJIm6wuFYRcX8brC7ggrRq1YrFixcXalu3bh1Dhw4ttHzZZZcB0KFDBz744ANq1apFaGhoke2FhYVRr1494uPjGTJkSImvOX/+fDIyMggICHC9RmmysrL49NNPmTdvHsuWLaN169YMGzaMpUuXEhUVVaR/aXOynHntC9WlSxeee+45Dh06RJ06dQD46quvsNvtdOzY8aK2XapSTw65MY1ROV+7jTG1TcGYlduN2TehYMzKpvbGJC2wuEYRcSeeeNXPsWPHTK9evcz8+fPNli1bTHx8vPnwww9N7dq1zYgRI1z9ABMZGWlmzZplduzYYSZOnGi8vLzM1q1bjTHGpKWlmWbNmpmePXua1atXm/j4eLNy5UrzwAMPmISEBGOMMTNnzjQBAQHm1VdfNTt27DA///yzmT17tpk6daoxxpjU1FQTGRlpBg8ebLZu3WqWLl1qmjZtWuoYlREjRpjatWubhx56qMjYmoqwb98+s2nTJvP000+b4OBgs2nTJrNp0yaTmppqjDEmNzfXXHrppeaaa64xP/30k1m+fLmpX7++GTt2bInbLK8xKpYGldjYWAMUedx7771ler6CyoXYaIwJNAVh5VljEl4sHFYOvWnMWYO0RKT68sSgkpmZaZ544gnToUMHExYWZgIDA02LFi3M+PHjTXp6uqsfYKZNm2b69Olj7Ha7iY2NNe+//36hbR06dMgMHTrUREZGGrvdbho3bmxGjx5d6HtnwYIFpn379sbPz8/UqFHDdO/e3SxatMi1Pi4uzrRr1874+fmZ9u3bm48//rjUoLJz506Tk5NTfr+UUgwbNqzY7+MVK1a4+uzbt88MGDDABAQEmIiICDN27FiTmZlZ4jbLK6jYjKnEGWX+4OjRo+Tl5bmWf/31V/r06cOKFSvo2bNnqc9PSUkhLCyM5OTkYg/LSUkWAYPyf7aBWQyHE+HIzIIuUXdC3YegggdJiYh7y8zMZM+ePTRq1Ah/f3+ryylXNpuNTz75hJtuusnqUqqkc312zuf729J5VKKiooiOjnY9PvvsM5o0aUKPHj2sLKsauAV4Nv9nA7Y7oE4vZzA54+h8SHwWTF5xGxAREakUbjOYNjs7m3fffZeHH364xEudsrKyCk3ek5KSUlnlVUFPAluAj4BU4Aao9SN4B0PCs4CB44sg7zQ0eBa8fC2tVkREqie3CSqLFy/m1KlT57xsbMqUKTz99NOVV1SVZgPmAL/jDCy7gL9Czc/BKwj2jQdy4dRX4EiHhi+DV9U67Csi1ZuFIx/kPLjNFPqzZs2if//+habn/aNx48aRnJzseiQkJFRihVVRELAYiMxf/hr4P6jRFxq9Aja7szllDewe6zy6IiIiUoncIqjs27eP5cuXM2rUqHP2s9vthIaGFnrIxWqIc0K4MwfX/gXMgbCroMl/wCt/NsW0jbDrbsg9ZUWRImIxHX2Q81Venxm3CCpz5syhVq1aDBgwwOpSqqnuwLSzlscAayH4cmj6Fnjnz36Ysc15M8OcJAtqFBEr+Po6x6elp6dbXIl4mjOfmTOfoQtl+RgVh8PBnDlzGDZsGD4+lpdTjf0N+BlnYMkGbgbWQ2BraDoLdo+B3GOQGQ87R0CTN8Be39KKRaTieXt7Ex4eTlKS8x8ogYGBFX5vF/FsxhjS09NJSkoiPDzcdTuBC2V5Mli+fDn79+9nxIgRVpci/AvYDnwLJAE3AGsgoAk0m+MMK9kHnI9dI6DJDPBvYmnFIlLxoqOd99g5E1ZEyiI8PNz12bkYlk74drE04VtFOA50AnbnLw/CeQmzDbKTnGEla49zlXc4NJkGga2sKFREKlleXh45OTlWlyEewNfX95xHUs7n+1tBRYqxHegMnJmn5jmc864AuSdh932Qsd257BUEjf8NwRV8UyoREakyPGZmWnFXLYEFOOdaARgPfO780aeGc4BtUAfnsiPNGVxSvqv8MkVEpMpTUJESDATOTK5ngNuBnc5F72Dnpcsh3fJXZ0H8w3Dyq8ovU0REqjQFFTmHp4Cb8n9Ozv851bnoFQCN/gXhffLX58K+cXD8k0quUUREqjIFFTkHL2AezlNBANuA4TiPsOC8/0/sFIi4KX+9AxL+AUnvVm6ZIiJSZSmoSClCcE6znz/pG4uAfxSstnlDzESIuqOg7eBUOPQGeO44bRERcRMKKlIGzSk8uHYyzgni8u9kbbNB3YchekzBU468CQf+CcZRmYWKiEgVo6AiZTQAeOGs5ZlATyD/xpA2G0TfDfUeK+hy7D3nqSCTV2lViohI1aKgIufh/3COWfHPX14HXIJznpVMZ1PU7RAzCddH68T/YO8T4NAkUSIicv4UVOQ83Ql8D8TkL6fjnGelFfAJYKDmTdDwBbDl36EheTnseRAcGZVerYiIeDYFFbkAHYDNwFjgzBTJe4BbgN7AL87Llhu9Crb8oy+pa50Tw+WlVnq1IiLiuRRU5AJFAK/jDCxXn9X+LdAeGAuhlzjvBeQV7FyVtgl23Q25Jyq3VBER8VgKKnKRLgWW4zzt0yi/zQFMA5pB8Cpo+h/nDQzBeY+gnaOcNzgUEREphYKKlAMbzllrtwHPA0H57SeBhyHwJmhxI/hGOZuz9sCuuyBrf+WXKiIiHkVBRcqRPzAO+B0YSsG8K3vB7yFoeRjCA5xN2Qdh50jI2GVFoSIi4iEUVKQC1AXmAj8B1xY0e/0CDeOg8THwzYbcY7BrFKT9alGdIiLi7hRUpAK1B74Evsr/OV9oIrTcAbWOgOMk7L4bUjdYUqGIiLg3BRWpBH2AjcAsINLZ5JUHdQ9B013gfQri74Pk1daVKCIibklBRSqJFzAC5/iVsbg+ekHp0Px3CDoOex6Bk19YV6KIiLgdBRWpZDVwzr8SBzRwNvnmQpPdUDsR9j0Jxz62sD4REXEnCipikStwDrbt61y0AXUOQ4vf4PiTkDTXwtpERMRdKKiIhWoCS4GnweRPxR+Q6TwV5HgcDr0KxlhYn4iIWE1BRSzmDUwE249g2jqbbED0EQgfB0fvBeOwskAREbGQgoq4iQ5gWw9MLnx0JeoNOH0FmGNWFiciIhZRUBE34gdMAttPkNvU2WQDQjZCXkNwaJCtiEh1o6Aibqgt+GyHjHshL/8j6pMGXn8Gx+2A7r4sIlJdKKiIm/KBgGmQsQhSwguavd4H0wrnIFwREanqFFTEvQXfCN7fQkKzgqMrtiNgrgf+ZWlpIiJS8RRUxP0FXQY1P4WdnSE51NlmM8DDwINAnnW1iYhIhVJQEc8Q2AIaLoDEznC49lkr/g3cCmRYVJiIiFQkBRXxHP4NodkcONkJ9seAay64T4CrgaOWlSYiIhVDQUU8i19daDob0jtDfOOCcSusA7oCuywsTkREypuCinge35rQ9G3I6wa7mkK2b/6KXUBn4AcLixMRkfKkoCKeyScUmrwB3j1hZzPI8M9fcRy4BlhhXW0iIlJuLA8qBw4c4I477qBmzZoEBgbSvn17Nm7caHVZ4gm8A6HxaxBwrTOspAbnr0gD+gNLLCxORETKg6VB5eTJk3Tr1g1fX1+++OILtm3bxtSpUwkPD7eyLPEkXnZo9BKE3eAcs3Lm8mWygFuARRYWJyIiF8vHyhd/8cUXiYmJYc6cOa62hg0bWleQeCabLzT4B3gFwp4PocF+iDiJc36V24HlwJXW1igiIhfE0iMqS5Ys4fLLL+fWW2+lVq1aXHbZZcycOdPKksRT2byg/jioNQL2N4ATNfJXZIG5AdhmZXUiInKBLA0q8fHxzJgxg2bNmvHll18yZswYHnjgAebNm1ds/6ysLFJSUgo9RFxsNqj7ANR5wBlWUkLy20+C6QccsLQ8ERE5fzZjjCm9W8Xw8/Pj8ssvZ+3ata62Bx54gPXr1xMXF1ek/+TJk3n66aeLtCcnJxMaGlqkXaqxYx/Cweeg6U4IzJ+11lwKtjVAmKWliYhUdykpKYSFhZXp+9vSIyp16tShVatWhdpatmzJ/v37i+0/btw4kpOTXY+EhITKKFM8UeRfoP4UiG8GWX7ONtuvYG4Gsi0tTUREys7SwbTdunVjx44dhdp+//13YmNji+1vt9ux2+2VUZpUBRHXOS9h3vMANN0GPnlgWwGOYeD1HmCzukIRESmFpUdUHnroIdatW8fzzz/Prl27eO+993jrrbe47777rCxLqpKwnlBvJuxtCY78YOK1EBz/Z2lZIiJSNpaOUQH47LPPGDduHDt37qRRo0Y8/PDDjB49ukzPPZ9zXFLNpf0Mx26DBtsLDqTkTgefeywtS0SkOjqf72/Lg8rFUFCR85LxO5waCHV2OpcdXpC3CHxvtLYuEZFqxmMG04pUqoDmEPEVnIhxLns5wHYrZH1nbV0iIlIiBRWpXuwNIfh7SIt0LvvkgOkP6bq/lIiIO1JQkerHLwb8foDs/Anh/NMgtw+cVlgREXE3CipSPfk2Bq+VkJc/x0roSci4HlKKTjQoIiLWUVCR6sunA/AJmPzLgKIOQcpgOPWNpWWJiEgBBRWp3ryvA/N6wXK9fXDib3BiiXU1iYiIi4KKiNd9YB5z/mwDGu6BY4/C0fctLUtERBRURJxsL4C5zfmzl4FGe+DoM3B4JnjuVEMiIh5PQUUEAC+wvQOmh3PRNxea7Iajr8HBVxVWREQsoqAi4mIH2ydA6/zFbGgcD8fegcTnwORZWZyISLWkoCJSSA3gc6CuczEoHRruheP/hX1PgcmxsDYRkepHQUWkiAY4w0r+hHBhKdBgP5xaBnseAUemlcWJiFQrCioixWoHLAbyJ4SLOAn1DkDKatg9FvJOW1ibiEj1oaAiUqKrgQ8Ab+di1DGIPgxpG2H3GMg9ZWFtIiLVg4KKyDndBMwpWIw+ArWOQPpW2DUKcpKsKkxEpFpQUBEp1Z3AfwoW6x6CqCTI3A07R0LWAcsqExGp6hRURMrkPuClgsV6B6HmMchOhF13OUOLiIiUOwUVkTJ7DJhcsBiT6AwrOUdh5yhI32ZVYSIiVZaCish5mQg8XrAYkwiRRyHvFOy6G07/ZFVhIiJVkoKKyHmxAVOAJwqa6h9wjllxnIbd90LKGquKExGpchRURM6bDXge59GVfPUOQp2DYDJhz0Nw6murihMRqVIUVEQuiA14Gni2oKl2knMGW5MDe5+A44stqk1EpOpQUBG5KE8B03AGF5wz2DaOB68cSHgakhZYWZyIiMdTUBG5aPcCHwF252JoKjTZDT45cPCfcPhNMMbKAkVEPJaCiki5GAR8CYQ5F4PSofnv4J8Bh9+Ag1MVVkRELoCCiki56QF8B9RzLvrlQLOdEJoMRxc4TwWZPCsLFBHxOAoqIuWqDfAjcLlz0dsBjfY4L18+sRj2jQNHjoX1iYh4FgUVkXJXF1gF3OpctOG8fDkmAZK/hD0PgiPDuvJERDyIgopIhQgEFlJorpWaJ5yDbDNWwe77IC/VquJERDyGgopIhfHCOdfKQsDf2RSc5hxk6/jeOeV+7kkL6xMRcX8KKiIV7q84B9nWdS765TjDSti3sPMuyE6ysjgREbemoCJSKS4H1gNXOBdtQPQRiP0KEv4MWQkW1iYi4r4UVEQqTV1gDTAZjI+zKTADGq2B430gY6eFtYmIuCcFFZFK5QtMAtsPYFo4m7wM1N0BOZ0hfbWl1YmIuBsFFRFLdADbJnD8raAp9AT49ob016wrS0TEzVgaVCZPnozNZiv0iI6OtrIkkUoUAF5vQt5/ITf/qiDfHAj8O2QOAxyWVici4g58rC6gdevWLF++3LXs7e1tYTUiFvAeBI7LIb0HBO5ztvnPg+zd4PclEGRpeSIiVrI8qPj4+OgoiohXLAT8Dif6QY0VzquC/L6HnHbg+yMQYXWFIiKWKPOpn8TExAopYOfOndStW5dGjRpx2223ER8fXyGvI+L2bH5Q42s4dgfk5f9p+u6GnMuAo5aWJiJilTIHlUsvvZT58+eX64t36tSJefPm8eWXXzJz5kwOHz5M165dOX78eLH9s7KySElJKfQQqVJs3hA5D449Cjn5Bzx99zuPrJjD1tYmImKBMgeV559/nvvuu49BgwaVGCTOV//+/Rk0aBBt2rShd+/eLF26FIC5c+cW23/KlCmEhYW5HjExMeVSh4hbsdmg1gtwahJk+zrbfA9BblswB6ytTUSkkpU5qNx7771s2bKFkydP0rp1a5YsWVLuxQQFBdGmTRt27ix+4qtx48aRnJzseiQkaDZPqaJsNogaD6kvnRVWjkJuOzD63ItI9XFeg2kbNWrEt99+y3/+8x8GDRpEy5Yt8fEpvImffvrpgovJyspi+/btXHXVVcWut9vt2O32C96+iMep+SCcCgIzFuzZ4HscstuBzybnAFwRkSruvK/62bdvHx9//DERERHceOONRYLK+Xj00Ue5/vrradCgAUlJSTz77LOkpKQwbNiwC96mSJUTPhqSg4C7nGHF76QzrHj/CN7Nra5ORKRCnVfKmDlzJo888gi9e/fm119/JSoq6qJePDExkcGDB3Ps2DGioqLo3Lkz69atIzZW/1IUKSTsdkj1B24Hexb4JUNOBzDfgc9lVlcnIlJhbMYYU5aO/fr148cff+TVV19l6NChFV1XmaSkpBAWFkZycjKhoaFWlyNS8dKWgc8tYM9wLuf6g/kKfIs/XSoi4o7O5/u7zEdU8vLy+Pnnn6lfv/5FFygiFyioH6R/BRn9ICANfDIh7xrIWQy+11ldnYhIuSvzVT9ff/21QoqIOwi8EmxrID3MueydA143QM4ia+sSEakAunuyiCfybw8+P0JaTeeydx543wq571talohIeVNQEfFUfs3B9ydIre1c9nKA9xDInW1tXSIi5UhBRcST+TUA+4+QXMe5bDPgPRLy/mNtXSIi5URBRcTT+TUA/3VwMn8MmQ3wvh/yplhalohIeVBQEakK7A0gcA0ca1DQ5v0k5I0DyjQDgYiIW1JQEakq7LEQvAKONCpo834B8u5DYUVEPJWCikhV4t8YwlfA4UsK2rxnQO5gIM+yskRELpSCikhVY4+FiG/gYNuCAyk+H0BGJ3CkWVqaiMj5UlARqYr86kLUcjjYqSCsBGyEtKZw+gdLSxMROR8KKiJVlW8U1FkFJ8eAw+ZsCzkM3j3hyH2Qp6MrIuL+FFREqjIvO0TMgJy54Mi/tVdAJtSaDicvheSvra1PRKQUCioi1YH9TrD9CDmxzmUbELkX/AdC0i2Qe9zK6kRESqSgIlJd2C4D312QOw4c3s42ezbU+gQym0LyNDC6jFlE3IuCiki14gM+z4NtK+S0K2gOPgWhYyG1NWSvt6w6EZE/UlARqY5sLcB3E+TOg5yw/DYgdDv4dIL0fmAOWlqiiAgoqIhUYzbwuRN8D0PmKMjLH2zrZSDwSzANIPsu4ISlVYpI9aagIlLt+YP/TGAXpPSAvPz/LXjlgd87kFcHch4EUq0rUUSqLQUVEXHyjoXQlZD5BZxoUjD3inc2+P4b8qIh+ykg08oqRaSaUVARkcKCroUaOyB5JpysXzCzrXc6+D0PuZGQNQHIsbJKEakmFFREpCibN9QYCWG74MSLcKpWwTqfNLA/C9k1IWMCmFzr6hSRKk9BRURK5mWHmv8HIXvh+POQElWwzi8VAvIDS+pTYLItK1NEqi4FFREpnXcA1BwHwQcg+SU4fVZgsadAyPOQGQUnH4bcU5aVKSJVj4KKiJSdly+EPQZBh+H0VMg4K7AEpECNf0FmA0i6G7ISrKtTRKoMBRUROX82Lwh+GPwPQ8a/ICuyYF1wKtR6C7IuhYNDIX2rdXWKiMdTUBGRC2fzgoAHwX4EcqZBzllHWEJToO58yO4G+wdDxg7LyhQRz6WgIiLlwAt87wXfg5A3DfJqFqwKT4aYhZDRBQ6MhexD1pUpIh5HQUVEypEPeN8L3gfA8So4wp3NNiDiJNSdBint4cjz4MiwrkwR8RgKKiJSAezg9XfwOgCO58AR5Gy2AZFJEDUeTrSCUx+BMefckohUbwoqIlKBAsHryfzA8gQ47M5mLwOReyHkNjjRHk6vtrJIEXFjCioiUgnCwGsKeCVC7mhweDubvR1Q82fwvxqOd4OMn60tU0TcjoKKiFSiSPB5C2z7IOtGMPk3PvTJg5prwacjHL8WMrdbW6aIuA0FFRGpfLZ6YF8M7IDMXgU3PvTNhZpfg1c7ONYfMn6zsEgRcQcKKiJiHVsz8P8WzCbIvLyg3S8HIpeBrT0cuQ7SNllWoohYy22CypQpU7DZbDz44INWlyIilc2rPfivh7w1kNWuoN0/C2p/AV5d4WAfSFmrq4REqhm3CCrr16/nrbfeom3btlaXIiJW8u4G9s3g+AayWxS0B2RC3eXg3QcODoS0XywrUUQql+VB5fTp0wwZMoSZM2dSo0YNq8sREXfgdTX4bQfHUshtWtAelA71PgdHVzh4O2Tts65GEakUlgeV++67jwEDBtC7d+9S+2ZlZZGSklLoISJVlQ28rgOf38F8DHkNC1aFnIa670NmO0j6P8g7bVmVIlKxLA0qCxcu5KeffmLKlCll6j9lyhTCwsJcj5iYmAquUESsZwPbLeC9C8xcyKtdsCosGWq9DKlN4OR/wORaV6aIVAjLgkpCQgJ///vfeffdd/H39y/Tc8aNG0dycrLrkZCQUMFVioj78AbbUPBOAMd/IC+8YFV4EoTfD8lNIUXT8otUJTZjrPmLXrx4MTfffDPe3t6utry8PGw2G15eXmRlZRVaV5yUlBTCwsJITk4mNDS0oksWEbeSCbkvgu1F8D7rBocOG6S0BL//QGAv68oTkRKdz/e3ZUElNTWVffsKD4S76667uOSSS3j88ce59NJLS92GgoqIwGnIehx8ZoJ3TkFznhekdIXAt8HeouSni0ilO5/vb59KqqmIkJCQImEkKCiImjVrlimkiIg4BYN9GphnIPN+8PsAvPKc9xGqsQay28CJmyFkGvhGWl2siJwny6/6EREpF7YI8F8Atr2QcW3BfYT8ciDiQ8htCCfvh7x0K6sUkfNk2amf8qBTPyJSoryNkDMc/H8t3J4eBjkPQehTYLPsoLJItXY+3986oiIiVZN3R/D/BXI/guy6Be2ByRA2GdLqQeqbukJIxM0pqIhI1ebzZ/BLhOwZkF2zoD04CULGwOnGkP6ZdfWJyDkpqIhINWADvzHgdwQyn4Xs4IJVIXsh4HpIaQdZ6yyrUESKp6AiItWIN/g/Bb7HIH0s5Po5m21A6M/g2xVSr4Sc3yytUkQKKKiISPVjs0Pg6+B9CNL+Ann5k0t6GQj5Hrxbw+n+kJdobZ0ioqAiItWYLQKCPgD2wOlrwZH/v0QvBwQvAxpC2m1gTlhYpEj1pqAiIuIdA8FfQt4WSO3inIYfwDvPGWTyoiHjbjCag0WksimoiIic4XsphKyF7O8gpQ2cuXLZJwcC3oLcKMiaDOguzSKVRUFFROSP/Ls5B9dm/A9SmhQEFt90sD8N2bUheyYFK0SkoiioiIiUJPAGCNkJqbMgNbqg3e8E+P0NMhtDzjfW1SdSDSioiIici80GoSMgOAFO/QPSwgrW+e8F396Q0RnyfresRJGqTEFFRKQsbD4QPgH8D8DJuyHLv2BdwA9gawnpg3SFkEg5U1ARETkf3kFQ4w3wiodTAyD3zBwsDghcBHl1If0RMBpwK1IeFFRERC6Ebx0I/wxyf4LkjgWXNPtkQeArkBUNGR9YW6NIFaCgIiJyMfzbQtgGyFwCqbFntR8H/9vg1J8gc7t19Yl4OAUVEZHyEDgQgvfA6X9BVoizzQaEbwBbezg6HHI1fkXkfCmoiIiUF5sNgh8Ev8POqffPTMlvz4aouXC6JZx8F4zmXxEpKwUVEZHyZguEoPfBbIKs5gXt4UkQMhyOXg1ZBywrT8STKKiIiFQU77Zg/w1yX4e8/MuZffKg1krIaQUnXwXjsLJCEbenoCIiUqFs4DMWvPdDdp+C5uAUCHsYTlwBWXusK0/EzSmoiIhUiijw+wry/ge5NZxNXgZqbgTTGpKf19gVkWIoqIiIVCbvG8AnEbLuBJM/94p/BoQ9BaltISfe2vpE3IyCiohIpQsE+zxwrIWsegXNob8CLSFtPLozs4iTgoqIiFW8O4N9H2TcD3n5U/H7ZkPQc5DeGLLXW1ufiBtQUBERsZQ3BLwGjk2Q1qSgOXAv+HSG03eAybKsOhGrKaiIiLgD3zYQuBNOT4Qcu7PNywHBCyCrDmR8aG19IhZRUBERcRc2GwQ/DbadkHpFwTAV/5Pg/1dI7QZ5By0tUaSyKaiIiLgbnxgI+QEy5kJmqLPNBoSsBUdjOD1BE8VJtaGgIiLirgKHgv0QpP654L5BvlkQ/KxzsG3W99bWJ1IJFFRERNyZLRBCPoKc7yE9tqA9aB/4doeUm8Fx2rr6RCqYgoqIiCewd4aAeEibXHiwbehiyK4LadOtrE6kwiioiIh4CpsXBE0Cr71wuvtZg21TIei+/Jltf7OyQpFyp6AiIuJpvKMheBVkLYbMyIL2kF/A1gZSxoDJsaw8kfKkoCIi4qn8b3QOtk27u2BmW59cCH0TMupB+mJLyxMpDwoqIiKezOYDQW+A+QXSLi1oDzwK/rdAcg/IPWRdfSIXydKgMmPGDNq2bUtoaCihoaF06dKFL774wsqSREQ8k09LCPoFMqdBdpCzzctA2GrIawyp/wCjGx2K57E0qNSvX58XXniBDRs2sGHDBq6++mpuvPFGtm7damVZIiKey/9e8D0EaTeBw+Zss2dCyCQ43RQyf7S0PJHzZTPGvSJ2REQEL7/8MiNHjiy1b0pKCmFhYSQnJxMaGloJ1YmIeJCcNZB3O/gnFLTleUParRA8B7z8ratNqrXz+f52mzEqeXl5LFy4kLS0NLp06VJsn6ysLFJSUgo9RESkBL5Xgv8+yBgHub7ONu88CF2Yf6PD962tT6QMLA8qv/zyC8HBwdjtdsaMGcMnn3xCq1atiu07ZcoUwsLCXI+YmJhKrlZExNPYIOB5sMVDWueC5oBT4H87pHaF3AOWVSdSGstP/WRnZ7N//35OnTrFxx9/zNtvv82qVauKDStZWVlkZWW5llNSUoiJidGpHxGRssp8D2z3gj25oC3HDlmPQNAzzknlRCrY+Zz6sTyo/FHv3r1p0qQJb775Zql9NUZFROQCmAxIuwsCP3JOw39GWgz4vAf2K62rTaoFjxyjcoYxptBRExERKWe2AAheCLlxkN6ooD0oAXx7QOot4Eizrj6Rs1gaVJ588km+++479u7dyy+//MJTTz3FypUrGTJkiJVliYhUD35XQOBuSHu68I0OQz6B7DqQPsPa+kSwOKgcOXKEO++8kxYtWnDNNdfwww8/sGzZMvr06WNlWSIi1YgNgiaC1z44fVXhGx0G3gtprSD3Z0srlOrN7caonA+NURERKWeZH4O5GwKOF7Q5vCDjVgicBbYg62qTKsOjx6iIiIiF/AeB/2FIvQdy8ude8XJA0AeQWxuy/kPBYReRiqegIiIihdl8IGQ68Buk/Kkgl/imgf1+yGgK2ausrFCqEQUVEREpnm9jCP0R0t+HtKiC9oB48O0Fqd0hd69l5Un1oKAiIiLnFnQbBCRA8v2QnX91kM1AyHdgmsOpuyDvtLU1SpWloCIiIqXzskPYa+C9D1L7F9yZ2TcHwt+BnGhIuR8cGZaWKVWPgoqIiJSdd20I+RzyfoT0lgXt/mkQ+h/IjYS0B8FkWlaiVC0KKiIicv58L4fAbZD9LmTWK2j3S4egf0NuBKSNAkdyydsQKQMFFRERuXB+Q8A/ATLnQPpZgcU3A4JmQV4tSB0Eufutq1E8moKKiIhcJBv4D3cOuE2bCadjClb5ZkPIIrA1cl4llL3esirFMymoiIhI+bDZIGgUBO+HjI/gdIuCOVi8Hc6rhHyvgNNtIPNTS0sVz6GgIiIi5S/gzxD8G2SvhtOdCq4SsgHBv4L/DZAe67zxoXFYWqq4NwUVERGpOParIHgdOH6D09dBrk/BusD9zhsfZkZB2ngwWdbVKW5LQUVERCqeT3MIXgpehyB1OGQHFKwLOAFBz0FOBKTeBXnHLCtT3I+CioiIVB6vSAiZA74n4PTjkFmjYJ1fOoS8A6aOc1K5nG2WlSnuQ0FFREQqn80fgl8A+zFI/zek1y9Y55MLIcvA+1I43RGyvrSuTrGcgoqIiFjH5gWBD0BgAmT+z3lFkMkfeOtlIPgnsPeDtEaQ/qYG3lZDCioiIuIe/G+A4J8h5yc4fTXkeResC9oLgWOcA29Pj9MU/dWIgoqIiLgXv/YQ/A2QAKm3Q7Z/wbqAE85TRjkRkDoM8o5aVaVUEgUVERFxT951IGRB/sDb//vDwNsMCJkHpi6k9oOc7dbVKRVKQUVERNybLQCCX8wfeDsN0hsUrPPJhZAvwbs1pP4JMtdYV6dUCAUVERHxDDYv5wRxgfsg8zNIa1t44G3IBvDrDic7wenvwZhzb088goKKiIh4Hv8BELQFcjbC6Z4FA2+9DNT4Efx6weHucOprMHmWlioXR0FFREQ8l99lELwC2APpfQuOsPjlQJ014HMz7OkFxz4ER4alpcqFUVARERHP5x0DgcuALZDdsaA9OA0afQe2e+C33nDoDcg9YVmZcv4UVEREpOqwtQG/9WA+hbyY/Dag5glosQ4cz8C2/pDwPGTtt7RUKRsFFRERqWJsYBsI3ruAf4IJdjZ7O6DeQWi+BbJnwfabIPEFKwuVMlBQERGRKsoPeARsu4BRBeNX/LOgSTw03gX+ujLI3SmoiIhIFVcbmAm2DcCVBc2hqVBzIvAIcMqSyqR0CioiIlJNdABWA+8D+XdrtuUCrwDNgZmALmV2NwoqIiJSjdiA24AdwCTgzH2EjgJ/Ay7HGWbEXSioiIhINRQITAZ+A/56VvtmoEd+m64KcgcKKiIiUo3FAgtxHkVpf1b7h0ALnGEmvdKrkgIKKiIiIlwFbADeAiLz2zKBp3EGloWArhCygoKKiIgIAN7AaGAn8DDgk9+eCAzGGWZ+sqa0akxBRUREpJBwYCrwK9D/rPbvcQ62HQ0kVX5Z1ZSlQWXKlCn86U9/IiQkhFq1anHTTTexY8cOK0sSERHJ1wL4HFiK8/JlcJ7+eRtohjPMZFtTWjViaVBZtWoV9913H+vWrePrr78mNzeXa6+9lrS0NCvLEhEROct1wC84g0loflsK8ChwKc4wIxXFZoxxm9FBR48epVatWqxatYru3buX2j8lJYWwsDCSk5MJDQ0ttb+IiMjFSQLG4zyqcvbX5wjgNSDIiqI8zvl8f7vVGJXk5GQAIiIiil2flZVFSkpKoYeIiEjlqYXzyqA/TMfPbJwz32qwbXlzm6BijOHhhx/myiuv5NJLLy22z5QpUwgLC3M9YmJiKrlKERERKJiOfzYFR1F+BzrjnJLfYVFdVY/bnPq57777WLp0KWvWrKF+/frF9snKyiIrK8u1nJKSQkxMjE79iIiIhX4Hbgc2ntXWH3gH5xEY+SOPO/Vz//33s2TJElasWFFiSAGw2+2EhoYWeoiIiFirObAW5+DaM74A2gHLLamoKrE0qBhjGDt2LIsWLeLbb7+lUaNGVpYjIiJygfyAl4FlFBxFOQxcCzwB5FhUl+ezNKjcd999vPvuu7z33nuEhIRw+PBhDh8+TEZGhpVliYiIXKC+wM/5/wXnlUEv4hx4G29VUR7N0jEqNput2PY5c+YwfPjwUp+vy5NFRMQ9OYB/AeMoOJoSAryJczr+6u18vr99zrm2grnJOF4REZFy5gU8AvTAGUx2Aak4B91+g3POlUDLqvMkbjGYVkREpGq6HOfcKnee1TYLuALYaklFnkZBRUREpEKFAPNwXq585ijKVuBPOEOLzi6ci4KKiIhIpRiGc66VNvnLGcAoYAjOewdJcRRUREREKs0lwA/A3We1vY9zptsNllTk7hRUREREKlUA8AbwIQV3Y94NdAVeRaeCClNQERERscStwGacA2vBeRnzQ8ANwDGLanI/CioiIiKWaQR8R+Hp9z8D2gMrLajH/SioiIiIWOrM9PufA5H5bQeAq4GJQK5FdbkHBRURERG30B/YgjOggHOsyjNAT2CfRTVZT0FFRETEbdQFvgKeA7zz277HeSpoJpBnTVkWUlARERFxK97AkzjHrsTmt50C/gZ0xnl5c/WhoCIiIuKWuuC8KmjIWW0bcIaVEcBBC2qqfAoqIiIibisceBdYAVx6VvscnFcM3QPsrfSqKpOCioiIiNvrCWwC/k3BJHHZOCeOawoMB3ZYUViFU1ARERHxCD7AA8BO4P+A4Pz2PGAu0BL4K84rh6oOBRURERGPUgt4Eecly5OAGvntBue0/O2B64F1VhRX7hRUREREPFIEMBlnYHkRZ4A54zOcg3GvAb7Fk+8fpKAiIiLi0UJwngraC7wG1D9r3bc4w0pXnDPfel5gUVARERGpEgKA+3HeiXkW0OysdeuAAcCfgE/xpMCioCIiIlKl+OGcZ2U7sBBoc9a6jTjvznw58E3ll3YBFFRERESqJG+cVwFtBj4BLjtr3U9A7/z1Byq9svOhoCIiIlKleQE34Tya8j+gw1nrPgRaAP8Eciq9srJQUBEREakWbDhP+6wHZgOR+e1pwGM4L2teYUll56KgIiIiUq14AXfhnMn2HpwBBmAbcDXOewsdtqa0YiioiIiIVEsRwHScR1iuOKv9PeASnNPzOyyoqzAFFRERkWqtIxAHzMQZXgCScR5tuRL4xaK6nBRUREREqj0vYBTwGzDsrPY4nFcLfWVFUYCCioiIiLhEAe/gnNG2eX5bY6C7VQXhY9kri4iIiJvqBfyM8x5C3QB/yypRUBEREZFi2IGJVhehUz8iIiLivhRURERExG0pqIiIiIjbUlARERERt2VpUFm9ejXXX389devWxWazsXjxYivLERERETdjaVBJS0ujXbt2/Oc//7GyDBEREXFTll6e3L9/f/r3729lCSIiIuLGNEZFRERE3JZHTfiWlZVFVlaWazklJcXCakRERKSiedQRlSlTphAWFuZ6xMTEWF2SiIiIVCCPCirjxo0jOTnZ9UhISLC6JBEREalAHnXqx263Y7fbrS5DREREKomlQeX06dPs2rXLtbxnzx42b95MREQEDRo0sLAyERERcQeWBpUNGzbQq1cv1/LDDz8MwLBhw3jnnXdKfb4xBtCgWhEREU9y5nv7zPf4udhMWXq5qcTERA2oFRER8VAJCQnUr1//nH08Oqg4HA4OHjxISEgINputxH4pKSnExMSQkJBAaGhoJVYoF0L7y3NoX3kW7S/PUpX3lzGG1NRU6tati5fXua/r8ajBtH/k5eVVahI7W2hoaJXb2VWZ9pfn0L7yLNpfnqWq7q+wsLAy9fOoy5NFRESkelFQEREREbdVLYKK3W5n0qRJmoPFQ2h/eQ7tK8+i/eVZtL+cPHowrYiIiFRt1eKIioiIiHgmBRURERFxWwoqIiIi4rYUVERERMRtVZmgMnnyZGw2W6FHdHS0a/0f1515vPzyyxZWXX2Vtr9Onz7N2LFjqV+/PgEBAbRs2ZIZM2ZYWHH1Vdq+OnLkCMOHD6du3boEBgbSr18/du7caWHFcuDAAe644w5q1qxJYGAg7du3Z+PGja71xhgmT55M3bp1CQgIoGfPnmzdutXCiqu30vbXokWL6Nu3L5GRkdhsNjZv3mxdsRbw6Jlp/6h169YsX77ctezt7e36+dChQ4X6fvHFF4wcOZJBgwZVWn1S2Ln210MPPcSKFSt49913adiwIV999RX33nsvdevW5cYbb7Si3GqtpH1ljOGmm27C19eX//3vf4SGhvLKK6/Qu3dvtm3bRlBQkFUlV1snT56kW7du9OrViy+++IJatWqxe/duwsPDXX1eeuklXnnlFd555x2aN2/Os88+S58+fdixYwchISHWFV8NlWV/paWl0a1bN2699VZGjx5tXbFWMVXEpEmTTLt27crc/8YbbzRXX311xRUk51Ta/mrdurX5xz/+UaitQ4cOZvz48RVcmfzRufbVjh07DGB+/fVXV1tubq6JiIgwM2fOrKQK5WyPP/64ufLKK0tc73A4THR0tHnhhRdcbZmZmSYsLMy88cYblVGinKW0/XW2PXv2GMBs2rSpYotyM1Xm1A/Azp07qVu3Lo0aNeK2224jPj6+2H5Hjhxh6dKljBw5spIrlLOda39deeWVLFmyhAMHDmCMYcWKFfz+++/07dvXwoqrr5L2VVZWFgD+/v6uvt7e3vj5+bFmzRpLaq3ulixZwuWXX86tt95KrVq1uOyyy5g5c6Zr/Z49ezh8+DDXXnutq81ut9OjRw/Wrl1rRcnVWmn7S6rQGJVOnToxb948vvzyS2bOnMnhw4fp2rUrx48fL9J37ty5hISEcMstt1hQqUDp++u1116jVatW1K9fHz8/P/r168f06dO58sorLa68+jnXvrrkkkuIjY1l3LhxnDx5kuzsbF544QUOHz5c5HSrVI74+HhmzJhBs2bN+PLLLxkzZgwPPPAA8+bNA+Dw4cMA1K5du9Dzateu7Vonlae0/SVUnVM/f3T69GlTu3ZtM3Xq1CLrWrRoYcaOHWtBVVKSP+6vl19+2TRv3twsWbLEbNmyxbz++usmODjYfP311xZXKn/cVxs2bDDt2rUzgPH29jZ9+/Y1/fv3N/3797e40urJ19fXdOnSpVDb/fffbzp37myMMeb77783gDl48GChPqNGjTJ9+/attDrFqbT9dbbqeuqnSg2mPVtQUBBt2rQpcvXBd999x44dO/jggw8sqkyKc/b+ysjI4Mknn+STTz5hwIABALRt25bNmzfzz3/+k969e1tcbfX2x7+tjh07snnzZpKTk8nOziYqKopOnTpx+eWXW1xp9VSnTh1atWpVqK1ly5Z8/PHHAK4rtg4fPkydOnVcfZKSkoocZZGKV9r+kip06uePsrKy2L59e6E/RIBZs2bRsWNH2rVrZ1FlUpyz91dOTg45OTl4eRX+eHp7e+NwOCyqUM4o6W8rLCyMqKgodu7cyYYNG3R1lkW6devGjh07CrX9/vvvxMbGAtCoUSOio6P5+uuvXeuzs7NZtWoVXbt2rdRapfT9JVSdUz+PPPKIWblypYmPjzfr1q0zAwcONCEhIWbv3r2uPsnJySYwMNDMmDHDwkrFmNL3V48ePUzr1q3NihUrTHx8vJkzZ47x9/c306dPt7jy6qe0ffXhhx+aFStWmN27d5vFixeb2NhYc8stt1hcdfX1448/Gh8fH/Pcc8+ZnTt3mgULFpjAwEDz7rvvuvq88MILJiwszCxatMj88ssvZvDgwaZOnTomJSXFwsqrp7Lsr+PHj5tNmzaZpUuXGsAsXLjQbNq0yRw6dMjCyitPlQkqf/3rX02dOnWMr6+vqVu3rrnlllvM1q1bC/V58803TUBAgDl16pRFVcoZpe2vQ4cOmeHDh5u6desaf39/06JFCzN16lTjcDgsrLp6Km1f/fvf/zb169c3vr6+pkGDBmb8+PEmKyvLworl008/NZdeeqmx2+3mkksuMW+99Vah9Q6Hw0yaNMlER0cbu91uunfvbn755ReLqpXS9tecOXMMUOQxadIkawquZDZjjLHyiI6IiIhISarsGBURERHxfAoqIiIi4rYUVERERMRtKaiIiIiI21JQEREREbeloCIiIiJuS0FFRERE3JaCioiIiLgtBRURcRt5eXl07dqVQYMGFWpPTk4mJiaG8ePHW1SZiFhFM9OKiFvZuXMn7du356233mLIkCEADB06lC1btrB+/Xr8/PwsrlBEKpOCioi4nddee43Jkyfz66+/sn79em699VZ+/PFH2rdvb3VpIlLJFFRExO0YY7j66qvx9vbml19+4f7779dpH5FqSkFFRNzSb7/9RsuWLWnTpg0//fQTPj4+VpckIhbQYFoRcUuzZ88mMDCQPXv2kJiYaHU5ImIRHVEREbcTFxdH9+7d+eKLL3jppZfIy8tj+fLl2Gw2q0sTkUqmIyoi4lYyMjIYNmwYd999N7179+btt99m/fr1vPnmm1aXJiIWUFAREbfyxBNP4HA4ePHFFwFo0KABU6dO5bHHHmPv3r3WFicilU6nfkTEbaxatYprrrmGlStXcuWVVxZa17dvX3Jzc3UKSKSaUVARERERt6VTPyIiIuK2FFRERETEbSmoiIiIiNtSUBERERG3paAiIiIibktBRURERNyWgoqIiIi4LQUVERERcVsKKiIiIuK2FFRERETEbSmoiIiIiNtSUBERERG39f8SFxLijBn6QwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FISHER BANK\n",
+      "218      57.542720\n",
+      "106      57.542720\n",
+      "330      57.512713\n",
+      "442      57.482513\n",
+      "554      57.453760\n",
+      "           ...    \n",
+      "21050    59.986133\n",
+      "21610    60.015493\n",
+      "21498    60.015493\n",
+      "21386    60.015493\n",
+      "21722    60.015493\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PAX DEI II\n",
+      "196      51.580167\n",
+      "84       51.580167\n",
+      "308      51.545793\n",
+      "420      51.514600\n",
+      "532      51.491173\n",
+      "           ...    \n",
+      "21252    50.724982\n",
+      "21364    50.725000\n",
+      "21476    50.724967\n",
+      "21588    50.724970\n",
+      "21700    50.724965\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 7\n",
+      "94       38.427533\n",
+      "206      38.427533\n",
+      "318      38.458555\n",
+      "430      38.501940\n",
+      "542      38.558143\n",
+      "           ...    \n",
+      "21262    41.955188\n",
+      "21374    41.915528\n",
+      "21486    41.874953\n",
+      "21598    41.834613\n",
+      "21710    41.793970\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index 112 is out of bounds for axis 0 with size 112",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[25], line 7\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcm\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ScalarMappable\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m200\u001b[39m):\n\u001b[0;32m----> 7\u001b[0m     df_ \u001b[38;5;241m=\u001b[39m df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvessel_name\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m) \u001b[38;5;241m&\u001b[39m (df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)]\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;28mprint\u001b[39m(df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39munique()[j])\n\u001b[1;32m      9\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_[df_[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m20\u001b[39m :\n",
+      "\u001b[0;31mIndexError\u001b[0m: index 112 is out of bounds for axis 0 with size 112"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import Normalize\n",
+    "from matplotlib.cm import ScalarMappable\n",
+    "\n",
+    "for j in range(200):\n",
+    "    df_ = df[(df['vessel_name'] == df['vessel_name'].unique()[j]) & (df['position_speed'] >=0)]\n",
+    "    print(df[(df['position_speed'] >=0)]['vessel_name'].unique()[j])\n",
+    "    if len(df_[df_['position_speed'] >= 0]) > 20 :\n",
+    "        x = df_['position_latitude']\n",
+    "        print(x)\n",
+    "        y = df_['position_longitude'] \n",
+    "        speed = df_['position_speed']  \n",
+    "        num_points = len(df_)\n",
+    "\n",
+    "        # Define speed thresholds for heatmap\n",
+    "        speed_thresholds = [-5, 0, 2, 5, 7, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55]  # Example thresholds\n",
+    "\n",
+    "        # Calculate speed segments\n",
+    "        speed_segments = np.digitize(speed, speed_thresholds)\n",
+    "\n",
+    "        # Create colormap for heatmap\n",
+    "        cmap = plt.get_cmap('spring') #hot\n",
+    "\n",
+    "        # Plot trajectory as lineplot with segments colored by speed\n",
+    "        for i in range(1, len(speed_thresholds) + 1):\n",
+    "            mask = speed_segments == i\n",
+    "            if np.any(mask):\n",
+    "                segment_x = x[mask]\n",
+    "                segment_y = y[mask]\n",
+    "                segment_speed = speed[mask]\n",
+    "                segment_color = cmap(Normalize(vmin=min(speed), vmax=max(speed))(segment_speed))\n",
+    "                plt.plot(segment_x, segment_y, color=segment_color[0], linewidth=2, label=f'Speed >= {speed_thresholds[i-1]}')\n",
+    "\n",
+    "        # Add colorbar\n",
+    "        sm = ScalarMappable(cmap=cmap, norm=Normalize(vmin=min(speed), vmax=max(speed)))\n",
+    "        sm.set_array(speed)\n",
+    "        #plt.colorbar(sm, label='Speed')\n",
+    "\n",
+    "        # Add labels and legend\n",
+    "        plt.xlabel('X')\n",
+    "        plt.ylabel('Y')\n",
+    "        plt.title('Trajectory with Speed Heatmap')\n",
+    "        plt.legend()\n",
+    "\n",
+    "        # Show plot\n",
+    "        plt.show();\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "0fee3ff8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD-JEAN 3\n",
+      "2267     42.51664\n",
+      "16267    42.51664\n",
+      "18619    42.51664\n",
+      "12123    42.51664\n",
+      "7531     42.51664\n",
+      "           ...   \n",
+      "11451    42.51664\n",
+      "21195    42.51664\n",
+      "6411     42.51664\n",
+      "17051    42.51664\n",
+      "1371     42.51664\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ASPIN\n",
+      "16263    43.321483\n",
+      "12455    43.321483\n",
+      "17271    43.321483\n",
+      "11223    43.321483\n",
+      "14583    43.321483\n",
+      "           ...    \n",
+      "7303     43.321483\n",
+      "23       43.321483\n",
+      "10775    43.321483\n",
+      "1591     43.321483\n",
+      "3383     43.321483\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CHRISDERIC V\n",
+      "6572     42.6208\n",
+      "9148     42.6208\n",
+      "19900    42.6208\n",
+      "13292    42.6208\n",
+      "8028     42.6208\n",
+      "          ...   \n",
+      "5004     42.6208\n",
+      "16092    42.6208\n",
+      "14188    42.6208\n",
+      "20348    42.6208\n",
+      "17324    42.6208\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD JEAN IV\n",
+      "12670    42.516608\n",
+      "1022     42.516608\n",
+      "14350    42.516608\n",
+      "9198     42.516608\n",
+      "13790    42.516608\n",
+      "           ...    \n",
+      "17822    42.516608\n",
+      "350      42.516608\n",
+      "18606    42.516608\n",
+      "12110    42.516608\n",
+      "16702    42.516608\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V  J.M.CHRISTIAN 4\n",
+      "7909     43.399867\n",
+      "7461     43.399867\n",
+      "965      43.399867\n",
+      "1413     43.399867\n",
+      "9813     43.399867\n",
+      "           ...    \n",
+      "21237    43.400393\n",
+      "21349    43.400373\n",
+      "21461    43.400397\n",
+      "21573    43.400410\n",
+      "21685    43.400392\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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RkZEazX9FRUWQSCQa/1i6ubnBwcEBBw4c0HvczZs348qVKzpNNDWBMixo/3L4+uuvy903NjYWTk5OOHv2LDp06KB3AoBmzZqhSZMmWL58OYqKigweT1kG7f/pKpuzvv32W43lR44cQUZGhiqcmGLMmDFwcXHByJEjcebMGUyYMMGk/fz9/REeHo5169bh2LFjqgDUu3dvXL58GZ988gm8vb0N1oYpGbrGirp69Sru37+vd91ff/0FQFFbpm716tUan1NTU/HPP/+o/pPTpUsX1K1bF6dPnzb4/bq4uMDDwwM9e/bE8ePH0apVK73bKUNsz549cerUKZw4cULj3N99911l3AYd/fv3hxACFy5c0FuuiIgIAOb9Paiq71AikUAIoVOG//73v3j48KHefcr7Dql2Yg1QBZw9exZr1qxBbm6u6h/NKVOmYPv27VixYgVmz55t9jEjIyOxatUqNGvWDJcuXcKsWbMQHR2NU6dO6a32N9Vbb72FL774Anfu3EHnzp1Vj5vqU1BQgFu3bmHu3LmYNWsW5s2bh+3bt2Pw4MHYs2cPunfvjs6dO8PT0xNvvfUWZs+eDSEE3nrrLZSUlOg0eyktW7YMsbGxCAoKsvg6rCU6Ohr16tXD+PHjMX36dDg7O2P16tU6v6D0CQkJwX/+8x+88847yMrKQlxcHOrVq4dLly7h8OHD8PT0xMyZMwEoHiUfMGAAOnfujMmTJ6Nx48bIzs7Gjh07VP+IK38ZffbZZ0hMTISzszOaN2+O5s2bY+zYsfj888/h4OCAvn374vz585g2bRqCgoI0agLLU7duXSQkJGDx4sUIDg7GgAEDTN63V69e+Pzzz+Hu7o4uXboAUNRshIaGYufOnXjqqafg5GT8nx7lm56XLFkCLy8vuLm5ITQ0tEJ/BwBF35pJkyZh5MiRiI6ORoMGDVBQUIA1a9Zg+/btSEhI0Kk9O3r0KMaMGYNnn30WOTk5eOedd9CoUSO8/PLLAIA6derg888/R2JiIq5du4ZnnnkGvr6+uHz5Mk6cOIHLly9j8eLFABTfWdeuXfH444/jX//6F0JCQnDz5k3873//w08//aRqTn711VexfPly9OvXD7NmzYKfnx9Wr16tCmmVrUuXLhg7dixefPFFHD16FN26dYOnpyfy8vJw4MABRERE4F//+hfCwsLQpEkTTJ06FUII1K9fHz/99JOqf5c6Qz+nXl5eFSqrt7c3unXrho8++ggNGzZESEgIUlJSsGzZMoMvXCzvO6RayqpdsGsYAGLDhg2qz//3f/8nAAhPT0+NycnJSfVkz7lz58p9GuPf//63wXPeunVL+Pn5aTydMW7cOI3zSSQS4ebmprFM+cSN0uXLl8WZM2fEzp07RZcuXcSTTz4pSkpK9J7zwoULAoAYMWKExvIBAwaoHscWQogdO3aIRx55REgkEuHo6Cief/550a5dO/Gvf/1L55g5OTnCwcFB/Pjjj4ZvcDUz9BRYy5Yt9W6fmpoqoqKihIeHh/Dx8RFjxowRv//+uwAgVqxYodpO32PwQiieZunZs6fw9vYWrq6uIjg4WDzzzDMaj0kLoXgip2/fvkIqlQpXV1fRpEkTMXnyZI1tkpKSREBAgHBwcNB4Kujhw4di3rx5olmzZsLZ2Vk0bNhQPP/88yInJ8fk61Tau3evACDmzp1rdDttmzZtEgBE7969NZa/9NJLAoBYuHChzj7QegpMCCEWLFggQkNDhaOjo8Y9NlT2xMREnUe7teXk5Ih3331XdOnSRchkMuHk5CS8vLxEZGSk+Pzzz8WDBw9U2yqfINq5c6eIj48XdevWFe7u7uLJJ58UmZmZOsdOSUkR/fr1E/Xr1xfOzs6iUaNGol+/fuKHH37Q2O7cuXNi1KhRolGjRsLZ2Vn4+PiI6OhonSeSTp8+LXr37i3c3NxE/fr1xejRo1X31tSnwI4cOaJ3fb9+/fTeq+XLl4vIyEjh6ekp3N3dRZMmTURCQoI4evSoTrm8vLxEvXr1xLPPPiuys7P1foeGfk6Dg4NFv379dM6v799D5b+hH330kWpZbm6uGDJkiKhXr57w8vIScXFx4s8//xTBwcEiMTFR5z6Y+h1S7cIAZAbtALR27Vrh6Ogo/vrrL5GZmakx5eXlCSGEuH//vsjIyDA6qb9jQ5+YmBgxfvx41edLly5pnKtRo0bi22+/1VhWXFxs8Hg5OTkCgEhNTdW7vqioSDg5OYn3339fY/mbb74poqOjdba/fPmy6n0afn5+4sMPP9TZ5j//+Y/w8fFRvSfEnr366quiQYMG1i5Ghb322mvC3d1dXLlyxdpFsYryQgTZPn6HZAybwCqgbdu2ePjwIQoKCvD444/r3cbZ2RlhYWEWn6OoqAgZGRkax/f19YWvr6/qs5OTExo1amRyhz4hhOrY+ri4uKBjx444c+aMxvK///5bbydeZSfQX3/9FQUFBXjqqad0zrdixQokJCQY7HdkDwoKCpCWlob169cjKirK2sWx2MGDB/H3339j0aJFGDduXIWbnYiIbBEDUDlu3bql8YTDuXPnkJ6ejvr166NZs2YYOXIkEhISMH/+fLRt2xZXrlzBr7/+ioiICDz55JNmn2/KlCkYMGAAGjdujIKCAsyaNQtyuVzjiQtzHD58GIcPH0bXrl1Rr149ZGVl4b333kOTJk00fkmHhYVhzpw5ePrppwEAb7zxBoYNG4Zu3bqhZ8+e2L59O3766SeN94GsWLECLVq0gI+PD9LS0jBp0iRMnjxZ52mhX3/9FefOncPo0aMtuoaaYuvWrZgwYQI6d+6Mzz77zNrFsVhUVBQ8PDzQv39/zJo1y9rFISKqGtaugrJ1e/bs0dtvR9nOfP/+ffHee++JkJAQ4ezsLGQymXj66afFH3/8YdH5hg0bJvz9/YWzs7MICAgQgwcP1hgqQZ/g4GCDfQL++OMP0bNnT1G/fn3h6uoqQkJCxPjx4zXewCqE0OnHIoTijbmPPvqocHNzE61btxYbN27UWP/WW28JPz8/4ezsLJo2bSrmz5+vt1/RiBEj9DadERERWYtEiNL2ECIiIqJagu8BIiIiolrH6gHowoULeP7559GgQQN4eHigTZs2OHbsmGr9+vXrERsbq3pTaXp6uknHXbduHcLDw+Hq6orw8HBs2LChiq6AiIiIahqrdoK+fv06unTpgp49e2Lbtm3w9fXF2bNnNV5mdfv2bXTp0gXPPvssXnrpJZOOm5aWhmHDhuH999/H008/jQ0bNmDo0KE4cOAAIiMjy92/pKQEFy9ehJeXl00P2UBERERlhBC4efMmAgICVOMsGmLVPkBTp07Fb7/9hv3795e77fnz5xEaGorjx4+jTZs2RrcdNmwY5HI5tm3bplqmfPvumjVryj1Xbm5ujXxbMREREQE5OTnlDixt1RqgzZs3IzY2Fs8++yxSUlJUryY3tabHkLS0NJ3X/sfGxmLBggV6ty8qKtJ4J44yE+bk5KgG+iQiIiLbJpfLERQUZNKQK1YNQFlZWVi8eDFee+01vP322zh8+DAmTpwIV1dXJCQkWHzc/Px8+Pn5aSzz8/MzOJLynDlzVGMxqfP29mYAIiIiqmFM6b5i1U7QJSUlaNeuHWbPno22bdti3LhxeOmll1QDB1aE9sULIQzekKSkJBQWFqqmnJycCp+fiIiIbJdVA5C/vz/Cw8M1lrVo0QLZ2dkVOq5MJtOp7SkoKNCpFVJydXVV1faw1oeIiMj+WTUAdenSxeTxpswRFRWFXbt2aSzbuXMnoqOjK3RcIiIisg9W7QM0efJkREdHY/bs2Rg6dCgOHz6MJUuWYMmSJaptrl27huzsbFy8eBEAVIFJJpNBJpMBABISEtCoUSPMmTMHADBp0iR069YN8+bNw8CBA7Fp0ybs3r0bBw4cqNTyP3z4EMXFxZV6TKqZnJ2d4ejoaO1iEBGRiaw+FMbPP/+MpKQkZGZmIjQ0FK+99prGU2DJycl48cUXdfabPn06ZsyYAQDo0aMHQkJCkJycrFr/448/4t1330VWVhaaNGmCDz74AIMHDzapTHK5HFKpFIWFhXqbw4QQyM/Px40bN8y6VrJvdevWhUwm47ujiIispLzf3+qsHoBsUXk3MC8vDzdu3ICvry88PDz4C6+WE0Lgzp07KCgoQN26deHv72/tIhER1UrmBCCrNoHVRA8fPlSFnwYNGli7OGQj3N3dASg62/v6+rI5jIjIxll9LLCaRtnnx8PDw8olIVuj/JlgvzAiItvHAGQhNnuRNv5MEBHVHAxAREREVOswAJFNOH/+PCQSCdLT061dFCIiqgUYgGqRgoICjBs3Do0bN4arqytkMhliY2ORlpZm7aLZpOvXryM+Ph5SqRRSqRTx8fF89QERkZ3gU2C1yJAhQ1BcXIyVK1fikUcewaVLl/DLL7/g2rVr1i6aSXJzc9GoUaNq62vz3HPPITc3F9u3bwcAjB07FvHx8fjpp5+q5fxERBZ7CGAzgEAAHa1cFhvFGqBa4saNGzhw4ADmzZuHnj17Ijg4GJ06dUJSUhL69eun2k4ikWDx4sXo27cv3N3dERoaih9++EHjWBcuXMCwYcNQr149NGjQAAMHDsT58+c1tlmxYgVatGgBNzc3hIWFYdGiRRrrDx8+jLZt28LNzQ0dOnTA8ePHy72GadOm4ZFHHsH06dORlZVl+c0wQUZGBrZv347//ve/iIqKQlRUFJYuXYqff/5ZZ/gWIiKbswbAYABdAVRseE27xQBUS9SpUwd16tTBxo0bUVRUZHTbadOmYciQIThx4gSef/55jBgxAhkZGQCAO3fuoGfPnqhTpw727duHAwcOoE6dOoiLi8P9+/cBAEuXLsU777yDDz74ABkZGZg9ezamTZuGlStXAgBu376N/v37o3nz5jh27BhmzJiBKVOmlHsNCxcuxLRp05CSkoKmTZuiW7duWLZsGW7evGn0mg1Nffv2NXiutLQ0SKVSREZGqpZ17twZUqkUqamp5ZaViMiqMkv/vA/gsDULYrvYBFZZOgDIL3eryicDcLT8zZycnJCcnIyXXnoJX331Fdq1a4fu3btj+PDhaNWqlca2zz77LMaMGQMAeP/997Fr1y58/vnnWLRoEdauXQsHBwf897//VTVFrVixAnXr1sXevXvRp08fvP/++5g/f75q6JHQ0FCcPn0aX3/9NRITE7F69Wo8fPgQy5cvh4eHB1q2bInc3Fz861//MnoNXl5eGDVqFEaNGoV//vkH33zzDT788ENMnDgRTz/9NBITExETE6MqV3kdqpUvL9QnPz8fvr6+Ost9fX2Rn2+NL5qIyAxeavP/WK0UNo0BqLLkA7hg7UIYN2TIEPTr1w/79+9HWloatm/fjg8//BD//e9/8cILL6i2i4qK0tgvKipKFSaOHTuG//3vf/Dy8tLY5t69ezh79iwuX76MnJwcjB49WmNMtwcPHkAqlQJQNC+1bt1a42WS2ucsT3BwMN599128++67WLlyJSZMmIDVq1fj+vXrqFu3LgDg0UcfNeuY2vT1NRJC8H0/RGT7GIDKxQBUWWQ147xubm7o3bs3evfujffeew9jxozB9OnTNQKQPspf+iUlJWjfvj1Wr16ts42Pjw/u3bsHQNEMpt58BEA1PERlDD935coVrF27FqtWrUJ6ejr69u2LxMREVcgCFE1gxjz++OPYtm2b3nUymQyXLl3SWX758mX4+flVrPBERFWNAahcDECVxYRmKFsUHh6OjRs3aiw7ePAgEhISND63bdsWANCuXTt8//338PX11TvQnFQqRaNGjZCVlYWRI0caPOc333yDu3fvqpqhDh48WG5Zi4qK8NNPP2HVqlXYvn07WrZsicTERGzZsgU+Pj4621ekCSwqKgqFhYU4fPgwOnXqBAA4dOgQCgsLER0dXW5ZiYisigGofIJ0FBYWCgCisLBQZ93du3fF6dOnxd27d61QMstduXJF9OzZU3zzzTfixIkTIisrS/zf//2f8PPzE6NGjVJtB0A0bNhQLFu2TJw5c0a89957wsHBQZw6dUoIIcTt27dF06ZNRY8ePcS+fftEVlaW2Lt3r5g4caLIyckRQgixdOlS4e7uLhYsWCDOnDkj/vjjD7F8+XIxf/58IYQQN2/eFA0bNhQjRowQp06dElu2bBGPPvqoACCOHz9u8BpGjRol/Pz8xOTJk8WJEyeq7maViouLE61atRJpaWkiLS1NREREiP79+xvcvqb+bBCRHfpVCIHSqa6Vy1KNjP3+1sYApIc9BqB79+6JqVOninbt2gmpVCo8PDxE8+bNxbvvvivu3Lmj2g6A+PLLL0Xv3r2Fq6urCA4OFmvWrNE4Vl5enkhISBANGzYUrq6u4pFHHhEvvfSSxv1avXq1aNOmjXBxcRH16tUT3bp1E+vXr1etT0tLE61btxYuLi6iTZs2Yt26deUGoMzMTFFcXFx5N6UcV69eFSNHjhReXl7Cy8tLjBw5Uly/ft3g9jX1Z4OI7NARURaAIIQoPw/YBXMCkESISuiQYWfkcjmkUikKCwt1mnnu3buHc+fOITQ0FG5ublYqYdWRSCTYsGEDBg0aZO2i1Dj2/rNBRDXIGQBhap//ABBhpbJUI2O/v7XxPUBERET2xkvrM/sB6WAAIiIisjcMQOXiU2CkgS2iRER2wFPrMwOQDtYAERER2RsHAOqvQmMA0sEAZCHWlJA2/kwQkU3hu4CMYgAyk7OzMwDFoKBE6pQ/E8qfESIiq2IAMop9gMzk6OiIunXroqCgAADg4eHBsaFqOSEE7ty5g4KCAtStW1c15AcRkVWpB6B8APcA8A0dKgxAFpDJFANwKUMQEQDUrVtX9bNBRGR12k+C5QBoao2C2CYGIAtIJBL4+/vD19cXxcXF1i4O2QBnZ2fW/BCRbdH3KDwDkAoDUAU4Ojrylx4REdkm7QCUbZVS2Cx2giYiIrJHfBmiUQxARERE9ogByCgGICIiInvEAGQUAxAREZE9YgAyigGIiIjIHul7DP6hNQpimxiAiIiI7JF2AHoAIM8aBbFNDEBERET2SDsAAWwGU2P1AHThwgU8//zzaNCgATw8PNCmTRscO3ZMtV4IgRkzZiAgIADu7u7o0aMHTp06ZfSYycnJkEgkOtO9e/eq+nKIiIhsAwOQUVYNQNevX0eXLl3g7OyMbdu24fTp05g/fz7q1q2r2ubDDz/EJ598gi+++AJHjhyBTCZD7969cfPmTaPH9vb2Rl5ensbk5sZBUIiIqJZgADLKqm+CnjdvHoKCgrBixQrVspCQENW8EAILFizAO++8g8GDBwMAVq5cCT8/P3z33XcYN26cwWNLJBKOy0RERLUXA5BRVq0B2rx5Mzp06IBnn30Wvr6+aNu2LZYuXapaf+7cOeTn56NPnz6qZa6urujevTtSU1ONHvvWrVsIDg5GYGAg+vfvj+PHjxvctqioCHK5XGMiIiKq0RiAjLJqAMrKysLixYvRtGlT7NixA+PHj8fEiROxatUqAEB+fj4AwM/PT2M/Pz8/1Tp9wsLCkJycjM2bN2PNmjVwc3NDly5dkJmZqXf7OXPmQCqVqqagoKBKukIiIiIrYQAySiKEENY6uYuLCzp06KBRmzNx4kQcOXIEaWlpSE1NRZcuXXDx4kX4+/urtnnppZeQk5OD7du3m3SekpIStGvXDt26dcPChQt11hcVFaGoqEj1WS6XIygoCIWFhfD29q7AFRIREVmJAOAMzXf/eAC4BUBilRJVOblcDqlUatLvb6vWAPn7+yM8PFxjWYsWLZCdrRiyVtmHR7u2p6CgQKdWyBgHBwd07NjRYA2Qq6srvL29NSYiIqIaTQLdWqA7AK5aoSw2yKoBqEuXLjhz5ozGsr///hvBwcEAgNDQUMhkMuzatUu1/v79+0hJSUF0dLTJ5xFCID09XaMWiYiIyO6xGcwgqz4FNnnyZERHR2P27NkYOnQoDh8+jCVLlmDJkiUAFE9yvfrqq5g9ezaaNm2Kpk2bYvbs2fDw8MBzzz2nOk5CQgIaNWqEOXPmAABmzpyJzp07o2nTppDL5Vi4cCHS09Px5ZdfWuU6iYiIrMJQAGpf3QWxPVYNQB07dsSGDRuQlJSE//znPwgNDcWCBQswcuRI1TZvvvkm7t69i5dffhnXr19HZGQkdu7cCS+vsm81OzsbDg5llVk3btzA2LFjkZ+fD6lUirZt22Lfvn3o1KlTtV4fERGRVbEGyCCrdoK2VeZ0oiIiIrJZvQHs1lo2CcCC6i9KdagxnaCJiIioCrEGyCAGICIiInvFAGQQAxAREZG9YgAyiAGIiIjIXukLQNegeBliLccAREREZK/UA5BUbZ61QAxAREREdks9ANVXm2cAYgAiIiKyWwxABjEAERER2SsGIIMYgIiIiOwVA5BBDEBERET2Sj0A1VObZwBiACIiIrJbddTmiwH4ls5nW6EsNoYBiIiIyF6p1wDdBBBcOn8RwP3qL44tYQAiIiKyV4YCkACQW/3FsSUMQERERPbKUAACan0/IAYgIiIie+VSOgEMQFoYgIiIiOyZshaIAUgDAxAREZE9YwDSiwGIiIjInjEA6cUAREREZM+UAegeFO8F8i79zABEREREdsvQk2A5AEqqvzi2ggGIiIjInhkKQPcB5Fd/cWwFAxAREZE947uA9GIAIiIismcMQHoxABEREdkzBiC9GICIiIjsGQOQXgxARERE9owBSC8GICIiInumHYB8AbiWfmYAIiIiIrukHYAcADQu/fwPAFHtJbIJDEBERET2TDsAAWXNYLcAXK/e4tgKBiAiIiJ7ZiwAAbW2GYwBiIiIyJ7pC0CN1ZYxABEREZHdYQ2QXgxARERE9owBSC+rB6ALFy7g+eefR4MGDeDh4YE2bdrg2LFjqvVCCMyYMQMBAQFwd3dHjx49cOrUqXKPu27dOoSHh8PV1RXh4eHYsGFDVV4GERGRbaqjNs8ApGLVAHT9+nV06dIFzs7O2LZtG06fPo358+ejbt26qm0+/PBDfPLJJ/jiiy9w5MgRyGQy9O7dGzdv3jR43LS0NAwbNgzx8fE4ceIE4uPjMXToUBw6dKgaroqIiMiGOALwKJ1X/uoMRFkCqKUBSCKEsNobAKZOnYrffvsN+/fv17teCIGAgAC8+uqreOuttwAARUVF8PPzw7x58zBu3Di9+w0bNgxyuRzbtm1TLYuLi0O9evWwZs2acssll8shlUpRWFgIb29vC66MiIioGmUA+A3AaQCTAQRprZcBuARF52dl4AkCkAugIYDL1VPMqmbO72+r1gBt3rwZHTp0wLPPPgtfX1+0bdsWS5cuVa0/d+4c8vPz0adPH9UyV1dXdO/eHampqQaPm5aWprEPAMTGxhrcp6ioCHK5XGMiIiKqMdYAeAnApwB+17Ne2Q9IvfFE2Qx2BcDtqiuarbJqAMrKysLixYvRtGlT7NixA+PHj8fEiROxatUqAEB+fj4AwM/PT2M/Pz8/1Tp98vPzzdpnzpw5kEqlqikoSDs6ExER2bAWavMZetarByBlu496P6DsqiiUbbNqACopKUG7du0we/ZstG3bFuPGjcNLL72ExYsXa2wnkUg0PgshdJZpM2efpKQkFBYWqqacnBwLroaIiMhKwtXmT+tZrwxADwAUlc4zAFmPv78/wsPDNZa1aNEC2dmKb0ImkwGATs1NQUGBTg2POplMZtY+rq6u8Pb21piIiIhqjGYo+41urAYI4JNgpawagLp06YIzZ85oLPv7778RHKz4VkJDQyGTybBr1y7V+vv37yMlJQXR0dEGjxsVFaWxDwDs3LnT6D5EREQ1ljuA0NL5DAAlWusZgHQ4WfPkkydPRnR0NGbPno2hQ4fi8OHDWLJkCZYsWQJA0Yz16quvYvbs2WjatCmaNm2K2bNnw8PDA88995zqOAkJCWjUqBHmzJkDAJg0aRK6deuGefPmYeDAgdi0aRN2796NAwcOWOU6iYiIqlw4gLNQdGjOgWbAYQDSYdUA1LFjR2zYsAFJSUn4z3/+g9DQUCxYsAAjR45UbfPmm2/i7t27ePnll3H9+nVERkZi586d8PIq+zazs7Ph4FBWmRUdHY21a9fi3XffxbRp09CkSRN8//33iIyMrNbrIyIiqjYtAPxUOp+B8gNQLR8PzKrvAbJVfA8QERHVOCsBvFA6Px/Aa2rrZgCYWTq/DUBc6bwPFI/BB8EuOkLXmPcAERERUSUx9iSYvhogoKyW6AKA4qoolO1iACIiIrIHYWrz2k+ClReASqAIQbUIAxAREZE98ELZEBinUfbCQ+U6JX0BCKh1/YAYgIiIiOyF8o3QN6AY+0uJAUgHAxAREZG9MNQPiAFIBwMQERGRvWAAMhkDEBERkb0wNCgqA5AOBiAiIiJ7oR6A1GuA6qjNqwegemrrGICIiIioRmoAwLd03pQaIAnKaoGyoTuGmB1jACIiIrInyn5AlwBcLZ33hCLsAJoBCCgLQEUACqq2aLaEAYiIiMieqHeEVtYCSVDW1GUoAAG1qhmMAYiIiMielNcRmgEIAAMQERGRfSnvUXgGIAAMQERERPalvAB0C5rDZDAAERERUY3nB6Bu6by+JrASAHfUljMAERERUY0nQVktUA7KmrwMPQovA+BSOs8ARERERDWWekfov0r/NBSAHFA2ijwDEBEREdVY+voBGQpAANC49E85FCPJ1wIMQERERPbG3ABUC/sBMQARERHZG33vAmIA0sAAREREZG+CoBj+AmANkAEMQERERPbGAUBY6fw5AHfBAKSFAYiIiMgeKfsBlQD4GwxAWhiAiIiI7JF2R2hjASgIZaPFZ1dloWwHAxAREZE90u4IbSwAuQDwL51nDRARERHVWObUAAFlzWCXANyrqkLZDgYgIiIiexSKsiEuzAlAQK1oBmMAIiIiskdOAJqXzmcCcFNbV14AqgXNYAxARERE9krZDPYAQIHacgYgBiAiIiK7pd4R+iwUtUIAAxAYgIiIiOyXekdo9SfBGIAYgIiIiOyWeg2QekdoBiDrBqAZM2ZAIpFoTDKZTLX+0qVLeOGFFxAQEAAPDw/ExcUhMzPT6DGTk5N1jimRSHDvXi14po+IiEhdUwCOpfPl1QDVAVC/dL4WBCCn8jepWi1btsTu3btVnx0dFd+UEAKDBg2Cs7MzNm3aBG9vb3zyySeIiYnB6dOn4enpaeiQ8Pb2xpkzZzSWubm5GdiaiIjITrkCeBTAGQB/AWhVuvwOgIcoC0dKwQCuAciFouO01VNC1bH6pTk5OWnU+ihlZmbi4MGD+PPPP9GyZUsAwKJFi+Dr64s1a9ZgzJgxBo+pXZNERERUa7WAIgDdA3BVbfktAFKtbYMBHIciHF0E0Lg6CmgdVu8DlJmZiYCAAISGhmL48OHIysoCABQVFQHQrLlxdHSEi4sLDhw4YPSYt27dQnBwMAIDA9G/f38cP3686i7AHGsBjATwCoDpAD4D8A2ALQDSoPgBvQxF6iYiIjLXDih+v2QDmA1gDTQ7QueozdfyfkBWrQGKjIzEqlWr0KxZM1y6dAmzZs1CdHQ0Tp06hbCwMAQHByMpKQlff/01PD098cknnyA/Px95eXkGjxkWFobk5GRERERALpfjs88+Q5cuXXDixAk0bdpU7z5FRUWqwAUAcrm80q8VAHAEwHcmbusNRVusuZNr5RaZiIhqiBsAngZwF8AHUNTiAMAUtW3uq82bEoAer8Ty2RiJEEJYuxBKt2/fRpMmTfDmm2/itddew7FjxzB69GicOHECjo6OiImJgYODotJq69atJh2zpKQE7dq1Q7du3bBw4UK928yYMQMzZ87UWV5YWAhvb2/LL0jbiwCSK+9wenlAEYQawLzg5I6ykYCJiKjmOQGgjZ7lw6FogdB2CEAnrWXrAQwpnZ8F4J3KKlz1kMvlkEqlJv3+tnofIHWenp6IiIhQPenVvn17pKeno7CwEPfv34ePjw8iIyPRoUMHk4/p4OCAjh07Gn16LCkpCa+99prqs1wuR1BQkOUXYsgCKH6YrqlNV7U+65tKzDjHndIp18yyucKyGicvMDgREdmCawaWX4bi32nt6g42gdmOoqIiZGRk4PHHNevcpFJFL63MzEwcPXoU77//vsnHFEIgPT0dERERBrdxdXWFq2s1tB1JodvhrDwlUPyQlheStKerAIrNOE8RgLzSyRyOsCw4SaH79AEREVnOUAA6DkVnZu1AwwBkPVOmTMGAAQPQuHFjFBQUYNasWZDL5UhMTAQA/PDDD/Dx8UHjxo1x8uRJTJo0CYMGDUKfPn1Ux0hISECjRo0wZ84cAMDMmTPRuXNnNG3aFHK5HAsXLkR6ejq+/PJLq1xjhTmgLDiFmrGfgKImyNzgdK10P1M9hOJ/F5fN2AdQ/G+kLsxvqqsHG4vtREQ2wlAAugbNkeCVbulZ1gCKrhR3wABUlXJzczFixAhcuXIFPj4+6Ny5Mw4ePIjgYEUEzcvLw2uvvYZLly7B398fCQkJmDZtmsYxsrOzVf2CAODGjRsYO3Ys8vPzIZVK0bZtW+zbtw+dOmk3dNo5CQDP0snc1rx7AK7DeO2SvuX6/jdhiCg9x3UzywawgzgRkT6GApChdfr+zZZAUQuUAcWTZAJ2283BpjpB2wpzOlGRmmIYD06GphvQbZuuCsoO4uZOHrDbfwCIyI68BeBDM7afB+BNPcv7AtheOn8JgG8Fy1WNamwnaKrhnKH4i2LuX5aHAAphWXPdQz3HM8TSDuIuKAtD5jTZsYM4EVWnq+VvosFQrb12P6AaFIDMwQBE1qfekdocAuZ1EFdvuruv53iG3AeQXzqZgx3Eiag6GWsC08fUANTRsuLYOgYgqrkkUPQH8gYQYsZ+NaWDuLnBqR4UtXBEVDvpC0DOMPxEsKkByE4xAFHtU5UdxA1NcjPOod5B/KyZ5fOC+U/WsYM4kX3QF4B6oaw/jzYGICIymRsA/9LJHMVQdPY2Nzhdh3kdxG+WTufNLB87iBPVfPoC0AAAu6C/v6ShANRYbZ4BiIgqxBmAT+lkjprUQdycyRsMTkSVTV8AagzF8BjH9KwzFIACoEgHD8AARERWUl0dxNU7irODOFHNc7d00vYAigFNzQlAjgACoahJZgAiohqlIh3E78KyGqfbZpyHHcSJKpehJ8CKAHSFYixKbcZeXhsMRQC6AUUfRjt8JR4DEBGVkUDRr8cDiv8BmqMImh3ETRnot7o7iFtS6+Rm5nmIrMFQALoLxYsN9SkvACllA3jMkkLZNgYgIqocrgBkpZM5qruDuLlV+u4w/yWY7CBO1c1QALoCwA9AUwCZetYZov0kGAMQEVEls7SDeAks7yD+wIzz3AVwoXQyBzuIU3UyFICyS/98HLoBCFD8B0Rf83AteBSeAYiIaiYHKPr21APQxIz9BBSjYBvrCG7tDuL1YH5wqgt2EK/NDAWgnNI/uwJYrmf9Teh/yIIBiIjIzkig6A/kBc1/5MtTnR3Er8B484Q+7CBeu5UXgB43sJ4BiIiIjKrMDuKmToVmnIMdxGs3QwOhKgNQEyj6Al3SWm+oI7T6W/IZgIiIyCKWdhB/ANM6iGs321V3B3FzJ0+wn1NlM1QDVADFED5uUNQC/ai13lAAcoPi5zUfDEBERFTNnAA0LJ3MYesdxJ1h2ZN17CBumKEABCje8P4oFP2AtAOQsT5qwaXr86CoxbSzMQMZgIiI7E1VdRA3VgNVZMZ5iqFoitFujikPO4gbZiwA5UARgPT1AzoK4GkD+wUDOKR1DDvCAERERAqWdhAHLO8gfsuMc1jaQRywvIO4iwXnsobyAhAAtAJQB5r3/JDu5iraHaEZgIiIiLS4A2hUOpnjPiwLTuZ0EAcUfaluAMgyc786ML+pzhodxE0JQE4AogHsVFtnTgCyMwxARERkPS6o2g7i2tN1KPpImepW6WTrHcQNPQUGlAUgQNEPSD0AGauBYwAiIiKyMRXpIC6HZf2cqrODuLmh6Y6RY6oHIEPvA9KHAYiIiMhOOEDRH6gugEfM2E9A8UJLQ68esHYHcWO2AlgC4FkAnfSsN/SEFwMQERFRLSeBoj9QHQCNzdy3OjqIl2ccgB0A1kER/m6orfsbQISefbzVtmUAIiIiIrNUpIO4KW8Q3wRFyCqP8um5JwF8p7Y8A/oDEKCoBboBRTPaQ9jV6wQYgIiIiGyRCxTDV/iVs90mAIO0lnWCornvoNqytqV/ageg00aOHQzgBBT9n/Jg/jAwNszB2gUgIiKiCtD3BFgYgCe0lrUr/bOP1vIMI8e2435ADEBEREQ1mb53APlAc0BToCwA+WgtL68GSIkBiIiIiGyGvgDkC90AFGZg/zMw/Ig/AxARERHZJEM1QFKtZYZ6/RbD8BuyGYCIiIjIJhkKQMaGx2ig9dlQMxgDEBEREdkkQwHorJF9HtP6bKgjtA8Uj/EDDEBERERkQ/Q9BeYD4LjWMqE276W1zlANkARlL378R+sYNRwDEBERUU1mqBP071rL1IOSqQEIKGsGuwPjg67WMFYNQDNmzIBEItGYZLKyIYEvXbqEF154AQEBAfDw8EBcXBwyMzPLPe66desQHh4OV1dXhIeHY8OGDVV5GURERNajHYDcoPjtrt2spT4oqnYA+guKgWL1sdN+QFavAWrZsiXy8vJU08mTJwEAQggMGjQIWVlZ2LRpE44fP47g4GDExMTg9u3bBo+XlpaGYcOGIT4+HidOnEB8fDyGDh2KQ4cOVdclERERVY/70B0zzAfAH9ANNMYC0B0A2QbOoT72mR0FIKsPheHk5KRR66OUmZmJgwcP4s8//0TLli0BAIsWLYKvry/WrFmDMWPG6D3eggUL0Lt3byQlJQEAkpKSkJKSggULFmDNmjVVdyFERETV7bqeZfr6/wDGAxCgaAYL0bOcNUBVIzMzEwEBAQgNDcXw4cORlaV4GUFRUREAwM3NTbWto6MjXFxccODAAYPHS0tLQ58+mu/5jo2NRWpqahWUnoiIyIoMPQGm3f8HKD8AGXoSjAGo8kVGRmLVqlXYsWMHli5divz8fERHR+Pq1asICwtDcHAwkpKScP36ddy/fx9z585Ffn4+8vLyDB4zPz8ffn6aI8f5+fkhPz/f4D5FRUWQy+UaExERkc0ztQM0oNnEpS8AXTJwDvUAZKiZrAayagDq27cvhgwZgoiICMTExGDLli0AgJUrV8LZ2Rnr1q3D33//jfr168PDwwN79+5F37594ejoaPS4EolE47MQQmeZujlz5kAqlaqmoCDt94cTERHZIH1PZUkBnCydVw8vxmqAmgB41sA5GgFQ/tplDVDV8PT0REREhOpJr/bt2yM9PR03btxAXl4etm/fjqtXryI0NNTgMWQymU5tT0FBgU6tkLqkpCQUFhaqppycHIPbEhER2Qx9NUAFUAxvAQBdAdQvnTcUgP4D4H8AOho4hxMUIQionQEoNze3KssBQNEUlZGRAX9/f43lUqkUPj4+yMzMxNGjRzFw4ECDx4iKisKuXbs0lu3cuRPR0dEG93F1dYW3t7fGREREZPP0BSD1oNMOZU9xXQDwsHRePQDdNOE8ypqkqwAMP4hdo5gcgB577DF88803lXryKVOmICUlBefOncOhQ4fwzDPPQC6XIzExEQDwww8/YO/evapH4Xv37o1BgwZpdHJOSEhQPfEFAJMmTcLOnTsxb948/PXXX5g3bx52796NV199tVLLTkREZHWmBCBlr44HKOvnY2kAAuymFsjkADR79mz8+9//xpAhQ3D1auW8CjI3NxcjRoxA8+bNMXjwYLi4uODgwYMIDlbc6by8PMTHxyMsLAwTJ05EfHy8zqPs2dnZGp2io6OjsXbtWqxYsQKtWrVCcnIyvv/+e0RGRlZKmYmIiGyGvgCk3mDTBmUBCCgLRwxAkAghTB7Z49y5cxg9ejROnz6NJUuW4KmnnqrKslmNXC6HVCpFYWEhm8OIiMh2DQfwvYF1TaDo2zMXgLKh5P+g6Ox8CYDyFXxPAdhUznmWAhhbOr8YwHgLy1vFzPn9bdaLEENDQ/Hrr7/iiy++wJAhQ9CiRQs4OWke4vff9T17R0RERJXOWINMu9I/WQOkl9lvgv7nn3+wbt061K9fHwMHDtQJQERERFRN9DWBKRkLQO5QdIIpAQOQKZYuXYrXX38dMTEx+PPPP+Hj41NV5SIiIqLymBKA1MfyUgYgCYA6AOQwLQDZ4XhgJgeguLg4HD58GF988QUSEhKqskxERERkCmMBqG3pn42gCDwCuu8CMjUAuUPxhukC1L4A9PDhQ/zxxx8IDAysyvIQERGRKYqhCDD6BEIxJhgAOEPR4TkP+ofDMCUAAYpmsAIAF6EYhd7FnMLaHpMfg9+1axfDDxERka24YWRdO63Pyn5Al6AIL0BZALoFRe1QeZT9gAQ0H7WvoWxqKAwiIiIykSlPgCkpA5CA4o3QQFkAEjDt7c521hGaAYiIiKgmMqUDtJK+jtC1/FF4BiAiIqKayJwAxHcB6WAAIiIiqokMBSBfAAFay9QDkLIjNAMQERER1TiGAlA7KB57V8caIB0MQERERDWRsQCkrTICUF0AyuG1GICIiIjIKgw9BaYvAMmgeB8QYHkAAspqgXKgGEajBmMAIiIiqonMqQFygOKN0EDlBKD7APJN3MdGMQARERHVRPoCUF0AIQa2VzaDXYPivT8VCUBAjW8GYwAiIiKqifQFoLbQ7QCtpN0PiAGIiIiIahx9AUhf85cSA5AGBiAiIqKaiAGoQhiAiIiIapoH0D8YqrEApD0cBgMQERER1Sg3DCxvamSfyqgB8gXgWjrPAERERETVytAj8I5G9tEeDsOSAOSgdpx/oBhJvoZiACIiIqpp9AWgwHL2qQ/AvXQ+B4qaHOXLEU0NQEBZM9gtGK6JqgEYgIiIiGoafQEotpx9JCirvcmBovZGWQtkSQACanQzGAMQERFRTWNJAALKOkLfhqL2hgGIiIiIagx9Aai7CfsZ6gjNAEREREQ2T99AqD4m7GcoAN2F4tF6UzAAERERkVXoqwEyNASGOmNPgt0y8dwMQERERGQVhh6DL09lvAsoEGXpgQGIiIiIqo12APLSu5WuyghAzgACSucZgIiIiKjaaAegXibuVxkBCChrBrsM4I4Z+9kQBiAiIqKa5qLW5yC9W+nyAlC3dL4yAhCg6EtUAzEAERER1TS5Wp9NeQJMSf1liHXUlteyR+EZgIiIiGqSh3qWWRKAiqF4/F2JAaj6zJgxAxKJRGOSyWSq9bdu3cKECRMQGBgId3d3tGjRAosXLzZ6zOTkZJ1jSiQS3Lt3r6ovh4iIqOoV6llmSQACNMfyqmUByMnaBWjZsiV2796t+uzoWDaU7eTJk7Fnzx58++23CAkJwc6dO/Hyyy8jICAAAwcONHhMb29vnDlzRmOZm5tb5ReeiIiouul7BN7XjP0bq83fUJs39T1AAANQpRTAyUmj1kddWloaEhMT0aNHDwDA2LFj8fXXX+Po0aNGA5B2TRIREZHduKRnWXXXAKmHqBoagKzeBygzMxMBAQEIDQ3F8OHDkZWVpVrXtWtXbN68GRcuXIAQAnv27MHff/+N2FjjI77dunULwcHBCAwMRP/+/XH8+HGj2xcVFUEul2tMRERENumAnmWWBqDravPmBCBPAA1L5xmAzBcZGYlVq1Zhx44dWLp0KfLz8xEdHY2rVxWDnCxcuBDh4eEIDAyEi4sL4uLisGjRInTt2tXgMcPCwpCcnIzNmzdjzZo1cHNzQ5cuXZCZmWlwnzlz5kAqlaqmoCBTnyckIiKqZru0PjsCqGfG/pVRAwSUNYNdgKJDdQ0jEUIIaxdC6fbt22jSpAnefPNNvPbaa/j444+xdOlSfPzxxwgODsa+ffuQlJSEDRs2ICYmxqRjlpSUoF27dujWrRsWLlyod5uioiIUFRWpPsvlcgQFBaGwsBDe3t6Vcm1ERESVQnvML1/obxYzpAiAsltsIMoeqX8GwA9mHGcIgPWl8+cAhJixbxWRy+WQSqUm/f62eh8gdZ6enoiIiEBmZibu3r2Lt99+Gxs2bEC/fv0AAK1atUJ6ejo+/vhjkwOQg4MDOnbsaLQGyNXVFa6urpVyDURERNXKnA7QAOAKwA+K0HRDbbmlNUCAohksxMz9rczqfYDUFRUVISMjA/7+/iguLkZxcTEcHDSL6OjoiJKSEpOPKYRAeno6/P39K7u4RERE1aui7wBSUjaDqT/5VdEAVMNYtQZoypQpGDBgABo3boyCggLMmjULcrkciYmJ8Pb2Rvfu3fHGG2/A3d0dwcHBSElJwapVq/DJJ5+ojpGQkIBGjRphzpw5AICZM2eic+fOaNq0KeRyORYuXIj09HR8+eWX1rpMIiKiyqGvMcPSAHRUaxkDUPXJzc3FiBEjcOXKFfj4+KBz5844ePAggoMVd3Xt2rVISkrCyJEjce3aNQQHB+ODDz7A+PHjVcfIzs7WqCW6ceMGxo4di/z8fEilUrRt2xb79u1Dp06dqv36iIiIKtXvepZVpAZIXS0LQDbVCdpWmNOJioiIqNpMATBfa9kMANPNPM7HAN7QWtYAwBUzjnGtdB8AiIHu02lWYM7vb5vqA0RERERG6KsBMrcTNFA5NUD1UDaYag2sAWIAIiIiqgkEKq8JrLGeZfdLJ1NJUNYMlg3A9OeTbAIDEBERUU1wDhUfCFXJ0Pt+Le0HVASgwIJyWBEDEBERUU2gr/YHsCwA+UPxBmlttagjNAMQERFRTVCZAcgRQICe5QxAREREZFP0BSAHAPUtPF4tfxSeAYiIiMjWGeoA3QD6m7JMoa8jdEUCULaF5bASBiAiIiJblwfgsp7lljR/KVVGDZB6iGINEBEREVUq7RHglSoSgJrrWWZuAPIH4Fw6zwBERERElcofQCs9yysSgGL1LDM3ADmgrCaJAYiIiIgq3UA9yyx5C7RSIHRDlbkBCCjrB1QI/e8pslEMQERERDXBID3LKlIDBAD9tD5XJAABNaoWiAGIiIioJmirZxkDkMUYgIiIiGoCfR2hKxqAIrU+X7PgGAxAREREVK0qGoCcAPRQ+7zDgmMwABEREVGVqlvOZ0sMU5u/bsH+DEBERERUZQR0++icroTjDqng/kEoa55jACIiIqJKdRPAQ61lByrhuNrNaOfN3N8FivcUAQxAREREVMmu6ln2MxQ1Q5VpqwX7KJvBLgG4V4llqUIMQERERDWBvie0cqF/kNSKqEgAAmrMoKgMQERERDWBoUfUN1bCsdupzf8C4K6Z+9fAjtAMQERERDWBoQC0qRKO7a02fw/AHjP3ZwAiIiKiKmEoAJ0EkFXBY3tpfTa3GYwBiIiIiKqEdgByVpuvaC2QdgDaAvM6VzMAERERUZXQfgpsjNr8xgoeWzsAnQeQYcb+DEBERERUJbRrgLoBaFo6fwDAlQocWzsAAeY1g9UBUL90ngGIiIiIKo12APIFMKh0vgSKdwJZSl8A2mLmMZS1QLkAHlSgLNWEAYiIiKgm0A5APgAGqn2uSD8gfQHoAIBCM46hDEAPAVysQFmqCQMQERFRTaAvAHWGoiYIUIzkfsfCY6sHII/SPx8A2GXGMWpYPyAGICIioppAOwA1AOAIYEDp57sAdlt4bPUA9LjavDnNYAxAREREVKkENJ8Cq4eyx+AHqS23tBlMPQC1Q1kt0FYo+heZggGIiIiIKtUtaHYs9lWb74WywPITdEeMN4V6ACoGEFM6XwDTxxpjACIiIqJKpa//j5I7gLjS+csA0iw4vnoAugmgn9pnU5vBGIBMN2PGDEgkEo1JJpOp1t+6dQsTJkxAYGAg3N3d0aJFCyxevLjc465btw7h4eFwdXVFeHg4NmzYUJWXQUREVLWMBSBA82mwjRYcXzsA9VX7bGoAaoCymigGoPK1bNkSeXl5qunkyZOqdZMnT8b27dvx7bffIiMjA5MnT8Yrr7yCTZsMN3KmpaVh2LBhiI+Px4kTJxAfH4+hQ4fi0KFD1XE5REREla+8ANQPig7RgCIAmTOMBaAbgIIAtCr9fATAJROOIUFZLVC2BWWoZlYPQE5OTpDJZKrJx6fsW01LS0NiYiJ69OiBkJAQjB07Fq1bt8bRo0cNHm/BggXo3bs3kpKSEBYWhqSkJPTq1QsLFiyohqshIiKqAuUFoAYoe3rrLIDTZh5fOwABms1g2008jjIA3UXF3kxdDawegDIzMxEQEIDQ0FAMHz4cWVllQ9p27doVmzdvxoULFyCEwJ49e/D3338jNjbW4PHS0tLQp08fjWWxsbFITU01uE9RURHkcrnGREREZDO0xwHz1bPNILV5c58Gc0NZDZIyAD2ptt4O+wFZNQBFRkZi1apV2LFjB5YuXYr8/HxER0fj6lXFN71w4UKEh4cjMDAQLi4uiIuLw6JFi9C1a1eDx8zPz4efn5/GMj8/P+Tn5xvcZ86cOZBKpaopKCioci6QiIioMpRXAwRUrB+QBGW1QMoA1BmKx+0BYCcUT4eVp7HaPAOQYX379sWQIUMQERGBmJgYbNmiiJgrV64EoAhABw8exObNm3Hs2DHMnz8fL7/8MnbvNv6mJ4lEovFZCKGzTF1SUhIKCwtVU05OTgWvjIiIqBKZEoBCoNlv54KZ59AOQE4oe7qsEIDhhpQyNagGyMnaBVDn6emJiIgIZGZm4u7du3j77bexYcMG9OunaIhs1aoV0tPT8fHHHyMmJkbvMWQymU5tT0FBgU6tkDpXV1e4urpW3oUQERFVJlMCEKBoBvujdH4zgH+ZcQ7tAAQomsHWlM5vBdC9nGPUoABk9T5A6oqKipCRkQF/f38UFxejuLgYDg6aRXR0dERJieHXUkZFRWHXLs3BS3bu3Ino6OgqKTMREVGVMzUAVWRw1Dqlf95C2duf46BoHgNM6wdUgwKQVWuApkyZggEDBqBx48YoKCjArFmzIJfLkZiYCG9vb3Tv3h1vvPEG3N3dERwcjJSUFKxatQqffPKJ6hgJCQlo1KgR5syZAwCYNGkSunXrhnnz5mHgwIHYtGkTdu/ejQMHDljrMomIiCpGOwA1NLBdWygeYc8B8CsUTVdSE8+h/iTY7dLPDaHoC5QG4BQUoSZYd1eVACiSxQPYfACyag1Qbm4uRowYgebNm2Pw4MFwcXHBwYMHERysuLtr165Fx44dMXLkSISHh2Pu3Ln44IMPMH78eNUxsrOzkZeXp/ocHR2NtWvXYsWKFWjVqhWSk5Px/fffIzIystqvj4iIqFKoB6C6AFwMbCdBWS1QMUx/fB3Q/yg8oPk02NZyjuEIILB03sYDkEQIYeOvKqp+crkcUqkUhYWF8Pb2tnZxiIiotvMHoOze2hTA30a2/QVlY3kNR1kfnvIkAPimdP4vAM1L549DMUAqoHg30M/lHKcHgJTSeTk0g1UVM+f3t031ASIiIiItAmXhBzDc/0epGxS1RICixua+iecxVAPUBooABiia1e6Wc5wa0g+IAYiIiMiW3dH6XF4AckbZW5zlKKuNKY+hACRBWTPYXQB7yzkOAxARERFVmHYHaH1vgdZmyUsRDQUgwLzR4RmAiIiIqMJMfQReXRzKOkpvgmkDkxoLQDFQ1CwBigBk7HgMQERERFRhlgQgLwC9SucvADhm4j5K2gHIC4q+RQBwHopO0oYwABEREVGFaQ+EakoAAswfHNVYAAJMbwZTH06TAYiIiIgsYkkNEAAMUJvfaML25QUgU0eHdwMgK51nACIiIiKLWNIJGlA8ut65dP5PAGfL2b68ANQMQJPS+QNQvGXaEGUzWB6AonLOayUMQERERLbM0hogwLyxwcoLQBKUNYM9ALBLzzZK6v2Acso5r5UwABEREdkyU8cB06cyAxBgejNYDegIzQBERERky7QDkKsZ+4ZB0XQFKJqtrhjZ1pQA1B2AR+n8NpSNGq+NAYiIiIgqRP0psEZm7qs+OGoJjI/jZUoAckPZOGOXAPxuYDsGICIiIqqQS2rzQQa3MmyQ2vxGI9u5oOzliYYCEGBaMxgDEBEREVWI+sjvpj4Bpi5Sbb+d0B1bTJ2yFsjUALTVwDYMQERERFQh6sNOmPMEmJIjgKdK5+/C+NNbpgSgIACtSuePACjQs403ykakZwAiIiIis9zV+mxJAAJMfxrMlAAElNUCCSg6Q+ujrAXKAfCwnONZAQMQERGRrarIO4DU9QLgWTr/EwwHEmUAugfFu34MUR8Wo7xmsAdQvBDRxjAAERER2SpLxwHT5g4gtnT+CoBUA9uZ8iQYoHjDdL3S+R0AivVsY+P9gBiAiIiIbJWlw2DoM0ht3lAzmKkByAllgaoQQJqebRiAiIiIyCKV1QQGKJqtHEvnN0Kzc7WSqQFIeTwlfY/Dqweg7PIKV/0YgIiIiGxVZQag+gC6lc6fBXBazzbmBKBYKF60CJQfgFgDRERERCarzAAEaD4NtlHPenMCkA8U7xgCgFPQDTkMQERERGQR7QDkVsHjlfc4vDkBCDD+NJgPysrLAEREREQm034KrKJCALQunT8C4ILWenMDkLFhMSQAGpfO/wP9fY6siAGIiIjIVqm/ZdncgVANUa8F2qy1ztwA1BaAf+n8r9B9caOyGew2dGuzrIwBiIiIyFapjwPWvJKOOUhtfqPWOnMDkARltUB3AezVWm/D/YAYgIiIiGzVGbX5YINbmacNypqm9kDxHh8lcwMQYLwZjAGIiIiIzFbRgVD1kaCsGawYmmN5qQegWyYerzcA59L5LdAsMwMQERERVUhF3gKtzdDTYJbUAHmh7P1C5wH8pbaOAYiIiIjMck/rc2XVAAGKwFK3dH4rgPul85YEIMBwMxgDEBEREZmlsl+CqM4ZZe/wkaOs87KlAcjQ+4AaoWz4DQYgIiIiKldVBiBA/9NgddSWmROAmgFoUjq/H2Udq51Q9vg+AxARERGVq6oDUCwAl9L5zVB0XnYE4FG6zJwApP44/AMAu9TWKZvBrkLxPiAbYdUANGPGDEgkEo1JJpOp1muvU04fffSRwWMmJyfr3efePe3GVCIiIhtW1QHIC0BM6fwFAMfUlgPmBSDAcDOYjfYDcrJ2AVq2bIndu3erPjs6Oqrm8/LyNLbdtm0bRo8ejSFDhhg9pre3N86cOaOxzM2togOoEBERVSPtAOShd6uKGYiysLIRQAcoAtAlmB+AukNRxjulxyyBoppFOwCFW17cymT1AOTk5KRR66NOe/mmTZvQs2dPPPLII0aPqV2TREREVONUx9ARTwEYD0Xz1yYAs2B5DZAbgF4AfoIiQP0ORaCy0Rogq/cByszMREBAAEJDQzF8+HBkZWXp3e7SpUvYsmULRo8eXe4xb926heDgYAQGBqJ///44fvy40e2Lioogl8s1JiIiIqsqKH+TCpMBiCyd/xPAWZQFoGIARWYeT18zGAOQrsjISKxatQo7duzA0qVLkZ+fj+joaFy9qjv87cqVK+Hl5YXBgwcbPWZYWBiSk5OxefNmrFmzBm5ubujSpQsyMzMN7jNnzhxIpVLVFBQUVOFrIyIiqhD1X1sBVXge7ZciWvokGKD/fUA2GoAkQgibGaD+9u3baNKkCd5880289tprGuvCwsLQu3dvfP7552Yds6SkBO3atUO3bt2wcOFCvdsUFRWhqKgs5srlcgQFBaGwsBDe3t7mXwgREVFFhQPIKJ1/AsAvVXSevwC0KJ1/HIqw9X3p5ywAoWYerxWAk1A8GZYPRY2Ssv9SNIDfKlJY4+RyOaRSqUm/v63eBKbO09MTEREROrU1+/fvx5kzZzBmzBizj+ng4ICOHTsarQFydXWFt7e3xkRERGRV6s/yVNZI8PqEQfEeH0ARTtSbvcytAQLKmsEEgO0A3FE2jIcN1QDZVAAqKipCRkYG/P39NZYvW7YM7du3R+vWrc0+phAC6enpOsckIiKyaSVq8+bWwphrkNo596kttyQAGWsGu4iyYTeszKoBaMqUKUhJScG5c+dw6NAhPPPMM5DL5UhMTFRtI5fL8cMPPxis/UlISEBSUpLq88yZM7Fjxw5kZWUhPT0do0ePRnp6OsaPH1/l10NERFQlKvsdQNrU+wGpP31mSQCKAlCvdH4HFC9GVAYgASDXgmNWAas+Bp+bm4sRI0bgypUr8PHxQefOnXHw4EEEB5f1mFq7di2EEBgxYoTeY2RnZ8PBoSzH3bhxA2PHjkV+fj6kUinatm2Lffv2oVOnTlV+PURERFWiqgNQJAA/KB5fV2dJAHKC4i3Ta6EYEiMVuh2hjb/NplrYVCdoW2FOJyoiIqJKVwTFe3WUDgPoWMXnfAnAf7WWLQMwyoJjfQMgoXT+TQCBACaWfl4B4AULjmmCGtsJmoiIiABc1/pc1TVAgObgqEqW1AABQBwUT4EBivcB2eCj8AxAREREtqaqxwHTpxcAT61llgYgH2i+YFGito4BiIiIiPTSDkDawaQquEFRc6PO0gAEaD4NdkptngGIiIiI9KqOccD0Gaj1uSIBSH1YjN8AKLvkMAARERGRXpetdN5+ABzVPlckALUFoHwF3y9QPGUGADnQfMeRlTAAERER2Zr/Wem89QF0U/tckQAkAdC3dP4ugOzS+fvQfdzeChiAiIiIbM1favNVORCqPoPU5isSgADNZjD1ITZsoBmMAYiIiMjWVNc4YPqo9wO6V8FjxQBw1rOcAYiIiIh0qAegsGo+dzAULyqUABhWwWN5QzHCvDYGICIiItKh3km4umuAAMXbmm+j7O3NFdFPzzIGICIiIjLKWuNmuVfScRiAiIiIyGy+1i5ABTWDbohjACIiIiKjqmMYjKokgW4t0D8ArDwUOwMQERGRLSnW+lzTAxCgOSwGoHi8/oYVyqGGAYiIiMiWaI8EX8cqpahcPQB4aC2zcjMYAxAREZEt0R4HTKJ3q5rFDYrR5tUxABEREZHKFWsXoIpoN4MxABEREZHKWWsXoIowABEREZFBf5W/SY3UGECE2mcGICIiIlJRHwbD32qlqBrqtUAMQERERKRizXHAqpr6+4AYgIiIiEjFngNQFIC6pfOXAdyxXlEYgIiIiGzJQ7V5awyEWpWcADxVOu9szYIoikJERES2yN4CEAB8DKA+gK7QfTliNWIAIiIislVNrF2AKuAD4FNrF4JNYERERLbLz9oFsF8MQERERLbKy9oFsF8MQERERLbigdZnexgHzEYxABEREdkK7ZHgqcowABEREdmKLGsXoPZgACIiIrIV9joOmA1iACIiIrIVZ8rfhCoHAxAREZGtUK8BsreBUG2MVQPQjBkzIJFINCaZTKZar71OOX300UdGj7tu3TqEh4fD1dUV4eHh2LBhQ1VfChERUcXZ8zhgNsbqNUAtW7ZEXl6eajp58qRqnfryvLw8LF++HBKJBEOGDDF4vLS0NAwbNgzx8fE4ceIE4uPjMXToUBw6dKg6LoeIiMhy6gHIHofBsCFWHwrDyclJo9ZHnfbyTZs2oWfPnnjkkUcMHm/BggXo3bs3kpKSAABJSUlISUnBggULsGbNmsorOBERUWVTHwiVNUBVyuo1QJmZmQgICEBoaCiGDx+OrCz9zwBeunQJW7ZswejRo40eLy0tDX369NFYFhsbi9TUVIP7FBUVQS6Xa0xERERWxRqgKmXVABQZGYlVq1Zhx44dWLp0KfLz8xEdHY2rV6/qbLty5Up4eXlh8ODBRo+Zn58PPz/NwVP8/PyQn59vcJ85c+ZAKpWqpqCgIMsuiIiIqCIWlv7ZFECMNQti/6wagPr27YshQ4YgIiICMTEx2LJlCwBF2NG2fPlyjBw5Em5ubuUeVyLRfHe4EEJnmbqkpCQUFhaqppycHDOvhIiIqBK8AuB3AMdgA51U7JtN3V5PT09EREQgMzNTY/n+/ftx5swZfP/99+UeQyaT6dT2FBQU6NQKqXN1dYWrq6tlhSYiIqpMba1dgNrB6n2A1BUVFSEjIwP+/povP1i2bBnat2+P1q1bl3uMqKgo7Nq1S2PZzp07ER0dXallJSIioprLqjVAU6ZMwYABA9C4cWMUFBRg1qxZkMvlSExMVG0jl8vxww8/YP78+XqPkZCQgEaNGmHOnDkAgEmTJqFbt26YN28eBg4ciE2bNmH37t04cOBAtVwTERER2T6rBqDc3FyMGDECV65cgY+PDzp37oyDBw8iODhYtc3atWshhMCIESP0HiM7OxsODmUVWdHR0Vi7di3effddTJs2DU2aNMH333+PyMjIKr8eIiIiqhkkQghh7ULYGrlcDqlUisLCQnh7e1u7OERERGQCc35/21QfICIiIqLqwABEREREtQ4DEBEREdU6DEBERERU6zAAERERUa3DAERERES1DgMQERER1ToMQERERFTrMAARERFRrWNTo8HbCuXLseVyuZVLQkRERKZS/t42ZZALBiA9bt68CQAICgqyckmIiIjIXDdv3oRUKjW6DccC06OkpAQXL16El5cXJBKJtYtjEblcjqCgIOTk5HA8MxPxnlmG980yvG+W4X0zX226Z0II3Lx5EwEBARoDpevDGiA9HBwcEBgYaO1iVApvb2+7/4GvbLxnluF9swzvm2V438xXW+5ZeTU/SuwETURERLUOAxARERHVOgxAdsrV1RXTp0+Hq6urtYtSY/CeWYb3zTK8b5bhfTMf75l+7ARNREREtQ5rgIiIiKjWYQAiIiKiWocBiIiIiGodBiAiIiKqdRiAbND169cRHx8PqVQKqVSK+Ph43Lhxw+g+QgjMmDEDAQEBcHd3R48ePXDq1CmNbYqKivDKK6+gYcOG8PT0xFNPPYXc3Fyzzz1p0iS0b98erq6uaNOmTSVcsWUWLVqE0NBQuLm5oX379ti/f7/R7VNSUtC+fXu4ubnhkUcewVdffaWzzbp16xAeHg5XV1eEh4djw4YNZp/XlO/Cmmz1vq1fvx6xsbFo2LAhJBIJ0tPTK3SdlckW71lxcTHeeustREREwNPTEwEBAUhISMDFixcrfsGVxBbvGwDMmDEDYWFh8PT0RL169RATE4NDhw5V7GIrka3eN3Xjxo2DRCLBggULzL4+myHI5sTFxYnHHntMpKamitTUVPHYY4+J/v37G91n7ty5wsvLS6xbt06cPHlSDBs2TPj7+wu5XK7aZvz48aJRo0Zi165d4vfffxc9e/YUrVu3Fg8ePDDr3K+88or44osvRHx8vGjdunWlXrup1q5dK5ydncXSpUvF6dOnxaRJk4Snp6f4559/9G6flZUlPDw8xKRJk8Tp06fF0qVLhbOzs/jxxx9V26SmpgpHR0cxe/ZskZGRIWbPni2cnJzEwYMHzTqvKd+FtdjyfVu1apWYOXOmWLp0qQAgjh8/XmX3wRy2es9u3LghYmJixPfffy/++usvkZaWJiIjI0X79u2r9oaYyFbvmxBCrF69WuzatUucPXtW/Pnnn2L06NHC29tbFBQUVN0NMZEt3zelDRs2iNatW4uAgADx6aefVvo9qC4MQDbm9OnTAoDGD2ZaWpoAIP766y+9+5SUlAiZTCbmzp2rWnbv3j0hlUrFV199JYRQ/GPp7Ows1q5dq9rmwoULwsHBQWzfvt2ic0+fPt1qAahTp05i/PjxGsvCwsLE1KlT9W7/5ptvirCwMI1l48aNE507d1Z9Hjp0qIiLi9PYJjY2VgwfPtzk85ryXViTrd43defOnbOpAFQT7pnS4cOHBQCDvyyrU026b4WFhQKA2L17t/GLqga2ft9yc3NFo0aNxJ9//imCg4NrdABiE5iNSUtLg1QqRWRkpGpZ586dIZVKkZqaqnefc+fOIT8/H3369FEtc3V1Rffu3VX7HDt2DMXFxRrbBAQE4LHHHlNtY8m5reH+/fs4duyYxrUAQJ8+fQyWMy0tTWf72NhYHD16FMXFxUa3UR7TlPOa8l1Yiy3fN1tV0+5ZYWEhJBIJ6tata9L1VZWadN/u37+PJUuWQCqVonXr1qZfZBWw9ftWUlKC+Ph4vPHGG2jZsqVlF2lDGIBsTH5+Pnx9fXWW+/r6Ij8/3+A+AODn56ex3M/PT7UuPz8fLi4uqFevntFtzD23NVy5cgUPHz40er3a8vPz9W7/4MEDXLlyxeg2ymOacl5TvgtrseX7Zqtq0j27d+8epk6diueee87qA17WhPv2888/o06dOnBzc8Onn36KXbt2oWHDhuZfbCWy9fs2b948ODk5YeLEiZZdoI1hAKomM2bMgEQiMTodPXoUACCRSHT2F0LoXa5Oe70p+2hvY+m5rcHc69W3vfZyU45ZWdtYiy3fN1tl6/esuLgYw4cPR0lJCRYtWmTkSqqXLd+3nj17Ij09HampqYiLi8PQoUNRUFBQzhVVD1u8b8eOHcNnn32G5OTkGvP3tjwMQNVkwoQJyMjIMDo99thjkMlkuHTpks7+ly9f1knnSjKZDAB0/odQUFCg2kcmk+H+/fu4fv260W3MPbc1NGzYEI6OjkavV5tMJtO7vZOTExo0aGB0G+UxTTmvKd+FtdjyfbNVNeGeFRcXY+jQoTh37hx27dpl9dofoGbcN09PTzz66KPo3Lkzli1bBicnJyxbtsz8i61Etnzf9u/fj4KCAjRu3BhOTk5wcnLCP//8g9dffx0hISEWX7M1MQBVk4YNGyIsLMzo5ObmhqioKBQWFuLw4cOqfQ8dOoTCwkJER0frPXZoaChkMhl27dqlWnb//n2kpKSo9mnfvj2cnZ01tsnLy8Off/6p2saSc1uDi4sL2rdvr3EtALBr1y6D5YyKitLZfufOnejQoQOcnZ2NbqM8pinnNeW7sBZbvm+2ytbvmTL8ZGZmYvfu3apfeNZm6/dNHyEEioqKyr+4KmTL9y0+Ph5//PEH0tPTVVNAQADeeOMN7Nixw/KLtqbq6m1NpouLixOtWrUSaWlpIi0tTUREROg8it68eXOxfv161ee5c+cKqVQq1q9fL06ePClGjBih9zH4wMBAsXv3bvH777+LJ554Qu9j8OWdOzMzUxw/flyMGzdONGvWTBw/flwcP35cFBUVVdEd0aV8ZHPZsmXi9OnT4tVXXxWenp7i/PnzQgghpk6dKuLj41XbKx8VnTx5sjh9+rRYtmyZzqOiv/32m3B0dBRz584VGRkZYu7cuQYfFTV0XiFM+y6sxZbv29WrV8Xx48fFli1bBACxdu1acfz4cZGXl1cNd8YwW71nxcXF4qmnnhKBgYEiPT1d5OXlqabq/LtoiK3et1u3bomkpCSRlpYmzp8/L44dOyZGjx4tXF1dxZ9//llNd8cwW71v+tT0p8AYgGzQ1atXxciRI4WXl5fw8vISI0eOFNevX9fYBoBYsWKF6nNJSYmYPn26kMlkwtXVVXTr1k2cPHlSY5+7d++KCRMmiPr16wt3d3fRv39/kZ2dbfa5u3fvLgDoTOfOnavEu1C+L7/8UgQHBwsXFxfRrl07kZKSolqXmJgounfvrrH93r17Rdu2bYWLi4sICQkRixcv1jnmDz/8IJo3by6cnZ1FWFiYWLdunVnnFcK078KabPW+rVixQu/P1fTp0yvluivCFu+Z8nUB+qY9e/ZU2rVXhC3et7t374qnn35aBAQECBcXF+Hv7y+eeuopcfjw4cq78AqyxfumT00PQBIhSntLEREREdUS7ANEREREtQ4DEBEREdU6DEBERERU6zAAERERUa3DAERERES1DgMQERER1ToMQERERFTrMAARERGRXkII9O3bFxKJBBs3bjS67eLFi9GqVSt4e3vD29sbUVFR2LZtm8Htx40bB4lEggULFphVpry8PDz33HNo3rw5HBwc8Oqrr5q1vxIDEBHZvYcPHyI6OhpDhgzRWF5YWIigoCC8++67VioZkfX06NEDycnJRrdZsGCByaO/BwYGYu7cuTh69CiOHj2KJ554AgMHDsSpU6d0tt24cSMOHTqEgIAAs8tdVFQEHx8fvPPOO2jdurXZ+ysxABGR3XN0dMTKlSuxfft2rF69WrX8lVdeQf369fHee+9ZsXREtunEiRP45JNPsHz5cpO2HzBgAJ588kk0a9YMzZo1wwcffIA6derg4MGDGttduHABEyZMwOrVq1UDtqorLCzE2LFj4evrC29vbzzxxBM4ceKEan1ISAg+++wzJCQkQCqVWnx9DEBEVCs0bdoUc+bMwSuvvIKLFy9i06ZNWLt2LVauXAkXFxdrF4/Ipty5cwcjRozAF198AZlMZvb+Dx8+xNq1a3H79m1ERUWplpeUlCA+Ph5vvPEGWrZsqbOfEAL9+vVDfn4+tm7dimPHjqFdu3bo1asXrl27VqFr0uZUqUcjIrJhr7zyCjZs2ICEhAScPHkS7733Htq0aWPtYhHZnMmTJyM6OhoDBw40a7+TJ08iKioK9+7dQ506dbBhwwaEh4er1s+bNw9OTk6YOHGi3v337NmDkydPoqCgAK6urgCAjz/+GBs3bsSPP/6IsWPHWn5RWhiAiKjWkEgkWLx4MVq0aIGIiAhMnTrV2kUiqjazZ8/G7NmzVZ/v3r2LgwcPYsKECapl27Ztw/Xr1/Hrr7/i+PHjZp+jefPmSE9Px40bN7Bu3TokJiYiJSUF4eHhOHbsGD777DP8/vvvBvsVHTt2DLdu3UKDBg00lt+9exdnz541uzzGMAARUa2yfPlyeHh44Ny5c8jNzUVISIi1i0RULcaPH4+hQ4eqPo8cORJDhgzB4MGDVcsaNWqEpKQknD17FnXr1tXYf8iQIXj88cexd+9eg+dwcXHBo48+CgDo0KEDjhw5gs8++wxff/019u/fj4KCAjRu3Fi1/cOHD/H6669jwYIFOH/+PEpKSuDv76/3HNrlqSgGICKqNdLS0vDpp59i27Zt+PDDDzF69Gjs3r3b5KdciGqy+vXro379+qrP7u7u8PX1VQUWpalTp2LMmDEayyIiIvDpp59iwIABZp1TCIGioiIAQHx8PGJiYjTWx8bGIj4+Hi+++CIAoF27dsjPz4eTk1OV/+eEAYiIaoW7d+8iMTER48aNQ0xMDJo1a4bHHnsMX3/9NcaPH2/t4hHZDJlMprfjc+PGjREaGqr63KtXLzz99NOqJrS3334bffv2RVBQEG7evIm1a9di79692L59OwCgQYMGOk1bzs7OkMlkaN68OQAgJiYGUVFRGDRoEObNm4fmzZvj4sWL2Lp1KwYNGoQOHToAANLT0wEAt27dwuXLl5Geng4XFxeN/kblYQAiolph6tSpKCkpwbx58wAo/jGfP38+XnvtNcTFxbEpjMhMZ8+exZUrV1SfL126hPj4eOTl5UEqlaJVq1bYvn07evfubfIxJRIJtm7dinfeeQejRo3C5cuXIZPJ0K1bN/j5+am2a9u2rWr+2LFj+O677xAcHIzz58+bfi4hhDB5ayKiGiglJQW9evXC3r170bVrV411sbGxePDgAZvCiGoZBiAiIiKqdfgiRCIiIqp1GICIiIio1mEAIiIiolqHAYiIiIhqHQYgIiIiqnUYgIiIiKjWYQAiIiKiWocBiIiIiGodBiAiIiKqdRiAiIiIqNZhACIiIqJahwGIiIiIap3/B/dYGVnEZqAvAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GLENAN\n",
+      "7390    -4.616523\n",
+      "1566    -4.616523\n",
+      "20718   -4.616523\n",
+      "4926    -4.616523\n",
+      "3246    -4.616523\n",
+      "           ...   \n",
+      "18702   -4.616523\n",
+      "8846    -4.616523\n",
+      "5262    -4.616523\n",
+      "16126   -4.616523\n",
+      "4142    -4.616523\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT VINCENT\n",
+      "F/V TH0MAS NICOLAS 2\n",
+      "AVEL VAD\n",
+      "NOTRE DAME CEDEIRA\n",
+      "F/V STEMARIELAMERII\n",
+      "CAP HORIZON\n",
+      "8440     43.401667\n",
+      "2616     43.401667\n",
+      "1496     43.401667\n",
+      "2392     43.401667\n",
+      "152      43.401667\n",
+      "           ...    \n",
+      "21208    43.403055\n",
+      "21320    43.403108\n",
+      "21432    43.403105\n",
+      "21544    43.403067\n",
+      "21656    43.403080\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCAPIRIA 1\n",
+      "F/V ERIC MARIN\n",
+      "13044    43.404427\n",
+      "11812    43.404427\n",
+      "18196    43.404427\n",
+      "15284    43.404427\n",
+      "5092     43.404427\n",
+      "           ...    \n",
+      "19540    43.404427\n",
+      "21332    43.404427\n",
+      "6996     43.404427\n",
+      "3860     43.404427\n",
+      "8900     43.404427\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VAUBAN\n",
+      "ROSE DE CASCIA\n",
+      "F/V CHRISDERIC2\n",
+      "16069    43.403542\n",
+      "16629    43.403542\n",
+      "8677     43.403542\n",
+      "16181    43.403542\n",
+      "3637     43.403542\n",
+      "           ...    \n",
+      "10133    43.403542\n",
+      "10805    43.403542\n",
+      "1173     43.403542\n",
+      "2069     43.403542\n",
+      "13269    43.403542\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GRAND ST BERNARD\n",
+      "PUNTA VIXIA\n",
+      "F/V J.M.CHRISTIAN 3\n",
+      "1923     43.399565\n",
+      "3603     43.399565\n",
+      "579      43.399565\n",
+      "18723    43.399565\n",
+      "3715     43.399565\n",
+      "           ...    \n",
+      "12675    43.399565\n",
+      "16931    43.399565\n",
+      "8195     43.399565\n",
+      "2371     43.399565\n",
+      "3491     43.399565\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CORONA DEL MAR\n",
+      "F/V ROSSOREN\n",
+      "F/V BIKAIN\n",
+      "F/V GERARD LUC 4\n",
+      "18003    43.294732\n",
+      "21027    43.294732\n",
+      "4227     43.294732\n",
+      "2099     43.294732\n",
+      "12628    43.294732\n",
+      "           ...    \n",
+      "9267     43.294732\n",
+      "8147     43.294732\n",
+      "5795     43.294732\n",
+      "11843    43.294732\n",
+      "9939     43.294732\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JANVIER GIORDANO\n",
+      "9831     43.400828\n",
+      "20471    43.400828\n",
+      "6135     43.400828\n",
+      "8039     43.400828\n",
+      "10279    43.400828\n",
+      "           ...    \n",
+      "21367    43.400835\n",
+      "21255    43.400835\n",
+      "21703    43.400835\n",
+      "21591    43.400835\n",
+      "21479    43.400835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V G SAINTE RITA\n",
+      "F/V PIER JO SALVADOR\n",
+      "F/V STERENN\n",
+      "F/V CISBERLANDE 5\n",
+      "F/VSTSOPHIEFRANCOIS2\n",
+      "19785    43.402593\n",
+      "14745    43.402593\n",
+      "15865    43.402593\n",
+      "12729    43.402593\n",
+      "10937    43.402593\n",
+      "           ...    \n",
+      "1193     43.402593\n",
+      "5113     43.402593\n",
+      "13401    43.402593\n",
+      "13513    43.402593\n",
+      "13625    43.402593\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEPE BARREIRO\n",
+      "TIGERS III\n",
+      "21151    50.06177\n",
+      "19807    50.06177\n",
+      "13087    50.06177\n",
+      "7487     50.06177\n",
+      "319      50.06177\n",
+      "           ...   \n",
+      "18015    50.06177\n",
+      "11631    50.06177\n",
+      "16783    50.06177\n",
+      "12191    50.06177\n",
+      "19471    50.06177\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SAINT GOTHARD\n",
+      "F/V PUENTEAREAS UNO\n",
+      "F/V ARGELES\n",
+      "F/V MAR MARES\n",
+      "F/V PLAYA DE TUYA\n",
+      "FV/BEOTHUK\n",
+      "F/V LANDORA\n",
+      "F/V RABELAIS\n",
+      "F/V CAP BOJADOR\n",
+      "F/V GUEOTEC\n",
+      "F/V SYLVANNA\n",
+      "FV FERREIRA MARTINEZ\n",
+      "F/V SIEMPRE VIRIATO\n",
+      "26       43.569783\n",
+      "138      43.569783\n",
+      "250      43.569807\n",
+      "362      43.569823\n",
+      "474      43.569772\n",
+      "           ...    \n",
+      "16938    43.569805\n",
+      "18506    43.569805\n",
+      "18730    43.569805\n",
+      "18282    43.569805\n",
+      "19514    43.569805\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LARCHE\n",
+      "F/V MELODIE\n",
+      "F/V LOIRA\n",
+      "2614     42.231115\n",
+      "2390     42.231115\n",
+      "38       42.231115\n",
+      "4406     42.231115\n",
+      "374      42.231115\n",
+      "           ...    \n",
+      "13590    42.231127\n",
+      "21542    42.231127\n",
+      "21430    42.231127\n",
+      "11686    42.231127\n",
+      "11574    42.231127\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANTONIO MARIA\n",
+      "F/V CUCA\n",
+      "F/V GURE ANDRE\n",
+      "16596    42.800027\n",
+      "916      42.800027\n",
+      "9540     42.800027\n",
+      "692      42.800027\n",
+      "2484     42.800027\n",
+      "           ...    \n",
+      "4724     42.800027\n",
+      "3828     42.800027\n",
+      "21076    42.800027\n",
+      "9764     42.800027\n",
+      "2596     42.800027\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANNE ANTOINE 2\n",
+      "4658     43.400325\n",
+      "2754     43.400325\n",
+      "290      43.400325\n",
+      "4322     43.400325\n",
+      "738      43.400325\n",
+      "           ...    \n",
+      "15410    43.400330\n",
+      "13730    43.400330\n",
+      "12386    43.400330\n",
+      "13618    43.400330\n",
+      "19778    43.400330\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE RESSAC\n",
+      "F/V R0NSARD\n",
+      "F/V LE CROTELLOIS\n",
+      "F/V YANNICK\n",
+      "BRESSAY-BANK PAIR TR\n",
+      "CAP SAINT GEORGES\n",
+      "F/V LE STIFF\n",
+      "3449     43.352687\n",
+      "1433     43.352687\n",
+      "2217     43.352687\n",
+      "5353     43.352687\n",
+      "2441     43.352687\n",
+      "           ...    \n",
+      "14873    43.352677\n",
+      "9049     43.352677\n",
+      "18121    43.352677\n",
+      "10393    43.352677\n",
+      "17673    43.352677\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SILURE\n",
+      "F/V CROIX MORAND\n",
+      "F/V RADOCHE TERCERO\n",
+      "F/V FASTNET\n",
+      "F/V CARLA\n",
+      "F/V ARMOR II\n",
+      "F/V M. LE ROCH 2\n",
+      "SCOMBRUS\n",
+      "F/V JP LE ROCH\n",
+      "F/V LAPALOMA II\n",
+      "F/V GEVRED\n",
+      "F\\V LUDOVIC GEOFFRAY\n",
+      "F/V FARO PICAMILLO\n",
+      "F/V CAP FINISTERE\n",
+      "F/V NAONED\n",
+      "F/V VENT DU NORD II\n",
+      "99       43.354990\n",
+      "211      43.354990\n",
+      "435      43.354962\n",
+      "323      43.354962\n",
+      "547      43.354955\n",
+      "           ...    \n",
+      "21267    43.354997\n",
+      "21379    43.354970\n",
+      "21491    43.355073\n",
+      "21603    43.355013\n",
+      "21715    43.354983\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA II\n",
+      "F/V MAR DE FLORES\n",
+      "F/V IBARDIN\n",
+      "F/V AGORRETA\n",
+      "F/V LA TRINITE\n",
+      "F/V MEABAN\n",
+      "F/V EMERAUDE\n",
+      "CAP ST MARIE\n",
+      "F/V NICOLAS JEREMY\n",
+      "LE DOLMEN\n",
+      "F/V MERCATOR\n",
+      "F/V PENDRUC\n",
+      "F/V LAREDO\n",
+      "F/V RIO DA BOUZA\n",
+      "OTTER BANK F/V\n",
+      "F/V GURE AMETZA II\n",
+      "F/V VIA AVENIR\n",
+      "F/V FARPESCA\n",
+      "F/V LE MARMOUSET 3\n",
+      "2        50.726525\n",
+      "114      50.726525\n",
+      "226      50.726548\n",
+      "338      50.726527\n",
+      "450      50.726535\n",
+      "           ...    \n",
+      "21170    50.724042\n",
+      "21282    50.724045\n",
+      "21394    50.724052\n",
+      "21506    50.724053\n",
+      "21618    50.724042\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "VIA ALIZE\n",
+      "F/V NOTRE DAME DE B\n",
+      "F/V TOURMALET\n",
+      "F/V MARIA MAGDALENA\n",
+      "158      43.680415\n",
+      "46       43.680415\n",
+      "270      43.680387\n",
+      "382      43.680387\n",
+      "494      43.680392\n",
+      "           ...    \n",
+      "20990    43.680408\n",
+      "15278    43.680408\n",
+      "13486    43.680408\n",
+      "19758    43.680408\n",
+      "17182    43.680408\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA MISTRAL\n",
+      "180      5.289290\n",
+      "68       5.289290\n",
+      "292      5.289283\n",
+      "404      5.289287\n",
+      "516      5.289275\n",
+      "           ...   \n",
+      "6900     5.289213\n",
+      "13396    5.289213\n",
+      "15076    5.289213\n",
+      "7460     5.289213\n",
+      "14404    5.289213\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.L.RAPHAEL 2\n",
+      "252      43.403890\n",
+      "476      43.403890\n",
+      "28       43.403890\n",
+      "364      43.403890\n",
+      "140      43.403890\n",
+      "           ...    \n",
+      "21196    43.403872\n",
+      "21308    43.403857\n",
+      "21420    43.403907\n",
+      "21532    43.403897\n",
+      "21644    43.403853\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA\n",
+      "F/V J.M.CHRISTIAN 6\n",
+      "49       43.421008\n",
+      "161      43.421008\n",
+      "273      43.420995\n",
+      "385      43.420992\n",
+      "497      43.421013\n",
+      "           ...    \n",
+      "21217    43.421060\n",
+      "21441    43.421013\n",
+      "21329    43.421013\n",
+      "21553    43.421048\n",
+      "21665    43.421012\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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O5YcffsgVXCeeeCKbNm3i4YcfpnLlyoHWPoug15hf/vnnH/bt2+e7zgoB8FqRX331Vdfy3LlzWb16NccddxwARx99NFWrViUzMzPw/U1OTiYtLY1evXrx008/ceSRR/rOs0Rzr169+O2331i0aJHr2K+99lpBXIYwBg4ciIjw119/+Z5XmzZtgPi+B4X1HiYkJCAiYefw7LPPujwGTqK9h4ayi7FwlVAmTpzITTfdxM6dO2nZsiUzZ87MNYdHY9q0aWzbti3MXXnfffdRvnx5rrvuOt/trNTmsWPH8uCDD9KuXTteeuklevfuza+//mosXQVE9+7dqVatGsOGDeOOO+4gKSmJV199NeyG6EeTJk3473//y6233srKlSvp168f1apV4++//2b+/Pmkp6dz5513Alpa4eSTT6Zr166MHDmSxo0b8+eff/LJJ5/k3jSsm99jjz3GkCFDSEpKokWLFrRo0YIrrriCCRMmUK5cOfr378+qVau47bbbaNSoESNHjoz59VatWpXBgwczadIkMjIyOPnkk2Petnfv3kyYMIEKFSpw9NFHA2q5adq0KZ9++imnnHIK5ctH/jdnVZJ/5plnqFSpEqmpqTRt2tTXlRgPs2bNYvjw4VxwwQV0796dGjVqsHHjRv73v/8xY8YMBg8eHGYdXLBgAZdddhlnn302a9as4dZbb6VBgwZcddVVAFSsWJEJEyYwZMgQtmzZwllnnUXt2rXZtGkTixYtYtOmTUyaNAnQ9+yYY46hR48eXHnllTRp0oQdO3bw+++/8/777+cW4R0xYgTPPfccAwYM4O6776ZOnTq8+uqrUeNC88rRRx/NFVdcwcUXX8yCBQs49thjSU9PZ/369Xz99de0adOGK6+8kpYtW9K8eXNGjRqFiFC9enXef//93Pg8J0Gf00qVKuXrXCtXrsyxxx7LAw88QM2aNWnSpAlz5sxhypQpgQVWo72HhjJM0cbsGyzuueceSU9Pz32UK1dOUlJSXGPOzKZt27bJsmXLZM6cOXLyySdLhw4dImabOenTp48MHDjQNbZgwQKpU6eO/PXXX7ljGRkZ8sgjj+QuW9k2o0ePdm3bpk0bGTVqVB5eddkhKEvx8MMP950/d+5c6datm6SlpUmtWrXksssukx9//FEAef7553Pn+ZWFENFsq169eknlypUlJSVFMjIy5KyzznKVDRDRjLH+/ftLlSpVJCUlRZo3by4jR450zRk9erTUr19fypUr58paO3DggNx3331y2GGHSVJSktSsWVMuvPBCWbNmTcyv02L27NkCyPjx4yPO8/Lee+8JICeeeKJr/PLLLxdAHn/88bBt8GQpiog8+uij0rRpU0lMTHRd46BzHzJkSFipAy9r1qyRMWPGyNFHHy1169aV8uXLS6VKlaRLly4yYcIEyc7Ozp1rZbh9+umnMmjQIKlatapUqFBBTjrpJFm+fHnYvufMmSMDBgyQ6tWrS1JSkjRo0EAGDBggb731lmveH3/8IZdccok0aNBAkpKSpFatWtK9e/ewjLnMzEw58cQTJTU1VapXry6XXnpp7rWNNUvx+++/910/YMAA32v13HPPSZcuXSQ9PV0qVKggzZs3l8GDB8uCBQvCzqtSpUpSrVo1Ofvss+XPP//0fQ+DPqcZGRkyYMCAsOMDcvXVV4ddL0AeeOCB3LG1a9fKmWeeKdWqVZNKlSpJv3795Ndff5WMjAwZMmRI2HWI9T00lD2M4Com/PPPP7J8+fLcR+fOneW+++5zjTlrwzjZu3evpKWluWoSBbFq1SopV66cTJs2zTX+yCOPSEJCgiQmJuY+AClXrlzuP8uVK1cKIC+//LJr23POOUfOP//8vL1wQ74YMWKE1KhRo6hPI99cf/31UqFCBdm8eXNRn0qREE20GIo/5j00RMO4FIsJ1atXd2XMVKhQgdq1a8ccaCkiEWNxLJ5//nlq164dFhA/aNCgsODivn37MmjQoNy2JE2aNKF+/fosXbrUNW/ZsmX0798/pvM0FAwbN25k3rx5vPPOO3Tr1q2oTyfPfPvttyxbtoyJEycydOjQfLvxDAaDobhiBFcJY+XKlbltX2rVqsVff/3FfffdR4UKFTjppJNy5/Xu3ZvTTz/dFYCck5PD888/z5AhQ8LiWmrUqBF2s0tKSqJu3bq5GWMJCQnceOON3HHHHbRt25Z27drx4osvsmTJEt5+++1CfNUGLx999BHXXHMNXbt25bHHHivq08kz3bp1Iy0tjYEDB3L33XcX9ekYDAZDoWEEVwkjNTWVr776ikcffZStW7dSp04djj32WObOnUvt2rVz561YscLVbww0ff7PP//M7deXF0aMGMGePXsYOXIkW7ZsoW3btsycOTOwHIWhcAiq0VbSEJGiPoViQWl5P8sy5j00RCNBzH88g8FgMBgMhkLF1OEyGAwGg8FgKGSM4DIYDAaDwWAoZEwMVxGTk5PDunXrqFSpUmD7E4PBYDAYDMULEWHHjh3Ur18/pn7CRnAVMevWrYu5JY/BYDAYDIbixZo1a8K6RvhhBFcRY7WeWLNmDZUrVy7iszEYDAaDwRAL27dvp1GjRjG3kDKCq4ix3IiVK1c2gstgMBgMhhJGrOFAJmjeYDAYDAaDoZAxgstgMBgMBoOhkDGCy2AwGAwGg6GQMTFcJYQDBw6wf//+oj4NQzEgOTk5phRkg8FgMBQfjOAq5ogIGzZsYNu2bUV9KoZiQrly5WjatCnJyclFfSoGg8FgiBEjuIo5ltiqXbs2aWlppjhqGccqlLt+/XoaN25sPg8Gg8FQQjCCqxhz4MCBXLFVo0aNoj4dQzGhVq1arFu3juzsbJKSkor6dAwGg8EQAyYQpBhjxWylpaUV8ZkYihOWK/HAgQNFfCYGg8FgiBUjuEoAxm1kcGI+DwaDwVDyMILLYDAYDAaDoZAxgstQpli1ahUJCQksXLiwqE/FYDAYDGUII7gMBc7GjRsZOnQojRs3JiUlhbp169K3b1/mzZtX1KdWLNm6dSuDBg2iSpUqVKlShUGDBpkyIAaDwVDKMFmKhgLnzDPPZP/+/bz44os0a9aMv//+m88//5wtW7YU9anFxNq1a2nQoMFBi5U6//zzWbt2LTNmzADgiiuuYNCgQbz//vsH5filEgE+Dv0dUMTnYjAYio75wBLgHCC1aE/FWLgMBcq2bdv4+uuvue++++jVqxcZGRl07tyZ0aNHM2CAfedLSEhg0qRJ9O/fnwoVKtC0aVPeeust177++usv/vOf/1CtWjVq1KjBqaeeyqpVq1xznn/+eVq1akVqaiotW7Zk4sSJrvXz58+nffv2pKam0qlTJ3766aeor+G2226jWbNm3HHHHaxcuTLvFyMGFi9ezIwZM3j22Wfp1q0b3bp1Y/LkyXzwwQcsXbq0UI9daskBRqBCayDwepGejcFgONhkA28C3YAuwBDgxiI9I8AILkMBU7FiRSpWrMi0adPYu3dvxLm33XYbZ555JosWLeLCCy/kvPPOY/HixQDs2rWLXr16UbFiRb788ku+/vprKlasSL9+/di3bx8AkydP5tZbb+Wee+5h8eLFjBs3jttuu40XX3wRgJ07dzJw4EBatGjBDz/8wNixY/m///u/qK/h8ccf57bbbmPOnDkceuihHHvssUyZMoUdO3ZEfM1Bj/79+wcea968eVSpUoUuXbrkjnXt2pUqVaowd+7cqOdq8LAf/ef6uGPs1tC4wWAo3WwDHgSaA/8BvnWsq14UJ+RBDEVKVlaWAJKVlRW2bvfu3ZKZmSm7d++2BzuKSIMieHSM/TW9/fbbUq1aNUlNTZXu3bvL6NGjZdGiRa45gAwbNsw11qVLF7nyyitFRGTKlCnSokULycnJyV2/d+9eqVChgnzyySciItKoUSN57bXXXPu46667pFu3biIi8vTTT0v16tVl586duesnTZokgPz0008xvZZVq1bJXXfdJYcddpikpaXJBRdcIJ9++qnrvJYvXx7xsXbt2sD933PPPXLooYeGjR966KEybtw43218PxcGkV0icrKI4PN4ugjPy2AwFC6/i8h1IlJRwr/7SSLyXxHZV/CHjXT/9sPEcJU0NgB/FfVJRObMM89kwIABfPXVV8ybN48ZM2Zw//338+yzz3LRRRflzuvWrZtru27duuVmD/7www/8/vvvVKpUyTVnz549rFixgk2bNrFmzRouvfRSLr/88tz12dnZVKlSBVB3Xdu2bV2FY73HjEZGRgZjxoxhzJgxvPjii1xzzTW8+uqrbN26lapVqwJwyCGHxLVPL36xYiJi6m3Fw3bgFGBOaDkFGA2MDS3fBQymyGM4DAZDASHA18DDwHuhZS+dgOeBIw7ieUXACK6SRt2ScdzU1FROPPFETjzxRG6//XYuu+wy7rjjDpfg8sMSGTk5OXTs2JFXX301bE6tWrXYs2cPoG5FpzsOIDExEVDRkl82b97M66+/zksvvcTChQvp378/Q4YMyRV1oC7FSPTo0YOPP/7Yd13dunX5+++/w8Y3bdpEnTp18nfyZYVNQD/gx9ByRWA60Cs0Nh1YCzyFxnYZDIaSyz7gLeAR4IeAOSnAf4HrKVYqpxidiiEmFhT1CeSN1q1bM23aNNfYt99+y+DBg13L7du3B6BDhw688cYb1K5dm8qVK4ftr0qVKjRo0ICVK1dywQUXBB7z5ZdfZvfu3VSoUCH3GNHYu3cv77//Pi+99BIzZszg8MMPZ8iQIXz44YfUqlUrbH60ml7Wsf3o1q0bWVlZzJ8/n86dOwPw3XffkZWVRffu3aOea5nnT6APYOUX1ECzE48KLd8FvI/++h0HXIYKMoPBULLYAjwNPAGsizCvG/Ac0PJgnFScFLxX0xAPccdwFXM2b94svXr1kpdfflkWLVokK1eulDfffFPq1Kkjl1xySe48QGrWrClTpkyRpUuXyu233y7lypWT3377TUREdu7cKYceeqgcd9xx8uWXX8rKlStl9uzZct1118maNWtERGTy5MlSoUIFefTRR2Xp0qXy888/y3PPPScPPfSQiIjs2LFDatasKeedd5789ttv8uGHH8ohhxwSNYbrkksukTp16sjIkSPDYs8Kg379+smRRx4p8+bNk3nz5kmbNm1k4MCBgfNL4ueiUFgiIo3EjtVoICKZPvPOdcy556CdncFgKAiWiMiVIlJB/OMzrUcFEXlERLIP3qnFG8NlBFcRU9oE1549e2TUqFHSoUMHqVKliqSlpUmLFi1kzJgxsmvXrtx5gDz55JNy4oknSkpKimRkZMj//vc/177Wr18vgwcPlpo1a0pKSoo0a9ZMLr/8cte1evXVV6Vdu3aSnJws1apVk2OPPVbeeeed3PXz5s2Ttm3bSnJysrRr106mTp0aVXAtX75c9u/fX3AXJQr//POPXHDBBVKpUiWpVKmSXHDBBbJ169bA+SXxc1Hg/CAiNcX+Z3uoiKwKmLtURBJD86qKyNaDcH4GgyHv5IjIZyIyQCKLLOvRUzRw/iATr+BKECmAQBdDntm+fTtVqlQhKysrzHW2Z88e/vjjD5o2bUpqaumK9k1ISODdd9/ltNNOK+pTKXGU5s9FTMwBTgasKh3tgE+A2hG2uRR1M4CWibi7sE7OYDDkmb3A/9D4rJ9jmF8RuB8YSpEUuYp0//bD1OEyGAwlh+lAX2yx1QOYTWSxBXA7kBR6/iiwsRDOzWAw5I1NaJB7BnAxbrHVGDiG8AzjE4FfgSspMUqmhJymwWAo87wMnIH+CgatJD8DqBK4hU0G+isYYCcwvsDPzmAwxMtvwOVAI+AOwJmw3RV4EuiMln/YExqvAkxBrdoZB+1MCwSTpWgoEown2xAXjwPDHcvnAy9gW61i4Vb0H/VuYCKaMt6wgM7PYDDEhqBi6RHgU8+6csCZwEhgDXANav2yGIBmKjYo/NMsDIyFy2AwFF8ELV7qFFtXo9aueMQWaC25a0PP92LiuAyGg8luYDJahLQ/brFVGbgBWIn+uHoAbc1jia1q6Hf+fUqs2AIjuEoExhpkcFJmPg85qNC60zF2GzCBvP/nugn95w5q7Src3uQGg2ED+r1tDFwBZDrWNQUeQwsTPwB8CbQG3nXMOSO0zYVACW++YQRXMSYpSX/C79q1q4jPxFCcsJp3WxX1SyVWE+oJjrFH0MDa/PzTrYG6EgGysVv/GAyGgmUh+h1ujFqTNzvW9QDeAZYD1wFZaObxYGBraE4t4E3gbYquw0oBY2K4ijGJiYlUrVqVjRs1pSotLc301yvj5OTksGnTJtLS0ihfvpR+fXej7oT3Q8uJqDVqSAHtfyQq5P4BXgFGob+qDQZD/sgBPkR/HM3yrCsPnIN+/zqFxgT9bl+P9kO1OA+1fIU39ijRlNL/2KWHunVV2luiy2AoV64cjRs3Lp3iOwttQv1laDkFeAM4tQCPURm4GXUvCloy4u0C3L/BUNbYiSaxPIZarZxUQzOEr8adpLIKzVD8zDFWF+15WpDf92KEKXxaxMRaOO3AgQPs37//IJ6ZobiSnJxMuXKlMBpgI9qE+qfQsrMJdUGzC2iOxpeANsHtUAjHMRhKM2vR3obPYLsCLQ5Fm8UPAdId4zmoqLoZ+NcxPgS1jFUrpHMtBOItfGosXCWExMTE0h2zYyjb/IkWMlwWWq6B1tjqFLhF/kgDxqBp54Sef1RIxzIYShsLUHH0JhoL6eR41G14EuFR4r+jDeTnOMYaooKtf6GcabGiFP5MNhgMJYolwNHYYqsB8BWFJ7YsLscunPgx8E0hH89gKMkcQAPdewBHAa9hi61k1EK1EPgcGIhbXRxABdqRuMXWULT4aRkQW2AEl8FgKEp+QP+Brw0tH4oKn1YH4djJaHVri1vRmC6DwWCzA43NOhQtSvq1Y11NtOTDajSGq63P9kvQ7/j1aEIMQBM0dusp7DItZQAjuAwGQ9EwG43PstLF26H/zA9mu45BQIvQ8zm4A3gNhrLMKrQYaUM0FusPx7rWaBHTP9FSLX5lG7KB+9Dv9TzH+LXAL0DvAj7fEoARXAaD4eAzHQ2Qj7cJdUFTHndhVWPlMpR15gFno0klD+Mu19AXja38FY3FqhCwj1+AbmjJFav36aFo9vHjaEJMGcQILoPBcHDJTxPqwuBsbFfI98B7RXQeBkNRkY2WX+kKdEfLpOSE1qWi8Y6/od/TvgQXH96PWrw6ooH1oCrj/9D4rh4Ff+olCZOlaDAYDh6Poe4Ji7w0oS5oygF3ofW/QGNSTkYLrhoMpZltqGtwAtos2kkdtHbWMGIrQPojcAmwyDHWCnge6JLfEy0dGAuXwWAofKwm1CMcY3ltQl0YDMS+KfyK/to3GEorK9CWOg3RAsBOsdUW/RG0Gv3xEU1s7UXLqnTGFluJwC1oTT0jtnIxFi6DwVC45KBCy9kX8TY0dqq4FMtPAO4BTggt34G6GouDGDQYCgJBy608jMZQemMVB6KZhMcR+/fyO+BiYLFj7EjUqmUKCYdhLFwGg6HwKKwm1IVBb+yq9r8DLxbhuRgMBcU+tGdoJ6AnGqNoia004CpgKdq7tBexfS93o3FZ3bHFVhL6I+p7jNgKwFi4DAZD4bAbbVb7QWi5oJtQFwb3oDcRUFE4CO3naDCUNP4BngaeBNZ51jVAuyxcAVSPc79fAZfi7pnYEbVqtcnTmZYZjIXLYDAUPFlo2QdLbKUAUyneYgs0lX1A6Pka9IZlMJQklgJXAo3QMidOsdUJeBWtqTWK+MTWv2jcV09ssZUC3At8ixFbMWAEl8FgKFg2oq6JL0PLFdHWOacW2RnFx92O5/cAO4vqRAyGGBG0aO8AoCVawd2q6p4AnI5apuajmcHxxiZ+gcZmTcB2R3ZFg+JHYXxlMWIEl8FgKDj+RGvt/BRargHMwo6NKgm0QwPmQcXjhOCpBkORsgd15bVFm787G7BXBIaj8YjvAMcQf9zkdrTfYW/sSvMV0MD7rzk4LbhKEUUuuCZOnEjTpk1JTU2lY8eOfPXVVxHnz5kzh44dO5KamkqzZs146qmnwuZMnTqV1q1bk5KSQuvWrXn33XfjPu7ff//NRRddRP369UlLS6Nfv34sX748bD/z5s3j+OOPJz09napVq3Lcccexe/fusHkGQ6nH24S6IQenCXVh8F/s/473o/WKDIbiwkY0QD0DrX31i2NdY+AhtD/po0CzPB5jBnA48Ixj7FjgZ2Akpk5dXpAi5PXXX5ekpCSZPHmyZGZmyvDhwyU9PV1Wr17tO3/lypWSlpYmw4cPl8zMTJk8ebIkJSXJ22+/nTtn7ty5kpiYKOPGjZPFixfLuHHjpHz58vLtt9/GfNycnBzp2rWr9OjRQ+bPny9LliyRK664Qho3biz//vuv61iVK1eWe++9V3799VdZtmyZvPXWW7Jnz56Yr0FWVpYAkpWVFe/lMxiKDwtEpKaIEHocKiKrivSM8s8QsV/PbUV7KgaDiIj8IiKXikiK2J9N69FNRN4Ukf35PMYWEbnIs+90EXlSRA7kc9+ljHjv30UquDp37izDhg1zjbVs2VJGjRrlO/+mm26Sli1busaGDh0qXbt2zV0+55xzpF+/fq45ffv2lXPPPTfm4y5dulQA+fXXX3PXZ2dnS/Xq1WXy5Mm5Y126dJExY8bE8lIDMYLLUOKZJSKVxP7n3E5E/i7KEyogVopIkuhrqigiG4v2dAxllAMi8pGInCjhIitRRP4jIt8Gbh0f74lIPc8xThCRPwpo/6WMeO/fReZS3LdvHz/88AN9+vRxjffp04e5c+f6bjNv3ryw+X379mXBggXs378/4hxrn7Ecd+9ebfKWmpqauz4xMZHk5GS+/vprADZu3Mh3331H7dq16d69O3Xq1KFnz56564PYu3cv27dvdz0MhhJLcWlCXRg0RRv0gmZo3VeE52Ioe+xG3XlHACcBMx3rqqB1sFYCr5P/au6b0WD6U4H1obHKaNufT4Em+dy/ASjCGK7Nmzdz4MAB6tSp4xqvU6cOGzZs8N1mw4YNvvOzs7PZvHlzxDnWPmM5bsuWLcnIyGD06NFs3bqVffv2MX78eDZs2MD69fppXLlyJQBjx47l8ssvZ8aMGXTo0IHevXv7xnpZ3HvvvVSpUiX30ahRo4jXyWAotrxE8WpCXRiMQZv3gn89I4OhoFmPfu4aoQHrziruzYHH0ZIlD6DxWvnlLaA18D/H2Elos+rLKH4FikswRR40n5DgfjdFJGws2nzveCz7jDQnKSmJqVOnsmzZMqpXr05aWhqzZ8+mf//+JCZqpGBOjrZSHzp0KBdffDHt27fnkUceoUWLFjz33HOB5z969GiysrJyH2vWeDuGGgwlgMfQmloHQsvnA++ilatLE/XRno+gGWF3R5hrMOSHheh3KgMtR/KPY92xwDS0xta1QKUCON7fwFloceJNobFq6A+pD9CkF0OBUmTVM2rWrEliYmKYNWvjxo1h1ieLunXr+s4vX748NWrUiDjH2mesx+3YsSMLFy4kKyuLffv2UatWLbp06UKnTppyVa9ePQBat27t2k+rVq34888/A193SkoKKSmmdLWhhGI1of6vY+waVIAV+c+3QmIUWgD1X9TFciPqbjQY8ksOKm4eQV3xTsoD56IZgQXZKkfQ4qfDgS2O8dOBiUDdAjyWwUWR/YtMTk6mY8eOzJw50zU+c+ZMunfv7rtNt27dwuZ/+umndOrUiaSkpIhzrH3Ge9wqVapQq1Ytli9fzoIFCzj1VK3e2KRJE+rXr8/SpUtd85ctW0ZGRka0l28wlDxy0ErTTrF1O+riKK1iC6AmetMDyEbT8Q2G/PAv6qJugcZNzXasqw6MBlYBL1OwYusv4BS0ZZUltmoCb6CdIIzYKlwKMYA/KlZ5hilTpkhmZqaMGDFC0tPTZdUqzScfNWqUDBo0KHe+VRZi5MiRkpmZKVOmTAkrC/HNN99IYmKijB8/XhYvXizjx48PLAsRdFwRkTfffFNmzZolK1askGnTpklGRoacccYZrvN/5JFHpHLlyvLWW2/J8uXLZcyYMZKamiq///57zNfAZCkaSgT7ROQCcWcvPVKUJ3SQ2SYi1URfdzkRySza0zGUUNaIyE0iUlXCMw5biMgkEdlZCMfNEZEpIlLFc8xzxWTf5oMSVRZCROTJJ5+UjIwMSU5Olg4dOsicOXNy1w0ZMkR69uzpmj979mxp3769JCcnS5MmTWTSpElh+3zrrbekRYsWkpSUJC1btpSpU6fGdVwRkccee0waNmwoSUlJ0rhxYxkzZozs3bs3bD/33nuvNGzYUNLS0qRbt27y1VdfxfX6jeAyFHt2ichAcaeiv1ikZ1Q03Cv2NTi7iM/FULKYLyLniUh5CRdavUXkAym8GlerRKSP55h1ReTdQjpeGSLe+3eCiEhkG5ihMNm+fTtVqlQhKyuLypUrF/XpGAxuslAXhNUXMQV1P5SUvogFyU40S+zv0PKPQPuiOx1DMecAGuj+CPCNZ10ycAEwAu1RWBjkoLGHN6EuTIshaGueeBpXG3yJ9/5dmiMvDAZDfviLkt2EuqBJB25xLN9WVCdiKPZ8CRyKZgE6xVYtNO7xT+A5Ck9srUD7H16FLbYaAh8CL2DEVhFhBJfBYAjnG6AjJbsJdWEwFK2PBHrzmleE52IonnwC9MVu9gzak/BZVGjdCfgn4uefA2jG8JG4A/EvB35F62sZigwjuAwGg5tnUGFluc4yKLlNqAuaFNRCYXFrUZ2IoVgyHXXB7wktH4NWav8FuBS7iG5hsBSt1zUC2BUaa4JWqH+G0lWQuIRiBJfBYFD2AcNQK87+0FgvYAHQqqhOqhgyBDgk9HwW8HkRnouh+PAWcCb6PSL0/HPgRAq3Wns2cD/QFnB2xbsGFXonFOKxDXFhBJfBYIANwPFokK3FcPTXec0iOaPiSxIqTC1uRYtJFiZb0JifpdEmGoqEV9Aipdmh5QvQHofJhXzcX4FuwM3YLbYOAeYAE9C4S0OxwQgug6Gs8z3qLrSCe1PQwNpHKcJeFMWcqY7n36HVwguLD9EYoEtRi2NOIR7LED9TgMHY78slwIsU7ndnP3AXWhR1QWgsAbgeWIS6Fg3FDvPv1GAoy7yIuhCtX8cN0J6IRxXZGRV/thIeLH8Kat1ILMDjbEdvoFMcY2mYn8nFiSdR153FlcATFO579BNwMSqsLFoCzwNdC/G4hnxjvroGQ1lkP+oyvAhbbB0D/IARW9H4PmC8PLCtgI4xC800m+IZH1dA+zfkn4dwi63rUQFWWHfVvcAY9Ptpia1EtA3QTxixVQIwgstgKGtsQtPWH3eMXYkG+BZWunpp4tsI6zqgcTV5ZRcqhI8HVnvWnQCcnY99GwqOu4H/cyzfCjxI4QXHz0c/W/egpR8A2qDu7HEUbvajocAwgstgKEv8hP5CnhVaTkJTxidS+AG+pYXvHM9/96z7A+iCBkzHy7do5frHfdYloa6qwsx2M0RHUCuTs+jtXagAK4z3ZjdaKb4bkBkaKw+MRWO3OhbCMQ2FhhFcBkNZ4X/A0diWk7poccTLi+qESiCCLbhqAs3QGmVOdgHnoS6m/URnL1rB/mhgWWgsFXc82P8BLfJ2yoYCQoAbUSuTxQOoACsMvgHahY5hBeR3QN3+d2B+IJVAjOAyGEo7B9Bfyeejv5hBrTA/AN2L6qRKKCuBf0LPO6NWjWOAfj5zH0HdgH/7rLNYFNrPvdg31c7oTdxyHTXGFFgtanKAa9G4LYsJuN2KBcVO1K3cA1uAJ6Ouw+8ovHZAhkLHCC6DoTSzBW3n8YBj7GLUslW/KE6ohON0J3ZxPL87YP6XqFXCm9WYjVpKjgJ+Do0lhfbzCfCUY+6jaB9HQ9FwALgCDYgHFdnP4A6YLyhmobFZj2PXdusKLESD401dgRKNEVwGQ2nlF/SG/mlouTwaBzQFE2SbV4IEV0fgDMfymWiJDYB1QE80Tk6AJaj7cAy2y7ENGhh9K2rtWhsa7w+cVmBnb4iXbDST18oWLYeWUiloN/x2NHHleOwejKmoRe1rTKeHUoIRXAZDaWQqGmi7MrRcE/gMuBoTeJ0fnIKrs2fdf7Gv7SzUitgztLwfvfbl0Jvn/NB4OdRy8T0ar7MYeDi0LgW1dJj3q2jYj7rhXwktl0fjIAcV8HE+AY7AbdU8FrV8Xk/B1nYzFClGcBkMpYkcNIPqLDQWBDTz7Qfsm78hb+xFszwBDgOqedYfjrZ0AXXlvoqK3OsD9ncYGhg9DhVXgooyqz3Mzdg9Gw0Hl73od+it0HIy8DZwTgEeYytalb4fsCY0lo5aoWcBhxbgsQzFAiO4DIbSQhZwKu54ogtQl0TjIjmj0sVC7MbEQUUmx2LH2TyEvictA+aO9+znDexyHU2BUXk8T0P+2IV+j6aHllOB90JjBcX7qEB/3jF2AlrDzbKEGkod5m01GEoDS9CYIqunXzn0hv8y2g7GkH+C4recNEetFgA7UFfuFQFzz0TFcQ52Gx+Lx4EKeT5TQ175FxiIuvlAvzsf4p+Fmhf+QX8EnQKsD41VBiajsZZNCug4hmKJEVwGQ0nnfTSeaGlouTp6w7geE/9TkMQiuMBdFNPJpajryLKUSGjuaeh7Zd2AT0Zv+oaDSxYqrCwrYyX0e3R8Ae3/baA18JpjrD9q1boM810tA5gkU4OhpJKDlha43THWBpiGFuQ0FCyW4EoluBbSJmCkz/j72CLqHdSdOAYVXe875qUCj+X7TA3xsgUVW1afzKqo2PImRuSFv9ESEm87xqqi7/MgjNAqQxgLl8FQEtmB9tVziq2z0XpPRmwVPJuBFaHnHdCaWV6mo9lmb/usa+N4Xg6tLP8x4YH3h6DxW4aDxybUimWJrRrAF+RfbAlqzToc92fiNLRNz2CM2CpjGMFlMJQ0fkdLPrwTWk5AM93ewBTILCzmO5573Ynb0FpNpwIbQ2M1cGeZ/ddnn30Jt4b9SuwtgQobiT6lxLMBOA6t+A/avH02mtmbH9ahn4cLsDsT1ER7bL4D1Mvn/g0lEiO4DIaSxCdoMdPfQstV0ED50Zhfy4VJUPzWZ6j16kXH2EBUOH2Hvj+E1i/DzTa0BICXWFoCFTZT0QDuEyge4q8wWIuWSrGaQjcA5qBWyrwiaOZha9yu4v+EjvMfzPe0DGMEl8FQEhDgfrRNz7bQmFVA86QiOqeyhFdw7UTT90/ErgpfGb3ZTkcbg1dDmx2Dtoe5w7PP27EtYmcAk7BdlVZLoG8L7BXExgFUvJ8F/Al8jh1EXppYhRYXtURwBnrN89Mg/E80CP4SNAAf1GL2DmrZqpWPfRtKBUZwGQzFnV1oxeubsRscn4LejA8rqpMqQ+RguxRrA38BbdFWPRbHo62ULsJtwRiOfaN9Hbtv4k/YvfnSUKvWMPSm72wJdCwqxA6Ge28LMAAN6Hey5CAc+2CyHG0MbbXQaY5e97zGPuagVeIPxy4nARoQnwmcnsf9GkodRnAZDMWZVWjfvdcdY3cA76IWFUPhsxytCg5qkeqBHUBfAZgAzMS/uGxF1GJkcRt6g74aWzzf5ti2K+6uAPuBq9CG47vz+Toi8TPQCbdgsChNgisTFbGWVbIlKrbyWhh4Jep2vRKt4QUqmD8AXkJLtBgMIYzgMpQtdgF3Ak87xhajN8BXUJeKHzmoS+8B7NYrhc0X6E1wYWi5Iiq0xmK+uQeT7zzLlrWpGxpsfQ2R348rsa1W01EBNS+03JLw1j91CG8J9CIqvP+g4HkdfS3WvmuhMVwWS8O2KJksQgPkN4SW26AxW/XzsK8ctKxDG9wu18vQ+MoBeT5LQynG/Ns2lC1eQgXLsNBzULE1EXUBHI5m++V4tpuJuvRuItzlUtAI+s+8D3aG0yHojf+0Qj62wc1+YIhnLBn9DHxFbP3uUnEXQ3WK/SdC+/NSHu0U8Dp25ulPQEf8rVB5IRuNMTsP/SFCaP8L0JiymqGx0mDhWgD0QktAgL7OWaiLOF6WolayEdjXLQOtFD8ZO1HCYPBgBJehbPGK4/nY0N+fHWNLgXOBdmgBUcua0QQ7NudubJdSQbMbjQMagW1t64/WCGpdSMc0+JOJWn6cNENv3jcDiXHs6xLCY4T+A/SOst1/UKFtCbut6OfhHsJ/FMTDZrTQ54OOsYtQEWm516wekOvQum8llbnodbbcwl1RC2KNOPeTjVq426FNxy2uRuP3TszXWRrKAEZwGcoWZzie/4H2sLOsSM4b6C9osOtRwEdocPp/Quv2om6kgg5kXoP+cn7JMTYKTS+vWsDHMgRzABUiHdB4KieLcRcxjZUkwtv1PBTjtoejgtvZEmgM+vnMCtooAj+irurPQ8vl0QD+53D3b3Rm7JVUt+Ic1FK8PbR8LGqJqhrnfn4DuqMW7j2hseZoza4n0DZABkMUjOAylC28GUPOmJgL0X/GzgrTP6DxGEejgcyWKJuBO84lv3yN3gQXhJbTUNfmvcRnSTHkjxWo6+lGVFg7uRh/918sHEDfYyeL/CYGUAUtL3APtqV1OvqD4Nc49vMy+lleHVqug8YKXkV4faiSLrg+Ra2BO0PLJ6DV/eMRR/tRi3Z77Er0CWjB2p+xkxsMhhgwgstQtvC2TfnDs+5EtNzC+6jrwGIeGvzsDKofjv3LOa8ImlLeC7smUxPUDXJOPvdtiB3rfWiLutVAb6xOERKpYXU0nkUtS07GEJ9b0NkSyMp+Wx46rzeibLsfdVMPxrbQdEF/UPQI2Kal43lJi+P6AG0CbmV2DkC/02lx7GMh+uPrNuziry1Rd+LDce7LYMAILkNZxxmAbImxBNT98wPaA+3wgG3XEV7MMh72AkNRIWdlPvZGrVxt87FfQ3ysReOZrsS2hjRFg6qdojevgmsz7tIQFj9ht2eKh77oZ8RqP7MLjTsMagm0Ef0h4WyKfTnqbmvgM9+ipFq4pqKW7H2h5dPR65wa4/Z70aK0R2FnCCei7v2fCI/rMxhixAguQ9nmKcdzr/WrHHAm6vp5Ff+MtEeBF/Jw3PWoVWuyY+x61FUZbzCvIW8I6mI7AnU/WQxF3/Oe2CUh0sh7y5dR2AHbF6IxgRa3E1yKJBJNUUvLRY6xR1Bh5WwJ9D2akTcntJyEZkk+A6TEcAyr8n1JsXC9hsZaWj9gzkWtf7G6gq3rdZdjH21Qq/e9xC7aDAYfjOAylD2C2nd4BZdFIlrpPRMNLPb+070YFWaZxMZ3aLyWVYspFb3xP4QGMBsKn41oAsVg7MDz+qi77ik0zudvtPAs6E04L+/NPGBK6HllNMutHxpHBRqE/2oe9gsa4P4c7pZAc7BbAr2AugutIp/1QuuviHH/SWhgOKjrMi/C8GDyPCporfO8CM1KTgrawMFuNPO0K3af0vKoBXsB+n01GPKJEVyGsscZPmPJRC+AWB4VV1mE19p5B7WAXIjenIJ4Hs2UWhdaboQGU18Y5dilkbdQ68GzB/m476Bu4mmOsQvR4PN+jjFnwdOueTjOATQY3eIutMdiAhr8bnEHtvsrXhKwWwJZn991qNvrYuzA/6NRF3m87jArjmsP2iuwuDIJLb1hZQ4PQ4VuLAknc1H37P3YMXXtUaE1lrwnShgMHozgMpQ9/HqbZRD7tyEZzWbz/iMW1FrRCrgU2zoCGltzLXpTsG6ux6L/1DvGeNzSxAG0ftGvuGtBFSZb0eK2Z6JxVaDFPaeiFsZqnvnehtXxMgk7BqgtbvHVE7tu0ypsK1he6YoG5ftZby9GMxHr5WG/JSGO6xHc13Y4Wsg42vd5J5pIcAz2a0sGxqHvvYmjNBQwRnAZyh5+/0jjbVxbA80Y8+MA6uo5DL0R/ISmpD/hmHM1WnwxL5WuSwNzsat+1zkIx5uBWiCdhW9PQ91HfhZPyJ/g+hvNQrSYSLhL8m7P8/z2SvwDO1bMyUK04XZecGYqFkfBdS/uFkijUAHmLXHhZTZwJJpIYFnFuqDf1dHE5oY0GOLECC5D2cPPRRAUvxWJkYQHuPfGdjfuR60cHVCXj3XsZ1HxVZb/qU9zPG8fNKkA2IG6l/pju3GroMVl3yFY8OZg112qDzSM87g3YceGXYwWzfTSGbuY6TpUlOWVyajFdKPPup8IbkwdDaeFqzgFzgvqinX+6LkTtU5FEls70B9BvdDG06AxlA+iSQimm4OhEDGCy2CAvAmufYTXUVqIWgLGhM1WulKy+iG+DtyK3tA/R12g92JnveUFwS24OuRjX5H4ErVmOnsX9kHdmIOIfGNegl1jLV7r1lfY3QKqErn35l2O8xhP/C10rNIiV2CXhDgWtbD9gp1Zu4W8tQQqji5FQQPc/+sYuw/N+Iz0nn6KWjknOcZ6oAVMb8AUGDYUOiYnylA2qYHd0gfyJrjuINyF8w8aGB3El6FjjUBdIVXzcNyDxfdoY+MguqM3sGaehzcWysuv2NYFKHgL125UJD6K7S5KR60YQ4nuboK8uxOzUXexxTgiu43boKUL/ofGlT2Ku9F1JNah8WjfOsaGo5mQSaHjfo9mYk7Hbgn0PfAisTVZrg7UQt2/xcHClYN+dyY4xh4DrouwzTZUUD3nGEtHBe5VGLOD4aBR5B+1iRMn0rRpU1JTU+nYsSNfffVVxPlz5syhY8eOpKam0qxZM5566qmwOVOnTqV169akpKTQunVr3n333biP+/fff3PRRRdRv3590tLS6NevH8uX+6efiQj9+/cnISGBadOmxf7iDUWHN24nL4Irr7FHO1DLRjU0tf9p9Ka5kYLvz5gfGhI5Q2suWs9pFFogtBN6g66GJgKcjVoingZmookG+3Fbt1Jwxwnll+9Ri9kj2NfyGLSu1jBiE1uQd8E1AbUsgV6DWEow3IltXXkQtUZF42vs8g+gbrGXUMHmdFVXAd5FY8Ss1/4e8bUEsqxc68l/Z4X8kIO+h06x9RSRxdYHaEaqU2wdj75H11AM7oCGMoUUIa+//rokJSXJ5MmTJTMzU4YPHy7p6emyevVq3/krV66UtLQ0GT58uGRmZsrkyZMlKSlJ3n777dw5c+fOlcTERBk3bpwsXrxYxo0bJ+XLl5dvv/025uPm5ORI165dpUePHjJ//nxZsmSJXHHFFdK4cWP5999/w87r4Ycflv79+wsg7777blzXICsrSwDJysqKaztDPvlIRHA8NudhH1tFpLpnP/l9pItIGxE5VURGisgEEflQRBaLyO48nGN+eS3CueblUc5n7HURmS/6HuTk8Tz3ishtIpLo2G+KiDwoItl52F87x/nuiHGbv0SkUmi7BBH5Lo7jXSr2eY+KMC9HRJ4UkfKO+Y1F5IcYjjFD3J/XNNFrH43LHNvMj2F+YbBfRAaL+3P0QoT5m0XkQnF/ziqJyNOS98+YweAh3vt3kQquzp07y7Bhw1xjLVu2lFGj/P/j3HTTTdKyZUvX2NChQ6Vr1665y+ecc47069fPNadv375y7rnnxnzcpUuXCiC//vpr7vrs7GypXr26TJ482bXdwoULpWHDhrJ+/XojuEoSG8T9zziv/4Qfk2BxcaqIfC4ik0VktIj8R0SOijA/lkcDEekhIkNE5E4ReVlEvhGR9fl4DZGYFXAeOaI3tfmiN+1xojfm40WkifgLq1gelUXFzhki8n8iMlFUKCwTFVV+/Cwi7T376SgivwbMj8a/jvNvE8d25zmOf0Wcx1wtIsliC6H1PnN2i8jF4n6dx4vIpjiOs1JsMWk9rhcVNEE84Jj7chzHKij2icg5jnNIlMhCcaqI1BH3a+wnIn8W7mkayh7x3r+LLIZr3759/PDDD4waNco13qdPH+bOneu7zbx58+jTp49rrG/fvkyZMoX9+/eTlJTEvHnzGDlyZNicRx99NObj7t2r1QJTU+2S4omJiSQnJ/P1119z2WWXAbBr1y7OO+88nnjiCerWjRS4Y7N3797c/QNs316UNvoyjDe7cA3QOA/7uQKNm/FjAeq6Od5nXRaaNTYEu5lwLPwVevh53isQHk9lPZoQf7PdP9BAaz+Woa6mGuhr9LIfLZS50vN4O8oxt6OJBwt91iWghWKt15SBZhoucswpj8ZA5Se1/wfswPJYC57OQuOwQK/JuDiP2RiNL5uA9ka8F3fvwzWoG3yBY+wGNA4pnv/iTVFX8JVoHBdoI+Yf0BY4fm7yomxivRdt1fNeaDkJPU+/WnobUTfhW46xqqibdTCxu5MNhkKiyATX5s2bOXDgAHXquL/hderUYcOGDb7bbNiwwXd+dnY2mzdvpl69eoFzrH3GctyWLVuSkZHB6NGjefrpp0lPT+fhhx9mw4YNrF+/PnebkSNH0r17d0499VRi5d577+XOO++Meb6hkPDWJVpA/IJrG3BBlGOMRVv2eKmCxj2dg8bSjEULcHo5Fq0O7hQvm3zmgQaL/4bdmsRLPYIFWV3C41n+IFgMnoS2rQkKCLfawjT3jPdGi3Ba3IAGZTtF2Wr828gIeh3+ROso+ZGNlkEYhfv1ZRB7H7x447f24Q6UH0/e+mHegpYM2Y3GJt2AfibnoPFw1vtutfQ5Nw/HsLZ/Hn1tw1FxPAeNOXubcJFZVJmKu9GkgI9DyymowD7JM09QsXsd7kSYU9CMxGgdJAyGg0SRZykmJLh/dohI2Fi0+d7xWPYZaU5SUhJTp07l0ksvpXr16iQmJnLCCSfQv7/9c3/69Ol88cUX/PTTT9FeoovRo0dz/fV2pb7t27fTqFGjuPZhKAD+8CxPI7gAph+L0RpKkdr4gFopBhO5avUR6I3uJzS1/QPHui+BDagg+w8qinag5++1Hq0MjQe1iVkfenzjsy4VtX44RYpf7anDUOvWSvSG9gWxW8624C4nUQ5N7fdun41adPxe3++o0I3ENJ+xBKABwYKzNrYFJF7B9Rj6ebDmXxLDNn7URUXDfeh7eBf62bgBW4A2RYPg81sFPQG1crUDzkIzHv9CBf5juBMMrCbW+zl4Fq6d2J8vUJE4HS0g7GQd+jqmO8ZqoJbCczFWLUOxosgEV82aNUlMTAyzZm3cuDHM+mRRt25d3/nly5enRo0aEedY+4z1uB07dmThwoVkZWWxb98+atWqRZcuXejUSbuYfvHFF6xYsYKqVau69nPmmWfSo0cPZs+e7fsaUlJSSElJ8V1nOIh4Bdc72LWTovEeWsfJqplUHbgRdWN5OYDevL4hekZUe+B99IZ/G5rZBypwzkfdVP9F63gdGXp4yUFvQn5iZSVan8mPPahoWByw3qJe6HwInedxqIsqlv8kH+K2XLXEX6yVR2/yTVGLmMWf2G1qnBwZOq+VaJuc/YQjaBPntdhFaJ2kYYuv6Z51u9Ebvh9r0SxD0Pc3lpYykbgJtcpsJ7zHZB/UklM9H/v30g1tCXQOel32o6USvgudRwX0/TgE/WxYTawLs2bVdmAAmokJUBH4CK2ZZSGoS3QkbgF+NlpUuKx2cDAUa4osKTY5OZmOHTsyc+ZM1/jMmTPp3t2vLDN069YtbP6nn35Kp06dSEpKijjH2me8x61SpQq1atVi+fLlLFiwINd9OGrUKH7++WcWLlyY+wB45JFHeP7552O8CoYiwyu4dsawTQ56cz0NW2wdibojR6GiyI9vcd88l6GxUUPQm4q3FEQXtEjjHNTiYPEraoXrhIoXvxIS5VDL1LHARahAewUVRRuAf9GU+FE+28aCt+Dp96j1oyXq6rkGjQmahhaUdBbynObZNtaCp4K6wNrgFltXoa9nEdq6ZxkqjlajMVVT0Hpc56HXtFaEY+xCr69XbLVBxVgD9IY/BP0MvIyK6HOxPztX+rym3Wg82muoiD4LrV8W9C+iemiOl1Go6ChIsWVRB20z5Qx9fRFteL0qtGzFce1Fr29hsRXtMWmJrSroDw+n2PoT/axdjC22aqNW4jcxYstQfCnEAP6oWOUZpkyZIpmZmTJixAhJT0+XVatWiYjIqFGjZNCgQbnzrbIQI0eOlMzMTJkyZUpYWYhvvvlGEhMTZfz48bJ48WIZP358YFmIoOOKiLz55psya9YsWbFihUybNk0yMjLkjDPOiPh6MFmKJQdvyjgiciDC/CzRrEPn/HNEM9osVomWIvDLvqsmIn+H5t3oWXe4aPmHbT7HzRGRmSLS1WefXUPr8pKdeEbAeRbWI8FnbLhEL9mwXkRO9mzXUEQ+zcNrFhHZLiKLRORdEXlIRK4Wkf4i0kLsLMG8PhJFpKKIJMUwt37A+X3mcx635/G15oX/iWZJWseuLiKfiJaqsMY+KqRjbxJ3tml1cZe7yBGRp8QuvWE9LpS8lXUxGPJJiSoLISLy5JNPSkZGhiQnJ0uHDh1kzpw5ueuGDBkiPXv2dM2fPXu2tG/fXpKTk6VJkyYyadKksH2+9dZb0qJFC0lKSpKWLVvK1KlT4zquiMhjjz0mDRs2lKSkJGncuLGMGTNG9u4NyktXjOAqQRwt4TfBVQFzl4pIK8e8BBEZL/5C52af/VqPwaE588T/ppwmWo/pe5/95ojIBxJe/gAR6SkiX8bwmp04aysVt0cb0bIXfu/RKSLyT5yvNVbW+RzvAhHpJuFlBvL76CQia8UW+TmiNcP8ymmcVkivN4hfRORQx/ETPMsPF8IxN4jIEY5j1BYt92GxQrQEhle0vl8I52IwxEi89+8EESlOta3LHNu3b6dKlSpkZWVRuXLloj6dskMD7GbGFh8SngH1EeoqtBoRV0XjaPoF7DcLjXfZHLB+NtATdX/8h+C+dh3R2K/z0DYkFoIGTd9OeDbiiWigdSyB3o9iu5AeQd2k20KPcdjxY6DlCpz9COugbrZthLc2OpjUA2qi70lV1P1U1fPwjlnLfiUjLkPdkE4ewo5t+57ghIS8koK6wNZ4xmvi/gzNx7/8RmGRhd0SyMtQNIuyoPgLjdWzMiDro307W6LfjydRl+ouxzaXolX5qxbgeRgMcRLv/dsIriLGCK4iYA/+QdAj0fgjUGFzH5qqb31DWqNxSIeGbenmSTSWyY9WaExPMhonc1EM53sZmr3WxjF2AI1XGYsdxG4xEI3ditSj8DNUoIH2dLRKV2xAb3SWwPwKbY0zBm18DCrqrObcOahYe9+x7wnojXBb6PEPKvCKE2loMPY/+JegiJce6GtORUVUChrv9BPBZTriZQzuzMr6RA9e/xv90dAezUiMhxy0HthtuOMF66Cfk4JgNVqnzuqt2RiN02uOfq4vxY7nstY/i/3ZNRiKECO4ShhGcBUBS/Hv39cYvQHsRFP733SsOw3NYqwUw/73o+IoqGbROOyMxom4azhZQdc/+mx3NGr1Ogu7plQ28CoayO1NBDgzNH64z77WY9cn6osGnYNmX74Sen4xdg+61WjWoKDXaSX2zX4vmkFnZf+1QgPKrSbWX+EO/gcN/p8a2t8uNPvtc+D/fM61uNAIfW2fOsYuwL5eXvailtDZjrEpaKD/SjQLMD8Ws2S0oK23xEVT9DM8Bf1s7EM/L1uJvRaZkxmEF8AtiLvG76hl68/QcjNUbDVEra634a4DdxVa4yyW76DBcBCI+/5daM5NQ0yYGK4i4GOx40BSxR0XslJEjvSM3SmRA+r9eE+C43cqhI5jMd6z/nkRmR1h++oicoNobJnFXtE+cQ09cxNE5HzPXBGNGaoWmtMwNPaFY7tqIrLRs81JjvUfetb9Ixp4bq0/TkT2hNZd7/Ma7pJwdjjOCbF7Cu4Jnf/Hon0EbxCR00WkrYQHUBf04yzR9kXbQ+fyoWNdXfFPdBDRz8u5jrk1RWR5aF2OiNwr7kSCKiLyrGjrnDtFY9h6FPBrmSDaauoPidzKx8l60bg5777yy2IRqefYXwvRmLbfRKSz51jNRFtMGQzFjBIXNF/WMYKrCJgo9j/z88X9z915w68kKpzyQo5oMHvQzW+AuIPub3WsKycib0rkPo3Wo7eIvCXab05E++09LioGnPMSRfvwOYXeMY71m0SkpWP5GZ/X5BSRJ/usXyEitRxzLgy9xmY+5/2Bz/YSGreESILPvBzRbM/Zou/jtRLeG7CgHzeKyCQRmeYZfyXgNYhoH0hrXgURsZKkd4iKOOd+TpFg4bZfRDIccweINjU/VTS5ID2Pr6m8iDQXkRNFZKiI3Cf6OfpBtCm7hJZr+Gz7RYTXHQs/iwbFW/s7QkTWiMg94s7QTBCREeLOBDYYihFGcJUwjOAqApxlGV4S/xvSoSKSmc/jLAjYt/V4xzE3R0SuE/cN8X0ROTbKPqxHXVHRtiq0v52iTYdreuaVF5Fhoje4oY5xpxWji9gWvX1ii7n9os2zLVHo1wz4O1GBYe3rtIDzXRfhut3tmTtURC4XFYjVY7we1iNZVETXFRUuLUQtmG1EG2XnR4gdJ5pVeo9oOYXvRIWrUyiXEzuTbploCRDnPmKxnr7hmN9RbKH+l4jcks/XEO/DyrTNKwvE/R62F7W6ebNvW4g2ZTcYijEmS7GEYWK4ioCzsZso/45mFTo5CY19qVoAxxqMFsn0oyGa/VYxtJwDXI4dN5WCBuAPx78wa0O00rmTBPT8h6FxN7uAx9GMrm2OeSlorJk3S7IcWsi1PRrndRQaR/M52k7mTjRQH+AOx3Mn09AYraD/LM6g62w0nmkxkOn4+0PAtkHUQJMaWoUe1vOGBLd3WYdmqxYmldC4o8VoBXSLyuhnbGAM+8hBY/usJt23oQVJX8e/qr7FReh7vx7/rgMr0HiyeLkOd2PtWPkWjWmzEjLaowkZk9DPAejn70b0c5WXeDOD4SBiguZLGEZwFQGd0Bt6OVRMJDvWJaHVwQuqdckatP9gUBPoG1AxZHEADcR+I7ScjooXP9HWFc2GfBdtN5TtWd8IuALN9KqAZmA+irv6u5fh2BmFb2A3SO6AtnvZgDaCzkGD7lfj39bnMWBEhOOcjYqQZcQXON6QcFHVishV5IMYgn87p6Fow2QrmPtTNCnASTXyVxKjHio+vAHvtfAXiNPR3p2xkICKvBsD9mUhaJbmSjRzdmiM+29B/D0Vv0Tb9VgCrwJaDsNZtf4I9MfGwSx/YTDkAyO4ShhGcBUBNdBGylZW4muoyAG1SL1YwMe7Fc1M9CMRzUh09kXcj2YYWqUWqqCi5h+f7RujN+Pa6M3qGWyh4DzGaajVqy1aAuJxVFh6WR3aJ7ivC6hgG4ne+K36TNNwC4Ht6M04E81yzAvlUPGRgrukQl4tK37MJ7he2fOo9eiT0PJT6LUDtYgtRi1XW7GbiH8IvFAA55VOeFPtL1EB6KU62iboU2zRmoZazk6LcpwdaF2xeag4i8XSVRXtvTgmdNxY+QxtRO33eQP9bN8Sepg2s4YShBFcJQwjuA4y21EBA1qAdDbqdquI/uLviLrUCvqYhwIbA9Z3Q2sNOTub7kHdTZ/HsP90tDTBaaiF7GNUJHxEuFvvENSS0R8VL5M966uiVrfhqOBzCq50VEj9hrtA7HXYrsC/YjhfiyTUWuK1WB2G7U76DC1bYbk+30bFaH4QtMTGvID1mWihVz9x9wba6NnJOvQ9tIRuX1TEdCPcstkJFWl+4jleDsNdg60B+p55669JaN481K03D+0bGVR014+FaKmTeLvvfoi+X3sD1rdHfyi0i3O/BkMxwAiuEoYRXAeZRdj/3C/CbiJ8CBrTkob++i/otu5Poc2NnSRjWyYmowVOnfyL3rzn+uyvPGoBsW64CagV7WZsN9JqtEjks4QXqnQe248aqPtukc+6/LrT7kRdlc3wd0d6eRgVgaCibx7uIrDx4rXcOamCWj8nY1u1LE5ArUlON912tMaYdZ3ah871SmzXbVXCuxNkYVvHnI9PyB+Ho665c1BhbImsWN+vS1Ar6PDQcrnQPjrn4VzeRbsp+MWZJaPdEm7Cv+q/wVACiPf+XdC3FYOheLPS8byp47lVHHQX7riSguIy1HrjpK7j+c3AJs/6iqiFwK9ifHZo3IqxErSY6hBsq0oGWhX+T9QydIJj+2hxU//gL7Yg+OZdHQ2Cvhy7Ej24WxOB3sBjFVugbswLQ893opa8LTFu62Uneq2DOAr9r+h9r5LQoHen2NqHWm+s69QYtWBdiC222qAWU28rqCqo8D8DfX29iezWa01sLZt+Q61wZ6KC5mNiE1sPodbRp3EXcv0/8ia2Xkfj9PzEVmfUjX4rRmwZyhRGcBnKFs5q7H6CCwquFYuT8sADnrE/URcmqIC4yWe7qqjVwysAQG+s56OiyuJltFXK346xJPQG/AFa3b1RfKfui3cfa9Hef1+hcWSHOdad5Zk7Aw32j9W2nhDap3WtVqKWE2+SQCw8QHhmZzvH866hv97r/X+o+9NCUGH5WWi5HGq1cbpo/4OKy+YB57IdTVA4FL1G3zjW1UQF0/rQsX5DXcTtiJ+awMnY4tzJUagL9frQa3gYje0C7cZwZx6O9yLaA9TbMikVvf7f4N/9wGAo5RjBZShbFJXgAo17Ot4zlo4dU/YCdnscJ7XQZtJNfdYNRVuevI3dH3Ieaj27AW36eyoqgNJQ4eVtlJwX+uOOpZqH2/ozzfE8w2f7pwkXoJGogLqorGzEz9DXFg9rgPs9Y+3QWD4Ly4o0xzPvVs/yGNwZjjloiRHQ/6oPoG5Er3UPtKTD9ahoHYn7M9kaFW1/ooJrc2i5B+rmXeizPz+uRsX376ho646KbYvyqFCfiy0uF4eOCfpePkf8pRmexr8/6NGoJfD/iN2yaTCUMozgMpQtilJwJWA3ibb4EncQ9pX4u/saoAH03rpR69Eb8VeE39wfRhtwT0d7FcYTJB2NZ1DLiMXTjue7sXsz1sJ90+7reH4z6gLdHuMxG6GiwbphP4Rm5MXKKNyZcuXRGD5nza8uqGtvpGdbpzXtKYKzTqujFsn/I7wkwzzUzdYc7RXofN19UYF2Pyq2Tgntqw1a2uNrYmcp6v68ELUy9UDdzZZ77wg0S3MM9rU8gMZvWcHtI1D3uvM9jsZ/CY97q4AmH3yJ2+ppMJRBjOAylC0swZWC1kKyaIH9bSgswQVqURniGfsLjf0BvcE9ErBtU9Sy41dz6jHUGhJEGnZjbIvDUXFn7a8iGmDfidhY7Hj+GbaF5zP0Zg0qHJyxYA8AdzuWXyK+4qM90JIWFpcRW5HUeWiwvJOb0Wtgbd8UvRZ3Ee52tOpOvYe72biTdqF9OWPlslHXb1fUyvQ24cL3KPRzeR6amXoXeg2DhOip2JYoL8NQYZODXqd2aNA86Od7FHZhWyePOuY1ReMYT0A/C+sDjuXkWLQQrpNeaDbkdZg7jcEApnl1UWNa+xxEckQkTbR1yGE+6w8Jrasg8Terjoc1oi1fnK1MnnCMVRBtMBzEQhGpKv6tV6qJSAef8QtE5Gux+xSmi92a5zjHvM2hse/FvlaxPlqJXuNLHGPvi15rRCRFtE1QjoS3uPE2145Ejohc5ti2kWh/xSAOiMhRPue6R0R+dIydK9rOqbzPa3teROaJu22R9/rudBxzq2hrpUYB8/Py6C12E20RkYs869NEWyatEpFennWHisjcgOuzVNxN3Kt5to303vwTcK6TpHC/QwZDMSDe+7f53WEoO2zEtrw081lvuRV3o3E2hUVDtMijk3ewLSe7UatAEG3R7DO/+KCrUStLDu5g+lfRDEIrUP0O7MB3P3dqJ8JrdEVjcejcrNZE6ahlZ3lo+Ug0gD+B8DpUJxGepRlEAuoy6xZaXoMGnQdlXr6CHQhu8Txq5fzOMdYFvX6W+9BZ8Xw6an3yFu9MRK1DL6NWxBVoTF01tNJ7rPFySaHjj0Cv+xGe9TegrspKjjGvRelC9HPRBpjlGL8G+An7ejmxXInOemHOrMZqhLe+sngHdWd7WY1a2szdxWBwYb4ShrJDUPyWxcGI47K4CffN6gvUBWOVingfdV8F0RW7Er2Tu0PbJaAxOm+jQsDLCMfzWF73Y2gc0YVErgb+i+N5GhpPZIk8y42VQ3hdsBVErkbuJQWN56ofWv6K8Lgr0Hgsb/bn9djB8U7B9Qe2UGmKu+PAu4SLxFqo6+9c7DY6h6C9AaPREI3nehgNXN+OuvSGo9f619C88qgAe5DwdlPecg/PoG2crJIUjULnNwF/cU5o3TcB60DdoN67xEY07tBbgLYt+t42xmAw+GAEl6HsUFwE1xw0cNp7Az8Dd6D1tUSuzdQLLfXg5TRU6IDeFKf6zPnQ8TyW152AZpq9jMY3jY1wXhabUKuahSW4ZnjmWSLzW2AQsQf310OtLFYvzInYPSgtxuMukdEct+XvW8dzZ7/Kx3GXgfCjObZI9iZDOElBhcv1wFuo1WsN8CYqEruhiQVz0RpVltiqhhZa9RbEtYiUpXkxKn57R5jzO+GWVi9HO54LWl+rFfo6nNyGZlBG6t1oMJRxjOAylB2Ki+CaTrD7zBmgvAbN/IrEAPTG7eUMbEuHN1jcWn8vehON93XXRN1Z02KY68cgx/NKqBusYmh5Kv71yILoggoZC6eYWwXc45k/Bdvitw13E2bLYnQK6j701pHy8m2EdSeirsbv0Kry36Ci7CzUuuXlFVS8WZ+Lw0Lb9grY/2eoGPNjOurWrRKwHlTUXkq4RbEB7j6JluBaD5yOBvZ7i84+R/TPqcFgMILLUIaIJrgOVqaitxBoJB7B7abz42y0/IOTTDQ2Zza25SYVO4NOUOvGYNTdVCc0Hs/rPhUVbrFyJdAH9w3b6qP3FrbL7CHgyRj3uR+3tcVZ3PNGn+M7a25547osmoX2kxywPogzUZEnqBgajlqsIrlgc1DX7yDsGLTjUTF3aIRtToywz1iKik4kvObbIagwtCyvSWgc24tofTA/F/er5L1JucFQxjCCy1B2iCa4UrGrgi8muoUjr3RDC4fGQjYqFKK52W7CLSZA47ecFpJHUSHgdKlZlpWaoeVNxB68Dup6qxR1ls1Mz/KA0N9+qAiwuA7/GDUvk9H4L9DX0Sf0/Ev09VtUJVyUvhOwz0cJd00GMSB0rJzQ8fyKvAaxC61G77TCDUWtdNUCttkOeFu2VcXt/hwb5bgrUXe1k3ZojF46tju6NioiL0KtgU6S0Nd7fpRjGQyGXIzgMpQdLMFVmeAbmmUd2EPhZireFX1KLt+gwc3RmB1hXWe0FY1fMP23uC1b8Vi5GqCuSS/3oIHm0WiD3d/yCuy4pBzUyhSpxta/uF1Z96Gv7wDhVsQX0dioh9GA70ZoAdO8UBEVhL+jMXQ9iD92aR1au8oSheVQoTeJ4P6CX6DtdnY6xhJRa+Z32J/pVwguWJpDeKuhY9BkgTq4G6X/hbp7vSSjYtUbNG8wGCJiBJehbHAAreANat0KukEerDiujmhwe6yMQAVItKbNQdapW3B/289EM/v8io7G+7qH4W7EDdr3z5kUcDT+PRxXoAIgAXWd3oPtFtyFxlIFNRN/BDsg/izsMg4vEH4dzkZjk25AXZDewqax8gAaW/cYwT0So/Ejeq6WmKyEWvOG4/+53IUKvN6EFyHdjyYPVMFuyi0EF0bt4bP8CWolg+iV+yuEznVglHkGgyEMI7gMZYO12PWV/NyJFgezNES8jYHfQEtJXI1d28pLTfxdZafhrrUEWnn+e9T65SSextKgVpYBnrFvcGf93Y1asCJxZGhfZ2BnN25Aa3Rt88zdhLsX40lo6YQT8c/qC6rRFQ9HoC17quZjH++gImddaDkDtSqdFDB/Huru87Nwzsct0K7BjsWbigo7J/+H24JllbVIQy1fT+CfgGGRjlq8+kSYYzAYAjGCy1A2iBa/ZXEwBdeRuPsoenkS7YHnZSIas3MaGj/kFUdBzYFb+8yth7oivTFlgwkXaJFY6TPmbADdFi0dYFGX4MD4c3D3DsxERdg+9PxXoa7IHY45l6BB8p8F7LMF2lLpKSJnFzo5ExUoVg/AFeS9H6WgrtczsYvvdkdFk7fIKWhPw9Go8PQT12fjLswKKoicTbbHOI59J+GlK9aj7sHlwHGEx3U5qYzG/3njBA0GQ8wYwWUoGzgFQSTBdbAyFS3GEvwtvBq9aY71WSdo1lhP9Mb7GupestxPfvyBChMvFXDX5QKNA7o0+LRd/EN4xpuTpoTHFP0fWpFdcAuzIGZh979siru2ViQ+RHtMLkFdjVegRWOjMQONr+qG1p0CLaEQ5N6MxF408NxZ8+pCtBl5bZ/5C9H3dDy2wHN2RkgkvNyFxRXYhUc/Rt3GIwj/DG0L/X0IFf5fRTj/aqFz7R5hjsFgiIoRXIayQawWrhTsViZLKLxMRYtWwAUR1j+Jiq52Eeb8ENpHM9TdtSrC3Bfwr8ieQORSA5H4EPs6+ZUkaI+7ajtoSQmLY1HhtZLItaPAX2i1wl9IbkRddVZF/w1E/49nBaz3Q69TNrbgAnfD7ljYhMZeveQYuye0nOqZm426Xo/CLgWSBIwD+jrmXU5wyYgU3PFbx+Ju9g0qJv9C4+r+j8iWzFqo2I21obnBYAjECC5D2SBWwQXuTMU/Ik0sIIICnEHLPexEyx9Ey4Rbi1q5LD5C3WheHkUDvr3Wmkj1m6bFuO4pwvtUtsLdlzED//58TVHLy1pis0KBlpnIJNwl+gwqFgB+RmtF1Yuyr/q4g8YfRYPDnQkBzkKp0fgNLcxqtc6pgAbs30L4e7kEtSDdhh1reCSwAC0d8WxoLI3InxfQ99wvQQHUVfwjKoKttkYJaMB+a89cy93cNsrxDAZDTBjBZSgbOIVTkyhzD2YcF6j4CLJYgLqWOqEuuHgYSHDz5JXodbgWu6+h83V7Y8e+wK5M72QXdnX3WqgLbq5njtf9dV6kk0YzJ+ehlrqzo8z9GbWueeddilreeqOC4YUo+6mEClRvK5xPcPedjNXCNQMVUNbnrj7qdvWWq8hBhV177EKs5dBYrO9R0XUbtpC+nujCcRfB7/s3qOCzkggOw+5D6XT7NkBdvV4RZjAY8owRXIaygXXjq01wI1+Lgy24QOtDOanqeH4vWg7iHsLLL0QiBxVKkXgCtUiNxm4EDRqX9axnrlWZ3umC+gy7PcwpaHxRHSJzapT1Fhlo1txyNObJjxuAkz1jt6JCYSDRXz+o2+5dVJhVJ7KgiSa4BM0oHIAWKQXNBp1PuFvuD7Sq/Ejsa3oYKljvRgPaf8JuzVSD8Or5XjYTuX+iVSS2HGo9XYh+ppp45n1N5B8BBoMhbozgMpR+dmPXL4rmToSiEVztPMvdPMs3ofFNTmHWEP++fP8lPnG2G7WiOUs7/Ia6wLxYlektq9g0x7rTQn+F4EzJOoSXoYjGIWiJiaAWR97inPdgV0uPhedxixTn+++tU/YNwSUz9qOJDtdhB7ufgVq2nPsR1MV6JO6EgRGowOriGHM2qL6N8CrzTtagJScWRJgD+vrmoYVi/0TjvJxcRXQrsMFgiBsjuAylH2eskje+yI/DsPv6HSzB5a18Pxu3CJuCipxzsfshrsW/gOejqKhZhcYy5YVvcFuyeuKuTN8ZDdafHhpLxxYta7DjkLycQt7/6xyBVpcPqsTu5bgY5vyX8KQFZ5mGJ9BzdnI64XW9tqEB+pMcY6PRmC2nRXUdKmyvQF8LqCVvFlrINc0x19mguglaYDaIZWgJiWgxZmPQ960zWnm/J3ZNMIv/RNmHwWDIE0ZwGUo/8QTMg2Z6We6Ug5GpCHqjdQqJ3dj1nyyGoAHOTxK5sfIWNKttArGJjiCcZSHORN1MlkVtDeois6rJ98O2iP0UYZ9e8RIv6cTWcukWgq1sTsb4jDktXKsJb1H0HprRaVWz/x0N8rdqgCWjWZnjsP/DCuoaPAK3Re4yNA7tOM8xcnBbt+4muAn2T6jY+jNgvcWPaEuplNA2xxGe9Wk1rDYYDAWOEVyG0k+8ggvsYOG9+Bf1LGgS0PghJ9Nwxzt9it5UD8N9M3ZiuQVz0HgfZ7bfzYS7j2Llf2iM03zcLi8L53l6K5w7yc+1/BcVkbG8hnEEF0G1uAb/zE+nhetX9L+kt0jrl6iV6An0elguzJpozarBjrmb0KD+C4CtobF6aFD/ZPzdhG9ht/5pS3CiwVeocIrUcLwK+jluH1r+Do0ds8Sys0VRB/xdyQaDId8YwWUo/eRFcBVFHJfXrbiP8Jux5bbzq0AP6k50lg1w9l5sgjZbbpKHc7NazHyPur+8AuANbBdkJAvX7djxX7HyJyoeG6LxUSsC5vXHLvoZC0GFPJ2ZedZ738pn3io0y9O6xq1RMXOMY857qICb6hg7DxVyQe189uGuGH8f/v+pP0Tb7Gz3WWcxBnV3WhbRr1Hr3LbQ8tG4W0wdjVrjfkFdnJ9iMBgKCCO4DKWfkii4LCvD/3C3XPkdtaYE3WRfR2+g09BSB06Whsaey+P5/YJasnoR7nb6EDuYPpLgysJdZiES36Exa83QPolZUeZ/THS3mhM/Sx2oyLWE22+oAHEKrqBSCXOxYwS3oS7g09ACrKBZhm+irkWvNdPJs9iishf+vQv/h39/TCf3oy5Ei89RV7PVEqkXWr7CmYzwBSoQj0RLUAwg742+DQaDCyO4DKUfS3CVI7ggpJeiFlwXhf5mEy6uWhJcHuBVVCCcirr/nDyKlpg4jmCXZCx8h96MvXyLCo5oN+g3CM8stMhGW+p0R92hb2DH0KUA58d7shGIJL4tt+J29PXUwS7V4W1TZHEVGnv3Gdrr0Vld/mTUqhWtrti/uC1O9xHu9pyEuieDEhOs4zk/Ix+j4snq49gXu+3RfY55C3G/viTy16zbYDDkYgSXofRjCa5GxJ7hdhh20PXBElxOq8dF2De6V1BrhZOX8GcJdgxVS8Krx9+C3vRvQUsSXEG4KzM/7I4+BYAr0Qr6FlloyYtDQuc3z7GuFtoL8E+gYv5PMZeB2HFSXpzX7VdU9HiP7RXwr6HJDydii87KaNmJ94itTMfD2BYxb4NqQUteWD0og6iF24r5HirA94aWO6HWrV5Et/iOoWCvucFQhjGCy1C6ycIOVI7VnQga8+LMVMxGg4y3FdiZheMUPjlonztQC8+igG0m+Iw973j+j+O5ZSmZilqP6gFPo27A/8V7svlkNWrJ+QMt/NkILWLqLOFxBFoO40/gDjQz0lnmogaxY8U7OfkIFR9nEF7jyxk4/xtq1fNa7maEzs2bxWjRO7Tfi4jelglUaD0Qeu5tUC3o58Evq9LLRDR4H9SFeRbulk8LUAvnd4TTw/H8UPQ9MRgMBYIRXIbSTV7ityysWJ196M21KXojuxK7kGpB4hRcW9EAcUtUvIa/VetK3BXiQTPqslFrkxWg3g14H7s5dCZqPfkAFZfnojFesZRSyAu3+Yw9gLogH8WOKwINfp+Jlku4BG3yvI/wYrD/EBv3owHq3jIbFlaV+XOx61g5LVy3ofWqnNyKWrL2EN7KyOIS4gvivxu7NtcV2II/G6395e1G4MfZ2O2DHkdrakVyPTp5AK3nZfE4waUoDAZD3BS54Jo4cSJNmzYlNTWVjh078tVXX0WcP2fOHDp27EhqairNmjXjqaeeCpszdepUWrduTUpKCq1bt+bdd8N/gkY77t9//81FF11E/fr1SUtLo1+/fixfvjx3/ZYtW7j22mtp0aIFaWlpNG7cmOuuu46srGiRvYaDSn4El/Om+zEqCg6gDZoPQW/EkTLE4sUruCqhpRxALRxP+GyTiH8x1xdwB5A3RWN4vscWkllorM9/UYvaYbiz6QqSi4nsmkoFhqJC8CO0uKvTKjQet5UmHiwrjdOi8zd6Pa02PoLGix2OBrs7hcYebHccjvk/ohayB/DnAlSY5QSsd7IC/VyBu0H1HlQQvxfDPmqi1+lV7IbUfrRALYaZuMt5zMSuy3UaWlvNYDAUHFKEvP7665KUlCSTJ0+WzMxMGT58uKSnp8vq1at9569cuVLS0tJk+PDhkpmZKZMnT5akpCR5++23c+fMnTtXEhMTZdy4cbJ48WIZN26clC9fXr799tuYj5uTkyNdu3aVHj16yPz582XJkiVyxRVXSOPGjeXff/8VEZFffvlFzjjjDJk+fbr8/vvv8vnnn8uhhx4qZ555ZlzXICsrSwDJysqK9/IZYuFBESH0eDnObd9wbHuniJzjWLYeNUXkURHZUwDn+qJjv0+ExnaKSB2f41qPSSJyQcC6jx3Pb3EcZ7uInOmZe4qIbAut7xewvw4icmiEc8nro66IbIpwXX7J5/5vFJHdIpIUWm7p2PcuEXlIRGrFsJ/jPMvlHc+TReS+0P4u88w7NXTNI3GeY/5tobGVUc5nhIjU8IylBsxtIiKjRGShiOSE9p/jed0Jjn38EeV8DQZD3PfvIhVcnTt3lmHDhrnGWrZsKaNGjfKdf9NNN0nLli1dY0OHDpWuXbvmLp9zzjnSr18/15y+ffvKueeeG/Nxly5dKoD8+uuvueuzs7OlevXqMnny5MDX8+abb0pycrLs378/cI4XI7gKmavFvqF8Hee2vzq2PVdE9opIfwm+ob0sIgfyca7THfv7r2P8sYBjWo/RAeNOgfCM51g5InKv2DdZRKSFiCwWkayA/ZUTFWYFLbgqiciagGuyX0TaBmwXj/gb7Hg+xOc4O0LXo1rA9qeJSHbAunYi8rPn2j4Wul7WnDYSLGJ+dMyrKXr9n4zwWqqIyDsikhbja/9WbJHlZGnA/P/6zDUYDGHEe/8uMpfivn37+OGHH+jTxx3J2qdPH+bO9Q+KmDdvXtj8vn37smDBAvbv3x9xjrXPWI67d6/6D1JTU3PXJyYmkpyczNdffx34mrKysqhcuTLlyxdWIIwhIu+iweDHoq1orsRdIXw1GgC9idja9RyKO1MxGS1Z4FfpfBUwCK3UPYPIWWRBeF2KFoM88y7zLHuroFvMdjz3ulMT0MDpjxzHXYpWT/8CO9bLSQ5270TQIpo/o0VYawecQyRahP7uQOPV/HiE8ISBiqhLbHn49FwuwHbRgTv+za/+VkX0egS57qbhH992G+qqbOMYS0Bfz8fY1/EXNGbuS8/2e3CX2LgcjQ27OuA8QAP6z8Au8RDELeh71gX/oP1vfMaao+Uk/kDdjTeQt8+ywWAIo8iUwebNmzlw4AB16tRxjdepU4cNG/xLUW/YsMF3fnZ2Nps3b6ZevXqBc6x9xnLcli1bkpGRwejRo3n66adJT0/n4YcfZsOGDaxf7x8t/c8//3DXXXcxdOjQiK977969uYIOYPv2ggwCKuPcSXA2H7ibFJdDA9Jrhx61Ap5bNxsrUzENDT7vjWZ7eVmEBn0fh9Y36hzH+QcJroc889agsVfvh5adH6FjUCHkpUnAMfuhcV2no6JgR+h5LHRFY8jaoBl18f58W4q+B/+gYtkqX+Bcf5PPdh8Rvb3PY6F9ryS8pEZQwdPpxFfn6yXCxbCTPqgYOwUNRt+MxqZNREXzH2iAu7MV0r0xHNdPKHm5G3e1+lj38xgaKzcQux7XUIITDgwGQ8wUedB8QoL7p5eIhI1Fm+8dj2WfkeYkJSUxdepUli1bRvXq1UlLS2P27Nn079+fxMTEsHPavn07AwYMoHXr1txxxx2B5w5w7733UqVKldxHo0axVuI0RGUYsf+EyEEtXb+hrWreRIOob0ctY2eiKfKWJWw/WsOrHXqTjFaSYDZ6Yz8bd+ZXJJx1uCzBtZRwwfAJdskIL0Efp0gfs+Zo3atzo52gB6fgjKXsgR/OTMNrsLMVt6N1xLxsJrjoq8Uj2O/PvcA5nvVe652glexPw64N1hm9zpF4iOhJEy3QgrCWQX0/asVqjmZGRuo7GQuJ6HXznlc0sQXhgutkNJvzEmyxVYf4Mi0NBkMgRSa4atasSWJiYpg1a+PGjWHWJ4u6dev6zi9fvjw1atSIOMfaZ6zH7dixIwsXLmTbtm2sX7+eGTNm8M8//9C0qds3s2PHDvr160fFihV59913SUqKXFlz9OjRZGVl5T7WrFkTcb4hDoahrW+uJjidvSt6U+kEZKDZcfGwCM3minYztngbvekmoNaQB4AXUSvNAjST0CoW6rRwbUGFwFXY2Xn1HOvH4i+61qCuJC/JPmNO0tHSEw8S+3+F/qhLEeAvz7r96PnvwT+70o+1aJ2p3/F3af6FWjH96kc5OcTxvBz6mpycit0maB9qbboR25p5LlpsdlyU4yxCXbX34S7i6qUaWgdshGNsJe5SGLFQAffnugoqkpzX9wn8uwB4+Qe7BAah/T6KXqu3HePXE/93xGAw+FJkgis5OZmOHTsyc+ZM1/jMmTPp3t2/q2y3bt3C5n/66ad06tQpV+gEzbH2Ge9xq1SpQq1atVi+fDkLFizg1FNtn8f27dvp06cPycnJTJ8+3RXzFURKSgqVK1d2PQwFSAZ601mFv9vpO/TG9Uxozi70xrcStURMR4tt3osW5CzIOkSvoC6yi9ASDUeFzjcNLQHhLEPxFXoz/yK0nAAsxq7NNAsVPF5W43adWgRVpneSgMbsxComt6LxRksJL8hpWRpTUAEsaO2yIHeexePYr9HJuNB5+RV69fK5Z9nrZv4NtWBuQC1PzqrsY9HrehRaid/JVmw3rsUWNParGWpZC6q0Xx67xEe8nIoWpl2KW5TvRGPLQN+7Z4kc++XEGyY7CnVxOls+VUWtvQaDoWAoxAD+qFjlGaZMmSKZmZkyYsQISU9Pl1WrVomIyKhRo2TQoEG5862yECNHjpTMzEyZMmVKWFmIb775RhITE2X8+PGyePFiGT9+fGBZiKDjimjG4axZs2TFihUybdo0ycjIkDPOOCN3/fbt26VLly7Spk0b+f3332X9+vW5j+zs7JivgclSLERelcjZW/0leubibz7bDRGRJaFt3xWR4T5zWohIepTjx/uo4DPmLUGAaGZfimespoj8E9tlExGRzDjOq6Fn+dIo+w7K9gt6NBWROXHMP9xzvDExbJMqIo+LyOkR5iwRLS/hzD4s55lTXzTD0Fsm5EsRqRfn635MRLY69jEoYF45ib/kSVOf1+YtMXF7nPs0GMoYJaoshIjIk08+KRkZGZKcnCwdOnSQOXPm5K4bMmSI9OzZ0zV/9uzZ0r59e0lOTpYmTZrIpEmTwvb51ltvSYsWLSQpKUlatmwpU6dOjeu4IiKPPfaYNGzYUJKSkqRx48YyZswY2bt3b+76WbNmCfq7Pezxxx9/xPz6jeAqRO4W++bxgog8IFrzyXvD6ikin4p/6vw+ses3OR+DQussFohIZcf6s0WFxQFR8XKizz6sxzEi0krCb3h5fdwQMH55HNdO8nH8WTHs+8049nel+ItN56OWqMi1lv9yHMt57V/32baOiNwsKkqd4xeKyHWOZet3XfPQcrroe/sfn31miMizop+RB+K8fldLeHmR9wPmlheRtyJdaB92ePbxuIh09Iyli8jmOPdrMJQxSpzgKusYwVWIXCr2DeSH0NhuUQtEhoTfvI4StVh5b3aH+8xFRE4WLXRp8aW4hcElnn2tEP8ipUeKyEeigq+rz/pzRYtnthB3sc28PK4JXYsd0S5ePo6xNYZ97xWR2vl8Lc7HC+K2ZL0YOs4B0bpViIrtiTHsq6aIWL/R3nKM3xkaG+gYs2o0LxKt1ZXf11EzdG2cbBW1nHnnJovWbouXEZ79XOyz7xvysF+DoYxRYupwGQyFjl9bn1Q0EH052v6mhWOOVR7hSLQ9itWDzhlb5eR9NN7HylTrAbyDZjOCxgY56xg1Q+O4fgT6OvbzMxrI3wsNGHcyHo3fmYYGOe9CY7nyyhNARzRmrBEag3VNaPwONLjbIiOG/fllhcaSsZiMZsNZHBXDNkEcjSYknOgYs0I0l2EHyG9A3/tInIbGeJ0RWna+97+G/rZyjFnvxZFoaYuPYz3pAKzSEZscY9cD6zzzUtF4w5Pj3P8SNDjeyfOe5WT8A+9zsHs9GgyGuDGCy1B6cWZhvepZl4T2zPsNLQnRzrHuN+BCtCzBZNxZbxZWX8A5wPHYN8h+aLaf9c16FM2sc9IeLY76OZotaTEHveFaJKCB+97zbom7QOeRRC+V4Mda4DO0cOq1aE/FgaHjziR66Qvwb4w8gMhZexaXY4uz72OY70ciWteqHJqBmh4a/wwVut/Gsa+bUcHsLOJ6CHaG52+hv17BtQ0VLf3Q6xcvJ6Gvwcq5+QoVoD+jAs4riNLRLNe+xIeg73M0hqDv33to8sggbJFeidgD8w0Gg4sEETF1hIuQ7du3U6VKldwq9YYCIhvb0mRxM3oD8bPACHpzu4fwDC4/3kMtNFYdqRaoSLHqXT2P24LzMOHiyTru22gpB691C9SyUc9nXNCMP0uo3IyWJ4iVRqi1Ymu0iXnkBNQCGC1xtx+xZ0UG8S6ayZeACh7LSvczKkRj3X9jNIu1rmf8SLQobHlUiPwAOBOak9HyEnnhFlToJqLv5aloNmcQldDP6dF5ONbbaF24/NIaW3waDGWYeO/fxsJlKJ2s9Rm7D/317ndzTEAtDV+jJRdOiLL/SqglokFoeSl6E1waWr4Yt+vmerTchN9xz8YuNOmlOVrEMsszngDc5Vj227eXBo7nR6FicSP6OmIptxAPnwH/wa4hFkTkxgyxcTr6n+wZoKdjfCyRxVYaWhetQ2j5T1Swed1mR4T+ZqOC3VvbOEhsXYpa+yIxB7vdz1FobbYg92pV1Coar9jai1r6CkJsHUO4xc1gMMSEsXAVMcbCVUjMQl19fvRBf+1XirKP+Wj9J7/+etWxY6pOxO7rVwt1F1o38f9i36ATgNcJr3wOetPt6TPuPN4YNAbJqg0maNxYLK1eCJ3nIlRkAXyAWxD8gNvFWRCcB7yMWnD8eAv/6xFEGtF7CMbCMWgMX3PUotQVFVygomsaes770PclHtdkGuqKPh+t0xWLa/Z4VEB3R2t5pfnMmQt0i7CPXajgz/Q8fkfjr/JKZ1Q8n03kjgUGQxkj3vu3EVxFjBFchcRzqIUhiA6o68nrPvLjF9St5CUNuAIYjLoPF4bGK6Fi5lhUFP0f6lIEdUu9h1rTLPajcV1eN0059KbvtBJloCLugtC6SMLSoiYaG5aKtn2xYnCahI7pvLkfgy3gmqDFYfPLKaiA8bpyt6BB6f6tUyNzHDAJ7ePoF0cWRArqNh6BWwT+hlqOLEviYei1eAeN0YqVlsBU1O32B5ooEQ/90fhBv+K1ndDrWBkV+15h9QcF12i6LSqy/kP8r8FgKCMYl6LBAO4MxUt81v+IWhOW+6zz0ga98XjZhboNu6I36Pqh8R1oQPMHqMh4EG0fAyoOzsRdxfxR/GNibkctFhdii5XVqFu0PRo4fRya3RgJy3K2B62yb81fhYoPJ9c5nq+Kst9YmY7+p3kA9/W+nryJLdDm4S1RMfoLalmMRkfUincD4Ra3Vrhb7yxDRfs2n/18gn9w/H9Qq2hr9P31CpW+aDaon/XK4mP8xRaou7EhKrg6ox0L7kc/ZyvxF1vxtuUZiyYCLARGY8SWwVCAGMFlKJ2sdDwfiTuzzOIPVHTNj2F/rX3GKoT+7kMzHZ2p+3vQEgOvomLpKWzRtgdN51+A9j4cGxpPwB1LtRUtZ/EyKhD7Odb9groDexG9NMAXjuevohlxVkLBA7jLTJyOO9bLyaVov8q8tju6CRWmh6MWxhfzuB+A21AXnKAxVj/FsM1+1KVqWQwFDZIfibrKvNmkFs6m3oei1+4Dz5wJaPmOSuj1Pc6z/m7U1Xw1Gsx/TAznGw/paOzXEDRW8X30M3JqpI0c1EXdjnfg3zTcYDDkGyO4DKUTp4WrGfpr3eJIbBfhZlS0OOtP+eGtxZWAunVGoxYHPw6g1qknUIvKS9iuRMsKdiJ2TNJVuIP1tziet0OtH1/gDqqeQ/Rmxc5MxC9QUXBTaHl/6LiWdSSJ4FpVe1A33h8B62Mlk9gEUjRuR/+DXY5afqLxM2o9Sg5tVx21Tj5KeJ0rJ9dhx+QtJ9yFezRaywy0hIK3bMJHaDbiBvT6f4y/gI+XFPRzuxr9PM0HnkZ/XPwPdQu+EeO+3iC2+mkGgyHPGMFlKJ1YoqAO6sI5F41JAr3xPoLtWtuFWgIiZfp5BZeg8T7j0BveXQQHR18bWp+EButbLr4t2FmNdVArSHXHdn4lG3qhVpm38G/yHA1Bb8Y3OcZmowVZLS4P2NZye/4asL6oeDYP2whud2ESail8FS1kO8Sx7hSCm1KDCu49aHzdK551PVG3bQ20vEdv9PPwTB7O2cve0H4qAZ+irvM6ofN9jciB8k0cz49Gky8MBkOhYgSXofSxGzs2yKown4TWqrKYiFoaLDffATTOynJTeXEWwLSwCqtWRTMIV6HB8fUJ53bU8pCCxjQd4Vl/fWg/1RxjQTWyEoCzyHux0FcIL20wGNuiVgt/8bgEvU5BrsDCcEVd6Hh+Aio0C4Nj0M/HeaiAeQbbkrWZ8Or+zuv3MepeXuOz3zloEkJe6p3djoq16hHmvBda3w8t1+AtHxLEKsfzWzHWLYPhIGAEl6H0scrx3Bn0exF2VuI7aJzXa7gLkt4OXEl45lt53G2AwLZOWVQM7WslGrPV1Gd+InqD9sbwPI9Wq0/CrpYe6SZ9ALcVJh4WofFjXmqgdZ4E//T/PWgw9Ts+63qiFrD3KDjh1R6NjQMVBLVwx1MVJLPQ96Qr6l4rh2YbBvFAnPtviJYjGYGKua/RmK6qEbb5L+oynInGl0UrY0JozoVRZ9m0xx0baDAYCg0juAylD78eiqAZWzeEngvap7AcapV60DHvaTST0FvvyetW9AouixS0oOcyNODdy7moIHOyBL3xZWFbubYQzI2E1wer6DcxgOr4f/tPQOOVFgZsdye2e83p0uwQ2t8pqDXoiTjOJYifsIuKWq7QAwWw30jMR9+fJNzWRi+RaoH1QUuBPIfW79qGWr8+QV3Zlsv2bMKzII9CP6OWxWkuml15f4znfw9q/fRyCv7JDrdgrFsGw0HCCC5D6SNIcIFm2Vk30lexrWE3oNYuK3tvOio+/nFs6w10DhJcFuVRa8MBNJg6Gj+i5QasVP4gC9eT6I0b1GJ2WOh5PI2Ff0LdZ34sjLDd+47nztpk7T3zrsZfbJZmzkTf609QC9jFaPulKp55s9CEiR2e8VT0M/kgmpzgZKfPfD+uQ7NjnbRGg/r3esZboFmpBoPhoGAEl6H0EUlwVQSGh54fwG05OA9191mum3loQPGq0LLXwrWE2ApNlkMzFD+LYe7X2D0V9xIerP0h7lpZk8hb0PgaNEYpqAJ8NFp5tvUKLlCxeZ3PeFHwIIV/Lm8R/T/qJ2imql9z74tRd2Zd9IdBEL1QMb4OFVKR3sNKqAt4kc+60VG2NRgMBYoRXIbSRyTBBZolZrnfnsPdLLg32mbHivVairZTWUi44NpBfIU789I2x2nl+gkN8reyz25G3VM9CO79WJXg0gCXErlVTCQuwi7tkEpw3NaDAeMFySFo0sIv+MeXgYrn/LS3icZZRHfNTUdde3sC1k9C64v9HWU/s9DrXw6t/7US7Xjgx22oJcvb/qkx2nrIYDAcNIzgMpQ+LMGViH/wd3U0MB7UivSwZ3079AZtBclvQNv0rCY8UzGaW9HJ7XHMtbCy49ai7kbLMnIOWpLCIqho5za0jENQyYuv83BOoPFjVtX4I1H3qR+/5HH/8XA/em2PQF1knX3mTEUFprPy+vmoldIvgSBevFmMXt5CXY5Bja6DOBG1om5FM0kt3kN/ALyNiqen8Q+qvwcNzvcKrpuw3ecGg+GgELPgWrt2bWGeh8FQcFiCqxHBQuB67CDiSYQHqDdBb1KWBWgHKni8N8wlxMZP2IHkFdDaV4d45nhLRYBari5Gi1haxTm7oY2Xnd/e7mhckB+PoFXpa8Z4rrEw1/E8yGKzH/+2ShbtUXGbX85ARcdoYEWE87kDd2zUVFR4+Fke70SLpFaN8Rx+I7gg7CuoQI7W87EjGvvlbBtkWV+rouU43sVuY/QPGnh/Ados2y/GKwvtz7jJMVaHyO+LwWAoFGIWXEcccQQvv1zWomANJY5t2Jlffu5Ei7rYza13Ao/7zKmBxl2dElre7zMnFgtXDmpRs1xat6NlFL5GhZTFn6iQ8vICbkH4HnZbISdBVq5/USteQWQO+vEz6tb8ALfb7j78Y4csJqGlD2JlDWrt+dNn3QY06/SQ0PmAu7gnqEtvJuqOA7VuTvfZ11r0PXqQ+CrCN0OtUJYVcht6XaIlTNyJWgsXoNmNzvc2E3dG5GmouDvDMfYawS5FP67H//NjMBgKlZgF17hx47j66qs588wz+eeff6JvYDAUBdHit5zchG0Bexx/C0EaagkJuqHFIrieRavDgwabW6146qCWrqNDy9vRYOkBUfZ3Hf6uOj9XmmXFewJ1i/rFWuW1npeTr9FK7Yloa6CPsHtEBtEVW8zGQnM0Zm037jpm/fC3ZK7y2f9raFX2IP5Ee0nORy1fcyPM9eNl9P08Fc2Gjeay/Q0Vd05rp9MalUP4e10LdSW+gr8FzhkI79ez8cwo52QwGAqFmAXXVVddxaJFi9i6dSuHH34406f7/TQ0GIqYeARXBuqOAY2R8dbGsigfWudnjYlkwQG9eY5yLE/EHQdWFRUA/UPLe4je1/F1NG7qVGwhB/51u6qG/u5CY5386jl1JrYG3rEyCRWNBV0zax8qXlviFjKPoFap+3y28fs3FdQ3cTXqhn4eFad/edY3RkWyRdA1WxRwXG+W5L34W9A2eZZ/9JmTgH52b/NZ57zufj0mjyf659ZgMBQ4cQXNN23alC+++IIxY8Zw5plncuSRR9KhQwfXw2AoUuIRXKBiyMoue4jg+J8E9OZ2s2d8HbAxwv5vws40vBA4zmdOGjANu81QrExHrUQnoJlrfjFEf2N/yyehcVNdPHOuxt0Qu7hiWeu8pTieAWqj1/q0fOz/RzSD9RLCa1a1RGP6nHWr3o1xv8ejIijNMdYJdR/64f08+Qku0Pf2hoB1Fq/7jP2JWuFiPX+DwVAgBIUUB7J69WqmTp1K9erVOfXUUylfPu5dGAyFR7yCqyXqYnkbvYE9h7rEgriHcEtKPTS+yNtD8SvsmKwqRC6RkIwWvaxGsKXNoi/qirLyWD4PPYKw4qr2opmN9xBeRmJOlGMGcR4aO/Uneg0Ks9SAVwRZPAJ8gQouywWYjloKPyT2NjxBRUA7ofXZquIuIXJvDPu8Cy1Z8T22dTEJtaL5/evMwV1sF/wFVzZ26RKL71F39VcRzueo0LydaBzYXZheigbDwULi4JlnnpFKlSrJ6aefLhs3boxnU0MAWVlZAkhWVlZRn0rpoL+IEHqsi3GbHx3bZIjIvijz2zrmW4/GIpLpmLNPRI5wrH8yxnNZ6bPv4SJyuWM5VUQ+FZHJItLcZ36kR5KIrBKRXnFuF/R4WERWiMg4EWlTQPssTo+eIvKBiFwlIrXj3Pb+0Hu6R0QOd4zfJcFs8tlPkojs9cw7xjPnwdB4tog8FHA+D4vILhE53zN+rojsjHBOBoPBl3jv3wkiEkutbPr168f8+fN59NFHGTx4cPQNDDGxfft2qlSpQlZWFpUrVy7q0yn5tEJLNaSicUux/nI/CbVigKbfR/qIX4AGX3uphra+ORq1Zt0YGu+E9tSLVtV7G1rewa+m02A0WPyt0HJF1KpjNXgeh1q9YuHS0KN7jPMPJi+hFp41qNXsIyL3LSxsahBucXIyHXgUfS+8ZKKfxzGoVRH0/fqO4BpYi/GP6/oRu5r/eYS7CnNwf9YzCS/UWxeNFzwCtdLegu2e7YhmvzYIOC+DwRBGvPfvmGO4Dhw4wM8//2zElqH4IthteJoQn5vkVsfze4lcldx7I7PYirrqnsDO0EtAY6eiia19qGszqIDmS6jwODG0/C+anbcEdeP9HLCdHy+gmW5+2ZC1ic1VVlh8iLZeeggVlzuJnu1YmDjFViruxtC1UaHuJ7ZAEyE+Rl2uoC7EF4hccNQZv+Us3fAj+vkeRLjYepfwz3pjn31vQIXVfeiPgWnYHRd+QN2NBZk8YTAYXMQsuGbOnEnDhn4pLwZDMWEDdtB7szi3PRrNTAMVMZECir0WiFZAn9DzPWjgtVWL6Uqit/QRYCj2jbuWZ72V1fhhaL/W/ragAux39JvsPK+eEY53AK39dLfPukZoNl0dn3UHgzewBV82ag2KpWnzwWAPWrXfYiPhcVitsS1Rq1FBZmUNjsHd8NsPZ4bicY7n89AYs1c88xvhnyjwTMD+96MFYnugn9u52PXK1qPfAT/rrcFgyDemtY+h9BBvwLyXWxzP7yG4MbXXwvUX6kr0K3DpJ2q8jMMOrk9BXTsZoeXaqNBKDy3PRa1bzUPLG1Cr2hps615LtL6Xt52Lk1dQ8eYNnv8BFTpe0XcwsYK4k9AszIeK8Fy8ROsskIkGx3tbSh2BCp1oOAVXH8fzKejnwoufZXMPwQkaliVsHlp0dw4qaq0fG3tRl/loCrf3pMFQBjGCy1B6yK/g6oO6XEBb8XwSMK8Z7p5821Frk1924Q34V6i3+B9q+bB4GW3dUy20vAVtqP25Y2wJKrqs5dVoixwr1qlJ6G93z769HEN4b0jQjMpffcYNsTGPcLdsVWLrXegUXN7WT16ewb/w6Yu4syktMlCBZYn13ag19nxU0F3umDsetagVF+uiwVAKMILLUHrIr+BKINzK5Uci4RXbl2DH6jh5Hi1Q+q/Puq+w28yAxtacHXpePfQ3G7VEdQnNt0pP/I07mNxZ9LQJ6sa6iegWto+irHfSLfqUQiMobq448h/CLUxfA4/FsK0zhitSPFUD7NZUTrLxLwALKsz/RYueXu0Y/xz9odEN7bhgxRtOR0V7UI9Ig8EQF0ZwGUoP+RVcoPEwrULPvya4ppFXALyPfaMrj1altwp1fgz0wn0zXR46ltUM+3LsrEawrVdgF049PHROloUiqC5VMtoAOdb6U7Eyr4D3Fw+xZmAWJkdHnwLACGChz/j1wDtRtnVauO6KMO8D/P97v05kgfQ06p5+Au0raYXlbkcLvs5E3dtVQ+O/osH0ea3TZjAYcom5LIShcDBlIQqQ49GK66AWhuZoLFLt0KMysWUuvoxdFqIvMMNnzr24rWFORoXWf4n28ssKjR8S2ldVNDbp99B4Eiq4nC4npzWkF+5g6w1ocHmsJBAcj2YIpzJqAfoN/xY98TAHtSBZbaFS0fg6b7V/i2OIHHtH6Nz8GpHn4J8NOxZ1P65DRdpqbKG1DRWILzrm10DF4UvYvULLA08SX5Nsg6GUE+/92wiuIsYIrgKkJZGbSSdhi69aEZ5XR60ZlrVhAXZsl8V7+GeHZaA3aivI/Ve0PIBVFb4W6qbxC4A2FC9SCLYiVsEW0q9i9+T0Uhmtm/UNdlxcLdRa2NwzdzPRkxWqAitxW0At2uNvWZsVeliibyxwh2fOe6iYclph+6NlMZyuzWuBh8lDjxKDofRhBFcJwwiuAuQa9Fd4YXASbnG2HX+Xz3uoVcvJGvTmVRzcYsWVfmi25y8B6wvbSpeMiqAn0AzOSIkOXj5Fz61vHNscFjqeFauXCZyMiqlIPIt/7NZk/K1P5VFh+A8a25eDWrf+IFw0bULLmEx1jNUOnaMzO/MEtNiun+gzGMoQRnCVMIzgKkAE/YW/Bv2lvin01+95diGdg9eNaT1PQgWhkyuBIQH7eRoNuAe9kV7iWCdo8PNm1C15W0GceCHQC9vFW1ypiJ3Q8BmaEboWrR4fazmKh9G4v/6OscfQ4PTXCa6UXw5NiJiNBtpvj+FYS4AWnrHpaGKGH85ipqegsYbWNif7zBc0c/Zq1N3oPFdnmYhDQ/vwJo8YDGUII7hKGEZwFQGC3kyiibKDJRaOQYXZJtSyUo7wAPXjUYFlPfZRvLkRrUd1GsXTfXoScDMqzi8Mjd2CnZm6FuiAO4g9iCNRC9kCx5j1X3U7Krome9bnlddRcWYxDxWJux1jp2MX7h2BNvcGrec2MPT8pNByEOtQS5pf/KJFldD59IvhvA2GUogRXCUMI7iKMf+iMVlWyYX3UYvIRjRwfbjPNtVxl2goTvQgOOuyoFmLli6Ip71SrByL9qbMq+j8Ca1bBlqvyiq10RUVMKtQgWtl+9VGLZHxZH3uxl2rDdT6+iz5c3tbQhbU2nU04Z+3mxxz3kZbRoGWCmmG9qhMQF9fBsFI6Hyvx7+sCeiPgwdRYVcY77XBUIwptF6KBkOZoyJuUfUh2m7lHNx97izuQWNl9qEWgkVomv2rqIvqFuAywmO8DhYHS2yB9ukrLLftpwSLrZqohScSt2K7y+phu8W+R3sW9sAWW81D4/cTHEDvxzKfsXZojNhan3Wx8mPo7zo0Zswrtl7AbR11lrJIRD9/YIupSCSg2bM/Y1ei95KDCrJLie/6GAxlEGPhKmKMhauYsxVtBPwv6jZahQYbt8Cuj2UxCE2lj5WX0diswhImRc0FqNg8WFRFhUgF1Arp7QfpjEM6BBWFh6PxShN99tcSLelQ3zG2BXU1ro5yLg+hQsTLUtSt97vPuiBOQVs6bUYD1VeivTK9bX1qh9bVRNv7NANWeOasQz/PB4C6qLUrlgr4OWhc2miChdXRaJ2x2jHsz2AoBRgLl8FQkFQDrgo934cGSI8iXGxB5JIUfgzC3SextFFQYiudyLFEFndhWx5ro2KjomP9VdhZgb+jtbDeRoP7vbRBg9nre8aro6IixbuBhxuAi4HFjrGZoWNaYqs2WiIkGtNRsQX6uWuPfw/F29EsT6uBu1+h1vrYFtYN2EH00SgHjETdsUcFzPkmtG5RjPs0GMoYRnAZDNG4Hjse50HgudDzSp55S4mvdMEO1BIT6YdRC4rOBRmE13JU3XdWwTAKvU7eJtt+/OlZboa7gOzraCujdqHlnWgrJW8Lpw5owoT3dTrXj4zhfF4AWqMZhIPQLEardteRaPbgVN8tI7PKZ6wOai11Fk0Nqow/1PH86TiP3Qq1tt2Ffy2uP1ER+a7POoOhjGMEl8EQjTr41z66F735WmShPQ4jsQt4CzgLtXAMwr/RMGjc11jUMlKc8FrkCitJYDZ6jXMILp/hxM+ycjF2gdrNaG/Jb3AXKl3o2eZttNp6EAfwj4cLep+mo7W9DoSWTw6dQwO0KGoQl6AWqKCSD06uR617sQiuE7FbX31KuNsxGuXRpujzgSN81u8CzkBFmQlYMRhyKXLBNXHiRJo2bUpqaiodO3bkq68iR/bOmTOHjh07kpqaSrNmzXjqqafC5kydOpXWrVuTkpJC69ateffd8J9b0Y77999/c9FFF1G/fn3S0tLo168fy5cvd83Zu3cv1157LTVr1iQ9PZ1TTjmFtWvzExFrKLbc6Fk+DBhGeE9FP7fiXvSmez4qss5BLRt7HHMaoOLLyQj0hmyl/HdFY3AWY/d7jMSX6A3vFzQ4vKCIVpyzINiAxinloFYoP/dkEjDAsfypz5wEtK2NFVf0QWhfLxMcXL8wyrlNwL/9ziPYPQgj8TvqlrwBFZVB3IPGe03Dv6uBk9fQ+MHPQstVUeuaH+VwF0mdHGXfQbRHS13cjP+d5Hb08xtUh8xgKGtIEfL6669LUlKSTJ48WTIzM2X48OGSnp4uq1ev9p2/cuVKSUtLk+HDh0tmZqZMnjxZkpKS5O23386dM3fuXElMTJRx48bJ4sWLZdy4cVK+fHn59ttvYz5uTk6OdO3aVXr06CHz58+XJUuWyBVXXCGNGzeWf//9N3c/w4YNkwYNGsjMmTPlxx9/lF69eknbtm0lOzs75muQlZUlgGRlZcV7+QwHkzUiguNxdmh8vGf86dD4PhGZISIXiUgVzxzrUVtErhaRL0XkQGi7f0XkGJ+5F4nIbhHJFJHLRCQ5YJ/eR08R+UhEfheRZjFuU5SP40PXTkLX5Ogo85t7lnPEnw8cc9JFZKKIVAjYZ62AfYiILI+wXUE/Lg29npfysG39CK9BRGSDiJQX+3O4N8r8aHwjIocEnEtH0e+PwVDKiPf+XaSCq3PnzjJs2DDXWMuWLWXUqFG+82+66SZp2bKla2zo0KHStWvX3OVzzjlH+vXr55rTt29fOffcc2M+7tKlSwWQX3/9NXd9dna2VK9eXSZPniwiItu2bZOkpCR5/fXXc+f89ddfUq5cOZkxY0bU125hBFcJ4Sxx30TqiMguEXnfM36GiAwVkZrif/OpJiqYPhOR/T7HWSr+N67OInJSwD5jeRwpKu6KWlBFe7QQkSNE5OWA9TNF5J/Q9fdb/7nPNbUYGrBNGxFp5Bm7QWwRbHFARI51zLlGRE6P8/U1iXP+sWILo6BH0LXoJCJPiUjQv5ZzHHPfiHDdYuVf0Wvidy51RWR+ARzDYChGxHv/LjKX4r59+/jhhx/o06ePa7xPnz7MnTvXd5t58+aFze/bty8LFixg//79EedY+4zluHv3at5zaqpduTAxMZHk5GS+/vprAH744Qf279/v2k/9+vU54ogjAs/f2vf27dtdD0MxZwYa1+Pkb7T1jtdt8w4aiLzZMVYJOyNxA+rC6U140PHHQGf8SwbMRwO+LSqjbs7/xfgafqbw+kwWJEvRJs9e9ypAN2AOWrn+Pz7rQbNIg3jQZ+x01C3mdQU/5DN/IuqmBY2Bupdwl3I0Yqlc7+RLIpcNuQGNAfRzcS5A3d710BjEebhjqpzB8+GRGf7sRYP256LficdQl+IgNDYtKI5tA1rDzsR0GcowRdbzffPmzRw4cIA6ddypQHXq1GHDhg2+22zYsMF3fnZ2Nps3b6ZevXqBc6x9xnLcli1bkpGRwejRo3n66adJT0/n4YcfZsOGDaxfvz73XJKTk6lWrVrgfvy49957ufPOOwPXG4oZu9E6TRYjsVul3I/eyCrgbq3ipANay6lqhGMIenO/mdhuSHei8V2V0Vgki/tD24+NcD4lmXmEtzzy8iGaIdcs9HBmkk73mX8TWl/Nen6/Y91dwGC0XtVK9P2xmIKWnPALGneShQqUk9EMvp1R5sdDMiq4EtDMwNZoE2zQGD+rJMUuNLP2OVQgXoYKpF5oT8TlaFbml+hrWoc2Enf+tZ47f0jEi5Uwck4+9mEwlGCKPGg+IcHdD0JEwsaizfeOx7LPSHOSkpKYOnUqy5Yto3r16qSlpTF79mz69+9PYmJixNcT7fxHjx5NVlZW7mPNmjUR92coYu7DDhI/FrV8nBRaXo2WGvBauXo7nv+IBn9n4s9utJffTcT+638adiDyKsf4oaH9ZOIOJj/YtC3CY4NmyLVDBWkttPZVAu7MRIuLsK9lb8+6f9Gq9DmosLbmXYlduyuahasSdgkIP06Msn0kLsFOhtiC/Rk7KvT8R/RcnfyG/mioif73d+YB9QQ6ouJwGPBfVFh+jGaAxiK2KqKlTHqh19vb3Po/wLloRwaDoYxRZBaumjVrkpiYGGYN2rhxY5j1yaJu3bq+88uXL0+NGjUizrH2GetxO3bsyMKFC8nKymLfvn3UqlWLLl260KlTp9zj7Nu3j61bt7qsXBs3bqR79+BqhikpKaSkRKuaaCgWLEfdRqDflInojfsWbPfevegN7gfHdo+iFoMbURfMz+iN7CH0Bmjp8TWoS8u5rZcBwP+h1oyT0RvrT6h7bQZuwZWGupdy8G89dLCIt/BlBbTA7LpCOBer2XcQS9EyF6fiX3freVSYzA4tZ6Ai3CLaf9Cn0Pc8qHF1fkp+XIf+GPgLd6bh96h4sixTBUESWjTVejTw/LWee2vTgV7/q1DrFsAbqGv4WYr2h4HBcLApvHCy6HTu3FmuvPJK11irVq0iBs23atXKNTZs2LCwoPn+/fu75vTr1y8saD6e44qILFu2TMqVKyeffPKJiNhB82+8YUebrlu3zgTNlxZyRKSP2EG/N3vW93SsO0rcAcJTQ3N+FpHDPetOFpGNIvKV+AcXI5qBeJloRqKTxSKS4ZhXQw5exlxxfIwUkW0iUu8gHnOm4/2YE3oPnOs/89nmFRGpWgyuVyyPSiIyVkQmi8iHIvKT6OfVm0AQLxtE5Hyf472Qz/0aDEVIicpStMozTJkyRTIzM2XEiBGSnp4uq1atEhGRUaNGyaBBg3LnW2UhRo4cKZmZmTJlypSwshDffPONJCYmyvjx42Xx4sUyfvz4wLIQQccVEXnzzTdl1qxZsmLFCpk2bZpkZGTIGWec4Tr/YcOGScOGDeWzzz6TH3/8UY4//nhTFqK08IbYN4XGohlYTj6R4JvWPY55uyQ4c8v7qC4iY0RkfYTz+ktE2sa4v5L6eEQ0g3NwlHlpIjJFRH45SOd1heN9mCIiST5zMkVkeAz7qnUQzreyiLQSkd6hazlKRB4X/UEwR0QeFPcPB0TkIck/O0V/UDwoWj6lcYRzHFIAxzMYiogSJbhERJ588knJyMiQ5ORk6dChg8yZMyd33ZAhQ6Rnz56u+bNnz5b27dtLcnKyNGnSRCZNmhS2z7feektatGghSUlJ0rJlS5k6dWrYnEjHFRF57LHHpGHDhpKUlCSNGzeWMWPGyN697mI1u3fvlmuuuUaqV68uFSpUkIEDB8qff/4Z1+s3gqsYkiVuq8k0nzk5omn3fjeRwT7zXwmYi6j140kJF3VBbBOtV+Xdz+kS+eZWEh6TRAVByzi2qSex1SU7LXSNrMdpcZ7bBhHJFpH/izDnGgkXMYX5OEdErvKMLRORHRI7K0StWjdJ7J9BiwOiIvN5ERkmIu1FJDGG864vIueKyKo4j2cwFCPivX8niIhJ1C1C4u02bjgIXI+diTgQzW7zy4N4Fw3Q9tIF+Db0fBUa0/WYzzyLX4ie7eZlHxrwHWtZiOLCFWjldz/OROPavAHmA9Cq64nAeOJvij0ed4ahk3Voo2qrPdFk4FrcXQAsrIy+g835aCV5L2cDb6KftW6hsQtxZ64WNH8D3zke3wPRKtukA53QkiddQo+GhXiOBsNBIt77d5EFzRsMxZJFwOOh5xVCz4OSTk/FnYpv8RMqGh5CaxXlRDnmUWj9qGERjuUlGe3PVwG7mbYf5TzHfwu9UR8sOqJ1pBahr61mhLneRs5Ho0kJPRxjr6BlMe4jtpY0jwLDI6yvj9ZNs67JDfiLLSgasXU92kLHElwnoDW3dqNZiBBb/8S8sCt0jPnYAmt1lG0S0MzNLo5Ha8ydxmAAjIWriDEWrmJEDnAMdq2ne9CMxEi8gn+RzkjMQ3/1n4em6VucjKbh14qy/W60qfHLaG/AIOqhBTqD6/AWT45AhdYAIgvQtWj9skjWwy1oBmQ0BpM3y1Aqmt3oFCLOWm3R8ApiL78Dp2CL+jnAKOzP6Fa0PITVLvZn1GIXLzloxqbTevUzdsPtIOqjosqyXnXCP1PRYCiFxHv/NoKriDGCqxjxLHB56HkL1CoTrYJHNtAYLccQjaPQG2OD0PJutG7WE445dYEXAXcjBD3OF6jAK0yXUVHSBC02eh7qPoyVDURuzn0NKsoiVR3MQutl/RnD8XqH9lcfLWibgNb9WoSedwfU1VbQHA18hbo8ra4BX6B1rTYCVVCBGUt1RadrcD56vllRtklDBZXTemVcg4YyjHEpGgx5YTPuOJ+JRBdbm0LzYhFbg9DYpVTHWAVgAtAPuDi0vw1AX9RdeSkq0J6PYf955TX0hp2AFl59Ca37lZ+K4nmlFmpVyUbdUK2Ibi3ZT2SXIaigfQKtwH87/lazKqjQ7eWzzsvnaKX/i9A6ammoVW4RahHyiq2awB8Ev5aBqKXzjyjHvRU99w6OsbdQsQUax+Untiz3o9N6FY9r0LJeHY65YxgM+cB8fQwGUDeNFTh9PnB8hLnL0JirFwmO97Eoh7q9RuC+0e9Ci1auQN1GPdA+jBbvhR6xkoBaG3Ziv45oHMB9g04AhqBFM5vGceyC4nvCxUojVHw5H61QN+FetHK5dZ2S0KKafdCK517Ghh4PE/5+QHQR4uSz0KMS2qpma4S5ownuNNAF7VbgPN/OuC2hFt+j4twpuCY5nh9NuGtwPraIjUQ93JYr4xo0GAoc41IsYoxLsRjwDRq7BdoOZinq2nMioXkPolmLzm9NIsGxLnejPf1WYIurFcRmFYuF/6GtdJpiW89WAIdE2e5hNNbIyXLUEvQ8sKOAzq+wqAps84y9gApG0CzOIwlvSu1kIpo1mYhmKx7us09QgZeJipur8nCuN6KdB/yqzb+NCpu+jrElqEu7G3a2q8W5aJB/LfQ1OimPxgbG4xq0rFcNiT1hw2AwACaGq8RhBFcRk41aDH4JLU9AY36c699FhZa3XEE6Gtg9ELVwRHNtFRT10eD6fp5xQfssjkKtcEEkou1g6qAWkU/RbMyPC/pEi4Ba2JawXagVMhpPoddtRsD6Gtgu1gHYbZ1AxVI0cRppTjLhwskS98eET4+bBPRaOK1XxjVoMBQIRnCVMIzgKmIeQVPvQdPvv0cFyb9ouYX7UXFyMOmAxgbd5rOuDrCY8My7eagl5ZuwLcIZiMZuvYgKzEjizKBY2Y5L/7+9Mw+Toroa9zsMszCDgICsw64Cg6IwRoGAoCKLuxJRw0fUqIHPiIpGA4ri8hMwAVEiIEHEGE1ARAhx4RPDIiqQgBDBIbK6IUhAGFC2gTm/P07XVHV3dU/P0jPTw3mfpx+qbt26dW91U3XmrKi/1nHUB28tqrmagWqxYiETNSF+53PsJvS76Y8rAGbgFs4uCq9p8HxUk2WPFcOIC+Y0bxix8g3qRO1wKeow/mwZjZ+NailaoULbKtR52c/82BoYhL5wG6GRaH58h5opx6BO/VtQH6E3ijGvt9AX848h7c1QB+yjxRirOCxB78X3wF70fjtcR7APG0CDQN+i/I/iwfkEazTroqbkemgurIWoM/rjqID0KbELXL9H/b78cpL9FS1o7Q1aiEXYaoYK22YaNIxKi2m4KhjTcJUDgkYAbiXYl+rVUoyZhgpJpwNtAp/NuElTQSPeOqNO0X5asgao0/fPUY1EEvoivw31KXLoggpBaz1tWahv0VI0Us+hHZpZ/ZpirOUiVMCbR2wpJ1qjDv/FpT/B5rgz0Xt2KipYTcY157ZChZhMVNu4CdXWeLkWTSXxPa4Q9z363ZankPYQKgCDOu4vD2x3iXJOS7QKQaw4psFW+OdemwP8rBjjGYZRasykmGCYwFVGnEA1Vo5TeuinpE7gaWiKhjYEC1dNCA/B/wpoUcR4NVFBYRCaz8nRMR9ETYLTPH1roya//0GFxkmEO7o7NES1LbehGpSiErY6fICbyT2T2LQpPyU206UfHwHdAtuhAlcBKvx9EDg+DF3zd6hWaUOg/TQ0QrBjlOsIek8dQeznlI/pdCIaAQl6Xz8s5XiPolGjXtPgUdTZ/xVPv2+JnovMMIwyxwSuBMMErmJwBM1VFBrxtzXQnh/51GJxCWpWjLW+4W60pt2rqNkwlOqodmcQmk0+I+T4B2hOJ28epj6oX5CTWLIArSH4iwhz2I5qTd5BHbtj5WzUWb4J6ky9McbzbkGjAmPhVNy0CRejeawgXOAC/U47ouY6UBPbY7jRho0D57eP8doOB9Hv00ls+kc0ye2baImgHsD/4Qp7JeGawHhJhDu9D0fzvL2Glg+KhafRxLh+HCM4T5w9xQ2j3DGBK8EwgSuE/fhrqLagZrni/lqTUUGkDeozsxhNLhpKS/Sl+Ev8cziFchCNbPsL6nMTrQSKIwyFchhNZvks7roy0BqMQ3B9cd5HtV/rolyjIep39Pci5p2P+pFdjusnVBvN+RQpV5QfLYg9b9XLqN/ZlsD+P1DBy0/gguBABi/NA+cWlfIiEu/hpl+ohSYbdQRaQZ3f/4SbxT0SjtD3c4K/k68D4+WiwpYjZA5CtVHV0N9CR9RMWhRPor8Dv1JPq3BNlvEuWG0Yhi/FfX/HUgTCMOLHt2jR5gtQgehU1HxyA2oWm4H6KX1DZGErA9XUXINqD6ag2oqtqFZsMard+DvhwlYmqp3aDNxNdGHrWGCMm1AB5xeoz1VR9eZe92n7F+rfNRF3Xd1RvyWniPV6VDN2KcEv9ssCxxbg5t76jqKFradRbdv5aFRj60B7HsUTtqB4SUJ/jWtGBI2+jCY43436t3lpjWqfSipsgWoNbwlsH0CFmeWooN0SvS9FCVugOdT+TrgA/AL6O+2HK2xdika7VkN/JzfjClu3ob+pSL+5R1DN4zWof503fUS8ClYbhhE3TMNVwZz0Gq7hxBYVWA/Xf8rrS9UGjerzi8z6BM2f9Tr+QlE31McmWlRXAfpyew11TPbL4t4c1XYMQgW934Qcb4hqNmqgL00nytCZUxpaKPte3BxZj6KaIW9h406B9VyMaoueJ3rh5haBtX2BvvC/Rl/gDr8nsskq3ryD5i3z03D9h3CT4RvAgDK47m70+4hGNeDCwPWOE9lvzo+auAJVZ/SPBSdj+wTc30ZLtBRQLVQoez+Gseuhwv7NaHFvJ6qzpAWrDcMoFZYWwkgseqBahWj+VznoX/kXoQWgU6P0LUB9kiYQPUy/GSocRRK21qNC1l/xL2hcFw3tH4QKbo6u+Bufvt+hWo4L0ZelN9owBzVjdUDNlL8LzP2wp09zVCC7CX0xX4EKLEX9qeTVQl2KK2wdQbVI04s4P548hP/816MO8qGMQs2g6T7HiuIIavZ9E9UK+pGC+u4NQIMkHDOeoN+H3/fqcDta+BxcYas1+h05wtYG3ECGJFSYdp7P/w0Z737UtP0Kaip0Ilb34taF9NIhytwMw6g0mIargjnpNVygL5TFqIC0lOgpBzJQ09tFgU8O+mfDEVRAmkC443d9VND5A65Z5k00WtDLl6iA9RfczPNeaqAv40GoecpP8PsaFZBA/Xm8L2qnQDSBOY/CfQm/iDqH7/b0rx04/ku0RuAfiF6qJhp/RcvCbEPTB3iFvlvR6MTZJRw7GjloqoffoAKDH46Gaw16Xx1tl+Pr5PweRqCanVj4ERW85wJvU3SU6j60XJAfvyC6j1Q1gjWRoBGRZwS2j6H+Vs49vx/VVDo0xRWqUlGNpBNxeAIVsv+EmhX9anf2Q3/fV6O/UcMwyoViv7/FqFDy8vIEkLy8vIqeSuXhCxF5WURuFpHmIkIJP2eKyDQROSQi93naLxeRgsC19ojIVBHpHmGMZBHpLyJ/FpGDMcy9QEROCZzbMjCH0DGzRWR1oO88EWkbcjxFRO4VkZWBf2v5jNFcRAaHtI0XkR8jrGOBiPxNROp42mqIyJ8C8/5vEfeyi4iMi3K8XpRjWwLj/zLC8VNFZIWI1Pa0nS8i34vIBhFJ9XwX/4py7/eJfk/XiEh6hGvVFJEbReR5EUnztM+PMu7MIu6N3+e45/yHPe3ZInLYc6xA9Pt2jg+NMo/9IjI9yjVri8gdor8twzDiTnHf36bhqmBMw1UEgvo/OdqvJcRWaqcXqkXohJpzOqPagnTUYX0DqhFbiH+SzK6oJut6wh24i6IL/ukhQKPvnkL9dx7ATZLpcD3qo/V24BP6v7Mnag7sEbiOo/0ZhGphklBfsGi+XaDal7mo78+X+EdROryNOu8nUfIs5o4G6QN0DaF4fZ+6B67p/Hd4CtUGggY/rMZNifBf4G/oWv6Bv2n6VFT7MwA1VzpmyVeBwYHtxmjgQB2f84u6P34MQZ3oV6JO7QWoVnMV+lsUVKv4FZrQ1OFp1FydF/gc8Gw7nzVFXLsa+n+lRxH9DMMoFZYWIsEwgauYrEBfZn4mPz/qoKkmvGQSXtYG1FHbKa/T2ud4rERzgh6HOvOHRi6ei5rQ/ok6jXtJR0P/hwX6HEcjFRcFjndGnf8dc9ILwP9Gmd9ZaCDAF6jP2GtR+oKaBd9G7/mlRfSNRCZqUkwjeq6wi1E/q0xPWz4axeqY5G5D79dcVIALNeeBOsZfi5YM6oX6aIUiuP5woKbbGT79jhLsO3Ylav7NibCGaLTCFaTimQ1/Lrp2wzDihglcCYYJXDFwAtViTAA+Djnm+HSdg2rClhJch64omqARhj9HX+KlqUMnqDP0L0Paz0Cj8fxIRn2+9qIvYS/N0JQKt6MRag4P4PoAnYZqfJp7jv8JN/1BSTgH9Re7inBh1Ys3oWksXI2bGPQiYFnI8f6ooODnhzSfcJ+7UJqhWqzr0ECGZJ8+xwnWGn2GCrMOTmCGV7v0DpWXHqivX21UI1gb/f4GYkl/DCPOWJSiUXU4hAowz6A5tbw0Rk1rQ9AXv0MB+lK/g+jCgkM+6uj+T1SrcgYlE7p2oeVWQnNhtUMFsEjpF04QnGEeXLPhVYT/D30NV9iqjqZLaB7S55+UnHTUObsVqjXrR+QIvYaBT6hGLhJ/Q53nn0G1cl6B6zL0e/NmT9+ICmBvEuzkH0oj1FR4BiokvYIKjH5mOT/NppclxF6EuiTUQYVnr4Dk94l0bBmqlQNNq/FsHOdqGEaZYhquCsY0XD58h4a+TyE879VZ6Ev7RoJfzjvQItGvEf3lXBRNUC1Hr8C/rSlaAJuDmvAiReHFQjpqzhyGaij8WINq85xItcnAnSF9BM3gviWkPVZt1JO4/lKg9/SmKP2fwT8rfHGpi/pTLSN6Rv3KTnc0QnF3hOPtUDPuFZRMsH8IN1LzddTnzzCMCsFMigmGCVwectEX+Kuo34yXS9Fw+j64L6r9qIbnL6gpMdov+T9AW1SjtA5Xk7Gc6CkDmuGmoLiI4OLU36Mmv1metgaoMDgpypih4/uZDUPZjWbg/zqwfztaDzD0pX0Q19m8uDRH0044/kofoaVwommF2hN7/cWKoiZFa5H2Eqwt+h0qfDq/jZ+jaSa8QmtPNOhiIa65syaqHfT6GJ5GeK6ti1BNZedirqUnbr3HHQQnsjUMo1wxgSvBOOkFLkG1GuNRx2wv1VHtyv24Wp8jwFuokPU2weVOHM4lWEvyHGqi8+M4qjlaigpgHxJdwGiFviwPESxogWovahG7Se8N1K+pKMN+Pmoyc160XQNzTfPpu5PIL+Fk3DJKm9CM96HUR821sQYllAdJaDSlIyCF/k4moRoyP6HqFPx9ufyIVMOxLZonrmlIuzd3121ocls/zgamomZlrw9iEqrVewq3pmM0jqFrOoJGTYaaog3DKFdM4EowTlqBKx8VOMajUXteaqGCwTD0RXQCFTD+gvr0hDqXg5b7GYRqIt7BLcfSCRWAYvVWzEfTRjgasI/wTzZZEqoTHJn2T9RB249juH5Hg9H0Ag4jUcdyr4/SaqInjE0U6qAav5vR79TP7HYE1Qw5mrVxwG/L4NonUJOg917XQIXw3xIceXojmkzW4SDqz+atEOBlKupvODcwlve7qoEKer/FzUzvh7dg9SBUE2wYRoVhAleCcdIJXAfQrOrPEV4ypzmaQ+o29MWzBvXJmkV40WnQF9yN6MvnPPTlvAPVNP0Q2F+BanRKylH0RbcUGF2KccaiZsA30Revw3X4O3eXlZBXFvwUdUx3NEzTKdr5HDRY4Fwiaxf9eJrY6juuQiMRC1BN3zr0ey8t8wmOhrwTNV3/JaRfJ4L/UBDUTy7P0/Y8mmUfVHO4GRUoj6L+iU8SbKJsCDyB3je/PxCeQbW9oALc0CJXYxhGHDGBK8E4aQSub1DTzzTCNVSd0VQHP0PNJH8JfDb5jHMKKqQMQk17oS+mG3BzXDnJJ0vLIdRZuahkotGYi/rf1KRk9QBLyx0Em9qG4xbPHog6yl9LeDToAjTvVCg/QbVqZU1d9DcQy38Fb3qMLqgmKlbzoR+HA+N8GuF4Oq4gnISmH6kb2H8RvcdestEAhvmB/fvQ1CYO36Nm3ecJTtjaAS0s3o9gDd8ArGC1YVQiivv+tkwtRnxZh5rEWqEvEa+wdQVqtnsbjUzshr6gHiNY2EpBi1e/Huj3MupEHypsvYcrbNUHxpTB/Fei2ozSCFugL8v6wPmlnlHR1CQ8O34yWqcvAxVanWzvdVGh5Sj+UYxXoxqnUF+5l8torqF8T+ypDp7ArVe4ktJ/R3cTWdiqhtaadEzVju8hqHlwuM85uYHznLxikwj+XddFtVa56O/D4TM0TUZfz3wENW+DCsxWsNowEg7TcFUwVVLDJcD/oX/Nh2ZcT0WLAd+B+uC8hpZkCc0WnoQKBT9HNV+nEp0j6F/8TjqEmZQu+ecx4HHUP8gvk3koWajv0Y1oROQSNNItVrqiL9F8tJDxoujdK4SR6DzrovO8qBjnOn5WgpqOI+X2AtVubcfVHkXjQ+DCwLjpqIByRtQz/PGW+clA04J4E57eizrVv4Wr8bsLFQ4vwi3RdHugbw5upO1PcYWlKwjP1ebwEWoy9JaFSkKLi9+KW6qnHxoxaRhGhWImxQSjSglcR1FH4glorUIvddGXURtUCPs7/n5K56LmwhvQlAmx8gSuj1UPVPtQ0qzx/0aFwkjaDi8Xos791xCuceuG+pCBJkVdjeYIi/Q/Lhk1r/4rxnn2Rte6H9UM7Q3863wi5YIqby5ATZZ1A59aaNRptIoAD6HRe7FwD24ajh6ov11xdPcbUR/AQ4H9wajfoNfMdwEqEP2ArqEANRnegutz1hL9zZyCCmKO1utUVIB3/N7+D01v4oegmrQRaA1HP0JzpRmGUSGYwJVgVAmBax/qmzUJTUvgpTX6MktBNQZ+ZqtWuOV1sn2OF8UWNCHqUVRoWRfYLy7HUa3UY/gXQfZyK2qCOjdKnztQ3x5Qk9cF6Po/QLO5/6kEc+yHaop6UrRAeTeacR3UdHUWwYLZh+jL30saeh9OUPE8jf4e6uEKa6cSLtj+iNaYdCL/JqFCcCz8iH4vnwX2O6G/J7/cbM+gQtQFhKf+SEIFvQsD+wWoUPWPwH41XE1pNirUR4ucPYJ+d08R7IgPmqKiONpFwzDigpX2McqP7ehf8jMIj1rLRPM5HSK8UDOoP9MNqJDVlZJrowQ17Tjmm+GUTNj6HE1FsKqIfo+jkWv1YxjT62fzGfqiPhX1i7oavT/jijnPH9AXrqD3LZoDfnvPdibBhaf/gzprO/wENWPWQnNwvYxGI/5QzPmVJZFSPdRGhS+vIOatv3g3+nvK8fSpg//TbhiusJWJBg04wtZVqImvF3q/H0bNiRcTLnDdjytsgQpYL6Nm7v0Em6Vz0WCOu4hMOhoUcCv6m3sBFYRrUT5+gIZhlDmm4apgElLD9U/U0Xousfk3OWSiprdBqDkspQzmMhf18QL1o9qIOo3HSgGqEfFzevbyIiqQFedPlEW4pqPQCDXQAICWlDwFRBoqdDlZ8M8nOBnqYuCSwPZwVEMD6rjdC1cb2RkV/Baj9zNSoe1Qkoie3d8hHTWR7cM1d+5F11+eyTvr4Apo9QjX7nmpj6Z9aILeO0dT2AtdSz9P37NQM7Cf8PtX9I+KUOqi9zkWPzXQPwj+igrNP43xHMMw4oqZFBOMhBG4ClCH4fG4DsKxUB2NthqEagwyy3BOB1Etzo7A/lw0ZUSsfEbR2rC/4xYLLi7f4mYnj+ToPIxgTZOXq1AN4krcRKyhNRK91ED9xhwBrAlqrgWNens7cH7PwNwcahJZk9UFjaC7DjUPf4v6t/0jQn/QVBJrUM2Mw02oxic1pO+nqMAXiwnzTFRAcQS2fRRP4C8poQlrQ7kf1Xp5tW51cFNU/JzgJKkOw4i9BJRhGJUOE7gSjEovcB0GXkG1I355sSLxU1TIup7YzG8l4Te4WqPLUIEwFtPkNtTctD9Kn/dxtUMlRdCX7340ACA00SuoY3RLn/ZfoKbaUI3aN7jC11Kia4gycB3BQQXMotIJVENNYwNQbaRfyZkC9PfwgM+xaWiAAKhJciiuUHQJmkcq9GfuDXhoh2qK1kWY30Oo07jjE3WA4GCB2WiEqsOFqEDp7VOaIuOxkoSrUTsX9Zf7LqRPMipwlsRv0TCMCscErgSj0gpc/wUmBz7Rosm8dECFrJvwFyLKkvWog/MJ9AX9GaqBiYSgJrMRRE/Y+RZweRnNEVTwdOrn5REubDwdmJOXe1CBJpZIuy9w60AuwS1uXRxSUGFoAKpVC83h5cdBVIMWqhkLfZr8HfXVc0renINq+hp7+uSj5tB1gf3haAqGaGxGS//44Q1W6IMWl3YEcUGjEF+LcO4AVCsZKqA52yVlNMEaP4e+6P0oqQ+jYRgVhglcCUalE7g+R192fyI236JmqIA1CHUQLo8XRwGquXByGz0BPBKh74/An1EfnNwoY85EX8SlyVTux69QTQ9oiogunmPv4C/cHSLYCTxWBNXevYU6nB+N3r2Q0ag2qyOxCXn7gf4E1xwEXctbPv1XomZZR7PUAhWCvKV4/o1Gsx5Hv4NX0d9VNLzaLi95qPDvmJpnoOVynO3bfcZKRX26ekW53qwoc3qMcCEtF1cgXY9b0iqUshbyDcMoF0zgSjAqhcAlqMljPKqRKOoXcSpqKhyEFvst73oFM3FfoGegL7O0kD7bUe3cDKKbDp9CE1VmlOkMXZ4LjA/6wr0tsB3Nf+wPRI9g82M/+uKeiwozJXHEr4v6dzk+YB0IF6D3olojp47gqWiG//OKGPtz1I/tC8+13kKd/h28psWzUAHez/cplC1ofjcvXmG2Nnq/96KRoqH3Jgk1RV4f5Rr7AnP61udYM9Q0HHqvuuBGvTqm3fMIF/zPRPPWlUUQiWEY5YaV9jFi5ziasqELqjFaQGRhKx01Df0NLSQ9LXBOef+C9hLsOzQFV9gS1Jn7GvQFPIHIwtavUZ+ah4ifsAXhqSFAzbWhwpa3YPPvCC+l48d/USGuP2oGHIzW7YsmbP0DddL/GeG+dd+j+cHuRoWdhmidxalo9Od3qCDmCFunoWbMooQtgLaoafVcz7UuRn9zDiM9xzfgb9r0i+o7HU0E6nWgvwz1gwPVeDn+hH735jmiC1ugArCfsAVqxt3m0+5EezZDNZY1UM1dqGC1Cf3jwDCMqo0YFUpeXp4AkpeXV34XPSgiz4lISxEhyqeaiPQVkT+JyIHym15U7hB3fjcG2n4QkRdEpINEXw8icq2IfF6O8/3Wc+2+gbZxIXOaHWi/3NM2M8J434jIH0Skl+j347fGBiJylU9775CxTojIp6K/hWtE5NQI40X6fFacGxEgLzAP729smuf4OhGpHjiWLPodh153pIg0ijCnbZ6x9kbp53xGxDDn2Z7+dUTkExGpFzLOH0PO2es5dnHIsTE+86gjIv+NYS6GYVQaivv+rnAN15QpU2jVqhXp6enk5OSwfHn0nAPLli0jJyeH9PR0WrduzQsvvBDWZ+7cuWRnZ5OWlkZ2djbz5s0r9nV/+OEH7rrrLrKysqhRowbt27dn6tSpQX127drF4MGDadSoEZmZmXTu3Jk33nijBHehnPgW1SI0Qx2zv4jQ7wL0r/5vUfPUL9ByJRXNSlx/qFPQsPrfoJF0Q3E1SKCOz4/gauC6oOks3kRNOOVFI9w6kM78TvMcn4lqkUATazqMxU2VsB0193ZD1zoMdZT3anSc7/QDVAP1uc9cQrOnV0M1WXejmq09gXOfQRN8FqUh74Nq1WagGp5YnBNqoekpnNxUBcAQ1JQoqFO9U7bmBJrfKlSrNRb1M3zFZ/zWuNquumjC0Ej8gqILnO8E/tezPxkN1ghN5zA3ZN+byyy0tuODhOfS2g88WsRcDMNIbOIsAEZl1qxZkpKSItOnT5fc3Fy55557JDMzU7788kvf/tu2bZOMjAy55557JDc3V6ZPny4pKSnyxhtvFPb5+OOPJTk5WcaMGSMbN26UMWPGSPXq1WXlypXFuu7tt98ubdq0kSVLlsj27dtl2rRpkpycLPPnzy/s07t3b/nJT34iq1atkq1bt8qTTz4p1apVk08++STme1AuGq71InKLiKRI5L/0zxSRx0Vkc/ymUSryReQccedbS0SSJHwd3UXkdRE5FjjvO9H1F5TvdIPoLu789gfaPhXV9oTSy9O3o4h0ksjf2eki8lsR+ae469slIu08fVqJqwmrLcW7D8clWLtT1Ke5iNwsIi+LiP9/YZcTIvJAyPm3iX7Px0TkXE97bZ9rpYrIYhHZI5G1WNtFZG2EY/3E/Y1EokBELvOcc724968gMIZ3TO+9fdXT/nufsbeKSM2Q86uJ/i4Mw0gIivv+rlCB6/zzz5ehQ4cGtbVr105GjPDX8z/44IPSrl27oLYhQ4ZIly5dCvcHDhwo/fr1C+rTt29fufHGGwv3Y7luhw4d5Iknngjq07lzZxk1alThfmZmprzyyitBferWrSsvvvii7/z9iJvAVSAii0TNWJFekI1F5D4RWS0VK5DEwrMSeR1pogLlmgqbXXR+Je5cP47Qp0DUVNVFIq8TETlLREaLvphDv7PvRCTb07eFiHwhIn08bbuKMe//iEgTz7mtROQNERkbGDOjiLm2FpFfisifRU2hfjwrwYLz5aIm4nXimhYjfWqJK6D8uYi+oZ+DMax/mqd/Iwk3+X0TMuYznmOjPe3zI4w/w2del0jl/79oGIaIJJBJ8dixY6xZs4Y+ffoEtffp04ePP/7Y95wVK1aE9e/bty+rV68mPz8/ah9nzFiv2717dxYsWMCOHTsQEZYsWcKmTZvo27dvUJ/Zs2fz/fffU1BQwKxZszh69Ci9evWKuO6jR49y4MCBoE9cGI6WAQktX1ILjfD7B+rsOwFNAlqZ8wDtwz/tQ1M0yvBr1DTXuTwnVQz8HOdDeRCdf2iqBYcs4P+hDuyD0aAA73e2By2X5ETANUcd2lsQnH7Bz9ToxwaCM9Jno2k4BqB5w/4P/V4+RFMzXEx4aZttwEuB+WahptwhaHqFXYE+9wT2nQz0bwfGaoJrWozEATRg4Gvgf9CAiiYxru9wEce3ouWYHF4kPMigKRoM4HAfrtk2mknR4VY0wMPLPwgOJDAMo8pQYQLXnj17OHHiBA0bNgxqb9iwIbt27fI9Z9euXb79jx8/zp49e6L2ccaM9bqTJk0iOzubrKwsUlNT6devH1OmTKF79+6FfWbPns3x48epV68eaWlpDBkyhHnz5tGmTWiMusvYsWOpXbt24adZs2YR+5YKb+mVVLQ0y1w00mwG+lIr65xT8eIrgv2PfoqG8W9HowxP8zupEhGLwLWoiDG+QQWQHmhUXiaa7qAd6vd0Gpoew+ERNCJvP8FCwX9imO9aNB+Vkxn9HNRnrHFIv1T0uxiF/t72A8vQnFQ9CS/jsxn4I5rLqjEqxN2JCo6v4vqM/TMw7o24UYuR2IEKXftQn60dRE5q6iVa2o0TaN1MpyD7HUTOkxV6rZGBfx2BK4nICXmT0PsRGo15P7HnUDMMI2EoTineuJCUFKxaEZGwtqL6h7bHMmZRfSZNmsTKlStZsGABLVq04IMPPuDOO++kcePG9O7dG4BRo0axb98+3n//ferXr8/8+fO5/vrrWb58OWeffbbv/EeOHMl997l/Oh84cCA+QteLaMLPzqiwVafsL1FudEQ1cd+gmozKqsmKhFfgipR8dRrqrP4VqlXyKwMUyoHAx487IrQPQQWzxj6f+qiTej/cdBo/QQMnYimynIamCrkQdYI/jCZ7dbLg/xPNKu+wMfAJjkVRNqNC21g0eWxoLcN2gbYtqBB7Dap1SydYwIzE62iaE7/amxNwk+q2IrzouJdzQ/YnB8Z1BK7m+Be1djgN/QPoSk/bVtQp3690kmEYCUuFCVz169cnOTk5TJu1e/fuMO2TQ6NGjXz7V69enXr16kXt44wZy3UPHz7MQw89xLx587j8cv3TtmPHjqxbt47x48fTu3dvtm7dyvPPP8+GDRvo0EHfqOeccw7Lly9n8uTJvtGTAGlpaaSlhWbpjAMXBD5VgSSCzTuJRkPcosuRNFwXoFo7h9dQ4RJUD/0yGjHn/WxEc3EVl0jFsv3oDswhWDBrSGxJOmugmtSLA/s/orm4HAHsX0QvWv0dboLbUP6DCmqPovfgAzTqcBpu1GdR/C8q1NXztH2Ka75OQiMho0XoJgPXolGeDtfgCqyRyg95uQIVKv/oaXsSXY//o9AwjASkwkyKqamp5OTksGhRsC1l0aJFdOvWzfecrl27hvV/7733OO+880hJSYnaxxkzluvm5+eTn59PtWrBtyc5OZmCAo3FP3RIU0dH62MYgL64HS3XDqJnvne4AdcUVYBqdB5E0yHMQv18Woac88fAsYmBvoNRv67SFEeeiKbcuBqtd9gM1WQ1QE2N/VBfpIdRQW4uKlRtJzzJaCbqVzgG1XztQzPCP4Bq0or7NJqJ+nw5iWvnoIJtaBLS5/H37dpNsIbrKHrPnKSzD6ACZ1FcFLLvrbkYyX8rlAkEC2cHKdqHzTCMxCJ+/vtF46RnmDFjhuTm5sq9994rmZmZ8sUXX4iIyIgRI2Tw4MGF/Z20EMOHD5fc3FyZMWNGWFqIjz76SJKTk2XcuHGyceNGGTduXMS0EJGuKyLSs2dP6dChgyxZskS2bdsmM2fOlPT0dJkyZYqIiBw7dkxOP/106dGjh6xatUq2bNki48ePl6SkJHn77bdjvgcVkvjUKH+GiBuJ9lGM53ij5K7xtOdJcDRjAyk6CWlnT/9lIvKmiEwWkVEi0lSKjuor6aeOiLQXTf45SER+IyITROQvIrJENBIyTzQyb7+I/F00crZ9jONni8g9UY57UzJESnFxbuD6Iz1tZ4nIkSLuqcOGKNefEOMYIiIrJDiZbZJo5KphGJWShEoLISIyefJkadGihaSmpkrnzp1l2bJlhcduvvlm6dmzZ1D/pUuXSqdOnSQ1NVVatmwpU6dODRtzzpw50rZtW0lJSZF27drJ3Llzi3VdEZGdO3fKLbfcIk2aNJH09HRp27atTJgwQQoK3JjtTZs2yXXXXScNGjSQjIwM6dixY1iaiKIwgeskYZK4L9LQrOSROCLBaRk2iGb87+Zpqy+aZ6wofu45xyuczZfg/GxXiqZl+FY0zcZbIjJdRJ4Qkf8VFfwuEJFmEj2vW3E/GSLSRjRn2fUicreI3F/KMe+V8BQL+6VoATNFNH9XrBSICr1+Y4U/eqLzSMj5F/qswTCMSkFx399WvLqCqRTFq434sxi4JLB9D/BsjOdNxPVfuwZN//BhYL9eYNyOMYzjLQz9Jup39DpaY9BxSP8Z6jsWGl0YCUFTMYT6lvl9DkUYI948ipr8uhDsvO44zfvxFBr9WhxuJNgHz+HnxBY16ZCPVhRY7Wl7A03HYRhGpaK4728TuCoYE7hOEr5Dy/yA+jG9F+N5P6K5tPaGtNdFUzGcG+M4s1GhANSHqinqe+W4Gw5CHfPjEUYjqE9SLILZ/jhcH1TY6ooKX79E159LcASpl6/R3GGx8kc0AtSP9YQXK4/G52j5ICdXWEs0QCJatKNhGOWOCVwJhglcJwmCpgBwknPuKMa5D6HpERzqoMJWcdJj/Jtg4SwJt/bhbWh0X2XIy3YYTYrqJ4zNLKNrNEbvfxJwPapB8uMR4HFiSwq8hcgO8uejgQTFub+TCc4VNgY3x5dhGJUCE7gSDBO4TiJ6oukLQCP06sRwzmE0r5XXxPQ34KpiXvsQGiUYyp3AH6jAeOVi8i+0aPb+CMevQtf6fpQxstBcVz+gmqedRVwzFm2XoDm3volwfDya0DRWBE3o6lSKyERze4UmnzUMo8Io7vs7UR6zhpH4xJJx3ssR1G9rdUj7shJcO8On7X40ZUIiPQV+ggpdfjyACqOL0JQP3jQLdQLH/oqmpEhFNUhFCVugqTBG42oE/UjCzTfm0AlXOzYK1YLFShJaFslJOPsjxfcrMwyjUpFIj1rDSGy8+bCKEriOojmi/Hy9XkCd52NF0ESaXn4F/J7KXUMzEq1RM10of8YtiXMamiHfKfu0P3B8IKqtmo0KX6DC2MOeceoDp4aM/QT6tIxmCg4VuH4B3B3YPgLcjuszFwtNUFOvw8uEC9+GYSQMJnAZRnkRq4brKBqV9m5gPxONTBwW2D+Eln6JBUG1K4+GtP8PiSlsAUxHywSFsotgP682aGJVx5T6Bhrx+S2aZd5hCipQ9Qrs70GjC+f6XCOLyNqu0ASoZ6ARj60C+8sIziYfCz9Dk7E6/KaY5xuGUWkwgcswyotYaioeQ7Uwbwf2M1DB66eoycyJIvwDkesoOghqNhzjcyyWItaVlSWe7aEhx14K2T8PzUDvOKw/h0Yo7gvsD0SjN6uh9Ucd0+tkNO3GD6hvlpdI2q7Qfk1QYW+6p+1BYquT6eUPnrFXE920aRhGpcUELsMoLxqg5irw13Dloy//BYH9Gqjg1SOw3ww1U4GayPyKPjsUAL9G83g5XOvZ/jzWSVdCHkJzaL2G3oNHPMfW45bmceiPv2apMardcjR9bQgWTm8LHPuS4FqJDtG0XeD6h12CmhNB02MMiXKOH7VR8+hN6DoSVTNpGCc5JnAZRnniaLl24mpZQIWtm3Bf7OnAW7hmLocRuP9rn8HN1eTlBPqCdwSyJFTL4jVDJrLA1RGtGfnzwP4o3OSvR/DX6P0SV1h1+B+CC1eDmm1/GtjeilvP8BrUcT2StutbwoWoDz3b43HrOS5E/cmKQ3vgL7hrNgwj4TCByzDKEz8/ruPoy9/xGUpDtVyhTtigfkHXB7Z3AzNCjh9HBQvHl6ka8AoqgDXF9WdKZJNiKKkEJ219ClgX0ucE4VGC04BPQ9qqoWZJJ8nos2gOLVBz45fAfJ85NEVTbHhZ7NmujQY7ONyL+pwZhnHSYAKXYZQnoZGKjoD0eqAtDU1fcGmUMbwJMH+Ha0I7hpok/xLYr45qgv4nsJ8EnBnY3k646S2R6YSbNuE4cAvB6xuPKzg5HEDNjaE+VWfiRnUKqh3zahKvxq0A4OWFkP3VBPvZXYlqMUG1m3dhGMZJhAlchlGeeDVc69HyOk56glS0zmHfIsY4B7gisP016st0BI1sdLRkqYHt60PObRf49wRqMqtKPIxrWvw3rmnxU1w/ryQ01YaTVuJbVOjymncBhgMXBLY/Bx4LOZ4BfIEKx5E4ASwPaXsO149vLv6RkIZhVElM4DKM8sQrcL0AvBrYTkFfvpfFOI43CeZYVOvyVmA/ncjZ6Nt6tquSWRFc06ITkfgUmj5iMOojBxoleCl6r5zEqLno/TviGSsZNS06hbzH45+KwslsH6rtcggtXH0aGnXo8Gvg+wjnGoZRpTCByzDKk9Nwk3GeCPxbHU1dcIXvGf44hZhBS744CVIz0MjGfhHO8wpciew4H4lQ0+IFuH5aZ6O1EcFNjNogsL8cFcy8iUmzcTVbBag28ijh1EC1XX7Fpf+KRjJ6uQFXGP4O1aYZhlHlMYHLMMobr5YrGfXfuroE44SWejkFFbz8nO0d2nm2q6LABRpZeHZIWwoaGZjmaWuDCqfexKjDCY42/A1ukfBcwjP2e2kXof0J1JTppIlIQiNIawf2X8FNcmsYRpXFBC7DKG8uCfybjDq1Xxulb1HjdA9s10ELNv80Ym/lDM92VTMpOqSiiUu9XIf6voUSmhh1EjDBczwFjfhMCeyPAz7xGUdQTSOoqfJMnz5NcDVmTUKuM4SiE9kahpHQmMBlGOXNb1Ctxhq0dEtJSUKd7F9A0yD41RcMJRNNoAqq4aqqWcv/ErKfi+vHFUp/grPBP4AbyADqiO/UWjyBmhZDIzx3oZGLoELtBPx5HFfb9Uugd6D9azTHmmEYVRYTuAyjvElH/YX8NC7F5TRUOxLJadsPx/S1j+IVwU4U3iU8RcN6/BOiOtyKmv4cbiY4j9ZI3AjIT1FNlxdvjq/TgQtxtWZ+NEGFrz/ilhOaitZbNAyjSmICl2GcbFTlSMW9aEkehztwBZ//h6aLiMQo4FeB7XzU1Os43KeipkXvWOs95272bG9ANVw1PG1f4BaxdngcaA3c42m7HY16NAyjymECl2GcbFTlSMVf4zqn90WzyTuJYp2EqJFMi0mo79eVgf3QxKidcc1++ajGaxpaDsgr5C1BtWU/eNq+BrbhFiX3MtazvYXwqEbDMKoEJnAZxslGVY1UnAXMDmyfiubRSkKTnjpRi+sIFnBCqY76bzlJT78FctBI0t8TrhEcCjwfZbyaaP1DZ7zL0NQSraOc8wzwryjHDcNISKoX3cUwjCpFVdRw7SC4luFU3GLRTkLU81Gn9yfRNByhPnQnUNPgv1EBbVWgfQ+aOytWRqJC2rmoGTH0z9pUNMv/O8DlPucXoA71a3ATrxqGkfCYhsswTjaa4jpqVwUfLkFNek55nhsJF5A6429a3Az8L9AFzWPWPnD+i1GuF+3P1DNR5/wBaJ6vaE9YR9vVxufYBuDuKOcahpFwmMBlGCcb1XC1XNtI/CLW04D/C2w3JjwHl4OfafEqNKJxFcEFqiNxIeqbdYhgTaHD6T5t0UhF/bbe8Tk2DRXcDMOoEpjAZRgnI46wcAIVuhKVLcD9nv2XgLoR+oZGGj6Jf0TgYGAB8CVq3nvHc84HaC3EGrg+Yl7OoGT0RwXfUG3Xm4Fr7CrhuIZhVBpM4DKMk5GqkBriBPALXKFpKJFrSDrkEGxaTAuc52UOKsg1RYUdv8SofwG6EZzSAfzNg7GSErjuPJ9jjbHoRcNIcEzgMoyTkaoQqfh7YEVgu01gPxZGAWcFtjejwsxSXGHpCHAf0AP33oQmRr0FTYz6VMjY71F6rkE1aaE4NRlN22UYCYkJXIZxMpLokYr/Bh4NbFcD/oSmYIiFNDRq0WtarBMY8x5cM+EKNJLx96g2zS8x6magnmfst9AIxNLSA7g3wjHTdhlGQmICl2GcjHiLKyeaSfEo6mflJDB9kKKLdoeSg5vE9DiqwUoFnkW1S44v1lHP+P8hPDHqZYHzvdyO+n6Vlv9H5Hxdpu0yjITDBC7DOBkJLWKdSDyKW1anI/BYCcd5BNe0uBa3PmJ3NIrxPlxt1yqgE1qy51WCE6PmhYy7FI0wLC2ZBPuO+WHaLsNIGEzgMoyTFces+D2JU8T6Q1xfrRTgz6iJsCT4mRad2okZqHD1Ia428CiqFesNPE14RKL3afogGuVYWi5G60E69CY89YRpuwwjITCByzBOVhItUvEgGpUogf0nUQ1XafCaFvMJr7XYDdV2PYD7tPwX0AfNyeWlADUngubqusMz19LwezRiEuB91JdsoU+/xrh+bYZhVDpM4DKMk5VEi1T8DbA9sN0tsF8WRDItOtQAfgd8hHvPjgEzfMY6DmQFthdF6FNcaqPJWR2Go878+YRr2Z7EtF2GUUkxgcswTlYSKVLxHeCPge1M4BVcU2BpSSM8IeqnPv26oALZb4n85HyZ4ICE+4FvymCOV6BFsEFLGN2JzncTbpZ9L6btMoxKhwlchnGykigmxb1orUSHCZQuwagf56GCFPibFh3SUQ3YCiA7wliLcWtVHkBTSZSFafE54LTA9jzgjcB2H0zbZRgJgAlchnGykoWay6DyargELS7tCA39cXNhlTWPAh0C22tRx/hInA98EuW4t2TQu6hzf2mpDzzv2b8LFUZBC2pH03Y9VwbXNwyjVJjAZRgnK6FFrP00OhXNLLTUDmiNxBmE1y8sK0KjFp/A37TokIJqvGLhHmBniWfmcj2aiR5gN+HJUR1t15kh7fcCP5bB9Q3DKDEmcBnGyYwjcB2nbDKklyU7UF8lh6motiaexGpaBPXNOhLY7oc630diP6qpK61pMQmYgmbGB80J9k5In+qoxtKr7WqKq800DKNCMIHLME5mKqvjvAC/RAUVgJuAgeV07VhNi1s82x1QjdgawvNkOfwN1diVlsbAM579IaivWCiOtmstWrbInvaGUaHYf0HDOJmprKkhXsAtBN2EYN+leBOraXGzZ9sRsjoDnwG/jjD2r4DvSj9FbkEFKlBN24MR+lUHziW43qNhGBWCCVyGcTJTGSMVNxOcY+sl1H+rPAk1Ld5KuGnRK3B5IwRTUQHxTZ9xf8AtC1QaktDyQZmB/WloSSHDMCotFS5wTZkyhVatWpGenk5OTg7Lly+P2n/ZsmXk5OSQnp5O69ateeGFF8L6zJ07l+zsbNLS0sjOzmbevHnFvu4PP/zAXXfdRVZWFjVq1KB9+/ZMnTo1bJwVK1Zw8cUXk5mZSZ06dejVqxeHDx8u5l0wjArC61xdGTRcx4GbcaP8/hfoW0Fz8ZoWPyHctBhJ4HK4Fk0fEcqXgf5HfI4Vh5YEJ2m9neDoSMMwKhdSgcyaNUtSUlJk+vTpkpubK/fcc49kZmbKl19+6dt/27ZtkpGRIffcc4/k5ubK9OnTJSUlRd54443CPh9//LEkJyfLmDFjZOPGjTJmzBipXr26rFy5sljXvf3226VNmzayZMkS2b59u0ybNk2Sk5Nl/vz5QdeqVauWjB07VjZs2CCbNm2SOXPmyJEjR2K+B3l5eQJIXl5ecW6dYZQdWSKCiNSr6ImIyFOic0FE2ojIDxU7HfmXiCSLzidFRD71HGsfaE8XkRNRxnhX3DV5P6eJyIpSzu+EiHT3jHlfKcczDCNmivv+rlCB6/zzz5ehQ4cGtbVr105GjBjh2//BBx+Udu3aBbUNGTJEunTpUrg/cOBA6devX1Cfvn37yo033lis63bo0EGeeOKJoD6dO3eWUaNGFe5fcMEFQfslwQQuo8K5RNwX9n8rcB6fiEj1wDyqichHFTgXLyPFvT+dReSYiBwXkdRAW4cYxpgp/kJXNRH5jYgcKsX8/iMiaZ7xVkbvbhhG2VDc93eFmRSPHTvGmjVr6NOnT1B7nz59+Pjjj33PWbFiRVj/vn37snr1avLz86P2ccaM9brdu3dnwYIF7NixAxFhyZIlbNq0ib591b6xe/duVq1aRYMGDejWrRsNGzakZ8+efPjhhyW4G4ZRgVSGSMUjaGHq44H936L1EisDo3Gzyn+C1lX8Bq2nCP7mxFBuQTO/h1IAjEcd2/0fe0XTFnjcM94vgaMlHMswjLhRYQLXnj17OHHiBA0bNgxqb9iwIbt2+dei2LVrl2//48ePs2fPnqh9nDFjve6kSZPIzs4mKyuL1NRU+vXrx5QpU+jevTsA27ZtA+Cxxx7jjjvuYOHChXTu3JlLLrmEzZs3E4mjR49y4MCBoI9hVCiVIVLxUWBDYPsc4LEKmocfoVGLj6OldRwipYEI5WE0hYMfm4DuaO3Fkvhh3Q/kBLZzgadKMIZhGHGlwp3mk5KC00aLSFhbUf1D22MZs6g+kyZNYuXKlSxYsIA1a9YwYcIE7rzzTt5//30ACgoKABgyZAi33nornTp1YuLEibRt25aXXnop4vzHjh1L7dq1Cz/NmjWL2NcwyoWK1nAtR7U8oBF+rwT+rUz8BDf1Qj7wgOdYLBou0MjC54GrIhwXNL/WuUBxFeXV0Sz81QP7Y9HcW4ZhVBoqTOCqX78+ycnJYdqs3bt3h2mfHBo1auTbv3r16tSrVy9qH2fMWK57+PBhHnroIZ555hmuvPJKOnbsyF133cUNN9zA+PH6ZmjcWFNeZ2cHV7Bt3749X331VcR1jxw5kry8vMLP119/HbGvYZQLFZka4iAalehkYH8S6FjOc4gVr2nxuKc9VoELVCD6K9AlpP0iVJMGGv14IcUvx3MOMNIzv9tC5mkYRoVSYQJXamoqOTk5LFq0KKh90aJFdOvm77zRtWvXsP7vvfce5513HikpKVH7OGPGct38/Hzy8/OpVi349iQnJxdqtlq2bEmTJk34/PNglcCmTZto0aJFxHWnpaVRq1atoI9hVCjNqLgi1vcD2wPbjkmtsuKYFkOfmsURuAAygL+HnLcJWIYriAlacPoc4INijP0wrlC4BphQzLkZhhE/4ue/XzROeoYZM2ZIbm6u3HvvvZKZmSlffPGFiIiMGDFCBg8eXNjfSQsxfPhwyc3NlRkzZoSlhfjoo48kOTlZxo0bJxs3bpRx48ZFTAsR6boiIj179pQOHTrIkiVLZNu2bTJz5kxJT0+XKVOmFPaZOHGi1KpVS+bMmSObN2+WUaNGSXp6umzZsiXme2BRikal4BzRKLfqolF45cFb4kbrZYrI1nK6bmkZIe68a0j0lBDR2CoiDTxjPSka/ThBNNWEN5rxLhE5GOO4K0WjFRGNXvxPCednGEZUEiothIjI5MmTpUWLFpKamiqdO3eWZcuWFR67+eabpWfPnkH9ly5dKp06dZLU1FRp2bKlTJ06NWzMOXPmSNu2bSUlJUXatWsnc+fOLdZ1RUR27twpt9xyizRp0kTS09Olbdu2MmHCBCkoKAjqN3bsWMnKypKMjAzp2rWrLF++vFjrN4HLqBQMFPflXh4v6P+KSEPPNf9YDtcsK46IK6BeU8qxVotIzcBY/8/T/rmI/FSCha5WIrI4xnHv85zXXUouFBqGEZHivr+TRKS09euNUnDgwAFq165NXl6emReNimM0WjMQtMhyJMfuskDQQtRvBPYvA95CncoThR+Bf6C+VnVKOdYOYB1wKcHBAieAPwAPAd7iFXeiWe9rRhnzEOoLtzWw/wfgrlLO0zCMIIr7/q7wKEXDMCoB5Rmp+FdcYasu8CKJJWyB1jC8itILWwBNgcsJj8xMRh3nPwV6eNqnAGejAl8kMtD76jAC+KKU8zQMo1SYwGUYRvlFKn4D/Nqz/wLQOI7XqwqcjhamnoQKUqDCU29gKBAplV8v3LxfPwK/wo0GNQyj3DGByzCM8tFwCZoFfX9g/+fA9XG6VlWjGjAM1Xb19LRPQ7Vdi/xOQrPiZwW2F6FRloZhVAgmcBmGof5ATQPb8RK4puAKBk3QJKBG8WgDLAYmo2ZNgK+APqgGKy+kfy1UKHO4D9gZ5zkahuGLCVyGYSiOlmsPsLeMx95EcHb2mcCpZXyNk4VqqOP8ejRhqsN04CxgYUj/y4D/CWzvD5xrpkXDKHdM4DIMQ4lXTcXjaGFqJ9LuTlQjY5SOVsD7wFTciMVvgP4Em24BngUaBLbnA3PKY4KGYXgxgcswDCVeflxPA6sC26ejfkVG2VANdZzfgDrRO8wEOgBvB/brEWzCvQvVZBqGUW6YwGUYhhKPSMW1wGOB7WpoYerMiL2NktICeA/4I3BKoO1b4ArgFmAf8DPg2sCx/6IpJwzDKDdM4DIMQylrk+IRYDBuAeURQNcyGNfwJwm4A9V2eU22f0K1XW+hzvZ1Au2vBdoMwygXTOAyDEMp6yLWjwCfBbbPRbPZG/GnOeo4PwONUgSNTLwKeBD9XhyGEh7ZaBhGXDCByzAMpRpwRmB7C5BfirE+ACYEtlOBPxOeSd2IH0mo4/xnqBO9w6uoD51j1t1BcPSoYRhxwwQuwzBcHLPicWB7Ccc4CNyMm3rgKTRdgVH+ZKGO8zOB2oG279DM8w7T0dxehmHEFRO4DMNwKYtIxftw6/b1AIaXZkJGqUlCHec/Q2s2+nE7wUKYYRhljglchmG4lDZS8S3cosk10VIyyaWck1E2NAX+jkaK1gk5th0YVd4TMoyTCxO4DMNwKY2Gaw+qKXGYCLQu9YyMsiQJjRzNRZ3ovTwHrC73GRnGSYMJXIZhuJRU4BI04u27wP7lwG1lNSmjzGmMZpx/DagbaBM0l5dhGHHBBC7DMFxOQQtLQ/FMiq8BcwPb9VCzYlIZzssoe5KAn6O+XbcDfYFBFTojw6jSVK/oCRiGUcloi2Yp3wN8j6sBicTXaKkYhxeARvGZmhEHGqGRioZhxBXTcBmGEUxxMs4XALfiJs8chJaQMQzDMIIwgcswjGCK48c1BfhHYLsp8Ie4zMgwDCPhMYHLMIxgYk0N8TlaKsZhJnBqXGZkGIaR8JjAZRhGMLGYFI8DvwAOB/Z/DVwaz0kZhmEkNiZwGYYRTHMgPbAdSeAaB/wzsH0G8HS8J2UYhpHYmMBlGEYwoUWsj4cc/wR43NP3z7jFkA3DMAxfTOAyDCMcx6yYT3AR6yNopnJHCHsIuKAc52UYhpGgmMBlGEY4kSIVR6FlYQA6AY+U24wMwzASGhO4DMMIxy9ScRnwTGA7DTUlppbnpAzDMBIXE7gMwwgnNFLxAHALWm8P4CmgQznPyTAMI4ExgcswjHDO9Gx/DtwHfBHYvxC4t5znYxiGkeBYLUXDMMKpBTQGdgIrgeWB9prAy0ByxUzLMAwjUTENl2EY/ngjFR2eBVqV/1QMwzASHRO4DMPwp23I/hXALytiIoZhGImPCVyGYfjjFbjqAdOBpAqai2EYRoJjApdhGP5cgaZ/SAFeBBpV7HQMwzASGXOaNwzDn9PR0j5HgTYVPBfDMIwExwQuwzAik1XREzAMw6gamEnRMAzDMAwjzpjAZRiGYRiGEWdM4DIMwzAMw4gzJnAZhmEYhmHEGRO4DMMwDMMw4owJXIZhGIZhGHGmwgWuKVOm0KpVK9LT08nJyWH58uVR+y9btoycnBzS09Np3bo1L7zwQlifuXPnkp2dTVpaGtnZ2cybN6/Y1/3hhx+46667yMrKokaNGrRv356pU6f6zklE6N+/P0lJScyfPz/2xRuGYRiGcVJQoQLX7Nmzuffee3n44YdZu3YtPXr0oH///nz11Ve+/bdv385ll11Gjx49WLt2LQ899BB33303c+fOLeyzYsUKbrjhBgYPHsy///1vBg8ezMCBA1m1alWxrjt8+HAWLlzIq6++ysaNGxk+fDjDhg3jb3/7W9i8nn32WZKSrOaJYRiGYRgRkArk/PPPl6FDhwa1tWvXTkaMGOHb/8EHH5R27doFtQ0ZMkS6dOlSuD9w4EDp169fUJ++ffvKjTfeWKzrdujQQZ544omgPp07d5ZRo0YFta1bt06ysrJk586dAsi8efMirNafvLw8ASQvL69Y5xmGYRiGUXEU9/1dYRquY8eOsWbNGvr06RPU3qdPHz7++GPfc1asWBHWv2/fvqxevZr8/PyofZwxY71u9+7dWbBgATt27EBEWLJkCZs2baJv376FfQ4dOsRNN93E888/T6NGsRWaO3r0KAcOHAj6GIZhGIZRtakwgWvPnj2cOHGChg0bBrU3bNiQXbt2+Z6za9cu3/7Hjx9nz549Ufs4Y8Z63UmTJpGdnU1WVhapqan069ePKVOm0L1798I+w4cPp1u3blx99dUxr3vs2LHUrl278NOsWbOYzzUMwzAMIzGp8FqKob5PIhLVH8qvf2h7LGMW1WfSpEmsXLmSBQsW0KJFCz744APuvPNOGjduTO/evVmwYAGLFy9m7dq1MazSZeTIkdx3332F+wcOHDChyzAMwzCqOBUmcNWvX5/k5OQwbdbu3bvDtE8OjRo18u1fvXp16tWrF7WPM2Ys1z18+DAPPfQQ8+bN4/LLLwegY8eOrFu3jvHjx9O7d28WL17M1q1bqVOnTtA4AwYMoEePHixdutR3DWlpaaSlpUW4K4ZhGIZhVEUqTOBKTU0lJyeHRYsWce211xa2L1q0KKKJrmvXrvz9738Panvvvfc477zzSElJKeyzaNEihg8fHtSnW7duMV83Pz+f/Px8qlULtrgmJydTUFAAwIgRI7j99tuDjp999tlMnDiRK6+8Mub74GjozJfLMAzDMBIH573tvMeLJF7e+7Ewa9YsSUlJkRkzZkhubq7ce++9kpmZKV988YWIiIwYMUIGDx5c2H/btm2SkZEhw4cPl9zcXJkxY4akpKTIG2+8Udjno48+kuTkZBk3bpxs3LhRxo0bJ9WrV5eVK1fGfF0RkZ49e0qHDh1kyZIlsm3bNpk5c6akp6fLlClTIq6HEkQpfv311wLYxz72sY997GOfBPx8/fXXMb3vK9SH64YbbmDv3r088cQT7Ny5k7POOot33nmHFi1aALBz586g3FitWrXinXfeYfjw4UyePJkmTZowadIkBgwYUNinW7duzJo1i1GjRvHII4/Qpk0bZs+ezQUXXBDzdQFmzZrFyJEjGTRoEN9//z0tWrTgqaeeYujQoWV6D5o0acLXX3/NKaecUqpcXo4v2Ndff02tWrXKcIaVA1tf4lPV11jV1wdVf422vsSnPNcoIhw8eJAmTZrE1D8poJkxEpwDBw5Qu3Zt8vLyquR/JFtf4lPV11jV1wdVf422vsSnMq+xwkv7GIZhGIZhVHVM4DIMwzAMw4gzJnBVEdLS0hg9enSVTTlh60t8qvoaq/r6oOqv0daX+FTmNZoPl2EYhmEYRpwxDZdhGIZhGEacMYHLMAzDMAwjzpjAZRiGYRiGEWdM4DIMwzAMw4gzJnCVA1OmTKFVq1akp6eTk5PD8uXLo/ZftmwZOTk5pKen07p1a1544YWwPnPnziU7O5u0tDSys7OZN29esa/73Xffccstt9CkSRMyMjLo168fmzdvDhtnxYoVXHzxxWRmZlKnTh169erF4cOHq8T6du3axeDBg2nUqBGZmZl07tyZN954o9jXiscaP/jgA6688kqaNGlCUlIS8+fPDxtDRHjsscdo0qQJNWrUoFevXnz22WdBfY4ePcqwYcOoX78+mZmZXHXVVXzzzTdVYn3ff/89w4YNo23btmRkZNC8eXPuvvtu8vLyqsT6Qvv2798/4liJvsbK+Jwpq/XF8pyprOt788036du3L/Xr1ycpKYl169aF9YnlGZPIa4z1OVMkxSr8ZxQbp27j9OnTJTc3V+655x7JzMyUL7/80re/Uy/ynnvukdzcXJk+fXpYvciPP/5YkpOTZcyYMbJx40YZM2ZMxHqRka5bUFAgXbp0kR49esg///lP+c9//iO/+tWvpHnz5vLDDz8EXatWrVoyduxY2bBhg2zatEnmzJkjR44cqRLr6927t/zkJz+RVatWydatW+XJJ5+UatWqySeffFLh3+E777wjDz/8sMydO1fAv07nuHHj5JRTTpG5c+fK+vXr5YYbbpDGjRvLgQMHCvsMHTpUmjZtKosWLZJPPvlELrroIjnnnHPk+PHjCb++9evXy3XXXScLFiyQLVu2yD/+8Q8544wzZMCAAVXm+3N45plnpH///r5jJfoaK+tzpqzWV9RzpjKv75VXXpHHH39cpk+fLoCsXbs2rE9Rz5hEX2Msz5lYMIErzpx//vkydOjQoLZ27drJiBEjfPs/+OCD0q5du6C2IUOGSJcuXQr3Bw4cKP369Qvq07dvX7nxxhtjvu7nn38ugGzYsKHw+PHjx6Vu3boyffr0wrYLLrhARo0aVWXXl5mZKa+88krQOHXr1pUXX3yxwtfoxe9BUVBQII0aNZJx48YVth05ckRq164tL7zwgoiI7N+/X1JSUmTWrFmFfXbs2CHVqlWThQsXJvz6/Hj99dclNTVV8vPzq8z61q1bJ1lZWbJz507fsRJ9jZX1OVNW6yvqOVNZ1+dl+/btvsJILM+YRF+jH6HPmVgwk2IcOXbsGGvWrKFPnz5B7X369OHjjz/2PWfFihVh/fv27cvq1avJz8+P2scZM5brHj16FID09PTC48nJyaSmpvLhhx8CsHv3blatWkWDBg3o1q0bDRs2pGfPnoXHE319AN27d2f27Nl8//33FBQUMGvWLI4ePUqvXr0qdI2xsH37dnbt2hU0TlpaGj179iwcZ82aNeTn5wf1adKkCWeddRYff/xxwq/PD6eGWvXq1avE+g4dOsRNN93E888/T6NGjcLGSfQ1VtbnTFmtD6I/Zyrz+mKhqGcMVO7vsKR4nzOxYgJXHNmzZw8nTpygYcOGQe0NGzZk165dvufs2rXLt//x48fZs2dP1D7OmLFct127drRo0YKRI0eyb98+jh07xrhx49i1axc7d+4EYNu2bQA89thj3HHHHSxcuJDOnTtzySWXsHnz5oRfH8Ds2bM5fvw49erVIy0tjSFDhjBv3jzatGkT87XiscZYcPpGG2fXrl2kpqZy6qmn+vZJ9PWFsnfvXp588kmGDBkCJP73BzB8+HC6devG1Vdf7TtOoq+xsj5nymp9EP05U5nXFwtFPWOgcv9GS0LocyZWTOAqB5KSkoL2RSSsraj+oe2xjBmtT0pKCnPnzmXTpk3UrVuXjIwMli5dSv/+/UlOTgagoKAAgCFDhnDrrbfSqVMnJk6cSNu2bXnppZcSfn0Ao0aNYt++fbz//vusXr2a++67j+uvv57169fHfK14rjEWSjJOaJ+qsL4DBw5w+eWXk52dzejRo0s0RrT+oe3lsb4FCxawePFinn322VKNE2v/0PbyWGNlf87EQlHjxPKcqczrKwnFfWb7URnXGO05UxQmcMWR+vXrk5ycHCZt7969O0wqd2jUqJFv/+rVq1OvXr2ofZwxY71uTk4O69atY//+/ezcuZOFCxeyd+9eWrVqBUDjxo0ByM7ODhqnffv2fPXVVwm/vq1bt/L888/z0ksvcckll3DOOecwevRozjvvPCZPnlysa5X1GmPBMS9FG6dRo0YcO3aMffv2+fZJ9PU5HDx4kH79+lGzZk3mzZtHSkoKkPjf3+LFi9m6dSt16tShevXqheaLAQMGFJq9E32NlfU5U1brK+o5U5nXFwtFPWOgcv9Gi0Ok50ysmMAVR1JTU8nJyWHRokVB7YsWLaJbt26+53Tt2jWs/3vvvcd5551X+OVG6uOMWdzr1q5dm9NOO43NmzezevXqQtNFy5YtadKkCZ9//nlQ/02bNtGiRYuEX9+hQ4cAqFYt+L9BcnJy4V/dFbXGWGjVqhWNGjUKGufYsWMsW7ascJycnBxSUlKC+uzcuZMNGzbQrVu3hF8f6F+cffr0ITU1lQULFgT57SX6+kaMGMGnn37KunXrCj8AEydOZObMmVVijZX1OVNW6yvqOVOZ1xcLRT1joHL/RmMl2nMmZmJ2rzdKhBMKO2PGDMnNzZV7771XMjMz5YsvvhARkREjRsjgwYML+zuhsMOHD5fc3FyZMWNGWCjsRx99JMnJyTJu3DjZuHGjjBs3LmLahEjXFdEoiyVLlsjWrVtl/vz50qJFC7nuuuuC5j9x4kSpVauWzJkzRzZv3iyjRo2S9PR02bJlS8Kv79ixY3L66adLjx49ZNWqVbJlyxYZP368JCUlydtvv13h3+HBgwdl7dq1snbtWgHkmWeekbVr1waFUY8bN05q164tb775pqxfv15uuukm37QQWVlZ8v7778snn3wiF198sW9aiERc34EDB+SCCy6Qs88+W7Zs2SI7d+4s/FSF9flBlLQQibrGyvqcKYv1xfKcqczr27t3r6xdu1befvttAWTWrFmydu1a2blzZ2Gfop4xib7GWJ4zsWACVzkwefJkadGihaSmpkrnzp1l2bJlhcduvvlm6dmzZ1D/pUuXSqdOnSQ1NVVatmwpU6dODRtzzpw50rZtW0lJSZF27drJ3Llzi3VdEZHnnntOsrKyJCUlRZo3by6jRo2So0ePho0zduxYycrKkoyMDOnatassX768yqxv06ZNct1110mDBg0kIyNDOnbsGBa+XVFrXLJkiQBhn5tvvrmwT0FBgYwePVoaNWokaWlpcuGFF8r69euDxjl8+LDcddddUrduXalRo4ZcccUV8tVXX1WJ9UUaA5Dt27cn/Pr88BO4qsIaK+NzpqzWF8tzprKub+bMmb59Ro8eXdgnlmdMIq8x1udMUSSJBLzQDMMwDMMwjLhgPlyGYRiGYRhxxgQuwzAMwzCMOGMCl2EYhmEYRpwxgcswDMMwDCPOmMBlGIZhGIYRZ0zgMgzDMAzDiDMmcBmGYRiGYcQZE7gMwzAMw4gbIkL//v1JSkpi/vz5UftOnTqVjh07UqtWLWrVqkXXrl159913I/YfMmQISUlJQQXev//+e4YNG0bbtm3JyMigefPm3H333eTl5RVr3p999hkDBgygZcuWYdcoCSZwGYZhlCEnTpygW7duDBgwIKg9Ly+PZs2aMWrUqAqamWGUPb169eLll1+O2ufZZ58lKSkppvGysrIYN24cq1evZvXq1Vx88cVcffXVfPbZZ2F958+fz6pVq2jSpElQ+7fffsu3337L+PHjWb9+PS+//DILFy7ktttui3ldoHUwW7duzbhx4woLlZeKmHPSG4ZhGDGxadMmycjIkFdffbWwbfDgwdKxY0ff8lmGkaj07NlTZs6cGfH4unXrJCsrS3bu3BmxLFVRnHrqqfLiiy8GtX3zzTfStGlT2bBhg7Ro0UImTpwYdYzXX39dUlNTJT8/P2iMgQMHSp06daRu3bpy1VVXRSzVE8s1isI0XIZhGGXMGWecwdixYxk2bBjffvstf/vb35g1axZ/+tOfSE1NrejpGUa5cOjQIW666Saef/75EmmITpw4waxZs/jxxx/p2rVrYXtBQQGDBw/mgQceoEOHDjGNlZeXR61atahevXrh3C666CJq1qzJBx98wIcffkjNmjXp168fx44dK/ZcY6F6XEY1DMM4yRk2bBjz5s3jF7/4BevXr+fRRx/l3HPPrehpGUa5MXz4cLp168bVV19drPPWr19P165dOXLkCDVr1mTevHlkZ2cXHn/66aepXr06d999d0zj7d27lyeffJIhQ4YUts2aNYtq1arx4osvFpo7Z86cSZ06dVi6dCl9+vQp1pxjwQQuwzCMOJCUlMTUqVNp3749Z599NiNGjKjoKRlGqRkzZgxjxowp3D98+DArV67krrvuKmx799132bdvH4sXL2bt2rXFvkbbtm1Zt24d+/fvZ+7cudx8880sW7aM7Oxs1qxZw3PPPccnn3wSk1/YgQMHuPzyy8nOzmb06NGF7WvWrGHLli2ccsopQf2PHDnC1q1biz3nWDCByzAMI0689NJLZGRksH37dr755htatmxZ0VMyjFIxdOhQBg4cWLg/aNAgBgwYwHXXXVfY1rRpU0aOHMnWrVupU6dO0PkDBgygR48eLF26NOI1UlNTOf300wE477zz+Ne//sVzzz3HtGnTWL58Obt376Z58+aF/U+cOMH999/Ps88+yxdffFHYfvDgQfr161eoJUtJSSk8VlBQQE5ODq+99lrY9U877bRYb0exMIHLMAwjDqxYsYKJEyfy7rvv8rvf/Y7bbruN999/P+ZoLcOojNStW5e6desW7teoUYMGDRoUCkgOI0aM4Pbbbw9qO/vss5k4cSJXXnllsa4pIhw9ehSAwYMH07t376Djffv2ZfDgwdx6662FbQcOHKBv376kpaWxYMEC0tPTg87p3Lkzs2fPpkGDBtSqVatY8ykpJnAZhmGUMYcPH+bmm29myJAh9O7dmzPPPJOzzjqLadOmMXTo0IqenmHEnUaNGvk6yjdv3pxWrVoV7l9yySVce+21hSbJhx56iP79+9OsWTMOHjzIrFmzWLp0KQsXLgSgXr161KtXL2jMlJQUGjVqRNu2bQHVbPXp04dDhw7x6quvcuDAAQ4cOACo9io5OZlBgwbx+9//nquvvponnniCrKwsvvrqK958800eeOABsrKyOHbsGLm5uQAcO3aMHTt2sG7dOmrWrBkmYMaCCVyGYRhlzIgRIygoKODpp58G9CUzYcIE7rvvPvr162emRcMIsHXrVvbs2VO4/9133zF48GB27txJ7dq16dixIwsXLuTSSy+Necw1a9awatUqgDDBaPv27bRs2ZKMjAw++OADfvvb33Lddddx8OBBmjZtyiWXXFKo8fr222/p1KlT4bnjx49n/Pjx9OzZM6pJNBJJIiLFPsswDMPwZdmyZVxyySUsXbqU7t27Bx3r27cvx48fN9OiYZyEmMBlGIZhGIYRZyzxqWEYhmEYRpwxgcswDMMwDCPOmMBlGIZhGIYRZ0zgMgzDMAzDiDMmcBmGYRiGYcQZE7gMwzAMwzDijAlchmEYhmEYccYELsMwDMMwjDhjApdhGIZhGEacMYHLMAzDMAwjzpjAZRiGYRiGEWdM4DIMwzAMw4gz/x/DOjzKUaC57AAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VJANVIER L.RAPHAEL\n",
+      "PRINS BERNHARD\n",
+      "97       52.457557\n",
+      "209      52.457557\n",
+      "321      52.457535\n",
+      "433      52.457567\n",
+      "545      52.457553\n",
+      "           ...    \n",
+      "21265    52.457572\n",
+      "21377    52.457517\n",
+      "21489    52.457583\n",
+      "21601    52.457588\n",
+      "21713    52.457572\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JULIEN COLEOU\n",
+      "F/V GUERIDEN\n",
+      "F/V MANUREVA\n",
+      "189      50.724973\n",
+      "77       50.724973\n",
+      "301      50.724972\n",
+      "413      50.724977\n",
+      "525      50.724962\n",
+      "           ...    \n",
+      "21245    50.724963\n",
+      "21357    50.724968\n",
+      "21469    50.724975\n",
+      "21581    50.724980\n",
+      "21693    50.724977\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MADELEINE\n",
+      "F/V ANDRE LEDUC\n",
+      "FISHER BANK\n",
+      "F/V PAX DEI II\n",
+      "F/V J.M.CHRISTIAN 7\n"
+     ]
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index 112 is out of bounds for axis 0 with size 112",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[32], line 7\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcm\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ScalarMappable\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m200\u001b[39m):\n\u001b[0;32m----> 7\u001b[0m     df_ \u001b[38;5;241m=\u001b[39m df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvessel_name\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m) \u001b[38;5;241m&\u001b[39m (df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)]\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;28mprint\u001b[39m(df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39munique()[j])\n\u001b[1;32m      9\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_[df_[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m20\u001b[39m :\n",
+      "\u001b[0;31mIndexError\u001b[0m: index 112 is out of bounds for axis 0 with size 112"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import Normalize\n",
+    "from matplotlib.cm import ScalarMappable\n",
+    "\n",
+    "for j in range(200):\n",
+    "    df_ = df[(df['vessel_name'] == df['vessel_name'].unique()[j]) & (df['position_speed'] >=0)]\n",
+    "    print(df[(df['position_speed'] >=0)]['vessel_name'].unique()[j])\n",
+    "    if len(df_[df_['position_speed'] >= 0]) > 20 :\n",
+    "        if (len(df_[df_['position_speed'] == 0]) == len(df_)) or (len(df_[df_['position_speed'] == 0]) == (len(df_) - 1)) :\n",
+    "            x = df_['position_latitude']\n",
+    "            y = df_['position_longitude'] \n",
+    "            speed = df_['position_speed']  \n",
+    "            num_points = len(df_)\n",
+    "\n",
+    "            # Define speed thresholds for heatmap\n",
+    "            speed_thresholds = [-5, 0, 2, 5, 7, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55]  # Example thresholds\n",
+    "\n",
+    "            # Calculate speed segments\n",
+    "            speed_segments = np.digitize(speed, speed_thresholds)\n",
+    "\n",
+    "            # Create colormap for heatmap\n",
+    "            cmap = plt.get_cmap('spring') #hot\n",
+    "\n",
+    "            # Plot trajectory as lineplot with segments colored by speed\n",
+    "            for i in range(1, len(speed_thresholds) + 1):\n",
+    "                mask = speed_segments == i\n",
+    "                if np.any(mask):\n",
+    "                    segment_x = x[mask]\n",
+    "                    segment_y = y[mask]\n",
+    "                    segment_speed = speed[mask]\n",
+    "                    segment_color = cmap(Normalize(vmin=min(speed), vmax=max(speed))(segment_speed))\n",
+    "                    plt.plot(segment_x, segment_y, color=segment_color[0], linewidth=2, label=f'Speed >= {speed_thresholds[i-1]}')\n",
+    "\n",
+    "            # Add colorbar\n",
+    "            sm = ScalarMappable(cmap=cmap, norm=Normalize(vmin=min(speed), vmax=max(speed)))\n",
+    "            sm.set_array(speed)\n",
+    "            #plt.colorbar(sm, label='Speed')\n",
+    "\n",
+    "            # Add labels and legend\n",
+    "            plt.xlabel('X')\n",
+    "            plt.ylabel('Y')\n",
+    "            plt.title('Trajectory with Speed Heatmap')\n",
+    "            plt.legend()\n",
+    "\n",
+    "            # Show plot\n",
+    "            plt.show();\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "810fac78",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.sort(df['position_speed'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c8bce893",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15294953",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for j in range(50):\n",
+    "    df_ = df[df['vessel_name'] == df['vessel_name'].unique()[j]]\n",
+    "    if len(df_) > 10:\n",
+    "        sns.scatterplot(data = df_, x = 'position_latitude', y = 'position_longitude')\n",
+    "        plt.show();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "41e6b36f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# On constate que la vitesse est souvent en dessous de 7 noeuds (si ce sont des noeuds)\n",
+    "# On pourrait aussi enlever la partie des records qui ont un certain nombre de même latitude et longitude ou valeur = 0\n",
+    "# On voit quelle est la répartition des vitesses avec les prints et les scatterplots\n",
+    "# On peut trouver des valeurs négatives\n",
+    "\n",
+    "# Il faut mettre en évidence les épisodes potentiellement de pêche, les afficher et les proposer à la labélisation\n",
+    "# Il faut déterminer quel nombre de records est suffisant pour déterminer un pattern (à vue d'oeil on va dire 4 et on fera une étude ensuite)\n",
+    "# On voudrait que les points soient 1 ceux en dessous de 7 ou d'un seuil de 50% de la vitesse max\n",
+    "# On voudrait que ces points ce suivent (condition pour avoir des indices qui se suivent: pour chaque trajectoire dont on ne garde que la vitesse à 40% du max, on va vérifier que l'indice est bien + 1 et append sinon break plot et passer à la suite)\n",
+    "# Clique sur un bouton: itérateur dans le dataset - itération sur une trajectoire de récupérer la portion de trajectoire à vitesse réduite\n",
+    "# On envoie la réponse (sur un streamlit sous forme de graphe sur une carte)\n",
+    "# Proposer un label (pêche oui ou non)\n",
+    "# Inscrit le résultat dans une bdd connectée\n",
+    "# Réécrire un algo pour faire le reconnaissance sur une time series de patterns de pêche (1 il pêche, 0 pêche pas en faisant un input de la trajectoire en entier + début et fin épisode de pêche comme régression ou alors la trajectoire en entier labellée par pixels, sauf que l'on ne va pas avoir le même nombre de records pour chaque bateau)\n",
+    "# csv trajectoire ou un nom trajectoire et tu regardes les épisodes de pêches à travers l'appel à une api fonctionnel sur le streamlit de prédiction et on propose un map avec un tag de coloration de l'épisode de pêche\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b959e217",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "len(df['vessel_name'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d65ad4e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# sélectionnons les portions de trajectoire avec une vitesse à 40% du max sur au moins 4 observations\n",
+    "# sélectionnons les portions de trajectoire avec une vitesse en dessous de 7.5 sur au moins 4 observations\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f9ca0598",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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SpLKyMucR+EOHDsnn8zk127ZtU25urhYvXqzGxkYlJCSooKBA9957b9DYf/jDH/STn/xEM2fObPW+brdbb731lvLz89Xc3KyEhARlZWXpkUce6YZZAgCAvqjTa4JM0ZmfKQIAgN6hM5/fve73BAEAAFwNhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEjdGoIKCgqUnJys8PBwDRkypEPnNDQ0aOnSpYqLi1N4eLjS0tJUXV0dVNPc3Kz7779fHo9HgwYNUnp6ur766qugmqamJmVmZsqyLFmWpczMTJ0+ffoKzQwAAPR13RqCAoGAFixYoPvuu69D9bZta968efriiy/0zjvvaP/+/UpISFBqaqrOnTvn1K1evVrFxcXatm2bdu3apbNnz2ru3Lm6cOGCU7No0SJ5vV6VlpaqtLRUXq9XmZmZV3yOAACgj7Kvgtdee822LOuydYcOHbIl2QcPHnT2ffvtt/awYcPsV155xbZt2z59+rQdFhZmb9u2zak5fvy4HRISYpeWltq2bduffPKJLcmuqKhwasrLy21J9meffdahnn0+ny3J9vl8HaoHAAA9rzOf371qTVBzc7MkacCAAc6+0NBQ9e/fX7t27ZIkVVVVqaWlRTNnznRq4uLiNH78eH300UeSpPLyclmWpcmTJzs1U6ZMkWVZTg0AADBbrwpBSUlJSkhIUG5urpqamhQIBLR+/XrV19errq5OklRfX6/+/ftr6NChQeeOGDFC9fX1Tk10dHSr8aOjo52aH2tubpbf7w/aAADAtavTISgvL08ul6vdrbKyskvNhIWFaceOHTp8+LCGDRum8PBw7dy5U7Nnz1ZoaGi759q2LZfL5bz+4deXqvmhwsJCZxG1ZVmKj4/v0hwAAEDf0K+zJ2RnZysjI6PdmsTExK72o5tuukler1c+n0+BQEBRUVGaPHmybr75ZklSTEyMAoGAmpqagu4Gff3110pOTnZqGhoaWo194sQJjRgxos33zc3N1QMPPOC89vv9BCEAAK5hnQ5BHo9HHo+nO3oJYlmWJKm6ulqVlZVat26dpO9CUlhYmN5//30tXLhQklRXV6eDBw/qqaeekiRNnTpVPp9Pe/bs0S233CJJ2r17t3w+nxOUfsztdsvtdnf3tAAAQC/R6RDUGTU1NWpsbFRNTY0uXLggr9crSRo9erQGDx4s6bt1QIWFhZo/f74kafv27YqKitKoUaN04MABrVq1SvPmzXMWQluWpWXLlunBBx/U8OHDNWzYMD300EO64YYblJqaKkkaO3as0tLSlJWVpU2bNkmS7r77bs2dO1djxozpzikDAIA+oltD0Nq1a7Vlyxbn9cSJEyVJZWVlSklJkSQdOnRIPp/Pqamrq9MDDzyghoYGxcbGasmSJVqzZk3QuM8++6z69eunhQsX6vz587rttttUVFQUtG5o69atWrlypROe0tPT9fzzz3fXVAEAQB/jsm3b7ukmeiO/3y/LsuTz+RQZGdnT7QAAgA7ozOd3r3pEHgAA4GohBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARurWEFRQUKDk5GSFh4dryJAhHTqnoaFBS5cuVVxcnMLDw5WWlqbq6mrneGNjo+6//36NGTNG4eHhGjVqlFauXCmfzxc0TmJiolwuV9D26KOPXsnpAQCAPqxbQ1AgENCCBQt03333dajetm3NmzdPX3zxhd555x3t379fCQkJSk1N1blz5yRJtbW1qq2t1YYNG3TgwAEVFRWptLRUy5YtazXeE088obq6Omf7zW9+c0XnBwAA+q5+3Tl4fn6+JKmoqKhD9dXV1aqoqNDBgwc1btw4SdILL7yg6Ohovfnmm1q+fLnGjx+vHTt2OOdcf/31Kigo0J133qlvv/1W/fr9/ylFREQoJibmyk0IAABcM3rVmqDm5mZJ0oABA5x9oaGh6t+/v3bt2nXJ83w+nyIjI4MCkCQ9+eSTGj58uG688UYVFBQoEAi0+95+vz9oAwAA165eFYKSkpKUkJCg3NxcNTU1KRAIaP369aqvr1ddXV2b55w6dUrr1q3TPffcE7R/1apV2rZtm8rKypSdna3nnntOK1asuOR7FxYWyrIsZ4uPj7+icwMAAL2Ly7ZtuzMn5OXlOT/mupS9e/fq5ptvdl4XFRVp9erVOn369GXHr6qq0rJly/S3v/1NoaGhSk1NVUjId1nt3XffDar1+/2aOXOmhg4dqpKSEoWFhV1y3B07duiXv/ylTp48qeHDh7c63tzc7NyJ+n7s+Ph45y4TAADo/fx+vyzL6tDnd6fXBGVnZysjI6PdmsTExM4O67jpppvk9Xrl8/kUCAQUFRWlyZMnB4UqSTpz5ozS0tI0ePBgFRcXtxuAJGnKlCmSpCNHjrQZgtxut9xud5f7BgAAfUunQ5DH45HH4+mOXoJYliXpu8XSlZWVWrdunXPM7/dr1qxZcrvdKikpCVpDdCn79++XJMXGxnZPwwAAoE/p1qfDampq1NjYqJqaGl24cEFer1eSNHr0aA0ePFjSd+uACgsLNX/+fEnS9u3bFRUVpVGjRunAgQNatWqV5s2bp5kzZ0r67g7QzJkz9c033+iNN94IWsQcFRWl0NBQlZeXq6KiQjNmzJBlWdq7d69ycnKUnp6uUaNGdeeUAQBAH9GtIWjt2rXasmWL83rixImSpLKyMqWkpEiSDh06FPSLDuvq6vTAAw+ooaFBsbGxWrJkidasWeMcr6qq0u7duyV9F6Z+6OjRo0pMTJTb7dZbb72l/Px8NTc3KyEhQVlZWXrkkUe6a6oAAKCP6fTCaFN0ZmEVAADoHTrz+d2rHpEHAAC4WghBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRujUEFRQUKDk5WeHh4RoyZEiHzmloaNDSpUsVFxen8PBwpaWlqbq6OqgmJSVFLpcraMvIyAiqaWpqUmZmpizLkmVZyszM1OnTp6/QzAAAQF/XrSEoEAhowYIFuu+++zpUb9u25s2bpy+++ELvvPOO9u/fr4SEBKWmpurcuXNBtVlZWaqrq3O2TZs2BR1ftGiRvF6vSktLVVpaKq/Xq8zMzCs2NwAA0Lf1687B8/PzJUlFRUUdqq+urlZFRYUOHjyocePGSZJeeOEFRUdH680339Ty5cud2vDwcMXExLQ5zqeffqrS0lJVVFRo8uTJkqRXXnlFU6dO1aFDhzRmzJj/w6wAAMC1oFetCWpubpYkDRgwwNkXGhqq/v37a9euXUG1W7dulcfj0bhx4/TQQw/pzJkzzrHy8nJZluUEIEmaMmWKLMvSRx99dMn39vv9QRsAALh29aoQlJSUpISEBOXm5qqpqUmBQEDr169XfX296urqnLrFixfrzTff1M6dO7VmzRrt2LFDv/jFL5zj9fX1io6ObjV+dHS06uvr23zvwsJCZ/2QZVmKj4+/8hMEAAC9RqdDUF5eXqtFyT/eKisru9RMWFiYduzYocOHD2vYsGEKDw/Xzp07NXv2bIWGhjp1WVlZSk1N1fjx45WRkaG3335bH3zwgfbt2+fUuFyuVuPbtt3mfknKzc2Vz+dztmPHjnVpDgAAoG/o9Jqg7OzsVk9i/VhiYmJX+9FNN90kr9crn8+nQCCgqKgoTZ48WTfffPMlz5k0aZLCwsJUXV2tSZMmKSYmRg0NDa3qTpw4oREjRrQ5htvtltvt7nLfAACgb+l0CPJ4PPJ4PN3RSxDLsiR9t1i6srJS69atu2Ttxx9/rJaWFsXGxkqSpk6dKp/Ppz179uiWW26RJO3evVs+n0/Jycnd3jsAAOj9unVNUE1Njbxer2pqanThwgV5vV55vV6dPXvWqUlKSlJxcbHzevv27dq5c6fzmPzPf/5zzZs3TzNnzpQkff7553riiSdUWVmpL7/8Uu+++64WLFigiRMn6tZbb5UkjR07VmlpacrKylJFRYUqKiqUlZWluXPn8mQYAACQ1M2PyK9du1ZbtmxxXk+cOFGSVFZWppSUFEnSoUOH5PP5nJq6ujo98MADamhoUGxsrJYsWaI1a9Y4x/v376+//OUv+t3vfqezZ88qPj5ec+bM0eOPPx60bmjr1q1auXKlE57S09P1/PPPd+d0AQBAH+Kybdvu6SZ6I7/fL8uy5PP5FBkZ2dPtAACADujM53evekQeAADgaiEEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABG6tYQVFBQoOTkZIWHh2vIkCEdOqehoUFLly5VXFycwsPDlZaWpurqauf4l19+KZfL1ea2fft2py4xMbHV8UcfffRKTxEAAPRR3RqCAoGAFixYoPvuu69D9bZta968efriiy/0zjvvaP/+/UpISFBqaqrOnTsnSYqPj1ddXV3Qlp+fr0GDBmn27NlB4z3xxBNBdb/5zW+u+BwBAEDf1K87B8/Pz5ckFRUVdai+urpaFRUVOnjwoMaNGydJeuGFFxQdHa0333xTy5cvV2hoqGJiYoLOKy4u1h133KHBgwcH7Y+IiGhVCwAAIPWyNUHNzc2SpAEDBjj7QkND1b9/f+3atavNc6qqquT1erVs2bJWx5588kkNHz5cN954owoKChQIBNp9b7/fH7QBAIBrV68KQUlJSUpISFBubq6ampoUCAS0fv161dfXq66urs1zNm/erLFjxyo5OTlo/6pVq7Rt2zaVlZUpOztbzz33nFasWHHJ9y4sLJRlWc4WHx9/RecGAAB6l06HoLy8vEsuTP5+q6ys7FIzYWFh2rFjhw4fPqxhw4YpPDxcO3fu1OzZsxUaGtqq/vz58/rjH//Y5l2gnJwcTZ8+XRMmTNDy5cv10ksvafPmzTp16lSb752bmyufz+dsx44d69IcAABA39DpNUHZ2dnKyMhotyYxMbGr/eimm26S1+uVz+dTIBBQVFSUJk+erJtvvrlV7dtvv61vvvlGS5Ysuey4U6ZMkSQdOXJEw4cPb3Xc7XbL7XZ3uW8AANC3dDoEeTweeTye7ugliGVZkr5bLF1ZWal169a1qtm8ebPS09MVFRV12fH2798vSYqNjb2yjQIAgD6pW58Oq6mpUWNjo2pqanThwgV5vV5J0ujRo50nuZKSklRYWKj58+dLkrZv366oqCiNGjVKBw4c0KpVqzRv3jzNnDkzaOwjR47or3/9q959991W71teXq6KigrNmDFDlmVp7969ysnJUXp6ukaNGtWdUwYAAH1Et4agtWvXasuWLc7riRMnSpLKysqUkpIiSTp06JB8Pp9TU1dXpwceeEANDQ2KjY3VkiVLtGbNmlZj/+EPf9BPfvKTVuFI+u5HW2+99Zby8/PV3NyshIQEZWVl6ZFHHrnCMwQAAH2Vy7Ztu6eb6I38fr8sy5LP51NkZGRPtwMAADqgM5/fveoReQAAgKuFEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEiEIAAAYCRCEAAAMBIhCAAAGKnbQtCXX36pZcuW6brrrtPAgQN1/fXX6/HHH1cgEGj3PNu2lZeXp7i4OA0cOFApKSn6+OOPg2qam5t1//33y+PxaNCgQUpPT9dXX30VVNPU1KTMzExZliXLspSZmanTp09f6WkCAIA+qttC0GeffaaLFy9q06ZN+vjjj/Xss8/qpZde0mOPPdbueU899ZSeeeYZPf/889q7d69iYmL085//XGfOnHFqVq9ereLiYm3btk27du3S2bNnNXfuXF24cMGpWbRokbxer0pLS1VaWiqv16vMzMzumi4AAOhr7Kvoqaeesq+77rpLHr948aIdExNjr1+/3tn397//3bYsy37ppZds27bt06dP22FhYfa2bducmuPHj9shISF2aWmpbdu2/cknn9iS7IqKCqemvLzclmR/9tlnHerV5/PZkmyfz9epOQIAgJ7Tmc/vq7omyOfzadiwYZc8fvToUdXX12vmzJnOPrfbrenTp+ujjz6SJFVVVamlpSWoJi4uTuPHj3dqysvLZVmWJk+e7NRMmTJFlmU5NT/W3Nwsv98ftAEAgGvXVQtBn3/+uX7/+9/r3nvvvWRNfX29JGnEiBFB+0eMGOEcq6+vV//+/TV06NB2a6Kjo1uNHx0d7dT8WGFhobN+yLIsxcfHd3xyAACgz+l0CMrLy5PL5Wp3q6ysDDqntrZWaWlpWrBggZYvX37Z93C5XEGvbdtute/HflzTVn174+Tm5srn8znbsWPHLtsnAADou/p19oTs7GxlZGS0W5OYmOh8XVtbqxkzZmjq1Kl6+eWX2z0vJiZG0nd3cmJjY539X3/9tXN3KCYmRoFAQE1NTUF3g77++mslJyc7NQ0NDa3GP3HiRKu7TN9zu91yu93t9gcAAK4dnb4T5PF4lJSU1O42YMAASdLx48eVkpKiSZMm6bXXXlNISPtvd9111ykmJkbvv/++sy8QCOjDDz90As5NN92ksLCwoJq6ujodPHjQqZk6dap8Pp/27Nnj1OzevVs+n8+pAQAAZuu2NUG1tbVKSUlRfHy8NmzYoBMnTqi+vr7VmpykpCQVFxdL+u5HWKtXr9Zvf/tbFRcX6+DBg1q6dKnCw8O1aNEiSZJlWVq2bJkefPBB/eUvf9H+/ft155136oYbblBqaqokaezYsUpLS1NWVpYqKipUUVGhrKwszZ07V2PGjOmuKQMAgD6k0z8O66j33ntPR44c0ZEjRzRy5MigY7ZtO18fOnRIPp/Pef3II4/o/PnzWrFihZqamjR58mS99957ioiIcGqeffZZ9evXTwsXLtT58+d12223qaioSKGhoU7N1q1btXLlSucpsvT0dD3//PPdNV0AANDHuOwfJhI4/H6/LMuSz+dTZGRkT7cDAAA6oDOf3/zbYQAAwEiEIAAAYCRCEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABGIgQBAAAjEYIAAICRCEEAAMBIhCAAAGAkQhAAADASIQgAABiJEAQAAIxECAIAAEYiBAEAACMRggAAgJEIQQAAwEj9erqB3sq2bUmS3+/v4U4AAEBHff+5/f3neHsIQZdw5swZSVJ8fHwPdwIAADrrzJkzsiyr3RqX3ZGoZKCLFy+qtrZWERERcrlcQcf8fr/i4+N17NgxRUZG9lCHuBSuT+/G9enduD69G9fn8mzb1pkzZxQXF6eQkPZX/XAn6BJCQkI0cuTIdmsiIyP5j7AX4/r0blyf3o3r07txfdp3uTtA32NhNAAAMBIhCAAAGIkQ1AVut1uPP/643G53T7eCNnB9ejeuT+/G9enduD5XFgujAQCAkbgTBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBHVBYWCiXy6XVq1c7+/70pz9p1qxZ8ng8crlc8nq9Pdaf6X58fVpaWvTrX/9aN9xwgwYNGqS4uDgtWbJEtbW1Pduowdr6HsrLy1NSUpIGDRqkoUOHKjU1Vbt37+65Jg3W1vX5oXvuuUcul0vPPffcVe0L32nr+ixdulQulytomzJlSs812UcRgi5j7969evnllzVhwoSg/efOndOtt96q9evX91BnkNq+Pt9884327dunNWvWaN++ffrTn/6kw4cPKz09vQc7Ndelvod++tOf6vnnn9eBAwe0a9cuJSYmaubMmTpx4kQPdWqmS12f7/3nf/6ndu/erbi4uKvcGaT2r09aWprq6uqc7d133+2BDvs2QlA7zp49q8WLF+uVV17R0KFDg45lZmZq7dq1Sk1N7aHucKnrY1mW3n//fS1cuFBjxozRlClT9Pvf/15VVVWqqanpwY7N09730KJFi5Samqp/+Id/0Lhx4/TMM8/I7/frf/7nf3qoW/O0d30k6fjx48rOztbWrVsVFhbWAx2a7XLXx+12KyYmxtmGDRvWA132bYSgdvz7v/+75syZQ9DppTpzfXw+n1wul4YMGdL9jcHR0WsUCAT08ssvy7Is/eM//uNV6g7tXZ+LFy8qMzNTDz/8sMaNG9cD3eFy3z87d+5UdHS0fvrTnyorK0tff/31Ve6w7+MfUL2Ebdu2ad++fdq7d29Pt4I2dOb6/P3vf9ejjz6qRYsW8Q8OXkUduUZ//vOflZGRoW+++UaxsbF6//335fF4rmKX5rrc9XnyySfVr18/rVy58ip3Buny12f27NlasGCBEhISdPToUa1Zs0b/8i//oqqqKn6bdCcQgtpw7NgxrVq1Su+9954GDBjQ0+3gRzpzfVpaWpSRkaGLFy/qhRdeuEodoqPXaMaMGfJ6vTp58qReeeUVLVy4ULt371Z0dPRV7NY8l7s+VVVV+t3vfqd9+/bJ5XL1QIdm68j3zx133OF8PX78eN18881KSEjQf/3Xf+kXv/jF1Wq177PRSnFxsS3JDg0NdTZJtsvlskNDQ+1vv/3WqT169Kgtyd6/f3/PNWyYjl6fQCBgz5s3z54wYYJ98uTJHu7aLJ35Hvqh0aNH27/97W+vcrfmudz12bBhg/P1D4+HhITYCQkJPd3+Ne//8v2zfv36q9xt38adoDbcdtttOnDgQNC+X/3qV0pKStKvf/1rhYaG9lBnkDp2fVpaWrRw4UJVV1errKxMw4cP76FuzdTV7yHbttXc3Hw1WjTa5a5PbGysZs2aFXR81qxZyszM1K9+9aur2aqRuvL9c+rUKR07dkyxsbFXq81rAiGoDRERERo/fnzQvkGDBmn48OHO/sbGRtXU1Di/e+bQoUOS5KzSR/e53PX59ttv9ctf/lL79u3Tn//8Z124cEH19fWSpGHDhql///490bZRLneNzp07p4KCAqWnpys2NlanTp3SCy+8oK+++koLFizooa7N0ZH/x/34Lw5hYWGKiYnRmDFjrlqfprrc9Tl79qzy8vL0b//2b4qNjdWXX36pxx57TB6PR/Pnz++hrvsmQlAXlZSUBP2NKCMjQ5L0+OOPKy8vr4e6giR99dVXKikpkSTdeOONQcfKysqUkpJy9ZtCkNDQUH322WfasmWLTp48qeHDh+uf/umf9N///d88iQRcRmhoqA4cOKDXX39dp0+fVmxsrGbMmKG33npLERERPd1en+Kybdvu6SYAAACuNn5PEAAAMBIhCAAAGIkQBAAAjEQIAgAARiIEAQAAIxGCAACAkQhBAADASIQgAABgJEIQAAAwEiEIAAAYiRAEAACMRAgCAABG+n8xsI3YZnWpTQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ZWQCAoUOHwmKxYPfu3fLnTqcT+/fvR35+ftjfI4oiiouLkZqaquTyiIiI+jQpYGlqEZEc4w5YWMfipmhIaMWKFcjPz8eqVaswb948HD58GG+88QbeeOMNAO6hoMcffxyrVq3CiBEjMGLECKxatQpRUVH4yU9+Ip9n8eLFSE9Px+rVqwEAzz33HCZPnowRI0bAbrfj1VdfRXFxMf70pz914a0SERGpm+daQuYoPQC255coClgmTZqEbdu2obCwEL/5zW8wdOhQrF27FosWLZL3+cUvfoGGhgY88sgjqKqqQl5eHnbt2oWYmBh5n9LSUmg0bcmd6upqLF26FFarFWazGePHj8fHH3+MG264oQtukYiIqG/QagRE6rVoaGpBXKQ7YOHUZjdBFEWxty+iK9jtdpjNZthsNtazEBFRnzXx+T2orHXgZzcNxfpPzuHG4Yn460N5vX1Z3Sbc32+uJURERKQi0kyhuCgDANawSBiwEBERqYhUeGuWhoSqG+By9YvBkE5hwEJERKQiUsASE6GDRgCczS5U1jl6+ap6HwMWIiIiFZHa8zuaXEiJbZ3azMJbBixERERqImVYah3NSI+LBMA6FoABCxERkapIRbd1jmakD2oNWJhhYcBCRESkJlLzuFonMyyeGLAQERGpiDQkVOdoRlocMywSBixEREQqEi0HLC1tQ0LMsDBgISIiUhPPotsMZlhkDFiIiIhUxBSg6LbG0QxbQ1NvXlavY8BCRESkIlLRbZ2jGVEGHQZFcRFEgAELERGRqngOCQFgHUsrBixEREQq4ll0C6BtanNVfa9dkxowYCEiIlIRzxoWAEiPiwLADAsDFiIiIhWRMyzOZoiiyCGhVgxYiIiIVESqYXGJQENTi8eQEAMWIiIiUokogxaC4P671tGMDGZYADBgISIiUhVBEDymNrdlWCprnWhsaunNS+tVDFiIiIhUxrPwNi5KjyiD+/1AzrIwYCEiIlIZz14sgiCwjgUMWIiIiFQn2mPFZoDN4wAGLERERKoj1bDI3W6ZYWHAQkREpDYm3263zLAwYCEiIlKbaL9ut8ywMGAhIiJSGd8FENmLhQELERGR6vgV3bauJ2S1N6K5xdVr19WbGLAQERGpjMljPSEASI4xQq8V0OISUV7j6M1L6zUMWIiIiFSmbUjIXXSr0QhINQ/sOhYGLERERCrjW3QLeBTeVtf3yjX1NgYsREREKuNbdAt4TG1mhoWIiIjUQApY6p2BMiwMWMJy8eJFPPDAA0hISEBUVBSuu+46HD16VP5cFEWsXLkSaWlpiIyMxK233oqTJ0+2e96tW7ciJycHRqMROTk52LZtm9JLIyIi6heifRrHAW0ZlgvMsLSvqqoKU6dOhV6vxwcffICvv/4aL774IuLi4uR9/vM//xMvvfQSXnvtNXz++eewWCyYMWMGampqgp63qKgI8+fPR0FBAY4fP46CggLMmzcPhw4d6vCNERER9VW+rfkBIGOAZ1gEURTFcHd+5pln8Nlnn+GTTz4J+LkoikhLS8Pjjz+Op59+GgDgcDiQkpKCNWvW4OGHHw543Pz582G32/HBBx/I22bPno1BgwZh8+bNYV2b3W6H2WyGzWZDbGxsuLdERESkOqVX6nHz7/ciyqDF17+ZDQD44Uodbvn9PkToNTj1m9kQBKGXr7JrhPv7rSjDsmPHDkycOBH3338/kpOTMX78eKxfv17+/Ny5c7BarZg5c6a8zWg04pZbbsGBAweCnreoqMjrGACYNWtWyGMcDgfsdrvXi4iIqK/435+cxcI3DuKjb8r9PjO1zhKqd7bA5XLnFSzmCAgC0NjkwpU6Z49eqxooCljOnj2LdevWYcSIEdi5cyeWLVuGxx57DJs2bQIAWK1WAEBKSorXcSkpKfJngVitVsXHrF69GmazWX5lZmYquRUiIqJe9W15DYrOXsGXF2x+n0lFt0Bb8zijToukaCOAgTlTSFHA4nK5cP3112PVqlUYP348Hn74YfzsZz/DunXrvPbzTVOJothu6krpMYWFhbDZbPLr/PnzSm6FiIioV41IjgEAlFTU+n1m1Gmg07h/AwMV3g7EOhZFAUtqaipycnK8to0ePRqlpaUAAIvFAgB+mZGKigq/DIoni8Wi+Bij0YjY2FivFxERUV8xPDkaAPBduX/AIghC4F4sA3jVZkUBy9SpU3H69Gmvbd9++y2ysrIAAEOHDoXFYsHu3bvlz51OJ/bv34/8/Pyg550yZYrXMQCwa9eukMcQERH1ZVLAcq6yLuCChr4LIAIDO8Oia3+XNitWrEB+fj5WrVqFefPm4fDhw3jjjTfwxhtvAHBHhI8//jhWrVqFESNGYMSIEVi1ahWioqLwk5/8RD7P4sWLkZ6ejtWrVwMAli9fjptvvhlr1qzBXXfdhe3bt2PPnj349NNPu/BWiYiI1CM9LhKRei0amlpQerUe1yRFe31uCtCeX5raPBB7sSgKWCZNmoRt27ahsLAQv/nNbzB06FCsXbsWixYtkvf5xS9+gYaGBjzyyCOoqqpCXl4edu3ahZiYGHmf0tJSaDRtyZ38/Hxs2bIF//7v/45f//rXGDZsGN555x3k5eV1wS0SERGpj0YjYFiyCV9dtKOkojZAwBKiPT8zLO27/fbbcfvttwf9XBAErFy5EitXrgy6z759+/y2zZ07F3PnzlV6OURERH3WiOQYfHXRju8qajFrjPdn8pCQV3v+KADAxaqBtwAi1xIiIiLqJXLhbYCZQm3dbv1nCdkbm1HT2NQDV6geDFiIiIh6SciAJUDRbbRRB3OkHsDAGxZiwEJERNRLRngELFJHW0l0gKJbYOBObWbAQkRE1EsGx0fBoNWgoanFL2MSqOgWGLiFtwxYiIiIeolOq8HQRBMA4LvL3sNCgYaEAGZYiIiIqBcE63hrMkhDQi1e2zNaMywXmGEhIiKinhKs8DbokBAzLERERNTTRqS4A5aSihqv7YFa8wOsYSEiIqJeIGVYSipqIYptM4Xay7BcrnGgscl7uKg/Y8BCRETUi4YmmqARgJrGZlyuccjbTQE63QJAvMmACL3757vM1thzF9rLGLAQERH1IqNOiyEJ7plCJR51LG1DQt5ZFEEQBmQdCwMWIiKiXjZMGhYqb6tjkVZr9h0SAoD0Qa1rClUPnDWFGLAQERH1Mrnj7WX/DIuz2YWmFpfX/nKGpZpDQkRERNRD5MJbj14sUg0L4D9TSOrFwiEhIiIi6jEjkmMAAGc8Mix6rQYGnftnOmgvFg4JERERUU8Zluwuuq2sdeJqnVPeHqzwdiD2YmHAQkRE1MuiDDo5a+LZ8TZY4a20b1l1I1p8VnnurxiwEBERqYDU8dYrYDEE7nabEhsBnUZAs0tERc3AKLxlwEJERKQCw5P8W/QHa8+v1QiwmCMADJzCWwYsREREKhAwwxKkPT/gWXjLgIWIiIh6yPDWmULfBex2G6h5nDtgucAMCxEREfUUqRdLma0RNY1NANqKbuuc/oscZjDDQkRERD3NHKlHcowRAHDmch2A0ENCaQNsPSEGLERERCox3GdNoXCGhJhhISIioh4lrynUWscSVtFtVQNEsf/3YmHAQkREpBLDU7wLb00hMizSkFBDUwuq6pt66Ap7DwMWIiIilWjrxeIOWKKloluHf9FthF6LxGh3zctAqGNhwEJERKQSUi+W81X1aGxqkTvdBhoSAjzrWPr/IogMWIiIiFQiwWRAXJQeouheuVkquq13Bg5YpKnNA6EXCwMWIiIilRAEwavw1hRktWbJQJopxICFiIhIRTw73oaaJQR4zxTq7xiwEBERqUhbL5Zarz4sgaYuD6T1hBiwEBERqYg0JFRSUSO35m92iXA0u/z25ZBQECtXroQgCF4vi8Uif15eXo6f/vSnSEtLQ1RUFGbPno2SkpKQ59y4caPfOQVBQGNjY8fuiIiIqA+TMiw/XKmHXtv2Mx2q2211fVPAz/sTxRmWMWPGoKysTH6dOHECACCKIu6++26cPXsW27dvx7Fjx5CVlYXp06ejrq4u5DljY2O9zllWVoaIiIiO3REREVEflmqOgMmgRbNLxPmr9YgyBO/FEhuhR0yEe9iov2dZdIoP0Om8siqSkpISHDx4EF999RXGjBkDAHj99deRnJyMzZs346GHHgp6Tt9MDRER0UAlCAKGp8Tg+PlqufC23tkSsvD2G2sNLlY1YGRrp9z+SHHAUlJSgrS0NBiNRuTl5WHVqlW45ppr4HA4AMArM6LVamEwGPDpp5+GDFhqa2uRlZWFlpYWXHfddfjtb3+L8ePHh7wOh8MhfycA2O12pbcSlof/zxF8XWZHXKR7brw5Uo+4KL3Pe0PrNj3MrZ8ZdCwPIiKi0C7XOPD//fUo5k/KhCAI+OvBH/DnByZgeFI0jp+vRkmFu/D2co0DdcF6sQxyBywXmGFpk5eXh02bNmHkyJEoLy/H888/j/z8fJw8eRLZ2dnIyspCYWEh/vKXv8BkMuGll16C1WpFWVlZ0HNmZ2dj48aNyM3Nhd1uxyuvvIKpU6fi+PHjGDFiRNDjVq9ejeeee07J5XfIxeoGnL/agPNQ9h+EKIO2NYAxIC5Sj0EmPcyRbYGNO9hpfe8RAEXotd10J0REpDaflFzGkR+q4GxxQa/VoPh8NbYXX5Q73pZU1MqFtwN9arOigGXOnDny37m5uZgyZQqGDRuGt99+G0888QS2bt2KBx98EPHx8dBqtZg+fbrXMYFMnjwZkydPlt9PnToV119/Pf74xz/i1VdfDXpcYWEhnnjiCfm93W5HZmamktsJy59+cj0qa52wNThRXd/kfjU0wVbvRHWD/3tbQxNEEah3tqDe2YJLNmXFw0adRg5gzB7BTVyUIUh2x/2ZyaCFIAhdfv9ERNR9qlsXLbxU3SivG/T591VYeIP79+y7ilrERgRfABEYODOFFA8JeTKZTMjNzZVnAk2YMAHFxcWw2WxwOp1ISkpCXl4eJk6cGPY5NRoNJk2a1O7sIqPRCKPR2JnLD0tWgglZCaaw93e5RNQ0NqNaCnAamlBd74RNCm7qm1Dd4IQtwGfStLVyuwPldkf7X+ZBpxG8h6g8hqekLI7nZ1LgExOhg0bDQIeIqDdUN7gDlspaB2oa3aUER364in//8WgA7vb8U4clAAgRsMRFAQAuVvXv9YQ6FbA4HA6cOnUKN910k9d2s9kMwF3vcuTIEfz2t78N+5yiKKK4uBi5ubmdubReo9EIMEe5g4WshPCPE0URdc4WVNe7Ax05wGloe19V15rF8dheXd8EZ4sLzS4RlbVOVNY6AYSeleV1vQIQG6n3Gr5qq8cxYJDHkFVbxseA2AgddFrW6RARdUZ1vVP+W+qzUl3fhMbmFhh1GjiaXbjamoWpbac9/6Xq/t0ORFHA8uSTT+KOO+7A4MGDUVFRgeeffx52ux1LliwBALz77rtISkrC4MGDceLECSxfvhx33303Zs6cKZ9j8eLFSE9Px+rVqwEAzz33HCZPnowRI0bAbrfj1VdfRXFxMf70pz914W2qnyAIiDbqEG3UIWNQ+MeJoojGJpdXAGPzyu40BR3Oqne2wCVC/gxXlEXnMRG6wENUIQqSzZF6GHWs0yEiAtqGhHwd/aEK1yRF41SZHWWtQz3BMyzugKW8phHOZle/nfShKGC5cOECFi5ciMrKSiQlJWHy5Mk4ePAgsrKyAABlZWV44oknUF5ejtTUVCxevBi//vWvvc5RWloKjabtYVZXV2Pp0qWwWq0wm80YP348Pv74Y9xwww1dcHv9nyAIiDRoEWmIRKo5UtGxjuYW2OSMjTRk5QyY3fF8X9Po/i9NTWMzahqbO12Q3DZkFbooOUKvYZ0OEfUr0pCQryPfV2FEsjtgqahxlwgEC1gSow1yNsZqa8TghKhuu97eJIiBFifog+x2O8xmM2w2G2JjY3v7cvq15hYX7I3N7uGrAENUttbanKogBckdZdBpvOpv2itKZkEyEandXa99iuMXbH7b0+MisWBSJl7c/a28bVHeYPzunsDlErf9YR/OVtbhv36Wh/xhid12vd0h3N/vTtWw0MCk02oQbzIg3mRQdFxnC5KdzS5U1Djk/7cR9vWyIJmIVMo3wzIuw4wTF224WN0gr9QsCdV6P31QJM5W1vXrqc0MWKjHdGdBsvSZZ8anqr4JzuaOFyQLAtyBTJCC5GDDWeZIPQuSiSgsvjUsGfFRcInAiYs2v2AmWNEtMDBWbWbAQqrX0YJkAGhsavEKbtotSvYoSBY7U5Bs1LmzOIGGr3xmXHkWJbMgmWjgaHGJsDd6ByWJJgOSY4w4cdGGyzWN0GkENLvcY+khMywDoHkcAxbq1yL0WljMWljMyhbT7HRBsqMZNY5mXFD4Px6Req1ce8OCZKL+zR6gri/eZMTIlGhs+Ox7HCutxpBEE76rqAWAoK35gYHRPI4BC1EARp0WyTFaJMcoC3TCLUhuy+60BUIuEWhoakGDrQVlCjskKy1Ilt5HG3UMdIh6iTTko9cKaGpxRy4Reg0mDokHAJwur0H+sAQ5YAnWmh/gkBARKdSpgmRHs3eAI82wCjR85ZH16UxBslYjeBQhh1+UHBOhh5YFyUSdIjWNS46JkAMNR7MLSTFGDE004VxlHWwedSztFd0CQFl1I1wusV9OGGDAQqQCGo0Ac2vB7mCE30NBFEXUO1tQ3doJWWlBcotLxJU6J67UOdv/Mg+CAMRGBOiKzIJkorBJGZa4KL1HwOIurJ00ZBDOVdahqs4zYAledGuJjYBWI8DZ4sLlWgdSYpVlh/sCBixEfZggCDAZdTAZdXJKOFxKC5Kl4KeutSDZ1tpb5weF18yCZCI3W31bwCJxNLnb808cEo+/H7ng1bq/ztkMURQDDuPqtBpYYt2ZmgtVDQxYiKj/6GhBsrPZ1RqseC/54F2U7Ntjxwl7FxUk+9XjeA5fBRjOitSzcSCpkxSMRHv0W3G2uAOWG1rrWOqcbVkVUQTqnS1+/VkkaXHugOVidQMmZCmcUtkHMGAhIkUMOg2SYoxIilG2Wnpzi6u1caDnMFUPFCRrNV5ZHL8ZV/JwFguSqWdVtWZYXB4zhaRhn6yEKCRGG1FZ612XVudoDhqwpMdF4nNU9dupzQxYiKhH6LQaDDIZMMhkAGAK+7iOFiTbGpxoahHdY/o1DlxmQTKpjFRQ6/KIWMrt7oBcEATcMHQQ/nnC6nVMraMZyUHO1za1WVnfqL6CAQsRqVpXFCRX1zu9e+pIS0AE6anT2NS1BcnhdEk2R+qhZ0HygCINCbV4NGO55DEteWJWvF/AEqrwNj3O/d8PZliIiPqQzhYke9bfVPvMtuquguRoo66tRieMouRBUXrERuoRoWdBcl8kzRJq8ciwXLI1yIW1NwyN9zsmZC+Wft48jgELEZGPCL0WEXqt4pkWnS1IrnU0o9bRrPgHhwXJfVO1XMPSFrA0NrlQXd+EQSYDsi0xMBm0XoW34bbnDzabqC9jwEJE1EU6WpDc4hJhb2gLZuSeOQGKkNv66bjfd3dBclyAICiGBcldwhYgwwK4syyDTAbotBpcnzUIn5RUen0WjBSw1DndGcK4KGUNLNWOAQsRUS/TaoQOFyTXOpv96nE8i5KruqkguW0l87YhKrNHrU5clMGvYDk2kgXJnqpaa1hcLu/tZdWNGJNmBgBMGhLvFbAUn6/G4imBzxdp0CLBZMCVOicuVDUwYCEiInXQaATERugRG6FHpn+5Q1BdUZB8tc6JqyxI7jCXS2zLsPisgFjmkUWZNMT7H/b4+eqQ500fFIkrdU5crG7AtenmrrlYlWDAQkQ0wHR1QbL/lHP/Hju1juYeLUiWAh21FiTXNDbLKzU3tw4JJcUYcbnGgYvVbUN712XGeS2OeOZyXcjzpsdF4ssLtn45U4gBCxERha2jBclNLS450PEtSrZ51Op4zcjqgoLkCL3GrylgyKLk1ixPlKF7C5KrG9zZqSiDFjWN7kzLtWmx2Hv6sleGJdKgxbXpZhwrrQ7rvP151WYGLERE1O30Wg0So41IjO7ZguTGJhesTY2w2pUVJOu1gn8RcmRrV+QuKEiWZgjFRerlobXcdLM7YKn2vtYbhsSHH7AMapsp1N8wYCEiItXqzoLkwF2S3QXJTS0iKmsdfq3xw7necAqSj1+oBgBU1jnhbHZX3Uo1J74zgSYOicdfPj4rv2+vPT/ADAsREVGf0JmC5AZpJXPPIuR2ipKr6jtWkCwFKwCw9P8cBQBcqGrAA//7EOZOyMDd49Mx0WchwzOXazE2Iy7g+fpz8zgGLERERK0EQUCUQYcogw5p3ViQ/Nl3V0Ke69PvKlF6tR53j09vzS61KSkPHrBktLbnv1rnRL2zGVGG/vMz33/uhIiIqBcpKUh+ZU8JXt7zLYYkROH7K/UYFKXHu8vyMf2l/fI+g+Pb1s5Kj4uUsybfXa4Net7YSB2ijTrUOppxqboBw5NjOnFH6tK/JrYTERH1AdIsIakHy4iUGAxPjsYEj+GfMemx8t/TspPkv0vKgwcsgiDIdSwX+lnhLQMWIiKiHmaT1hFqLWFJaB32STW3ZWeuTWtr/DZtVLL895kQGRagrY7lUrWymVFqx4CFiIioh0krNUsLH8a3BizJMR4Bi0en2pEpbUM7P1ypQ2NT24KIvtpmCtV33QWrAAMWIiKiHiatIyR1uZUyLPXOttWYszxqWDynMbtE4Fxl8I63/bUXCwMWIiKiHtY2JNQasLQ21POcDq3xWCjSZPReYuC7iuDDQv21FwsDFiIioh5W7bPwoTQkFKx/i1HnHbCUhApYmGEhIiKiznK5RFS3Dgm1+AwJXa1vC1g8m8oBQGxE27DQmRABS0ZrhsVqb0RTiyvofn0NAxYiIqIeVOtsRmucIg8JxUcb4HKJsNraZvaU+6x/FBOhl/8uqagJev7EaCMMWg1cIrzO19cxYCEiIupBUv2KQadBfetsn3iTAd9fqUO9s232T5lPsBHtUXh7rrIOzUGyJxqNgLQ492yj/lTHoihgWblyJQRB8HpZLBb58/Lycvz0pz9FWloaoqKiMHv2bJSUlLR73q1btyInJwdGoxE5OTnYtm2b8jshIiLqA6SVmiECrSUsiI8y4KtLdq/9LvkEG56Ft00tIn64Gnzacn+sY1GcYRkzZgzKysrk14kTJwC4F4y6++67cfbsWWzfvh3Hjh1DVlYWpk+fjrq64NOvioqKMH/+fBQUFOD48eMoKCjAvHnzcOjQoY7fFRERkUpJU5qlgtu4KD10Wg1OXrR57ee7arPvCs2hOt72x5lCitcS0ul0XlkVSUlJCQ4ePIivvvoKY8aMAQC8/vrrSE5OxubNm/HQQw8FPN/atWsxY8YMFBYWAgAKCwuxf/9+rF27Fps3b1Z6eURERKomzxByec8Q+uqSO2BJjDaistaBMp9OtSafhQy/q6gB4P97DADprYsgDugMS0lJCdLS0jB06FAsWLAAZ8+eBQA4HA4AQEREW5c+rVYLg8GATz/9NOj5ioqKMHPmTK9ts2bNwoEDB0Jeh8PhgN1u93oRERGpna3ee+pygskAURTx1UX379iMnBQAQFmQDIuutT/LmcthNI/rRxkWRQFLXl4eNm3ahJ07d2L9+vWwWq3Iz8/HlStXkJ2djaysLBQWFqKqqgpOpxMvvPACrFYrysrKgp7TarUiJSXFa1tKSgqsVmvIa1m9ejXMZrP8yszMVHIrREREvUKuYWkVbzLgQlUDbA1N0GsF3DrKvdCh71pA0a01LLdlJ8McqUeuR+t+XwO+6HbOnDm47777kJubi+nTp+P9998HALz99tvQ6/XYunUrvv32W8THxyMqKgr79u3DnDlzoNVqQ55XEASv96Io+m3zVVhYCJvNJr/Onz+v5FaIiIh6hTQkJEmINuJk63DQiOQYZCW4h3OC1bCkxUWi+D9m4H/dODTod2RIQ0LVDfLU6b5OcQ2LJ5PJhNzcXHkm0IQJE1BcXAybzQan04mkpCTk5eVh4sSJQc9hsVj8sikVFRV+WRdfRqMRRqOxM5dPRETU43wzLAkmA062zhC6Nj0WqeZIeb8GZwsiDe7/0y8FLHWO5nb/T73FHAFBcDefq6xzeC2q2Fd1qg+Lw+HAqVOnkJqa6rXdbDYjKSkJJSUlOHLkCO66666g55gyZQp2797ttW3Xrl3Iz8/vzKURERGpUrVPDUu8yYCvWmcIXZtuRmyETu654pllkbbVeSyQGIxBp0FKa5DSXwpvFQUsTz75JPbv349z587h0KFDmDt3Lux2O5YsWQIAePfdd7Fv3z55avOMGTNw9913exXVLl68WJ4RBADLly/Hrl27sGbNGnzzzTdYs2YN9uzZg8cff7xr7pCIiEhFfIeE4k1tPVjGpJkhCAJSze5gw3OmkJRhqXW0IBz9rfBWUcBy4cIFLFy4EKNGjcK9994Lg8GAgwcPIisrCwBQVlaGgoICZGdn47HHHkNBQYHf1OTS0lKvItz8/Hxs2bIFGzZswNixY7Fx40a88847yMvL64LbIyIiUhffDEuLS8TlGgc0AjA6NQYAkNraR8U7w+IeGqpztJ9hATx6sfSTDIuiGpYtW7aE/Pyxxx7DY489FnKfffv2+W2bO3cu5s6dq+RSiIiI+iSbT4ZFasE/LCkaUa29VtJCZFjCDlgGcoaFiIiIOk4URb+iW6nfyrUe05SlwlvP9vxtQ0IDM8PCgIWIiKiH1Dlb0OwzzVjqtzImLVbeltraRyVg0S0zLERERNSdquq861diI3Q4ba0B4J1hkbIjnis2tw0JhVd0m8EMCxEREXWEb/2KRiPIGZAczwyLXMPSALF1kcTo1voWZ4sLzmZXu98lZVhqHM1+39sXMWAhIiLqIb71K9L7IQlRiI3Qy9ulGpY6Zwvsje4hIJOxrWt8OMNCUQYdBkW5z9kfsiwMWIiIiHpIdYMz4PYxad7rAkUatHKwIRXe6rQaGHXun+2wC2/7UR0LAxYiIqIe4pthkYxJj/XbJmVZyjrY7RbwnClUr+g61YgBCxERUQ8JVktybZr/ystpUvO4zvRi8VgEsa9jwEJERNRDfGcJSTynNEvSWqc2e2ZYBnJ7fgYsREREPcR3HSHA3dU2Idrot10eEvLIsAzk9vwMWIiIiHpIoBqWMen+w0FAW4blYie63WbIGZbGdvZUPwYsREREPcQWYJZQoPoVwLPotjM1LO5zVNY60NgU3jCSWjFgISIi6iGBMizXBpghBLRlWKy2Rrhc3s3jwg1Y4qL0iDK4h5Eu9fE6FgYsREREPSRQDcu1QYaEUmIjIAjuzrZXWot1lRbdCoLQVsfCgIWIiIja416p2XtIKDHaiOQY/4JbANBrNfJn0kwhpUW3gMdMoT5eeMuAhYiIqAfUO1vQ1OK9UvO16bEQBCHoMVIdi9SLRWkNCwBmWIiIiCh8gYaDAvVf8STVsUj1J0pnCQHMsBAREZECvsNBQPAZQhLf9vxKW/MDbRmWC8ywEBERUXtsAWcIhQ5Y5Pb8Nu8hoXCLbgGPXizMsBAREVF7Ag0JScFEMGnm1vb88pBQB4puW9cTstob0dziCvs4tWHAQkRE1AMC9WAJVXALAKlx3s3jojtQdJscY4ReK6DFJaK8xhH2cWrDgIWIiKgHVPnUsCQFmc7sScqwlLdmRzpSdKvRCHItTF8eFmLAQkRE1ANsPkNCN49IaveYxGh3dsQlAuU1DjnDUu9sgSiK7Rzdpm1donoFV6wuDFiIiIh6gO8soZtHJrZ7jEYjwOJRxyJlWFpcIhzN4dejSHUszLAQERFRSL41LBOyBoV1nNw8ztaIKL1W3t6hXix9eGozAxYiIqIe4DtLKDG6/RoWwHumkEYjwGRQPlMoQ+rFwgwLERERheLbhyXCI1sSiu9MoU51u2WGhYiIiELxnSUULinDIgUbbVObw28eJ3W7vVTdoKhYV00YsBAREXUzURS9ApYIffg/v2lx3u35ozrQPC61dZZQY5MLV+o6Fjj1NgYsRERE3ayxyeW1UnPe0ISwj5XXE5JWbDYoHxIy6rRIbu370ldnCjFgISIi6mbVDd5ZjZTY8ApugbYeKlfqnGhsaulQt1ug79exMGAhIiLqZr5TmuNN4Qcs5kg9IlsLdK22xg4V3QJtdSzMsBAREVFAvgFLgskQ9rGCIMg1KJc8mscpKboFBliGZeXKlRAEwetlsVjkz2tra/Hoo48iIyMDkZGRGD16NNatWxfynBs3bvQ7pyAIaGxs7NgdERERqYxvl9t4BQELAKR5NI+LlopuncoyLH29F4tO6QFjxozBnj175Pdabds88hUrVmDv3r3461//iiFDhmDXrl145JFHkJaWhrvuuivoOWNjY3H69GmvbREREUovjYiISJVOldm93sdHKwxY4vzb8yseEurjGRbFAYtOp/PKqngqKirCkiVLcOuttwIAli5dir/85S84cuRIyIDFN1NDRETUn3z6XaXXeyVDQoB3e/5hSSYAHSi6ldcT6psLICquYSkpKUFaWhqGDh2KBQsW4OzZs/JnN954I3bs2IGLFy9CFEXs3bsX3377LWbNmhXynLW1tcjKykJGRgZuv/12HDt2rN3rcDgcsNvtXi8iIiI1+qK02ut9Qpht+SVyhsXmWcPSsQyLvbEZNY1N7eytPooClry8PGzatAk7d+7E+vXrYbVakZ+fjytXrgAAXn31VeTk5CAjIwMGgwGzZ8/G66+/jhtvvDHoObOzs7Fx40bs2LEDmzdvRkREBKZOnYqSkpKQ17J69WqYzWb5lZmZqeRWiIiIek2HMyydGBKKNupgjtQD6JvDQooCljlz5uC+++5Dbm4upk+fjvfffx8A8PbbbwNwBywHDx7Ejh07cPToUbz44ot45JFHvGpefE2ePBkPPPAAxo0bh5tuugl///vfMXLkSPzxj38MeS2FhYWw2Wzy6/z580puhYiIqFdEGbRhryMkaath8Si6VThLCOjbU5sV17B4MplMyM3NRUlJCRoaGvDLX/4S27Ztw49//GMAwNixY1FcXIw//OEPmD59eljn1Gg0mDRpUrsZFqPRCKNRWUqNiIiop1XUeM96VTpDCGjLsNQ4miEtBaR0SAhwDwt9XWbHpf6eYfHlcDhw6tQppKamoqmpCU1NTdBovE+p1WrhcrnCPqcoiiguLkZqampnLo2IiEgVTl7yrrFUOhwEuFdoloZzahrdgYrSISGgLcNyoQ8GLIoyLE8++STuuOMODB48GBUVFXj++edht9uxZMkSxMbG4pZbbsFTTz2FyMhIZGVlYf/+/di0aRNeeukl+RyLFy9Geno6Vq9eDQB47rnnMHnyZIwYMQJ2ux2vvvoqiouL8ac//alr75SIiKgXnLxo83qvtOBWkmqOgK2hCfbWgtmOZFgyBg2QIaELFy5g4cKFqKysRFJSEiZPnoyDBw8iKysLALBlyxYUFhZi0aJFuHr1KrKysvC73/0Oy5Ytk89RWlrqlYWprq7G0qVLYbVaYTabMX78eHz88ce44YYbuugWiYiIeo9vhqUjQ0KAe9Xmb6w1sLV2za1ztsDlEqHRCGGfQ65h6e8Zli1btoT83GKxYMOGDSH32bdvn9f7l19+GS+//LKSyyAiIuozjvxQ5fW+I0NCgDvDAkDOsABAvcdiiOFI78MZFq4lRERE1E1s9U24XOPw2taZDAsAXK1rgpRUUd48zn2OihoHHM3KZxn1JgYsRERE3eTkJZvfto4HLP7N45QW3sabDIjQu3/6y6r71pp9DFiIiIi6yVcBApbEDhfdurMjZbZGeRhIaYZFEIQ+W8fCgIWIiKibfHXRf9mYDmdYPLrdRhnczeM6NLV5kLSmEAMWIiIiQuAMS0cDlhSzOzPjaHahqcXdPa4z3W77Wi8WBixERETdoNbRjHOVdX7bE6I7FrAYdVp5OGkg9mJhwEJERNQNTpXZ5Tb6kgi9BlGGjq+Kk95aeGtvcAcsnel2e7G6vsPX0RsYsBAREXWDQOv1JJg6twZeRmv9iasT6wmlseiWiIiIJNcPHuS3raPDQZLJ18R7ve/oAoiAe1pzi0tsZ2/1YMBCRETUDTLjo5BtifHa1tGCW8mto5K93td2oOg2JcYIrUZAs0v0W0lazRiwEBERdZOZOSle7zsbsGTGR2FEcrT8viMZFp1WA0usuxamLxXeMmAhIiLqJjPHWLzed3QdIU+3ZbdlWWqdygMWwGNNoT5Ux8KAhYiIqJuMSYv1ep/QwS63njyHhWoaOxawZEi9WJhhISIiImeLy+t9Z4eEAGDikLZi3oNnrnToHMywEBERkcxW3+T1flBU5wMWvVaDmNa1hHwDonDJvViYYSEiIqLqBu+A5Ycr/p1vO+L2cWmdOp4ZFiIiIpJV+2RYviit6pLz3j42Vf67wq58arJnhkX0bcerUgxYiIiIukl1vdPr/ZHvq7okQBgcHyX/ve/0ZcXHS91uG5paUOUTVKkVAxYiIqJu4jskVFHjwJnLtZ0+b7SxbT2i3afKFR8foW9bSLGv1LEwYCEiIuomvkW3ALDra+UBhi+TZ8DydTmczcqLb9vqWPrGIogMWIiIiLpJlc+QEADsOtn5gMWg00CnEeT3R76/qvgcfa0XCwMWIiKibuI5JCStK1R8vrpDhbK+oiPasix7T1coPr6vzRRiwEJERNRNPIeERqfG4rrMOAAdqzvxZTK0BSwffdOBgKWP9WJhwEJERNRNqhvahoQSTAbMaF0McXcX1LF4Ft6euVyH0ivKalHkgIUZFiIiooHNsw9LfLQBs8a4A5YD311BbQdWWvZkMmq93isdFpKGhC4xYCEiIhrYPAOWBJMBw5KiMTTRBGeLC/s70D/FkzRTSKqNUTosJAUsVfVNqO/gqs89iQELERFRN/FsHBdvMkIQBMyUh4WsnTq3NCQ0aUg8AKDo7BVFgUdshB4xrYW7faGOhQELERFRN3A2u1DnbJHfSys1S3UsH31TgaYOLl4ItGVYUuMikB4XCWezC0UKV2+W6lgu9IFhIQYsRERE3cDm0+U2MdodsIwfPAiJ0QbYG5tx+Jzy/ikSKcNS52jGbdnJAJQPC2UM6jszhRiwEBERdQNbg3fTOCnDotUI+FG2O8uy62THh4Wkots6R4scsOz9pkLRWkV9aaYQAxYiIqJu4Flwa9BqvKYhzxzTNr25o4shSkNCtY5mTL4mAUadBpdsjfi2PPy1itKZYSEiIhrYvKY0mwwQhLZW+lOHJyJSr8UlWyNOXrJ36PyeQ0KRBi3yhyUAUDYslB7nXvWZGRYiIqIBqsprhpDB67MIvRY3j0wE0PHFEKVOt1I/l2kew0Lh6rcZlpUrV0IQBK+XxWKRP6+trcWjjz6KjIwMREZGYvTo0Vi3bl275926dStycnJgNBqRk5ODbdu2Kb8TIiIiFfEsuk2INvh9PjPH/fvZ0ToWk0eGBQCmjXIHLEdLqwKuEh2IVMNSXtPYoRWfe5LiDMuYMWNQVlYmv06cOCF/tmLFCnz44Yf461//ilOnTmHFihX4+c9/ju3btwc9X1FREebPn4+CggIcP34cBQUFmDdvHg4dOtSxOyIiIlIB36Zxvm7LToZWI+Abaw3OX1XWVh/wHBJyT53OjI/CiORotLhEfFwSXlO6xGgDjDoNRBGw2jq/IGN3Uhyw6HQ6WCwW+ZWUlCR/VlRUhCVLluDWW2/FkCFDsHTpUowbNw5HjhwJer61a9dixowZKCwsRHZ2NgoLC/GjH/0Ia9eu7dANERERqYHnOkLxJqPf54NMBkwaMghAx4aFpFlCni3+5WGhMNv0C4Lg0YtFedDUkxQHLCUlJUhLS8PQoUOxYMECnD17Vv7sxhtvxI4dO3Dx4kWIooi9e/fi22+/xaxZs4Ker6ioCDNnzvTaNmvWLBw4cCDkdTgcDtjtdq8XERGRWnhlWAIMCQHAjNZhoY50vZUzLB7dbaVhof2nL8PlCm/2UV+pY1EUsOTl5WHTpk3YuXMn1q9fD6vVivz8fFy54u6s9+qrryInJwcZGRkwGAyYPXs2Xn/9ddx4441Bz2m1WpGSkuK1LSUlBVZr6H+81atXw2w2y6/MzEwlt0JERNStPGtYfItuJVKb/sPnrqKqzhlwn2B8a1gAYOKQQYgx6nClzonjF6rDOk+auW/0YlEUsMyZMwf33XcfcnNzMX36dLz//vsAgLfffhuAO2A5ePAgduzYgaNHj+LFF1/EI488gj179oQ8r+dULwAQRdFvm6/CwkLYbDb5df78eSW3QkRE1K3aq2EB3HUn2ZYYuETlXWqlgKWpRYSj2V3HotdqcFPr7KO9YS6u2C8zLL5MJhNyc3NRUlKChoYG/PKXv8RLL72EO+64A2PHjsWjjz6K+fPn4w9/+EPQc1gsFr9sSkVFhV/WxZfRaERsbKzXi4iISC08pzUHGxICgJljpGEhZXUsJoNW/lsqvAXahoXCnd7cV7rddipgcTgcOHXqFFJTU9HU1ISmpiZoNN6n1Gq1cLmCT5WaMmUKdu/e7bVt165dyM/P78ylERER9SqbV+M4/6JbiTQstP/by2hsagm6ny+dVoMIvfs313NY6NbWgOXERRsq7O3P/JEzLP0pYHnyySexf/9+nDt3DocOHcLcuXNht9uxZMkSxMbG4pZbbsFTTz2Fffv24dy5c9i4cSM2bdqEe+65Rz7H4sWLUVhYKL9fvnw5du3ahTVr1uCbb77BmjVrsGfPHjz++ONddpNEREQ9qanFhRqPICJYDQsAjEmLRZo5Ag1NLfjsu0pF3xNt9G4eBwBJMUaMzTADAPZ92/6wkJRhKatuDLtQtzcoClguXLiAhQsXYtSoUbj33nthMBhw8OBBZGVlAQC2bNmCSZMmYdGiRcjJycELL7yA3/3ud1i2bJl8jtLSUpSVlcnv8/PzsWXLFmzYsAFjx47Fxo0b8c477yAvL6+LbpGIiKhn2T0KbvVaAbERuqD7CoKAGTnSYogKh4UCFN4CyoaFLOYIaATA2eLC5VqHou/vScGfYABbtmwJ+bnFYsGGDRtC7rNv3z6/bXPnzsXcuXOVXAoREZFqVTcEX0cokJljLHi76Af8v2/K0eISodWE3l/i255fclt2Ml75fyX4pKQSzmYXDLrg+Qm9VgNLbAQu2RpxoaoBKbERYX13T+NaQkRERF2sOsz6FckNQ+MRG6FDZa0Tx0qrwv4e3263ktx0MxKjDah1NOPID1fbPU9fqGNhwEJERNTFqj1nCIWoX5HotRrc1tqlVslsIanbre+QkEYj4JaR4Q8LyTOFVDy1mQELERFRF/POsLQfsABtXW93fV0OUQyv+NUUoOhWIgVA4fR3acuwqLc9PwMWIiKiLuZbwxKOW0YlwaDV4FxlHc5crg3rmOggRbcAcOOIRGg1As5crkPpldCBSHpcFABmWIiIiAYUm8eQUGKIpnGeoo065A9PAADsDHO2kJxhcfoHLOZIPSZmuRdXbG8xRNawEBERDUDeGZb2i24l0vTmcOtYgk1rloQ7LORZwxLucFRPY8BCRETUxTpSwwIAM0a7A5bi89UoD6NLbbRcdBu4Q+601oCl6OwVNDiDd9GVApY6Z4vXoo1qwoCFiIioi4W7jpCv5NgIXJcZBwDYc6r9LEuoolsAGJEcjfS4SDibXThwJngX3UiDVp7NdEGldSwMWIiIiLqYrQNFt5KZY8Lvehuq6BZwd9Gdlp0EIIxhIZXXsTBgISIi6mKeQ0Lh9GHxJC2GWHTmCmoaQw/PSJ1ugwUsQFsdy77Tl0PWp0jDQpcYsBAREQ0MUuM4nUZAbIRe0bHDkqJxTaIJzhYX9rezeGF7Q0IAMOWaRBh1GlysbsC35cGnS6u9eRwDFiIioi7U4hJhb3QHEINMBmjCXBdI4rkYYnuzhYK15vcUadBiyjD3dOlQw0IcEiIiIhpAPFdqVjocJJHqWD76pgJNLa6g+wVrze9LGhYK1Y9FzrAwYCEiIur/PGcIKS24lVyXOQiJ0QbUNDbj0NngixfKGRZnc8j6lGmj3AHL0R+qYKsPXBcjZ1g4JERERNT/daQtvy+tRsD00dKwkDXoflGtAYtLBBqagg8LZcZHYXhyNFpcIj75LnBdTEZre/4rdc6QPVt6CwMWIiKiLuSZwUiMDr/LrS/POpZg2ZMovVb+O1QdC9B+19vYSJ2csVHjsBADFiIioi5U3dD5ISEAmDo8EVEGLS7ZGnHykj3gPhqNAJMhvDoWaVho/+nLcLn8AyBBEFRdx8KAhYiIqAt1tC2/rwi9FjePcDd923Uy+LBQOFObAWDikEGIMepwpc6JLy/aAu6j5joWBixERERdqDNN43xJw0K7Qkxvbq/brUSv1eCmkYkAgg8LtWVY6hVfa3djwEJERNSFqrtglpDktuxkaDUCvrHW4PzVwEGEyWOmUHukYaG9wQIWZliIiIgGBs9ZQgmdKLoF3I3nJg0ZBCB4lkXqxVLbTtEtANwyyj3EdOKiDRU1/qtBs4aFiIhogOjKISEAmJljARC8jiXcISEASI6JwNgMMwD32kK+mGEhIiIaIKQMi1YjwBypbB2hQKQ6ls+/v4qqOqff5yYFAQsQelhIyrBY7Y0hO+z2BgYsREREXcjWWsMyKEqveB2hQDLjozA6NRYuEfh/AYKMcGcJSaa19mP5pKTSLyhJijbCoNXAJQJWm/+QUW9iwEJERNSFpAxLZwtuPbU1kfMfFlIyJAQAY9PNSDAZUOtoxuffe7f912gEpMZFAFBfHQsDFiIioi7icomwtQYsCabOFdx6mtkasHz8bSUafVrwmwxShiW8dvoajSAX34YaFlJbHQsDFiIioi5ib2yC1EU/PrrrMixj0mKRHheJhqYWfFpS6fVZuCs2e2pbvTlA4a1KZwoxYCEiIuoiXT1DSCIIgtfaQp6UDgkBwE0jkqDVCPiuotavv4taZwoxYCEiIuoiXbFSczBSwLLnVDlaPNYCUlp0CwDmSD0mZLn7u/h2vWWGhYiIqJ/z7HLblRkWALhhaDxiI9xrAR0rrZK3RyvodOupbVjIJ2AZxICFiIioX7N1YZdbX3qtRg4yPLvetvVhCa/oViKdq+jMFTQ4247NiIsC4A5YAq3q3FsYsBAREXWRrlqpOZiZY9q63oqt1b1trfmVZVhGJEcjPS4SjmYXDpxpK+S1mCMgCICz2YXKOkcXXXnnMWAhIiLqIlXdOCQEADePTIJBq8H3V+rxXUUtgI4V3QLuQt5p2a3Tmz2GhQw6DVJiWnuxqKjwVlHAsnLlSgiC4PWyWCzy576fSa/f//73Qc+5cePGgMc0Nqqrwx4REVF7ujvDEm3UIX94AoC2YSFpSKje2aJ4CEeuY/nmspyxAdRZx6I4wzJmzBiUlZXJrxMnTsifeW4vKyvDW2+9BUEQcN9994U8Z2xsrN+xERERyu+GiIioF0k1LIIAxEV1fcACeCyG2BqwSBkWQHnh7ZRrEmHUaXCxugHfltfK29XYPE7X/i4+B+h0XlkVT77bt2/fjmnTpuGaa64JeU7fTE04HA4HHI62sTW73a7oeCIioq4mzRKKjzJA2wXrCAUyfXQyfrkNOH6+GuX2RiTHGKHVCGhxiahztCAmIvwFFyMNWkwZloB9py9j7+kKjLLEAOgnGZaSkhKkpaVh6NChWLBgAc6ePRtwv/Lycrz//vt48MEH2z1nbW0tsrKykJGRgdtvvx3Hjh1r95jVq1fDbDbLr8zMTKW3QkRE1KW6Yx0hX8mxERg/OA6Au4mcIAgwGTpWeAu0DQt59mNRY4ZFUcCSl5eHTZs2YefOnVi/fj2sVivy8/Nx5coVv33ffvttxMTE4N577w15zuzsbGzcuBE7duzA5s2bERERgalTp6KkpCTkcYWFhbDZbPLr/PnzSm6FiIioy9nquz9gAeDX9bajhbcAMG2UO2A5+kOVPKTV5zMsc+bMwX333Yfc3FxMnz4d77//PgB3cOLrrbfewqJFi9qtRZk8eTIeeOABjBs3DjfddBP+/ve/Y+TIkfjjH/8Y8jij0YjY2FivFxERUW+SZgkldOE6QoFIdSwHzlSiprHJoxeL8oAlMz4Kw5Oj0eIS8UmJe22hDBV2u+3UtGaTyYTc3Fy/bMgnn3yC06dP46GHHlJ+QRoNJk2a1G6GhYiISE08V2ru7gzL8ORoXJNoQlOLiP3fXu5Qe35PvsNCUoalprEZ9samoMf1pE4FLA6HA6dOnUJqaqrX9jfffBMTJkzAuHHjFJ9TFEUUFxf7nZOIiEjNahzNkGYVx5u6tsttIDPGuIeFdp0s73B7fsmto9z9WPafvgyXS0SUQYdBUe7iXbXUsSgKWJ588kns378f586dw6FDhzB37lzY7XYsWbJE3sdut+Pdd98Nml1ZvHgxCgsL5ffPPfccdu7cibNnz6K4uBgPPvggiouLsWzZsg7eEhERUc+zefRgSezmISEAmNlax7L3dAWMOvfPea3C9vySSUPiEWN0r1P05UUbAPWt2qwoYLlw4QIWLlyIUaNG4d5774XBYMDBgweRlZUl77NlyxaIooiFCxcGPEdpaSnKysrk99XV1Vi6dClGjx6NmTNn4uLFi/j4449xww03dPCWiIiIel51Q1uX2+4eEgKA6zIHITHaiJrGZnx1yR1kdKSGBXCvU3TTyEQAHsNCKqtjUdSHZcuWLe3us3TpUixdujTo5/v27fN6//LLL+Pll19WchlERESq091dbn1pNQKmj07Gls/Po9zu7kvW0YAFAG4dlYx/nrBi3+kKPDFjJNI9FkFUA64lRERE1AW81xHq/hoWAJjZWsci6WjRLdBWx/LlBRsqahr79pAQERERBSbNEAJ6JsMCAPnDEhHV2jQO6FyGJTkmArnpZgDAvtOX5SGhC8ywEBER9R/SkJAgQJ5h090i9FrcPCJJfl/XwaJbybTW6c37TlcggxkWIiKi/kcKWOIi9dBpe+7n1XNYqDNDQkBbP5ZPvq1Ecqx7WKuy1oHGps4FQl2BAQsREVEXkGYJ9dRwkOS27GR5ocXODAkBwNh0MxJMBtQ4mvFdRa083HRJBcNCDFiIiIi6gNSHpacKbiVxUQbcMCQeQOczLBqNgFtai28961jUMFOIAQsREVEX6ImVmoORFkPsaKdbT55t+tU0U4gBCxERURfoqYUPA/mX3FTEGHUYmhjd6XPdNCIJWo2A7ypq0dK61oAaMiyKGscRERFRYG1DQj0fsFjMEThQeBuMOm37O7fDHKnHhKxBOHzuKkrKawEww0JERNQviKLYq0NCABAToYdB1zU/69KwkNXeCEAdvVgYsBAREXVSraNZHj6Jj+7ZotvuMG1Ustd7ZliIiIj6Ac91hHpjSKirjUyJlmcIAe5MS3OLqxeviAELERFRp3m25e+NotuuJggCpmW3ddBtcYkor3H04hUxYCEiIuo0z4UPe6uGpaupbViIAQsREVEneQ4JDYrqHwFL/rBEGD2KeC9W1/fi1TBgISIi6jRphpA5Ug99D64j1J0iDVpMGZYgv2eGhYiIqI+zSU3j+slwkMRzWKi3m8cxYCEiIuokaUioPxTcepL6sQDABWZYiIiI+rbebhrXXTLjozA82d3unxkWIiKiPq66dUgovodXau4J01pXb75U3QBRFHvtOhiwEBERdVJ1L64j1N2mtQ4LNTa5cKXO2c7e3YcBCxERUSf11yEhAJiYFY8Yo3ut5Ku9GLBwtWYiIqJO6q9FtwBg0Gmw+r5cfPFDNYYmmnrtOhiwEBERdYIoirA1SNOa+18NCwDcPjYNt49N69Vr4JAQERFRJ9Q7W9DU0rpScz8cElILBixERESd4LmOUH8cElILBixERESd0B/XEVIjBixERESdYGudIRQboYNBx5/V7sInS0RE1AltM4T6Z8GtWjBgISIi6oTqBqnLLYeDuhMDFiIiok6QMiwMWLoXAxYiIqJOkNYR6o9t+dVEUcCycuVKCILg9bJYLPLnvp9Jr9///vchz7t161bk5OTAaDQiJycH27Zt69jdEBER9TBmWHqG4gzLmDFjUFZWJr9OnDghf+a5vaysDG+99RYEQcB9990X9HxFRUWYP38+CgoKcPz4cRQUFGDevHk4dOhQx+6IiIioB0nrCLHotnspbs2v0+m8siqefLdv374d06ZNwzXXXBP0fGvXrsWMGTNQWFgIACgsLMT+/fuxdu1abN68WenlERER9ShbP16pWU0UZ1hKSkqQlpaGoUOHYsGCBTh79mzA/crLy/H+++/jwQcfDHm+oqIizJw502vbrFmzcODAgZDHORwO2O12rxcREVFP4yyhnqEoYMnLy8OmTZuwc+dOrF+/HlarFfn5+bhy5Yrfvm+//TZiYmJw7733hjyn1WpFSkqK17aUlBRYrdaQx61evRpms1l+ZWZmKrkVIiKiLhFl0EEjoFdXMh4IFA0JzZkzR/47NzcXU6ZMwbBhw/D222/jiSee8Nr3rbfewqJFixAREdHueQVB8HoviqLfNl+FhYVe32m32xm0EBFRj3ujYAKs9kZkxkf19qX0a4prWDyZTCbk5uaipKTEa/snn3yC06dP45133mn3HBaLxS+bUlFR4Zd18WU0GmE0ssCJiIh6V3JsBJJj2/8/59Q5nerD4nA4cOrUKaSmpnptf/PNNzFhwgSMGzeu3XNMmTIFu3fv9tq2a9cu5Ofnd+bSiIiIqB9RlGF58skncccdd2Dw4MGoqKjA888/D7vdjiVLlsj72O12vPvuu3jxxRcDnmPx4sVIT0/H6tWrAQDLly/HzTffjDVr1uCuu+7C9u3bsWfPHnz66aeduC0iIiLqTxQFLBcuXMDChQtRWVmJpKQkTJ48GQcPHkRWVpa8z5YtWyCKIhYuXBjwHKWlpdBo2hI7+fn52LJlC/793/8dv/71rzFs2DC88847yMvL6+AtERERUX8jiKIo9vZFdAW73Q6z2QybzYbY2NjevhwiIiIKQ7i/31xLiIiIiFSPAQsRERGpHgMWIiIiUj0GLERERKR6DFiIiIhI9RiwEBERkeoxYCEiIiLVY8BCREREqseAhYiIiFSvU6s1q4nUsNdut/fylRAREVG4pN/t9hrv95uApaamBgCQmZnZy1dCREREStXU1MBsNgf9vN+sJeRyuXDp0iXExMRAEITevhzF7HY7MjMzcf78ea6FpACfW8fwuSnHZ9YxfG4dM5CemyiKqKmpQVpamtfiyL76TYZFo9EgIyOjty+j02JjY/v9fzi7A59bx/C5Kcdn1jF8bh0zUJ5bqMyKhEW3REREpHoMWIiIiEj1GLCohNFoxLPPPguj0djbl9Kn8Ll1DJ+bcnxmHcPn1jF8bv76TdEtERER9V/MsBAREZHqMWAhIiIi1WPAQkRERKrHgIWIiIhUjwFLF6iqqkJBQQHMZjPMZjMKCgpQXV0d8hhRFLFy5UqkpaUhMjISt956K06ePOm1j8PhwM9//nMkJibCZDLhzjvvxIULFxR/9/LlyzFhwgQYjUZcd911XXDHHfP6669j6NChiIiIwIQJE/DJJ5+E3H///v2YMGECIiIicM011+DPf/6z3z5bt25FTk4OjEYjcnJysG3bNsXfG86/RW9S63P7xz/+gVmzZiExMRGCIKC4uLhT99nV1Pjcmpqa8PTTTyM3NxcmkwlpaWlYvHgxLl261Pkb7iJqfG4AsHLlSmRnZ8NkMmHQoEGYPn06Dh061Lmb7SJqfWaeHn74YQiCgLVr1yq+P9UQqdNmz54tXnvtteKBAwfEAwcOiNdee614++23hzzmhRdeEGNiYsStW7eKJ06cEOfPny+mpqaKdrtd3mfZsmVienq6uHv3bvGLL74Qp02bJo4bN05sbm5W9N0///nPxddee00sKCgQx40b16X3Hq4tW7aIer1eXL9+vfj111+Ly5cvF00mk/jDDz8E3P/s2bNiVFSUuHz5cvHrr78W169fL+r1evG///u/5X0OHDggarVacdWqVeKpU6fEVatWiTqdTjx48KCi7w3n36K3qPm5bdq0SXzuuefE9evXiwDEY8eOddtzUEqtz626ulqcPn26+M4774jffPONWFRUJObl5YkTJkzo3gcSJrU+N1EUxb/97W/i7t27xTNnzohfffWV+OCDD4qxsbFiRUVF9z2QMKj5mUm2bdsmjhs3TkxLSxNffvnlLn8GPYUBSyd9/fXXIgCv/yAVFRWJAMRvvvkm4DEul0u0WCziCy+8IG9rbGwUzWaz+Oc//1kURff/sOn1enHLli3yPhcvXhQ1Go344Ycfdui7n3322V4LWG644QZx2bJlXtuys7PFZ555JuD+v/jFL8Ts7GyvbQ8//LA4efJk+f28efPE2bNne+0za9YsccGCBWF/bzj/Fr1Jrc/N07lz51QXsPSF5yY5fPiwCCDoD1xP6kvPzWaziQDEPXv2hL6pbqb2Z3bhwgUxPT1d/Oqrr8SsrKw+HbBwSKiTioqKYDabkZeXJ2+bPHkyzGYzDhw4EPCYc+fOwWq1YubMmfI2o9GIW265RT7m6NGjaGpq8tonLS0N1157rbxPR767NzidThw9etTrXgBg5syZQa+zqKjIb/9Zs2bhyJEjaGpqCrmPdM5wvjecf4veoubnpmZ97bnZbDYIgoC4uLiw7q+79KXn5nQ68cYbb8BsNmPcuHHh32QXU/szc7lcKCgowFNPPYUxY8Z07CZVhAFLJ1mtViQnJ/ttT05OhtVqDXoMAKSkpHhtT0lJkT+zWq0wGAwYNGhQyH2UfndvqKysREtLS8j79WW1WgPu39zcjMrKypD7SOcM53vD+bfoLWp+bmrWl55bY2MjnnnmGfzkJz/p9QXu+sJz+7//9/8iOjoaERERePnll7F7924kJiYqv9kuovZntmbNGuh0Ojz22GMdu0GVYcASxMqVKyEIQsjXkSNHAACCIPgdL4piwO2efD8P5xjffTr63b1B6f0G2t93ezjn7Kp9eouan5uaqf25NTU1YcGCBXC5XHj99ddD3EnPUvNzmzZtGoqLi3HgwAHMnj0b8+bNQ0VFRTt31P3U+MyOHj2KV155BRs3buxT/70NhQFLEI8++ihOnToV8nXttdfCYrGgvLzc7/jLly/7Rb8Si8UCAH4ReEVFhXyMxWKB0+lEVVVVyH2UfndvSExMhFarDXm/viwWS8D9dTodEhISQu4jnTOc7w3n36K3qPm5qVlfeG5NTU2YN28ezp07h927d/d6dgXoG8/NZDJh+PDhmDx5Mt58803odDq8+eabym+2i6j5mX3yySeoqKjA4MGDodPpoNPp8MMPP+Df/u3fMGTIkA7fc29iwBJEYmIisrOzQ74iIiIwZcoU2Gw2HD58WD720KFDsNlsyM/PD3juoUOHwmKxYPfu3fI2p9OJ/fv3y8dMmDABer3ea5+ysjJ89dVX8j4d+e7eYDAYMGHCBK97AYDdu3cHvc4pU6b47b9r1y5MnDgRer0+5D7SOcP53nD+LXqLmp+bmqn9uUnBSklJCfbs2SP/SPU2tT+3QERRhMPhaP/muoman1lBQQG+/PJLFBcXy6+0tDQ89dRT2LlzZ8dvujf1VHVvfzZ79mxx7NixYlFRkVhUVCTm5ub6TS0eNWqU+I9//EN+/8ILL4hms1n8xz/+IZ44cUJcuHBhwGnNGRkZ4p49e8QvvvhCvO222wJOa27vu0tKSsRjx46JDz/8sDhy5Ejx2LFj4rFjx0SHw9FNT8SfNAXvzTffFL/++mvx8ccfF00mk/j999+LoiiKzzzzjFhQUCDvL039W7Fihfj111+Lb775pt/Uv88++0zUarXiCy+8IJ46dUp84YUXgk79C/a9ohjev0VvUfNzu3Llinjs2DHx/fffFwGIW7ZsEY8dOyaWlZX1wJMJTa3PrampSbzzzjvFjIwMsbi4WCwrK5NfPfnfx2DU+txqa2vFwsJCsaioSPz+++/Fo0ePig8++KBoNBrFr776qoeeTmBqfWaB9PVZQgxYusCVK1fERYsWiTExMWJMTIy4aNEisaqqymsfAOKGDRvk9y6XS3z22WdFi8UiGo1G8eabbxZPnDjhdUxDQ4P46KOPivHx8WJkZKR4++23i6WlpYq/+5ZbbhEB+L3OnTvXhU+hfX/605/ErKws0WAwiNdff724f/9++bMlS5aIt9xyi9f++/btE8ePHy8aDAZxyJAh4rp16/zO+e6774qjRo0S9Xq9mJ2dLW7dulXR94pieP8WvUmtz23Dhg0B/3P17LPPdsl9d5Yan5s0BTzQa+/evV12752hxufW0NAg3nPPPWJaWppoMBjE1NRU8c477xQPHz7cdTfeCWp8ZoH09YBFEMXWah8iIiIilWINCxEREakeAxYiIiJSPQYsREREpHoMWIiIiEj1GLAQERGR6jFgISIiItVjwEJERESqx4CFiIiIVI8BCxERUT8hiiLmzJkDQRDw3nvvhdx33bp1GDt2LGJjYxEbG4spU6bggw8+CLr/ww8/DEEQsHbtWkXXVFZWhp/85CcYNWoUNBoNHn/8cUXHSxiwEBER9QG33norNm7cGHKftWvXQhCEsM6XkZGBF154AUeOHMGRI0dw22234a677sLJkyf99n3vvfdw6NAhpKWlKb5uh8OBpKQk/OpXv8K4ceMUHy9hwEJERNQPHD9+HC+99BLeeuutsPa/44478C//8i8YOXIkRo4cid/97neIjo7GwYMHvfa7ePEiHn30Ufztb3+TV5T2ZLPZsHTpUiQnJyM2Nha33XYbjh8/Ln8+ZMgQvPLKK1i8eDHMZnOH748BCxERUR9XX1+PhQsX4rXXXoPFYlF8fEtLC7Zs2YK6ujpMmTJF3u5yuVBQUICnnnoKY8aM8TtOFEX8+Mc/htVqxT//+U8cPXoU119/PX70ox/h6tWrnbonX7ouPRsRERH1uBUrViA/Px933XWXouNOnDiBKVOmoLGxEdHR0di2bRtycnLkz9esWQOdTofHHnss4PF79+7FiRMnUFFRAaPRCAD4wx/+gPfeew///d//jaVLl3b8pnwwYCEiIlKhVatWYdWqVfL7hoYGHDx4EI8++qi87YMPPkBVVRU++ugjHDt2TPF3jBo1CsXFxaiursbWrVuxZMkS7N+/Hzk5OTh69CheeeUVfPHFF0HrYo4ePYra2lokJCR4bW9oaMCZM2cUX08oDFiIiIhUaNmyZZg3b578ftGiRbjvvvtw7733ytvS09NRWFiIM2fOIC4uzuv4++67DzfddBP27dsX9DsMBgOGDx8OAJg4cSI+//xzvPLKK/jLX/6CTz75BBUVFRg8eLC8f0tLC/7t3/4Na9euxffffw+Xy4XU1NSA3+F7PZ3FgIWIiEiF4uPjER8fL7+PjIxEcnKyHGBInnnmGTz00ENe23Jzc/Hyyy/jjjvuUPSdoijC4XAAAAoKCjB9+nSvz2fNmoWCggL867/+KwDg+uuvh9VqhU6nw5AhQxR9l1IMWIiIiPowi8USsNB28ODBGDp0qPz+Rz/6Ee655x55SOmXv/wl5syZg8zMTNTU1GDLli3Yt28fPvzwQwBAQkKC31CPXq+HxWLBqFGjAADTp0/HlClTcPfdd2PNmjUYNWoULl26hH/+85+4++67MXHiRABAcXExAKC2thaXL19GcXExDAaDV71MexiwEBERDQBnzpxBZWWl/L68vBwFBQUoKyuD2WzG2LFj8eGHH2LGjBlhn1MQBPzzn//Er371K/yv//W/cPnyZVgsFtx8881ISUmR9xs/frz899GjR/Ff//VfyMrKwvfffx/+d4miKIa9NxEREVEvYB8WIiIiUj0GLERERKR6DFiIiIhI9RiwEBERkeoxYCEiIiLVY8BCREREqseAhYiIiFSPAQsRERGpHgMWIiIiUj0GLERERKR6DFiIiIhI9f5/43OscN+mNQkAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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d/L87+nL/4K4qLo1cnc+8JCcnM2bMmHOOad++fbX78+bNo2XLlgwfPrzWf87XX39NVlYWCxcuPOc4h8OBw+Go9eOKiIj7KyqrYOp7W3g3/QAA/S5oyd/H9CY8WMtEch7lJSwsjLCwsFqPN8Ywb948brvtNvz8/Gq939y5c7nwwguJj4+va0QREfFg24/kM+HtdHYdP4PdBvde3YUJV3TCx17zP/aQxsXl592++OILcnJyalwyio2NZenSpdW25efns2jRIu68805XxxMRETdhjGHBD/sYkfINu46fISLEwfy7LmbiVZ1VXKQal1+wO3fuXPr160dcXNxZf56VlUVeXl61bQsWLMAYw9ixY10dT0RE3EBhaQWPLtlE2oZDAAzo0opZN8fTsqkuC5BfshljjNUh6lN+fj6hoaHk5eUREhJidRwREfkVmw/mkTw/nT0nivCx23hwSFf++7KO2HW2pVGpy/u3vttIREQsYYzhre/2MuPDbZRVOokKDWBOUgIXtmthdTRxcyovIiLS4PKKy5myZCPLNh0B4Oq4CJ4f1Ytmgf4WJxNPoPIiIiINasP+0ySnprP/ZDF+PjYeuTaOOy5tf86vjhH5TyovIiLSIIwxzF2dwzPLt1NeaYhp0YSUsYnExzSzOpp4GJUXERFxudNFZTywaAMrth0D4NoekTx9Yy9Cm9T+879EfqLyIiIiLrV+70numZ/BobwS/H3sTB0Wx60Xt9MykZw3lRcREXEJp9Pw6le7ef7TLCqdhvYtA0lJSqRHm1Cro4mHU3kREZF6d6KwlMnvbODL7OMADI+P4qmRPWnq0NuO/HY6ikREpF59t/sEkxZkcDS/FIevnenDuzP6ohgtE0m9UXkREZF6Uek0vLxyJ39fkY3TQKfwpqQkJRAbqU87l/ql8iIiIr/ZsYIS7luYyTc7TwBw04XR/G1EdwL99TYj9U9HlYiI/Card+Ry78JMcgtLaeLnwxPX9+DGC6OtjiVeTOVFRETOS0Wlk5c+30HKyp0YA7GRwaQkJdIpvKnV0cTLqbyIiEidHc4rZlJqJj/sOQnA2N+15fHfdyPAz8fiZNIYqLyIiEidrNx+jMnvZHKqqJwgfx9m3tiL4fFRVseSRkTlRUREaqW80snzn2Tx6le7AegeFUJKUiIdwoIsTiaNjcqLiIj8qgOnirgnNYOMfacBuP2Sdky5Lk7LRGIJlRcRETmnT7cc4cHFG8krLic4wJdnb+zFtT1bWx1LGjGVFxEROauyCiczP97GvG/2ABAfHUpKUiIxLQKtDSaNnsqLiIj8wr4TRSSnprPxQB4Ad/bvwEPXxOLva7c4mYjKi4iI/MyyTYd5ePFGCkoraBbox/M3xXN1twirY4lUUXkREREASsoreeKjrbz13T4A+rRrzuyxCUQ1a2JxMpHqVF5ERITdxwuZMD+DbYfzAbh74AXcN6gLfj5aJhL3o/IiItLIvZdxkEeXbqKorJKWQf7MGt2bAV1aWR1LpEYqLyIijVRxWSXT0rawcN1+AC7u2IKXxiQQERJgcTKRc1N5ERFphHYcLWDC/HSyjxZis8E9V3Zm0lWd8bHbrI4m8qtUXkREGhFjDIvWH+Cv72+mpNxJq2AHL43uTb9OYVZHE6k1lRcRkUbiTGkFU9/bzJKMgwD07xTGi6N70yrYYXEykbpReRERaQS2Hc5nwvx0dh8/g90Gkwd14e6BnbBrmUg8kMqLiIgXM8Yw/4d9TP9gK2UVTiJDApg9NoHfdWhhdTSR86byIiLipQpKypmyZBMfbjwMwBVdW/HCzb1pEeRvcTKR30blRUTEC20+mMeE+ensPVGEr93GQ9d05c7+HbVMJF5B5UVExIsYY3hjzR6eWradskonbZo1YU5SAoltm1sdTaTeqLyIiHiJvKJyHnp3A59sOQrA4G4RPHdTPKGBfhYnE6lfKi8iIl4gY98pkudncPB0MX4+Nh69Lo5x/dpjs2mZSLyPyouIiAdzOg1zV+fwzPLtVDgNbVsEkpKUQK/oZlZHE3EZlRcREQ916kwZ9y/awBfbjwEwtGdrZt7Yk5AALROJd1N5ERHxQGv3nGRiagaH80rw97Xz12HduKVvWy0TSaOg8iIi4kGcTsM/v9zFrM+yqXQaOoYFkZKUSLeoEKujiTQYlRcREQ+RW1jKfQsz+XpHLgDX947iiRt60tShl3JpXHTEi4h4gDW7cpm0IJPjBaUE+Nn524gejLowWstE0iipvIiIuLFKp2HOFzuY/fkOnAY6hzfl5VsS6RIRbHU0EcuovIiIuKmj+SVMWpDBd7tPAnBzn2imD+9BE38fi5OJWEvlRUTEDX2VfZz7FmZy4kwZgf4+PHlDD25IiLY6lohbUHkREXEjFZVOZn2WzT9W7QIgNjKYl29J5IJWTS1OJuI+VF5ERNzEodPFTEzNYN3eUwDc0rctU4d1I8BPy0Qi/0nlRUTEDXyx/SiT39nA6aJymjp8efrGngzrFWV1LBG3pPIiImKhsgonz32ynX99nQNAzzahpCQl0K5lkMXJRNyXyouIiEX2nyzintQMMvefBmBcv/ZMuS4Wh6+WiUTOReVFRMQCyzcf4aHFG8gvqSAkwJfnRsUzpHuk1bFEPILKi4hIAyqtqGTmsu28vmYPAAltmzFnbALRzQOtDSbiQVReREQayJ7cMySnprP5YD4Af7y8Iw8M6Yqfj93iZCKeReVFRKQBfLDhEFOWbKKwtILmgX68cHM8V8ZGWB1LxCOpvIiIuFBJeSXTP9hK6g/7ALiofXNmj02gdWgTi5OJeC6VFxERF9l5rJDk+elsP1KAzQYTBnbi3qs746tlIpHfROVFRMQFlqQf4C/vbaaorJKwpv68OLo3l3VuZXUsEa+g8iIiUo+Kyir46/tbWLz+AACXdGzJS2N6Ex4SYHEyEe+h8iIiUk+yjxYw4e10dhwrxG6DSVd1IfnKTvjYbVZHE/EqKi8iIr+RMYZ31u3n8bQtlJQ7CQ928NKYBC65oKXV0US8ksqLiMhvUFhawV+WbuK9zEMAXN6lFbNujiesqcPiZCLey2WXvK9atQqbzXbW29q1a2vcr7CwkOTkZKKjo2nSpAlxcXH885//dFVMEZHztuVQHsPnrOa9zEP42G08dE1XXh93kYqLiIu57MxLv379OHz4cLVtU6dOZcWKFfTp06fG/e677z5WrlzJW2+9Rfv27fn000+5++67iYqKYsSIEa6KKyJSa8YY3vp+HzM+3EpZhZPWoQHMGZtAn/YtrI4m0ii4rLz4+/sTGfl/XzJWXl5OWloaycnJ2Gw1X7z27bffcvvttzNw4EAA/vu//5tXX32VdevWqbyIiOXyS8p55N2NLNt0BICrYsN5flQ8zYP8LU4m0ng02CclpaWlkZuby7hx4845rn///qSlpXHw4EGMMaxcuZLs7GyGDBly1vGlpaXk5+dXu4mIuMKG/acZOvtrlm06gq/dxl+GxvHv2/uouIg0sAa7YHfu3LkMGTKEmJiYc46bPXs2d911F9HR0fj6+mK32/n3v/9N//79zzp+5syZTJ8+3RWRRUSAH5eJ/uebPTz98TbKKw3RzZuQkpRI75hmVkcTaZTqfOZl2rRpNV6I+9Nt3bp11fY5cOAAn3zyCePHj//Vx589ezbfffcdaWlprF+/nhdeeIG7776bFStWnHX8lClTyMvLq7rt37+/rk9JRKRGp4vKuOvN9cz4cCvllYZrukfy0cTLVFxELGQzxpi67JCbm0tubu45x7Rv356AgP/7NMkZM2YwZ84cDh48iJ+fX437FRcXExoaytKlSxk6dGjV9jvvvJMDBw6wfPnyX82Xn59PaGgoeXl5hISE1OIZiYic3fq9p5iYmsHB08X4+9h5bGgct13S7pzX7YnI+anL+3edl43CwsIICwur9XhjDPPmzeO22247Z3GBHy/qLS8vx26vfkLIx8cHp9NZ16giIufF6TS89vVunvski0qnoV3LQF5OSqRHm1Cro4kIDXDB7hdffEFOTk6NS0axsbEsXboUgJCQEAYMGMCDDz7IqlWryMnJ4fXXX+fNN9/khhtucHVUERFOFJZyxxtrefrj7VQ6DcN6tebDe/qruIi4EZdfsDt37lz69etHXFzcWX+elZVFXl5e1f0FCxYwZcoUbrnlFk6ePEm7du148skn+dOf/uTqqCLSyH2/+wQTF2RwNL8Uh6+dacO7M+aiGC0TibiZOl/z4u50zYuI1FWl0/CPlTt5cUU2TgMXtAri5VsSiY3Ua4hIQ3HpNS8iIt7kWEEJ9y3M5JudJwAYmdiGGSN6EOTQy6OIu9LfThFptL7ZmcukBZnkFpbSxM+HGdf34KYLo62OJSK/QuVFRBqdikonsz/fwZyVOzEGukYEk5KUQOeIYKujiUgtqLyISKNyJK+EiQsy+CHnJABjLorh8d93p4m/j8XJRKS2VF5EpNFYlXWMye9s4OSZMoL8fXhqZE9G9G5jdSwRqSOVFxHxeuWVTl74NJtXvtwFQLfWIaQkJdCxVVOLk4nI+VB5ERGvdvB0MRNTM1i/9xQAf7i4HY8NjSPAT8tEIp5K5UVEvNZnW4/ywKIN5BWXE+zw5ZmbenFdz9ZWxxKR30jlRUS8TlmFk2eWb2fu6hwA4qNDmTM2kbYtAy1OJiL1QeVFRLzKvhNF3JOazoYDP37tyPj+HXj4mlj8fV3+VW4i0kBUXkTEayzbdJiHF2+koLSC0CZ+PD8qnkHdIqyOJSL1TOVFRDxeSXklT360jf/33V4AEts2Y05SIm2aNbE4mYi4gsqLiHi0nNwzTHg7na2H8wH404ALuH9wF/x8tEwk4q1UXkTEY72feZBHl2ziTFklLYL8mXVzPAO7hlsdS0RcTOVFRDxOcVkl0z/YwoK1+wH4XYcWzB6TQGRogMXJRKQhqLyIiEfZeayACW9nkHW0AJsN7rmiExOv6oyvlolEGg2VFxHxGIvXH2Dqe5spLq8krKmDv4/uTf/OYVbHEpEGpvIiIm7vTGkFU9/fzJL0gwBc2qklL47uTXiwlolEGiOVFxFxa9uP5DPh7XR2HT+D3QaTB3XhzwM74WO3WR1NRCyi8iIibskYw4K1+5mWtoXSCicRIQ5mj0mgb8eWVkcTEYupvIiI2ykoKefRpZv5YMMhAAZ2bcULo+Jp2dRhcTIRcQcqLyLiVjYfzCN5fjp7ThThY7fx0JCu3HVZR+xaJhKR/6XyIiJuwRjDm9/u5cmPtlFW6aRNsybMHpvAhe2aWx1NRNyMyouIWC6vuJyHF29k+ZYjAFwdF8Hzo3rRLNDf4mQi4o5UXkTEUpn7T5M8P50Dp4rx87Ex5do4/uvS9thsWiYSkbNTeRERSxhjmLs6h6c/3k6F0xDTogkpYxOJj2lmdTQRcXMqLyLS4E6dKeOBRRv4fPsxAK7rGcnTN/YiJMDP4mQi4glUXkSkQa3bc5KJqRkcyivB39fO1GHduLVvWy0TiUitqbyISINwOg2vfLWLFz7NptJp6BAWREpSAt2jQq2OJiIeRuVFRFwut7CU+xZm8vWOXABG9I7iyRt60tShlyARqTu9coiIS3276wSTFmRwrKCUAD8704d35+Y+MVomEpHzpvIiIi5R6TTM+WIHsz/fgdNAp/CmvJyUSNfIYKujiYiHU3kRkXp3LL+EexdmsmbXCQBGXRjN9BHdCfTXS46I/HZ6JRGRevX1juPctzCT3MIyAv19eOL6HoxMjLY6loh4EZUXEakXFZVO/r5iBy+v2okxEBsZTEpSIp3Cm1odTUS8jMqLiPxmh/OKmZSayQ97TgKQ1Lctfx3WjQA/H4uTiYg3UnkRkd9k5fZjTH4nk1NF5TR1+PLUyJ4Mj4+yOpaIeDGVFxE5L+WVTp7/JItXv9oNQI82IaSMTaR9WJDFyUTE26m8iEid7T9ZxMQFGWTsOw3AuH7tmXJdLA5fLROJiOupvIhInXyy5QgPLtpAfkkFIQG+PHtTPNf0iLQ6log0IiovIlIrpRWVzFy2ndfX7AEgPqYZKWMTiGkRaG0wEWl0VF5E5FftPXGG5PkZbDqYB8Bdl3XgwSGx+PvaLU4mIo2RyouInNOHGw/xyLubKCytoFmgHy+MiuequAirY4lII6byIiJnVVJeyYwPt/L29/sA6NOuObPHJhDVrInFyUSksVN5EZFf2HW8kAlvp7P9SAEAdw+8gMmDuuDro2UiEbGeyouIVLM04wCPLd1MUVklLYP8mTW6NwO6tLI6lohIFZUXEQGguKySx9M28866AwBc3LEFL41JICIkwOJkIiLVqbyICNlHC5jwdjo7jhVis8HEKzsz8arO+NhtVkcTEfkFlReRRswYw6J1B/hr2mZKyp20Cnbw0uje9OsUZnU0EZEaqbyINFKFpRX8Zekm3ss8BMBlncN4cXRvwpo6LE4mInJuKi8ijdDWQ/kkz09nd+4ZfOw2Jg/qwp8HXIBdy0Qi4gFUXkQaEWMMb3+/j799uJWyCieRIQHMSUrgovYtrI4mIlJrKi8ijUR+STlTlmzio42HAbgyNpznR8XTIsjf4mQiInWj8iLSCGw8cJrk+RnsO1mEr93Gw9fEMr5/By0TiYhHUnkR8WLGGF5fs4enlm2jvNLQplkT5iQlkNi2udXRRETOm8qLiJfKKyrnwcUb+HTrUQAGd4vguZviCQ30sziZiMhvo/Ii4oXS953invkZHDxdjL+PnUevi+X2fu2x2bRMJCKeT+VFxIs4nYZ/r97Ns8uzqHAa2rYI5OWkRHpGh1odTUSk3qi8iHiJk2fKuP+dTFZmHQdgaK/WzBzZk5AALROJiHdReRHxAj/knGRiagZH8kvw97Uz7ffdGfu7GC0TiYhXsrvqgVetWoXNZjvrbe3atTXud/ToUcaNG0dUVBSBgYFcc8017Nixw1UxRTya02lI+WIHY177liP5JXRsFcT7Ey4lqW9bFRcR8VouO/PSr18/Dh8+XG3b1KlTWbFiBX369DnrPsYYrr/+evz8/Hj//fcJCQlh1qxZXH311WzdupWgoCBXxRXxOMcLSpn8TiZf78gFYGRCG2Zc34Mgh06oioh3c9mrnL+/P5GRkVX3y8vLSUtLIzk5ucb/I9yxYwffffcdmzdvpnv37gD84x//IDw8nNTUVO68805XxRXxKGt25jJpYSbHC0oJ8LPztxE9GHVhtM62iEij4LJlo59LS0sjNzeXcePG1TimtLQUgICAgKptPj4++Pv7s3r1aldHFHF7lU7DrM+yuWXu9xwvKKVLRFM+SO7PzX10fYuINB4Ndn557ty5DBkyhJiYmBrHxMbG0q5dO6ZMmcKrr75KUFAQs2bN4siRI79YgvpJaWlpVekByM/Pr/fsIu7gaH4JkxZk8N3ukwCM7hPDtOHdaeLvY3EyEZGGVeczL9OmTavxQtyfbuvWrau2z4EDB/jkk08YP378OR/bz8+Pd999l+zsbFq0aEFgYCCrVq3i2muvxcfn7C/QM2fOJDQ0tOp2rnIk4qm+zD7OdS99zXe7TxLo78PfR/fmmZt6qbiISKNkM8aYuuyQm5tLbm7uOce0b9++2tLPjBkzmDNnDgcPHsTPr3afOZGXl0dZWRmtWrWib9++9OnTh5dffvkX48525iUmJoa8vDxCQkJq+axE3FNFpZMXPsvmn6t2ARDXOoSXkxLo2KqpxclEROpXfn4+oaGhtXr/rvOyUVhYGGFhYbUeb4xh3rx53HbbbbUuLgChoT9+IuiOHTtYt24dM2bMOOs4h8OBw+Go9eOKeIpDp4uZmJrBur2nALj14rb8ZWg3Avx0tkVEGjeXX7D7xRdfkJOTU+OSUWxsLEuXLq26v2jRIlatWsXu3bt5//33GTRoENdffz2DBw92dVQRt7Fi61Gum/016/aeItjhy8tJiTxxfU8VFxERGuCC3blz59KvXz/i4uLO+vOsrCzy8vKq7h8+fJjJkydz9OhRWrduzW233cbUqVNdHVPELZRVOHl2+Xb+vToHgF7RoaSMTaRty0CLk4mIuI86X/Pi7uqyZibiTvafLCI5NYMN+08DcMelHXj42q44fHW2RUS8n0uveRGR+rd882EeXLyRgpIKQgJ8eX5UPIO7R/76jiIijZDKi4iFSsormblsG298uxeAhLbNmDM2gejmWiYSEamJyouIRfbknmHC/HS2HPrxgxX/OKAjDwzuip9Pg33wtYiIR1J5EbFA2oZDPLpkE4WlFTQP9GPWzb25Ijbc6lgiIh5B5UWkAZWUVzL9g62k/rAPgN+1b8FLY3vTOrSJxclERDyHyotIA9l5rJDk+elsP1KAzQbJV3Ri0lWd8dUykYhInai8iDSAd9cf4C/vbaa4vJKwpv68OLo3l3VuZXUsERGPpPIi4kJFZRVMfW8L76YfAKDfBS35+5jehAcH/MqeIiJSE5UXERfZfiSfCW+ns+v4Gew2uPfqLky4ohM+dpvV0UREPJrKi0g9M8awcO1+Hk/bQmmFk4gQBy+NSeDiji2tjiYi4hVUXkTqUWFpBY8u2UTahkMADOjSilk3x9Oyqb75XESkvqi8iNSTzQfzSJ6fzp4TRfjYbTwwuCt/vLwjdi0TiYjUK5UXkd/IGMNb3+1lxofbKKt0EhUawJykBC5s18LqaCIiXknlReQ3yCsuZ8qSjSzbdASAq+PCee6meJoH+VucTETEe6m8iJynDftPk5yazv6Txfj52Hj4mljG9++AzaZlIhERV1J5EakjYwxzV+fwzPLtlFcaops3ISUpkd4xzayOJiLSKKi8iNTB6aIyHli0gRXbjgFwTfdInrmpF6FN/CxOJiLSeKi8iNTS+r0nuWd+BofySvD3sTN1WBy3XtxOy0QiIg1M5UXkVzidhle/2s3zn2ZR6TS0bxlISlIiPdqEWh1NRKRRUnkROYcThaVMfmcDX2YfB2B4fBRPjexJU4f+6oiIWEWvwCI1+G73CSYtyOBofikOXzvTh3dn9EUxWiYSEbGYyovIz1Q6DS+v3MnfV2TjNHBBqyBeviWR2MgQq6OJiAgqLyLVHCso4b6FmXyz8wQANyZGM+P67gT666+KiIi70CuyyP9avSOXexdmkltYShM/H2Zc34ObLoy2OpaIiPyMyos0ehWVTl76fAcpK3diDHSNCOblWxLoFB5sdTQRETkLlRdp1I7klTBxQQY/5JwEYOzvYnj8990J8POxOJmIiNRE5UUarZXbjzH5nUxOFZUT5O/DUyN7MqJ3G6tjiYjIr1B5kUanvNLJ859k8epXuwHoHhVCSlIiHcKCLE4mIiK1ofIijcqBU0Xck5pBxr7TANx+STumXBenZSIREQ+i8iKNxqdbjvDg4o3kFZcTHODLszf24tqera2OJSIidaTyIl6vrMLJzI+3Me+bPQDER4eSkpRITItAa4OJiMh5UXkRr7bvRBHJqelsPJAHwJ39O/DQNbH4+9otTiYiIudL5UW81rJNh3l48UYKSisIbeLHC6PiubpbhNWxRETkN1J5Ea9TUl7JEx9t5a3v9gFwYbvmzB6bQJtmTSxOJiIi9UHlRbzK7uOFTJifwbbD+QD8eeAFTB7UBT8fLROJiHgLlRfxGu9nHuTRJZs4U1ZJiyB/Zt0cz8Cu4VbHEhGReqbyIh6vuKySaWlbWLhuPwB9O7Rg9tgEIkICLE4mIiKuoPIiHm3H0QImzE8n+2ghNhvcc2VnJl7ZCV8tE4mIeC2VF/FIxhgWrT/AX9/fTEm5k1bBDl4a3Zt+ncKsjiYiIi6m8iIe50xpBVPf28ySjIMA9O8Uxouje9Mq2GFxMhERaQgqL+JRth3OZ8L8dHYfP4PdBpMHdeHugZ2w221WRxMRkQai8iIewRjD/B/2Mf2DrZRVOIkMCWD22AR+16GF1dFERKSBqbyI2ysoKWfKkk18uPEwAAO7tmLWzb1pEeRvcTIREbGCyou4tc0H85gwP529J4rwtdt4cEhX7rqso5aJREQaMZUXcUvGGN5Ys4enlm2nrNJJm2ZNmD02gQvbNbc6moiIWEzlRdxOXlE5D727gU+2HAVgULcInrupF80CtUwkIiIqL+JmMvadInl+BgdPF+PnY2PKtXH816Xtsdm0TCQiIj9SeRG34HQa5q7O4Znl26lwGtq2CCQlKYFe0c2sjiYiIm5G5UUsd+pMGfcv2sAX248BMLRna2be2JOQAD+Lk4mIiDtSeRFLrd1zkompGRzOK8Hf185fh3Xjlr5ttUwkIiI1UnkRSzidhn9+uYtZn2VT6TR0DAsiJSmRblEhVkcTERE3p/IiDS63sJT7Fmby9Y5cAK7vHcUTN/SkqUOHo4iI/Dq9W0iDWrMrl0kLMjleUEqAn52/De/BqD7RWiYSEZFaU3mRBlHpNMz5YgezP9+B00Dn8Ka8fEsiXSKCrY4mIiIeRuVFXO5ofgn3Lsjk290nABh1YTTTR3Qn0F+Hn4iI1J3ePcSlvso+zn0LMzlxpoxAfx+euL4HIxOjrY4lIiIeTOVFXKKi0smsz7L5x6pdAMRGBpOSlEin8KYWJxMREU+n8iL17tDpYiamZrBu7ykAbunblqnDuhHg52NxMhER8QYqL1Kvvth+lMnvbOB0UTlNHb48fWNPhvWKsjqWiIh4EZUXqRdlFU6e+2Q7//o6B4CebUJJSUqgXcsgi5OJiIi3sbvywbOzsxkxYgRhYWGEhIRw6aWXsnLlynPuY4xh2rRpREVF0aRJEwYOHMiWLVtcGVN+o/0ni7j51W+risu4fu1Z/OdLVFxERMQlXFpehg4dSkVFBV988QXr16+nd+/eDBs2jCNHjtS4z7PPPsusWbNISUlh7dq1REZGMmjQIAoKClwZVc7T8s1HGDr7azL3nyYkwJdX/3Ah04Z3x+Gr61tERMQ1bMYY44oHzs3NpVWrVnz11VdcdtllABQUFBASEsKKFSu46qqrfrGPMYaoqCjuvfdeHn74YQBKS0uJiIjgmWee4Y9//OOv/rn5+fmEhoaSl5dHSIi+J8dVSisqmblsO6+v2QNA75hmzBmbQEyLQGuDiYiIR6rL+7fLzry0bNmSuLg43nzzTc6cOUNFRQWvvvoqERERXHjhhWfdJycnhyNHjjB48OCqbQ6HgwEDBrBmzRpXRZU62pN7hhv/uaaquPz35R1Z9KdLVFxERKRBuOyCXZvNxmeffcaIESMIDg7GbrcTERHB8uXLadas2Vn3+Wk5KSIiotr2iIgI9u7de9Z9SktLKS0trbqfn59fP09AzuqDDYeYsmQThaUVNA/044Wb47kyNuLXdxQREakndT7zMm3aNGw22zlv69atwxjD3XffTXh4OF9//TU//PADI0aMYNiwYRw+fPicf8bPv6TPGFPjF/fNnDmT0NDQqltMTExdn5LUQkl5JVOWbOKe1AwKSyu4qH1zlk26TMVFREQaXJ2vecnNzSU3N/ecY9q3b88333zD4MGDOXXqVLW1q86dOzN+/HgeeeSRX+y3e/duLrjgAtLT00lISKjaPmLECJo1a8Ybb7zxi33OduYlJiZG17zUo53HCkmen872IwXYbHD3wAu47+ou+Pq49HpvERFpROpyzUudl43CwsIICwv71XFFRUUA2O3V3+DsdjtOp/Os+3To0IHIyEg+++yzqvJSVlbGl19+yTPPPHPWfRwOBw6Hoy5PQepgSfoB/vLeZorKKglr6s+sm3tzeZdWVscSEZFGzGX/63zJJZfQvHlzbr/9djZs2EB2djYPPvggOTk5DB06tGpcbGwsS5cuBX5cLrr33nt56qmnWLp0KZs3b2bcuHEEBgaSlJTkqqhyFkVlFTywaAOT39lAUVkll3RsybKJl6m4iIiI5Vx2wW5YWBjLly/nscce48orr6S8vJzu3bvz/vvvEx8fXzUuKyuLvLy8qvsPPfQQxcXF3H333Zw6dYq+ffvy6aefEhwc7Kqo8jPZRwuY8HY6O44VYrfBpKu6kHxlJ3zsZ7/uSEREpCG57HNerKLPeTl/xhjeWbefx9O2UFLuJDzYwUtjErjkgpZWRxMRES/n0mtexDsVllbwl6WbeC/zEACXdQ7jxdG9CWuq64lERMS9qLwIWw7lcc/8DHbnnsHHbuP+wV340+UXYNcykYiIuCGVl0bMGMNb3+9jxodbKatw0jo0gNljE7iofQuro4mIiNRI5aWRyi8p55F3N7Js04+fanxVbDjPj4qneZC/xclERETOTeWlEdqw/zTJqensP1mMr93GI9fGMr5/hxo/xVhERMSdqLw0IsYY/uebPTz98TbKKw1tmjUhJSmBhLbNrY4mIiJSayovjcTpojIeWLSRFduOAnBN90ieubEXoYF+FicTERGpG5WXRmD93lNMTM3g4Oli/H3sPDY0jtsuaadlIhER8UgqL17M6TS89vVunvski0qnoV3LQF5OSqRHm1Cro4mIiJw3lRcvdaKwlPsXbWBV1nEAhvVqzcyRPQkO0DKRiIh4NpUXL/T97hNMXJDB0fxSHL52Hv99d8b+LkbLRCIi4hVUXrxIpdPwj5U7eXFFNk4DHVsF8XJSInGt9R1PIiLiPVRevMSxghImL9zA6p25AIxMaMOM63sQ5NCvWEREvIve2bzANztzmbQgk9zCUpr4+fC3Ed0Z1SfG6lgiIiIuofLiwSoqncz+fAdzVu7EGOgS0ZSXkxLpHBFsdTQRERGXUXnxUEfySpi4IIMfck4CMOaiGB7/fXea+PtYnExERMS1VF480KqsY0x+ZwMnz5QR5O/DUyN7MqJ3G6tjiYiINAiVFw9SXunkhU+zeeXLXQB0ax1CSlICHVs1tTiZiIhIw1F58RAHTxczMTWD9XtPAfCHi9vx2NA4Avy0TCQiIo2LyosH+GzrUR5YtIG84nKCHb48c1MvruvZ2upYIiIillB5cWNlFU6eWb6duatzAOgVHUrK2ETatgy0OJmIiIh1VF7c1P6TRSTPT2fDgTwA7ri0A49cG4u/r93iZCIiItZSeXFDyzYd5uF3N1JQUkFoEz+eHxXPoG4RVscSERFxCyovbqSkvJInP9rG//tuLwCJbZsxe2wC0c21TCQiIvITlRc3kZN7hglvp7P1cD4AfxzQkQcGd8XPR8tEIiIi/0nlxQ28n3mQR5ds4kxZJS2C/Hnh5niu6BpudSwRERG3pPJioeKySqZ/sIUFa/cD8Lv2LZg9NoHI0ACLk4mIiLgvlReL7DxWwIS3M8g6WoDNBvdc0YmJV3XGV8tEIiIi56TyYoHF6w8w9b3NFJdXEtbUwd9H96Z/5zCrY4mIiHgElZcGdKa0gqnvb2ZJ+kEALu3UkhdH9yY8WMtEIiIitaXy0kC2H8lnwtvp7Dp+BrsN7ru6C3df0Qkfu83qaCIiIh5F5cXFjDEsWLufaWlbKK1wEhHi4KUxCVzcsaXV0URERDySyosLFZSU8+jSzXyw4RAAA7q0YtbN8bRs6rA4mYiIiOdSeXGRzQfzSJ6fzp4TRfjYbTw4pCv/fVlH7FomEhER+U1UXuqZMYY3v93Lkx9to6zSSVRoAHOSEriwXQuro4mIiHgFlZd6lFdczsOLN7J8yxEAro6L4PlRvWgW6G9xMhEREe+h8lJPMvefJnl+OgdOFePnY+ORa+O449L22GxaJhIREalPKi+/kTGGuatzePrj7VQ4DTEtmpAyNpH4mGZWRxMREfFKKi+/wakzZTywaAOfbz8GwHU9I3n6xl6EBPhZnExERMR7qbycp3V7TjIxNYNDeSX4+9qZOqwbt/Ztq2UiERERF1N5qSOn0/DKV7t44dNsKp2GDmFBpCQl0D0q1OpoIiIijYLKSx3kFpYy+Z0NfJV9HIARvaN48oaeNHVoGkVERBqK3nVryRjDrf/+nu1HCqq2fbMzl9/PWU1wgC9NHb4EB/jyyZajXNM9kr+P6U2An4+FiUVERLyTykst2Ww2YloEVisvuYVl5BaW/WLs8i1HWLfnFP07hzVkRBERkUZB5aUO/nVbHyoqnZwprSS/pJzC0goKSiooLC2noOTH/37ly10M6R7J7zroE3VFRERcQeWljnx97IQG2gkNPPs/h7714nYNnEhERKRxsVsdQERERKQuVF5ERETEo6i8iIiIiEdReRERERGPovIiIiIiHkXlRURERDyKyouIiIh4FJUXERER8SgqLyIiIuJRVF5ERETEo6i8iIiIiEdReRERERGPovIiIiIiHsXrvlXaGANAfn6+xUlERESktn563/7pffxcvK68FBQUABATE2NxEhEREamrgoICQkNDzznGZmpTcTyI0+nk0KFDBAcHY7PZar1ffn4+MTEx7N+/n5CQEBcmbHw0t66juXUNzavraG5dx9Pn1hhDQUEBUVFR2O3nvqrF68682O12oqOjz3v/kJAQj/ylewLNretobl1D8+o6mlvX8eS5/bUzLj/RBbsiIiLiUVReRERExKOovPwvh8PB448/jsPhsDqK19Hcuo7m1jU0r66juXWdxjS3XnfBroiIiHg3nXkRERERj6LyIiIiIh5F5UVEREQ8isqLiIiIeBSPLy8zZ87EZrNx7733Vm2bNm0asbGxBAUF0bx5c66++mq+//77X32s06dPM2HCBFq3bk1AQABxcXEsW7as2uPabLZqt8jIyGqPMW7cuF+Mufjii+vt+TaUhpxXgIMHD3LrrbfSsmVLAgMD6d27N+vXr6/6uTGGadOmERUVRZMmTRg4cCBbtmypt+fbkNxtbr3lmIWGndv27dv/Yt5sNhsTJkyoGuMtx627zauO2bP7tbmtqKjgL3/5Cx06dKBJkyZ07NiRv/3tbzidzqoxnnLMevQn7K5du5bXXnuNXr16VdvepUsXUlJS6NixI8XFxbz44osMHjyYnTt30qpVq7M+VllZGYMGDSI8PJzFixcTHR3N/v37CQ4Orjaue/furFixouq+j4/PLx7rmmuuYd68eVX3/f39f8vTbHANPa+nTp3i0ksv5YorruDjjz8mPDycXbt20axZs6oxzz77LLNmzeL111+nS5cuPPHEEwwaNIisrKxf/I7cmTvOLXj+MQsNP7dr166lsrKy6v7mzZsZNGgQo0aNqtrmDcetO84r6Jj9udrM7TPPPMMrr7zCG2+8Qffu3Vm3bh3/9V//RWhoKJMmTQI86Jg1HqqgoMB07tzZfPbZZ2bAgAFm0qRJNY7Ny8szgFmxYkWNY/75z3+ajh07mrKyshrHPP744yY+Pv6cuW6//XYzYsSIX0nvvqyY14cfftj079+/xp87nU4TGRlpnn766aptJSUlJjQ01LzyyivnfkJuxB3n1hjPP2aNsWZuf27SpEnmggsuME6n0xjjHcetO86rMTpmz6Y2czt06FBzxx13VNs2cuRIc+uttxpjPOuY9dhlowkTJjB06FCuvvrqc44rKyvjtddeIzQ0lPj4+BrHpaWlcckllzBhwgQiIiLo0aMHTz31VLX/AwDYsWMHUVFRdOjQgTFjxrB79+5fPNaqVasIDw+nS5cu3HXXXRw7duz8nqQFrJjXtLQ0+vTpw6hRowgPDychIYF//etfVT/PycnhyJEjDB48uGqbw+FgwIABrFmz5jc824bljnP7E08+ZsG614P/fNy33nqLO+64o+oLYb3huHXHef2JjtnqajO3/fv35/PPPyc7OxuADRs2sHr1aq677jrAw45Zq9vT+UhNTTU9evQwxcXFxhhz1tb6wQcfmKCgIGOz2UxUVJT54YcfzvmYXbt2NQ6Hw9xxxx1m3bp1JjU11bRo0cJMnz69asyyZcvM4sWLzcaNG6vackREhMnNza0as2DBAvPhhx+aTZs2mbS0NBMfH2+6d+9uSkpK6m8CXMSqeXU4HMbhcJgpU6aY9PR088orr5iAgADzxhtvGGOM+eabbwxgDh48WO2x77rrLjN48OB6eOau565za4xnH7PGWDe3/2nhwoXGx8en2jHq6cetu86rMTpmz6Y2c+t0Os0jjzxibDab8fX1NTabzTz11FNVP/ekY9bjysu+fftMeHi4yczMrNp2tl98YWGh2bFjh/n222/NHXfcYdq3b2+OHj1a4+N27tzZxMTEmIqKiqptL7zwgomMjKxxn8LCQhMREWFeeOGFGsccOnTI+Pn5mXfffbcWz846Vs6rn5+fueSSS6rtd88995iLL77YGPN/f6EOHTpUbcydd95phgwZUufn2tDceW7PxlOOWWPc5/Vg8ODBZtiwYdW2efJx687zejY6Zms3t6mpqSY6OtqkpqaajRs3mjfffNO0aNHCvP7668YYzzpmPa68LF261ADGx8en6gYYm81mfHx8qv3i/lOnTp2qNcyfu/zyy81VV11VbduyZcsMYEpLS2vc7+qrrzZ/+tOfzpm5U6dO1dYQ3ZGV89q2bVszfvz4amP+8Y9/mKioKGOMMbt27TKASU9PrzZm+PDh5rbbbqvzc21o7jy3NfGEY9YY93g92LNnj7Hb7ea9996rtt2Tj1t3ntea6Jj99bmNjo42KSkp1cbMmDHDdO3a1RjjWcesx13zctVVV7Fp0yYyMzOrbn369OGWW24hMzPzrP/6B37851+lpaU1Pu6ll17Kzp07q/2TsezsbFq3bl3jVeylpaVs27aN1q1b1/i4J06cYP/+/ecc4w6snNdLL72UrKysavtlZ2fTrl07ADp06EBkZCSfffZZ1c/Lysr48ssv6dev33k/54biznN7Np5yzIJ7vB7MmzeP8PBwhg4dWm27Jx+37jyvZ6NjtnZzW1RUhN1e/W3fx8enah+POmatbE715T9PuRUWFpopU6aYb7/91uzZs8esX7/ejB8/3jgcDrN58+aqff7whz+YRx55pOr+vn37TNOmTU1ycrLJysoyH374oQkPDzdPPPFE1Zj777/frFq1yuzevdt89913ZtiwYSY4ONjs2bPHGPPj1eP333+/WbNmjcnJyTErV640l1xyiWnTpo3Jz89vmMmoRw01rz/88IPx9fU1Tz75pNmxY4d5++23TWBgoHnrrbeqxjz99NMmNDTULFmyxGzatMmMHTvWtG7d2iPn1Rj3mVtvO2aNabi5NcaYyspK07ZtW/Pwww+fNYs3HbfuMq86Zn90PnN7++23mzZt2pgPP/zQ5OTkmCVLlpiwsDDz0EMPVY3xlGPW68pLcXGxueGGG0xUVJTx9/c3rVu3NsOHD//FxU4DBgwwt99+e7Vta9asMX379jUOh8N07NjRPPnkk9VO4Y0ePdq0bt3a+Pn5maioKDNy5EizZcuWqp8XFRWZwYMHm1atWhk/Pz/Ttm1bc/vtt5t9+/a57Lm7UkPNqzE/XpzWo0cP43A4TGxsrHnttdeq/dzpdJrHH3/cREZGGofDYS6//HKzadOmen/ODcVd5tbbjlljGnZuP/nkEwOYrKyss2bxpuPWXeZVx+z/7VPXuc3PzzeTJk0ybdu2NQEBAaZjx47mscceq7Zk5ynHrM0YY6w++yMiIiJSWx53zYuIiIg0biovIiIi4lFUXkRERMSjqLyIiIiIR1F5EREREY+i8iIiIiIeReVFREREPIrKi4iIiHgUlRcRERHxKCovIiIi4lFUXkRERMSjqLyIiIiIR/n/+Hoh2Whl0NYAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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hZ4G/dGvC2B7NcXK4+Ts366LP8uLyvaRm5eHp7MA7A9vQL9TfhF6LiEhVpxBkAoWg60vJzOWNr/ezIuI0AC3rejFnSBhBfje/GnR8cgZjF0Wy+2QyAENuD+D1/i1xcyqzPX9FRKQKUAgygUJQya2LPsvLK6NJzsjFyd6O53sF8eRdjbC/yQUW8/JtzP3xCB/9EothQJM67nz4SFta1NX1EBGRq1MIMoFCUOmcS8vipeXR/HToHAB3NqrFrEGhBNS6+fE8W2LPM25xJOfSsnFysGPK/S14rH1DLJabC1kiIlL1KASZQCGo9AzDYNHOOKZ9c4CMnHw8nB14rV9LBt1W/6YDy4X0bCYtjeLnmCQAerXyZcZDIdRwu/n1ikREpOpQCDKBQtCNO3UhgwlLItn1+3iee1v6Mn1gG7w9nG+qXpvNYMHm48xYf4jcfAN/qwvvDwvnjsBaZnRbRESqAIUgEygE3Zx8m8GnG48x+4cYcvMNars7MX1gG3q28rvpuqPjUxi9cA8nLmRgZ4Hx9zTnue5Nb3oMkoiIVH4KQSZQCDLHwbOpjF8cyaGEgkUQH76tPq/3a4nnTe4cn56dx5RV+1j5+8y09o1rMXdIOH5WbbkhIlKdKQSZQCHIPNl5+cz54QifbDyKYUC9Gq68NyiUDk1q33Tdy3fHM2X1PjJy8qnp5sh7g0Lp0cLXhF6LiEhlpBBkAoUg8+08cZGJS6I4dTEDiwVGdGrEpF5BuDja31S9x5LSGb0wgv1nUgF4olMgL/UJxtnh5uoVEZHKRyHIBApBZSM9O4+31x5g4Y44AJr5eDBnSBit61lvqt7svHz+tu4/23m08vdi3rBwGtfxuNkui4hIJaIQZAKFoLL106FEXlgWzfn0bBzsLIy7pxnPdm2Cw01umLrhYCKTlkaRnJGLm5M9bw1ozcC29U3qtYiIVHQKQSZQCCp7Fy/n8MrKaNbtSwAgvEENZg8Oo5G3+03Vm5CSxdhFEWw/fhGAgeH1eHNAazxM2O1eREQqNoUgEygE3RqGYbAq8jSvrd5PWlYero72vHx/Cx5r1+CmFljMtxl8+FMs7284jM2ARt7uzBsWftOP3UREpGJTCDKBQtCtdeZSJpOWRrHl6AUAujSvw8yHQ/D1urkp7zuOX2TsogjOpmThaG/hpT4teLJToLbcEBGpohSCTKAQdOvZbAafbT3B39YdIjvPhtXVkbcGtKZfqP9N1XspI4cXlu3l+wOJANwd7MPMh0OofZMrWIuISMWjEGQChaDyE3sujfGLo4g+nQJA/1B/3nyg1U3tE2YYBp9vO8lbaw+Sk2fDx9OZuUPD6NjE26xui4hIBaAQZAKFoPKVm2/jw59i+fDnWPJtBr5ezsx8OJQuzevcVL0HzqQyeuEejiZdxmKBUd2bMrZHs5uelSYiIhWDQpAJFIIqhsi4S0xYHMmx85cB+FOHhrzUJxg3pxuf6ZWRk8cbXx9g8a6CtYpub1iT94eFU6+Gqyl9FhGR8qMQZAKFoIojMyefGesP8e8tJ4CCmV6zB4cS3qDmTdX7ddQZXl4RTXp2HlZXR2Y8FELv1je/wauIiJQfhSATKARVPJuOJPH80r0kpGZhZ4G/dm/KmB7NcLyJR1knL1xmzMIIouILxh8Nb9+QV+5vcdNbeYiISPlQCDKBQlDFlJKRy+tf72NV5BkAWtfzYs7gMJr5et5wnTl5NmZ9H8MnG48BEOznyYePhNPU58brFBGR8qEQZAKFoIpt7d6zvLIqmksZuTg52PFCryCe7NQIO7sbX//n18NJTFwSyfn0HFwc7ZjarxVD7gjQmkIiIpWIQpAJFIIqvnOpWbywfC+/xCQB0KFxbd4bHHpTA5zPpWUxYXEUv8WeB6BvSF3eGdgGLxdHU/osIiJlSyHIBApBlYNhGHy14xRvfXOQzNx8PJ0deL1/Kx5qW++G7+DYbAafbDzGrO9jyLMZBNRy5YOh4Tc9EFtERMqeQpAJFIIqlxPnLzNxaRS7TyYD0KuVL+882OamVoXecyqZMQsjiE/OxMHOwqReQTzdufFNPXITEZGypRBkAoWgyiffZvDxr0eZ++NhcvMNvD2cmD4whHtb+t5wnSmZuby8Ipq10WcB6NzMm9mDw6jjqS03REQqIoUgEygEVV77z6QwYXEUMYlpAAy+vT5T+rbE8wbH9RiGwaKdcbyxZj9ZuTa8PZyZPfjmV68WERHzKQSZQCGocsvKzWf2D4f5x6ZjGAbUr+nKrEGhtGtc+4brPJKYxqivIgrD1TNdGzOpZ9BNrVMkIiLmUggygUJQ1bD92AUmLo0iPjkTiwVGdm7MhHub3/BiiFm5+Uz75gBfbj8FQGhADeYNDadBbTczuy0iIjdIIcgECkFVR1pWLm99c7Bwr7AgX09mDwmllb/1hutcF32WF5fvJTUrD09nB94Z2IZ+of5mdVlERG6QQpAJFIKqnh8OJDJ5xV7Op+fgaG9h3D3NebZrE+xvcLZXfHIGYxdFFs5IG3J7AK/3b3lTm7uKiMjNUQgygUJQ1XQhPZvJK6L5/kAiALc1rMmsQaEEervfUH15+Tbm/niEj36JxTCgSR13PnykLS3q6v8ZEZHyoBBkAoWgqsswDJbvOc3Ur/eTnp2Hm5M9r9zfgkfubHDDCyxuiT3PuMWRnEvLxsnBjin3t+Cx9g215YaIyC2mEGQChaCqLz45g0lLo9h27CIA3YLq8O5DIfh4udxQfRfSs5m0NIqff9/Go1crX2Y8FEINNyfT+iwiItemEGQChaDqwWYzWLD5OO9+F0NOno0abo68PaAN94fUvan6Zqw/RG6+gb/VhfeHhXNHYC2Tey4iIlejEGQChaDq5XBiGuMXR7L/TCoAA8L8eaN/a6xuN7bAYnR8CqMX7uHEhQzsLDD+nuY8173pDQ/CFhGRklEIMoFCUPWTk2dj3k9H+OjnWGwG+Hm58N6gUO5q5n1D9aVn5zFl1T5WRpwGoH3jWswdEo6f9cYet4mIyPUpBJlAIaj62nMqmYlLojh+/jIAj3cM5MXewbg63dgCi8t3xzNl9T4ycvKp6ebIe4NC6dHixvczExGR4ikEmUAhqHrLyMlj+reH+HzbSQAa13FnzuAwQgNq3FB9x5LSGb0wovBx2xOdAnmpTzDODjcWrERE5OoUgkygECQAvx5O4oVlUSSmZmNvZ2FU96aMurvpDe0Xlp2Xz9/WHeJfm08A0Mrfiw8faUujG1yjSERErqQQZAKFIPnDpYwcpqzez5qoMwCE1Lcye3AYTX08bqi+Hw8k8vyyKJIzcnF3smfagNYMbFvfzC6LiFRbCkEmUAiS//V11BmmrNpHSmYuzg52vNg7mMc7BmJ3AzO+ElKyGLsogu3HC9YoGhhejzcHtMbDWVtuiIjcDIUgEygEydUkpGTxwvK9bDxcsCBip6a1mflwKP41XEtdV77N4MOfYnl/w2FsBjTydmfesHBa17vxjV1FRKo7hSATKARJcQzD4Ivtp3hn7UEyc/PxdHHgjf6teDC83g1tk7Hj+EXGLorgbEoWjvYWXurTgic7BWrLDRGRG6AQZAKFILme4+cvM2FJJBGnLgHQp7Ufbz/Yhlrupd8m41JGDi8s21u4sevdwT7MfDiE2h7OZnZZRKTKUwgygUKQlERevo2Pfz3K3B+PkGcz8PZw5t2H23B3cOnXATIMg8+3neSttQfJybPh4+nM3KFhdGxyY4s1iohURwpBJlAIktLYdzqF8YsjOXIuHYBhdwbw6v0tcb+Bgc4HzqQyeuEejiZdxmKB0d2bMqZHMxxuYFq+iEh1oxBkAoUgKa2s3Hze+y6G+ZuPYxjQoJYbswaH3tDmqRk5eUz9ej9LdsUDcEdgTeYODafeDQzAFhGpThSCTKAQJDdq69ELTFoaxelLmVgs8EyXJoy/t9kNrQ69OvI0r6zcR3p2HlZXR2Y8FELv1n5l0GsRkapBIcgECkFyM9KycnljzQGW7S64kxPs58mcIWG0qFv6/5dOXrjMmIURRMWnADC8fUNeub8FLo7ackNE5H8pBJlAIUjM8N3+BF5eEc2Fyzk42dsxoWdzRnZujH0pF1jMybMx6/sYPtl4DCgIVR8+Ek5TH8+y6LaISKWlEGQChSAxy/n0bF5aHs2PBwumv98RWJNZg8JoUNut1HX9ejiJiUsiOZ+eg4ujHVP7tWLIHQFaU0hE5HcKQSZQCBIzGYbB0t3xvLnmAOnZebg72TOlb8sbCjDn0rKYsDiK32LPA9A3pC7vDGyDl4tjWXRdRKRSUQgygUKQlIW4ixlMXBrFjt/3DOsR7MP0h9rg4+lSqnpsNoNPNh5j1vcx5NkMAmq58sHQcMIb1CyLbouIVBoKQSZQCJKyYrMZzP/tODO/iyEn30ZNN0emD2xD79Z1S13XnlPJjFkYQXxyJg52Fib1CuLpzo1vaFNXEZGqQCHIBApBUtZiEtIYvziSA2dTgYKd5Kc+0KrUj7VSMnN5eUU0a6PPAtC5mTezB4dRx1NbbohI9aMQZAKFILkVcvJsvL/hMH//5Sg2A/ytLswcFEqnpqXbKsMwDBbtjOONNfvJyrXh7eHM7MGhdGlep4x6LiJSMSkEmUAhSG6l3ScvMmFJFCcvZADwRKdAXuwdXOq1gI4kpjHqqwhiEtMAeKZrYyb1DMJRW26ISDWhEGQChSC51S5n5/HOtwf5cvspAJrUcWfOkDBC6tcoVT1ZuflM++ZAYT2hATWYNzT8hqbki4hUNgpBJlAIkvLyc8w5Xly2l3Np2TjYWRh9dzOe696k1Hdz1kWf5cXle0nNysPT2YF3BrahX6h/GfVaRKRiKM3v7zK9R56cnMzw4cOxWq1YrVaGDx/OpUuXrnmOxWK56mvmzJlFym3dupW7774bd3d3atSoQbdu3cjMzLyptkUqgu5BPnw3rgv3h9Qlz2Yw58fDPPz3LRxNSi9VPX3a1OXbsZ25rWFN0rLzGL0wgpeW7yUzJ7+Mei4iUrmUaQh65JFHiIyMZP369axfv57IyEiGDx9+zXPOnj1b5LVgwQIsFgsPPfRQYZmtW7fSu3dvevbsyY4dO9i5cyejRo3Czu4/H+dG2hapKGq6O/HhsHDeHxqGl4sDUfEp3P/BJj7bcgKbreQ3b+vXdGPx0+0Z1b0pFgss2hlHvw9/41BCahn2XkSkciizx2EHDx6kZcuWbNu2jXbt2gGwbds2OnTowKFDhwgKCipRPQMGDCAtLY0NGzYUHmvfvj333nsv06ZNK7O29ThMKoqzKZm8sGwvm44UrBB9V1NvZg4Koa7VtVT1bIk9z7jFkZxLy8bJwY4pfVvyWLsG2nJDRKqUCvE4bOvWrVit1sIQAgXhxWq1smXLlhLVkZiYyNq1axkxYkThsXPnzrF9+3Z8fHzo2LEjvr6+dO3ald9+++2m2s7OziY1NbXIS6QiqGt15bMn7uTNB1rh4mjHb7Hn6TlnI6siTlOaf8N0bOrNurGd6R5Uh5w8G1NW7ePZL3ZzKSOnDHsvIlJxlVkISkhIwMfH54rjPj4+JCQklKiOzz77DE9PTwYOHFh47Nixgl20p06dysiRI1m/fj1t27alR48eHDly5Ibbnj59euH4IavVSkBAQIn6KHIr2NlZ+FOHQNaO6UxoQA3SsvIYtziSUV9FkHy55CGmtocz8/98B6/e3wJHewvf7U/kvvc3sfPExTLsvYhIxVTqEDR16tRiBy//8dq1axfAVW+zG4ZR4tvvCxYs4NFHH8XF5T/7KtlsNgCeeeYZnnjiCcLDw5kzZw5BQUEsWLCgsFxp2548eTIpKSmFr7i4uBL1UeRWalLHg+XPdmDCvc1xsLOwNvosPedu5OeYcyWuw87OwlOdG7PiL50IrO3GmZQshnyylXkbjpBfivFGIiKVnUNpTxg1ahRDhw69ZpnAwED27t1LYmLiFe8lJSXh6+t73XY2bdpETEwMixcvLnK8bt2C/ZVatmxZ5HiLFi04dapgXRQ/P79St+3s7Iyzs7YZkIrPwd6OMT2a0S2oDuMXR3I06TJP/Gsnj7RrwCv3tcDduWRf6zb1rXwzpjNTVu1jZcRpZv1wmM1HzzN3SDh+1tJt6CoiUhmV+k6Qt7c3wcHB13y5uLjQoUMHUlJS2LFjR+G527dvJyUlhY4dO163nfnz53PbbbcRGhpa5HhgYCD+/v7ExMQUOX748GEaNmwIcNNti1QGIfVrsHZMZ57s1AiAr7af4r4PNrH7ZMkfbXk4OzBnSBizBoXi5mTPtmMX6fP+Rn46dOU/IkREqpoyXSyxT58+nDlzhk8++QSAp59+moYNG7JmzZrCMsHBwUyfPp0HH3yw8Fhqaip169Zl1qxZPPvss1fUO3fuXF5//XXmz59PWFgYn332Ge+99x779u2jSZMmJW77WjQ7TCqTLbHnmbQ0ijMpWdhZ4NmuTRh3T3OcHEr+75xjSemMXhjB/jMFkwKe7NSIF/sE4exQuq07RETKU4WYHQbw5Zdf0qZNG3r27EnPnj0JCQnh888/L1ImJiaGlJSUIscWLVqEYRgMGzbsqvWOGzeOyZMnM378eEJDQ9mwYQM//PBDYQAqadsiVUXHpt6sG9eFgW3rYTPg//1ylAc+2kxMQlqJ62hcx4MVz3XkiU6BACzYfJyH/r6F4+cvl1GvRUTKl7bNKIbuBElltS76LC+vjCY5Ixcnezsm9WrOiLsaY29X8vWAfjyQyPPLokjOyMXdyZ5pA1ozsG39Muy1iIg5tHeYCRSCpDI7l5bF5OXRbDhUMGvszka1mDUolIBaJd9ENSEli7GLIth+vGCM0cDwerw5oDUeJRx4LSJSHhSCTKAQJJWdYRgs3hnHtG8OcDknH3cne17v14pBt9cv8TIV+TaDD3+K5f0Nh7EZ0MjbnXnDwmldz1rGvRcRuTEKQSZQCJKq4tSFDCYujWTniWQA7mnhy/SBbajjWfIlIXYcv8jYRRGcTcnC0d7CS31a8GSnQG25ISIVjkKQCRSCpCrJtxn8Y9MxZn9/mJx8G7XdnXhnYBt6tfIrcR2XMnJ4Ydlevj9QMH3+7mAfZj4cQm0Pra8lIhWHQpAJFIKkKjp4NpXxiyM59PussYfa1uf1/i3xcnEs0fmGYfD5tpO8tfYgOXk2fL2cmTsknA5Napdlt0VESkwhyAQKQVJVZeflM+eHI3yy8SiGAfVquPLeoNBSBZkDZ1IZtXAPx5IuY7HA6O5NGdOjGQ72ZbrqhojIdSkEmUAhSKq6nScuMnFJFKcuZgAw4q5GPN8rCBfHki2OmJGTx9Sv97NkVzwAdwTWZO7QcOrVcC2zPouIXI9CkAkUgqQ6SM/O4+21B1i4o2DD4GY+HswZElaq2V+rI0/zysp9pGfnYXV1ZMZDIfRuXfKxRiIiZlIIMoFCkFQnPx1K5IVl0ZxPz8bBzsLYHs34S7cmJX68dfLCZcYsjCAqvmD19+HtG/LK/S1KfFdJRMQsCkEmUAiS6ubi5RxeWRnNun0JAIQ3qMHswWE08nYv0fk5eTZmfR/DJxuPARDs58mHj4TT1MezzPosIvK/FIJMoBAk1ZFhGKyKPM1rq/eTlpWHq6M9L98XzGPtG5Z4TaBfDycxcUkk59NzcHG0Y2q/Vgy5I0BrConILaEQZAKFIKnOzlzK5PllUWyOvQBAl+Z1ePehEPysLiU6/1xaFhMWR/Fb7HkA+obU5Z2BbUo8FV9E5EYpBJlAIUiqO5vN4LOtJ/jbukNk59mwujoybUBr+of6l/j8TzYe473vY8i3GQTUcmXesLaEBdQo246LSLWmEGQChSCRArHn0pmwJJK9vw967hfqz7QHWlHDzalE5+85lcyYhRHEJ2fiYGdhUq8gnu7cGLtS7GovIlJSCkEmUAgS+Y/cfBsf/RzLvJ9iybcZ+Ho58+7DoXRtXqdE56dk5vLyimjWRp8FoHMzb2YPDivV/mUiIiWhEGQChSCRK0XFXWL8kkiOJV0GCqbCT74vGDcnh+ueaxgGi3bG8caa/WTl2vD2cGb24FC6lDBIiYiUhEKQCRSCRK4uMyefGesP8e8tJwBo5O3OrMGhtG1Qs0TnH0lMY9RXEcQkFuxf9kzXxkzqGYSjttwQERMoBJlAIUjk2n47cp7nl0VxNiULOwv8tXtTRt/dDCeH64eZrNx8pn1zgC+3nwIgNKAG84aG06C2W1l3W0SqOIUgEygEiVxfSmYuU7/ez8qI0wC08vdizpAwmvuWbIHEddFneXH5XlKz8vB0duCdgW3oV8LZZyIiV6MQZAKFIJGS+zb6LC+vjOZSRi5ODna80CuIJzs1KtEMsPjkDMYuimT3yWQAht4RwOv9WuHqpC03RKT0FIJMoBAkUjrnUrN4cflefo5JAqBdo1rMGhxK/ZrXf8SVl29j7o9H+OiXWAwDmvp48OEj4QT76bsnIqWjEGQChSCR0jMMg4U74nhr7QEycvLxcHbg9X4tefi2+iXaNmNL7HnGLY7kXFo2Tg52TOnbksfaNdCWGyJSYgpBJlAIErlxJy9cZsKSqMJHXD1b+vLOwDZ4e1x/XaAL6dlMWhpVeEepVytfZjwUUuLFGUWkelMIMoFCkMjNybcZfLLxKHN+OExuvoG3hxPTB4Zwb0vf655rsxks2HycGesPkZtv4G914f1h4dwRWOsW9FxEKjOFIBMoBImYY/+ZFCYsjipcF2jw7fWZ0rclniXYTDU6PoXRC/dw4kIGdhYYf09znuveFHttuSEixVAIMoFCkIh5svPymf39YT7ddAzDgPo1XZk1KJR2jWtf99z07DymrNpXOA2/feNavD80HF+vku1oLyLVi0KQCRSCRMy34/hFJiyJJD45E4sFnrqrERN7BuHieP3p8Mt3xzNl9T4ycvKp5e7Ee4NCuDv4+o/WRKR6UQgygUKQSNlIz85j2poDLN4VB0CQryezh4TSyt963XOPJaUz6qsIDpxNBeDJTo14sU8Qzg5aU0hECigEmUAhSKRs/XggkZdW7OV8eg6O9hbG3dOcZ7o0xuE6e4hl5+Uz/dv/7F3Wup4X84a1pZG3+y3otYhUdApBJlAIEil7F9KzeXllNN/tTwSgbYMazB4cRmAJAs2PBxJ5flkUyRm5uDvZM21Aawa2rV/WXRaRCk4hyAQKQSK3hmEYrNhzmqlf7yctOw9XR3teub8Fj5ZgkcSElCzGLopg+/GLAAwMr8ebA1rj4exwK7ouIhWQQpAJFIJEbq345AyeX7qXrccuANAtqA7vPhSCz3VmgeXbDD78KZb3NxzGZkAjb3fmDQundb3rjzESkapHIcgECkEit57NZvCvLSeYsf4QOXk2arg58taA1vQNuf7O8juOX2TsogjOpmThaG9hcp8WPNEpUFtuiFQzCkEmUAgSKT9HEtMYvySSfacLZoE9EObPm/1bY3W79gKLlzJyeGHZXr4/UDDGqEewDzMHhVLLXVtuiFQXCkEmUAgSKV85eTY+/OkIH/1ylHybgZ+XCzMHhdC5WZ1rnmcYBp9vO8lbaw+Sk2fD18uZuUPC6dDk+gszikjlpxBkAoUgkYoh4lQyE5ZEcfz8ZQD+3KEhL/VpgavTtdcGOnAmlVEL93As6TIWC4zu3pQxPZpddwq+iFRuCkEmUAgSqTgycvL427pD/N/WkwA09nZn9pAwwgJqXPe8qV/vZ8mueADuCKzJ3KHh1KvhWtZdFpFyohBkAoUgkYpn4+Eknl8WRWJqNvZ2Fv7avSmj726K43Xu7qyOPM0rK/eRnp2H1dWRGQ+F0Lu13y3qtYjcSgpBJlAIEqmYUjJymbJ6H19HnQGgTT0rc4aE0tTH85rnnbxwmTELI4iKTwFgePuGvHJ/ixLtWyYilYdCkAkUgkQqtjVRZ3h11T5SMnNxdrDjxd7BPN4xEDu74qfE5+TZmPV9DJ9sPAZAsJ8nHz4Sft0AJSKVh0KQCRSCRCq+xNQsnl+2l42HkwDo2KQ2MweFXnfMz6+Hk5i4JJLz6Tm4OtoztX9LBt8eoDWFRKoAhSATKASJVA6GYfDF9lO8s/Ygmbn5eDo78MYDrXgwvN41Q825tCwmLI7it9jzAPQNqcs7A9vg5XLttYhEpGJTCDKBQpBI5XL8/GUmLIkk4tQlAHq38uOdgW2uuVCizWbwycZjvPd9DPk2g4Barswb1va6s85EpOJSCDKBQpBI5ZOXb+PjX48y98cj5NkMvD2cmfFQG3q08L3meXtOJTNmYQTxyZk42FmY1CuIpzs3vub4IhGpmBSCTKAQJFJ57TudwvjFkRw5lw7A0DsCeLVvy2vuLp+SmcvLK6JZG30WgM7NvJk9OIw6ns63pM8iYg6FIBMoBIlUblm5+cz6PoZ//nYcw4CAWq7MHhzGHYG1ij3HMAwW7YzjjTX7ycq14e3hzOzBoXRpfu2tOkSk4lAIMoFCkEjVsO3YBSYuieL0pUwsFni6S2Mm3NscZ4fi1wc6kpjGqK8iiElMA+CZro2Z1DPouosyikj5UwgygUKQSNWRlpXLm2sOsHR3wfYZwX6ezBkSRou6xX+3s3LzmfbNAb7cfgqAsIAazBsWTkAtt1vSZxG5MQpBJlAIEql6vt+fwOQV0Vy4nIOjvYUJ9wbxdJfG2F9jAPS66LO8uHwvqVl5eDo78M7ANvQL9b+FvRaR0lAIMoFCkEjVdD49m8krovnhQCIAtzesyazBoTSs7V7sOfHJGYxdFMnuk8lAwUDr1/u1uu5O9iJy6ykEmUAhSKTqMgyDZbvjeWPNAdKz83BzsufV+1sy7M7iV43Oy7cx98cjfPRLLIYBTX08+PCRcIL99PeDSEWiEGQChSCRqi/uYgaTlkax/fhFAO4O9uFvD7XBx9Ol2HO2xJ5n3OJIzqVl4+Rgx5S+LXmsXQNtuSFSQSgEmUAhSKR6sNkMFmw+zrvfxZCTZ6OmmyNvP9iG+9rULfacC+nZTFoaxc8xBXuW9Wrly4yHQqjhVvzq1CJyaygEmUAhSKR6iUlIY/ziSA6cTQXgwfB6TO3fCqvr1fcS+yM8zVh/iNx8A3+rC+8PC7/mOkQiUvYUgkygECRS/eTk2fhgwxH+3y+x2Ayoa3XhvUGhdGrqXew50fEpjF64hxMXMrCzwPh7mvNc96bXnHEmImVHIcgECkEi1dfuk8lMXBLJiQsZADzeMZCX+gTj4nj12WDp2XlMWbWPlRGnAejQuDZzh4bh61X82CIRKRsKQSZQCBKp3jJy8njn24N8sa1gscQmddyZPTiM0GvsML98dzxTVu8jIyefWu5OvDcohLuDr715q4iYSyHIBApBIgLwS8w5Xli2l3Np2djbWRh9d1P+2r1psVtoHE1KZ/RXEYVji57s1IgX+wRdc5sOETGPQpAJFIJE5A/Jl3N4dfU+1u4t2GE+tL6VWYPDaOrjcdXy2Xn5TP/2EP/ecgKA1vW8mDesLY28i1+QUUTMoRBkAoUgEflfqyNPM2XVPlKz8nB2sGNyn2D+1CEQu2IGQf94IJHnl0WRnJGLu5M90wa0ZmDb+re41yLVi0KQCRSCRORqElKyeH5ZFJuOnAfgrqbevPtwCP41XIstP3ZRROGCjAPD6/HmgNZ4ODvcsj6LVCcKQSZQCBKR4hiGwefbTvLOtwfJyrXh6eLAtAda80CY/1VXjs63GXz4UyzvbziMzYBG3u7MGxZO63rWcui9SNWmEGQChSARuZ5jSemMXxJFVNwlAO5r48fbA9pQ0/3qK0fvOH6RsYsiOJuShZO9HS/1CeaJToHackPERKX5/X316Q0mSU5OZvjw4VitVqxWK8OHD+fSpUvXPMdisVz1NXPmzCLltm7dyt133427uzs1atSgW7duZGZmFr4fGBh4RR0vvfRSWXxMEammGtfxYPmzHZhwb3Mc7Cx8G51Az7kb+fnQuauWv7NRLdaN7cy9LX3Jybfx5jcHeOqzXVy8nHOLey4iUMZ3gvr06UN8fDyffvopAE8//TSBgYGsWbOm2HMSEhKK/Lxu3TpGjBhBbGwsjRs3BgoCUO/evZk8eTL9+vXDycmJqKgo+vXrh7OzM1AQgkaMGMHIkSML6/Lw8MDD4+qzOf6X7gSJSGlEx6cwfkkksefSARh2ZwNevb8F7lcZ+/PH47S31h4kJ8+Gr5czc4eE06FJ7VvdbZEqp0I8Djt48CAtW7Zk27ZttGvXDoBt27bRoUMHDh06RFBQUInqGTBgAGlpaWzYsKHwWPv27bn33nuZNm1asecFBgYybtw4xo0bd0P9VwgSkdLKys3n3fUxLNh8HICGtd2YPTiU2xpefT+xA2dSGbVwD8eSLmOxwOjuTRnToxkOxaxBJCLXVyEeh23duhWr1VoYgKAgvFitVrZs2VKiOhITE1m7di0jRowoPHbu3Dm2b9+Oj48PHTt2xNfXl65du/Lbb79dcf6MGTOoXbs2YWFhvP322+Tk6JaziJQdF0d7XuvXkq9GtsPf6sLJCxkM+ngrM9YfIifPdkX5lv5efDP6LgbfXh/DgA9+imXYP7Zx+lLmVWoXEbOVWQhKSEjAx8fniuM+Pj5XPPIqzmeffYanpycDBw4sPHbs2DEApk6dysiRI1m/fj1t27alR48eHDlypLDc2LFjWbRoET///DOjRo1i7ty5PPfcc8W2lZ2dTWpqapGXiMiN6NjEm/XjuzCwbT1sBvz9l6M88NFmDiVc+feKm5MD7z4cyvtDw/BwdmDniWTue38T6/eV7O9JEblxpQ5BU6dOLXbw8h+vXbt2AVx1xoNhGCWeCbFgwQIeffRRXFz+swmhzVbwr6lnnnmGJ554gvDwcObMmUNQUBALFiwoLDd+/Hi6du1KSEgITz31FB9//DHz58/nwoULV21r+vTphQO4rVYrAQEBJf4zERH5X14ujsweHMbHj7WllrsTB8+m0n/eZj759Sj5titHITwQVo+1Y+4itL6VlMxcnv1iN1NW7SMrN78cei9SPZQ6BI0aNYqDBw9e89W6dWv8/PxITEy84vykpCR8fa+/oeCmTZuIiYnhqaeeKnK8bt26ALRs2bLI8RYtWnDq1Kli62vfvj0AsbGxV31/8uTJpKSkFL7i4uKu20cRkevp3bou68d1pkewDzn5NqavO8SwT7cRdzHjirINa7uz9NmOPNOlYBLI59tOMuCjzcSeS7vV3RapFkq9ZKm3tzfe3t7XLdehQwdSUlLYsWMHd955JwDbt28nJSWFjh07Xvf8+fPnc9tttxEaGlrkeGBgIP7+/sTExBQ5fvjwYfr06VNsfREREcB/QtT/cnZ2LpxZJiJiJh9PF/7559tZsiuON9ccYMeJi/Seu5HX+rVk8O0BRe6OOznYMfm+FnRs6s3EJZEcSkij37zNTO1/ZVkRuTllNiaoRYsW9O7dm5EjR7Jt2za2bdvGyJEj6du3b5GZYcHBwaxcubLIuampqSxduvSKu0BQ8Ijt+eef54MPPmDZsmXExsYyZcoUDh06VDiAeuvWrcyZM4fIyEiOHz/OkiVLeOaZZ+jfvz8NGjQoq48sIlIsi8XCkDsasG5sF+4IrMnlnHxeXB7NyP/bRVJa9hXluzavw7djO3NXU28ycwvKjl4YQWpWbjn0XqRqKtN5mF9++SVt2rShZ8+e9OzZk5CQED7//PMiZWJiYkhJSSlybNGiRRiGwbBhw65a77hx45g8eTLjx48nNDSUDRs28MMPP9CkSROg4K7O4sWL6datGy1btuS1115j5MiRLFy4sGw+qIhICTWo7caipzswuU8wTvZ2/HjwHL3mbrzqQGgfTxf+78k7eaF3EPZ2Fr7Ze5b7P9hE5O8rVIvIzdG2GcXQOkEiUtYOnk1l/OKCR14AD7Wtz+v9W+Ll4nhF2T2nkhmzMIL45Ewc7CxM6hXE050bF7uDvUh1VSEWS6zsFIJE5FbIzstn7o9H+OTXo9gMqFfDlZmDQujY5MqxlymZuby8Ipq10WcB6NzMm9mDw6jjqfGMIn9QCDKBQpCI3Eq7TlxkwpIoTv0+a2zEXY14vlcQLo72RcoZhsGinXG8sWY/Wbk2vD2cmTMklM7N6pRHt0UqHIUgEygEicitdjk7j7fWHmThjoLlPpr5eDBnSBit61mvKHskMY1RX0UQk1jwKO3Zrk2Y2LM5jtpyQ6o5hSATKASJSHn56VAiLyyL5nx6Ng52Fsb2aMZfujW5Yk+xrNx8pn1zgC+3F4SmsIAazBsWTkAtt/LotkiFoBBkAoUgESlPFy/n8OqqaL6NLpg1FhZQg9mDQ2lcx+OKsuuiz/Li8r2kZuXh6ezAOwPb0C/U/1Z3WaRCUAgygUKQiJQ3wzBYFXma11bvJy0rDxdHO165rwWPtW94xaKJ8ckZjF0Uye6TyQAMvSOA1/u1wtXJ/mpVi1RZCkEmUAgSkYrizKVMnl8WxebYgr0POzfzZubDofhZXYqUy8u3MffHI3z0SyyGAU19PPjwkXCC/fR3mFQfCkEmUAgSkYrEZjP4bOsJ/rbuENl5NrxcHJg2oDUPhNW7ouyW2POMWxzJubRsnBzsmNK3JY+1a6AtN6RaUAgygUKQiFREsefSmbAkkr3xBSvt9w2py1sDWlPDzalIuQvp2UxaGsXPMUkA9Grly7sPhWJ1u3IhRpGqRCHIBApBIlJR5ebb+OjnWOb9FEu+zcDH05l3Hw6hW5BPkXI2m8GCzceZsf4QufkG9Wq48v7QMG4PrFVOPRcpewpBJlAIEpGKbm/8JcYvjuRo0mUAHm3XgFfub4Gbk0ORctHxKYxeuIcTFzKwt7MwrkcznuveFHttuSFVkEKQCRSCRKQyyMrN52/rDvHvLScACKztxqzBYdzWsGaRcunZeby6MppVkWcA6NC4NnOHhuHr5fK/VYpUagpBJlAIEpHKZHPseSYtjeJsShZ2FvhLtyaM7dEcJ4f/LLBoGAbL95zmtdX7yMjJp5a7E+8NCuHuYN9y7LmIuRSCTKAQJCKVTUpmLlO/3s/KiNMAtPL3Ys6QMJr7ehYpdzQpndFfRXDgbCoAT3ZqxIt9gnB20JpCUvkpBJlAIUhEKqtvo8/yyspokjNycXKw4/meQYy4qxF2/zUGKDsvn+nf/ucxWut6Xswb1pZG3u7l1GsRcygEmUAhSEQqs3OpWby4fG/hFPl2jWrx3qDQK/YV+/FAIs8viyI5Ixd3J3umDWjNwLb1y6PLIqZQCDKBQpCIVHaGYbBoZxzTvjlARk4+Hs4OvNavJYNuq19k4cSElCzGLopg+/GLAAxsW49pD7TG3dmhuKpFKiyFIBMoBIlIVXHywmUmLoli1+/7it3b0pfpA9vg7eFcWCbfZvDhT7G8v+EwNgMaebszb1g4retZy6vbIjdEIcgECkEiUpXk2ww+3XiM2T/EkJtvUNvdiekD29CzlV+RcjuOX2TsogjOpmThZG/HS32CeaJToLbckEpDIcgECkEiUhUdOJPKhCWRHEpIA2DQbfV5rV9LPF3+s53GpYwcnl+2lx8OJALQI9iHmYNCqeXudNU6RSoShSATKASJSFWVnZfP7B8O8+nGYxgG1KvhyqzBobRvXLuwjGEYfL7tJG+tPUhOng1fL2fmDgmnQ5Pa16hZpPwpBJlAIUhEqrodxy8ycWkkcRczsVjgqbsaMbFnEC6O/1kv6MCZVEYt3MOxpMtYLDC6e1PG9GiGg73dNWoWKT8KQSZQCBKR6iA9O4+3vjnAop1xADT39WD24LAiA6IzcvKY+vV+luyKB+COwJrMHRpOvRqu5dJnkWtRCDKBQpCIVCc/HkjkpRV7OZ+eg6O9hXH3NOeZLo2L3PFZHXmaV1buIz07D6urIzMeCqF3a79r1Cpy6ykEmUAhSESqmwvp2byych/r9ycA0LZBDWYPDiPwv1aRPnnhMmMWRhAVnwLA8PYNeeX+FkUeoYmUJ4UgEygEiUh1ZBgGK/acZurX+0nLzsPV0Z5X7m/Bo+0aFE6Tz8mzMev7GD7ZeAyAYD9PPnwknKY+nteqWuSWUAgygUKQiFRnpy9lMmlJFFuPXQCga/M6vPtwCL5eLoVlfj2cxITFkVy4nIOroz1T+7dk8O0BWlNIypVCkAkUgkSkurPZDP615QQz1h8iJ89GDTdH3hrQmr4h/oVlzqVmMWFJFL/Fngegb0hd3hnYBq//WndI5FZSCDKBQpCISIEjiWlMWBJF9OmCcUD9Q/2Z9kBrrG4FQcdmM/h441FmfX+YfJtBQC1X5g1rS1hAjXLstVRXCkEmUAgSEfmP3Hwb8zYc4aNfjpJvM/DzcmHmoBA6N6tTWGbPqWTGLIwgPjkTBzsLk3oF8XTnxtjZ6fGY3DoKQSZQCBIRuVLEqWQmLoni2PnLAPypQ0Mm92mBq1PB7LCUzFxeXhHN2uizAHRu5s3swWHU8XQutk4RMykEmUAhSETk6jJz8vnbuoN8tvUkAI293Zk1OJTwBjWBghlmi3bG8caa/WTl2vD2cGbOkNAid41EyopCkAkUgkRErm3j4SReWLaXhNQs7O0s/LVbE0b3aIbj7wssHklMY9RXEcQkFmzW+mzXJkzs2bzwfZGyoBBkAoUgEZHrS8nI5bWv97E68gwAret5MWdwGM18C9YMysrNZ9o3B/hy+ykAwgJqMG9YOAG13Mqtz1K1KQSZQCFIRKTkvtl7hldW7iMlMxcnBzte7B3MEx0DCwdFr4s+y4vL95KalYenswPvDGxDv1D/69QqUnoKQSZQCBIRKZ3E1CxeWLaXXw8nAdChcW3eGxxauNFqfHIGYxdFsvtkMgBD7wjg9X6tCgdVi5hBIcgECkEiIqVnGAZfbj/F22sPkpmbj6ezA1P7t2Jg23pYLBby8m3M/fEIH/0Si2FAUx8PPnwknGA//T0r5lAIMoFCkIjIjTt+/jITlkQSceoSAL1b+fH2g62p7VEwVX5L7HnGLY7kXFo2Tg52TOnbksf+a38ykRulEGQChSARkZuTl2/jk43HmPPDYfJsBt4ezsx4qA09WvgCBbvWT1oaxc8xBY/PerfyY8ZDIYUrUYvcCIUgEygEiYiYY9/pFCYsieRwYjpQMBbo1b4t8XB2wGYzWLD5ODPWHyI336BeDVfeHxrG7YG1yrnXUlkpBJlAIUhExDxZufnM+j6Gf/52HMOA+jVdmT04jDsbFYSd6PgURi3cw8kLGdjbWRjXoxnPdW+KvbbckFJSCDKBQpCIiPm2HbvAxCVRnL6UicUCT3duzISezXF2sCctK5cpq/ax6vc1hzo0rs3coWH4ermUc6+lMlEIMoFCkIhI2UjLyuXNNQdYujsegCBfT+YMCaOlvxeGYbB8z2leW72PjJx8ark78d6gEO4O9i3nXktloRBkAoUgEZGy9f3+BCaviObC5Rwc7S2Mv7c5z3Rpgr2dhaNJ6Yz+KoIDZ1MBeLJTI17sE4Szg9YUkmtTCDKBQpCISNk7n57N5BXR/HAgEYDbGtZk9uBQGtZ2Jzsvn+nfHuLfW04ABVtyzBvWlkbe7uXYY6noFIJMoBAkInJrGIbBst3xvLHmAOnZebg52fPq/S0ZdmcAFouFHw8k8vyyKJIzcnF3suetB1vzYHj98u62VFAKQSZQCBIRubXikzOYtDSKbccuAtA9qA4zHgrBx8uFhJQsxi6KYPvxgvcGtq3HtAda4+7sUJ5dlgpIIcgECkEiIrfeH+sGvftdDDl5Nmq6OfL2g224r01d8m0GH/4Uy/sbDmMzoJG3O/OGhdO6nrW8uy0ViEKQCRSCRETKz+HENMYvjmT/mYKB0QPC/HnjgdZYXR3ZcfwiYxdFcDYlCyd7O17qE8wTnQK15YYACkGmUAgSESlfOXk2PthwhP/3Syw2A+paXZj5cCh3NfMm+XIOLyzfWzigukewDzMHhVLL3amcey3lTSHIBApBIiIVw55TyUxYHMmJCxkAPN4xkBd7B+PiaMfn207y1tqD5OTZ8PVyZu6QcDo0qV3OPZbypBBkAoUgEZGKIyMnj3e+PcgX204B0LiOO3MGhxEaUIMDZ1IZtXAPx5IuY7HA6O5NGdOjGQ72duXcaykPCkEmUAgSEal4fj2cxPNLoziXlo29nYVR3Zsy6u6m5ObbmPr1fpbsKliF+o7Amrw/NBz/Gq7l3GO51RSCTKAQJCJSMV3KyOHVVfv4Zu9ZAELqW5k9OIymPh6sjjzNKyv3kZ6dh9XVkXcfDqFXK79y7rHcSgpBJlAIEhGp2L6OOsOrK6NJzcrD2aFgltifOwQSl5zBmIURRMWnADC8fUNeub8FLo7acqM6KM3vbz0wFRGRSql/qD/fj+9K52beZOfZeGPNAYYv2I6jvR1Ln+3IM10aA/D5tpMM+GgzsefSyrnHUtHoTlAxdCdIRKRyMAyDL7ad5O1vD5KVa8PTxYE3H2jFgLB6/Ho4iYlLorhwOQdXR3um9m/J4NsDtKZQFabHYSZQCBIRqVyOJaUzYUkUkXGXALivjR9vDWhDXr6NCUui+C32PAB9Q+ryzsA2eLk4lmNvpazocZiIiFQ7jet4sOzZDky8tzkOdha+jU6g19yN7DuTwv89eScv9A7C3s7CN3vPcv8HmwrDklRfuhNUDN0JEhGpvKLjUxi/JJLYc+kADLuzAa/e34KYxDTGLIwgPjkTBzsLz/cKYmTnxtjZ6fFYVaE7QSIiUq21qW/lm9F3MeKuRgAs3HGKPu9vwmYzWDumM/e3qUuezWD6ukM8/u+dJKVll3OPpTzoTlAxdCdIRKRq2HL0PM8v3cvpS5nYWeCZrk0Yd08zVuw5zRtr9pOVa8Pbw5k5Q0Lp3KxOeXdXbpIGRptAIUhEpOpIzcrlja8PsHxPwYrSwX6ezB0ahp3Fwqiv9nA4seCx2bNdmzCxZ3McteVGpaXHYSIiIv/Fy8WRWYND+fix26jl7sShhDT6z9vMz4fOsfK5TjzargEAH/96lEEfbyXuYkY591huhTINQcnJyQwfPhyr1YrVamX48OFcunTpmudYLJarvmbOnAnAiRMnii2zdOnSm2pbRESqtt6t/fhuXBfuaeFDTr6N6esO8cS/dvJs1yb8/dG2eLk4EBl3ifve38SaqDPl3V0pY2X6OKxPnz7Ex8fz6aefAvD0008TGBjImjVrij0nISGhyM/r1q1jxIgRxMbG0rhxY/Lz80lKSipS5tNPP+Xdd98lISEBDw+PG277v+lxmIhI1WUYBkt3xfPGmv1czsnH3cme1/q1pGMTb8YtjmT3yWQAht4RwOv9WuHqpC03KosKMSbo4MGDtGzZkm3bttGuXTsAtm3bRocOHTh06BBBQUElqmfAgAGkpaWxYcOGYsuEh4fTtm1b5s+fb1rbCkEiIlVf3MUMJi6JYseJiwDc08KHtwa04YttJ/nol1gMA5r6ePDhI+EE++l3QWVQIcYEbd26FavVWhhCANq3b4/VamXLli0lqiMxMZG1a9cyYsSIYsvs3r2byMjIImVupO3s7GxSU1OLvEREpGoLqOXGwqfb8/J9wTjZ2/HjwXPc98EmWtfz4ssR7fDxdCb2XDoPfLiZz7edRHOJqpYyC0EJCQn4+PhccdzHx+eKR17F+eyzz/D09GTgwIHFlpk/fz4tWrSgY8eON9X29OnTC8cPWa1WAgICStRHERGp3OztLDzdpQlfj+5Ei7peXLycw7Nf7GHZnniWPNOB7kF1yM6zMWXVPv7yxR5SMnLLu8tiklKHoKlTpxY7MPmP165duwCuukGdYRgl3rhuwYIFPProo7i4uFz1/czMTL766qur3ikqbduTJ08mJSWl8BUXF1eiPoqISNUQ7OfFqr925LluTbCzwIo9p3nkH9t4qnNjXr2/BY72FtbvT+C+Dzax6/fHZ1K5OZT2hFGjRjF06NBrlgkMDGTv3r0kJiZe8V5SUhK+vr7XbWfTpk3ExMSwePHiYsssW7aMjIwM/vSnPxU57ufnV+q2nZ2dcXZ2vm6/RESk6nJ2sOeF3sHcHezDhCVRnLqYwaP/3M6TnRrx1cj2TFoaxckLGQz5dBvjejTjue5NsdeWG5VWmQ+M3r59O3feeScA27dvp3379iUanPz444+zb9++wrtKV9OtWze8vb1ZtmyZqW2DBkaLiFR3l7PzePvbg3y1/RRQMEB62gOtWbzzFKsiC6bPd2hcm7lDw/D1uvoTC7n1KsTsMCiYpn7mzBk++eQToGCaesOGDYtMUw8ODmb69Ok8+OCDhcdSU1OpW7cus2bN4tlnn71q3bGxsTRv3pxvv/2W3r1731Db16IQJCIiAD8fOscLy/eSlJaNg52F0Xc3w8/qzBtrDpCRk08tdyfeGxTC3cHXf8ohZa9CzA4D+PLLL2nTpg09e/akZ8+ehISE8PnnnxcpExMTQ0pKSpFjixYtwjAMhg0bVmzdCxYsoF69evTs2fOG2xYREbme7sE+fDeuC/e18SPPZjDnx8N8tSOOD4aG0/L3gdRP/nsX0745QHZefnl3V0pBe4cVQ3eCRETkvxmGwerIM0xZvY+0rDxcHO2YeG8Qpy9l8u8tJwBoXc+LecPa0sjbvXw7W41VmDtBIiIiVYXFYmFAeD2+G9eFTk1rk5Vr4+1vD3I0KZ23BrSmppsj+06n0veDTayMiC/v7koJ6E5QMXQnSEREimOzGfzf1hNMX3eI7DwbXi4O/LV7U346dI7txwumzw9sW49pD7TG3bnUE7HlJuhOkIiISBmys7PweKdGrB3TmdD6VlKz8pi+7hC13J14vGNg4TpDfef9xr7TKdevUMqFQpCIiMgNaurjwbK/dGTcPc2wt7Owbl8C30af5dmuTahrdeH4+csM/H9bWPDbcW25UQHpcVgx9DhMRERKY2/8JcYvjuRo0mUA7m9Tl5TMXH6LPQ9Aj2AfZg4KpZa7U3l2s8rT4zAREZFbLKR+DdaO6czjHQMBWBt9lrjkDAaE+ePkYMeGQ+fo8/5Gth69UL4dlUK6E1QM3QkSEZEbtTn2PJOWRnE2JQs7C3QL8iH2XDqnLmZgscDo7k0Z06MZDva6F2E23QkSEREpR52aerN+XBcGhtfDZsBPh85hb2chLKAGhgEf/BTLsH9s48ylzPLuarWmECQiIlIGrK6OzB4Sxt8fbUtNN0eOn7/MgTOptKlnxc3Jnp0nkunz/ia+259Q3l2tthSCREREylCfNnX5bnwX7g72ISffRvTpFKyujtR2dyIlM5dnPt/NlFX7yMrVlhu3mkKQiIhIGfPxdGH+n29n+sA2uDnZczYli7TsPGq6OQLw+baTDPhoM7Hn0sq5p9WLQpCIiMgtYLFYGHZnA9aP7cLtDWuSk2cjOSMXJ4eCX8WHEtLoN28zi3ee0ppCt4hCkIiIyC3UoLYbi5/pwIu9g3G0t5CTZyt8LzM3nxeXRzNmUSSpWbnl2MvqQSFIRETkFrO3s/CXbk34etRdBPt5XvH+mqgz3P/BJiLjLt36zlUjCkEiIiLlpEVdL1aP6sSzXZtgsRR9L+5iJg//fQuf/HoUm02Px8qCQpCIiEg5cnaw56U+wSx5pgMBtVyLvJdnM5i+7hCP/3snSWnZ5dTDqkshSEREpAK4I7AW68Z2YdidAVe8t/FwEn3e38SmI0nl0LOqSyFIRESkgvBwdmD6wBDm//l2vD2ci7x3Pj2b4fN38Ld1h8jNtxVTg5SGQpCIiEgF06OFL9+N60zvVn5XvPfxr0cZ9PFW4i5mlEPPqhaFIBERkQqotoczf3+sLbMHh+Lp7FDkvci4S9z3/ia+2XumnHpXNSgEiYiIVFAWi4WBbeuzfnwXOjapXeS9tOw8Rn0VweQVe8nM0ZYbN0IhSEREpIKrV8OVL0a047W+LXF2KPqre+GOOPp/+BuHElLLqXeVl0KQiIhIJWBnZ+HJuxqxdsxdtKlnLfLekXPpPPDhZj7fdlJbbpSCQpCIiEgl0tTHkxXPdWRMj2bY2/1nhcXsPBtTVu3jL1/sISVDW26UhEKQiIhIJeNob8eEe5uz/C8daeztXuS99fsTuO+DTew6cbGceld5KASJiIhUUmEBNVg7pjN/7tCwyPHTlzIZ8uk25m04Qr623CiWQpCIiEgl5upkzxsPtObzEXfi5+VSeDzfZjDrh8M89s/tJKZmlWMPKy6FIBERkSqgc7M6fDeuCw+E+Rc5vvXYBfq8v4mfDiWWU88qLoUgERGRKsLq5sj7Q8P58JFwarg5Fh6/eDmHJ/+9i2nfHCA7T2sK/UEhSEREpIrpG+LPd+O60C2oTpHj8387zkN/38Lx85fLqWcVi0KQiIhIFeTr5cK/Hr+Dtx9sjaujfeHxfadT6fvBJlZGxJdj7yoGhSAREZEqymKx8Gi7hqwb25m2DWoUHr+ck8/4xVFMWBLJ5ey88utgOVMIEhERqeICvd1Z8kwHnu8VhKP9fxZYXLHnNH3n/ca+0ynl2LvyoxAkIiJSDTjY2/HX7k1Z9ddONPf1KDx+/PxlBv6/LSz47Xi123JDIUhERKQaaeVv5etRd/F0l8ZYfr8plJNv481vDvDUZ7u4eDmnfDt4CykEiYiIVDMujva8fF8LFo5sT70aroXHNxw6R5/3N7L16IVy7N2toxAkIiJSTbVvXJv14zoz+Pb6hccSU7N55J/bmP19DHn5tnLsXdlTCBIREanGPF0ceffhUD4dfhu13Z0AMAz44KdYhv1jG2cuZZZzD8uOQpCIiIjQs5Uf343vQs+WvoXHdp5Ips/7m/huf0I59qzsKASJiIgIAN4eznwy/DZmPhyCh7MDACmZuTzz+W6mrNpHVm7V2nJDIUhEREQKWSwWBt0ewPpxnWnfuFbh8c+3nWTAR5uJPZdWjr0zl0KQiIiIXKF+TTe+eqo9r97fAieHgrhwKCGNfvM2s2RnXJVYU0ghSERERK7Kzs7CU50b883ou2jl7wVAZm4+Lyzfy5hFkaRm5ZZzD2+OQpCIiIhcU3NfT1Y+14nRdzfF7vcFFtdEneH+DzYRGXepXPt2MxSCRERE5LqcHOyY2DOIZX/pSCNvdwDiLmby8N+38MmvR7HZKt/jMYUgERERKbG2DWqydsxdDG/fEIA8m8H0dYd4/N87SUrLLufelY5CkIiIiJSKm5MD0wa05rMn78TXyxmAjYeT6PP+JjYdSSrn3pWcQpCIiIjckK7N6/DduC70C/UH4Hx6NsPn7+Bv6w6RWwm23FAIEhERkRtWw82JecPC+WBYOFZXRwA+/vUogz7eStzFjHLu3bUpBImIiMhN6x/qz3fjutCleR0AIuMucd/7m/hm75ly7lnxFIJERETEFH5WFz574g6mDWiNq6M9adl5jPoqgskr9pKZU/G23FAIEhEREdNYLBaGt2/It2M7ExZQA4CFO+Lo/+FvHEpILd/O/Q+FIBERETFdI293lj3bgUk9m+NgZ+HIuXQe+HAzn287WWG23FAIEhERkTLhYG/HqLubseqvnWjm40F2no0pq/bxly/2kJJR/ltuKASJiIhImWpdz8qa0Xfx1F2NsFhg/f4E7vtgEwfPlu/jMYUgERERKXMujva82rclXz3Vnno1XDl9KZP5vx0v1z45lGvrIiIiUq10aFKbdeM6syriNN2a+5RrXxSCRERE5JbycnHkTx0Cy7sbehwmIiIi1ZNCkIiIiFRLCkEiIiJSLSkEiYiISLWkECQiIiLVkkKQiIiIVEtlGoKSk5MZPnw4VqsVq9XK8OHDuXTp0jXPsVgsV33NnDkTgBMnThRbZunSpYX1BAYGXvH+Sy+9VJYfV0RERCqRMl0n6JFHHiE+Pp7169cD8PTTTzN8+HDWrFlT7Dlnz54t8vO6desYMWIEDz30EAABAQFXlPn0009599136dOnT5Hjb775JiNHjiz82cPD46Y+j4iIiFQdZRaCDh48yPr169m2bRvt2rUD4B//+AcdOnQgJiaGoKCgq57n5+dX5OfVq1fTvXt3GjduDIC9vf0VZVauXMmQIUOuCDmenp5XlBURERGBMnwctnXrVqxWa2EAAmjfvj1Wq5UtW7aUqI7ExETWrl3LiBEjii2ze/duIiMjr1pmxowZ1K5dm7CwMN5++21ycnKKrSc7O5vU1NQiLxEREam6yuxOUEJCAj4+V+4J4uPjQ0JCQonq+Oyzz/D09GTgwIHFlpk/fz4tWrSgY8eORY6PHTuWtm3bUrNmTXbs2MHkyZM5fvw4//znP69az/Tp03njjTdK1C8RERGp/Ep9J2jq1KnFDkz+47Vr1y6gYJDz/zIM46rHr2bBggU8+uijuLi4XPX9zMxMvvrqq6veBRo/fjxdu3YlJCSEp556io8//pj58+dz4cKFq9Y1efJkUlJSCl9xcXEl6qOIiIhUTqW+EzRq1CiGDh16zTKBgYHs3buXxMTEK95LSkrC19f3uu1s2rSJmJgYFi9eXGyZZcuWkZGRwZ/+9Kfr1te+fXsAYmNjqV279hXvOzs74+zsfN16REREpGoodQjy9vbG29v7uuU6dOhASkoKO3bs4M477wRg+/btpKSkXPHo6mrmz5/PbbfdRmho6DXL9O/fnzp16ly3voiICADq1q173bJQcMcK0NggERGRSuSP39t//B6/JqMM9e7d2wgJCTG2bt1qbN261WjTpo3Rt2/fImWCgoKMFStWFDmWkpJiuLm5GX//+9+LrfvIkSOGxWIx1q1bd8V7W7ZsMWbPnm1EREQYx44dMxYvXmz4+/sb/fv3L3Hf4+LiDEAvvfTSSy+99KqEr7i4uOv+ri/TdYK+/PJLxowZQ8+ePQHo378/H374YZEyMTExpKSkFDm2aNEiDMNg2LBhxda9YMEC6tWrV1j3f3N2dmbx4sW88cYbZGdn07BhQ0aOHMkLL7xQ4r77+/sTFxeHp6dniccwlVRqaioBAQHExcXh5eVlat1iDl2jik/XqHLQdar4qto1MgyDtLQ0/P39r1vWYhgluV8kZkpNTcVqtZKSklIl/oerinSNKj5do8pB16niq87XSHuHiYiISLWkECQiIiLVkkJQOXB2dub111/XlPwKTNeo4tM1qhx0nSq+6nyNNCZIREREqiXdCRIREZFqSSFIREREqiWFIBEREamWFIJERESkWlIIKqHp06djsVgYN25c4bHExEQef/xx/P39cXNzo3fv3hw5cuSa9axYsYLbb7+dGjVq4O7uTlhYGJ9//nmp2gV4/PHHsVgsRV5/bBJbXd3KazR16tQr/vz9/PyKlDEMg6lTp+Lv74+rqyvdunVj//79pn3eyqqiXSd9l650q/++O336NI899hi1a9fGzc2NsLAwdu/eXfi+vktXqmjXqLJ+j8p024yqYufOnXz66aeEhIQUHjMMgwEDBuDo6Mjq1avx8vJi9uzZ3HPPPRw4cAB3d/er1lWrVi1eeeUVgoODcXJy4ptvvuGJJ57Ax8eHXr16Xbfd/9a7d2/+9a9/Ff7s5ORkwqetnMrjGrVq1Yoff/yx8Gd7e/si9bz77rvMnj2bf//73zRv3py33nqLe++9l5iYGDw9PU3+E6gcKuJ1An2X/tutvkbJycl06tSJ7t27s27dOnx8fDh69Cg1atQorEffpaIq4jWCSvo9KvGOotVUWlqa0axZM+OHH34wunbtaowdO9YwDMOIiYkxAGPfvn2FZfPy8oxatWoZ//jHP0rVRnh4uPHqq6+WqN0//PnPfzYeeOCBG/lIVU55XKPXX3/dCA0NLba8zWYz/Pz8jL/97W+Fx7Kysgyr1Wp8/PHHpWq7qqiI18kw9F36b+VxjV588UXjrrvuKra8vktFVcRrZBiV93ukx2HX8de//pX777+fe+65p8jx7OxsAFxcXAqP2dvb4+TkxG+//Vaiug3DYMOGDcTExNClS5cStfvffvnlF3x8fGjevDkjR47k3LlzJf1YVUp5XaMjR47g7+9Po0aNGDp0KMeOHSt87/jx4yQkJBTZ4NfZ2ZmuXbuyZcuWUn/GqqAiXqc/6LtUoDyu0ddff83tt9/OoEGD8PHxITw8nH/84x+F7+u7VFRFvEZ/qJTfo3KNYBXcwoULjdatWxuZmZmGYRhFUndOTo7RsGFDY9CgQcbFixeN7OxsY/r06QZg9OzZ85r1Xrp0yXB3dzccHBwMZ2dnY/78+SVu9w+LFi0yvvnmGyM6Otr4+uuvjdDQUKNVq1ZGVlaWOR++kiiva/Ttt98ay5YtM/bu3Vv4LzJfX1/j/PnzhmEYxubNmw3AOH36dJHzRo4ced22q6KKep0MQ9+lP5TXNXJ2djacnZ2NyZMnG3v27DE+/vhjw8XFxfjss88Mw9B36b9V1GtkGJX3e6QQVIxTp04ZPj4+RmRkZOGx/w0ju3btMkJDQw3AsLe3N3r16mX06dPH6NOnzzXrzs/PN44cOWJEREQY7733nmG1Wo2ff/65xO1ezZkzZwxHR0dj+fLlpf6slVV5XaOrSU9PN3x9fY1Zs2YZhvGfv7jPnDlTpNxTTz1l9OrVq/QfthKryNfpavRdKnCrrpGjo6PRoUOHIueMHj3aaN++vWEY+i79oSJfo6upLN8jhaBirFy5svB/pD9egGGxWAx7e3sjLy+vsOylS5eMc+fOGYZhGHfeeafx3HPPlaqtESNGFCb10rT7v5o2bVrkuXlVV17XqDj33HOP8eyzzxqGYRhHjx41AGPPnj1FyvTv39/405/+VKq2K7uKfJ2Ko+/SrbtGDRo0MEaMGFGkzP/7f//P8Pf3NwxD36U/VORrVJzK8D3S7LBi9OjRg+jo6CLHnnjiCYKDg3nxxReLzDCxWq1AwdiDXbt2MW3atFK1ZRhG4fPc0rT73y5cuEBcXBx169YtVduVWXldo6vJzs7m4MGDdO7cGYBGjRrh5+fHDz/8QHh4OAA5OTn8+uuvzJgxo1RtV3YV+Tpdjb5LBW7VNerUqRMxMTFFyhw+fJiGDRsC+i79oSJfo6upNN+jco1glcz/3npcsmSJ8fPPPxtHjx41Vq1aZTRs2NAYOHBgkXOGDx9uvPTSS4U/v/POO8b3339vHD161Dh48KAxa9Ysw8HB4Zqj9/+33bS0NGPixInGli1bjOPHjxs///yz0aFDB6NevXpGamqqaZ+3MrpV12jixInGL7/8Yhw7dszYtm2b0bdvX8PT09M4ceJEYZm//e1vhtVqNVasWGFER0cbw4YNM+rWrVvtr5FhVJzrpO9S8W7VNdqxY4fh4OBgvP3228aRI0eML7/80nBzczO++OKLwjL6Ll1dRblGlfl7pDtBN+Hs2bNMmDCBxMRE6taty5/+9CemTJlSpMypU6ews/vPJLzLly/z3HPPER8fj6urK8HBwXzxxRcMGTKkxO3a29sTHR3N//3f/3Hp0iXq1q1L9+7dWbx4cbVcM+NayuoaxcfHM2zYMM6fP0+dOnVo374927ZtK/IvoxdeeIHMzEyee+45kpOTadeuHd9//72u0VWU13XSd6nkyuoa3XHHHaxcuZLJkyfz5ptv0qhRI+bOncujjz5aWEbfpZIpr2tUmb9HFsMwjPLuhIiIiMitpnWCREREpFpSCBIREZFqSSFIREREqiWFIBEREamWFIJERESkWlIIEhERkWpJIUhERESqJYUgERERqZYUgkRERKRaUggSERGRakkhSERERKolhSARERGplv4/Hy2lnuMylI8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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plih+P5jFq+uTOJpZzryPd/HIJSHcNilIuGGeA5bmZgS42rTb3lvfoKGgslFs5JY3Sbno225La1TUqjSkF9WQXtS2+LBVmDURGy09PrwcrbC3siC3XG+O5dS6sACYGuLO7HBPNiUU8PzqeKJvH9/rakUEFwZ/H83hod+Ptdh+5Wg/3lwUId6jBD2OSIW0Q255HU+tjGNHShEAw/0ceWfJcHG32sPUN2iaOZoaPD6apl3Kaxs6dC57S3OqlGrj9w/NHNzYaqsvOLW11Onv7LJaZry3A6Vay8dLRxrtvwWC7kaSJD7fkcbb/5xose+BGYN5eOZgIXQF3Y6osTARkiTx1+FsXl6XSFW9GoWZnAdnDubOKQPFnUEvplalNpqJGeo9jMPl9Nsq6jooPqzMjfUd208UGbd/ef1oBnnY4e1oJQrlBN2CWqPlxbUJ/LI/s8W+NxdFcE1UQA+sSnChIoSFicmvqOfpVXFsTS4EIMLXkXeWRBLq1Xd+BkFzapRq8irqmfn+DgBmDvXE3V7RrO22ql59lrPocLS2aF7r4WDVIg1jrTDrzh9H0I+oU2m459fDbGsiZA18f9NYpod69MCqBBc6Qlh0A5IksfJIDi+tTaCyXo2FmYwHLh7MXdOCsRDRiz6JSq1lyHM6c6yDz8zE3d6y2f5qpVo3ybaJ2PjtQCaFVcpOP5eTjUUzfw8fp6Ztt7rtVhZCfFzIlFQrWfr1flIKqlvsa+oKKxD0BEJYdCOFlfU8vSqeLUkFAIT7OPDOlcMJ8+mbP8+FTHvmWO1x248H2ZJUyKRBbnx23ajGtEv5Ge6m+m01Kk2Hzutiq8DLwcrYYnumx4engxAf/ZHTJTXM+2hXi9eJtYUZmx6acl7nGQkEbSHaTbsRDwcrvr5hNGuO5/LCmgQScitZ+Mlu7rt4EPdMG4TCXEQv+gqGcelejladmoXy/KXh7DxZzO7UYnafLGZehHebRb2SJFGlVJNX3thi21jzoduWV15PXYOG0hoVpTUqEvMq23xuV1tFM4+PM11OPR0tsTQX4qMvcCyrnMs/3dNi+yAPO36/YzyudpatPEog6N0IYdFFZDIZl43wZUKwK8/9Hc+mhAI+3HKSTQkFvHNlJMN8RR95X8AgLLwdrDv1uABXG+6aGszH/53k1XWJTBvi3mYBp0wmw8HKAgcvC4Z4tS0+KuvUTezUG1ts85psq2/QUlKjoqRGRXxO2+LDzc6yidg4w+PDURf5EAK459iSWMBtPx1qsX1qiDufXTvK2IkkEPRFxKv3HPGwt+KL60azLjaP51fHk5RXyeWf7uGeacHcd/Fg8ebdy8kr15ljtedh0Rb3TAtm5ZFsssvq+HRbKo/PDu3yOmQyGY42FjjaWLQ5RVWSJCrqGoxi48yBcoavlWotxdVKiquVxOVUtPF8OvFh8PNozePD08FK1A6ZEK1WIvpgJs+sim+xb2lUAC8tDBfvF4J+gRAWJkAmk7FguA8Tgl15fnU8G+Ly+Xhrqi56sSRSFFz1YpqmQjqLlYUZz18axh0/H+brnae4crQ/Qd04HVcmk+Fko8DJRtFmPY8kSZTVNpBbrk+5NKn1yC2vI19vu65SaymqUlJUpeR4dtviw8PeUjfJ1vEMW3W9GPGwt+w1bdcarcRb/yQzKsCZOcO8eno5Rho0Wv7330k+3praYt+jl4Rwz/RBYmyAoF8hhIUJcbOz5LNrR7NeH704UVDFFZ/t5a6pA3lgxmCR9+6F5OntvH0cO5cKMXBJmCdTQ9zZkVLEi2sS+OHmsT1qVCSTyXCxVeBiq2gzHSdJEqU1qmZiQ9f1oqv7MKReGjQSBZVKCiqVHM9q/fnkMl3UrqnYaD7R1goPe6vzcuE8nl3OVzvTcbVVMDvcs8cNo2pVal5YncCfh7Nb7Hv7ykiWjPbr8TUKBN2BEBbdwPxIb8YPdOHFtYmsPZ7Lp9vS+DehgHeXDGe4v1NPL0/QhPxziFiA7kL+4sJwZn+wkx0pRfybWMDs8N5zt9waMpkMVztLXO0s2xQfWq1ESY2q+UC5yuYpl4JKnfjIr9S5nx5t4/nM5DI87C1beHwYoyBO1rjZWZ6z+CjWtwCX1Kg4XVJLYDdGj9qjtEbF/dFH2JNa0mKf8KAQXAgIYdFNuNpZ8r+lI5kf4cWzf8dzsrCaKz7bwx1Tgnlo5mDRMthLyNULi65GLACC3Gy5fUoQn25L4+W1iUwNce/zf1+5XIa7vSXu9pZE+rV+jFYrUVyjbCY28s5ouy2orEetlYzbySxv9VzmchmeDroIh1cTj4+mXS9udpbtdu6UN3FSPXy67LwLi6zSWq779gCnS2pb7Pv73osYIW4qBBcIQlh0M3OGeTMuyJUX1yaw+lguX+xIY3NiPu8sGc6oAOeeXt4FjUpf5AhdK95syr3TB7HqSA455XV8tj2NRy4JMcUSezVyuQwPe12qo61InEYrUVytbGGrbmi1zSuvo6BKiVorkVNeR46+mLY1DOLjzBZbL73XR1pho6nUkcwyFo9uQxGZmPicCi7/dA9qbXNLIEdrC1bdM5GB7mIysuDCQhhknUf+Tcjnmb/jKapSIpfBbZMH8sglIX3+7ravklVay+S3t6Ewk5P8ypxO+Vi0xsa4PO7+9QgKczmbH57CANeeCcX3NTRaiaIqpdHPwxD9aOrxUVhVj7aT71SXjfBp4fHh7WSFq63inGsbJElid2ox138b02JfmLcD3900tsvpNYGgtyIMsnohs8K9iApy4eV1iaw8ksNXO9PZkljA21dGMibQpaeXd8GRX9k1c6y2mDPMi0mD3NidWszLaxP59qax53zOCwEzuQwvfQqENmZqqTVaCquUzabaNnc4raOgsrnN+upjua2eS2Em17fY6lMujlb6eg9r4zZnG4tWxYdWK7H6eA4P/368xb5Lwjx5e3EkzraKzv8SBIJ+hBAW5xknGwXvXzWC+RHePL0qjvTiGpZ8uY+bJwbx+OwhYlDVeSRXH3Y31Z2loZBz7kc7+S+5kP+SCpgx1NMk577QMTeT4+NkjY+TNdB6CvHOnw+xKaHA+P20Ie4Eutoa225zK+oprlai0mjJLK0ls7RlLYQBS3N5Y72HozWudgo2JRS0+pgbJgzgiTmhwtRKINAj/hN6iBlDPfl3gAuvrE/kr8PZfLfnFFuTC3j7yuFEBYnoxfkg31i4abqQ9SAPO26ZFMSXO9J5aW0iFw1yE6mu80SNUjdnQ2EuR6XWMjrAmftnDG52jEqtpUDfxZJb3iTl0qTttrhaiVKtJaOkloxWCjGb4utkTWphNc+tjm/h8eHjaI2DtbloKRVccAhh0YM42ljw7pLhzI/05qkVcWSU1HL1V/u4cUIg/zdnSJsW0QLT0GiO1fWOkNZ44OLB/H00h8zSWr7amc4DZ1zcBN1DeZ0KgPEDXdmZUsSRzLIWxyjM5fi72ODv0vZQL6VaQ3xOJXf9cpiis0yxPVvBqbWF2RliQ59yabLNwUqID0H/Qly5egHTh3jw7yNTeH19EssPZvHD3gy2Jhfy1uJIJgS79vTy+i1Gc6xz7Ag5E1tLc56ZH8YD0Uf5dFsqV4z0bfdCJjANZTW6dtOLh7izM6WIo1nlSJLUqYt2RnENj/55nMOnW4qSL68fzawwnfFWfYOGgsrGOg+dwVjzttvSGhV1DRrSi2pIL6pp8zltFWbNWmzP9PjwcrTCwcqi878QgaCHEMKil+BgZcGbiyOZG+HNUytiySytZenX+7l+/ACenCvyt92BMWLhYPrq/QWR3kQfyGRfegmvrk/ky+vHmPw5BM2p0PtYTBzkhqW5nPLaBtKLawjuQLtnXHYFd/x8yPiaaMryO8YzfmBzgW9lYcYAV9t2O3/qGzTNBsoZnU4r6o1tt2W1DdSoNKQV1ZDWjviwszRvVvOhEx3NZ7zYifcIQS9BvBJ7GVND3Nn08BTe2JjMbwcy+Xn/abadKOTtxZFMHOTW08vrV+SW62ssnEybCgFdIedLl4Uz76NdbEooYEdKEVND3E3+PAIdDRot1Uo1AO52lkT6OXIwo4wjp8vaFBbttYx62Fvy3U1jz2lKsZWFGYFutu0addWpNE2m1zZ1OG2MfFTUNVCtVHOysJqTTbw6zsTeSic+InydePmycHEzIugxxCuvF2JvZcHrV0Qwb5g3T6yIJbusjmXfHGDZuACemhuKvQiLnjNNzbG6y28gxNOemyYG8s3uU7y4JoF/Hpos5sV0E4ZohUwGDtYWjApw1gmLzHKWjPFvdqxGK7E+Lo8HoluakI/wd+KDq0d06zC5plgrzBjobteuiVatSt1igm3Tqba5FXVU1av1H9WkFFRz+5QgQr0uLJ8gQe9BCItezKTBbmx6eApvbUzm5/2n+e1AJjtOFPHm4ggmDxZ3v+dCgd7DQmEmx7UbfQcenDmY1cdzOVVcwze7TnHv9EHd9lwXMuW1OmHhYGWBmVzGSL2r7ZEmtRL1DRqWx2Ty4trEFo+fE+7FCwvD8DZxIa8psFGYE+xu12rkJbWwipfXJbEzpQjQDUJ8el6oEBWCHkUIi16OnaU5r1w+jLkRXjyxIpas0jqu/zaGpVH+PDVvqCjq6iJNx6V3Z0W+vZUFT88L5eHfj/PJ1lQuH+mLbzekXi50KvQdIU42uv+HUQOcAEgprCK7rJblMVl8sq3l2PIbJgzgoZkhuPQxU6uKugY+3JLCT/tOo9FKKMzk3DIpiHunB4uIpqDHEcKijzAx2I1/HpzCO5tO8MPeDKJjsth+oog3FkUwbYiYlthZDB0h3ufBdvnyEb5EH8giJqOU19cn8em1o7r9OS80DBELJ2vdRdXD3gqFmRyVRsukt7a1OP6hmYO5bfLAPlfwqNFKLD+YyXv/plBaoxNTM4d68uz8oT02zVUgOJO+9V91gWNraa5zdhzmxf+tiOV0SS03fX+QJaP9ePbSMBytxZ1KRzFELM6HsDAUcs7/eBfr4/JYerKYSYNFIa4pMQgLRxsFqYXVvLY+EZVG2+K4ly8L56ox/n3StOxAegkvrk0kKa8S0JmxPXdpmCgKFvQ6hLDog4wb6GqMXny/9xR/Hs5m50ld9OLiUGEh3RHy9KZG3ucpLTHU24EbJgTyw94MXlgTz8YHp6Awl5+X574QKKvV3b3vTCli5vs7Wuz/6Bqdjb65Wd/7nWeX1fLGxmTWx+YBuu6Ph2eGcP2EAVj0wZ9H0P8Rr8o+irXCjOcXhPHnnRMIcrOloFLJLT8c4tE/jlOhv3sTtM35jFgYePiSENzsFKQV1fD9nlPn7Xn7M5IksS25kFfXJ7V5jL2lOQsiffqcqKhTaXh/cwoz3tvB+tg85DK4dlwA2x+bxi2TgoSoEPRaxCuzjzMm0IUND0zm9slByGSw4kg2l3ywg82JBWd/8AVMo7A4f4WUjtYWPDEnFICP/ztpnFUi6DwNGi2rjmYT9NQGbv7hYLN9vk7WLL9jPCdfm4u1hRlVSjVpRW37P/Q2JElizfFcZry3nY//O4lSrSUqyIW190/itSsicLWz7OklCgTt0ilhERgYiEwma/Fx7733dtf6BB3AWmHGM/PD+OuuiQx0t6WwSsntPx3ioeVHKdMXeAma0xMRC4DFo/wYFeBEjUrD6xvavssWtE6tSs33e04x+JmNrY4uv2KkL3uevJjxA12xMJMT6aczuGptbkhvJD6ngqu+3McD0UfJrajH18maT5eN4vc7xhPu03WzLoHgfNIpYXHw4EHy8vKMH5s3bwZgyZIl3bI4QecYPcCZDQ9M5s6pA5HL4O9juVzywU42JeT39NJ6FUq1xmiOdb6FhVwu4+XLhiGTwZrjuexLKzmvz99XKatR8f7mFMKe38RLZ/hQzA73NLbwTjrDnXbUAIOfRfl5WWdXKa5W8tTKWBZ8spuDGWVYWch55JIQ/nt0KvMjvcWQMkGfolPFm+7uzauP33zzTYKDg5k6dapJFyXoOlYWZjw1dyhzwr14/K9YUgurufPnwywY7sNLC8P7XL9+d1BYqRMVCnN5j/w+hvk6cu24AH7Zn8kLa+JZ/8BkkS9vg+yyWr7YkcYv+zNb7FsaFcD9Fw/Cx8mahZ/sJqe8Dmfb5p1RowxGWb00YqFSa/lpXwYfbTlJld6SfOFwH56cG9otVvMCwfmgy10hKpWKX375hUceeaRdNa1UKlEqG0cPV1ZWdvUpBZ1gZIAz6+6fxMf/neTLnemsPZ7L3tRiXrl8GPMivHt6eT1Kbnmjh0VP3Qk+NmsI62PzSCmo5qd9p7l1UlCPrKO3kpxfyUdbTrIxvmW07e5pwdw2KahZrYGx3dS6uVAcGeAEwMnCaipqG3C06T0t2dtOFPLKukTj5NNwHwdeXBjO2ECXHl5Zz1DfoGF9bB57Uou5dXKQSP30YbosLP7++2/Ky8u56aab2j3ujTfe4KWXXurq0wjOASsLM/5vTihzhnnx+J+xnCio4p5fjzA/wpuXLgvH7QItAsuv7L6pph3FyUbBE3NCeXJlHB9uTmHBcG887HtuPb0BSZI4mFHG2/8kc6iVseVPzg3l2nEBrTpLltc2d9404GZnSaCrDRkltRzNKusVZnLpRdW8uj6JrcmFALjaKnh89hCWjPHHTH7hpTyS8yuJPpDJqqM5VNbrojZ+LjZCWPRhuiwsvv32W+bOnYuPj0+7xz311FM88sgjxu8rKyvx9/dv5xECUxPp58Sa+y/ik62pfLY9jfVxeexLL+Hly8KZH3Hh5W+7c6ppZ7hqjD/RMZkcz67gzQ3JvH/1iB5dT0+h1UpsSSrgtQ1JnC6pbbH/lcuHsWS0X5umVmqN1nhBcmrFJG5UgDMZJbUcySzvUWFRWd/A//47yQ97M2jQSJjLZdx8USD3zxh8wVnz16rUrIvNIzomk6OZ5c32zQrz5PbJIoLXl+mSsDh9+jRbtmxh5cqVZz3W0tISS8sL8864N2Fpbsajs4YwO9yLx/48TnJ+Fff9dpR14Xm8cvkw3O0vnL9Rvt7Ou7ummnYUQyHn5Z/tYeXRHJaOC7igwuAqtZa/j+XwwuoE6ho0zfYpzOS8dWVEh/wnDKICaNV9duQAZ1YezeFoD9VZaLUSfx7O4p1NJyiu1kVWpg9x59lLw9oc6d5fScitIDomk9VHc401JQYUZnKenhfKjRMDL7ibnf5Gl4TF999/j4eHB/Pnzzf1egTdzDBfR9bcN4lPt6Xy6bZU/knIZ/+pEl5aGM7C4T4XxD90rr7V1KeHhQXAcH8nrhnrT3RMFs/9Hc+6+yf1OSOnzlKtVLM8JrNVUytfJ2teWBDGzKGeyDuYFjCkQewtzVv93Y3S11kcyyxHo5XOa7rhUEYpL61NJC6nAoCBbrY8d2kY00N7PiVzvqhWqll7PJfomExisytaPSbAxYZPl40iwk+kP/oDnRYWWq2W77//nhtvvBFzc+EI3hdRmMt5+JIQZoV78vifsSTmVfLg8mOsi83jtcuH4dGDtQfng3zjZNPeUXX/+OxQNsTlk5xfxa8HMrlxYmBPL6lbKKpS8uPejFanjA73d+KJOUOYMNC10+K2vM4wJ6T1dMIQT3tsFDqjrJOFVedlpHheRR1vbkxm9bFcQCd6Hpw5mBsmBF4wVu5x2RX8FpPJmmM51Kh0ESkLMxnjglw5nl1OlT7SND/CmzcWR1xw6aD+TKeVwZYtW8jMzOSWW27pjvUIziPhPo6svu8iPt+exv+2nmRzYgExp0p5YUEYV4z07bfRi/M52bQjuNgqeGz2EJ77O553/z3B/EjvflVYm1lSy1e7Wm8ZvTjUgwdnDGa4v1OXz2+wsD+zcNOAuZmcEf5O7E0r4cjp8m4VFvUNGr7amc7n29Ooa9Agk8HVY/x5dNaQCyLdWFXfwOpjuuhEQm5jB+BAN1uWRgUQ4GrDi2sSqKpXozCX8/ylYVw7LqDfvtdcqHRaWMyaNQtJkrpjLYIewMJMzgMzBjMr3JPH/jxOfE4lj/xxnPWxeby+KALPfha90Jlj6ULnvUVYACyLCuD3g5nE51Ty1sZk3lkyvKeXdM7E51Tw+Y404/Cspiwa6cs904MZ5GF/zs9TXqf7ezrbtO1JMirAWScsMstYNi7gnJ/zTCRJYmN8Pq+tTyJH3848ZoAzLywI7/fhfUmSOJZVTnRMJmuP5xnrZRTmcuYN82JpVABjAl34cmca9/x6BI1WIsjNlk+WjRSdH/0UkcsQABDq5cCqey7iq53pfLTlJP8lF3LJ+zt4fkE4i0f1n+hFQUXPmmO1hZlcxksLh7H48738eTiba6ICGK13jexLSJLE3rQSPtmayr70lq6iN04YwO1TBuLnbGOy52z0sGg7lD5qgBPQPUZZSXmVvLQ2gf3ppYBOsD45N7Tf1yxV1DXw99EcomMySc6vMm4f5GHH0qgAFo30xdlWQXG1kpt/OMjOlCIALhvhw2tXRGBnKS4//RXxlxUYsTCTc+/0QVwS5snjfx7neHYFj/15nHWxubyxKOK8DuzqLpqmQXrbm/7oAc4sGe3Hn4ezeWFNPKvvndRnfA00WolNCfl8tOUkJwqqWuy/Z1owt0wK6pYUT/lZUiEAI/11Ii29qIayGhXOJhCVpTUq3vv3BNExmWglsDSXc+fUYO6aOhAbRf98a5UkicOny4iOyWJ9XC71DVpA97PPj/RmmV4QG/639qeX8ED0UQqrlFiay3n5snCuGuPf6/73BKalf776BedEiKc9K+6eyDe7T/H+5hS2nyhi1vs7efbSoX3+TaGnho91lCfmhvJPQj7xOZVEx2Ry3fgBPb2kdqlv0LDySA7vb04xzl9pyv/NGcJ14wd0a2Ge0RzLum2x4GyrYKCbLenFNRzNKuPiUM8uP1+DRssv+0/zweYUY6vr/Ahvnpwbir+L6SIxvYnyWhUrj+iiEycLGyfFhnrZszQqgMtH+DYrntVoJT7dlsqHW1LQSrooxqfLRjHE69xTX4LejxAWglYxN5Nz19RgZg714LE/YzmWVc4TK+JYF5vHm4sjjUOf+ho9MS69M7jZWfLoJSG8uDaRdzadYF6Ed69K2RiorG/gl/2nee/fFDTa5jVX1hZmPDUvlKvG+LdpamVKDF0h7UUsQDeQLL24hiOny7ssLHadLOLltYnGi+tQbwdeWBDG+IGuXTpfb0aSJGJOlRIdk8mG+HxUal10wtrCjAXDvbkmKoCR/k4tbjQKq+p5+Pdj7EnVpcIWj/LjlcvD+20UR9AS8ZcWtMsgD1304tvd6bz3bwq7ThYz+4OdPDN/KNeM7XvRi97WEdIa140fwPKDWSTnV/HOpmTeWBTZ00syUlBZz3e7T/HlzvQW+3ydrHnkkhAWjvA5r0PVOlJjAboCzr8OZ3epzuJ0SQ2vrk9ic2IBAM42Fjw2ewjXjA3oM+mqjlJao2LF4WyiD2Ya55gAhHk7sHRcAJeN8GkzArUntZgHlx+juFqJtYUZr1w+jCtH+52vpQt6CUJYCM6KmVzGHVOCmTHUk//7K5bDp8t4amUc62PzeGNRRJ8K/xojFr044mJuJtfZWH+xj+UHs7hmbMA5tWOagvSiar7amc7yg1kt9oV5O/DgzMFc0glTK1PSGLFoP7JjKOA8ntVxo6xqpZpPtqby3e5TqDRazOQybpgwgIdmhPSqgWbniiRJ7EsvITomi03x+ag0uuiEjcKMy0b4sDQqgAhfxzZvJDRaiY+2pPC/balIks475NNrR5qk60fQ9xDCQtBhgt3t+OPOCfywN4N3NiWzO7WYOR/u5Ml5Q7k2KqBHLiqdxRix6OVttGMDXVg00peVR3N4fnU8q+65qEd+v8eyyvliexr/JLScMjphoCv3XTyIicGdN7UyJRVtDCA7k8Ee9thZmlOtVHMiv4own7b9LLRaiZVHc3jrn2SKqnS1I5MHu/H8pWEM9uw/F8viaiV/Hc5meUwmGU3mtET6ObI0KoAFw33O2r1RUFnPA9FHOXBK1xVzzVh/XlgQjrWi+9Nggt6JEBaCTmEml3HrpCAuDvXg//46zsGMMp77O54NsXm8fWVkr49e5BsjFr1bWIBumue/iQUcz67gj0NZXBNlev+F1pAkiR0pRXyxI83YQtmUS8I8uWdaMCMDekc7rCFi4XwWYWEmlzHC34ndqcUczixrU1gczSzjxbWJHM8qB2CAqw3PzQ9jxlCPPpf6aw2tVmJPWjHRMZlsTiygQaOrkbGzNDdGJ4b5dsxfYvuJQh754zilNSpsFWa8viiCy0b4dufyBX0AISwEXSLIzZbf75jAj/syePufE+xLL2H2hzt5Yk4o148f0CujF83NsXpvKsSAh4MVD80czKvrk3jrn2TmDPM6a7j/XFBrtKyPy+Pz7WnNfAkMLBrpy13TggnpRXfsWq1EhcHSu52uEAOjBjizO7WYo6fLuP6MjpuCynre2pjMyqM5ANgqzLh/xmBuvigQS/O+f/ddWFnPn4ezWX4wk6zSOuP2Ef5OLIsKYH6kN7Yd9JZQa7S8tzmFz7enAboi1k+XjWTgBTZUTdA6QlgIuoxcLuPmiwzRi1gOnCrlhTUJrI/L450rIxngatvTS2yGwRzL0lx+1rvb3sKNEwP541AWKQXVvPvvCV69PMLkz1Gn0vDHoSy+2JFmrEFpyvXjB3DHlIG9MhpVVa/GYAR8tuJNaBxI1rSAs75Bw7e7T/HptlRq9TMtrhztx//NHtLn5+ZotBK7ThYRHZPJlqRCYwePvZU5i0b6ck1UAEO9O2dxnltexwPRRzl0Wvc7vH78AJ6ZP/S8dAAJ+gZCWAjOmQGutkTfPp5fD5zmjY3JxJwqZfaHO/m/2aHcNDGw10QvcnuxOVZbWJjJeWnhMJZ+vZ9fD2RyzdiOh6nPRnmtip/2nearnelUnzHCGuCuqcHcMikQD/vee3Et09dX2CrMOjTcy2CUlVFSS0m1kkOny3htfRKZpbr6gpEBTry4ILzHi2XPlfyKev44lMXvB7OMFuOgsxm/JiqA+RHeXaqB+C+pgEf/PE55bQP2lua8uTiS+ZHeply6oB8ghIXAJMjlMq6fEMi0IR48sSKWvWklvLwukY3xebx95XCC3Ho+etHYatr70yBNmRDsyoLhPqw9nsvzq+P5666J5yTWcsvr+GbXKb7bc6rFPhuFGfdMC+b6CYEdigD0NB3tCDHgaGPBIA87UgurGf3qFuN2TwdLnpwbymXDfXuNEO4sGq3E9hOFRMdksjW5EG2TSM6iUb4sjQrochpLpdbyzqZkvt6le81E+DryybKRvS4qKegdCGEhMCn+Ljb8ets4fovJ5PX1SRzMKGPOhzt5fPYQbr4oqEd7/nu762Z7PDNvKFuTCjiSWc6KI9ksGePf6XOkFFTxxY40Vh7JabHPw96Se6YFc/XYgD5VzW9w3eyoCCqvVZHaxDlSYSbn9ilB3DNtUIfrC3obOeV1/HEwiz8OZTVLZUUFubAsKoA5w7zOKU2RVVrL/dFHOaYvZr1pYiBPzQvtF3Ungu6hb/4nCXo1MpmMa8cNYGqIO0+uiGN3ajGvrk9iQ1we7ywZTnAPFXjllfedjpAz8XK04oEZg3ljYzJvbkxmVrhXhy+mBzNK+XJHGluSClvsG+huy91Tg7lshG+HUgm9jYoOum6qNVqiYzJ5b3NKs+1bHplKgGvvqx05G2qNlq3JuujEjpQiY3TC2caCK0f7cfXYAAZ5nPv/2aaEfB7/8ziV9WocrMx5Z8lwZod7nfN5Bf0bISwE3Yafsw0/3xrF7wezeHV9Ekcyy5n70S4evSSE2yYPPO/RC8PdnFcfS4UYuPmiIP44lEVaUQ0fbE7hxYXhbR6r1UpsTS7kix1pxiK7pkT4OnLPtGBmhXv1aefIjgwg25tWzMtrE42dLnIZaCWdNbVPHxOZWaW1/K6PThRWNc5mmTDQlaXjApgd7mmSSIJSreGNDcn8sDcD0HWO/G/pyF5ZwCvofQhhIehWZDIZ10QFMCXEnadWxrEjpYg3NiazMT6fd66MPK9mQ4YaC58+mAoB3aj3lxYO47pvD/DTvgyuHuvfoqJfpday5nguX+5IazYsysD4gS7cM20Qkwe79ZkC1vZoFBYtayyySmt5bX2S0dzL0dqCR2eFcM3YAMa8upnKejXJ+VUmK4btLho0WrYkFhB9MItdJ4uMXTCutgquHOPHNWMDTFrDdLqkhvt+O0pcTgUAt08O4vHZoX0yoiXoGYSwEJwXfJys+eHmsfx5OJtX1iVyLKuc+R/v5qFLBnPH5IGYn4fZEvnGiEXfFBYAkwa7MS/Ciw1x+Ty/Op4/7pyATCZDkiS+35PB17vSW20ZnTnUg7unDWL0gN5hamUqyusMk00bIxa1KjWfbUvjq13pqNRa5DLd/JWHZ4YYx6WPCHBmZ0oRRzLLeo2wkCSJH/ZmkF1Wx7Pzh5JZWsvyg1n8eSi72eTYyYPdWBoVwMyhnia/2K+PzePJFbFUKdU42Vjw3pLhzBja9UmwggsTISwE5w2ZTMZVY/yZMtidp1fFsTW5kLf/OcE/8fm8c+Xwbh2pXN+goaRGdxHy6aOpEAPPzg9jW3IRBzPK+PtYDleM1A15en1DEuozJo1eNsKHu6cFE+rVOa+CvkJFk1SIJEmsPpbLmxuTya/UiauJwa48vyCsxc8/KsCJnSlFHD5dxg0TAs/3slsgSRKvb0gydl3sTClqFnFyt7dkyWhddKI7akLqGzS8uj6RX/ZnArq21I+XjsSnF8/UEfRehLAQnHe8HK349sYxrDySw0trE4jNrmDB/3bzwIxB3Dk1uFsmYxboLzSW5vKzFvr1dnycrLnv4kG8s+kEr65Lolal4ed9p5uJimXjArhzysB+3w5o8LHILK3lyi/2cVhfT+LvYs0z88KYHe7ZasrHELnpyqRTUyNJErf+eIityY3FtScLq5HJYMpgd5ZGBTBjqEe3TYw9VVzDvb8eITGvEoC7pwXzyCUh53VCraB/IYSFoEeQyWQsHu3HpMFuPLMqji1Jhbz7bwr/JOiiF511AzwbufqOEB8n635RW3DDhAG8s+kEJTUqnlkVD+hMoq4bP4BbJwX1ecfIjmK4qzfcadsozLh3+iBunRTUbovlCH8nZDLIKq2jqEqJu73leVlvU+obNGxKyOfB5cda7Hvg4kFcNdYfP+fuLZZcfSyHp1fGUaPS4GKr4P2rhjNtiEe3Pqeg/yOEhaBH8XSw4usbxrD6WC4vrEkgPqeShZ/s5r7pg7lnuumiF/mVusJNrz5+wa1RqvntQCbf7E5vtv3SSG9euzyiX43ybg+VWsv3e06RXdboKnnFSF+emBPaoRoaeysLQjzsOVFQxZHMsvPaQplaWEV0TBYrjmQbi0+bsmS0H4/MGtKta6hv0PDimgSWH8wCYFyQCx8vHYlnH///EPQOhLAQ9DgymYzLR/oycZArz66K59/EAj7YksKmhHzeWRJJuM+5F9fl9mEPC4CyGhU/7M3gh70ZRu8GLwcrYy1BcbUSB+v+/+8sSbo22lfXJ3GquMa4/Y1FESzt5PTXUQOczpuwqG/QsCEuj+iYTA5mtEy/PDhjMHE5FWxNLiTCr3uLSVMLq7j316OcKKhCJoP7pw/igRmDz0sBteDCoP+/Ewn6DB72Vnx5/WjWxubxwup4EvMqueyTPdwzfRD3TR90ThXw+X3UdTO/op6vd6UTHZNpHJAV5KYztbp8pC8FlfXMfH8H+9NLWRubx8LhPj284u4jtbCal9clsjOlCAA3O4VxWu3FoZ0P348McCY6Josjrfh8mIoT+VVEx2Sy8kg2lfW6eSwGHw0Dby+O5Kqx/kx44z8Ak6cBm/LX4Wye+zueugYNbnaWfHj1CCYNduu25xNcmAhhIehVyGQyFg73YcJAV55fHc/G+Hw+/u8k/ybk8+6S4V1uDexrc0Iyimv4YkcaK45k06DRXYXCvB24d/og5gxrNLXyd7HhnmmD+GBLCq+tT2RGqEeftaZui4q6Bj7acpKf9mWg1kpYmMm4ZVIQN04IZOKbW4GOW3o3xVDAGZtdgUqtNVnrZp1Kw7rYXKJjMjmSWW7c7utkzdVj/YnPqeDfxAJkMnhrcSRXjfGnvFZlbBPuju6oWpWa5/5OYMWRbAAuGuTKB1eP6NUD5gR9l/71DiToN7jbW/L5daNZH5vHc6vjSc6v4rJP93D31GDunzGo0+6CfWVOSGJuJZ9tT2VDXJ7xrjYqyIV7pgUzNcS91cLTO6cOZMWRbDJLa/l460memjv0PK+6e9BoJX4/mMW7/56gVN8qPHOoJ8/MH0qQmy1Z+omk1hZmXZqFMdDNFicbC8prG0jKqzzniaaJuZVEx2Ty99EcqvTTYs3lMmYO9WTpuAAuCnblhTUJRlHx9uJI48wXQ0eGn7M1DlamrZM5kV/Fvb8dIbWwGrkMHpoZwr3TB/Vpx1VB70YIC0GvZn6kN+MHuvDCmgTWxebxybZU/k3UdY505kLQKCx6Z8TiYEYpn21LZduJIuO2i0M9uGdaMGMCXdp9rJWFGS8sCOPWHw/x7a5TLBntb5I5ET3JgfQSXlqbaLzgDvKw47lLw5ga4m48piN23u0hk8kY6e/EthM6o6yuCIsapZq1x3OJPpjFcf2QLoAAFxuuifLnytF+eNhbodVKPPN3PNExmchk8O6Vw1k82s94fHKezm7clGkQSZL441AWz69OQKnW4mFvycdLRzJ+oKvJnkMgaA0hLAS9Hlc7Sz5ZNor5EbroRUpBNVd8toc7pwbz4IzBZ71brW/QGO94e1PEQpIktqcU8fm2NGIySgFd/n1+pA93Tw0mzKfjF5kZQz2ZEerBf8mFvLgmgZ9vjeqTbbU55XW8viGJ9bF5ANhbmfPwzBCunzCgRYdQWScnm7bGqABnvbAo5+aLOv64uOwKog9msvpoDjX62hcLMxmzwr1YFhXAhIGuxvHrOlERR3RMFjIZvLdkOItG+TU7X5JeQJlKWFQr1Ty7Ko6/j+UCMCXEnfevGo6b3flvqxVceAhhIegzzI3wZtxAV15am8DqY7l8vj2NzYkFvHNlJCMD2raqNhRuWln0DnMsjVZiY3wen21LM96RK8zkLB7tx51TBhLYxbkPzy8IY1dqMbtTi/knPp+5Ed6mXHa3UqfS8OXONL7YkUZ9gxaZDJZGBfDoJSG4tnExLO/gZNP2GGUwyupAAWdVfQNrjutqJ+JzKo3bg9xsWRrlz6JRfi0u3FqtxFMr4/j9UBZyGbx31XCjU2pTkvJ15wvzPvf6isTcSu777QjpxTWYyWU8OiuEu6YEG4WOQNDdCGEh6FO42Cr46JqRzI/w5pm/40ktrGbx53u5ffJAHr4kpNXoRdM0SHt38b8fzOS/pEKcbCxwtlHgZKPA2cYCJxsFLraNXzvZWHTJX0Ol1rLqaDZf7Eg3tkraKMy4dlwAt00eeM4eAgNcbblrykA+3prKK+sSmTrEHRtF7/4XlySJdbF5vLEhiVz93ykqyIUXFoSdtc24otYwJ6TlALKOMtzfCblMFykpqKxv8TeQJInj2RVEH8hkbWyusTNHYSZnzjAvlkYFMH6gS6uvK61W4smVsfxxKBu5DD64egSXjfBtcZxaoyWlQGf0dS4RC0mS+PVAJi+vS0Sl1uLtaMXHS0cy9iypNIHA1PTudx2BoA1mhXsRFeTCy2sTWXk0hy93prM5SRe9GD2g+RtpY0dI+xfut/85YZwncjbsLc1xsm0uQJxtFLoPW4tm2yzN5fwTn8+vBzKNvhOO1hbcfFEgN04INA7GMgV3TxvEiiM55JTX8em2VB6fHWqyc5ua+JwKXl6baEwD+TpZ8/S8ocyL8OpQGudcaywA7CzNGeLlQFJeJUdOlxmjPBV1Daw+lkN0TJYxTQEQ7G7L0qgAFo3yw6Wdv5tGK/HEilj+Oty+qABIL65BpdZiqzDDv4tOm5X1DTy1Ms6YQpoR6sG7S4ab9LUlEHQUISwEfRYnGwXvXz2C+ZHePL0qjvSiGq78Yh+3XhTEo7OGYK3QRS/yOjjV1MnGgpIaFVeM9MXFVkFZrYry2oZmnyvqGpAkqFKqqVKqySqta/ecbTHA1YYT+VW8vemEUYA42VjgYttcqDhYW3Sqet9aYcbzC8K48+fDfL3zFFeO9jfpSG1TUFKt5N1/T7D8YBaSpEtR3T11EHdMGWj8m3UEQyrkXN1GRwU46YRFZhkeDlZEx2SyLjaX+gYtoBtXf2mEN0vHBTBmgPNZRY9GK/F/f8Wy4kg2ZnIZH149ggXt+IsYhMsQL/supSvisiu4L/oIp0tqMZfLeGJOKLdNDuqTNTaC/oEQFoI+z4yhnvw7wIVX1ify1+Fsvtl9iv+SC3n7ykjGBroYIxZnm2rq62xDWlENE4JduUrfBngmGq1ERZ1BbKgoq2kuPMpqG0gpqDIOw2qL2OwKYrMrzvqzyWS66IZBeBijIjYWONsqmqRtGvdNDXFnaog7O1KKeHFNAj/cPLZXXGQaNFp+3JvBR/+dpEpvFrVwuA9Pzg3t0hRNY8TiHFIhAMHuug6ar3edMk4XBRjiac81Uf5cMdIXJ5uOPYdGK/H4n8dZeTQHM7mMj64ZwaWR7ZuWJXaxcFOSJH7cm8HrG5JRabT4Olnzv2UjGdVOvZFAcD4QwkLQL3C0seDdJcOZH+nNUyviOFVcw1Vf7uOmiYGkF+nqGc4WsfDVX9yazp84EzO5DBdbRath8NMlNXyxI524JoIh1Muee6YPYtoQdyrrGpoJkLIaVQtRUl6r31bTQJVSjSTpLqCtzZToCDtSigh6agOXRnobBYmTPl3TKFIUONlaYG9p3m0CZPuJQl5Zl0ia/m8R7uPAiwvDzyn/X1GnS1s5dyFiIUkSBzPKiI7JZNXRHON2M7mMK0b6sjQqgFEBTp36fWi0Eo/9eZxVelHx8TUjmR959gLarrSaVtQ28H8rjrMpoQCAWWGevHPl8AtmVoygdyOEhaBfMX2IB/8+MoXX1iXx+6Esvt+TYdznc5Y5IX7OOmGR046waI2kvEo+357Guthco6nVmAHO3KsXFIaLk4OVBX6duJlUqbWU1+mFR01T4dEoQEprmoiR2gbK6xrQNPWL1rNOn3tvD3O5DCcbixY1I05GEWLY1/FC1lPFNbyyLtE4EtzVVsHjs4ewZIz/ORs0daXGorRGxcoj2UTHZBpFTlO+u2lsM6+MjqLWaHn0z+OsPpaLuVzG/5aO7HBXTmdbTY9llXPfb0fILqvDwkzG0/OGctPEwF4RlRIIQAgLQT/EwcqCt66MZF6kN0+tiDV2G3yxPZ1xQa5tWl4bhUV5bYee5/DpMj7blsp/+osmwLQh7twzbRBRQedeia8wl+Nhb9Up22WtVqJKqaa8VkVOeR3Lvj4A6PwgbpoY2DwyUtMoVOoaNKi1EsXVKuP8jY5ib2V+hvCwwNxMzl+Hs5sdNzHYlecXhBHgYoMpOh+NNRZnSYVIksT+9FKiYzL5Jz4flUZXO2GjMGPhcB+uiQrgk60n2ZJUyMmCqk4LC7VGyyN/HGfNcZ2o+GTZSOYM65ioKKlWUlilRCbTRbfO9nN8u/sUb25MRq2VCHCx4ZNlI4n0c+rUegWC7kYIC0G/ZWqIO6vvm8TY17YAEJNRypyPdvLW4kgmBrccvNSRVIgkSew8Wcxn21I5cErXzSCTwbwIb+6eGtzlWSamQi6X4WhtgaO1BQNcbfns2lHc8+sRlGotV472Y4Br64Wc9Q0anehoIjaMdSSGVM0ZUZPKen0ha72aqno1maXtr21vWglzPtwF6ERTe0WrTmcIFWcbBY7WFs2KG8sN7aZtRCyKq5WsOJzN8oNZzSahRvg6ck2UPwuH+2Cvt88eGeDMlqRCjjaZ7dER1BotD/9xnLVGUTGKOcM6Pik1SZ8GGeBi0+6Ml/JaFY/9eZwtSToROy/CizcXR5rc/lsgMAVCWAj6NTX6mQ2gEw5Zpbq7+OvGB/Dk3KHYNXkz99O3+uVX1KPRSs1C9RqtxKaEfD7bnmo0R7Iwk7FopB93Th3IQPfeaaE9d5gXFw1yZU9qCa+sS+SbG8e2epyVhRnejtadsjw/s5B1S1Ihn29Pa3aMpbmcEf5OzbprVBotKrWWgkolBZXKDj+f/IxCVkNk5ZNtqYR5O+jSONYKkvIq+Schn9TCauNjbRVmXDbSl6VjA1odS24oeDyS2fFJp2qNlgd/P8b62DwszGR8umwUszo5ft2QBgn1ajsNcvh0Kff/dpTcinoU5nKeuzSM68YFiNSHoNcihIWgX5Or7wgZ6GbLmvsn8ebGJH7Zn8kv+zPZllzEW4sjjWOjPewtsTCT0aCRKKisx8fJGpVay9/HcvhiR5qxCNTawoylUQHcPiWo184eMSCTyXhpYThzPtzFlqRCtiYXcHGop0nObShkVao1fPzfaVbr7aPtLc15YMZgbpwY2GJiqCRJ1Kp0FuuNRast23rPLG6tVqrRSuijJ80LWdfH5hn9G9rCwlzO8axyskprW42GWOrXmVdRT0pBFYM97Nq9cDdotDy0/Bjr43Si4rNrR3NJWOd/r+3VV2i1El/uTOfdf0+g0UoEudnyybKRZzUOEwh6GiEsBP0ag523t5MVdpbmvHp5BPMivHliRSxZpXVc9+0BlkYF8PS8UOytLPB2tCaztJbUwmo2JeTz9c50Y42Gg5U5N10UxE0TA9s1R+ptDPKw59ZJQXy5M50X1yQyMditS9NAz6S+QcPXO9P5bHsadQ0aZDK4eow/j84agrt96zbcMpkMW0tzbC3N8e9EGcqZhazxuZW8si6xw4/vTGfNrA926gtZFc3SNYZCVgcrC97ZdMJ4/GOzhjAywAm1Rot5Jx1Zk/INHSHN6ytKqpU8+udxtuuH0i0c7sPriyKaRdgEgt6KeJUK+jVGcyyHxsjCxGA3/nlwCm//k8yP+04THZPJjhOFvLE4Ensr3b/EDd/FGI93t7fk9slBLBs3oM++sd8/YzB/H8shs7SWr3am88CMwV0+lyRJ/BOfz2sbkoz1KGMGOPPCgvBW0wymoGkha0FlfbNuHwOjApxYGhXA/EhvbBTmukLWenWLqEjTrpqyJh03TR02dYWsSoqrz56qeWNjMm9sTAaaF7I62yrO8Bhp7KpxsrHA3sq81YjFgfQSHlh+lIJKJZbmcl5aGM7VY/1F6kPQZ5BJktSyN60bqaysxNHRkYqKChwcTDciWCD4cW8Gp4pruCTMk3FBLpibyXn27zh+2Z/J/RcP4tFZQ1o8Zn96CU+siOV0SctOEH8Xa+6aGsziUX4mucPvaVYfy+HB5cewNJez5ZGp+Lt03j46Ka+Sl9cmsi+9BNDZpD85N5SFw3269cKn0UrsSCkkOiaLrcmFzVpqb5oYyNKoAIacpavibPx9NIeHfj9GqJc93988tlkha2mtiqIqJR//d7LZYwJdbSirbaCirms+IwY8HSyNTquHMkrRSjr78E+vHdVu/YVAcD7p6PW7b95+CQSt8L+tJymuVvHD3gxcbRXMCvdi5RFdy2Nb5ljjB7qy8cHJvLPpBD/szcAgs20UZmx7dFqnQ9u9mYXDffjtQCYHTpXy6vpEvrx+TIcfW1aj4v3NKfx64DRaSVeUeeeUgdw1LbhbB53lltfxx6Es/jiYZUxJNWW4nyMvLgw3yXMZCjjTiqpxtlE0q59RqbXc99sRQBc9+fL60Uwf4mHcr9Zo9YWsrXfVGNp7S5tsK6pqjIacWci6eJQfr1we3uuHyAkErSFetYJ+w5fXj+GZVXEk51dRUqMiOibTuO/j/07i52zDxGDXFoZONgpzXlgQzuJRfny7+xSrjuYweoBzvxIVoKtvePmyYcz7eBebEgrYkVJ0Vs+GBo2WX/ef5oMtJ4135fMjvHlybmiXIh4dQa3Rsu1EEdExmWw/UWg0HXOysWDxKD+WRvlz4FQpz6yKP+eJsE3xd7HGzc6S4mol8TkVjNG7gqrUWu759QhbkgpQmMv56vrRTGsiKgDMzeS42lm2OeK9NV5bn8jXu04xI9SDh2aGGFM2ng5WjB/oarKfSyA43whhIeg3jB7gzPoHJvP7wSze+7f5pNKCSiU3fheDk40Fs8I8mRfhzcRgt2ZdC8N8HblqjD+rjuZ02n2zrzDEy56bJgby7e5TvLgmgX8emoyleetpnt0ni3lpbQIn9W2boV72vLAgnAnB3XPRyyqt1UUnDmU1u3sfP9CFpVEBzA73MqakDFbW5zLZ9ExkMhmjApz4N7GAI5lljAl0QanWcO+vR9iSVIiluZyvbxjDlC44c7aGwcNiZphnt9WmCAQ9gRAWgn6FmVzGsnEBXDrcm3f+OcHP+083219e28Afh7L541A2jtYWXBLmyfwIby4apBMZje6bdUiS1C8L5h6cOZjVx3I5VVzDN7tOce/0Qc32ny6p4dX1SWxO1F28nW0seHTWEJZGBZyzDfeZNGi0/JdUSHRMJjtPFhlTUS62CpaM9uPqsf6teoQ0mmOZtjtn1ABnnbA4XY5SreGeX47wX7JOVHxz4xgmDzaNqABIzu/a8DGBoLcjhIWgX+JgZcEtk4JaCAsAhZkcW0szymob+OtwNn8dzsbeypxLwjyZFaYzOFKqtRRVKztlp91XcLCy4Ol5oTzyx3E+2ZrKFSN98XGyplqp5tNtqXy76xQqjRYzuYwbJgzgoRkhJh9ulVlSy/KDmfx5OLtZrcGkQW5cE+XPJWGebUZSoHFOiKO1addlqLPYf6qEu34+zLYTRViay/n2xrFGvxNTUFhVT3G1CrlMN0VVIOhPCGEh6LfklevNsdxteXnhMF5Zl8iJgipUGi1+ttYsGxdAdb2ajfH5FFYpWXkkh5VHGidd/rg3g/svHtwvOkLO5IqRvkTHZHIwo4xX1ycyI9STt/5JplB/kZ882I3nLw1jsAkveiq1ls2JBUTHZLI7tdi43c3OkiVj/LhmrH+bluNnYpgTYspUCECkPiVRXtvAthNFWFnoRMVFg0wnKqAxDRLoZou1ov+9vgQXNkJYCPotBg8Lb0crJg12Y/0Dk4g+mMX7/54gvaiGT7elcXGoB7/dPo6y2gbWx+axMT7PmN//dFsaP+49zYyhHsyL8GZqiHu/ERk6R05dIeeGuHw2xOUDMMDVhmfnhzFzqIfJ0kCnimtYfjCTvw5lG+teZDKYPNidZVH+zBjq2e6E1NaoMEw2PcsAsnPluxvHMtHEogI6P9FUIOhLCGEh6Lfk6e28DW2D5mZyrh8/gIWRPny89SQ/7s1ga3IhO1OKuGFCIA/PDOH5S8OY+u42skp1j61Wqll9LJfVx3KxVZhx8VBP5kd4MW2IR58WGYWV9Xy7+1SzbY9eEsIdUwe2m4LoKEq1hk0JBUQfyDR6XoDONv3qsf5cNcb/nLpKyut0AsXZhBGL+gYNt/90yPh9qJd9t4gKaBQWYUJYCPohQlgI+i1NIxZNcbSx4LlLw1g2LoDX1iexNbmQ7/acYtXRbB6ZNYT5ET58sSON68YHcMVIPzbG5bExPp+c8jrWHs9l7fFcbBRmTA/1YH6EN9OHePSZcHZ9g4bv9pzi062p1Kg0zfZZWsjPWVSkFlazPCaTFUeyjTM9ZDKYPsSDa8b6c3Goh0naeI01FiYSFgZRsetkY4rmzDknpqRx+JiorxD0P4SwEPRbGoVF64PCgt3t+O6msexIKeKVdYmkFlbz3N/xxv255fWMHuDM6AHOPDN/KMeyytkYn8/62DxyyuuMw6+sLcyYHurOvAhvLg716JWmRpIksTmxgFfXJ5FZqnMZHeHvxIsLw0kpqOL//orloy0nuWyEb6e9IeobNGyMzyM6JouYU42z070drbhqjD9XjfU3jqQ31c/SWGNx7qmQOpVOVOxOLcZGYcarlw/jkT+Ok5hbSX2DxuSRqfoGDWn6gXYiFSLoj/S+d0CBwES0FbE4k6kh7kx8cDK/Hcjkgy0pxrvhrcmFnCquIcjNFplMxsgAZ0YGOPPU3FBisyvYEJfH+rg8ssvqjHUKVhZypg/xYG6ENzNCPbDtBbNFUgqqeGVdovFu3MPekifnhnL5CF/kchmRvo5Ex2RyNLOc19Yn8fHSkR0+b3RMJiuP5BjNs+QyuDjUk6VR/kwNce8Wk7G6Bg0qtRYAp3PsCqlTabjtp4PsSS3BRmHGDzdHMTbQmTc36gpZY7MriArqxLS0DpBaWI1GK+FobXHW16ZA0Bfp+Xc9gaCbMNZYOJ39zdvCTM6NEwO5bIQPDyw/xs4U3VTJWR/s4OaLgrjv4kE4WOkuYjKZjOH+Tgz3d+LJuaHE51SyPi6PDXF5ZJbWsjE+n43x+Viay5k2RBfJmDHU87wPMKuobeCDLSn8vP80Gq2EwkzO7VOCuGfaIBTmcnLK68guqyO7rBZfJ2uOZpaz5ngu140f0ObFtE6lYX1cHtExmRw+XWbc7utkzdVj/Vkyxq/bR8kbhJ+FmQybc0hB1ak03PrjQfamlWCrMOOHW6IYq3fbHD3AmY3x+Rw+XWZyYdFYuGnfL31SBAIhLAT9kjqVxngB8nbo+IXOyUbBV9ePJvS5fwBo0Eh8tTOdFYezeXTWEK4e69/MJEomkxHh50iEnyNPzBlCQm4lG/QiI6Oklk0JBWxK0FlBTw1xZ36ENzOGemBvZdo2yaaoNVp+3n+al9Y2Hys+3N+RgxllzPpgJ3kVdWjbGD8Ym13e4mKalFdJdEwmq47mUFWvBnRmZDOHerA0KoDJg91Nbp7VFo0eFoouX5hrVWpu/eEQ+9J1ouLHW6KMFt6g87PYGJ/Pkcyyds7SNQytpiINIuivCGEh6JcYohU2CjMcrDv3MreyMDPOjHhsVggrj+aQXlTD06vi+GlfBs8vCGNicMtuAZlMxjBfR4b5OvL47CEk5VUZRUZ6cQ2bEwvYnFiAwkzOlBA3YySjKyZPKrWWvIrGiENOme7rlUdz2nzMwYzmF0mFmc5p1NfZGj9na/ycbQh0tWVmmG4ORo1SzbrYXKJjsjiWVW58nL+LNdeMDWDJaD88TDiro6MYOkK66mFRq1Jz8/cHOXCqFDtLc368ZSyjBzQXUqMGOAFwNLPM5A6sotVU0N8RwkLQL8nX11d4OVp16aLg62xNcbWSQR72bHpoCj/vO82HW1JIzq9i2dcHmB3uyTPzwghwbb1lUiaTEebjQJiPA4/OCuFEQRUbYnU1GWlFNWxJKmRLUiEWZjImD9alSy4JaxQZSrWGvPL6RuHQJG2RXVZHfmW90f66PQa42hDgYoOfs41ePOgEhL+zbuCWvJUoQ3xOBdExmaw+lku1UhedMJfLmB3uxTVR/lwU7Nbq484XjR4WnRcWNUo1N/9wkJhTpdhbmvPjrVFGt82mhPs4YmEmo7haRVZpXZt/584iSRJJBitvMQ5d0E8RwkLQLzGM2PbpYr7fz8ma41nl5JTXYWEm55ZJQVw+0pcP9KPDNyUUsC25iJsnBXLf9EHtpjZkMhmhXg6Eejnw8CUhnCysZtXRHL7ZlU6DRmJrciFbkws7vUZLczmutooW48QjfB1576rhDHK367AAqFaqWXMsl+iYTOJyKozbA11tuCYqgMWj/HC37/jkzu6kq66bNUpdpCImQycqfro1ipGtiArQRa3CfRw5llXOkcwykwmL/Mp6ymsbMJPLGOzZcgaKQNAfEMJC0C/J16dCvLpYdW8cRtZkyqmLrYJXLh/GdeMH8Op6XZfFlzvSWXE4h8dnh3Dl6Mb6i/oGDbnGKENjpEEXeahtNr3zbAz3dyLC1wFfp8aog6+zNXtTS3hzY7LxuAkDXXlhYRihHbwTliSJ2GxddGLN8Vxq9b4WCjM5s4d5sTTKn/FBrj0anWgNQ41FZ1pNq5Vqbv4+hoMZZdhbmfPzreMY4e/U7mNGD3DmWFY5h0+XcflI33NZspFkfX3FQDfbPm2wJhC0hxAWgn5JY8Sia8LC1zjltLbFviFe9nx9wxh+2pfB6xuSKa5W8sSKOJ5YEQfo2jkLq84uHKwtzJqlJ5RqDbHZFSTnVzU7Lj6nAgcrc8J9HLlokBs5ZXXc/csRY1eGn7M1z84fyuxwrw6lfSrrG1h9NIfomCwS9fl+0M1UWRYVwKJRfrjYdq9V9rlgrLHoYCqkWqnmpu9iOHRaJyp+uXUcw88iKkBXwPktp0xawJko6isEFwBCWAj6JY01Fl1Lhbja6sL+mxIK+GX/6WZRh+yyOoqr2xYOBlFhozAzioamAsLXSfe1i23bXQ3pRdVGM67EvEp2nSxm18linloZ1+y4x2cP4dZJQWe9+5UkiaNZ5UQfyGRdbB51DfrohLmc+RHeXDPWn6gglz7R/lhe0/FUSFV9Azd9f5DDp8twsDLnl9vGEenn1KHnMRRwJudXUatSm8T4TBRuCi4EhLAQ9Etyy9v3sKhVqXWdFGcURWaX1ZFTVktxtcp47LNN3DibYqswM4oGa4UZ62Lzmu2/aWIg90wf1CX/ioHudtw7fRD3Th/EyYIqlny5z5gCaMqe1GIcrC2YE+7Vag1ERW0Dq45mEx2TxYmCxkjIYA87lkYFsGiUr0ncK88nhoiF41nWXVnfwI3fxXA0sxxHawt+uXUcEfrppR3B29Eab0cr8irqOZ5VwYRg13NaNzT3sBAI+iudfsfLycnhiSeeYOPGjdTV1RESEsK3337L6NGju2N9AkGXSNdbJifnVZFdWtui1sEwZbMjjB/oQqiXQ7Oog5+zNY7WFs3u8D9ZprtwvLIukb1pJXy2PY0/D2fzf7OHsHiUX5dqFbYmF/DKuqQmdQUWjA10oaCyntjsCvamlbA3rYQXVscTFeTCvAhv5oR7cbq0lugDmayPy0Opd6m0NJdzaaQPy8b5MyrAuU9EJ1qjvANdIZX1DdzwbQzHsnSi4tfbxjHMt+OiwsCoAGfWx+VxJLPsnIVFfYOGU8W616UYPiboz3RKWJSVlXHRRRcxffp0Nm7ciIeHB2lpaTg5OXXT8gSC1qlRqttsxTxZUI1Ko7uYvvVPcpvnsLc013s42LQQDf7ONkx5ZxsVdQ28tHAYQzo4LGqotwO/3jaOfxMLeH1DEqdLann8r1h+2nea5xeEGZ0dz0ZqYTWvrk9k+wmdA6ibnSVPzGkuULJKa3U+GfH5HM8qZ396KfvTS3l+dUKzc4V62bM0KoDLR/iabGhXT1Jxlq6QiroGbvguhuNZ5TjZ6CIVXREVAKMG6ITFURPUWZzIr0Ir6YqAe0uHjUDQHXRKWLz11lv4+/vz/fffG7cFBgaaek0CAdVKtU4olJ4pHnTfl7WSFmiNod4tIw2Gr89mTOXnbE1FXQM55bUdFhagay+dHe7FtCHu/LAng/9tTSUup4IlX+zj0khvnpo3tM2hXBV1DXz8n26ku1orYWEm45ZJQa22tPq72HDHlIEM93fi3U0nOHS69YufvZU5WkmirkGDI31fWDRGLFqmQirqGrjh2wMcz67AyUYXqQj36ZqoABgV4ATAkczyczbKElbegguFTgmLNWvWMHv2bJYsWcKOHTvw9fXlnnvu4fbbb2/zMUqlEqWysdCtsrKyzWMFFw5V9Q0tWzHL6sgu133dWj3BmThaWzS2XzZpxcwsreXV9UkEu9uy8cHJXV6jr5M1CbmVzVpOO4OluRl3Tg1m0Sg/3t98guUHs1gXm8fmxALunDKQu6YFNysI3JtazP3RR41pmplDPXhmfhhBbrYtzl1SrWTFkWyWx2SRrg+vgy7EPm2IOwpzOTtTijiSWc7BjDIOZpTx0tpERg9wZl6EN3OHeeFjwomjrdGg0VKjVFNVr6ZGpaa6Xk2VUk2NUvd1tVL/0eTrBo2Wq8f6c3GoZ5vnbct5s6K2geu/O0BsdgXONhb8ett4wnzOLeUQ7uOIwlxOaY2KjJLaVv8WHcXQ7SOMsQT9nU4Ji/T0dD7//HMeeeQRnn76aWJiYnjggQewtLTkhhtuaPUxb7zxBi+99JJJFivoO1TWNxijDU0FhCHyYAhnt4eTjV446EVD07SFr7O1cSjYmfx1OBtoe1x6RzG0nGZ3UVgYcLe35I1FkVw3fgAvr03kwKlSPt6ayu+HsnhiTuOU0TXHc42iYtIgNz5ZNqpZt4dWK7EvvYTomEw2JeTToNFZb9oqzFg4wpelUf5E+Doa74YfmhlCXkUdG+Py2RCXx6HTZRzWf7yyLpGRAU7Mj/BmzjAv/JxtjM9Ro2p5wW/xtapxm0E8GL6u1n9vqO3oLJsTC/jg6hFcNqKld0R9g4b6Bv1k0ybCoqK2geu+PUBcTgUutgp+vW2cSTovFOZyInwdOXy6jCOny85JWIhWU8GFQqeEhVarZcyYMbz++usAjBw5koSEBD7//PM2hcVTTz3FI488Yvy+srISf3//c1iyoDdQUdfQQjQ07aqo1A+qag9nG4tm6QldG6YNfi66r7s6qCvP0BFyjiOpDemK7PJzExYGwn0cWX7HeP6Jz+e1DUlkl9XxyB/HjfUXj88eQkVdAxvj89mdWsy8j3fx1uJIAl1t+etwNssPZnK6pNFXY7ifI9dEBbBguA9yGVTXqzlVXNNCCJibybh4qAcBrjasPNI4S+RoZjlHM8t5dX2SSX6+trA0l2NvZY6tpTl2TT+sWn5vmLD68O/H0EoSV4z0a3YugyA1k8uM3TbltSqu+/YA8TmVuNgq+O32cR02CesIowKcdMIis4zFo/3O/oBWkCRJtJoKLhg6JSy8vb0JCwtrtm3o0KGsWLGizcdYWlpiaSkKlfoSkiRRWacmyygWzog6lNVRpTy7cHCxVbSobzCIB19n624bI55XqfOwOFdhYbiL72oqpDVkMhlzI7yZHurB59vT+Oi/kxzLKmfRZ3vxdrTi3umDkMlgQ1w+6UU1LPliX5vnKqpS8vqGJJ5ZFdfmpNJzxU//d2pLCDT92tbSHHvD1wpzo5iwMJN3+PlunCBhozBj+cEsHv3jOJIEi0Y1XszLahvNsWQyGeW1Kq795gAJuZW42ir47fbxnaqH6QijBzjz9a5THMks7/I5csrrqKpXYy6XMchDWHkL+jedeme/6KKLOHHiRLNtKSkpDBgwwKSLEnQvkiRRXttgtJduLepQ3QHh4GoUDmcYQOkFhG03CYezYYxYnGMNgdHWu0nEwlA30GaKoMnXNarmKYIz0wWGVIZx3RX1bXpmtMaZM0JkMrDTX9xtWxECtpa6i/2ZX9eqNOxNK2ZnSnGznxV06YZ5Ed7Mj/BmgGvX0wAdRS6X8foVEchkMqJjMnn0T524MEQKjCPTbSwoq9GJisS8StzsdKIixNP0/hCGIWUn8iupVqq7JIgNo9IHedihMO+40BII+iKd+g95+OGHmThxIq+//jpXXXUVMTExfPXVV3z11VfdtT5BF5AkibLahmbjtM8UEDX6uRDt4WanwLeVVkw/J12NgymcCLuDvIrmEYumdQNnXuCbfW0QBPoLv6G2oqhKScQLm2jQao35fVNiaS7vVD3Cm4siCHCxaRElsLYw63K3wYLhPoDuZ/03UVeTsS+thPicSuJzKnn7nxOEeTswP9KbeRHe51RrcDbkchmvXT4MmQx+O5DJY38dRwKuHO1nFBaSBMu+OUBSXiVudpZE3z6Owd0gKgA8HKzwdbImp7yO41nlXDTIrdPnEGkQwYVEp64MY8eOZdWqVTz11FO8/PLLBAUF8eGHH3Lttdd21/oErSBJEqU1qsaahvKWUYfaDgkHyzZbMX2ddG6SPYWkb49sKypwphCoahIlMFTf3/T9QWwVZh0SUWfjzNRPR+sGDJED+1a+rlaqWRebx1+HslpEHwyMCnDi8dmh/JdUwHd7TqGV4O1NJ3hhQRgTgl1N3rbobm/JteMGcO24AZRUK/k3sYANcXnsTSshMa+SxLxK3tl0glAve+ZHeDMv0ptgd9OH9uVyGa9eNgy5DH7Zn8njfx1HK0lI+lnxBqMpNztLlt8xjkEe3etkOWqAMznldRw5XdYlYZGcLxw3BRcOMsnwn3qeqKysxNHRkYqKChwchHpvDUmSKDEKhyatmE2iDoZZD+3hYW/ZpgGUr5N1t0xXVKo1+ou9hiplQ6spgWZth4Z2xFbSCaauGzCXy1qtEzDe9beSLrg/+igAz8wbypxhXl2qG2iKWqNl+4kiomMy2Xai0PgzOlpbsHiUH0uj/PF3seHrnel8tj3N+HdeNNKXOcO8eH9zilE4XRzqwauXD+v2tlGA0hoV/ybksyE+n72pxaib/HFCveyZO8yb+ZFeJr/AS5LE86sT+Hn/aWQyXW2FwcPE3d6S6NvHn5eahe/3nOKltYlMH+LO9zdHdfrx09/dzqniGn6+NYrJg927YYUCQffT0eu3EBY9gCRJFFer2mzFzC6r7VDI3dPBstlQq6YCwqcTwkGt0TYKgTbSBTVKDdX6/dVKDdX1Tb42CAilxuh4aSoMdQPtRQSaCoHCKiUf/3cSgHX3T2r2GEtzeafv8G/+PoZtJ4p4Y1EES6MCuvxzZJfV8sfBLP44lE1+ZWN0YlyQC0ujApgzzKvF36ugsp63/kk2dnJYW5hx+5SBaLRavt55CpVGi52lOU/MGcK14wact/HmZTUqNicWsCE+j90nm4uMEE87vcjwNlm9gyRJvLgmgR/3nW62/b9Hp3ZLtKQ1YrPLWfjJHpxsLDjy7CWd+l3XqtSEv7AJSYJDz87EzU4Uswv6Jh29fvfOJHkfR5IkiqqVbbZiZpfVnTWnLpOBp71VYytmM+Fgg7ejlb6QUHdhb3rxP3y6jJ0pRbpoQGuGRMbvdcd3R92AjcKshRho1jWg32ev7yBoK11go+hc3cDuk8WArkiuqzbOTTmXzpAGjZb/kgpZfjCTHSlFGCS8i62CxaN8uSYqoN0Lo6eDFe9fNYIbJgTy8toEjmSW8/F/J/F1subuacHsOqkzwHpudQJrjufy5uLI83KhdbZVcNVYf64a609FbQP/JuazMT6fXSeLSCmoJqXgJB/9d5JBHnbMi/BmXoQXQzy77jYpk8m47+LBLYTF+RIVoKuNsLKQU17bQHpxTaeiJMn5VUiSLsIiRIXgQkAIiy6g1UoUVyvJaq0Vs1yXtuhMMZ69pTkO1hY42VjgbKPA0cYCBysLVGot1coGiqqVnCqppbo+Xx9F0HSoa6OzWJrL2xUCTdMFbQkBQ6uh2Xm6ez6TvArTeFgY8G2lM+RsZJXWsvxgJn8cyqaoqtF1dmKwK0ujApgV7omlecfTUCP8nVhx90SdeNiYTE55HR/9d5LRA5y5crQfG+LyOJhRxtyPdvHgjMHcMWVgl1M1ncXRxoIlY/xZMsafiroGtiQWsDE+j50pxaQWVvPxfyf5+L+TDHS31dVkRHgT6tU5kVFUpWTZ1/tbbP/tQCbLxnU9itQZLMzkRPo6EZNRypHMsk4JC1G4KbjQEMKiFbRaQ8ShDQOo8jpUXXQVbI0qfWShMxcvA4a6AYNvQKsXfkvz5oWGZ9YZ6I/rD21wZ3aEnCtGk6yy2naPU6m1bEkqIDomk136qAnoOmuuHO3PNWP9CTyHTgqZTMZlI3yZFebFVzvT+XxHqtG0acJAV8pqG0jSF1aui83j7cWRnRoRbgocrS1YPNqPxaP9qKxv4L+kAtbH5rPzZBHpRTX8b2sq/9uaSpCbLfMivJgX4U2Yt0O7IqOwqp5lXx8gtbAaLwcrZLLGv/HTq+LQShLXjT8/7e4jB+iExdHMMq4a03GTP6OwMLG/hkDQWxHCQs/e1GI+35FGVmktueX1Jq8VaIpMBnaKMyIDTUXBGUKgabrgzPRCV+oG+jOGi47XOdp5GzBGLNpIhWQU17D8YBZ/Hc6iuLpxFPvkwW4siwpgxlBPkwo2a4UZD84czFVj/XhrYzJ/H8tlb1oJNgozBnvYkVNeR1JeJZd9upvbJw/koZkhPdLd42BlwRUj/bhipB9V9Q1sTS5kfWwe21OKOFVcw6fb0vh0WxqBrjbM1ftkhPs0FxmFlfUs/Xo/aUU1eDtaEX37eO7+9Qh5FfUM9rDjZGE1z/4djwRcfx7EhcHP4sjp8k49zuBhISIWggsFISz0/HbGnWZrtFc30JohUWtCwK4LdQOCjmNIhfiYKGJhMMnKr6ynQaPFwkyOUq3h3wRddGJvWonxWHd7S64a48fVYwIIcLUxyfO3hbejNR9eM5IbJgby0tpEjmeVc7KwGhuFGeZyGWqtxJc709mUkM8biyKZEOzaretpD3srCy4b4ctlI3ypVqrZmlzIhtg8tp0oJKOkls+3p/H59jQCXGyYG+HF/AhvPB2sWPr1ftKLavBxtCL6jvEMcLWlQu+8+c6S4ayPzeXrXad47u94JEnihgmB3fpzGIRFSmEVlfUNbc6qaYpWK3EiXwgLwYWFEBZ6XlgQzoyhHliam7VuV9yDdQOCjpNvjFiYRli42VqiMJejUmvZm1bC7pNFrDiSQ6l+WJhMBlND3FkaFcDFoR7nrbbBwKgAZ1bdPZHVx3N4a+OJZh0nABkltSz9ej9Lo/x5cu7Qs46K727sLM1ZONyHhcN9qFGq2XaikA1xeWxNLiSztJYvd6Tz5Y70Zo8xiAqAcv2sEGcbC56eNxSZTMZXO9N5fnUCkgQ3TgzstrW721sS4GJDZmktxzLLmRJy9rZRg4utwkzOQPfudy4VCHoDQljocbe3bDHwSND3yNXXqZjK20Gl0RrraW78Lsa43cvBStcZMcbP2DnSU8jlMq4Y6cfscC++2J7GlzvTWxQPR8dksTW5kFcuG8ascK8eWmlzbC3NuTTSh0sjfahVqdl+oojv95ziYEZZs+OWfX2AucO8uCTM02j85mStQCaT8dTcUGQy+HJHOi+sSUCSJG66KKjb1jwqwInM0lqOZJZ1SFgYJpoO9rQ776JTIOgpxCtd0G+oUaqNU1XPNWJxsqCKl9cmMv6N/5ptnxHqwTc3jGH3E9N55JKQHhcVTbFRmPPIrCFsfWya0aK7KQWVSu74+TD3/nakWbdKb8BGYc7IAKdm6xrh74SNwoyc8jq+2X2Kq79q7AxJKaxCq5WQyWQ8OSeUu6YGA/Di2kS+232q29Y5aoC+zqKDA8lER4jgQkRELAT9BkPhpp2leYfy32dS36BhfWwe0TGZHDpd1mL/0ih/3lgUec7r7G58naz539KR3DhhAC+vSyQ2u6LZ/vWxOmOr5y4NY/Eo315R75NbXsfSr/dzuqQWP2drom8fj7+LDfUNGrafKGJjfB6rj+Uaj1/yxT68HKyYM8yL+ZHe/N/sIchl8Nn2NF5el4gE3DrJ9JELQ53F0cwytFrprEZZBmERKjpCBBcQQlgI+g1dra9Izq8k+kAmq47mGCMeZnIZM0I9WBoVwPHscj7cchK15rya1J4zYwJd+Puei1h5NIe3/0mmsEk0oKKugcf+PM7qYzm8fkUE/i49F3nJLa/jmq/2k1lai7+LTlQYIkFWFmbMGebFnGFeLBntz3XfHgB03i/5lfX8sDeDH/Zm4OlgyZxwL6ICXYjJKOWVdYlIksRtkweadK2hXvZYW5hRVa8mraj6rIPPkvQzQsJExEJwASGEhaDfkNsJc6xalZp1x/OIPpjJ0SZhbT9na5ZGBXDlaD88HXTnKdN3InTFZ6SnkctlXDnaj7nDvPhseypf7zrVzINl18liZn+4k8dmDeHGiYHnvUA5p7yOpU1ExfI7Jhi9Q86kVqUTfSP8nfj9zvHsSilmQ1wemxMLKKhUtnDmfHV9EhqtxJ36NIkpMDeTM9zfkf3ppRw+XdausKiqbyCrVPeaEakQwYWEEBaCfkN+B8yxEnIriI7JZPXRXOPEUnO5jEvCPFkaFcCkQW4twttGW+8+KCwM2Fqa8/jsUK4ZG8CbG5NZH5dn3Fer0vDyukTWxuby1uJIk834OBvZZbqOlazSOgJcbFh+x/h2i24NHSFONhZYmpsxM8yTmWGeKNUa9qQWsz42n82J+caoE8AbG5N5Y2Myv902jqggF8xNUEA5KsCZ/ek6B85r2pkfY2gz9XKwwtlWcc7PKxD0FYSwEPQbGu28m1+cqpVq1h7PJToms1m9wQBXG64Zq4tOuNu3PcPBYJKVW17Xobx6b8bfxYZPrx3FDeklvLwukYTcSuO+o5nlzP94F/dOH8Q90wZ1qxNrVqlOVGSX1THAVScqzvy7nUmFfqqp0xkts5bmZlwc6snFoZ6o1BHsSStmQ2wefx7ONh6z7JsDuNoqmD1M55Mx7hxEhtEo6ywFnI2Fm6K+QnBhIYSFoN/Q1M5bkiTicnTRiTXHcqnRtylamMmYHe7FsqgAxg907ZBI8LS3xEwuo0EjUVilNJlHRk8ybqAra+6bxIrD2by96QTF1br6iwaNxIdbTrIxLp83F0cwUn8RNSVZpbVc89V+csrrCHS1IboDogKgvE6XknKyafvuX2EuZ/oQD6YP8eD1RRFc/eU+owAoqVHx24FMfjuQiYutgtnhnsyL8Gb8QNdOtYKODHACILWwmoraBhxtWi8UThSOm4ILFCEsBP2GvHKdsDiYUcbP+083uxsf6GbLNVH+LB7lh2snJ0yam8nxdrTSz4mp7RfCAnQFqleN9WduhBefbkvju92njFb2JwqquOKzvdxyURCPzQ7BRmGat4qmoiLIzZbo28d3+PdZro9YdNTky8JMzsp7LuKjLSf5YEuKcbuLrYLSGhXRMVlEx2ThbGPBrDAv5kV6MzH47CLD1c6SIDdbThXXcDSrjGlDPFo9ztgRIoSF4AJDCAtBv8GQCllxRBcCV5jLmTvMi6VRAYwLcjmntkpfJ2vjELrR52fm1XnD3sqCJ+eGsiwqgNc3JPFPQr5x33d7TrExPo93rhzOpMFu5/Q8mSW1XPPVPnIr6hnoZkv0HeONBbIdoWmNRWd4cOZg5DJ4b7NOXNw4IZAxgc6sj8tjU3w+JTUqfj+Uxe+HsnC0tmBWmCf/Nye03fTYyAAnThXXcOR068JC08TKO0ykQgQmRKOVKKtVUVKtorhaqf9QUaL/uqRaRaSfEw/OHNxjaxTCQtAvkCTJmDMf5GHH0qgAFo30NVnRnK+zNZzSWTT3VwJcbfji+tHsTSvmlXVJxjvuvIp6rvv2AEtG+/Hs/LA2Q//tcbqkhqVf7deJCnddpKIzogKa1Fh04fnvnzEYmQze/TeFD7ak8OglIbx+RQQvLwwnJqOUDXF5/BNfQHG1kvVxebxy+bB2zzcqwJmVR3LarLPILK2lrkGDpbmcQFdh5S1on/oGjVEUGD4XNf2+RklxlYqSGiWlNSq0Z+l8j8ko5Z7pwT3m9iqEhaBfIJPJWHn3RCrqGoj0czS56VN/6AzpKBOD3Vh3/yT+OJTFS2sTqG/QpUf+PJzNn4ez+ezaUcwd5tXh33FGcQ1Lv95PXkU9wXpR4dFJUQEdq7Foj/suHoxMJuOdTSd4b3MKWkkXzZgY7MbEYDdeWjiMgxmlZJbUYmXR/kRYQwHnsaxyNFqpRZuuQZQN8bI3SSeKoG8hSRKVdWqKa5QUVykpqVEZIws64dA0yqCiWqk++0nPwNnGAjc7S7SSRFpRjXH7AFcb3l4c2aMW8kJYCPoNgW7dd2fo59T++PT+hplcxtKoAOZHevPJ1lS+2tk4GOyeX48wLsiFj5eOPGvU4VSxLlKRX1nPIA87frt9HB72XatRKatpvSukM9w7fRAyGbz9zwk+2JKChMRDM0MA3c88fqAr4weefRLsEC97bBVmVCvVnCysItSreR2FsSPES9RX9BcaNFrKas6IJFSfIRiaRBYaOmmoZ2Emw83OElc7he6zrSVu9grc9J9dbS1xs7PEzU6Bs60Cc7mM3w9m8dqGJED3+r1jykAenDH4rMK4uxHCQiDoAIaW0+yy2h5eyfnFwUo3RXRpVAAvrklgR0oRAAdOlTLu9f949fJhXDsuoNXoxaniGq75ah8FlUoGe9jx2+3j261bOBsVxhqLc0tv3TNtEHKZjDc3JvPhlpNIEjx8SUinzmEmlzEiwIk9qSUcOV3etrAQ9RW9mlqVmuIqVfPIgv5z0RmRhTJ9Kq4z2FuaNwoF42dL3O0UuNpZNtvuYGXe4ShgelE1T62M48CpUgAi/Rx5Y1EE4T6OnV5jdyCEhUDQAQxukDnldUiS1Cvma5xPgtxs+fGWKPakFnPtNweM25/9O55n/45n+2PTmkWM0oqqWfrVfgqrlIR42vHrbecmKho0WmO4+FwiFgbumhqMDJ2B1kf/nUQCHp45uFN/11EBzuxJLeHw6TKWjWtulJUkWk17BK1WoryugZJqZYciC3UNmk6dXy7TdRWdNbJgb4mrrcLkkYMGjZavdqbz0X8nUam1WFuY8eisEG6aGNirUm5CWAgEHcDbyQqZDOobtJTWqDrdstpfuGiQG6mvzeW3mEyeX51g3D7t3e1cM9afVy8fRkZJLcu+1omKIZ72/Hr7ONzO8fdliFYAOJhAWADcOTUYuUzGaxuS+Pi/k0iSxCOXhHRYXDQdSNZsrbUNxlqcMyMZgs6jVGsoqW6nC6JGRZE+ylBao0JztsrGM7A0l+tSDPaWuJ0pGvSfDV872yjOu+29gWNZ5Ty5IpZkfbfRlBB3Xrt8WI/O+WkLISwEgg5gaW6Gh70lBZVKssvqLlhhATpfjxsmBHLZCF8e+/M4mxMLAFh+MIvlB7OMx4V62fPrbeNM8rsyeFg4WJmb9I399ikDkcl0c0X+tzUVSYJHZ3VMXBiMstKLayirURk7kAyDx3ydrLvUQdPfkSSJKqW6STRBSdEZ7ZJNOyOq6jtf2OhobYGbPt3g3qpQaExL2CrMenUEskap5t1/T/DD3gwkSVe0+fyCMC4f0TsmE7eGEBYCQQfxdbKmoFJJTnkdw/2deno5PY6jtQVf3zCGtKJqZry3o8X+b24cYzIBVnGOHSHtYZiA+ur6JD7ZlopWknh89pCzvmk72SgY6G5LepHOKOviUE8Aki/A+gq1RktZbcMZaYeWkYXiKiXFNapmg/A6grlchqtdY5rBzVZhTDecGVlwsVV0qx39+WTbiUKeXRVvjIBdMdKXZ+cP7fU3NkJYCAQdxM/ZhiOZ5RdMZ0hHCXa3Y/PDU7jkg53Ntk96axsPzwwxiVFP+Tl4WHSE2yYPRC6T8fK6RD7bnoYE/F8HxMXoAGfSi2o4crrcKCz6S31FfYPGmGLQFTQ21iicachUWqtC6lwGAluFmb6AsbGQ0a2NyIKDlUWfntHTWYqrlbyyLpHVx3IB3dTl166IYGqIew+vrGMIYSEQdBBDZ8iF4GXRGVIKqlj61X4AhnjaI5NhzAN/sEVnSLXu/kkM8+16xXqjsOi+KaG3TApCJoOX1iby+fY0tJLEk3NC2xUXowY48+fhbA6fbqyzMKRCepuwkCSJirqGM/wUWhEKeiFhmK/TUWQycLFRNOt+cGsiEJoWNbrZWWKt6NmWyN6IJEmsOJLDq+sTKa9tQC6DWy4K4pFZprPVPx/0nZUKBD2MoTPkQms5bY8T+VUs+3o/JTUqwn0c+OXWcTjbKjhdUsPUd7Ybj7v0f7sZ7GHHinsm4mDV+ahDWa0+FWKiws22uPmiIOQyGS+sSeDLHekgwZNz2xYXhgLO49nlqA1zVvLPX8SiQaNtlnpodGpsTDsYog0l1SrUnSxsVJjJdeKgWdqhqWBojC4421j0qs6EvkZmSS1Pr4pjd2oxoHv9vLU4gkg/p55dWBcQwkIg6CB+Ri8LEbEASM6vZNnXByitUTHMVycqDBGFAa62ZLw5nx/3ZvDCGl33yMnCaiJf/JfHZoVw97RBnSrCrOjinJCucOPEQGQyeH51Al/uTEcrSTw9b2ir4mKwhx32luZUKdWcKKjC0lyOUt8GGNCFan1JkqhRaYzRgzMjC41Wz7p9TbtlOoq9lXmrBY2t+SvYW3bcW0HQNdQaLd/tOcX7m1Oob9BiaS7noZkh3DY5qEfdM88FISwEgg7iJ1IhRpLyKln29X7KahuI8HXk51ujWk1T3DgxkCVj/Fj4yR5SC6sB3byOd/9N4bfbxzExuGODzYypkG6OWBi4YUIgMuC51Ql8vesUWgmend9SXMj1Rlm7ThZzJLPcOHl1iJe9UThptBLltSpjuqFVf4UmkQWDhXpHMZPLcLFV4GqrwP0skQVXOwWW5iIF0VuIz6ngyZWxxOfo0mcTBrryxqKIbnURPh8IYSEQdBAffSqkql5NRV1Dh8d39zcScyu59hudqIj0c+TnW8a121ZpozBnyyNTOZRRypVf7DNuX/b1ASL9HPnf0pEMOMugLsNkU8durLE4k+snBCKTyXj273i+3X0KSYLnLtWJi/oGDSU1OqFQqV/bc3/HGx97LKucOR/upLhaRWmN8qxDo87E2sKshY1zozhoLhicrC+swsb+QJ1Kw4dbUvhm9yk0WglHawuemT+UJaP9+kWESAgLgaCD2CjMcbFVUFqjIqes7oIUFgm5FVz7zQHKaxsY7ufIT7eO6/DvYUygCymvzuWNjUl8vycDgNjsCqa+s507pwzkvosHYd9G/UV5N9dYSJJEZb36jLSDzl9BLgOtpBsh/92eU9hZmndoaJShgNWAs41Fsy4Idzt9dMG+8bPBvbEvFeoJOsfuk8U8vSqOzFJdrdalkd68sCD8nJxpexvi1SsQdAI/Z2udsCivI8ynd1X9dzfxOTpRUVHXwHB/J366JarT4kphLueFBeEsiwpg0Wd7qdJfoL/cmc6XO9N5a3EEV472b1F/0ZUaC7VG55J6po1zcZNBUQYhUVKtQqXpWArCICoszGS42lqiMJcbLxIGrh0XwOxwL1ztFLjbWeJsq+iz+XKBaSirUfHq+iRWHMkGwNvRilcvH8aMoZ49vDLTI4SFQNAJfJ2sic2uuOA6Q5qKihH+Tvx0a1SXujsMDPa059gLs/hpXwYvrU00bn9iRRzf7c7g5cvCGddkyqihxsLS3Iys0toz6hSa+is0bu/K0Cg7S/MmvgrN/RW2JBWyUz+E7fIRPrx/1QhjCuKS93dwUl9DArpOkraiL4ILC0mSWBubx0trEiipUSGTwQ3jB/D4nFDsLPvnJbh//lQCQTfhe4GNTweIy67g2m/2U1mvZmSALlJhioummVzGjRMCGRvows0/HKSoSgnAiYIqrtb7YoR62WOtMDNGBK779kCb52sNUw6NumFCIH8czOKJlbH8fSwXeysLXr4sHJlMxugBzkZh4e9iLUSFANAVej+7Ko5tJ3SCNMTTjjcWRTJ6gHMPr6x7EcJCIOgEF1pnSGx2Odd9c4DKejWjApz4sQOiQqnW6FIQbYyjbmrIVFrTvrfCmXUK0GRoVCvtkmd2QZh6aNRVY/1BBk+siOXn/aeRkHh54TBGBTgb56QMFYPHLng0Womf9mXwzqYT1Ko0KMzk3HfxIO6aGtxv7MbbQwgLgaAT+DrrvAkuBGFxPKuc6749QFW9mlAve16+bBgn8qva9FcwpCIquzg0ytVO1/GRXlTT5nFHn7sEJxuLHq2cv2qMPzLg/1bE8sv+TCQJbpoYaNwf4nnhzAgRtCQ5v5InV8RxLKscgLGBzryxKIJBHhfO60IIC4GgEzS6b/ZtYaHRSpTWqIwFjSU1ymZzIf5LLqS0RmU8Pjm/ikv/t7vD5zeTy5oNiHJvJ7LQ2tCozYkFPPt3HAWVymbbb/guhucXhDE20OXcfgHnyJIx/shkMh7/6zi/HshE22RQRj/oFhR0gfoGDZ9sTeWLHWmotRL2luY8MTeUZVEBF1w7sBAWAkEnMMwLKa1RUatS96q2wPoGTYu5D21FFkw5NKqxZdISd33NguM5eitcEubJuIEuvLkxmd8OZBq3x+VUsOSLfVwa6c2Tc0Pxc+68u6WpuHK0H3IZPPrncaJjGsfF13Vyxoag73MgvYSnVsaRXqyLts0K8+Tly4bh5WjVwyvrGXrPu6JA0AdwtLbA3sqcqno1ueV13RrelCSJyjp1MwvnEn3NQvEZNQsl1aoOeSs0RSYDZxtFswFRmaW1HNeHcAF+u20c/i42uNqdf28FBysLXr8iAnsrc93cjiasi81jc2IBd0wZyN3TgntM4C0a5YdMBg//fty4rbBK2c4jBP2JiroG3tyYTHSMTvy621vyymXhzBnm3cMr61mEsBAIOomvkzXJ+VVklZlOWCjVGv46nM3mxAJdSkIvIho0XRsadbZx1K52ClxsFM2GRh0+XcqN3x0EYFyQC9/dNBbbXtAOF+rV+Ds2k8vQ6Is9lWot/9uayh+HsnhiTiiXj/DtkZDzFSP9WHMs11j5fzSr7CyPEPQH/onP4/nVCUYhuTQqgCfnhl6Qxnln0vPvGgJBH8PPWScsTNFyqlRr+ONgFp9vTyO3or7VY+ytzM8YPd0YYXA7w7mxq0OjDmWUcuN3MdSoNIwfqBMVvSXNY/CwmB/pzd1Tg/m/v2JJzKs07i+oVPLIH8f5cd9pnr80rEda+UI87Y3CoqpejSRJ/cKaWdCS/Ip6nl8dz7+JBQAMdLPljUURzXxXLnR6xzuHQNCH8DNBZ0h9g4bf9YIiv1InKDwdLLnloiBCPO2NkQWXs3grmIKDGaXcpBcVEwa68t1NY7FW9J5BVU0HkA3zdWT1fRfx1c50PvrvJCp1o1vm8axyFn++l8tG+PDEnFDjbJfzgUHo3DQxkGvHBQhR0Q/RaiV+i8nkrY3JVCnVmMtl3D0tmHunD+r2/9G+hhAWAkEnOZfOkPoGDctjMvl8R5qx48HLwYq7pwVz9Vj/8/4GFXOqlJu+j6FWpWFisCvf3ti7RAU0zglx1g8gszCTc+/0QcwZ5sVTK+KIyShtdvzqY7lsSsjnrqnB3Dkl+Lz8PAa/jYUjfBgs2k37HamFVTy1Mo6DGbo01wh/J95cHEGo8CxpFSEsBIJOYugMyemErXd9g4bfDmTyxY40Y07W29GKe6YFc9VY/x4ZZX0gvYSbfzhIrUrDpEFufH3DmF4nKqBxsumZc0KC3e1Yfsd4fovJ5M2Nyc2KV+sbtHy45SS/H8ziybmhLBzu021RhOJqXauuTNa8HkTQ91GptXy+PY1Pt6Wi0mixUZjx+Owh3DAh0KTGa/0NISwEgk7SGffNOpWGXw+c5sud6UbLal8na+6eFsySMX49IigA9qeXcPP3B6lr0DB5sE5U9NZwriEV0lpRnFwu47rxA7g41IPn/o7nv+TCZvvzKup5cPkxftibwQsLwhnh72Ty9SXp0yCBrra9pi5FcO4cPl3GUytjSSnQWbVPH+LOq1dEGCOWgrYR/wUCQScxvLEUVilRqjWtioNalZpf92fy5c50iqsbBcW90wdx5Wi/HrX13ZtWzK0/HOoTogKaRiwUbR7j42TNNzeOYW1sHi+uSWhm7gVwNLOcyz/dw6KRvvzfnFCT+gsYhMVQbxGt6A9U1TfwzqYTOst2CVxtFbywMJwFkd6idqaDCGEhEHQSXUGlnPoGLXnl9QS62Rr31arU/LzvNF/tTKdEf3Hzc7bmvumDWDSqZwUFwN7UYm758SD1DVqmhrjz5fWje7WoAKjQ11icbWS6TCZj4XAfJg1y45V1iaw6mgPoRrW72CjIr6xn5dEcNsbnc/e0YO6YMtAkP3tSnq6+QuTb+z5bEgt4bnU8efoOrStH+/HMvKE427YtagUtEcJCIOgkMpkMXydr0opqyCmvI9DNlhqlmp/2nebrXenGu+UAFxvumz6IK0b5YmHW84OH9qQWc6teVEwb4s4X1/V+UQFNIhYd9AdwsVXwwdUjWDjCh2dWxpFbUU9+ZT1DPO3RSBKphdW8vznFWH9x6TneiTZGLISw6KsUVtXz0tpE1sfmAbr/3deviGDSYLceXlnfRAgLgaAL+DnbkFZUw4n8Ko5llfPNrnTK9LUAA1x1guLykb1DUADsPqkTFUq1lulD3Pm8j4gKrVaiQi8sHM8SsTiT6UM8+PeRqbzzTzI/7T/NiYIq3OwUzB3mxfGscnLK67g/+ig/7cvg+UvDifBz7PT6VGotqfpx6SIV0veQJIk/D2Xz6vpEKuvVmMll3DY5iIdmhPTKQua+ghAWAkEXMBQSvrwu0bgtyM2W+6YP4rIRPs0cLXuanSlF3P7TIZRqLReHevD5daN6rGi0s+jMpnRfO1l3PhxtZ2nOS5cNY8FwH55YEUtaUQ0b4/OZGuLO9FAPVh7J4WBGGQs/3c3iUX783+wheDh0vP4itbAatVbCwcpcFPX1MTKKa3hqZRz70ksAGObrwJuLIhnm23mBKWiOEBYCQSeorG/ghz0ZrDmea9w20M2W+2cMYkFk7xIUADv0okKl1jJzqAefXtt3RAVAmb6+wlZhdk71KWMCXVj/wGTj9MkdKUXYW5lz59SBnCquYfWxXP46nM2GuDzunT6IWycFdSiiY0iDhHo7iMK+PkKDRsvXu9L5aMtJlGotVhZyHr1kCDdfFNjr/n/7KkJYCAQdoKKuge/3nOK73aeorG8+7GvzI1N7ZU/79hOF3PHzYb2o8OTTa0f2KVEBHesI6ShWFmY8NnsI8yO9eWJFLLHZFXy45SQTg1356JoRfL8ng2NZ5byz6QTRMZk8PW8oc4d5tSsYDMIiTNRX9Alis8t5YkWc8e82ebAbr10eQYBrz03J7Y8IYSEQtENFbQPf7TnFd3tOUaUXFIM87Jg0yI0f9mbg62TdK0XFthOF3PnTYVQaLZeEefLpslE93pHSFQyum6Yc7DTU24GVd0/k+z0ZvLf5BHvTSjiSWcbDM0O4bvwA3t10guyyOu759QhRQS48f2lYm+HxpHzRatoXqFWpef/fFL7bcwqtpOswem5+GItG+YpIUzcghIVA0ArltSq+232K7/dkUKV3dAzxtOP+iwczL8KboiolP+zNIL+yHrVG26tCqNuSC7nzZ52omB3uyf+W9k1RARgLN8/WatpZzM3k3D5lILPCPXlyhS7P/sbGZCL9HPnsulFsP1HElzvSiDlVyoJPdnP1GH8enTUEd3tL4zkkSRKtpn2AHSlFPLMqzmjBf9kIH567NAw3O8uzPFLQVYSwEAiaUFaj4tvdp/hhb4bRInqIpz0PzBjM3GFexrHcHvaWWJjJaNBIFFQpe03h3n9JBdz9yxFUGi1zwr3437KRvaYzpSsYB5CZWFgYGOBqy2+3j+OPQ1m8uj6J2OwKrvpiH3dPC+afh6bwweYU1hzPZfnBLNbF5nHfxYO4+aJALM3NKKxSUlqjQi6DIcLKu9dRWqNq5mfi62TNq1cMY/oQjx5eWf9HCAuBAN2b0De70vlxbwY1Kg2gm/vw4IzBzA5vFBQG5HIZPk7WnC6pJaesrlcIiy2JBdz962EaNBJzh3nx8dK+LSqgqZ139xkUyWQyrh4bwLQhOlvwfxML+N/WVDbE5fHW4khunDiAl9YmEptdwZsbk/ntgK7+wtJC97sNcrPtE627FwqSJPH3sRxeXptIWW0DMhncPDGIR2eFYGspLnnnA/FbFlzQlFQr+XrXKX7al0GtXlCEeTvwwIzBzArzbCEomuKrFxbZZbVEBbmcryW3yubEAu7Ri4r5Ed58eM2IPi8qAMrrOua6aQo8Haz48vrRbIzP5/nVCaQV1bDky33cMH4Av942jk0JBbz9TzKZpbXc9cth4+OEMVbvIau0lmf+jmdnShGguzl4c3Fkt8yIEbSNEBaCC5LiaiVf70znp32nqWvQCYpwHwcenDGYS8I8O1TQZYhS5HRhfLop2ZSQz32/HdGJikhvPry6f4gK0BXPQsddN88VmUzGvAhvJga78tr6JP48nM2P+06zJamQV68YxrbHpvH59jS+2pWOSq0FYF1sHi8uVIqcfQ+i1mj5YW8G7/2bQl2DBoW5nAdnDOaOKQP7zf9CX0IIC8EFRVGVkq92pvHL/kyjoIjwdeTBGYOZMdSjUxXifs66FrWOTDntLv6J14kKtVZiwXAfPrhqeK8qJD1XDO2mziZoN+0MTjYK3lkynIUjfHhqpa7w7+bvD3LFSF+euzSMq8f6M/ntbcbjp7+znQdmDObGiYF9tlC2r5KYW8mTK3XtwwDjglx4Y1EEA93tenhlFy5CWAguCAqr6vlyRzq/HjhNfYPuTnO4nyMPzhzM9CGdExQGfPXj07N7KGLxT3we9/12FLVWYuFwH97vZ6ICGg2yOmvnbSomD3bn34en8J6+VXHV0Rx2phTx5NxQzOQyNFoJNzsFxdUqXtuQxK8HTvPM/DBmdlKkCjpPfYOGj/47yVc709FoJeytzHlm3lCuGuPfbgpT0P10Sli8+OKLvPTSS822eXp6kp+fb9JFCQSmorCyns93pPHbgUyU+tD1CH8nHpw5mGkh7uf05m9MhfRAxGJDXB73Rx9Fo5W4bIQP7y3pf6ICzn8qpDVsFOY8d2kYl+qNtVIKqnn8r1jj/gNPz2TF4Wze3nSCjJJabv/pEJMGufHcpWGiW6Sb2JtazNOr4sgoqQVgXoQXLy4I75Qdu6D76HTEIjw8nC1bthi/NzMT1dCC3kd+RT1f7Ejjt5hMYy58VIATD84MYcpgN5PcTfo5NwoLrVY6b3dJ62PzeGC5TlRcMdKXd5cM75UmXabAlM6b58rIAGfW3T+Zz7en8cGWFOP26JhMlkUFMC/Sm0+3pfLtrlPsTi1m7kc7WTYugEcuGYKLGLttEsprVby+IYk/DmUD4OVgxcuXhTMr3KuHVyZoSqeFhbm5OV5e4o8o6J3kVdTx+fY0lh/MMgqKMQOceXDmYCYNMo2gMODlaIVcpptwWVytPC93S+tic3lw+TE0WolFI315px+LCq1WMjpvno+ukI6gMJfz4MzBHDpdyq6TxQA8+3c8a47n8uaiCJ6YE8rSsQG8viGJfxLy+WV/JmuO5fLgzBBumDBAFBJ2EUmSWB+Xx4trEiiu1r0mrh8/gP+bMwR7q97x2hA00mlhcfLkSXx8fLC0tGTcuHG8/vrrDBw4sM3jlUolSqXS+H1lZWXXVioQnIUvd6Tx3r8pqDQ6QREV6MKDMwczMdi1W/LdFmZyvBysyK2oJ7u8rtuFxZrjuTz8u15UjPLlnSv7r6gAqFap0eonm5rS0tsUNOhfY+E+DqQX1RBzqpQ5H+3ioZmDuX3yQL64fjT70kp4eV0iSXmVvLIukV8PnObZ+UO7XNNzoZJbXsdzf8fzX3IhoLPUf3NRBGMCe7bFW9A2nZLP48aN46effmLTpk18/fXX5OfnM3HiREpKStp8zBtvvIGjo6Pxw9/f/5wXLRC0xo97M1BptNhbmfPbbeP4/c7xXGTiKMWZGAo4u7vldPWxHB7Spz+uHO3X70UFNNZXWFnIe5UBVVMr77cWR/Lvw1OYPNgNlVrL2/+c4LJP9hCfU8GEYFfW3T+JNxZF4GqrIL2ohlt+OMSN3x/kZEFVD/8UvR+NVuLHvRlc8v4O/ksuxMJMxkMzB7P+gUlCVPRyOiUs5s6dy+LFi4mIiGDmzJmsX78egB9//LHNxzz11FNUVFQYP7Kyss5txQJBGzx3aRgyGVTVqzl8uuy83BWej5bT1cdyePj3Y2glWDLaj7cXR/Z7UQFN7Ly70XWzK+RV1FNR14CZXMYgDzv8XWz46ZYo3lsyHEdrCxLzKrns0z28uTGZBo2WpVEBbHt8GndOGYiFmYydKUXM+WgXL65JMKZ6BM1JKahiyRd7eWFNAjUqDaMHOLPhgck8NDOkz03ovRA5p4Sfra0tERERnDx5ss1jLC0tcXBwaPYhEHQHcyO8eXFBOADvbU7hj4PdL2INnSHZZbXdcv5VR7ONouLqMf68tTjygmmlO5+um53BMHI72L3Rylsmk7F4tB9bHpnK/EhvNFqJL3akMfejXexPL8HByoKn5g1l88NTuSTME41W4oe9GUx9Zzs/7DllTK1c6CjVGt7fnML8j3dxJLMcO0tz/r+9+46rsv7/P/64zmGvg4AICCKKigsX4l6lqamZlqWZoZZln7Yf27/KyrK+lZoNc+RqaJbjY0MtMzE1FTfuLTgAZe91rt8fwFFyMQ5cB87rfrtx88bhnOt6AQpP3+P1fndoS358ogtN6skOm5qiUsEiNzeXI0eO4Ovra656hKiUiK4NebJ3YwBeXRXNxqPxVXq/qpwKWbnnPJOW78eowsiOAUwb3tpqQgVAchUfQFZRJcHiRq2867ra88VD7Zk7pgP13Ow5cyWTkXO389qqaNJy8mno5cy8R8L47rFOhPi4kpqdz5SfDzPw07/ZdCyhuj8VixJ1Nom7P/2bWX+eIL9QpW/zevwxqSdjujS0qr/3tUG5gsXkyZOJjIzkzJkz7Nixg/vvv5+0tDQiIiKqqj4hyu2l/s0Y3r4+hUaVp77by77YlCq717VbTs3pp93n+e+P+1FVGBXegPeHWVeoAEgt2RFiYVMhR+KK1kfc6oyQu1r68MekXowKbwDA9ztiuGv6ZjYcLgq63YK9+OWZ7ky9txUeznacTMhg7MIoxi3cyanLGVX/SViQtJx8Xl8VzYiv/uHU5Uzqutrz5ej2zHukA74G7Q/3E+VXrmBx/vx5Ro0aRbNmzRg+fDh2dnZs376dwMDAqqpPiHJTFIUP7wulZ9O6ZOcXMn5RFKer6If11amQbFRVNcs1f9wVy4s/FYWKhzo14L17W1ldqICqPzK9om41YnEtNwdbpg1vzdIJnWno6URcWg6PLdnF09/v4UpGLjZ6HQ93DuSvyb15rHsQNjqFv45dpv+Mzbzz82HT4tXabP2hOPpNj+S7HTFA0cjchhd6cXdrX9k5U4OVK1gsW7aMixcvkpeXx4ULF1ixYgUtWrSoqtqEqDBbvY7Zo9vTur6BpMw8IhbuJCE9x+z38SsOFll5haZfhJWxPCqWl1YcQFXh4c4NmDrUOkMFXG2OpVU77xvJzivk7JVMAJr7lm3Ov0tjT9Y935MnejVCr1P45cAl+k6PZOWe86iqisHRlv83uAW/v9CTvs29KTCqLNh6ht4f/8U3/5yloBauv4hPy2HiN7t54pvdxKflEuTlzNIJnfngvlCL+n6LipFuLaLWcra3YcHYjgR6OhGblM34RVFk5BaY9R4OtnrquhadalnZ6ZAfomJ4eWVRqBjTOZB3rThUgGXuCjkWn45RBS8XO7xdy963xMFWz6sDm7P6P91o7utGSlY+k5bvJ2JhlGnhb6O6LsyP6MiS8eE08XYhOSufN/53iEGztrCluBlXTWc0qny/I4a+0yNZdygOG53CU30as/a5HnRp7Kl1ecJMJFiIWq2uqz2Lx4Xj6WzHwQtpPPntblNHTnMxx86QpTtjeHlFNKoKEV0CeWdoS6sfCk61wF0hJdMgIT4V293W2t/Amqe78WL/ZtjZ6Nh8/DJ3zdjMoq1nKCzuBtazaV3WPteDd4a2xN3JlmPx6Tz89Q4eWxzFmeLRkpro1OUMRs4rWsianlNAG38DPz/TnRf7h1hUnxJReRIsRK3X0MuZBWM74mir5+8TV3h5xQGMRvOsh4DKn3L6/Y4YXl0ZDcDYrg2Zco+ECrh2xMLygkVZp0FuxFav46k+wax9rgcdG9YhK6+QKT8fZsRX20yNs2z0Oh7p0pBNk3szrltDbHQKG44kcNeMSN779TBpOTVn/UVegZHPN55g4Kd/s/NMEo62et4Y3IKVxaM3ovaRYCGsQpsAd758uD16ncKqvRf4cP1Rs13bvxKnnH634xyvrSoKFeO6NeStIS0kVBSzxDUWRy/dfkdIWTWu68IPj3fh3Xtb4WynZ09MCoNmbWHWnydMo2ruTna8NaQl657vSe9mdckvVJn39xn6fLSJ73acM41yWKq9MckM+WwLH/9+nLwCI72aFh1D/2j3IKto8matJFgIq9GnmTcfDG8NwJzI0yzcesYs1/WvYC+Lb7af4/VVBwEY3y2INwdLqLhWSVfKOhZwsikUt/KOK9uOkLLS6RTGdA7kj0m9uCPEm7xCI9P/OM49n28ptU062NuFRePCWTiuI43rOpOYmcfrqw4yaNbfbDtleesvMnILmLLmEMNnb+NYfDoeznZ8OrIti8Z1JMDDSevyRBWTYCGsyoiwAF7s3wyAd345zC8HLlb6mhWZClnyz1neWF0UKh7rHsQbg5tLqLiGqqoWt930fHI26TkF2OoVGtd1Meu1/dwd+ToijE9HtsXD2Y6jcekM/3IrU385TFbe1QXHfZp5s+75nrw1pAUGR1uOxqXz0LwdPPHNLs4lWsb6i41H47lreiSLtp1FVWF4+/psmNSLoW3ry99xKyHBQlid//RuzJjOgagqTPphP9tP3/wQvbKo716+80IWbzvLm/87BMDjPRvx+iAJFf+WmVdIQfEwv6XsCilZXxHs7Yqdjfl/dCqKwtC2Rb+E723rh1GF+VvO0H/mZraevDoqYavXMa5bEJsm9yaiSyB6ncL6Q/H0m76ZaWuPkK7R+osrGbk8s3Qv4xft4mJqDgEejiwZH870B4rCkrAeEiyE1VEUhSn3tGRASx/yCo1MWLKLo8VD3BVRMmKRmp1/2x/qC7ee4a01RaHiiZ6NeHVgiISKGyiZBrGz0eFgaxk/pkpONG3uU7VnVng42zFzZDsWju2In8GB2KRsRs/fwUs/7S/VNKuOsx1vD23F2ud6FJ2uWmhkTuRp+ny8iWU7Y6pt/YWqqvy4K5a+0yP5ef9FdApM6BHE+ud70rNp3WqpQVgWy/gXK0Q10+sUZo5sS8eGdUjPKWDsgiguVrAPhYu9jWm4/lajFgu2nOHtnw8DMLFXY16RUHFT1+4IsZSvUVk7bppLnxBvfp/Ui0e6FHU2Xr7rPH1nRLLu4KVSz2taz5Ul48NZMDaMRl7OXMnI45WV0dzz+RZ2VHI07nbOJWby8Nc7ePGnA6Rk5dPC143/PdWd1we1wMnOpkrvLSyXBAthtRxs9cx/pCNNvF2IS8shYsHOCh9jXdLL4mYLOOf/fZp3fikKFf/p3ZiXBzSzmF+Ylig127LWVwBmX7hZFi72NrwztBU/TuxCo7rOXE7PZeK3e5j4zW4S0q52klUUhTtC6rHu+Z78v0HNcXWw4dDFNB6cu53/fLeb2CTznr5bUGjkq8hTxdM0idjb6HhlYAj/e7obrf0NZr2XqHkkWAirZnCyZfH4cHzcHDiRkMGEJbvIyS8s93VudRjZ/L9PM/XXIwA81acxL/aXUHE7ltZ1MzO3gHOJRb+cK9PDoqI6NvTgt2d78HSfYGx0CusOxdF3eiTLo2JLnVFjZ6PjsR6N2DS5Nw93boBOgd+i47hzeiT/t+6oWTrPHryQytAvtvLB2qPk5Bvp2tiT9c/3ZGKvxtjq5VeKkGAhBH7ujiweH46rgw1RZ5N5btnecs9Plyzg/PfOkLmbT5lCxTN3BDP5LgkVZZFS3HXTUnpYHC0+0dTb1R5PF3tNanCw1TO5fzPWPN2d1vUNpOUU8NKKAzz89Q5iEkuPSHi62DP13tb89lwPugV7kldg5MtNp+jz8SZ+3BVboQZx2XmFvP/bEYZ+sZVDF9MwONry0f2hfPdYJxp6OZvr0xS1gAQLIYBmPq7MeyQMO72O9YfimbLmULlOK61/g14WcyJP8f5vRY24nr0jmEn9mkqoKKOSEYs6FhIsqnt9xa208HNj1X+68trdIdjb6Nh6MpG7ZkYy/+/T1wXiEB83vn20E3PHdCDQ04nL6bm8+NMBhn6xlaizSWW+55YTV+g/czNzNxfdY0gbPzZM6sWIsAD5Oy2uI8FCiGKdG3ky48G2KEpR86ovN50q82tN54UUT4XM3nSKaWuLQsVzdzZhkoxUlEvJWhd3C2mOZUnBAopafj/eszHrn+9J50Ye5OQbmfrrEYZ/ufW6HU6KonBXSx9+f6Enr90dgqu9DdEXUhnx1T889f2eW55xk5yZx3+X7y8aFUnKws/gwIKxYXw2qp3p8D0h/k2ChRDXGBTqy5uDWwDw0fpj/Lgrtkyvu7b75hd/neTDdUWh4vm+TXihX9OqKbYWKxmxMFjIOSHmOCOkKjQsPm582vDWuDrYsP98KoNnbWH678fILSi9VsjeRs/jPRvz14u9GRXeAEWBXw9c4s5PIvnk92NkXrP+QlVV/rfvAn2nR7Jiz3kUpegcm98n9eKOkHrV/WmKGkaChRD/Mq5bEE/0agTAKyuj+etYwm1fUxIsrmTk8tH6YwC80Lcpz/eVUFERKRa0K8RoVE1rLCxlxOJaiqIwKrwBGyb14q4W9SgwqszaeJJBs7aw+9z10x1eLvZMG96aX5/pQedGHuQWGPls40nu+GQTK3afJzYpi3GLonhu2T4SM/NoVs+VFU92Zco9LXGxly2k4vYkWAhxAy/3D2FYu/oUGlX+8+0e9l9zbsONGBxtcba7evTzf/s15bm+Taq4ytor1YJ2hcQmZ5GVV4idjY5GFrxIsZ6bA3PGdODL0e3xcrHjZEIG93/1D1PWHCo1GlGihZ8bSyd05quH2xPg4Uh8Wi7//XE/PT/6i03HLmOn1/Hffk35+ZnutG9QR4PPSNRUEiyEuAGdTuHD+0Lp0cSL7PxCxi+K4uyVm5/FoCgKLf2K9u+/2L8Zz9wpoaIySnaFWMKIRck0SNN6LthY+HZKRVG4u7UvGyb14v4O/qgqLNp2lrtmbGbTDUbeFEVhQCtf/nihFy8PCMHZTo+qQniQB2uf78EzdzapkvblonaTcS0hbsLORsfshzswcu4/HLyQxiMLdrLiya43XbT25cPtuZiSTai/e/UWWgtZ0hqLw6ZW3pY3DXIz7k52fDyiDfe08eO1VdGcT85m7MIohrerzxuDW1DnX2d3ONjqebJ3Y0aE+XMiPoNOQR7o5FhzUUESRYW4BRd7GxaM7UiAhyMxSVmMXxR1w2FlKJq7llBReaqqWtQaC0vbEVIePZvWZf3zPRnfLQhFgZV7L5jO9LjRdmovF3u6NPaUUCEqRYKFELfh7erAkvGd8HC2I/pCKk9+t4f8QqPWZdVa2fmF5BUUfX3rWMB205JgEWJhO0LKytnehjeHtGDFk11pWs+FxMw8nlm6lwlLdnEptWLn4whxKxIshCiDIC9nFoztiKOtns3HL/PyigPlaqAlyq5kGsRWr+B0zYJYLaTl5Ju6qbaogSMW12rfoA6/PNOD5/s2wVavsOFIAndN38x3O85VqBOnEDcjwUKIMmob4M6Xo9uj1yms3HOB/yveVirM6+r6CjvNm4odK95m6mtwsJhmXZVhZ6Pj+b5N+fXZHrQNcCc9t4DXVx1k5LztnL6coXV5opaQYCFEOfQJ8Wba8NZAUXfNxdvOaltQLWSJO0Jq4vqKW2la3JvijcEtcLTVs/NMEgM+/ZvZm05RINN8opIkWAhRTg+EBfDf4m6aU34+xG/RlzSuqHa52sPCkoJFzVxfcSt6ncKj3YP4/YWe9GjiRV6BkQ/XHWXoF1s5eCFV6/JEDSbBQogKePqOYEZ3aoCqwvM/7GPH6UStS6o1LGlHiGmraS0bsbhWgIcTS8aH8/GINhgcbTl0MY2hX2zlw3VHyckvvP0FhPgXCRZCVICiKLwztBV3tahHXoGRx5bsMs3Hi8q5do2FlgqNKseKD/QKqUE9LCpCURTu7+DPH5N6Mqi1L4VGldmbTjHw078lNItyk2AhRAXpdQqzRrUjLLAO6TkFRCzYycUU2b5XWZayxuJsYiY5+UYcbHUEWXArb3PydnXgi9HtmTOmA96u9py5ksmDc7fz+qpo0nPytS5P1BASLISoBAdbPfMjwgj2diEuLYeIBTtNawRExaRkFn396mgcLErWVzSr54reyhpG9W/pwx+TejEqPACA73bE0G/6ZjYcjte4MlETSLAQopLcnexYPD6cem72nEjIYMKSXTI3XQklIxYGjbd3HrWC9RW3YnC0ZdrwUL6f0IlATyfi0nJ4bMkunlm6lysZuVqXJyyYBAshzKC+uyOLx4fjam/DzrNJPL9sH4XSdKhCUixkV0ht3WpaXl0be7HuuZ480bMROgV+3n+RftMjWbnnvDSJEzckwUIIMwnxcWPuI2HY6XWsOxTH2z8fkh+8FZBqIbtCJFhc5Win59W7m7P6qW6E+LiSnJXPpOX7GbswivPJWVqXJyyMBAshzKhLY0+mP9gGRYEl/5zjy02ntC6pxrk6YqHdVEhKVh4XU3OAmntGSFUI9Xfn52e682L/ZtjpdUQev8xdMzazeNtZaQsuTCRYCGFmg0P9eGNQCwA+Wn+Mn3af17iimsUSdoUcKV5fUd/dETcH7ftpWBJbvY6n+gTz23M9CAusQ1ZeIW+tOcSIOf9wMkG2XAsJFkJUifHdg3iiZyMAXl5xgE3HEjSuqGbIyS8kJ7+opbRB02Ah0yC3E+ztwvInuvDu0JY42+nZfS6Zuz/dwmd/njCdTiuskwQLIarIywNCuLetH4VGlf98t4f9sSlal2TxStZX6HUKrvY2mtVxtLgxVguZBrklnU5hTJeG/D6pF32a1SWv0Mgnfxznns+3yN93KybBQogqotMp/N/9bejRxIusvELGL4ri7JVMrcuyaMlZxVtNHW01Pdn0iJVvNS2v+u6OLBjbkU9HtqWOky1H49IZ9uVW3vv1MNl5svXa2kiwEKIK2dnomP1wB1r6uZGYmUfEwp3SA+AWTAs3NZwGKSg0cixegkV5KYrC0Lb12TCpF0Pb+mFUYd7fZ+g/czPbTl7RujxRjSRYCFHFXOxtWDiuIwEejpxLzGL8oigycwu0LssiWUIPizNXMskrMOJkp6eBh5NmddRUni72fDqyHQvGhuFrcCAmKYuH5u/g5Z8OSFdaKyHBQohq4O3qwOJx4Xg423HgfCr/+W4P+YWywO3fUk07QrTbanq4pJW3jys6K2vlbU53hNTj9xd6MqZzIAA/7Iql74xI1h28pHFloqpJsBCimjSq68LXEWE42uqJPH6ZV1ZESwOtf7GEEQtZX2E+rg62vHtvK5Y/0YVGXs5cTs9l4rd7ePLb3SSk52hdnqgiEiyEqEbtGtThi9Ht0OsUVuw5z8e/H9O6JIuSUrwrRLaa1i7hQR789lwPnurTGL1OYe3BOPp+EsnyqFgJ17WQBAshqtkdIfWYNqw1AF/8dYpv/jmrbUEWxBK6bspW06rhYKvnxf4hrHm6G63qu5GWU8BLKw4w5uudxCRKW/DaRIKFEBp4oGMAk/o1BeDNNYdk3rlYqsZdN5My84hPK9q108xHRiyqQks/A6v/041XB4Zgb6Njy8kr9J+5mfl/n5aD+2oJCRZCaOSZO4J5qFMDVBWeXbaPnWeStC5Jc8mZ2m43LZkGCfR0wkXDBl21nY1exxO9GrP++Z50buRBdn4hU389wvDZ20wjRqLmkmAhhEYUReHdoa3o16IeeQVGHlscxfF46z5rIcV0sqk2UyElwSLER6ZBqkNDL2e+f6wz04a3xtXehv2xKQyetYXpfxwnt0Aaa9VUEiyE0JBep/DZqHZ0CKxDWk4BEQt2cik1W+uyNJNa3HlTq10hh2XhZrXT6RRGhTfgj0m96NeiHgVGlVl/nmDQrC3sPpesdXmiAiRYCKExB1s9X0eE0biuM5dScxi7IMp0Zoa1uTpiodVUiGw11YqPwYG5YzrwxUPt8XKx42RCBvd/tY0paw5JQ7kaRoKFEBbA3cmOxePDqedmz7H4dCYs2UVOvnUNBecWFJJVfK6EFrtC8guNpmO/W0iw0ISiKAwK9eWPF3pxX3t/VBUWbTvLXTM2E3n8stbliTKSYCGEhfCv48SiceG42tuw80wSk5bvs6pV8iWjNIoCrg7Vv3Dy1OUM8gtVXO1t8K/jWO33F1fVcbbjkwfasHh8OPXdHbmQkk3Egp1MWr6P5Mw8rcsTtyHBQggL0tzXjTmPdMBOr+O36Dje/eWw1TQQKjlHwuBoq0krbdPCTV9XTU9WFVf1alqX31/oybhuDVEUWLnnAv1mRPLz/otW8++iJpJgIYSF6drYi08eaAMUDQN/FXla44qqh2l9hUYLN2V9hWVytrfhrSEt+WliV5p4u3AlI49nlu5lwpLdxKVKW3BLJMFCCAs0pI0fbwxuAcCH646ycs95jSuqeiVD3KnZ+Xy8/hjLo2LZfjqRS6nZGKthSujqVlMJFpaoQ2Adfnm2O8/d2QRbvcKGI/H0mx7J9ztiquXvhyg76QAjhIV6tHsQ8Wk5zN18mpd+OoCniz29mtbVuqwqU9KQKjkrn8//OlnqY3Y2OgLqOBLo6UwDDycCPZ1Mf/rXccLBVl/p+189I0R6WFgqexs9L/Rryt2tfXlpxQH2x6bw2qpo/rfvAh/cF0qQl7PWJQpAUat5oiotLQ2DwUBqaipubvI/AyFuxWhUmbR8H6v3XcTJTs8Pj3ehtb9B67KqhKqq/HMqkYMXUzmXmEVMUtHb+eTsWy5iVRTwcXMgwMOJwJLQURJAPJxwd7K97ZqJy+m5dHxvA4oCh97uj5Od/J/L0hUaVRZtO8vH64+RnV+IvY2OF/o15bHuQdjoZTC+KpT197cECyEsXF6BkXGLdrL1ZCJeLnaseLIrgZ7W8z+zgkIjF1NyOJeUWRQ2ErM4l5jFuaQsYhIzycy79bZcVwcb0whHAw9nAj2LAkeAhxN+7o7odQqbj1/mkQU7aeTlzMbJvavnExNmEZuUxasro9ly8goAreq78eF9obT0q50BXEsSLISoRdJz8nlwznYOX0qjoacTPz3ZFS8Xe63L0pyqqiRl5hWHjKIRjqLRjkzOJWaRkJ57y9fb6hX86zhx5kqm6bG5YzoQ6OlMgIejjFzUEKqq8tPu87z7y2HScgrQ6xSe6NmIZ+9sYpZpMlFEgoUQtUxCWg7DZ2/jfHI2bfwNfD+hM85yUNYtZecVEptcPMKRmElsUpYphMQmZ5FfeOsff3Vd7Qn0cKLBNWs6SkY9PJ3tZFuqhUlIz2HKmkP8Fh0HQCMvZz64L5TwIA+NK6sdJFgIUQudupzB/bO3kZyVT+9mdZn3SBi2Mp9cIYVGlbi0HM4lZvLQvB0AONrqCfZ24VxiJmk5t24j7WynL1rX4elUPMJxdY2Hn7ujfF80tO5gHG/+76BpxOrhzg14eUAIrg7abGWuLSRYCFFL7YlJ5qF528nJN3J/B38+uj9U/udcCbkFhbR8cz0FRpWtr9xBffeirpupWfmcK55SMa3tSMokJjGLS2k53Oonp16n4OfuQKCHMw2K13Q0KB75CPR0liPZq0Fqdj7TfjvCsqhYAHwNDky9txV3Nq+ncWU1lwQLIWqxDYfjefybXRhVeLpPMJP7N9O6pBrr4IVUBn+2BTcHG/a/dVeZQlpOfiEXUrKLF5Jmci4pq2iapTiE5BYYb/l6T2e7q6MdxQtJAz2Lpli8Xe0lKJrRtpNXeGVlNDFJWQDc08aPt4a0wFPWKJVbtQSLadOm8dprr/Hcc88xc+ZMsxYmhLi1ZTtjeGVlNADv3tuKMZ0DNa6oZvpp93km/7ifTkEe/PBEl0pfz2hUuZyRa1rXUbJttiR0JN3mrAsHWx0BdUqv5ygZ7fCv44i9jSxGLK/svEJmbDjO/L9PY1ShjpMtbw1pydC2fhLiyqGsv78rPB4XFRXF3LlzCQ0NreglhBCVMDK8AXFpOczccII3/3eQui72DGjlo3VZNc7Vxljm+Y+OTqdQz82Bem4ON1w0mJ6Tf83USlHgKFpUmsmF5Gxy8o2cSMjgRELGda9VFPAzOBLg4Xh1mqVkYamHMwaNjpu3dI52el67uzmDQ3156acDHI1L5/kf9rF63wXeG9baNP0lzKNCwSIjI4PRo0czb948pk6dau6ahBBl9NydTYhPy2HpzlieXbaX7x7rRMeGsgK+PEqCRXUdle7qYEtLP8MN+yzkFxq5kJxdNMJR3Kfj2mZhWXlFUzAXUrLZfjrputcbHG0J9HQq3SysOID4ujlocribJQn1d+fnZ7ozJ/IUs/48yaZjl7lreiQvDwzh4U6BVv/1MZcKTYVERETg4eHBjBkz6N27N23btr3pVEhubi65uVf3kqelpREQECBTIUKYSUGhkYnf7mHDkXjcHGxY8WRXmtSTttRloaoq7d/9g+SsfH5+urtFdzVVVZUrGXnEFDcKO5d4ddQjJimLy7fp2WGn1+Hv4XjNQlJnU/gI8DBPW/Sa5GRCOq+siGbXuWQAwgLr8MF9oQR7u2hcmeWqsqmQZcuWsWfPHqKiosr0/GnTpvH222+X9zZCiDKy0ev4bFQ7Rs/fzp6YFCIW7GTFf7ria5Dh3duJT8slOSsfnQJN6ln2LxRFUajrak9dV3s6BF4/KpWVV2AKHCULSUsWlZ5PziKv0Mjpy5mcvpx5g6tDPTd70/TKteexNPBwwqMW9uwI9nZl+RNd+HbHOT5ce5Rd55K5+9O/efbOYJ7o1Vi2C1dCuUYsYmNjCQsL4/fff6dNm6JjnWXEQgjLkJyZx31fbeP05Uya1XNl+cQuGDQ6grym+OtoAuMWRRHs7cKGSb20LqfKFBpVLqZk/2shaaZp1CM999Y9O1zsbUqHDc+iNR2Bnk74Ghxq/NkcF1KyeX1VNJuOXQYgxMeV/7s/lFB/d20LszBVsitk9erVDBs2DL3+6pBZYWEhiqKg0+nIzc0t9bHKFCaEKL/YpCyGz97G5fRcOgV5sHh8uNUNcZfHl5tO8n/rjjGkjR+fjWqndTmaUFWVlKz84oWkmaVGO2ISs4hLy7nl6210CvXrOP5rlOPqbpaa0h1WVVVW77vAOz8fNo1iPdo9iEn9muFoJ/+GoIqCRXp6OufOnSv12Lhx4wgJCeHll1+mVatWZitMCFExhy6m8uCc7WTkFjCotS+fjWoni9Ju4pmle/l5/0VeGtCM//QO1roci5STX8h5U1v0rGtGPTKJTc4m7zY9O7xc7IpDh7NpaqXoBFon6rpYXs+OxIxc3v75MGv2XwSggYcTHwxvTddgL40r016VrLFwdXW9Ljw4Ozvj6elZplAhhKh6Lf0MzB3TgYiFO/k1+hLebva8ObiFxf0AtwTm3mpaGznY6gn2diXY+/oFwUajSnx6jmlKpdRulqQsUrLyuZKRx5WMPPbEpFz3ekdb/TVTK1cXkgZ6OlPf3RE7m+qfYvF0sWfWqHYMbevH66sOEpOUxUPzdzCyYwCv3t1cphfLoGaMUQkhyqVrsBefPNCWZ5fuZeHWs/i4OfBEr8Zal2VRcvILOX25qFdEdW01rW10OgVfgyO+Bkc6N/K87uOp2fnXTK1cM82SmMWl1Gyy8ws5Fp/Osfj066+tgJ+743WHv5UEEbcqPvfjzub1CA/y4MN1R/l2ewzLomLZeDSBd4a2kn4xtyEtvYWoxeb/fZqpvx4BYMaDbRjWzl/jiizHgfMp3PP5Vuo42bLnjX4yolPN8gqMXEjJNnUnvfZMlpikLLLzC2/5+jpOtjQonl4JvGbUo4GnE/VczduzY8fpRF5dGc3pK0U7au5u7cOUe1ri7epgtnvUBFXeeVMIYfke69GIuNQc5m85w4s/HsDLxZ4eTepqXZZFuHYaREJF9bOz0RHk5UyQl/N1H1NVlcvpuabAUTK9UrK+40pGHslZ+SRnpbA/NuW619vb6AjwcCq1pqNktMO/Tvl7dnRq5Mlvz/Vg1p8nmLP5NL9Fx7H1ZCL/b1Bz7u/gL39//kVGLISo5YxGled/2Mea/RdxttPzwxNdaFXfchtBVZcpaw6xaNtZHu0exBuDW2hdjiiHjNwC08hGTFLp7qQXkrMpMN7815qigI+bw78WkjqbGoe5O9neMigcvJDKKysPcPBCUTDt0cSL94e1JsDDyeyfp6WR002FECa5BYWMWxjFtlOJeLnYs/LJrjTwrP0/CG/lwTn/sONMEh+PaMP9HWSKqLYoKDRyMSWneCFpZvEJtFeDR8Ztena4OtgUnzrrXOoE2gaeTvgaHNHrFAoKjczfcoYZfxwnt8CIo62e/97VlHHdgtDX4h1YEiyEEKWk5+TzwJztHLmURpCXMz9N7GK1R0erqkqbt38nLaeAX5/tfsNzO0Tto6oqSZl5pY65L2kWFpOURXzardui2+oV/OtcHekoNKr8tPs8ucVbbtsGuPPhfaE086mdLfUlWAghrpOQlsOwL7dxISWbNgHuLJ3QCSc761tqdSElm24fbMRGp3Donf5yFLkAio5Xj02+diFppqlRWGxyFvmFt/91aatXeHdoK0aGN6iGiquXLN4UQlzH282BJY+Gc9/sbeyPTeHp7/cyd0yHGt+SubyOXCyaH29c10VChTBxtNPTtJ4rTW9wiF+hUSUuLadoF0upnh1FzcLScoqmWPILVb7fGVMrg0VZSbAQwso0ruvC1xEdGT1/OxuPJvDaqmg+vC/Uqla2X90RUjuHrIX56XUK9d0dqe/uSNcbtIRJzcrnXFImF5KzCQ1wr/b6LIl1/TdFCAFAh8A6fDaqPToFlu86z4w/jmtdUrU6EicdN4V5GZxsCfV3Z2BrX+q7W/fJwhIshLBS/VrU471hrQGYtfEk3+04d5tX1B5HLxV1epRgIYT5SbAQwoqNCm/Ac3c2AeCN1QdZfyhO44qqXlZeAWcSizooSrAQwvwkWAhh5Z7v24RR4QEYVXh26V52nU3SuqQqdSwuHVUFLxd76rpa53ZbIaqSBAshrJyiFG2P69vcm9wCI48u3sXJhOsPhaotjpimQWThphBVQYKFEAIbvY7PRrWnXQN3UrPziVgQRXxajtZlVQk5Kl2IqiXBQggBFO3h/zqiI428nLmQkk3Egp2k5eRrXZbZyVZTIaqWBAshhImHsx2Lx4dT19Weo3HpPL5kF7kFtz6+uiYxGlWOxsmOECGqkgQLIUQpAR5OLBrXERd7G7afTmLS8v0Yb3FaZE1yISWbjNwC7PQ6Gtd10bocIWolCRZCiOu09DMwZ0wHbPUKvx64xNRfj1DNxwpVicPF0yDB3i7YWlkbcyGqi/zLEkLcULdgLz4e0QaABVvPMO/v0xpXVHmycFOIqifBQghxU0Pb1uf1u5sD8P5vR1m994LGFVWOLNwUoupJsBBC3NKEno14tHsQAC/+tJ8tJ65oXFHFHZFW3kJUOQkWQojbev3u5gxp40d+ocoT3+zi4IVUrUsqt/ScfGKSsgAJFkJUJQkWQojb0ukUPh4RSpdGnmTmFTJ2YRSxxb+ka4rj8UWjFfXc7PFwttO4GiFqLwkWQogysbfRM+eRDoT4uHIlI5dHFuwkKTNP67LK7LBMgwhRLSRYCCHKzM3BlsXjw6nv7siZK5mMXxRFVl6B1mWViewIEaJ6SLAQQpRLPTcHFo8Px93Jln2xKTzz/V4KCo1al3VbEiyEqB4SLIQQ5Rbs7cLXEWHY2+j482gCr686aNENtIxGlWMlrbx9ZKupEFVJgoUQokI6BHrw+UPt0Snww65YZmw4oXVJN3UuKYusvELsbHQEeTlrXY4QtZoECyFEhfVrUY93720FwKw/T/D9jhiNK7qxo8XTIM3quWIjrbyFqFLyL0wIUSmjOwXy7B3BAPy/1dH8cThe44quJx03hag+EiyEEJX2Qr+mPBgWgFGFZ5buYfe5ZK1LKkW2mgpRfSRYCCEqTVEU3hvWijtCvMnJN/Lo4ihOJmRoXZaJ7AgRovpIsBBCmIWNXsfnD7WjTYA7KVn5RCzYSXxajtZlkZqdz4WUbACa+0iwEKKqSbAQQpiNk50NCyLCCPJy5kJKNmMXRpGWk69pTSULN/0MDhicbDWtRQhrIMFCCGFWni72LBkfjpeLPUcupTHxm93kFhRqVo9MgwhRvSRYCCHMLsDDiUXjOuJsp2fbqUQm/3gAo1GbBlpH42ThphDVSYKFEKJKtKpv4KsxHbDRKfy8/yLv/3ZEkzpkxEKI6iXBQghRZXo0qcvHI9oAMH/LGeb/fbpa719oVDkWXzJiIT0shKgOEiyEEFXq3nb1eXVgCABTfz3C//ZdqLZ7n7mSSU6+EQdbHYGe0spbiOogwUIIUeUe79mIcd0aAjD5x/1sPXmlWu5bMg3SzMcNvU6plnsKYe0kWAghqpyiKLwxqAWDQn3JL1R54pvdHLqYWuX3LQkWLWQaRIhqI8FCCFEtdDqF6Q+0oXMjDzJyCxi7MIrYpKwqvafsCBGi+kmwEEJUG3sbPXMfCSPEx5XL6blELNxJcmZeld1PdoQIUf0kWAghqpWbgy2LxoVT392R05czGb84iuw88zfQSsnK41JqUUvxEB+ZChGiukiwEEJUOx+DA4vHd8TgaMvemBSeWbqHgkKjWe9xuHi0IsDDEVcHaeUtRHWRYCGE0ESwtytfR4Rhb6Njw5EE3vjfQVTVfN05jxQflR4iB48JUa0kWAghNBPW0INZo9qhU2Dpzlg+/fOE2a4t6yuE0IYECyGEpvq39OGdoa0AmLnhBEt3xpjlurLVVAhtSLAQQmju4c6BPHNHMACvr4pmw+H4Sl2voNDIifgMQEYshKhuEiyEEBZhUr+mPBDmj1GFp5fuYU9McoWvdfpKJnmFRpzt9ATUcTJjlUKI25FgIYSwCIqi8N6w1vRpVpecfCOPLori1OWMCl2rZBokxNcNnbTyFqJaSbAQQlgMW72OL0a3p02AO8lZ+Tzy9U4S0nLKfZ2SrabSv0KI6ifBQghhUZzsbFgQEUaQlzMXUrKJWBhFek5+ua5RstVU1lcIUf0kWAghLI6niz2Lx4Xj5WLPkUtpTPx2N3kFZW+gJVtNhdCOBAshhEVq4OnEonEdcbbTs/VkIpN/3I/RePsGWlcycrmcnouiyFSIEFqQYCGEsFit6hv4akwHbHQKa/ZfZNraI7d9zdHiaZBADyec7W2qukQhxL9IsBBCWLQeTery0YhQAOb9fYb5f5++5fNlGkQIbUmwEEJYvGHt/HllYAgAU389wpr9F2/6XNNWUzkjRAhNSLAQQtQIT/RsxNiuDQH47/J9bDt55YbPO2wasZD1FUJoQYKFEKJGUBSFNwe3YFBrX/ILVZ74ZjeHL6aVek5egdHUVEumQoTQhgQLIUSNodMpfPJAGzoFeZCeW8DYhTs5n5xl+vjJhAzyC1VcHWzwr+OoYaVCWC8JFkKIGsXBVs/cR8II8XElIT2XiAU7Sc7MA+BoXPE0iI8biiKtvIXQQrmCxezZswkNDcXNzQ03Nze6dOnC2rVrq6o2IYS4IYOjLYvGheNncODU5UweW7KLnPzCa3aEyPoKIbRSrmDh7+/PBx98wK5du9i1axd33HEHQ4cO5dChQ1VVnxBC3JCPwYHF48MxONqy+1wyzyzdy8ELstVUCK0pqqrevpXdLXh4ePDRRx/x6KOPlun5aWlpGAwGUlNTcXOTf/xCiMqJOpvEw/N3kHtNy+/VT3WjbYC7dkUJUQuV9fd3hddYFBYWsmzZMjIzM+nSpctNn5ebm0taWlqpNyGEMJeODT34dGQ7Sk5H1ynQrJ5MhQihlXIHi+joaFxcXLC3t2fixImsWrWKFi1a3PT506ZNw2AwmN4CAgIqVbAQQvzbgFY+vD20FQCt6xtwtNNrXJEQ1qvcUyF5eXnExMSQkpLCihUrmD9/PpGRkTcNF7m5ueTm5preT0tLIyAgQKZChBBmtz82BV+DA95uDlqXIkStU9apkEqvsejbty+NGzdmzpw5Zi1MCCGEEJajytdYlFBVtdSIhBBCCCGsV7nOFH7ttdcYOHAgAQEBpKens2zZMjZt2sS6deuqqj4hhBBC1CDlChbx8fGMGTOGS5cuYTAYCA0NZd26dfTr16+q6hNCCCFEDVKuYPH1119XVR1CCCGEqAXkrBAhhBBCmI0ECyGEEEKYjQQLIYQQQpiNBAshhBBCmI0ECyGEEEKYjQQLIYQQQpiNBAshhBBCmI0ECyGEEEKYjQQLIYQQQphNuTpvmkPJYappaWnVfWshhBBCVFDJ7+3bHYpe7cEiPT0dgICAgOq+tRBCCCEqKT09HYPBcNOPK+rtooeZGY1GLl68iKurK4qiVOetbyktLY2AgABiY2Nvec68qDryPdCefA+0JV9/7cn34OZUVSU9PR0/Pz90upuvpKj2EQudToe/v39137bM3Nzc5C+TxuR7oD35HmhLvv7ak+/Bjd1qpKKELN4UQgghhNlIsBBCCCGE2UiwKGZvb89bb72Fvb291qVYLfkeaE++B9qSr7/25HtQedW+eFMIIYQQtZeMWAghhBDCbCRYCCGEEMJsJFgIIYQQwmwkWAghhBDCbKw+WMyePZvQ0FBTM5QuXbqwdu1arcuyWtOmTUNRFJ5//nmtS7EaU6ZMQVGUUm8+Pj5al2V1Lly4wMMPP4ynpydOTk60bduW3bt3a12WVWjYsOF1/wYUReGpp57SurQaqdo7b1oaf39/PvjgA4KDgwFYvHgxQ4cOZe/evbRs2VLj6qxLVFQUc+fOJTQ0VOtSrE7Lli3ZsGGD6X29Xq9hNdYnOTmZbt260adPH9auXYu3tzenTp3C3d1d69KsQlRUFIWFhab3Dx48SL9+/RgxYoSGVdVcVh8shgwZUur99957j9mzZ7N9+3YJFtUoIyOD0aNHM2/ePKZOnap1OVbHxsZGRik09OGHHxIQEMDChQtNjzVs2FC7gqxM3bp1S73/wQcf0LhxY3r16qVRRTWb1U+FXKuwsJBly5aRmZlJly5dtC7Hqjz11FMMGjSIvn37al2KVTpx4gR+fn4EBQUxcuRITp8+rXVJVmXNmjWEhYUxYsQIvL29adeuHfPmzdO6LKuUl5fHt99+y/jx4y3qoMyaRIIFEB0djYuLC/b29kycOJFVq1bRokULrcuyGsuWLWPPnj1MmzZN61KsUqdOnViyZAnr169n3rx5xMXF0bVrVxITE7UuzWqcPn2a2bNn06RJE9avX8/EiRN59tlnWbJkidalWZ3Vq1eTkpLC2LFjtS6lxpLOmxQl1JiYGFJSUlixYgXz588nMjJSwkU1iI2NJSwsjN9//502bdoA0Lt3b9q2bcvMmTO1Lc5KZWZm0rhxY1566SUmTZqkdTlWwc7OjrCwMLZt22Z67NlnnyUqKop//vlHw8qsT//+/bGzs+Pnn3/WupQaS0YsKPpHHRwcTFhYGNOmTaNNmzZ8+umnWpdlFXbv3k1CQgIdOnTAxsYGGxsbIiMjmTVrFjY2NqUWVInq4ezsTOvWrTlx4oTWpVgNX1/f6/4j07x5c2JiYjSqyDqdO3eODRs28Nhjj2ldSo1m9Ys3b0RVVXJzc7UuwyrceeedREdHl3ps3LhxhISE8PLLL8vuBA3k5uZy5MgRevTooXUpVqNbt24cO3as1GPHjx8nMDBQo4qs08KFC/H29mbQoEFal1KjWX2weO211xg4cCABAQGkp6ezbNkyNm3axLp167QuzSq4urrSqlWrUo85Ozvj6el53eOiakyePJkhQ4bQoEEDEhISmDp1KmlpaURERGhdmtV44YUX6Nq1K++//z4PPPAAO3fuZO7cucydO1fr0qyG0Whk4cKFREREYGNj9b8aK8Xqv3rx8fGMGTOGS5cuYTAYCA0NZd26dfTr10/r0oSoFufPn2fUqFFcuXKFunXr0rlzZ7Zv3y7/W65GHTt2ZNWqVbz66qu88847BAUFMXPmTEaPHq11aVZjw4YNxMTEMH78eK1LqfFk8aYQQgghzEYWbwohhBDCbCRYCCGEEMJsJFgIIYQQwmwkWAghhBDCbCRYCCGEEMJsJFgIIYQQwmwkWAghhBDCbCRYCCGEEMJsJFgIIYSolM2bNzNkyBD8/PxQFIXVq1dX6f2mTJmCoiil3nx8fMxy7dzcXNq2bYuiKOzbt++2dYSEhODs7EydOnXo27cvO3bsuOFzVVVl4MCBN/z6JCcnM2bMGAwGAwaDgTFjxpCSkmL6eGJiIgMGDMDPzw97e3sCAgJ4+umnSUtLK3Wd5cuX07ZtW5ycnAgMDOSjjz4q9+c/d+5cevfujZubG4qilKqjrCRYCCGEqJTMzEzatGnD559/Xm33bNmyJZcuXTK9/fsww39r2LAhmzZtuu11X3rpJfz8/MpUQ9OmTfn888+Jjo5my5YtNGzYkLvuuovLly9f99yZM2eiKMoNr/PQQw+xb98+1q1bx7p169i3bx9jxowxfVyn0zF06FDWrFnD8ePHWbRoERs2bGDixImm56xdu5bRo0czceJEDh48yJdffsn06dPL/T3JyspiwIABvPbaa+V6XSmqEEIIYSaAumrVqlKP5ebmqi+++KLq5+enOjk5qeHh4epff/1V4Xu89dZbaps2bcr1msDAwNve87ffflNDQkLUQ4cOqYC6d+/ect0jNTVVBdQNGzaUenzfvn2qv7+/eunSpeu+PocPH1YBdfv27abH/vnnHxVQjx49etN7ffrpp6q/v7/p/VGjRqn3339/qefMmDFD9ff3V41Go+mxNWvWqO3bt1ft7e3VoKAgdcqUKWp+fv511//rr79UQE1OTi7rp28iIxZCCCGq1Lhx49i6dSvLli3jwIEDjBgxggEDBnDixIkKX/PEiRP4+fkRFBTEyJEjOX36dKVqjI+PZ8KECXzzzTc4OTmV+/V5eXnMnTsXg8FAmzZtTI9nZWUxatQoPv/88xtO1/zzzz8YDAY6depkeqxz584YDAa2bdt2w3tdvHiRlStX0qtXL9Njubm5ODg4lHqeo6Mj58+f59y5cwCsX7+ehx9+mGeffZbDhw8zZ84cFi1axHvvvVfuz/dWJFgIIYSoMqdOnWLp0qX8+OOP9OjRg8aNGzN58mS6d+/OwoULK3TNTp06sWTJEtavX8+8efOIi4uja9euJCYmVuh6qqoyduxYJk6cSFhYWLle+8svv+Di4oKDgwMzZszgjz/+wMvLy/TxF154ga5duzJ06NAbvj4uLg5vb+/rHvf29iYuLq7UY6NGjcLJyYn69evj5ubG/PnzTR/r378/K1eu5M8//8RoNHL8+HFmzpwJwKVLlwB47733eOWVV4iIiKBRo0b069ePd999lzlz5pTrc74dCRZCCCGqzJ49e1BVlaZNm+Li4mJ6i4yM5NSpUwCcPXv2usWY/357+umnTdccOHAg9913H61bt6Zv3778+uuvACxevNj0nIkTJ5a6X0xMDAMHDrzuMYDPPvuMtLQ0Xn311XJ/fn369GHfvn1s27aNAQMG8MADD5CQkADAmjVr2Lhxo+kX/M3caO2FqqrXPT5jxgz27NnD6tWrOXXqFJMmTTJ9bMKECTz99NMMHjwYOzs7OnfuzMiRIwHQ6/UA7N69m3feeafU12DChAlcunSJrKyscn/uN2NjtisJIYQQ/2I0GtHr9ezevdv0C66Ei4sLAPXr1+fIkSO3vE6dOnVu+jFnZ2dat25damrlnXfeYfLkyab3e/fuzYcfflhqyqFkkebGjRvZvn079vb2pa4bFhbG6NGjSwWWG907ODiY4OBgOnfuTJMmTfj666959dVX2bhxI6dOncLd3b3Ua+677z569OjBpk2b8PHxIT4+/rrrXr58mXr16pV6zMfHBx8fH0JCQvD09KRHjx688cYb+Pr6oigKH374Ie+//z5xcXHUrVuXP//8EyhauApF34u3336b4cOHX3e/f0+jVIYECyGEEFWmXbt2FBYWkpCQQI8ePW74HFtbW0JCQip8j9zcXI4cOVLq+t7e3qWmGGxsbKhfvz7BwcHXvX7WrFlMnTrV9P7Fixfp378/P/zwQ6kgUhaqqpKbmwvAK6+8wmOPPVbq461bt2bGjBkMGTIEgC5dupCamsrOnTsJDw8HYMeOHaSmptK1a9db3qfkc7+WXq+nfv36ACxdupQuXbqYvg7t27fn2LFjN/wamJMECyGEEJWSkZHByZMnTe+fOXOGffv24eHhQdOmTRk9ejSPPPIIn3zyCe3atePKlSts3LiR1q1bc/fdd5f7fpMnT2bIkCE0aNCAhIQEpk6dSlpaGhERERWqv0GDBqXeLxlJady4Mf7+/qbHQ0JCmDZtGsOGDSMzM5P33nuPe+65B19fXxITE/nyyy85f/48I0aMAK6OMNzofkFBQQA0b96cAQMGMGHCBNNah8cff5zBgwfTrFkzAH777Tfi4+Pp2LEjLi4uHD58mJdeeolu3bqZRiOuXLnCTz/9RO/evcnJyWHhwoX8+OOPREZGmu775ptvMnjwYAICAhgxYgQ6nY4DBw4QHR1tClZxcXHExcWZvp/R0dG4urrSoEEDPDw8yvYFLfc+EiGEEOIaJVsT//0WERGhqqqq5uXlqW+++abasGFD1dbWVvXx8VGHDRumHjhwoEL3e/DBB1VfX1/V1tZW9fPzU4cPH64eOnTolq8py3bTEmfOnLnhdlNAXbhwoaqqqpqdna0OGzZM9fPzU+3s7FRfX1/1nnvuUXfu3HnLa3OD7biJiYnq6NGjVVdXV9XV1VUdPXp0qW2eGzduVLt06aIaDAbVwcFBbdKkifryyy+Xes7ly5fVzp07q87OzqqTk5N65513ltrCWmLdunVq165dVUdHR9XNzU0NDw9X586da/r4W2+9dcPvZcnnXRZK8ScqhBBCCFFpsitECCGEEGYjwUIIIYQQZiPBQgghhBBmI8FCCCGEEGYjwUIIIYQQZiPBQgghhBBmI8FCCCGEEGYjwUIIIYQQZiPBQgghhBBmI8FCCCGEEGYjwUIIIYQQZvP/AcLcFyHDiKAWAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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K3kRERA0dA42JmBDUCrbmciRmFeLPC9V7Wml0dw90bWUPADh1LRvP/vcouns6oGdrBxSqyzCb42mIiKiRYKAxEVZmMkwO9gQALD2UAFF89FUaqUTA4pEdYS6XAgBuFarxytpT8Ha2gr2FHFfS87Hgt4vGLJuIiKhOMNCYkFd6e8JSIcXltDz8dSWzWn08nSwx7xl/3c+iCGyKuIGS0vLBxVtOJWHHmWSj1EtERFRXGGhMiJ2FAhOCWgEAlhyKr9ZVGqD8dlXfNk66nxVSCYrvu9U0b/sFxGfmG7ZYIiKiOsRAY2Km9m0NhUyCMzdyEJ5wq1p9BEHAVy91gLVSBgB4qr0rvJtZ6t4vLi3DrI1RKFLXbHkFIiKihoKBxsQ4WysxprsHAGDp4fhq93OzNccnwwIAAH9eSMMXL3bA8E7uuvdjMwrwz10cT0NERKbJqIEmKioKISEhsLOzg6OjI2bMmIGCgqofFV6wYAH8/f1haWkJe3t7DB48GBEREcYs0+TM6OcFmUTAsfhbOHMju9r9RnRujiEBLigtE/HRjgv46qUO+Pfz7aGQlv8a/Ho6Gb885mzERERE9clogSY1NRWDBw+Gj48PIiIisHfvXly8eBGTJ0+usp+vry+WLFmC8+fPIywsDJ6ennjyySdx8+ZNY5VqclrYW+D5zs0BAEsPVf8qjSAI+HxEIBwtFYjJyMc3++MwIagVtr0WDA8HcwDAJ79fqvFsxERERPVNEKs7srSGQkNDMX/+fKSlpUEiKc9N0dHR6Ny5M+Li4uDj41Ot/eTl5cHW1hYHDhzAE088Ue3tc3NzYWNjU6tjaMgSbhZg8H+OQBSBP9/si7Zu1T/W/11Mx8z1pyERgF9e7YWurRyQW1SKz/dcBgB88WIgBEEwVulEREQPqO33t9Gu0KhUKigUCl2YAQBz8/KrAGFhYdXah1qtRmhoKGxtbdGxY8eHfk5eXp7eqynwbmaFZwLdANTsKg0ADAlwxQtdmkMrAu9sPYsitQa2FnJ8+VIHfPlSB4YZIiIyOUYLNIMGDUJ6ejoWLVoEtVqN7OxszJs3DwCQllb1TLd//PEHrKysoFQq8c0332D//v1wcnKqdNuFCxfC1tZW9/Lw8DD4sTRUsweUX+XafT4NiTVcxuDjoQFws1Xi+q0iLNxzxRjlERER1ZkaB5oFCxZAEIQqX5GRkQgICMC6deuwePFiWFhYwNXVFV5eXnBxcYFUKq3yMwYOHIjo6GgcP34cTz31FEaNGoXMzMonkps7dy5yc3N1r6SkpjOotZ27DZ7wd4Yolq/xVBO25nIseqn8qtf6E9dxNI5jlIiIyHTVeAxNVlYWsrKyqtzG09MTSqVS93NGRgYsLS0hCAJsbGywZcsWjBw5stqf2aZNG0yZMgVz58595LZNZQzNXaevZ+PF5cchkwg48n8D0dzOvEb9/7nrAn4Kvw5XGyX+93Y/2JrLjVQpERHRw9X2+1tW0w5OTk4Pvf3zMC4uLgCANWvWQKlUIiQkpEb9RVGESqWqUZ+momsre/TyckR44i2EHknAJ8Pb16j/B0/74+/Ym7h2qwif/HYR/xndyTiFEhERGZFR56FZsmQJoqKiEBsbi6VLl2LOnDlYuHAh7OzsdNv4+/tjx44dAIDCwkLMmzcPJ06cwPXr1xEVFYVp06YhOTm5Rld0mpo5g8rH0mw5lYSb+TULfhYKGRaP6gSJAGw/k4K9F9KNUSIREZFRGTXQnDx5EiEhIQgMDERoaChWrFiBN954Q2+bmJgY5ObmAgCkUimuXLmCF198Eb6+vnjuuedw8+ZNHD16FAEBAcYs1aQFezuik4cdVBotVoUl1rh/11b2mNnfGwDw4Y7zyCrg1TAiIjItRpuHpr40tTE0dx24lIFpP0XCUiHFsQ8Gwc5CUaP+Kk0Zhi85hivp+XiynQtWTOzKx7eJiKjONNh5aKhuPdHWGf6u1ihUl2Ht8Ws17m8mk+I/ozpBLhWw71IGtkelGL5IIiIiI2GgaSQEQcDsgeVjaX48dg0FqpqvnN3O3QZvDfYFACz47SJSc4oNWiMREZGxMNA0Is8EuqG1kyVyi0uxKeL6Y+1jZj8vdG5ph3yVBv/36zlotY3qjiQRETVSDDSNiFQi4LU7g3tXHr2KktKyGu9DJpVg8ciOUMolCIvPwobHDEZERER1iYGmkXm+c3O42ypxM1+FXyIfb9Zkr2ZW+OApfwDA53su42pWoSFLJCIiMjgGmkZGIZPoHsH+4UgiSsu0j7Wfl3t5ItjbESWlWvxjazTKeOuJiIgaMAaaRmh0dw84WZkhJacYO8883tNKEomARSM7wtpMhqgbOVjxd83WiiIiIqpLDDSNkFIuxbS+rQGUL1r5uFdXmtuZ459D2wEAvtkfi8tpeQarkYiIyJAYaBqpCUGtYKOUITGrsFbLGbzUtQUGt3VBaZmId7aehVrzeLewiIiIjImBppGyMpNhcu/yqzRLDsXjcSeEFgQBC18IhIOlApfT8vDdwVhDlklERGQQDDSN2CvBnrBQSHE5LQ+HYjIfez/NrM3w2fPlq3gvP5yAqBvZhiqRiIjIIBhoGjF7SwUmBLUCACz56/Gv0gDA04FueL6TO7Qi8O7WsyhW13yOGyIiImNhoGnkpvVpDYVMgqgbOQhPvFWrfX0yrD1cbZRIzCrEl3uvGKhCIiKi2mOgaeScbZQY3c0DALD0UHyt9mVrIceXL3UAAKw9fg3H4rNqXR8REZEhMNA0ATP7e0EmEXAs/hbO1HL8S3/fZhjfsyUA4L1fziKvpNQQJRIREdUKA00T0MLeAsM7NQcALD1U+wny5j3TFi0dLJCaW4J//X6p1vsjIiKqLQaaJmLWQG8IAnDgcgaupNdugjxLMxkWj+oIQQB+PZ2M/ZcyDFQlERHR42GgaSK8m1nhmfZuAAxzlaa7pwNm9PUCAMzdfg63ClS13icREdHjYqBpQmYNLF+0cve5VIOsoP12iC98XayQVaDGRzsv1OqxcCIiotpgoGlCAtxtMcjfGVoRWH64dk88AeVrRv1nVCfIJAL+vJCO386mGqBKIiKimmOgaWJmD/QBAGyPSkFKTnGt99e+uS1eH9QGAPDdwThepSEionrBQNPEdG1lj15ejtBoRYQeqf1YGgCY2rc1LBVSJN4sxPGE2k3eR0RE9DgYaJqgu1dptpxKQkZeSa33Z2UmwwtdWgAA1odfr/X+iIiIaoqBpgnq7eOITh52UGm0mLruFPINMDnexF7la0btv5yBtNza38oiIiKqCQaaJkgQBCwe1REOlgpcSMnD9J8iUVJau8UmfV2s0bO1A8q0IjZH3DBQpURERNXDQNNEeTezwrpXesDKTIYTibcxZ9MZaMq0tdrny708AQCbTyVBrandvoiIiGqCgaYJC2xhi5Uvd4NCJsGByxl4f9t5aLWP/5TSkwEucLY2w818Ff53Md2AlRIREVWNgaaJ6+XtiKXjukAqEbAtKhmf7bn82I9ey6USjO1RvnDl+hMcHExERHWHgYYQ0s4FX73YAQCwOuwqlh56/En3xvZoCalEwMmrt2u9ZhQREVF1MdAQAODFri0w/7l2AICv98U+9hUWV1slhgS4AAA28CoNERHVEQYa0pnapzVeH1Q+R80/d1147KUMJgSVP8K9IyrFII+EExERPQoDDel5J8QXE4NaQRSBd36OxuGYzBrvo5eXI3ycrVCoLsOOMylGqJKIiEgfAw3pEQQBnwwLwNCO7tBoRby64TROX79d431MvHOVZn34da7vRERERsdAQw+QSAQsHtkR/X2boaRUi1d+PIXLaTUb4DuiS3NYKKSIyyzAicSaBSIiIqKaYqChSilkEvwwoSu6trJHXokGL685ieu3Cqvd30Ypx4jOzQEA645fM1KVRERE5Rho6KHMFVKsmdQd/q7WuJmvwsTVJ5FZg8Us767vtPdiOkL/NszK3kRERJVhoKEq2VrI8dOUHmjlaIEbt4swcfVJ5BSpq9XX39UG7z7pCwD4fM8V/HjsqjFLJSKiJoyBhh7J2UaJDVN7wtnaDDEZ+Ziy9hSK1Jpq9Z0zqA3euPMo+Ce/X+IMwkREZBQMNFQtHg4WWD+1J2zN5Yi6kYOZ609XewHKt0N88Wp/bwDA/J0X8PMprsZNRESGxUBD1ebnao01k7vDXC7F0bgsvL01GmXVWMxSEAS8/5QfpvZpDQD4YPt5/Ho62djlEhFRE8JAQzXStZU9VkzsCrlUwO5zaZi/60K15pkRBAEfPdsWL/cqn7TvvV/PYlc0J90jIiLDYKChGuvn2wzfjO4EQQA2RdzA1/tiqtVPEAQsGBqAsT1als9EvPUsdp9LM3K1RETUFDDQ0GN5roM7Pns+EACw9FACVh1NrFY/iUTAZ8+3x0tdW6BMK+LNLWfwv4vpxiyViIiaAAYaemzjerbEe0P8AAD/3n0ZWyOTqtVPIhHw5YsdMKJzc2i0IuZsisJfVzKMWSoRETVyDDRUK7MGeGN63zuDfbedq/bVFqlEwKKXOuC5Dm4oLRPx6voohCfcMmapRETUiDHQUK0IgoB5z7TFyK4toBWB1zedwaFqrtAtk0rwzehOGBLgAnWZFv/YGo28klIjV0xERI0RAw3VmiAIWPhCIJ4JdIW6TIuZ60/jSOzNavWV3wk1rRwtkJpbgs93XzZytURE1Bgx0JBByKQSfDemc/nVFo0WM36KRFhcVrX6Wihk+OrFDgCALaeSqh2GiIiI7mKgIYORSyX4fmwXhLRzgUqjxdR1p3A8vnqhpqeXIyYHewIoH4vDW09ERFQTDDRkUAqZBEvHdcET/s5QabSYsu5UtQf7/t9TfmjlaIG03BJ89gdvPRERUfUx0JDBKWQSLJvQBQP8mqGkVIspa08hIvHRoeb+W08/RybhcDUHFxMRERk10ERFRSEkJAR2dnZwdHTEjBkzUFBQUO3+M2fOhCAI+Pbbb41XJBmFmUyKHyZ0RT/fZiguLcMra0/h1LXbj+x3/62nudvP89YTERFVi9ECTWpqKgYPHgwfHx9ERERg7969uHjxIiZPnlyt/jt37kRERATc3d2NVSIZmVIuRejErujbxglF6jJMXnMSp68/OtTcf+vp339cqoNKiYjI1Bkt0Pzxxx+Qy+VYunQp/Pz80L17dyxduhTbtm1DfHx8lX1TUlIwZ84cbNy4EXK53FglUh0oDzXdEOztiEJ1GSatOYWoG9lV9rFQyLDopY4QBGBrZDKWHa7694WIiMhogUalUkGhUEAiufcR5ubmAICwsLCH9tNqtZg4cSLee+89BAQEVOtz8vLy9F7UsJgrpFg9qTuCvBxQoNJg0uqTiE7KqbJPj9YO+EeILwDgq70x+M++mGqt6k1ERE2T0QLNoEGDkJ6ejkWLFkGtViM7Oxvz5s0DAKSlPXyF5S+//BIymQxvvPFGtT5n4cKFsLW11b08PDwMUj8ZlrlCijWTu6NHawfkqzSYuDoC55JzquwzZ1AbvP+UPwDgv3/F47PdlxlqiIioUjUONAsWLIAgCFW+IiMjERAQgHXr1mHx4sWwsLCAq6srvLy84OLiAqlUWum+T58+je+++w5r166FIAjVqmfu3LnIzc3VvZKSqrdAItU9C4UMP07uju6e9sgv0WDCqghcSMmtss9rA7yxYGg7AMCqsKv4aOcFaLUMNUREpE8Qa/i/vFlZWcjKqnqyNE9PTyiVSt3PGRkZsLS0hCAIsLGxwZYtWzBy5MgH+n377bd455139G5TlZWVQSKRwMPDA9euXXtkfXl5ebC1tUVubi5sbGyqf2BUZwpUGkxacxKnr2fDzkKOTdOC0M696n9XP5+6gQ+2n4coAi90aY6vXuwAmZSzDhARNRa1/f6ucaCpjTVr1uD1119HSkoK7OzsHnj/1q1bD9yOGjJkCCZOnIhXXnkFfn5+j/wMBhrTkF9SipfXnMSZGzmwt5Bj0/QgtHWr+t/XrugUvLP1LMq0Ip4NdMM3oztBIWOoISJqDGr7/W3Ub4MlS5YgKioKsbGxWLp0KebMmYOFCxfqhRl/f3/s2LEDAODo6Ij27dvrveRyOVxdXasVZsh0WCvlWDelBzp62CG7qBTjV0UgJj2/yj7DOzXH0nFdIJcK2H0+Da9tOI2S0rI6qpiIiBoyowaakydPIiQkBIGBgQgNDcWKFSseGOwbExOD3Nyqx1FQ42SjlOOnKT3QoYUtbheqMW7lCcRlVB1qnmrvipUvd4OZTIKDVzIxbV0kitSaOqqYiIgaqjq95VQXeMvJ9OQWlWLcqhO4mJoHJyszbJkRBB9nqyr7hCfcwtR1p1CkLkN3T3usmdwd1krOWUREZKoa9C0nouqwtZBjw9SeaOtmg6wCFcauPIGEm1UvkdHL2xEbpvWEtVKGU9eyMX5VBHKK1HVUMRERNTQMNNQg2FsqsHFaT/i7WuNmvgpjQ0/galZhlX26tLTH5ulBcLBU4FxyLsaEnsDNfFUdVUxERA0JAw01GA53Qo2fizUy74Saa48INe2b2+LnGUFoZm2GK+n5GB0ajrTc4jqqmIiIGgoGGmpQHK3MsHF6T7RxtkJ6XgnGrjyBG7eKquzTxsUaW2f2grutEok3CzFqRTiSblfdh4iIGhcGGmpwnKzMsGl6ELybWSIttzzUPCqgtHayxNZXe6GVowWSbhdj1IrwR47DISKixoOBhhqkZtZm2Dw9CF5OlkjJKUbfrw5h55kU3MxXPXQ9pxb2Ftg6sxd8nK2QlluC0SvCcSWdi5USETUFfGybGrSMvBL0/PygXpuVmQytHC3g6WSJfm2cMKqbh97aX7cKVJi4+iQupeXBzuLuXDd2dVw5ERHVBB/bpkbNxUaJd5/01WsrUGlwMTUPu8+l4f1t5/HDkUS99x2tyq/udPKwQ05RKcavjEDktdt1WTYREdUxBhpq8OYMaoMvXwzUaxvfsyWm9mkNAPhy7xXsOa+/BpithRwbpvVEj9YOyFdpMHH1SRyLr3pRVSIiMl0MNGQSRndvifVTe+h+3hhxAx725pgc7AkAePvnaJy5ka3Xx8pMhnWv9EDfNk4oLi3DK2tP4a8rGXVZNhER1REGGjIZfds0w+43+uh+XvD7JZSUlmGQvzNUGi2m/xT5wNNQ5gopVk3qhpB2LlBrtJi5/vQDV3OIiMj0MdCQSQlwt8Whdwfoft5yKgkZeSVo7WSJrAI1pqw9hdziUr0+ZjIplo3vgqEd3VFaJmLOpihsj0qu48qJiMiYGGjI5LR2ssSR9wbofr6YmqdbJiEuswCzN0ahtEyr10culeDb0Z0wqlsLaEXgH7+cxaaIG3VZNhERGREDDZmkVo6Weldq7hcWn4V/7rrwwHw1UomAL17ogEm9WkEUgXk7zmN12NU6qJaIiIyNgYZMVmsnSxz8R/9K39t8Mgmhfyc+0C6RCFgwLAAz+3sBAD794xKW/BVn1DqJiMj4GGjIpHk3s8KBd/rDykz2wHsL/7yCvRceHAAsCAI+eMofbw8un9/m632x+GrvlYfOQExERA0fAw2ZPB9nK+yYFQxHS8UD7726IQrRSTkPtAuCgDcHt8GHz7QFACw7nIBPfr/EUENEZKIYaKhRaONijU3Tg+BQSah5fukxJGdXvrjl9H5e+HR4AABg7fFrmLv9PMq0DDVERKaGgYYaDT9Xa2ya3hP2FvIH3uvz5SHklZRW0guY2MsTX4/sCIlQ/hj4O1ujoanwlBQRETVsDDTUqPi72mDjtCDYVRJqOizY98Dj3He91LUF/ju2M2QSAbuiUzFn0xmoNQw1RESmgoGGGp127jbYMLUnbM0fDDVtPvwTJaVllfZ7roM7fpjQFQqpBHsvpmPG+siHbktERA0LAw01Su2b22LD1J6wUT749JP//L3IzCuptN/gdi5YPbkblHIJDsfcxCs/nkKhSmPscomIqJYYaKjRCmxhi/VTe8K6kke6e3x+EOeTcyvt17dNM/w0pSeszGQIT7yFiasjHlhOgYiIGhYGGmrUOnrY4aepPSqdp2bokjD8fja10n49Wjtgw7TyKzxRN3IwftUJ3C5UG7tcIiJ6TAw01Oh1bmmPdVO6w1IhfeC91zefwdf/i4G2kke1O3nYYcuMXnC0VOBCSh7GhIY/9FYVERHVLwYaahK6tnLA2ik9YFFJqFlyKB4zN5xGQSVjZdq52+Dnmb3gYmOG2IwCjA49gdSc4roomYiIaoCBhpqM7p4O+HFyd5jLHww1+y9l4MVlx5F0+8EJ+HycrbB1Zi80tzPH1axCjPwhHNdvFdZFyUREVE0MNNSk9PRyxJrJ3aGUP/irH5ORj2FLwnAi8dYD77VytMQvr/ZCaydLpOQUY9SKcMRn5tdFyUREVA0MNNTk9PJ2xJpJ3WEme/DXP7uoFBNWRWBjxPUH3nO3M8fPM4Pg52KNjDwVRq84gUupeXVRMhERPQIDDTVJwT5OWF1JqDGXS6HRivhwxwX8c9eFB2YWdrZWYsuMILRvboNbhWqMCQ2vdPFLIiKqWww01GT1aeOElS93g+K+UKPRavFUgCsA4Kfw65i05iSyKzyubW+pwMZpQejS0g55JRpMWBWBiEpuUxERUd1hoKEmrZ9vM4RO7AqJUP5zaZmIU9du41/DA2CpkOJ4wi0MX3oMsRn642VszeVYP7Unenk5okClwaQfT+Lv2Jv1cARERAQw0BBhgJ8zVk3qpvv5VqEaG05cx09Te8LDwRw3bhfhhWXHcfByhl4/SzMZfnylOwb6NUNJqRbT1kVi/6WMirsnIqI6wEBDBGCQvwtWvXwv1MRmFODbA7HY9lowgrwcUKDSYNpPkVh+OAGieG8SPqVcihUTu+GpAFeoy7R4bcPph84+TERExsNAQ3TH4HYuWDGxq+7no3FZeHX9aXz1YkeM79kSogh8ufcK3v45Wm8VboVMgiXjOmNE5+bQaEW8ueUMfolMqo9DICJqshhoiO4zJMAVy8d30f0cdSMHz35/FP19m+HT59tDKhGwMzoVo1eEIz333jIIMqkEi0d2xNgeHtCKwHu/nsP68Gv1cARERE0TAw1RBU8HumHpuHuhJr9EgxnrTyMhswBrX+kOOws5zibnYtiSML1HtiUSAZ+PCMQrvT0BAPN3XUTo3wl1XD0RUdPEQENUiWc7uOH7sZ312tYev4afTyVh+2vB8HWxQma+CqNWhGPnmRTdNoIg4J/PtcPsgd4AgM/3XMG3B2L1xt0QEZHhMdAQPcTQju74bkwn3SPdAPDHuTR8eyAOv8wMxuC2zlBrtHjr52h88ecVlN1ZsVsQBLw3xB/vDfEDAHx7IA5f/HmFoYaIyIgYaIiqMLxTcywe1RHCfaHmt7Op+Pi3C1g+oStmDSi/EvPDkQTM+CkS+SWluu1mD/TB/OfaAQBW/J2Ij3+7CK2WoYaIyBgYaIgeYUTnFlj0kn6o2Rmdive3ncM/nvTDd2M6wUwmwcErmXhh2XG9lbin9mmNz0cEQhDKZx5+f9s53ZUcIiIyHAYaomp4qWsLfPlCB7227VEpeH/bOQzt4I6tM3vBxcYMcZkFGLbkGI7HZ+m2G9ezJf4zqiMkAvDL6WS8ueXMA2tEERFR7TDQEFXTqO4e+OKFQL22X08nY+728whsbovf5vRBRw875BaXYuKak/gp/Jpu3MyIzi2wdFwXyKUC/jiXhlkbo6DSlFX2MURE9BgYaIhqYEyPlvhsRHu9tp8jk/DhzvNoZmWGn2cEYUTn5ijTivjnrov4cOcFqDXlV2OeDnRD6MTyxTD3X8rAtHWRKFYz1BARGQIDDVENje/ZCp8OD9Br23wyCfN3XYCZTIL/jOqID572hyAAmyJuYOLqCNy+s2L3QH9nrJ3cHRYKKY7GZWHSjydRoNLUx2EQETUqDDREj2FiL08sGNpOr21jxA38c9dFAMCr/b2xelI3WJnJEHH1NoYtCcPltDwAQLCPE9ZP7QFrMxlOXr2N8asikFtU+sBnEBFR9THQED2myb1b6x7Lvmv9ietY8NtFiKKIQf4u2DErGK0cLZCcXYwXlx/H/y6mAwC6tnLApulB5bMOJ+VgzMoTyCpQ1cdhEBE1Cgw0RLUwtU9rfPhMW722deHX8a8/LkEURbRxscau2b3R28cRReoyzFx/Gt8fjIMoighsYYstM4LgZGWGy2l5GL0iHBl5JQ/5JCIiqgoDDVEtTe/nhQ+e9tdr+/HYNfx792WIogg7CwXWvtIDk4M9AQCL98fi9c1nUKwug7+rDbbODIKbrRIJNwsxakU4krOL6uEoiIhMGwMNkQG82t9bt9TBXavDrmLhnSUP5FIJFgwLwMIXAiGTlD+6PWpFONJyi+HVzApbZ/aCh4M5rt8qwqgfwnE1q/Ahn0RERJVhoCEykNkDffCPEF+9ttC/E/Hl3hjdfDRje7TExmk94WCpwPmUXAz9/hhOX8+Gh4MFfpkZDK9mlkjNLcGoFeGIzcivj8MgIjJJRg00UVFRCAkJgZ2dHRwdHTFjxgwUFBRU2Wfy5MkQBEHvFRQUZMwyiQzm9Sfa4K3BbfTafjiSgK/33Qs1Pb0csWt2b/i7WiOrQIWxoSfw6+lkuNoq8fOMXvB3tcbNfBVGrwjHhZTc+jgMIiKTY7RAk5qaisGDB8PHxwcRERHYu3cvLl68iMmTJz+y71NPPYW0tDTda8+ePcYqk8jg3hrsizcG+ei1LT2UgP/sj9WFGg8HC2x7LRhDAlygLtPi3V/O4rPdl+BgqcCWGUHo2MIW2UWlGLvyBE5fz66PwyAiMilGCzR//PEH5HI5li5dCj8/P3Tv3h1Lly7Ftm3bEB8fX2VfMzMzuLq66l4ODg7GKpPIKN4O8cXsgd56bd//FY9vD8TpfrY0k2H5+K668LPy6FVMWXsKEomADdN6orunPfJLNJi4OgLHE7JAREQPZ7RAo1KpoFAoIJHc+whzc3MAQFhYWJV9Dx8+DGdnZ/j6+mL69OnIzMys8nPy8vL0XkT1TRAEvPukH17trx9qvjsYh/8evBdqJBIB7zzphyXjOkMpl+BI7E08v/QYsgrUWDelB/r4OKFIXYZXfjyFwzEP/++AiKipM1qgGTRoENLT07Fo0SKo1WpkZ2dj3rx5AIC0tLSH9nv66aexceNG/PXXX1i8eDFOnTqFQYMGQaWqfNKxhQsXwtbWVvfy8PAwyvEQ1ZQgCHj/KT/M6Oel1/6f/bFY8lecXttzHdzx66vBcLNVIvFmIYYvCcPp69lYNakbBrd1hkqjxfSfIrH3QnpdHgIRkcmocaBZsGDBA4N2K74iIyMREBCAdevWYfHixbCwsICrqyu8vLzg4uICqVT60P2PHj0azz77LNq3b4+hQ4fizz//RGxsLHbv3l3p9nPnzkVubq7ulZSUVNNDIjIaQRAw92l/TO3TWq/9632xWHZY/9Zr++a22DWnN7q0tENeiQaT1pzEpogbWDa+K54NdENpmYjZm6KwKzqlLg+BiMgkCOLdUYrVlJWVhaysqu/ne3p6QqlU6n7OyMiApaUlBEGAjY0NtmzZgpEjR1b7M9u0aYNp06bh/ffff+S2eXl5sLW1RW5uLmxsbKr9GUTGJIoiPvn9EtYev6bXPvdpf8yscFtKpSnDhzsu4NfTyQCA0d08sGBYAD7aeQHbopIhCMDCEYEY06NlXZVPRGR0tf3+ltW0g5OTE5ycnGrUx8XFBQCwZs0aKJVKhISEVLvvrVu3kJSUBDc3txp9JlFDIggCPh7aDlpRxE/h13XtC/+8AokgYPp9t6XMZFIseqkD/F2t8fmey/g5MgkJNwuwbEIXmCsk2HDiBj7Yfh7FpWV4pXfryj6OiKjJMeo8NEuWLEFUVBRiY2OxdOlSzJkzBwsXLoSdnZ1uG39/f+zYsQMAUFBQgHfffRfh4eG4du0aDh8+jKFDh8LJyQkjRowwZqlERicIAj4ZFoDxPfWvrHy25zJWHU18YNtpfb2wZnJ3WCtliLyejRFLj2Nsj5aY3rc8xHzy+6UHblsRETVVRg00J0+eREhICAIDAxEaGooVK1bgjTfe0NsmJiYGubnlk4dJpVKcP38ew4cPh6+vLyZNmgRfX1+Eh4fD2tramKUS1QlBEPDp8PYY20N/8Pq/d1/Gj8euPrD9AD9n7JzdG62dLJGSU4yXloejS0t7vPFE+eR9X+2NweL7Ju0jImqqajyGpqHjGBoyBVqtiLnbz+PnSP1B7P8aHoCXe3k+sH1uUSnmbI7C0bjy8WtvPtEGZnIJvtobA6B81e+Pnm0LQRCMXjsRkTHU9vubazkR1QOJRMDCFwLxUtcWeu3/3HUR609cf2B7Wws5fpzcXfe01HcH43A+ORfvP1W+yvfqsKv4cOcFaLWN6v9PiIiqjYGGqJ5IJAK+fLEDXujcXK99/s4L2BRx44HtZVIJ5j/XDl+92AFyqYA/L6Tj97OpePOJNhAEYFPEDbz7y1loyrR1dQhERA0GAw1RPZJKBCwa2RHPd3LXa5+34zy2nHww1ADAqO4e2Dw9CE5WClxKy8OGE9cxMagVpBIB28+k4I0tZ6DWMNQQUdPCQENUz6QSAV+P7IihHfVDzdwd57H1VOUTRXbzdMCuOX3Qzs0GtwrV2HzyBgb6NYNCKsGe8+l4dcNplJSW1UX5REQNAgMNUQMgk0rwzaiOeLbDvfmWRBF4f/s53QR7FTW3M8evr/XCM4GuKC0TceByJjwczCGXCvjrSiamrjuFIrWmrg6BiKheMdAQNRAyqQTfju6Ep9u76tpEEXjv17PYHlV5qLFQyLBkbBe8PdgXAJBwsxACyp90OhZ/Cy+vPom8klLjF09EVM8YaIgaELlUgv+O7YwhAS66NlEE3v3lLHaeqXwNJ4lEwJuD22D5+C4wl0uhvm9QcOT1bExYFYGcIrXRayciqk8MNEQNjFwqwfdju2Bw23uhRisC72yNrnJhyqcD3bDttWA0tzPXaz+XnIsxoSdwM7/yFeuJiBoDBhqiBkghk2Dp+M4Y5O+sa9OKwNs/R+OPc6kP7dfO3Qa75vRGd097vfYr6fkYvSIcabnFRquZiKg+MdAQNVBmMimWT+iCAX7NdG1aEXhzSzT2nE97aD8nKzNsnBaE0d30l1dIzCrES8vDcSU9z2g1ExHVFwYaogbMTCbFDxO6op/vvVBTphXx+uYz2Hvh4aFGIZPgixcDsWBoO0gl95ZDSMkpxovLjmPfxXSj1k1EVNcYaIgaOKVcitCJXdG3jZOurUwrYs6mM/hfFcFEEARM7t0a617pARulTNdeqC7DzA2nsfRQPBe1JKJGg4GGyASUh5puCPZ21LVptCLmbIrCgUsZVfbt08YJu+b0gXczS12bKAKL/heDN7dEcwI+ImoUGGiITIS5QorVk7ojyMtB11ZaJuK1jadx8HLVoaa1kyV2zO6tNx4HAH47m4pRK8KRnltilJqJiOoKAw2RCTFXSLFmcnf0aF0h1GyIwqErmVX2tVHKsXpSd8zo56XXfi45F8OWhCE6KccYJRMR1QkGGiITY6GQ4cfJ3fUezVaXaTFzw2kcib1ZZV+pRMC8Z9pi8ciOUEjv/eefma/CqBXhVc5zQ0TUkDHQEJkgSzMZfnylB7q2ui/UaLSY/lMk/n5EqAGAF7u2wJaZQWhmbabX/80t0fhq7xVotRwsTESmhYGGyERZmcmw9pXu6NzSTtd2N9SExWU9sn+Xlvb4bU5vBDa31WtfdjgBM9afRoGKC1sSkelgoCEyYdZKOdZN6YGOLe6FEpVGi2k/ncLx+EeHGjdbc2yd2QtDO7rrtR+4nIEXlx1H0u0ig9dMRGQMDDREJs5GKcdPU3vqXWkpKdViyrpTCE+49cj+5gop/jumE9590levPSYjH8OWhOFE4qP3QURU3xhoiBoBW3M51k/tgQB3G11bSakWU9aeQkQ1AokgCJgzqA1CJ3aFpUKqa88uKsWEVRHYFHHDKHUTERkKAw1RI2FnocCGqT3R1u1eqCkuLcMra0/h1LXb1drHkwGu2DYrGC3s763YrdGKmLfjPD7edQGaMq3B6yYiMgQGGqJGxN5SgY3TesLf1VrXVqQuw+Q1J3H6evVCjb+rDX6b0wc975vrBgDWhV/HpB9PIqdIbdCaiYgMgYGGqJFxuBNq/FzuhZpCdRkmrTmFqBvZ1d7H+qk9Ma5nS732Y/G38PzSY4jPLDBozUREtcVAQ9QIOVqZYeP0nmjjbKVrK1BpMGn1yWrPCKyQSfD5iEB8OjxAb8Xua7eKMGLpMRyKqXpmYiKiusRAQ9RIOVmZYdP0IL1FKfNVGkxcHYFzyTnV3s/EXp5YP6UH7CzkevuZuvYUVh1N5IrdRNQgMNAQNWLNrM2weXoQvJzuCzUlGkxYFYHzybnV3k+wjxN2ze6td8VHKwL/3n0Z7/16DioNV+wmovoliI3sf6/y8vJga2uL3Nxc2NjYPLoDUROQkVeCMaEncDWrUNdmay7Hxmk90b7CTMFVyS8pxds/R+PAZf3bTa42SrRzt4GPsxV8mlnB29kKPs5WsDWXP2RPRET6avv9zUBD1ESk55ZgdGg4rt+6N/uvnYUcm6YFoZ179f9bKdOK+HpfDJYfTnjkts2sze4EHEv4NLOCj7M1fJyt4GJjBkEQHtmfiJoOBpoKGGiIHi41pxhjQk/gxn1LGthbyLFpepDe/DXVsfNMCv5v2zmoNeVz08zo5wW1Rov4zALEZxYgPa/koX2tzWTwunM1x8f53svD3hwyKe+EEzVFDDQVMNAQVS0lpxijV4QjObtY1+ZgqcDm6UHwu2/+muo4m5SDGesjkZGngp2FHMvGdUGwjxOA8ttTCTcLdQEn4WYBEjILcP12Ecoespq3QiqBp5MF/Fxt8OYTbeBz35gdImrcGGgqYKAherSk20UYE3oCKTn3Qo2jpQKbZwTB16VmoSYjrwQz1p/G2aQcSCUCFgxth4m9PB+6vUpThuu3inRB5+4rMasAJaX3ZiJ+tb83Pnjav8bHRkSmiYGmAgYaouq5casIY0LDkZp779aQk1X5lZo2NQw1JaVl+GDbOeyMTgUAjO/ZEguGBUBeg9tHWq2I7w7G4buDcVDKJdj7Zj943vd0FhE1brX9/ubNaqImqqWjBTbPCIKrjVLXllWgxtiVETWeCVgpl+Kb0Z3wwdP+EARgY8QNTFgVgduF1V8mIS2vBKvDrgIA3hvizzBDRDXCQEPUhLVytMTmGUFwsTHTtWUVqDBu5Qkk3qxZqBEEAa/298aql7vBykyGiKu3MWxJGK6k5z2yryiKmLv9PApUGnRtZY/JwZ41PRQiauIYaIiauNZOltg0PQjNrO+Fmsx8Fcau1J+3prqeaOuC7bOC0dLBAsnZxXhx2XHsu5heZZ9fTifj79ibMJNJ8NVLHfSWWiAiqg4GGiKCdzMrbJ4eBCere6EmI0+FsaEncO0xQo2vizV2ze6NYG9HFKrLMGP9aSz5K67SZRLSc0vw6R+XAADvhPjCuxmfbCKimmOgISIAgI+zFTZP7wknK4WuLT2vBGNXnsCN+ybjqy57SwXWTemBSb1aAQC+3heLN7ZEo1h9b5kEURTx4Y7zyC/RoKOHHab19ar9gRBRk8RAQ0Q6bVyssXFaEBws74WatNzyUJN0u+ahRi6V4JPh7fH5iEDIJAJ+P5uKUSvCkZZb/rj4zugUHLySCYVUgq95q4mIaoGBhoj0+LlaY9P0nrC/b3XtlDszDCdn1zzUAMC4ni2xYVr5Ps+n5GLYkmPYdzEdC34rv9X05uA2NX5U/HEk3S5CZv7DZzAmItPFQENED/B3tcHGaUGwqyTU3D8ZX00EeTnitzl94O9qjZv5KsxYfxq5xaVo39wGM/oZ/1ZToUqDaesiMez7Y7iU+ugnr4jItDDQEFGl2rnbYMPUnrBRynRtydnFGBt6AqmPGWo8HCzw62vBeLKdCwBALhWw6KWONZqA73FotSLe2RqNmIx8lImi3i01ImocOFMwEVXpfHIuxq06gfwSja6tlaMFfp7RC662yip6PpxWK2LX2RS42CgR7O1kqFIf6rsDcfjmQCwUUgk2zwhC11b2Rv9MIqoZzhRMREYV2MIWG6b2hLXZvSs1128VYezKE8ioYkXtqkgkAkZ0blEnYeZ/F9PxzYFYAMC/R7RnmCFqpBhoiOiROnrY4aepPWB1X6i5mlWIsaEnkPmYoaYuxKTn452fowEAk4M9MaqbR/0WRERGw0BDRNXSuaU91k3pDkuFVNeWmFWIsStPNMgnh7IL1Zj20ykUqssQ7O2ID59tW98lEZERMdAQUbV1beWAtVN6wOK+UJNwsxDjV0bgZr6qHivTpynTYs7mKCTdLoaHgzmWjuti9IHHRFS/+F84EdVId08H/Di5O8zl90JNXGYBxq86gayChhFqPt9zBcfib8FCIcXKl7vBnk81ETV6DDREVGM9vRyxZnJ3KOX3/gqJzSjAhFURuF2orsfKgF8ik7Dm2FUAwH9GdYS/K592JGoKGGiI6LH08nbEmkndYSa799fIlfR8jFt5Atn1FGqibmTjwx0XAABvPtEGT7V3q5c6iKjuMdAQ0WML9nHC6kpCzfhVEcgpqttQk5FXglfXn4a6TIsn27ngzSfa1OnnE1H9MmqgiYqKQkhICOzs7ODo6IgZM2agoKDgkf0uX76MYcOGwdbWFtbW1ggKCsKNGzeMWSoRPaY+bZyw8uVuUNwXai6l5WH8qgjkFpXWSQ0lpWWYsf40MvNV8HWxwn9Gd4KEC10SNSlGCzSpqakYPHgwfHx8EBERgb179+LixYuYPHlylf0SEhLQp08f+Pv74/Dhwzh79izmz58PpfLxZiQlIuPr59sMoRO7QnHfk0QXU/MwYXUEcouNG2pEUcSHOy7gbFIO7CzkWPVyd735coioaTDa0gehoaGYP38+0tLSIJGU/yUXHR2Nzp07Iy4uDj4+PpX2GzNmDORyOdavX/9Yn8ulD4jqz19XMjBz/WmUlt37a8XaTIawDwbB1lxeRc/HtzrsKj794xKkEgE/TemB3j7Gn32YiAyvwS59oFKpoFAodGEGAMzNzQEAYWFhlfbRarXYvXs3fH19MWTIEDg7O6Nnz57YuXNnlZ+Tl5en9yKi+jHI3wU/TOiqt6BlvkqDjp/sw7LD8QYfLBwWl4XPdl8CAHz4TFuGGaImzGiBZtCgQUhPT8eiRYugVquRnZ2NefPmAQDS0tIq7ZOZmYmCggJ88cUXeOqpp7Bv3z6MGDECL7zwAo4cOVJpn4ULF8LW1lb38vDg1OZE9emJti44+eFgLBnXGW73LV751d4YdP50P6atO4W9F9Kh0pTV6nOuZRVi9qYoaEXgpa4t8Epvz1pWTkSmrMaBZsGCBRAEocpXZGQkAgICsG7dOixevBgWFhZwdXWFl5cXXFxcIJVKK923VqsFAAwfPhxvv/02OnXqhA8++ADPPfccfvjhh0r7zJ07F7m5ubpXUlJSTQ+JiAxMKZfiuQ7uCJ/7BNZN6aH33oHLmXh1w2n4fbQXb245g6gb2ajpne8ClQbTf4pEbnEpOnnY4d/Pt4cgcBAwUVNW4zE0WVlZyMrKqnIbT09PvUG8GRkZsLS0hCAIsLGxwZYtWzBy5MgH+qnValhaWuLjjz/GRx99pGt///33ERYWhmPHjj2yPo6hIWp4YtLz8d+/4rD7XOVXZwFgaEd3/N8QP3g4WFS5L61WxMwNp7H/Ugacrc3w++t94GLDhwaITF1tv79r/CiAk5MTnJxqdp/axcUFALBmzRoolUqEhIRUup1CoUD37t0RExOj1x4bG4tWrVrVtFQiaiD8XK2xdFwXfDtai9PXs3HgUgZWhV3V2+b3s6n4/WwqAOCZQFf8a3h7OFmZPbCvbw/GYf+lDChkEoS+3I1hhogAPEagqYklS5YgODgYVlZW2L9/P9577z188cUXsLOz023j7++PhQsXYsSIEQCA9957D6NHj0a/fv0wcOBA7N27F7///jsOHz5szFKJqA7IpRIEeTkiyMsRHz3XDkm3i/D7uVR8tVf/f2L2nE/HnvPpAIDBbV3w8dB28HCwwJ/n0/Dfg3EAgIUjAtHJw66uD4GIGiijPbYNAC+//DJ2796NgoIC+Pv7491338XEiRP1CxAE/Pjjj3rz06xZswYLFy5EcnIy/Pz88Mknn2D48OHV+kzeciIyTUVqDbadTsb8XRcfuo1CKoG6TIupfVpj/nPt6rA6IjK22n5/GzXQ1AcGGiLTJ4oifolMxv9tO1fp+zH/fgpmssofLiAi08RAUwEDDVHjUlJahmWH4vHfv+J1bV5OlnhzcBs818EdUi5xQNQoMNBUwEBD1DgVqTVYH34dPxxJQPadNaLaOFvh7RBfPBXgyrWbiEwcA00FDDREjVuBSoO1x64i9O9E5JVoAABt3WzwTogvBrd15nw0RCaKgaYCBhqipiG3uBSrw65iTdhVFKjKg03HFrZ4O8QX/X2bMdgQmRgGmgoYaIialuxCNUKPJmLtsWsoLi1fTqFbK3u886Qvgr25thORqWCgqYCBhqhpyipQ4YfDCVh/4jpUmvJlVHp5OeIfT/qim6dDPVdHRI/CQFMBAw1R05aRV4Jlh+Kx+WQS1GXlwaafbzO8E+LLifiIGjAGmgoYaIgIAFJyirHkrzj8EpkMjbb8r7nBbZ3xdogvAtxt67k6IqqIgaYCBhoiut+NW0X47mAcdpxJxp1cg6fbu+LtEF/4uljXb3FEpMNAUwEDDRFVJuFmAb47EIffz6VCFAFBAIZ2cMdbg9vAq5lVfZdH1OQx0FTAQENEVYlJz8e3B2Lx54XyxS8lAvBcB3e8NsAbbd34dwZRfWGgqYCBhoiq42JqLr7ZH4sDlzN1bU/4O2PWQG90bcWnoojqGgNNBQw0RFQTF1JysfxIAvacT8Pdvw17tnbArIE+6NfGiRP0EdURBpoKGGiI6HFczSrEiiMJ2BaVjNKy8r8W2ze3wawBPhgS4MpFMImMjIGmAgYaIqqNtNxirDp6FZsibuhmHvZyssSr/b3xfOfmUMgk9VwhUePEQFMBAw0RGcLtQjXWHr+GdcevIbe4fHVvN1slpvf1wpgeHrBQyOq5QqLGhYGmAgYaIjKkApUGmyNuYOXRRGTmqwAA9hZyvNK7NSb18oSthbyeKyRqHBhoKmCgISJjKCktw/aoFPxwJAE3bhcBACwVUkwIaoWpfVrD2UZZzxUSmTYGmgoYaIjImDRlWuw+n4blhxNwJT0fAKCQSTCyawvM7OeNlo4W9VwhkWlioKmAgYaI6oIoijgUk4mlhxJw+no2AEAqETC0gxteG+ADP1cuq0BUEww0FTDQEFFdEkURJ6/exrLDCTgSe1PXPritM2YN9EGXlvb1WB2R6WCgqYCBhojqy4WUXCw/nIA9F+5N0hfk5YBZA3zQl5P0EVWJgaYCBhoiqm8JNwuw4kgCdpxJ0U3SF9jcFrMGeGNIgCsknKSP6AEMNBUw0BBRQ5GaUz5J3+aT903S1+zOJH2dOEkf0f0YaCpgoCGihuZ2oRprj13F2uPXkFeiAQC42yoxvZ8XxnRvCXOFtJ4rJKp/DDQVMNAQUUOVX1KKTRE3sCrsKm7emaTPwVKBKb09MbGXJ2zNOUkfNV0MNBUw0BBRQ1dSWoZtUcn44UgCkm4XAwCszGSYENQKU/p4wtmak/RR08NAUwEDDRGZiruT9C07lICYjHuT9I3qVj5Jn4cDJ+mjpoOBpgIGGiIyNVqtiL+uZGLZ4XhE3cgBUD5J37CO7nhtgDd8XThJHzV+DDQVMNAQkakSRRERV29j6aF4HI3L0rWHtHPBrAHe6MxJ+qgRY6CpgIGGiBqD88m5WH4kHn9eSNdN0tfLyxGzBnqjjw8n6aPGh4GmAgYaImpM4jPvTdKn0Zb/dd2hRfkkfU+24yR91Hgw0FTAQENEjVFKTjFW/p2ILaduoKRUCwDwbmaJ1wb4YHgnd8ilnKSPTBsDTQUMNETUmN0qUGHt8WtYe/wa8u9M0tfczhwz+nlhVDcPTtJHJouBpgIGGiJqCvJLSrEx4gZWHb2KrILySfocLRWY0qc1JgS14iR9ZHIYaCpgoCGipqSktAy/nE7GiiMJSM4un6TP2kyGCb1aYUrv1mhmbVbPFRJVDwNNBQw0RNQUacq0+ONcGpYdjkdsRgEAwEwmwejuHpje14uT9FGDx0BTAQMNETVlWq2Ig1cysfRQPKKTcgCUT9I3/M4kfW04SR81UAw0FTDQEBGVT9IXnngLyw8n6E3S92Q7F8wa6INOHnb1VxxRJRhoKmCgISLSdy45B8sPJ2DvxXuT9AV7O2L2QB8Eeztykj5qEBhoKmCgISKqXHxmAX44koCd903S17GFLWYN9EFIWxdO0kf1ioGmAgYaIqKqVTZJXxtnK7za3xvDOEkf1RMGmgoYaIiIqierQIUfj13FT+HX9Sbpm9m/fJI+pZyT9FHdYaCpgIGGiKhm8kpKsfHEDawOS0RWgRoA4GR1b5I+GyUn6SPjY6CpgIGGiOjxlJSW4ZfIJKz4O1Fvkr6JvVphSp/WcLLiJH1kPAw0FTDQEBHVTmmZFr+fTcXywwmIy7w3Sd+Y7h6Y3s8LLew5SR8ZHgNNBQw0RESGodWKOHA5A0sPJ+DsnUn6ZBIBwzq5Y9YAb/g4c5I+MhwGmgoYaIiIDEsURYQn3MKywwkIiy+fpE8Q7kzSN8AHHTlJHxkAA00FDDRERMZzNikHyw7H438XM3RtfXycMGuAN3pxkj6qBQaaChhoiIiMLy4jH8uPJGBXdCrK7kzS18nDDrMGeGMwJ+mjx8BAUwEDDRFR3UnOLrozSV8SVJrySfp8Xazw2gBvDO3gDhkn6Wt0RFGEKMLgobW2399G/U2LiopCSEgI7Ozs4OjoiBkzZqCgoKDKPoIgVPpatGiRMUslIqLH0MLeAp8Mb4+w9wdh1gBvWJvJEJtRgLd/PosBXx/G+vBrKCktq+8yyUBKSsvw/rZz+GzP5fou5QFGu0KTmpqK9u3bY/To0XjrrbeQl5eHt956C25ubvj1118f2i89PV3v5z///BNTp05FfHw8vLy8Hvm5vEJDRFR/8kpKsT78On48dvW+SfrMMLVPa0wIaglrTtJnslJzivHahtM4m5wLiQDse7s/fJytDLb/BnvLKTQ0FPPnz0daWhokkvILQdHR0ejcuTPi4uLg4+NTrf08//zzyM/Px8GDB6u1PQMNEVH9Kyktw9bIJKw4koiUnDuT9ClleLlXK7zSm5P0mZqIxFuYvSkKWQVq2FnI8f3YzujbpplBP6O2398yg1ZzH5VKBYVCoQszAGBubg4ACAsLq1agycjIwO7du7Fu3boqP0elUul+zsvLq0XVRERkCEq5FC/38sTYHi3xW3Qqlh9JQHxmAZYeSsDqsKsY070lpvfzQnM78/oulaogiiLWHr+Gz3ZfhkYroq2bDUIndoWHQ8ObXNFoY2gGDRqE9PR0LFq0CGq1GtnZ2Zg3bx4AIC0trVr7WLduHaytrfHCCy88dJuFCxfC1tZW9/Lw8DBI/UREVHtyqQQvdm2BfW/1w4qJXdGxhS1KSrVYe/wa+n91CO/+chbxmVWPraT6UVJahn9sPYtPfr8EjVbE8E7u2P5acIMMM8BjBJoFCxY8dODu3VdkZCQCAgKwbt06LF68GBYWFnB1dYWXlxdcXFwglVZvBdc1a9Zg/PjxUCqVD91m7ty5yM3N1b2SkpJqekhERGRkEomAIQGu2Dm7NzZO64lgb0dotCJ+PZ2MkG+O4LUNp3E+Obe+y6Q7krOL8NIPx7H9TAqkEgEfPdsW347uBHNFw12BvcZjaLKyspCVlVXlNp6ennohJCMjA5aWlhAEATY2NtiyZQtGjhxZ5T6OHj2Kfv36ITo6Gh07dqx2fRxDQ0RkGqKTcrDsUDz2Xbo3SV/fNk6YNcAHQV4OnKTvPqIoIq9Eg4y8EtwuVEMulUApl0Apl5a/ZBKY3flnbR+VPx6fhdmbopBdVAoHSwWWjOuMYG8nAx3JwzXYQcGVWbNmDV5//XWkpKTAzs6uym0nT56MCxcuIDIyskafwUBDRGRaYjPy8cPhBOw6e2+Svs4t7TBrgA+e8Hdu9JP0lZZpcTNfhfS8EmTkliA9r0Tvzxl5KqTnlqC4mo+/yyTCnaAjgZlM/5+6ACSXQCmTwkz3XnlbXrEGa49fhVYE2je3wYqJ3epsnFODDjRLlixBcHAwrKyssH//frz33nv44osv8MYbb+i28ff3x8KFCzFixAhdW15eHtzc3LB48WK8+uqrNfpMBhoiItOUdLsIK48m4uf7Junzc7HGawO88VwHN5ObpE8UReSrNPdCSm4JMvLu/lml+3NWgQrV/Sa2UcrgZGWGUq0WJaValJSWQVWqhbpMa9DaX+jSHJ+PCIRSXne3mBrsU04AcPLkSXz88ccoKCiAv78/VqxYgYkTJ+ptExMTg9xc/fumW7ZsgSiKGDt2rDHLIyKiBsTDwQL/Gt4erw9qgzXHrmJD+HXEZOTjrZ+jsXh/DGb088bIri3q9Ev2UTRlWiRlFyMuIx9xmQVIuFmAtJx7waVIXf2rKi42SrjYmN35pxKutkq43vdnFxszWCgq/9rWakWoNOUBp0RTpgs7JaVl99pLtVBpynR/1m/TokRTHo6CvR3xQpfmJnfLj0sfEBFRg5RbXIoNJ65jTdhV3Cosn6SvmXX5JH3je9btJH1qjRbXbhUiLqMAcZn5iM8sQHxmARJvFj7y6oituRyuNko425jBVRdOlHp/drRUNPpba4/SoG851QcGGiKixqVYXT5JX+jf9ybps1HKMCnYE5ODPeFowEn6itVlSLhZfqXlbniJyyzA9VtFuvE9FZnLpfB2tkQbZ2v4OFuhhb25LrC42Cgb9JNBDQkDTQUMNEREjVNpmRa7olOx/HA8Em4WAgCUcgnG9miJ6X294F6DwasFKg3iMwsQl1F+tSXuzhWXpOyih45nsTaTwcfFCm2creDjbKULMM3tzJv81RVDYKCpgIGGiKhx02pF7LuUjmWHE3Duztw1cqmA5zs1x6sDvOHd7N76QjlFasRlll9tKQ8u5QEmLbfkofu3t5CXh5U74eVucHGxMTO5cSWmhIGmAgYaIqKmQRRFhMVnYdmhBIQn3gIACALQ37cZSkrLEJ9ZiKwC1UP7O1uboY2LFXyaWcHHxfpOeLEy6C0sqj4GmgoYaIiImp4zN7Kx7HAC9t83Sd9dze3M79wisioPMM5W8GlmDVsLrvzdkDTox7aJiIjqQueW9lj5cjfEpOfj4JUMuFgr0cbFCt7NrGBpxq+6poD/lomIqNHwc7WGn6t1fZdB9cC0pl0kIiIiqgQDDREREZk8BhoiIiIyeQw0REREZPIYaIiIiMjkMdAQERGRyWOgISIiIpPHQENEREQmj4GGiIiITB4DDREREZk8BhoiIiIyeQw0REREZPIYaIiIiMjkNbrVtkVRBADk5eXVcyVERERUXXe/t+9+j9dUows0+fn5AAAPD496roSIiIhqKj8/H7a2tjXuJ4iPG4UaKK1Wi9TUVFhbW0MQhHqpIS8vDx4eHkhKSoKNjU291NBU8FzXDZ7nusNzXTd4nutOdc+1KIrIz8+Hu7s7JJKaj4hpdFdoJBIJWrRoUd9lAABsbGz4H0od4bmuGzzPdYfnum7wPNed6pzrx7kycxcHBRMREZHJY6AhIiIik8dAYwRmZmb4+OOPYWZmVt+lNHo813WD57nu8FzXDZ7nulNX57rRDQomIiKipodXaIiIiMjkMdAQERGRyWOgISIiIpPHQENEREQmj4HmERYsWABBEPRerq6uuvcrvnf3tWjRoir3u23bNrRr1w5mZmZo164dduzYYexDadCMcZ5XrlyJvn37wt7eHvb29hg8eDBOnjxZF4fToBnrd/quLVu2QBAEPP/880Y6AtNgrPOck5OD2bNnw83NDUqlEm3btsWePXuMfTgNmrHO9bfffgs/Pz+Ym5vDw8MDb7/9NkpKSox9OA3Wo85zQUEB5syZgxYtWsDc3Bxt27bF8uXLH7lfQ30fNrqZgo0hICAABw4c0P0slUp1f05LS9Pb9s8//8TUqVPx4osvPnR/4eHhGD16ND799FOMGDECO3bswKhRoxAWFoaePXsa/gBMhKHP8+HDhzF27FgEBwdDqVTiq6++wpNPPomLFy+iefPmhj8AE2Loc33X9evX8e6776Jv376GK9aEGfo8q9VqhISEwNnZGb/++itatGiBpKQkWFtbG754E2Poc71x40Z88MEHWLNmDYKDgxEbG4vJkycDAL755hvDFm9CqjrPb7/9Ng4dOoQNGzbA09MT+/btw6xZs+Du7o7hw4dXuj+Dfh+KVKWPP/5Y7NixY7W3Hz58uDho0KAqtxk1apT41FNP6bUNGTJEHDNmzOOU2CgY4zxXpNFoRGtra3HdunU1rK5xMda51mg0Yu/evcVVq1aJkyZNEocPH/74RTYCxjjPy5cvF728vES1Wl3L6hoXY5zr2bNnP7DNO++8I/bp0+dxSmwUHnWeAwICxH/96196bV26dBE/+uijh/Yx5PchbzlVQ1xcHNzd3dG6dWuMGTMGiYmJlW6XkZGB3bt3Y+rUqVXuLzw8HE8++aRe25AhQ3D8+HGD1WyKDH2eKyoqKkJpaSkcHBwMUa5JM8a5/te//oVmzZrV+N9LY2bo8/zbb7+hV69emD17NlxcXNC+fXt8/vnnKCsrM0b5JsXQ57pPnz44ffq07jZ1YmIi9uzZg2effdbgtZuSqs5znz598NtvvyElJQWiKOLQoUOIjY3FkCFDHro/g34f1jgCNTF79uwRf/31V/HcuXPi/v37xf79+4suLi5iVlbWA9t++eWXor29vVhcXFzlPuVyubhx40a9to0bN4oKhcKgtZsSY5znimbNmiV6e3vXuF9jY4xzHRYWJjZv3ly8efOmKIoir9CIxjnPfn5+opmZmThlyhQxMjJS3Lx5s+jg4CB+8sknxjoMk2Csvz/++9//inK5XJTJZCIA8bXXXjNG+SbjUedZpVKJL7/8sghAlMlkokKhEH/66acq92nI70MGmhoqKCgQXVxcxMWLFz/wnp+fnzhnzpxH7kMul4ubNm3Sa9uwYYNoZmZmsDpNnSHO8/3u/iV29uxZQ5XYaNT2XOfl5Ymenp7inj17dG0MNA8yxO90mzZtRA8PD1Gj0ejaFi9eLLq6uhq0VlNniHN96NAh0cXFRVy5cqV47tw5cfv27aKHh8cDt1SasornedGiRaKvr6/422+/iWfPnhW///570crKSty/f/9D92HI70MOCq4hS0tLBAYGIi4uTq/96NGjiImJwc8///zIfbi6uiI9PV2vLTMzEy4uLgat1ZQZ4jzf9fXXX+Pzzz/HgQMH0KFDB0OXavJqe64TEhJw7do1DB06VNem1WoBADKZDDExMfD29jZ84SbGEL/Tbm5ukMvlegMx27Zti/T0dKjVaigUCoPXbYoMca7nz5+PiRMnYtq0aQCAwMBAFBYWYsaMGfjwww8hkXDExv3nubi4GPPmzcOOHTt0t+U6dOiA6OhofP311xg8eHCl+zDk9yH/jdSQSqXC5cuX4ebmpte+evVqdO3aFR07dnzkPnr16oX9+/frte3btw/BwcEGrdWUGeI8A8CiRYvw6aefYu/evejWrZsxSjV5tT3X/v7+OH/+PKKjo3WvYcOGYeDAgYiOjoaHh4cxyzcZhvid7t27N+Lj43WBEQBiY2Ph5ubGMHMfQ5zroqKiB0KLVCqFWH5nw6D1mqr7z3NpaSlKS0srPWf3/75WZNDvwxpf02li/vGPf4iHDx8WExMTxRMnTojPPfecaG1tLV67dk23TW5urmhhYSEuX7680n1MnDhR/OCDD3Q/Hzt2TJRKpeIXX3whXr58Wfziiy9EmUwmnjhxwujH01AZ4zx/+eWXokKhEH/99VcxLS1N98rPzzf68TRkxjjXFfGWk3HO840bN0QrKytxzpw5YkxMjPjHH3+Izs7O4r///W+jH09DZoxz/fHHH4vW1tbi5s2bxcTERHHfvn2it7e3OGrUKKMfT0P1qPPcv39/MSAgQDx06JCYmJgo/vjjj6JSqRSXLVum24cxvw8ZaB5h9OjRopubmyiXy0V3d3fxhRdeEC9evKi3zYoVK0Rzc3MxJyen0n30799fnDRpkl7bL7/8Ivr5+YlyuVz09/cXt23bZqxDMAnGOM+tWrUSATzw+vjjj414JA2fsX6n78dAY7zzfPz4cbFnz56imZmZ6OXlJX722Wd6Y2qaImOc69LSUnHBggWit7e3qFQqRQ8PD3HWrFlidna2EY+kYXvUeU5LSxMnT54suru7i0qlUvTz8xMXL14sarVa3TbG/D4URJHXzoiIiMi0cQwNERERmTwGGiIiIjJ5DDRERERk8hhoiIiIyOQx0BAREZHJY6AhIiIik8dAQ0RERCaPgYaIiIhMHgMNERERmTwGGiIiIjJ5DDRERERk8hhoiIiIyOT9PxAlI223LgaoAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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5dOw1KjduytSCk5WVRURERJllNWvWxNfXl6ysrPO+7pFHHqFLly7ceuut5XqfqVOnEhISUvqIidFhSBGR6qTE7uDZL37ln8u2YLMb3NQmko8e6Ezd0BpmRxMnueSCM3nyZDw8PC74SEpKKvf2znUNjWEY57225rPPPmPVqlVMnz693O8xYcIEcnNzSx8ZGRnlfq2IiFRtuadt3DsviTlr9gMwrkczZg1KwN9XXyR2Z5f82x07diwDBw684DoNGzYs17YiIyNZv359mWUnTpzAZrOddWTnd6tWrWLfvn1nfSvrzjvv5Nprr+W///3vWa+xWCxYLJo/RESkukk7XsDI+UmkHT+Fn48nr/Zvz01tdN1mdXDJBSc8PJzw8Iq5s2Pnzp2ZMmUKmZmZpRcKr1y5EovFQmJi4jlfM378eEaOHFlmWZs2bXjttdfo27dvheQSEZGq76c9xxmzcBN5RSVEh/jxzj0diKsbYnYsqSROPT6Xnp5OTk4O6enp2O12UlNTAWjatCmBgYH07NmT2NhYhg4dyssvv0xOTg6PPfYYo0aNKv0G1eHDh+nevTvz58+nY8eOREZGnvPC4vr169OoUSNnDkdERKoAwzCY+8sBnluxA7vDIKF+KG8P7UDtIB3Jr06cWnAmTpzIvHnzSn+Oj48HYPXq1XTr1g0vLy9WrFjB6NGj6dq1KzVq1GDw4MFMmzat9DU2m41du3ZRWFjozKgiIuIGrCUOJn66jSUbz1xreVdiPabcHofF28vkZFLZPAzDMMwOUdny8vIICQkhNzf3gvfaERGRqiO7oJgH3t/EhgM5eHrAhN6tGHltI90Q1o1cyue3LiEXEZEqb0dmHiPnJXH45GmCLN7MGBzP9S3qmB1LTKSCIyIiVdo327N4ZGkqhVY7DWv58+6wDjStE2R2LDGZCo6IiFRJhmHw+uq9TFu5G4CuTWvx+uAEQv19TU4mrkAFR0REqpzTVjv/XLaFzzcfAWB4l4b8q08rfLxMvUG/uBAVHBERqVKycosYNT+JrYdz8fb04Jlb4xjcqb7ZscTFqOCIiEiVkZJ+gvsWJHM8v5ia/j68eXciVzeuZXYscUEqOCIiUiV8nHKIJ5ZtxVrioEVEEO8O60BMmL/ZscRFqeCIiIhLszsMXv5mF2/9sA+AHq0imD6wPYEWfYTJ+elvh4iIuKz8IhvjlqTy/c5jAIzu1oTHerbA01M375MLU8ERERGXlJ5dyMj5G9l9tACLtycv3dWWW9vXNTuWVBEqOCIi4nLW7stm9MJkThTaqBNkYfY9HWgXE2p2LKlCVHBERMSlvL/uIJM/206Jw6BdvRDeuacDEcF+ZseSKkYFR0REXILN7uCZz39lwbqDANzSLpqX7mqLn49mApdLp4IjIiKmO3HKyphFm/hlXzYeHvBYzxaM7tZEM4HLZVPBERERU+05ms/I+UkczC4kwNeL6QPjuSE2wuxYUsWp4IiIiGlW7zzGg4tTKCguoV7NGrw7rAMtI4PNjiVuQAVHREQqnWEYvPNjGi98vRPDgI6NwnhzSAK1Ai1mRxM3oYIjIiKVqshm58nlW1mechiAQR3r8/QtrfH11kzgUnFUcEREpNIcyy/i/gXJpKSfxMvTg4k3x3JP5wa6mFgqnAqOiIhUim2Hcxk1P4nM3CJCavjw+uAErmkWbnYscVMqOCIi4nRfbDnCYx9upsjmoEntAN4ddhWNwgPMjiVuTAVHREScxuEwmP7dbmas2gvAdc1rM3NwPMF+PiYnE3engiMiIk5RaC3hH0s38/X2LABGXduI8b1b4aWZwKUSqOCIiEiFO3SikFHzk9mRmYevlyfP39GGuxLrmR1LqhEVHBERqVBJB3K4f0Ey2aeshAf68vbQRBIbhJkdS6oZFRwREakwH2zM4F+fbMVmN4iNCmb2sA7UDa1hdiyphlRwRETkipXYHUz9aidz1uwH4KY2kUzr1w5/X33MiDn0N09ERK5I7mkbDy5O4cfdxwEY16MZD/21GZ66mFhMpIIjIiKXLe14ASPnJ5F2/BR+Pp682r89N7WJMjuWiAqOiIhcnh93H2fsok3kFZUQHeLHO/d0IK5uiNmxRAAVHBERuUSGYfCfnw/w3IpfcRiQUD+Ut4d2oHaQZgIX16GCIyIi5WYtcTDx020s2ZgBwF2J9ZhyexwWby+Tk4mUpYIjIiLlkl1QzAPvb2LDgRw8PeDJm1ox4ppGmglcXJIKjoiIXNSOzDxGzkvi8MnTBFm8mTE4nutb1DE7lsh5qeCIiMgFfbM9i0eWplJotdOwlj/vDutA0zpBZscSuSAVHBEROSfDMJi1ai+vfLsbgGuahjNrcDyh/r4mJxO5OBUcERE5y2mrnX8u28Lnm48AMLxLQ/7dpxXeXp4mJxMpHxUcEREpIyu3iFHzk9h6OBdvTw+euTWOwZ3qmx1L5JKo4IiISKmU9BPctyCZ4/nF1PT34c27E7m6cS2zY4lcMhUcEREB4OOUQzyxbCvWEgctIoJ4d1gHYsL8zY4lcllUcEREqjm7w+Dlb3bx1g/7AOjRKoLpA9sTaNFHhFRd+tsrIlKN5RfZGLckle93HgNgzPVNePSGFpoJXKo8FRwRkWoqPbuQkfM3svtoARZvT166qy23tq9rdiyRCqGCIyJSDf2y7zdGL9zEyUIbdYIszL6nA+1iQs2OJVJhVHBERKqZ99cdZPJn2ylxGLSrF8I793QgItjP7FgiFUoFR0SkmrDZHTzz+a8sWHcQgFvbR/PinW3x89FM4OJ+VHBERKqBE6esjF64ibVp2Xh4wOO9WvDAdU00E7i4LRUcERE3t+doPiPnJ3Ewu5AAXy+mD4znhtgIs2OJOJUKjoiIG1u18ygPLU6loLiEejVr8O6wDrSMDDY7lojTqeCIiLghwzB458c0Xvh6J4YBnRqF8ebdiYQFaCZwqR5UcERE3EyRzc6Ty7eyPOUwAIM61ufpW1rj662ZwKX6UMEREXEjx/KKuP/9ZFLST+Ll6cHEm2O5p3MDXUws1Y4KjoiIm9h6KJdR85PIyisipIYPbwxJoGvTcLNjiZjCqccrp0yZQpcuXfD39yc0NPSc66Snp9O3b18CAgIIDw/noYcewmq1XnTba9eu5a9//SsBAQGEhobSrVs3Tp8+XcEjEBGpGr7YcoR+b/9CVl4RTWoH8MmYrio3Uq059QiO1WqlX79+dO7cmTlz5pz1vN1up0+fPtSuXZs1a9aQnZ3NsGHDMAyDmTNnnne7a9eu5cYbb2TChAnMnDkTX19fNm/ejKenzi+LSPXicBhM/243M1btBaBbi9rMGBRPsJ+PyclEzOVhGIbh7DeZO3cu48aN4+TJk2WWf/XVV9x8881kZGQQHR0NwJIlSxg+fDjHjh0jOPjcX2W8+uqrueGGG3j22WcvK09eXh4hISHk5uae9z1ERFzdqeISHv1gM19vzwLgvr805okbW+KlmcDFTV3K57ephzzWrl1LXFxcabkB6NWrF8XFxSQnJ5/zNceOHWP9+vXUqVOHLl26EBERwXXXXceaNWvO+z7FxcXk5eWVeYiIVGWHThRy55u/8PX2LHy9PJnWrx1P3tRK5Ubkf0wtOFlZWURElL2bZs2aNfH19SUrK+ucr0lLSwNg8uTJjBo1iq+//pqEhAS6d+/Onj17zvmaqVOnEhISUvqIiYmp2IGIiFSipAM53DrrZ3Zm5RMeaGHxfZ24K7Ge2bFEXMolF5zJkyfj4eFxwUdSUlK5t3eury4ahnHerzQ6HA4A7r//fv72t78RHx/Pa6+9RosWLXjvvffO+ZoJEyaQm5tb+sjIyCh3PhERV/LBxgwGzV5H9ikrraOD+WxsVxIbhJkdS8TlXPJFxmPHjmXgwIEXXKdhw4bl2lZkZCTr168vs+zEiRPYbLazjuz8LioqCoDY2Ngyy1u1akV6evo5X2OxWLBYLOXKJCLiikrsDp7/cifv/bwfgJvaRDKtXzv8fXW3D5FzueR/GeHh4YSHV8xXDzt37syUKVPIzMwsLS4rV67EYrGQmJh4ztc0bNiQ6Ohodu3aVWb57t276d27d4XkEhFxJbmnbTy4OIUfdx8HYFyPZjz012Z46nobkfNy6jU46enppKamkp6ejt1uJzU1ldTUVAoKCgDo2bMnsbGxDB06lJSUFL7//nsee+wxRo0aVXp19OHDh2nZsiUbNmwAzpzSevzxx5kxYwYfffQRe/fu5amnnmLnzp2MGDHCmcMREal0accLuP2Nn/lx93Fq+Hjx5pAExvVornIjchFOPbY5ceJE5s2bV/pzfHw8AKtXr6Zbt254eXmxYsUKRo8eTdeuXalRowaDBw9m2rRppa+x2Wzs2rWLwsLC0mXjxo2jqKiIRx55hJycHNq1a8e3335LkyZNnDkcEZFK9ePu44xdtIm8ohKiQ/yYPawDraNDzI4lUiVUyn1wXI3ugyMirswwDP7z8wGeW/ErDgMS6ofy9tAO1A7StYRSvV3K57euThMRcSHWEgdPfbKNpUlnvu15V2I9ptweh8Xby+RkIlWLCo6IiIv4raCYB95PZuOBE3h6wJM3tWLENY00E7jIZVDBERFxATsy8xg5L4nDJ08TZPFmxuB4rm9Rx+xYIlWWCo6IiMm+2Z7FI0tTKbTaaVjLn3eHdaBpnSCzY4lUaSo4IiImMQyDWav28sq3uwG4pmk4swbHE+rva3IykapPBUdExASnrXb+uWwLn28+AsDwLg35d59WeHuZOkWgiNtQwRERqWRZuUWMmp/E1sO5eHt68OxtcQzqWN/sWCJuRQVHRKQSpaSf4L4FyRzPLyYswJc3hyTQqXEts2OJuB0VHBGRSvJxyiGeWLYVa4mDFhFBvDusAzFh/mbHEnFLKjgiIk5mdxi8/M0u3vphHwA3xEbw2oD2BFq0CxZxFv3rEhFxovwiG+OWpPL9zmMAjLm+CY/e0EKTZYo4mQqOiIiTpGcXMmLeRvYcK8Di7clLd7Xl1vZ1zY4lUi2o4IiIOMEv+35j9MJNnCy0ERFs4Z2hHWgXE2p2LJFqQwVHRKSCLVh3kKc/206Jw6BdvRDeuacDEcF+ZscSqVZUcEREKojN7uCZz39lwbqDANzaPpoX72yLn49mAhepbCo4IiIV4MQpK6MXbmJtWjYeHvB4rxY8cF0TzQQuYhIVHBGRK7TnaD4j5ydxMLuQAF8vpg+M54bYCLNjiVRrKjgiIldg1c6jPLQ4lYLiEurVrMGcYVfRIlIzgYuYTQVHROQyGIbBOz+m8cLXOzEM6NQojDfvTiQsQDOBi7gCFRwRkUtUZLPz5PKtLE85DMDgTvWZ3Lc1vt6aCVzEVajgiIhcgmN5Rdz/fjIp6Sfx8vRgUt9Yhl7dQBcTi7gYFRwRkXLaeiiXUfOTyMorIqSGD28MSaBr03CzY4nIOajgiIiUwxdbjvDYh5spsjloUjuAd4ddRaPwALNjich5qOCIiFyAw2Ew/bvdzFi1F4BuLWozY1A8wX4+JicTkQtRwREROY9TxSX844NUvtl+FID7/tKYJ25siZdmAhdxeSo4IiLncOhEISPnJbEzKx9fL0+ev6MNdyXWMzuWiJSTCo6IyJ9sPJDD3xckk33KSnighbeHJpLYoKbZsUTkEqjgiIj8wdKN6fz7k23Y7Aato4OZfU8HokNrmB1LRC6RCo6ICFBid/D8lzt57+f9APRpE8XL/dri76vdpEhVpH+5IlLt5Z628eDiFH7cfRyAR3o056HuTXXzPpEqTAVHRKq13Ufz+fuCZNJ+O0UNHy9e7d+O3m2izI4lIldIBUdEqq1lyYf41ydbKbI5iA7xY/awDrSODjE7lohUABUcEal2imx2Jn26naVJGQBc2yyc6QPaUyvQYnIyEakoKjgiUq3s/+0UoxduYkdmHh4eMK57c8b+talu3ifiZlRwRKTa+HJrJv/8aAsFxSWEB/ryfwPjNVmmiJtSwRERt2ctcfD8lzuY+8sBADo2DGPm4Hgigv3MDSYiTqOCIyJu7dCJQsYsSmFzxkkA/n5dEx7r2RxvL09zg4mIU6ngiIjbWrXzKI8s3UzuaRshNXx4tX87ureKMDuWiFQCFRwRcTsldgevfLubN/+7D4B29UKYNTiBmDB/k5OJSGVRwRERt3I0r4gHF6ewYX8OAMO7NOTJm1rh661TUiLViQqOiLiNn/f+xsNLUvitwEqgxZsX72xLn7a6K7FIdaSCIyJVnsNhMGv1Xl77bjeGAS0jg3hjSAKNaweaHU1ETKKCIyJVWnZBMeOWpvLTnt8AGNAhhqdvbY2fj5fJyUTETCo4IlJlJR/MYczCFLLyivDz8eS529pwV2I9s2OJiAtQwRGRKscwDN79aT8vfr2TEodB49oBvDkkkRaRQWZHExEXoYIjIlVK7mkbj324mW9/PQpA33bRTL2jDYEW7c5E5P/THkFEqoyth3IZvSiZjJzT+Hp58lTfWO7uVB8PD02UKSJlqeCIiMszDIP316fz7Oe/YrU7iAmrwRuDE2lTL8TsaCLiolRwRMSlFRSX8OTyrXy2+QgAN8RGMO2udoT4+5icTERcmQqOiLisXVn5PLAwmbTjp/D29GB875aMuKaRTkmJyEWp4IiIS/oo+RD//mQrRTYHkcF+zBocT4eGYWbHEpEqQgVHRFxKkc3OpE+3szQpA4Brm4UzfUB7agVaTE4mIlWJCo6IuIz9v53igfeT2ZmVj4cHPNKjOWOub4qXp05Jicilcer0ulOmTKFLly74+/sTGhp6znXS09Pp27cvAQEBhIeH89BDD2G1Wi+43aysLIYOHUpkZCQBAQEkJCTw0UcfOWEEIlJZVmzJpO/MNezMyic80Jf3R3Tioe7NVG5E5LI49QiO1WqlX79+dO7cmTlz5pz1vN1up0+fPtSuXZs1a9aQnZ3NsGHDMAyDmTNnnne7Q4cOJTc3l88++4zw8HAWLVrEgAEDSEpKIj4+3plDEpEKZi1x8PyXO5j7ywEAOjYKY+ageCKC/cwNJiJVmodhGIaz32Tu3LmMGzeOkydPlln+1VdfcfPNN5ORkUF0dDQAS5YsYfjw4Rw7dozg4OBzbi8wMJA333yToUOHli6rVasWL730EiNGjLhonry8PEJCQsjNzT3ve4iI8x06UciYRSlszjgJwAPdmvDoDc3x9nLqwWURqaIu5fPb1L3I2rVriYuLKy03AL169aK4uJjk5OTzvu6aa65h6dKl5OTk4HA4WLJkCcXFxXTr1u2c6xcXF5OXl1fmISLm+n7HUfrMWMPmjJOE1PDhveEdeOLGlio3IlIhTL3IOCsri4iIiDLLatasia+vL1lZWed93dKlSxkwYAC1atXC29sbf39/Pv74Y5o0aXLO9adOncrTTz9dodlF5PKU2B1MW7mbt37YB0C7mFBeHxxPvZr+JicTEXdyyf+pNHnyZDw8PC74SEpKKvf2znXDLsMwLngjr3//+9+cOHGC7777jqSkJP7xj3/Qr18/tm7des71J0yYQG5ubukjIyOj3PlEpOIczSti8Oz1peVmeJeGfHh/Z5UbEalwl3wEZ+zYsQwcOPCC6zRs2LBc24qMjGT9+vVllp04cQKbzXbWkZ3f7du3j1mzZrFt2zZat24NQLt27fjpp594/fXXeeutt856jcViwWLRPTREzLRmz288vCSF7FNWAi3evHhnW/q0jTI7loi4qUsuOOHh4YSHh1fIm3fu3JkpU6aQmZlJVNSZHd3KlSuxWCwkJiae8zWFhYUAeHqWPfjk5eWFw+GokFwiUnHsDoNZq/Yy/fvdGAa0jAzijSEJNK4daHY0EXFjTr2aLz09ndTUVNLT07Hb7aSmppKamkpBQQEAPXv2JDY2lqFDh5KSksL333/PY489xqhRo0qvjj58+DAtW7Zkw4YNALRs2ZKmTZty//33s2HDBvbt28crr7zCt99+y2233ebM4YjIJcouKGb4fzbw2ndnys3Aq2L4ZExXlRsRcTqnXmQ8ceJE5s2bV/rz7/eoWb16Nd26dcPLy4sVK1YwevRounbtSo0aNRg8eDDTpk0rfY3NZmPXrl2lR258fHz48ssvGT9+PH379qWgoICmTZsyb948brrpJmcOR0QuQdKBHMYuSiErrwg/H0+eu60NdyXWMzuWiFQTlXIfHFej++CIOI9hGLz7035e+HondodBk9oBvDEkkRaRQWZHE5Eq7lI+vzUXlYhUmNxCG499tJlvfz0KwC3topl6RxsCLNrViEjl0l5HRCrE1kO5jF6UTEbOaXy9PJnYN5Yhnepf8JYPIiLOooIjIlfEMAzeX3eQZ7/YgdXuICasBm8OSSSubojZ0USkGlPBEZHLVlBcwoTlW/l88xEAesZG8HK/doTU8DE5mYhUdyo4InJZdmblMXrhJtKOn8Lb04PxvVsy4ppGOiUlIi5BBUdELtmHSRk89ek2imwOIoP9mDU4ng4Nw8yOJSJSSgVHRMqtyGZn4qfb+CDpEAB/aV6b1/q3o1agpkIREdeigiMi5ZJ2vIDRCzexMysfTw94pEdzxlzfFE9PnZISEdejgiMiF7ViSyZPLNtCQXEJ4YG+zBgYT5emFTMnnYiIM6jgiMh5FZfYeX7FDuatPQhAx0ZhzBoUT51gP5OTiYhcmAqOiJxTRk4hYxdtYvOhXABGd2vCP25ojreXU+foFRGpECo4InKW73cc5R8fbCb3tI2QGj68NqAdf20ZYXYsEZFyU8ERkVIldgcvr9zF2z+kAdA+JpRZg+OpV9Pf5GQiIpdGBUdEAMjKLeKhxSlsOJADwPAuDXnyplb4euuUlIhUPSo4IsKaPb/x8JIUsk9ZCbR489JdbbmpTZTZsURELpsKjkg1ZncYzFy1h//7fg+GAa2ignljSAKNwgPMjiYickVUcESqqeyCYsYtTeWnPb8BMPCqGCbf0ho/Hy+Tk4mIXDkVHJFqaOOBHB5clEJWXhE1fLx47rY47kysZ3YsEZEKo4IjUo0YhsHsn9J48etd2B0GTWoH8ObdiTSPCDI7mohIhVLBEakmcgttPPrhZr7bcRSAW9tH8/ztbQiwaDcgIu5HezaRamDLoZOMXriJQydO4+vlyaRbYhncsT4eHpooU0TckwqOiBszDIP31x3k2S92YLU7qB/mzxtDEoirG2J2NBERp1LBEXFTBcUlTFi+lc83HwGgZ2wEL/drR0gNH5OTiYg4nwqOiBvamZXH6Pc3kfbbKbw9PRjfuyUjrmmkU1IiUm2o4Ii4mQ+TMnjq020U2RxEhfgxa3A8iQ3CzI4lIlKpVHBE3MRpq52Jn27jw+RDAPyleW2mD2hPWICvyclERCqfCo6IG0g7XsDohZvYmZWPpwc80qM5Y65viqenTkmJSPWkgiNSxX2x5QhPfLSFU1Y74YEWZgxsT5em4WbHEhExlQqOSBVVXGLn+RU7mLf2IACdGoUxc1A8dYL9TE4mImI+FRyRKigjp5Cxizax+VAuAGOub8IjPZrj7eVpcjIREdeggiNSxXz361H+8UEqeUUlhPr78Fr/9lzfso7ZsUREXIoKjkgVYbM7mLZyF2//kAZA+5hQXh+SQN3QGiYnExFxPSo4IlVAVm4RDy7exMYDJwD4W9eGTOjdCl9vnZISETkXFRwRF/fTnuOMW5JK9ikrgRZvXrqrLTe1iTI7loiIS1PBEXFRdofBjO/3MGPVHgwDWkUF8+aQBBqGB5gdTUTE5angiLig3wqKGbcklTV7fwNgUMcYJvVtjZ+Pl8nJRESqBhUcERez8UAOYxdt4mheMTV8vJhyexx3JNQzO5aISJWigiPiIgzD4J0f03jpm13YHQZN6wTyxpAEmkcEmR1NRKTKUcERcQG5hTYe/TCV73YcA+C29tFMub0NARb9ExURuRzae4qYbHPGScYs2sShE6fx9fZkct/WDOoYg4eHJsoUEblcKjgiJjEMgwXrDvLcFzuw2h3UD/PnjSEJxNUNMTuaiEiVp4IjYoKC4hLGL9vCF1syAejVOoKX7mpHSA0fk5OJiLgHFRyRSrYjM48xCzeR9tspvD09GN+7JSOuaaRTUiIiFUgFR6QSfZCUwVOfbKO4xEFUiB+zBieQ2KCm2bFERNyOCo5IJThttfPUp9v4KPkQANc1r81rA9oTFuBrcjIREfekgiPiZPuOFzBm4SZ2ZuXj6QH/uKE5o7s1xdNTp6RERJxFBUfEiT7ffITxy7ZwymonPNDCjEHt6dIk3OxYIiJuTwVHxAmKS+xMWbGD+WsPAtCpURgzB8VTJ9jP5GQiItWDCo5IBcvIKWTMok1sOZQLwJjrm/BIj+Z4e3manExEpPpQwRGpQN/+epRHP0glr6iEUH8fXuvfnutb1jE7lohItaOCI1IBbHYH077Zxds/pgHQPiaU14ckUDe0hsnJRESqJxUckSuUlVvEg4s3sfHACQDu7dqI8b1b4uutU1IiImZRwRG5Aj/tOc7DS1LJOWUlyOLNS3e1pXebKLNjiYhUe079T8wpU6bQpUsX/P39CQ0NPec6Dz/8MImJiVgsFtq3b1+u7RYXF/Pggw8SHh5OQEAAt9xyC4cOHaq44CIXYXcYvPbtbu55bwM5p6zERgXz+YPXqNyIiLgIpxYcq9VKv379eOCBB867jmEY3HvvvQwYMKDc2x03bhwff/wxS5YsYc2aNRQUFHDzzTdjt9srIrbIBf1WUMyw9zbwf9/vwTBgUMf6LB/dhYbhAWZHExGR/3HqKaqnn34agLlz5553nRkzZgBw/PhxtmzZctFt5ubmMmfOHBYsWECPHj0AeP/994mJieG7776jV69eVx5c5Dw27M/hwcWbOJpXTA0fL56/I47b4+uZHUtERP6kyl2Dk5ycjM1mo2fPnqXLoqOjiYuL45dffjlnwSkuLqa4uLj057y8vErJKu7D4TB456c0Xv5mF3aHQdM6gbw5JIFmEUFmRxMRkXOocl/zyMrKwtfXl5o1y87AHBERQVZW1jlfM3XqVEJCQkofMTExlRFV3MTJQiv3LUjiha92YncY3NY+mk/HdFW5ERFxYZdccCZPnoyHh8cFH0lJSc7IekGGYeDhce7JCydMmEBubm7pIyMjo5LTSVW1OeMkfWas4bsdx/D19uT529vw2oD2BFiq3MFPEZFq5ZL30mPHjmXgwIEXXKdhw4aXm+eiIiMjsVqtnDhxosxRnGPHjtGlS5dzvsZisWCxWJyWSdyPYRjMX3uQ51b8is1uUD/MnzeGJBBXN8TsaCIiUg6XXHDCw8MJDzdvNuTExER8fHz49ttv6d+/PwCZmZls27aNl156ybRc4j7yi2yMX76VFVsyAejVOoKX+7Uj2M/H5GQiIlJeTj3Onp6eTk5ODunp6djtdlJTUwFo2rQpgYGBAOzdu5eCggKysrI4ffp06TqxsbH4+vpy+PBhunfvzvz58+nYsSMhISGMGDGCRx99lFq1ahEWFsZjjz1GmzZtSr9VJXK5dmTmMXrhJvb/dgpvTw8m3NSKe7s2PO/pTxERcU1OLTgTJ05k3rx5pT/Hx8cDsHr1arp16wbAyJEj+eGHH85aZ//+/TRs2BCbzcauXbsoLCwsXee1117D29ub/v37c/r0abp3787cuXPx8vJy5nDEzX2wMYOnPt1GcYmDqBA/Zg1OILFBzYu/UEREXI6HYRiG2SEqW15eHiEhIeTm5hIcHGx2HDHZaaudpz7dxkfJZ+6G3a1FbV7t356wAF+Tk4mIyB9dyue3vgoi1dq+4wWMfn8Tu47m4+kBj/ZswQPXNcHTU6ekRESqMhUcqbY+33yE8cu2cMpqJzzQwoxB7enSxLwL6EVEpOKo4Ei1U1xi57kvdrBg3UEArm4cxoxB8dQJ8jM5mYiIVBQVHKlWMnIKGb1wE1sP5wIw5vomPNKjOd5eVe6m3iIicgEqOFJtfPvrUR79IJW8ohJC/X14bUB7rm9Rx+xYIiLiBCo44vZsdgcvf7OLd35MAyC+fiizBidQN7SGyclERMRZVHDErWXmnubBRSkkHTwBwL1dGzG+d0t8vXVKSkTEnangiNv6cfdxxi1NJeeUlSCLNy/3a8uNcVFmxxIRkUqggiPnZRgGWw7lUj/Mn5p/uundz3t/44fdx4mNCqZ9TCgNavm7zHQGdofB/32/h5mr9mAY0Do6mDeGJNCgVoDZ0UREpJKo4Mg5HT55mqc+2caqnce4tlk4C0Z0Kn3uq62ZPLg4hRLH/78Jdqi/D+3qhdIuJpT4mDP/a8adgH8rKObhJSn8vDcbgMGd6jPx5lj8fDSNh4hIdaKCI2XYHQYL1h7g5W92ccpqB6BHq4jS5z/ffIRxS1OxOww6NgrDWuLg1yN5nCy08cPu4/yw+3jpuvXD/GkXE0r7mFDax4TQOjrEqUVjw/4cxi7axLH8Ymr4ePH8HXHcHl/Pae8nIiKuSwVHSu3KyueJZVtIzThZuuzJm1oyrEtDAD5NPcwjS1NxGHBnQj1euqstXp4eWEsc7MjMY/Ohk6RmnHmkHT9Fek4h6TmFfL75CADenh60jAqifUwo7eqFEl8/lMbhgVc8LYLDYfDOT2m8/M0u7A6DZnUCeWNIAs0igq5ouyIiUnVpsk1NtkmRzc7rq/fy5n/3lTntNKlvLH/r2giAZcmHePyjzTgMGNAhhql3tLlgMck9bWPLoZOkpp8sLT6/FVjPWi/I4k3bmBDa1fv9SE8odYLLf0fhk4VWHv1gM9/vPAbA7fF1mXJ7HP6+6u4iIu7mUj6/VXCqecFZn5bNhI+3knb8VJnlz90Wx91XNwDgg40ZPLF8C4Zx5pqW526Nu+SjLoZhcPjkaTZn5JKacYLNGblsOXySIpvjrHWjQ/xKT20lNKhJQv2aeJ3j/VIzTjJm4SYOnzyNr7cnk/u2ZlDHGJe52FlERCqWCs5FqOCcOcLywlc7WbwhvcxyDw948Y629L8qBoBF69N58uOtANzTuQFP39K6wgpEid3B7qMFpGacZPP/Tm3tPpbPn/9GRgb7cWv7aG6Lr0urqGAMw2DeLweY8uUObHaDBrX8eX1wAnF1Qyokl4iIuCYVnIuo7gXn622ZTPx0O8fyi8ss9/SAaf3acUfCmQtz5689wMRPtwPwt64NmXhzrNOPjhQUl7D1UO6Z01rpJ/ll32/kFZWUPt8yMog6wX78+L+LmW9sHclL/doS7Ofj1FwiImI+FZyLqK4FJyu3iImfbmPlr0eBM99yspY4yMorwsvTg9cGtOeWdtEAvLdmP8988SsA9/2lMRN6tzTl1E9xiZ3VO4/zScphVu08htV+5pSWt6cHT97Uir91bahTUiIi1cSlfH7rSsxqwOEwWLQhnRe/2kl+cQnenh6MuLYRe48W8P3OY3h7ejBzUDy925y5y+/sH9OY8uUOAB7o1oR/9mphWomweHtxY1wkN8ZFklto48ttmWw8kMPdVzcgoX5NUzKJiIjr0xEcNz+Cs/dYPhOWb2XjgTNzMbWLCeXZW1szc9Vevv31KL5enrwxJIEesWfudfPmf/fx4tc7AXjor0155IbmOkIiIiIuQUdwhOISO2/+dx9vrN6H1e7A39eLx3u1YMBVMYxZuInVu47j6+3JO0MT6daiDgAzv9/DK9/uBuCRHs15uEczM4cgIiJy2VRw3FDywRzGL9vKnmMFAFzfojbP3d6GMH9fRs1PYs3e3/Dz8WTOsKvo2jQcwzCY/t0e/u/7PQA83qsFY65vauYQRERErogKjhvJL7Lx8je7WLDuIIYBtQJ8mXRLa/q2jaLQaudvczewLi0Hf18v3ht+FVc3roVhGLyycjezVu8FYHzvlvz9uiYmj0REROTKqOC4iW9/PcpTn2wjK68IgLsS6/Gvm1pRM8CX/CIbf/vPRpIOniDQ4s3cv11Fh4ZhGIbBi1/v4q0f9gHw7z6tGHltYzOHISIiUiFUcKq4Y/lFTP5sO19uzQKgQS1/nr+9DV2bhgNnjuoMnbOB1IyTBPl5s2BEJ9rHhGIYBlNW7ODdNfsBmNw3luH/m5ZBRESkqlPBqaIMw2Dpxgye/3IHeUUleHl6MOraxjzcvRk1fM/M2F1kszNyXhKpGScJ9ffh/RGdiKsbgmEYPP35r8z95QAAz94Wx9D/TcsgIiLiDlRwqqD9v51iwvItrEvLAaBN3RBeuLMNraP//1QFJXYHDy1OYf3+HAIt3qXlxuEwmPTZdhasOwjA1DvaMKhjfVPGISIi4iwqOFWItcTB+OVbWL7pMAA1fLx4tGdzhndpiLeXZ+l6hmHwr4/P3LHY19uT2fd0KC03//pkK4s3ZJyZc+rOtvTvEGPWcERERJxGBacKyD1tY+yiTfy057cyy2cNjqd7q4iz1n/x610sTcrA0wNmDoqnc5Na2B0G45dt4cPkQ2fNOSUiIuJuVHBcWH6RjddX7yv9ltOfpecUnrVs9o9ppetPvaMNvVpHYncYPP7hZpanHMbTA14b0J5b29d1anYREREzqeC4qGXJh3j0w81lltXw8SKubjAbD5wgMtiPuxLLHoH5KPlQ6RxST9zYkgFX1afE7uDRDzfzaeoRvDw9mDEwnj5toyptHCIiImZQwXFBKeknzio3//nbVRzNLWL88q14e3rw1tBEgvx8Sp//7tejPLFsCwCjrm3E369rjM3uYNzSVFZsycTb04NZg+O5MU7lRkRE3J8KjgtatulQ6f//W9eGPN6rBYdPnOaB95OBM1MptI8JLV1nfVo2YxZtwu4wuDOhHk/e1Aqb3eChxSl8vT0LHy8PXh+cQM/WkZU9FBEREVOo4LigW9rVpcjm4M6EenRuUosim50HF6dQZHNwbbNwRv3hbsO/Hslj5Lwkiksc9GhVhxfvbIPV7mDsopTS2cLfGprAX1uefTGyiIiIu1LBcUEdG4XRsVFY6c9Tv9zBzqx8wgN9eaV/Ozw9PQA4mH2Ke97bQH5xCR0bhjFrcAIlDoPRCzexauexs2YLFxERqS5UcFzcyu1ZzFt75qZ80/q1o06QHwDH8ooYOmcDvxUU0yoqmNnDOgBw/4Jkfth9HIv3mdnCr2kWblp2ERERs6jguLDM3NP88w8XDv9+JCb3tI173ttAek4h9cP8mXfvVfh6eTJqfhI/7fmNGj5ezBnegS5NVG5ERKR6UsFxUXaHwbglqZwstNGmbgiP92oJnJlfatS8pP+dsrKwYERHAi3e3Dt3I2vTsvH39eI/w6+iU+NaJo9ARETEPCo4Lur11XtZvz+HAF8vZgyKx9fbkxK7g7GLNrHhQA5Bft7Mv7cj4YEWhv9nIxv+N+fU3L9dRYeGYRd/AxERETemguOCkg7kMP273cCZmb4bhQfgcBg8sWwr3+04Vnp9TUxYDYa9t4GkgycIsngzb0RHEurXNDm9iIiI+VRwXExuoY2Hl6TiMOD2+LrckVAPwzCY+tUOlm06hJenB28MSaBlVBD3vLeBlPSTBPt5s2BEJ9r94d44IiIi1ZkKjgsxDIPxy7dw+ORpGtby59nb4gB464c0Zv+0H4CX7mxLhwZhDH13PZsP5RLq78P7IzoRVzfEzOgiIiIuRQXHhSzekMFX287ceXjGoHgCLd4s3ZjOi1/vBODffVrx15Z1GDJnHdsO51HT34eFI68mNjrY5OQiIiKuRQXHRew+ms/Tn28H4J+9WtK2Xig5p6w8+8WZyTMf6NaEOxLqMfjd9ezIzKNWgC8LR3WiZaTKjYiIyJ+p4LiAIpudBxelUFzi4C/NazPimkYAhAX4Mu/ejny1NZN7uzZi8Ox1pV8PXzyqE80igkxOLiIi4ppUcFzAlBU72HX0THF5pd//n4oBILFBTWLCajB49jr2HCugTpCFRaOupmmdQBMTi4iIuDYVHJN9vS2LBevOTMXwav921A6ylHn+aF4Rg2avI+34KSKD/Vh839U0Cg8wI6qIiEiVoYJjoiMnT/PE/6ZiuP8vjflL89plns/MPc3g2evZ/9sp6obWYNGoTjSopXIjIiJyMSo4Jvl9Kobc0zba1Qvh0Z4tyjyfmXuaAW+vIz2nkHo1a7B41NXEhPmblFZERKRqUcExycxVe9hw4Mz0Cr9PxfC7vCIbw9/bWDqZ5uL7rqZuaA0T04qIiFQtnhdfRSrahv05zPh+DwDP3RZX5rSTze5gzMJN7DqaT+0gC4tGdVK5ERERuUQqOJXsZKGVcUtScBhwZ0I9bouvW/qcYRg89ck2ftrzGzV8vHhv2FXUq6nTUiIiIpdKp6gqkWEYPLFsC0dyi2gUHsDTt7Yufc7hMHjx650s2ZiBpwfMHBRPm3qafkFERORyqOBUooXr0/lm+9EzUzEMPDMVA8Bpq51HP0zly61ZAEy+pTU9YiPMjCoiIlKlOfUU1ZQpU+jSpQv+/v6Ehoaec52HH36YxMRELBYL7du3v+g2c3JyePDBB2nRogX+/v7Ur1+fhx56iNzc3IoNX8F2ZeXz7Be/AvDEjS1Lj84cyy9i4Dtr+XLrmTmopvVrxz2dG5qYVEREpOpzasGxWq3069ePBx544LzrGIbBvffey4ABA8q1zSNHjnDkyBGmTZvG1q1bmTt3Ll9//TUjRoyoqNgV7rTVzoOLN1Fc4qBbi9rc2/XMVAw7MvO4bdbPZWYFvyuxnslpRUREqj6nnqJ6+umnAZg7d+5515kxYwYAx48fZ8uWLRfdZlxcHMuWLSv9uUmTJkyZMoW7776bkpISvL1d76zbcyt+ZffRAmoHWZj2v6kYVu08yoOLUjhltdM4PIA5w6/SHYpFREQqiOu1gcuQm5tLcHDwectNcXExxcXFpT/n5eVVVjS+2prJwvXpeHjAa/3bUyvAl//8vJ9nv/gVhwGdG9fizbsTCPX3rbRMIiIi7q7Kf008OzubZ599lvvvv/+860ydOpWQkJDSR0xMTKVkO1xmKoYmXN04jImfbufpz8+UmwEdYph3b0eVGxERkQp2yQVn8uTJeHh4XPCRlJTkjKxnycvLo0+fPsTGxjJp0qTzrjdhwgRyc3NLHxkZGU7PVmJ3MG5JCnlFJbSLCeX+vzRmxLwkFqw7iIcHjO/dkhfubFPmDsYiIiJSMS75FNXYsWMZOHDgBddp2LDh5eYpt/z8fG688UYCAwP5+OOP8fHxOe+6FosFi8Vy3uedYcaqvWw8cIJAizdP9GrBgHfWsvtoAX4+nkwfEM+NcZGVmkdERKQ6ueSCEx4eTnh4uDOylFteXh69evXCYrHw2Wef4efnZ2qeP1uXls2sVWemYrg9vi5jF6eQc8pKnSALc4ZdpRv4iYiIOJlTLzJOT08nJyeH9PR07HY7qampADRt2pTAwEAA9u7dS0FBAVlZWZw+fbp0ndjYWHx9fTl8+DDdu3dn/vz5dOzYkfz8fHr27ElhYSHvv/8+eXl5pRcN165dGy8vL2cO6aJOnLIybkkqDuPMz0s2pmOzG7SODubdYR2ICtG8UiIiIs7m1IIzceJE5s2bV/pzfHw8AKtXr6Zbt24AjBw5kh9++OGsdfbv30/Dhg2x2Wzs2rWLwsJCAJKTk1m/fj1wpij90e+vMdPohZvIyisq/dlmN7ipTSTT+rXD39ctvrQmIiLi8jwMwzDMDlHZ8vLyCAkJKf16eUXJL7LRZvLKMsse7t6Mh7s3w9PTo8LeR0REpDq6lM9vHVKoQEF+PrwxJIHDJ07ToJY/raKCiQnTbOAiIiKVTQWngt3UJsrsCCIiItWebsIiIiIibkcFR0RERNyOCo6IiIi4HRUcERERcTsqOCIiIuJ2VHBERETE7ajgiIiIiNtRwRERERG3o4IjIiIibkcFR0RERNyOCo6IiIi4HRUcERERcTsqOCIiIuJ2quVs4oZhAJCXl2dyEhERESmv3z+3f/8cv5BqWXDy8/MBiImJMTmJiIiIXKr8/HxCQkIuuI6HUZ4a5GYcDgdHjhzBMAzq169PRkYGwcHBZsdyiry8PGJiYtx6jFA9xqkxuo/qME6N0X240jgNwyA/P5/o6Gg8PS98lU21PILj6elJvXr1Sg91BQcHm/5Lc7bqMEaoHuPUGN1HdRinxug+XGWcFzty8ztdZCwiIiJuRwVHRERE3E61LjgWi4VJkyZhsVjMjuI01WGMUD3GqTG6j+owTo3RfVTVcVbLi4xFRETEvVXrIzgiIiLinlRwRERExO2o4IiIiIjbUcERERERt+OWBWfq1Kl4eHgwbty40mVHjx5l+PDhREdH4+/vz4033siePXsuuq2TJ08yZswYoqKi8PPzo1WrVnz55ZdOTF8+FTnG6dOn06JFC2rUqEFMTAyPPPIIRUVFTkx/fpMnT8bDw6PMIzIysvR5wzCYPHky0dHR1KhRg27durF9+/aLbnfZsmXExsZisViIjY3l448/duYwLsgZY5w9ezbXXnstNWvWpGbNmvTo0YMNGzY4eygX5Kzf5e+WLFmCh4cHt912mxPSl4+zxuhK+x1njdGV9jtw8XEuX76cXr16ER4ejoeHB6mpqeXablXa91zOGF1x3/M7tys4Gzdu5J133qFt27alywzD4LbbbiMtLY1PP/2UlJQUGjRoQI8ePTh16tR5t2W1Wrnhhhs4cOAAH330Ebt27WL27NnUrVu3MoZyXhU5xoULFzJ+/HgmTZrEjh07mDNnDkuXLmXChAmVMZRzat26NZmZmaWPrVu3lj730ksv8eqrrzJr1iw2btxIZGQkN9xwQ+n8Yueydu1aBgwYwNChQ9m8eTNDhw6lf//+rF+/vjKGc04VPcb//ve/DBo0iNWrV7N27Vrq169Pz549OXz4cGUM57wqepy/O3jwII899hjXXnutM+OXS0WP0RX3OxU9Rlfc78CFx3nq1Cm6du3KCy+8UO7tVbV9z+WM0VX3PQAYbiQ/P99o1qyZ8e233xrXXXed8fDDDxuGYRi7du0yAGPbtm2l65aUlBhhYWHG7Nmzz7u9N99802jcuLFhtVqdHb3cKnqMY8aMMf7617+WWfaPf/zDuOaaa5yS/2ImTZpktGvX7pzPORwOIzIy0njhhRdKlxUVFRkhISHGW2+9dd5t9u/f37jxxhvLLOvVq5cxcODACsl8qZwxxj8rKSkxgoKCjHnz5l1p3MvmrHGWlJQYXbt2Nd59911j2LBhxq233lqBqS+NM8boavsdZ4zR1fY7hnHhcf7R/v37DcBISUm56LpVad/zR5cyxj9zhX3P79zqCM6YMWPo06cPPXr0KLO8uLgYAD8/v9JlXl5e+Pr6smbNmvNu77PPPqNz586MGTOGiIgI4uLieP7557Hb7c4ZQDlU9BivueYakpOTSw8ppqWl8eWXX9KnTx8npC+fPXv2EB0dTaNGjRg4cCBpaWkA7N+/n6ysLHr27Fm6rsVi4brrruOXX3457/bWrl1b5jUAvXr1uuBrnK2ix/hnhYWF2Gw2wsLCKjz7pXDGOJ955hlq167NiBEjnJq9vCp6jK6436noMbrifgfOP87LVZX2PRXFVfY94EaTbS5ZsoRNmzaxcePGs55r2bIlDRo0YMKECbz99tsEBATw6quvkpWVRWZm5nm3mZaWxqpVqxgyZAhffvkle/bsYcyYMZSUlDBx4kRnDuecnDHGgQMHcvz4ca655hoMw6CkpIQHHniA8ePHO3Mo59WpUyfmz59P8+bNOXr0KM899xxdunRh+/btZGVlARAREVHmNRERERw8ePC828zKyjrna37fXmVzxhj/bPz48dStW/esIlyZnDHOn3/+mTlz5pT7+gdnc8YYXW2/44wxutp+By48zlq1al3WNqvSvudyx/hnrrDvKWX2IaSKkJ6ebtSpU8dITU0tXfbH0zeGYRhJSUlGu3btDMDw8vIyevXqZfTu3dvo3bv3ebfbrFkzIyYmxigpKSld9sorrxiRkZFOGceFOGuMq1evNiIiIozZs2cbW7ZsMZYvX27ExMQYzzzzjDOHU24FBQVGRESE8corrxg///yzARhHjhwps87IkSONXr16nXcbPj4+xqJFi8ose//99w2LxeKUzJeqIsb4Ry+++KJRs2ZNY/Pmzc6Ie9mudJx5eXlGw4YNjS+//LJ0mdmnqP6sIn6XrrTfOZeKGKOr73cMo+w4/+hSTt9UpX3PH13uKSpX2/e4xRGc5ORkjh07RmJiYukyu93Ojz/+yKxZsyguLiYxMZHU1FRyc3OxWq3Url2bTp060aFDh/NuNyoqCh8fH7y8vEqXtWrViqysLKxWK76+vk4d1x85a4xPPfUUQ4cOZeTIkQC0adOGU6dOcd999/Gvf/0LT09zz2IGBATQpk0b9uzZU/ptmaysLKKiokrXOXbs2Fn/lfRHkZGRZ/0X08VeU5kqYoy/mzZtGs8//zzfffddmYvQXcGVjnPfvn0cOHCAvn37li5zOBwAeHt7s2vXLpo0aeK8AZRDRfwuXWm/cy4VMUZX3+9A2XFerqq077lSrrjvMf9vUQXo3r07W7duJTU1tfTRoUMHhgwZQmpqapkdRUhICLVr12bPnj0kJSVx6623nne7Xbt2Ze/evaU7UYDdu3cTFRVV6TsZZ42xsLDwrJ2Jl5cXhmFguMA0ZcXFxezYsYOoqCgaNWpEZGQk3377benzVquVH374gS5dupx3G507dy7zGoCVK1de8DWVqSLGCPDyyy/z7LPP8vXXX1+w1JrlSsfZsmXLs/4N3HLLLVx//fWkpqYSExNTWUM5r4r4XbrSfudcKmKMrr7fgbLjvFxVad9zJVx232PuASTn+fPpmw8++MBYvXq1sW/fPuOTTz4xGjRoYNxxxx1lXjN06FBj/PjxpT+np6cbgYGBxtixY41du3YZX3zxhVGnTh3jueeeq6xhXFBFjHHSpElGUFCQsXjxYiMtLc1YuXKl0aRJE6N///6VNYwyHn30UeO///2vkZaWZqxbt864+eabjaCgIOPAgQOGYRjGCy+8YISEhBjLly83tm7dagwaNMiIiooy8vLySrfx5zH+/PPPhpeXl/HCCy8YO3bsMF544QXD29vbWLduXaWPzzCcM8YXX3zR8PX1NT766CMjMzOz9JGfn1/p4/udM8b5Z2afonLGGF1tv+OMMbrafscwLj7O7OxsIyUlxVixYoUBGEuWLDFSUlKMzMzM0m1U9X3P5YzRFfc9v6s2Bef//u//jHr16hk+Pj5G/fr1jX//+99GcXHxWa8ZNmxYmWW//PKL0alTJ8NisRiNGzc2pkyZUubcuJkqYow2m82YPHmy0aRJE8PPz8+IiYkxRo8ebZw4caJyBvEnAwYMMKKiogwfHx8jOjrauOOOO4zt27eXPu9wOIxJkyYZkZGRhsViMf7yl78YW7duLbONc/0eP/zwQ6NFixaGj4+P0bJlS2PZsmWVMZxzcsYYGzRoYABnPSZNmlRJozqbs36Xf2R2wXHWGF1pv+OMMbrafscwLj7O//znPxf9N1bV9z2XM0ZX3Pf8zsMwXOR4oIiIiEgFcYtrcERERET+SAVHRERE3I4KjoiIiLgdFRwRERFxOyo4IiIi4nZUcERERMTtqOCIiIiI21HBEREREbejgiMiIiJuRwVHRERE3I4KjoiIiLgdFRwRERFxO/8PDvysZgiFzhUAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Zb0Szwdwtwd/b3c6lIUfU6xqclStXdug4fOXP0aNHAQBLly7FLbfcgqSkJDz++ON47733sH79elRXV3f7PgaDAQsWLIDJZMI777zT7fGCIHQ5D8KaNWsgl8stP0qlsncfmoiIHEp7/xs3sQi+Mpv3tiAn1Oun4umnn8aCBQuuekxsbGyn2ydOnAgAyMvLQ1BQUJfnGwwGzJs3DxcuXMD+/fsttTcAEBYWBr1ej9raWqtanMrKSkyaNKnT661YsQJ//OMfLa/r6+sZcoiInFh7wPH3knKSP+pUrwOOQqGAQqG4pjc7fvw4ACA8PLzLY9rDTW5uLn744YcOQWjs2LFwd3fHnj17MG/ePABAWVkZsrOz8dprr3V6TZlMBpmM03gTEbmK2sa2/jdsnqIu2Kxe79ChQzh8+DCmTp0KuVyOjIwMLF26FGlpaYiOjrYcFx8fjzVr1mDOnDlobW3F/fffj2PHjmHHjh0wGo2WfjWBgYGQSqWQy+V47LHHsGzZMgQFBSEwMBDPPfccEhMTLaOqiIjItbXX4ASwgzF1wWYBRyaTYcuWLVi1ahV0Oh1iYmKwaNEivPDCC1bH5eTkQKPRAAAuXryI7du3AwBGjx5tddwPP/yAKVOmAADeeOMNuLm5Yd68eWhubsa0adOwYcMGSCQSW30cIiJyIAw41B2bBZyUlBQcPny42+MEQbD8PTY21up1Vzw8PPD222/j7bffvq4yEhGRc2pvouIcONQVrkVFRERO59IsxuyDQ51jwCEiIqfDJirqDgMOERE5nZpGBhy6OgYcIiJyOlxok7rDgENERE6nvZOxvxf74FDnGHCIiMjpsAaHusOAQ0RETqXFYESTvm2hTfbBoS4w4BARkVOpazI3T0nEIvh5cKFN6hwDDhEROZXLh4hzoU3qCgMOERE5lR9yKgEAEf4edi4JOTIGHCIichqaZgPeO5APAHh0cqx9C0MOjQGHiIicxgc/FaC+pRXDQn2Qlhxp7+KQA2PAISIip1DVoMOHv1wAACybMRwSMfvfUNcYcIiIyCm8cyAPTXojkqPkmDEy1N7FIQfHgENERA6vtK4ZGw8XAwCenxnP0VPULQYcIiJyeP/Ymwu90YQbBgdhclyQvYtDToABh4iIHFp+lRZfHLsIAHhu5nDW3lCPMOAQEZFDe2PPeRhNAqaPCMHYmAB7F4ecBAMOERE5rNMqDXacLANgHjlF1FMMOERE5LBe//48ACAtOQIjwv3sXBpyJgw4RETkkI4W1mD/uUpIxCIsvW2YvYtDToYBh4iIHI4gCHjtuxwAwLxxURik8LZzicjZMOAQEZHDOZirxpELNZC6ifHMrUPtXRxyQgw4RETkUARBwN/aam8enhiDCH9PO5eInBEDDhEROZTvTpfjVKkG3lIJ/mvKEHsXh5wUAw4RETkMo0nA39tGTj124yAE+cjsXCJyVgw4RETkML4+Xoq8Si3knu54/ObB9i4OOTEGHCIicgj6VhPe3GeuvfnDlCHw83C3c4nImTHgEBGRQ9hytAQlNc0I9pXhtzfE2rs45OQYcIiIyO6a9Ua8vS8XAPDsrXHwlErsXCJydgw4RERkd/85VIjKBh2iAjwxPzXa3sUhF8CAQ0REdlXfYsC7P+YDAJZOHwapG7+a6PrxKSIiIrt654d81DUZEBfig3vGRNq7OOQibBpwYmNjIRKJrH6WL1/e5fEGgwEvvvgiEhMT4e3tjYiICPzmN7+BSqWyOm7KlCkdrrtgwQJbfhQiIupjgiDg79/l4L222pvnZgyDRCyyc6nIVbjZ+g1Wr16NRYsWWV77+Ph0eWxTUxOOHTuGP/3pT0hOTkZtbS2WLFmCtLQ0HD161OrYRYsWYfXq1ZbXnp6cypuIyFnoW014cetJfHW8FIC5Y/HMUWF2LhW5EpsHHF9fX4SF9eyhlcvl2LNnj9W2t99+G+PHj0dxcTGioy91PPPy8urxdYmIyHFomg34/ceZOFRQDYlYhDVzEjEvVWnvYpGLsXkfnLVr1yIoKAijR4/Gq6++Cr1e36vzNRoNRCIR/P39rbZv3LgRCoUCo0aNwnPPPYeGhoYur6HT6VBfX2/1Q0RE/e9ibRPuf/dXHCqohrdUgg8fSWW4IZuwaQ3O4sWLkZKSgoCAABw5cgQrVqzAhQsXsG7duh6d39LSguXLl2PhwoXw8/OzbH/wwQcxaNAghIWFITs7GytWrMCJEyc61P60W7NmDVatWtUnn4mIiK5NdqkGj27IQFWDDqF+Mnz4SCpGRcjtXSxyUSJBEITenLBy5cpuw0JGRgbGjRvXYfvWrVtx//33Q61WIygo6KrXMBgMmDt3LoqLi3HgwAGrgHOlzMxMjBs3DpmZmUhJSemwX6fTQafTWV7X19dDqVRCo9Fc9bpERNQ3fsipxFMbj6FJb0R8mC8+fCQVEf7sO0m9U19fD7lc3qPv717X4Dz99NPdjliKjY3tdPvEiRMBAHl5eVcNOAaDAfPmzcOFCxewf//+bj9ESkoK3N3dkZub22nAkclkkMm4Ii0RkT1sSi/Gn7Zlw2gScGOcAu88lMJ1psjmeh1wFAoFFArFNb3Z8ePHAQDh4eFdHtMebnJzc/HDDz90W9MDAKdPn4bBYLjqdYmIqH8JgoC/f5+Df/5gHgZ+X0oU1tybyIn8qF/YrA/OoUOHcPjwYUydOhVyuRwZGRlYunQp0tLSrEZDxcfHY82aNZgzZw5aW1tx//3349ixY9ixYweMRiPKy8sBAIGBgZBKpcjPz8fGjRtx5513QqFQ4MyZM1i2bBnGjBmDyZMn2+rjEBFRL+hajXjhi5PYlmWex2zxtKFYMn0oRCLOc0P9w2YBRyaTYcuWLVi1ahV0Oh1iYmKwaNEivPDCC1bH5eTkQKPRAAAuXryI7du3AwBGjx5tddwPP/yAKVOmQCqVYt++fXjrrbeg1WqhVCoxa9YsvPzyy5BIuDgbEZG9aZoMeOLjo0i/UAM3sQh/uTcR88ZxpBT1r153MnYFvemkREREPXeuvB5PbTyG/KpG+Mjc8O5DKbhpaLC9i0UuwqadjImIiK5kMgn48JcLeG13DvRGE8L8PPDRo6kYEc5fIsk+GHCIiOi6qOqa8dznJ/BrfjUAYPqIEPz1viQofDh6leyHAYeIiK7Z9hMqvPTVKdS3tMLTXYI/3zUSC1KV7ExMdseAQ0REvaZpNuDP27Ito6SSlf54c/5oDFJ427lkRGYMOERE1CuH8qux7LMsqDQtkIhFeHpqHJ6+NQ7uEs5vQ46DAYeIiHpE12rE69+fxwcHCyAIQGyQF96YPxpjogPsXTSiDhhwiIioWznlDVi8+TjOlTcAAB4Yr8RLs0bCW8avEXJMfDKJiKhLJpOAj34txNrd56BvNSHIW4q/3peE20aG2rtoRFfFgENERJ0q05iHf/+SZx7+fWt8CNbel4RgXw7/JsfHgENERB3sOKnC//sqG5pmAzzcxXhp1kg8OCGaw7/JaTDgEBGRhVbXipe3ncbWYxcBAElRcrwxfzSGBPvYuWREvcOAQ0REAICskjos3nwcRdVNEIuAp6bG4dlpQzn8m5wSAw4R0QBnNAl478d8vLHnPFpNAiL9PfHG/NEYPyjQ3kUjumYMOEREA5iqrhlLt2Qh/UINAGB2UjhenZMIuae7nUtGdH0YcIiIBqhdp8qw4stT0DQb4CWVYPXdCbgvJZIdicklMOAQEQ0wjbpWrP7mDLYcLQEAJEfJ8daCMYjlOlLkQhhwiIgGkFMXNXh283FcUDdCJAL+a8oQLJk+jB2JyeUw4BARDQAmk4D3Dxbg9e9zYDAKCJd74H/njcYNQ4LsXTQim2DAISJyceWaFiz7PMsyI/EdCWFYc28i/L2kdi4Zke0w4BARubDvTpfjxa0nUddkgKe7BCvTRmLeOCU7EpPLY8AhInJBzXoj/mfnGWxKLwYAJET64a0FYzgjMQ0YDDhERC7mWHEtnvvsBAraOhI/cfNgLLttOKRu7EhMAwcDDhGRi9C3mvDWvvN490A+TAIQ5ueB1+clY3Kcwt5FI+p3DDhERC7gbFk9/vjZCZwtqwcAzBkTiZV3jYLcizMS08DEgENE5MRajSa8f7AAb+w5D4NRQKC3FH+Zk4DbE8LtXTQiu2LAISJyUhfUjfjjZ1k4XlwHALhtZCj+MicRwb4y+xaMyAEw4BARORmTScDHh4uw5tuzaDGY4Ctzw8tpo7iOFNFlGHCIiJyIqq4Zz39xwjJp3+S4ILx2fzIi/T3tXDIix8KAQ0TkBARBwBeZF7H6mzNo0LXCw12M/75zBB6aEAOxmLU2RFdiwCEicnAlNU34769O4WCuGgAwJtofr89NxmBO2kfUJQYcIiIHZTQJ+PevhfjbdzloNhghcxNj6W3DsOimwZCw1oboqhhwiIgcUEZhDVZ9cxrZpeZ5bSYMCsRf70vCIIW3nUtG5BxsOm93bGwsRCKR1c/y5cuves7KlSsRHx8Pb29vBAQEYPr06UhPT7c6RqfT4ZlnnoFCoYC3tzfS0tJw8eJFW34UIqJ+oaprxjOfHsfc9w4hu7QevjI3vDonAZ8umshwQ9QLNq/BWb16NRYtWmR57eNz9TbjYcOG4f/+7/8wePBgNDc344033sCMGTOQl5eH4OBgAMCSJUvwzTffYPPmzQgKCsKyZcswe/ZsZGZmQiKR2PTzEBHZQrPeiH/9lI/3fsxHi8EEkQhYkKrEshnDofDhvDZEvSUSBEGw1cVjY2OxZMkSLFmy5JqvUV9fD7lcjr1792LatGnQaDQIDg7Gxx9/jPnz5wMAVCoVlEoldu3ahZkzZ/b4mhqNBn5+ftdcNiKi6yUIAnaeKsOaXedQWtcMABgfG4g/3zUSCZFyO5eOyLH05vvb5kvLrl27FkFBQRg9ejReffVV6PX6Hp+r1+vx/vvvQy6XIzk5GQCQmZkJg8GAGTNmWI6LiIhAQkICfv31106vo9PpUF9fb/VDRGRv2aUazP/XYTy96ThK65oRIffA/y0cgy1PTmS4IbpONm2iWrx4MVJSUhAQEIAjR45gxYoVuHDhAtatW3fV83bs2IEFCxagqakJ4eHh2LNnDxQK82q45eXlkEqlCAgIsDonNDQU5eXlnV5vzZo1WLVqVd98KCKi66TW6vD69znYnFECQQA83MX4wy1xeOLmwfCUspmdqC/0ugZn5cqVHToOX/lz9OhRAMDSpUtxyy23ICkpCY8//jjee+89rF+/HtXV1Vd9j6lTpyIrKwu//vorbr/9dsybNw+VlZVXPUcQhC6nKF+xYgU0Go3lp6SkpLcfm4jouulbTVh3sABT/3YAnx4xh5u05AjsXzYFi6cPZbgh6kO9rsF5+umnsWDBgqseExsb2+n2iRMnAgDy8vIQFBTU5fne3t6Ii4tDXFwcJk6ciKFDh2L9+vVYsWIFwsLCoNfrUVtba1WLU1lZiUmTJnV6PZlMBpmMnfSIyH5+OFeJ/9lxBgXqRgBAQqQfXr5rFFJjA+1cMiLX1OuAo1AoLM1FvXX8+HEAQHh4eK/OEwQBOp0OADB27Fi4u7tjz549mDdvHgCgrKwM2dnZeO21166pXEREtpJfpcUrO87gh5wqAIDCR4rnZw7H/WOVnKyPyIZs1gfn0KFDOHz4MKZOnQq5XI6MjAwsXboUaWlpiI6OthwXHx+PNWvWYM6cOWhsbMSrr76KtLQ0hIeHo7q6Gu+88w4uXryIuXPnAgDkcjkee+wxLFu2DEFBQQgMDMRzzz2HxMRETJ8+3VYfh4ioVzTNBry9Lxcbfi1Eq0mAu0SERycPwtO3xsHPw93exSNyeTYLODKZDFu2bMGqVaug0+kQExODRYsW4YUXXrA6LicnBxqNBgAgkUhw7tw5/Pvf/4ZarUZQUBBSU1Nx8OBBjBo1ynLOG2+8ATc3N8ybNw/Nzc2YNm0aNmzYwDlwiMju6lsM2J6lwht7zqO60TxqdFp8CP7frBFcO4qoH9l0HhxHxXlwiKgvFVc3Ye/ZCuw7V4H0ghq0msz/rA4J9safZo/ElOEhdi4hkWvozfc316IiIuolo0lAVkmdOdScrcD5Cq3V/sHB3nhoQgweviEG7hKbTzdGRJ1gwCEi6oFGXSsO5qqx92wFfjhXaWl+AgCJWIRxMQG4bWQopo0I5ZpRRA6AAYeIqAtlmmbsPVuJfWcr8Gt+NfStJss+Xw833DIsGLeNDMUtw4Lh7yW1Y0mJ6EoMOEREbUwmAdkqjSXUnFZZL+sSHeiFaSNCcNuIUKQOCmTzE5EDY8AhogGtxWDEL3lqS6ipbNBZ9olEQEp0gCXUxIX4dDljOhE5FgYcIhpwKhtasP9sJfaercTPeVVoMVxqevKSSnDz0GBMGxGCqfEhUPhwFnQiZ8SAQ0QuTxAEnCtvwN4zFdh7rhInSuqs9ofLPTB9RCimjQjBxMFB8HDnnFpEzo4Bh4hckq7ViPSCmrah3JUorWu22p8UJbeEmpHhfmx6InIxDDhE5DJqGvX44Vwl9p6twE/nq9CoN1r2ydzEuDFOgekjQ3FrfAhC/TzsWFIisjUGHLI7o0ngooN0TQRBQH6V1tJBOLOoFqbL5mYP9pVhWnwIpo8IxeQ4BTylbHoiGigYcMiuBEHA7W/+hJggb8xOCse0ESHw5UKEdBUGowkZhTXY1xZqCqubrPaPCPfD9BEhmDYiFEmRcogZnokGJAYcsqucigbkVmqRW6nF3rMVkLqJMXV4MGYlRWBafAi8ZXxEybwy94GcSuw7W4kDOZWob2m17JNKxJg4JAjTR4Tg1vgQRAV42bGkROQouNgmF9u0K0EQcL5Ci50nVdhxsgwF6kbLPpmbGLfGh2B2UgSmxgfDS8qwM5AUVTdizxlzB+GMwksLWAJAgJc7bo0PxfQRIbhpWDB8GISJBoTefH8z4DDgOAxBEHC2rAE7T5nDTtFlTQ+e7hLcOiIEsxPDMTU+hMN4XZDRJOB4cS32tI16yqu0XsAyLsQH00eYQ82Y6AD22yIagBhwusGA4/gEQcBpVT12nCzDzlMqlNRcGuLrJZVg+ohQzEoKxy3Dghl2nJhW14qD56uw52wFDuRUoeaKBSzHxwZi+khzqIkJ4gKWRAMdA043GHCciyAIOFWqwc6TZdhxssxqPhMfmRtuGxmKWYnhuGmYAjI3hh1HV1rXjH1nK7DnTAXSC2qgN16aRdjPww1ThodgetsClnJPdjgnoksYcLrBgOO8BEFAVkkddp4sw85TZSjTtFj2+crccNuoUNyVFIHJcQpI3bgQoiMwmQScLNVg39kK7D1bibNl1gtYxgR5tTU9hWJcbAAXsCSiLjHgdIMBxzWYTAKOl9Rix8ky7DpVhor6S4sk+nm4YeaoMMxOjsCkIUH80uxnzXojfs5TY9/ZCuw7V4mqyxawFIuAsTEBmNbWn2ZIMBewJKKeYcDpBgOO6zGZBBwtqsXOkyrsyi63+kL193LH7aPCMCspHDcMDoIbw45NVNS3WOam+TlPDV3rpaYnb6kEtwwPxrT4UEyND0Ggt9SOJSUiZ8WA0w0GHNdmNAnIKKzBjpMq7M4uh1p7qeNqoLcUtyeEYXZiOCYMDuJInOsgCALOlNVj75lK7DtXgZMXNVb7I/09LRPuTRgcyP5RRHTdGHC6wYAzcLQaTThyoQY7TpVhd3a51SgdhY8UdySEY1ZSOFJjAxl2eqDFYMThgmrsPVuB/WcrobqsDxQAJCv9cVtbqIkP82XTExH1KQacbjDgDEytRhMOFVRj58ky7D5djromg2VfiK8Mdyaaw87Y6ABO73+Zaq0O+9sWsDyYq0bTZQtYeriLcWNcsGUW4RAuYElENsSA0w0GHDIYTfglT42dJ8vw3elyq6n/Q/3MYWd2UgTGKP0HXNgRBMGydMbeMxU4XlKHy/+VCPWTWWYRnhyn4DxERNRvGHC6wYBDl9O3msPONydV2HO6Ag26S2EnQu5hqdkZrfR32SYXQ1tT3t62WYSLa6wXsBwV4YdpI0Jx24hQjIrwG3Chj4gcAwNONxhwqCu6ViMOnldjx0kV9pypQONlzTGR/p6YnWQOO4mRcqcPO3VNehzIqcLesxX48XwVGq5YwHJSXBCmjQjFtPgQRPh72rGkRERmDDjdYMChnmgxGPHj+SrsPFmGvWcrrPqeRAd6YVZSOGYlhmNUhN9Vw87B3Cp8f7oCHu5ieErd4CWVwFsqsfzdUyqBl7sE3jI3yNzEaDUJMJoEtJoEtBpNXb42GE2W7cYO+wQYTZ2/bjUKOF/RgKNFtTBetoBlkLcUt8abOwjfNFTBldyJyOEw4HSDAYd6q1lvxIGcSuw4VYb9ZyvRbLgUdgYpvDGrrRmrs5FDd739M06Vaq68pEMYFurTNuFeKEYr/TmSjIgcGgNONxhw6Ho06Vux/1wldp4sw/5zlVYT2g0O9sbsxHDMTo7AsFBfAMDOk2V4atMxAOYwNCbaH816I5r0RvOfhlY06cyvda1GSMRiuEtEkIhFcBOb/3SXiK1eu0nEXe7r7rWbRAyFjxRThoUgOsjLLveQiOhaMOB0gwGH+kqjrhX7zlVixwkVDpyvgv6ysDM0xAezksyjsb45ocJb+3LhLhFh06KJSI0NtGOpiYicEwNONxhwyBYaWgzYd7YSO06W4afzVVarZA8L9cH5Ci0Ac1+Xr5+aDGUga0+IiHqDAacbDDhka5pmA/aeqcDOU2U4mFsFg7Hjf2a7nr0JIyP4/BER9RQDTjcYcKg/aZoM+O5MOXaeLMOP56us9o0M90Pa6AjMSgxnjQ4RUTcYcLrBgEP2Utuox9rd57A5o6TDvuQoOWYnReDOpHBEct4ZIqIOevP9LbZlQWJjYyESiax+li9fftVzVq5cifj4eHh7eyMgIADTp09Henq61TFTpkzpcN0FCxbY8qMQ9YkAbyn+el8S3pifbLVdLAJOXNTg1V1nMfmv+zHnnV+w7mABVHXNdiopEZFzs2kNTmxsLB577DEsWrTIss3Hxwc+Pj5dnrNp0yaEhIRg8ODBaG5uxhtvvIHPP/8ceXl5CA4OBmAOOMOGDcPq1ast53l6ekIul/eoXLaqwdG3mvDAB4fRajRhVlI47kqOQLicv4lT59buPod3D+RD6ibGPxemoLy+BTtPqpB+ocZq7adxMQGYlRSOOxPDEcrFLIloAHOYJqrY2FgsWbIES5YsueZrtH+YvXv3Ytq0aQDMAWf06NF48803r+uafR1wahr1SPmfPZbXIhGQGhuItOQI3JkYjkBvaZ+9Fzk/k0nAEx8fxd6zlQj2lWH705MRLvdEZX0Lvs0299nJKLoUdtqfp9lJ4bg9IQwhvgw7RDSwOFTA0el00Ov1UCqVmDt3Lp5//nlIpT37otfr9fjHP/6BV155BXl5eVAoFADMAef06dMQBAGhoaG444478PLLL8PX17fT6+h0Ouh0Osvr+vp6KJVKm/TBmfCXvaio10EZ6ImSmkvNC25iEW4aqkDa6AjcNjIMPpwGnwBoda24751fkVPRgIRIP3z+5CR4Si+tzl2uacGuU2XYeaoMmUW1lu0iETBhUCBmJ0Xg9oQwKHxk9ig+EVG/cpiA88YbbyAlJQUBAQE4cuQIVqxYgbvvvhvr1q276nk7duzAggUL0NTUhPDwcHz99ddITU217P/ggw8waNAghIWFITs7GytWrEBcXBz27NnT6fVWrlyJVatWddhui4Dz+L8zsPdsJf48eyRuTwjDjpMqbMtS4bSq3nKMh7sY00aEIi05AlOGB0PmJrnKFcnVldQ04e5//oKaRj1mJYbj/xaO6XRtK1VdM3adKsOOk2XIKqmzbBeLgBuGBGFWojnssKaQiFyVTQNOV2HhchkZGRg3blyH7Vu3bsX9998PtVqNoKCgLs9vbGxEWVkZ1Go1PvjgA+zfvx/p6ekICQnp9PjMzEyMGzcOmZmZSElJ6bC/P2tw3tx7Hm/uzcW9YyLxv/NHW7bnV2mxPUuFb06oUKButGz39XDDHQlhSEuOxA1DgrgW0ACVXlCNh9anw2AUsHT6MCyePvSqx5fUNOHb7DLsPFmGExcvrXMlEYswaUgQZieFY+aoMPh7MewQkeuwacBRq9VQq9VXPSY2NhYeHh37B5SWliIqKgqHDx/GhAkTevyeQ4cOxe9+9zusWLGi0/2CIEAmk+Hjjz/G/Pnzu72eLYeJ7ztbgcf+fRRDQ3yw54+3dFrW7NJ6bD9Rim9OlKG8vsWyT+Ejw+ykcKSNjsAYpf9VV6gm17Mloxgvbj0FAHjnwRTcmRjeo/OKq5uw81QZdp5SIbv0Uk2hm1iEG4cqMCsxHDNGhkHu5W6TchMR9ZfefH/3uiOIQqGw9IXprePHjwMAwsN79g93O0EQrGpgrnT69GkYDIZeX9cWEiPNI7nyq7Ro0rfCS2p9i0UiERKj5EiMkmPFHSNwpLAG20+osOtUGdRaHTb8WogNvxZCGeiJtOQIpCVHYnhY532LyLXMT41GTrkWH/5yAX/8LAvRgV5IiOx+ZGB0kBf+MGUI/jBlCArVjdjZ1ox1tqweB3KqcCCnCv8tOYWbhwZjVlI4po8MhZ8Hww4RuTab9cE5dOgQDh8+jKlTp0IulyMjIwNLly7FuHHjsG3bNstx8fHxWLNmDebMmYPGxka8+uqrSEtLQ3h4OKqrq/HOO+/gk08+QWZmJkaNGoX8/Hxs3LgRd955JxQKBc6cOYNly5bB09MTGRkZkEi6789i64n+Ul/di6oGHbb+4QaMjenZoooGowk/56qxLasU35+pQJPeaNk3PNQXaaMjkJYcwdluXVyr0YTH/n0UP56vQrjcA9uennzNo6Xyq7TYedLcjJVT0WDZLpWIccvwYMxOCse0EaHs8E5ETsMhOhkfO3YM//Vf/4Vz585Bp9MhJiYGCxYswAsvvAAvr0tf0iKRCB999BEeeeQRtLS0YOHChUhPT7f000lNTcVLL71k6WRcUlKChx56CNnZ2dBqtVAqlZg1axZefvllBAb2LEzYOuD8bkMG9p+rxMq7RuKRyYN6fX6z3oh95yqwLUuFH3OsF20cE+2PtOQIzEoK5zBhF1XfYsCcf/6C/KpGjIn2x6eLJsLD/fo6oudWNFhqdvIqtZbtUjcxpg4PxqykCEyLD4E3ww4ROTCHCDiOzNYB53/3nMc/9uXivpQovD4vufsTrkLTbMB32eXYdqIUh/KrYWr7f0ssAiYNUSAtOQIzE8Ig92STgyu5oG7EPf/8BZpmA+4dE4nX5yX3SZ8sQRBwvkKLnSdV2HGyzKrDu4e7GLfGh+COhHBMjQ9hzQ4RORwGnG7YOuDsOVOBRf85iuGhvvhu6c19dt3KhhbsPFmGbVkqq2HCUokYU4YHI210BKbFh1rNo0LO65c8NX7z4REYTQJevD0ef5gypE+vLwgCzpY1YOcpc9gpqm6y7JO6iXHLsGDckRCGaSNCGaCJyCEw4HTD1gGnXNOCiWv2QSwCTq+63SaBo7i6Cd+cVGFbVinOV1xqcvCWSjBjVBjSkiNw41AF3CU2XW6MbOzjQ4X407bTEImA9x8eh9tGhtrkfQRBwGlVPXadKsO32eW4cFnNjrtEhMlxCtyZEI7bRoYigPPsEJGdMOB0w9YBRxAEpL66D2qtDlv/MAljYwL6/D0ud668HtuzVNh+QoWLtZdmTw7wcsedieFIS45AamwgxJxjxym99PUpfHK4GN5SCbb+1yTEh/X9M3s5QRCQU9GAXafKsTu7zCpAS8Qi3DA4CLcnhGHmqDAE+3IGZSLqPww43bB1wAGARz86gh9yqjB+UCAev3EQpsaH2Lw2RRAEHCuuwzcnzE0Oau2lofXhcg/clWweiTUqwo9z7DgRg9GE36w/gkMF1YgK8MRr9yVhWJhvvy3PkFepxe7sMuw6VY4zZZfm2WlfG+vOhDDcnhCOMDk7vRORbTHgdKM/As7mI8VY/uUpy2uFjxRzxkRi7jglhoXafl6bVqMJhwqqsT1Lhd2ny9HQ0mrZN1jhbRl2Pji465XdyXHUNupxzzu/WPWTCfSWIi7EB8NCfTA0xBdDQ3wwNNQXCh+pzQJsUXUjvs0ux7fZ5ThxWT8wAEiJ9scdCeaFQDmdARHZAgNON/oj4ADmobmfZ17El8dKrWpTkpX+mDs2CnclR/RL580WgxE/nq/C9iwV9p6tgK710rDzhEg/pCVH4K7kCITLPW1eFrp2hepGrN19DqdV9SipbUJX/+X6e7lbws7QEHP4GRbqg2BfWZ8Gn9K6ZuzOLse3p8pw9LKFQAHzhJd3JIbhjoRwDFJ499l7EtHAxoDTjf4KOO0MRhMO5FTh86Ml2H+uEq1tY71lbmLcnhCGeeOUuGFwUL/0kdHqWrHnTDm2ZalwMFcNY1tZ2psb0pIjcGdiOBdsdHDNeiPyq7TIrWzA+Qotciu0yKtsQFFN18HHz8MNw0J9MTTUB3FtoWdoiC9C/a4/+FTUt+C70+XYdaoMRy7UWKYzAID4MF/ckRCOOxPDMLQfai+JyHUx4HSjvwPO5dRaHb4+XorPjpZYdd6M9PfE/WOjcP/YqH6r3q9p1GPXqTJsz1LhSGGNZbubWISbhiqQNjoCt40M43woTqTFYA4+eZVanK9oaAs+WhRWN1qFjsv5erhZanqGhl6q+QmXe1xT8FFrdfj+dAW+zS7DofxqS6AHgCHB3rgz0dyMNTKcfcGIqHcYcLphz4DTThAEnLyoweeZJdiWpbLqI3PD4CDMHReFYaG+8JG5wcfDDT4yN8jcxDb7QlDVNWPHSRW2ZalwWnWpI6mHuxjTRoQiLTkCU4YHQ+bGOXacUYvBiAvqRpyvaEBepbnG53xlA4qqmyy1eFfykbkhLsQHQ0N8MCzUF3Gh5r9H+nv2+Dmsa9Jjz5kK7M4ux8FctdWs3DFBXrg9IQx3JoQjKUrOsENE3WLA6YYjBJzLtRiM+O50OT4/ehG/5Ku7bGJwl4guCzzu8L0s/Ph4uJlfX7bNt+0469du8JJKrvplkl+lxfYsFb45obKa6dbXww13JIQhLTkSNwwJgoTDzp2ertWIQnWTubanUovctj8L1Y1WNS+X85ZKEBdyWTNXW1NXpL/nVZtZ61sM+OFcJXadKsOBnCqrvmCR/p64PSEMdySEISU6gFMaEFGnGHC64WgB53IXa5uwNbMU350uR02jHlpdK7S61u5P7AWxCPCWuV0RkNw7BCQfmRsKqxvxw7lKqDQtVtfw83DDvSlRSBsdgTFKf/727WL0rSYUVjcit8Lcz6f9zwvqRhiMnf+T4eluDj5DLxvVNSzUF1EBHYNPo64VB3KqsCu7DD+cq7RaXDbEV9YWdsIxflAggzSRkxEEAT/lqjEk2BtRAX3b5YIBpxuOHHA6YzIJaNSbg462pRUNbX92fG2AVteKhsv2tb9uaDHv66ofRl+IDfLC+EGBkHu6w99LCj9Pd/h7usPfy928zVMKuac7fD3c+Bu6kzIYTShqCz7n20JPXqUWBVWNVs1Pl/NwF2NIcFszV1voGRriA2WgFyRikWWU3+7scuw9U4GGywJ9kLcUt40MxbQRobgxTsFlSIgcnMkkYPB/7wJg7m7x6RMT+/T6DDjdcLaA01cEQUCzwdghJF0KRG0BqcsA1QpNswGaZsN1lUMsAvw820OPO+ReUkTIPXDPmEhMGBTI2iAn1Go0oaimyVzT09bMdb6i4arBR+ZmDj5D2/r2DA31RUyQF0pqmvH96XLsOVuBuiaD1fGT4xSYNiIEt8aHcFoDIgfTajQh7v99a3l9b0ok/nfe6D59DwacbgzUgNNXTCYBDbpWaJoMKNM046vjpdicUdLl8QofKdwlYtQ1GdBsMHZ5HGAeZfPA+GjcPzYK/l4cqu7sWo0mlNQ2X9a52TysPb9Ka9UH53JSNzEGK7wxONgbaq0eRdWNqKjXdThuVIQfpo0IxfQRIUiIkLNWkMiOdK1GDH9pt+V1YqQc3zxzY5+/DwNONxhwbEPTbMB32eXYdqIUh/KrLc1hYhEwaYgCackRmBofAgECNE3mmqC6tj+PFtViW1appS+G1E2M2YnhWDghGmNjAlir42KMJgEXa5sszVy5lzV3tRg6Dz5XE+Irw63xIWzKIrKDJn0rRv75O8vr0Up/fP3UZJu8FwNONxhwbK+yoQU7T5ZhW5YKWZdN6S+ViDFleDDSRkdgWnyo1RdRQ4sB27JU2JRebLXm0fBQXyycEI05KZHw87D9zM9kPyaTgIu1zebQ09bM1T6svbvav8tFBXji8RsHYWZCGJuyiGxI02xA8qrvLa/HxgRg6x8m2ez9GHC6wYDTv4qrm/DNSRW2ZZVaTW7oLZVgxqgwpCVH4MahCstipIIg4MRFDTYeLsI3J1WW3+g93SW4KzkcCyfEIJnzpgwoJpOA0rrmSxMYVmqRW6lFXkUDGvU9Cz5P3DwY94yOxJAQb87nRNQH1Fodxr2y1/I6NTYAnz15g03/bWbA6QYDjv2cK6/H9iwVtp9Q4WJts2V7gJc77kwMR1pyBFJjAy39KTTNBnx9vBQb04uswtGoCD8snBCNu0dHcqblAUwQBKg0LeaOzRXm8LPzVJnVsPOu3DwsGEmRcsuw9sHB3vBwZ/Ah6glVXTMm/XW/5fX4QYHY8sREm//iyYDTDQYc+xMEAceK6/DNCRV2nCyzWow0XO6Bu5LNq52PijBP5y8IAjKLarExvRg7T5VB39ZB1Vsqwd1jIrFwfDQSIuX2+jjkYARBQHl9Cw4XVONfPxbgXHlDt+eIRUBMkLf17M0hPogL8WHwIbrMBXUjpv79gOX1hEGB+HTRxH7p6M+A0w0GHMfSajThUEE1tmepsPt0udWyFYMV3kgbbQ47g4N9AAC1jXpsPXYRm44Uo6Dq0kzLyVFyLJwQjbuSI+AlZa0OWdO1GpFeUINN6cXYfbq8x+eJREB0oFeHFdrjQnzYmZkGnHPl9bj9zYOW1xMGBWLToon9NiEnA043GHAcV/ukb9uzVNh7tsJqKHFCpB/SkiNwV3IEwuWeEAQBhwtqsOlIMXZnl1lm2PWVuWFOSiQWTohGfBj//6WOBEFATkUD9p2txL6zFTheUtflEildEYnMnZkti5S2LV0xJNgH3mw2JRd0vLgWc9751fJ6wqBAbHx8Atza+k/2BwacbjDgOAetrhV7zpRjW5YKB3PVlkUhRSIgNTYQackRuDMxHIHeUqi1OnyReRGfHilGUXWT5RpjYwKwcHw0ZiWFs5mBuqTW6vDDuUrsO1uJg7lVHToue7pLEB3oBWWgJxpaWpFbqUVNo77L60X6e7at03Vp9ua4EB/2FyOn9WueGgvXpVtej28LN+79GG4ABpxuMeA4n5pGPXadKsP2LBWOFNZYtruJRbhpqAJpoyNw28gweLlL8Gt+NTamF2HPmQrLgpFyT3fclxKFhROiERfiY6+PQU6gvSlr39kK7D1bidK6Zqv97RMMjon2h8xNjPy2EV3tQ9rV2q6DT4Tcw9LM1b5Ce1yID6c/IIe250wFFv3nqOV1amwAPnl8gl1GIzLgdIMBx7mp6pqx46QK27JUOK26NF+Oh7sY00aEIi05AlOGB0PTZMBnR0vw6ZESqy+pCYMCsXBCNG5PCONwYbqq7pqyOptgsKZRb1mu4vJh7VUNHWdjbhcu92jr3Hxphfa4EF/IPRl8yL62ZZVi8eYsy+uUaH9sfHyi3fqfMeB0gwHHdeRXabE9S4VvTqhQoL7U4djXww13JIQhLTkS4wcF4pd8NTYeLsb+cxWWGZYDvaWYOzYKD4yPRqzC206fgJzJ1Zqyulsrq65Jb56/p+KyCQwrGzpdhqJdqJ/Mqo/P0FAfDAvxhdyLwYds75PDRXjp62zL69FKf2x8fIJd+5gx4HSDAcf1CIKA7NJ6bD9Rim9OlKG8vsWyT+Ejw+ykcKSNjkCYnwc+O1qCzUdKrI65MU6BhROicdvI0H5vUybn1NOmrO7WytI0GZBX1WC1Qntuhdbq+bxSsK/Maih7+98DvLl+G/WNdw/kY+3uc5bXiZFybFw0we7NqQw43WDAcW0mk4AjhTXYfkKFXafKrFakVgZ6Ii05ArMSI1Ba14yN6UX48XyVpdlB4SPD/NQoLEiNhjLQy06fgJzNtTRldae+xWBZoNS8Vpf57ypN18FH4SO9rMbHB5PjFJbpFYh6QhAE/O27HLxzIN+yLT7MF5ufmOgQCyAz4HSDAWfgMBhN+DlXjW1Zpfj+TIXVDLfDQ32RNjoCY6L98WteNbYcLbH0kxCJgJuHBuPBCdG4NT6kX4dBkvO7nqas7jS0GJBf1Whp5jrfFoCurEECAC+pBFl/ngGpG59f6p7JJGDlN6fxn0NFlm1DQ3yw+YmJCPKR2bFklzDgdIMBZ2Bq1hux71wFtmWp8GNOFfTGS3PsjIn2x50J4fBwF+P7MxU4mKu27Avz88D8VCUWjFdy4Ubqtb5qyupOo661rV+PFh/8VICcigaMCPfDt4tv6ouPQS6u1WjCM58ex7fZlybBjA3ywmdP3oAQPw87lswaA043GHBI02TA7tNl2H5ChUP51ZaOx2IRMGmIAslKOWoaDfj+dDmq2+Y7EYuAW+NDsHBCNG4ZFtJvM3eS67BFU9aV1Fodblr7A5oNRrz/8FjMGBXWh5+AXEFNox75VeZRfnmVWpxR1eNQQbXVMVEBnvjsyRsQ4e9Yv9Qx4HSDAYcuV9nQgp0ny7AtS4WskjrLdqlEjElxQfBwk6C8vsVqX6S/JxakKjE/VelQv92Qc+lugsH/WzgGs5MienXNV3acwbqfLyApSo5tT022+eKH5JhMJgGldc2WIJNfpUV+ZSPyqq4+SSUATBkejP+5O8Eh+yEy4HSDAYe6UlzdhG9OqrAtq9Rq9XJvqQRDQnzQqGtFRb0OWp15vSyJWITbRoRi4YRo3Bin6JfF5sj1CIKA9As1eObT41bz5Sy7bRiemTa0x9epqG/Bza/9AF2rCRseTcWU4SG2KC45EF2rEUXVTZbamPYwU1DViGaDscvzogI8Eewrw/HiOsu2fy5Mwayk8H4o9bVzmIATGxuLoqIiq20vvvgi/vrXv/bo/CeffBLvv/8+3njjDSxZssSyXafT4bnnnsOnn36K5uZmTJs2De+88w6ioqJ6dF0GHOqJc+X12J6lwvYTKlysvdRvwksqgQjo8Nt2dKAXHhgfjbnjoqBwkA555Ngada3YlqXCJ4eLcKbs0qSViZFy/O7GWKQlR/aqKfTlbdn496EijI0JwBe/v4G1Ny6kvsWA/PYQ01Ybk1+lRXFNk2UZmytJJWLEKrwQF+KDuGAfDAkxr5U2JNgHWl0rfvPhEZwtq4fc0x0bHk3FmOiAfv5Uvdeb72+bz9azevVqLFq0yPLax6dnQxa//vprpKenIyKiY/XskiVL8M0332Dz5s0ICgrCsmXLMHv2bGRmZkIi4cy01Dfiw/wQf7sfnp85HMeK6/DNCRV2nCyDWtv5xGzFNU1Yu/sc/ndPDmaOCsPCCdG4YXAQv2SogzJNM97ck4stR0ustt88LBiLp8UhJTqg189NaV0zPj1ivt6y24bxuXNCgiCgskHXoTYmr1KLyqvMhO0rc8OQEPOyH3FtISYuxAfKAM9OR4CW1jXj4XXpKFA3QuEjwyePj3fJhYltHnB8fX0RFta7Tm6lpaV4+umn8d1332HWrFlW+zQaDdavX4+PP/4Y06dPBwB88sknUCqV2Lt3L2bOnNlnZScCAJFIhLExARgbE4CXZo3AoYJqbM9SYffpcjS0tHY43mAUsONkGXacLMNghTcWTojGfSlRnIRtABEEAZpmAy7WNuNibRNKasx/fne64qoT+P10vgo/na+Cv5c7YgK9LL9xt39pxQR5dTkR5f/tz4XeaMLEwYGYFKew1UejPtBqNKG4psmqNiavSouCSi0adB3/TWkX6iezqo2Ja3s2gn1lPQ60BVVaPLQuHSpNCyL9PbHx8QkuO5O7zZuodDod9Ho9lEol5s6di+effx5Sadf/0JtMJkyfPh133303Fi9ejNjYWCxZssTSRLV//35MmzYNNTU1CAi4VJ2WnJyMe+65B6tWrepwTZ1OB53uUvqtr6+HUqlkExVdlxaDET+er8L2LBX2nq2ArtXU5bFSNzHuTAjDgxNjMC6m97+dk+PRNBlQUttkCTHWfzZb+ml1JzFSDl2rEdVaPWqb9OiitQGAucnh5mEKpI2OxPQRIfCSmn9HLa5uwq2vH0CrScDnv78BqbGBffER6To16VtRUNXYoTamsLoRBmPn/0dLxCJLuI2zCrje8L3OWYTPltXj4fXpUGv1GBzsjU8em+Bwo6S64zBNVIsXL0ZKSgoCAgJw5MgRrFixAhcuXMC6deu6PGft2rVwc3PDs88+2+n+8vJySKVSq3ADAKGhoSgvL+/0nDVr1nQafIiuh4e7BDNHhWHmqDBoda34/nQ5tp9Q4WCuukObuL7VhK+zVPg6S4WhIT54cEI05qREcTFFJ1Kmacb2LBV2ZZejoErbae1dT/h7uWPlXaNwe0IYPNytm9SNJgF1TXpUaXW4UNV42QgY89+b9EbsPVuJvWcr4SWVYMbIUKSNjsD2LBVaTQJuHhbMcNPPBEFATaO+Q21MfmXnky+283SXYEiIt7k2JvhS81JMkLdNJmY8VlyLRz48gvqWVowM98N/Hhvv8n0Fe12Ds3Llym7DQkZGBsaNG9dh+9atW3H//fdDrVYjKCiow/7MzEzMmjULx44ds/S9ubIGZ9OmTXj00UetamQA4LbbbsOQIUPw3nvvdbgua3CoP9U06rHrVBm2Z6lwpLCmy+M83MWYnRSBBydEY7TSn7U6Dqi+xYDd2eX4+ngpDhVU48p/LRU+UkQGeCEqwLPtxwvKAE94y9zw9fFSfH70omVCyVmJ4Vg2Y9g1L51gMgnIrdTimxMqbDtRipKajl+eXz81GaOV/td0fbq69mHXV9bG5FVprZaDuVKQt7RDbUxciA/C/Tz6bdTlL3lqLPrPUTTpjRgbE4APH0l12l+ubDqKSq1WQ61WX/WY2NhYeHh0nBuktLQUUVFROHz4MCZMmNBh/5tvvok//vGPEIsvpVej0QixWAylUonCwsJraqK6EkdRUX9R1TVjx0kVtmWpcFpV3+VxI8L9sHBCNO4ZHXHd1dB0/VR1zfjLrrPYc8a66XF8bCDuHhOB8bGBiAzwtDQRtatvMeCjnwux7mCBpS/FpCFBePH2eCT3YfAQBAHHS+qwPUuFDb8WWranxgbgv+8c4RSjYRxVi8GIwmpzs1J7bUxepRYFVdoum6FFIvOw6ytrY4YE+9i97933p8vx9Kbj0BtNuGmoAv96eGyH59aZOMww8Svt2LEDd911F4qKihAdHd1hf3V1NcrKyqy2zZw5Ew8//DAeffRRDB8+HBqNBsHBwfjkk08wb948AEBZWRmioqKwa9euHnUyZsAhe8iv0mJ7lgrfnFChQN3Y6TEyNzHuTYnEwvExSIyS93MJCTCHmwXvH0ZxTRMAIC7EB3PGROLu0RGICuh84rPaRj3+c6gI638uQH1b09WoCD+8eHs8bhqqsFntXE55A2a++VOH7bOSwrH89niHnKjNUWiaDW0hxro2pqSmqct+UFI3MQYrvM1DrdtHLQX7YJDC+5pmnba1r4+XYtnnJ2A0CZg5KhT/eGAMZG6OV87ecIiAc+jQIRw+fBhTp06FXC5HRkYGli5dinHjxmHbtm2W4+Lj47FmzRrMmTOn0+tc2UQFAH/4wx+wY8cObNiwAYGBgXjuuedQXV3d42HiDDhkT4IgILu0HttPlOKbE2VdjqpJjJTjwQnRuCs5At4y5/2Ny5mUa1ow//1DKKpuQkyQF/7vgRQkRPp1GVAK1Y1Y//MFfJ5ZghaD+bf7oSE+eHbaUMxKDLd5E8TvP87E7tPluCMhDC/fNQqvf5+DL45dhCCYm8/S/3v6gF5SRBAElNe3WIJM3mV9mqquMuzaz8OtQ5PSkGAfKAO9nOZ+fny4CH/elg1BAO5NicRr9yW5xKLBDtHJWCaTYcuWLVi1ahV0Oh1iYmKwaNEivPDCC1bH5eTkQKPR9Orab7zxBtzc3DBv3jzLRH8bNmzgHDjkFEQiERKj5EiMkmPFHSNwpLAG20+osOtUmVVb/qlSDZZ/eQrLvzyFhyfGYOGEaIwIZyC3lYr6FjzwwWEUVTdBGeiJTxdN7HSEiSAIyCyqxfs/FWDP2QpLv5yR4X747aQYJEb6o77FgCOFNWj/KhSLRfBwk8BTKoan1A3eUgnknu7XVbOTXarB7tPlEImApbcNQ5jcA3+bm4wwuQfe3p8HL6mb03wZXy+D0WSZzTe/6lKYya/UdpiQ83Lhco9Lo5TaRirFhfgg2Kfnw64d0TsH8vDa7hwAwG9viMHLd40akLOsc6kG1uCQgzAYTfg5V41tWaX4OkvV6TEKHxmW3xGP2UnhHUbg0LWrrG/Bgg8Oo6CqEVEBntj8xMQOzVGNulbsPFmGv3+f0+mka0HeUsvCrD3hJZUgOtALMUFeiA3yRnSQF2ICvRET5IUIf89uw8ljGzKw71wl7h4dgbcWjAFgfoam/O0ASuua8co9CXhoYkyPy+MMGnWt5gBTdflEeI0oVDeitYt2JTexCDFBXh1qY4aE+MDHxWpGBUHAa9/l4N0D+QCAp6fGYdkM15r00SGaqBwZAw45uma9EfvOVeDr4+Y5djozOykci6cNxdBQ334unWupatBhwfuHkF/ViEh/c7hRBnpBEARcUDfif/ecx46TZd1fqI2/lzuC2jqWCm3/YxIEtBhMaDYY0aw3WkZWdcVdIoIywAvRQV4YpPDG4GAfDGn7M9RPhozCWsz71yFIxCLsWXqzZWTW1syLWPb5CSh8ZPj5xalOGYIFQYBaq7caqdReK6PSdD1JopdUckWIMdfGRAfaZti1ozGZBPx5ezY+OVwMAFhxRzyevGWInUvV9xyiiYqIrp2nVILZSRGYnRQBTZMBu0+X4cOfC5FT0WA5pn22ZAD4n7tHYV6q0uk7EPY3tVaHhR8cRn5VI8LlHvh00UTUNunx3OcnkH6h6yH+vjI3jIkJQHSgJ6IDvaAM8IIy0PzTk+G3ulYjSmubUVTdhKLqRhTVNFn+XlLTDL3RhAJ1IwrUjTiQU2V1rsJHCrXWXFM0NjoAg9pmoTWZBLz3o/k398duHOTw4cZoEnCxtqlDbUxepRaa5q6HXSt8ZJbwcnk/mXC5h0vVVPSGwWjC85+fwNdZKohEwKv3JGLhhI4DeQYa1uCwBoecSGVDC745UYb/2XGm0/2R/p744DfjMDKCz3V3ahr1WPjBYZwrb0CYnwc2PzERYpEIt/z9hw7z3QDm9Z3uHRuFMD8Pm/ZtMZrMHWOL1I0orG5CQZXWHHaqtCipbe4wiaTCR4oJg4JQ32LAwVw1fGVu+GXFrfBzkOkGWgxGXFBfms23vW/MBXXjVYddKwO8OtTGDAn2gb8Xlzy5XIvBiGc+PY49ZyrgJhbh9XnJuHt0pL2LZTNsouoGAw65guLqJnxwsAAfHy7qdP/9Y6Ow+u5RTj3nha3UNurxQFu4CfGVYcuTN2CQwhuaZgPu/r+fUVjdBIlYhL/em4i7kiMcpjakUdeKUS9/Z3ktcxN3GhJemjUCs5MiECbvOB+ZrdQ16TutjSmpbeo0MAKXhl1fOWJpkMLbYe65I2vUteKJj4/il7xqSN3EePfBFEwbEWrvYtkUA043GHDI1ZxWabDssxM4V97Q6f6/z03GvWMiB+RIiivVNemx8IN0nCmrR7CvDJufmIghl80ubDIJMJhMDtnctzG9CP/vq2wEekvx4/NTIHUT4+RFDd7cex6/5FVbHSsSAamxgbgrKRx3JIb3ybT8giCgTNPSYTbf/CqtpdmsM3JP98sWiWxrXgr2RWRA952pqXOaJgMe2XAEx4vr4C2V4IPfjsOkIa6/yCoDTjcYcMhVCYJ5JfNnPj3e6f6YIC+8tWAMkqPkA7K/gqbJgAfXH0Z2aT0UPjJsfmIC4kKco5N2k74Vt/ztAKoadHj5rpF4dPIgy77ffHgEP52vwu2jwjApLgjfnFAho7DWsl8sAibHKfCHW4b0aKVxfasJxTWNHWpj2tfD6kqE3MNqBfT2nyBv6YB83mylqkGHh9en41x5A+Se7vj378YPmCU6GHC6wYBDA0GLwYhXd57tsglr3rgo/P6WIde8NpKz0TQb8PD6dJy8qEGQtxSfPjERw5xoBNrb+3Lx+p7zUAZ6Yt8fp1hGBmWXajD77Z8hEYtw4LkpltmLVXXN2HmyDN+cVOHkxUtzjU0ZHozld8QjPswPWl2rec6YK2bzLa5uuuqw61iFd4famMHB3pyQsh+U1jXjoXXpuKBuRLCvDJ88NgHDw5znOb5eDDjdYMChgSavsgFPfpyJ/KrOl4h48fZ43DMmAuHyjhPbuYr2eWMCvaXYtGgC4sOc57/9qgYdpv79ALS6Vry1YLRVJ9KnNh3DzpNlVvPhXE4QBBwtqsX/++oUzldoe/ye3lKJ1Zwx7X+PCfKCuwvMiOuMCqq0eGhdOlSaFkT6e2Lj4xMQ2zaKbqDgMHEishIX4ot9y6ZA32rCV8cv4sWtp6z2r919Dmt3n0NskBcev2kw7kwMR6CdFwnsSwajCT+eNw+3Xv/bcU4VbgDgb9+dg1bXiqQoOe5KirBsv6BuxLenzFMFPHHzYBSqGzvUxuRXai3rY3UlMVKOZKUcccE+iAvxxZAQb4T5Ddxh147ojKoev/kwHWqtHkOCvfHJ4xNc+heSvsAaHNbg0ABVUKXFP3/Ix9ZjFzvdf8uwYNwzJgK3jQxz+hlf8yobMP1/f4K3VILsVTOd6ov75MU63P3PXyAIwNY/TMKoCD9LgFm8OctynFQi7nICQbEIiA68NJtvg64Vnx8tgcFo/uc/PswXGx4d36+jrqjnMotq8OhHGahvacWoCD/853fjEdQHncadEZuousGAQ3RJi8GI3dnl+Pv3ObhY29zpMbOSwpGWHIEpw4MdcnRRd749VYY/bDyGZKU/tj012d7F6ZHaRj1yK7WY969Dlm1RAZ4orWvucti1zE2MwcGXVrk2r7HkjdigjsOuBUHAvrOVWPHVKVQ16BAh98C/fzeeM2M7mJ9z1Vj0n6NoNhgxLiYA6x9J7dFkkq6KTVRE1GMe7hLcMyYS94yJRG5FAzamF2PDr4VWx+w8WYadJ8vgK3PDHYlhSEuOxA1DgpxmiG9upbnvydAQx+pQbTIJUGmarUcqtTUxdbauVXsA9fdyt1qY9aNHUhEX4oNIf88eTwUgEokwfWQohof54rcfHkGBuhH3vfsr1v02FeMHBfbNB6Tr8t3pcjyz6Tj0RhNuGqrAvx4ey3mteoE1OKzBIeqgWW/EjpMqbDpSjOPFdZ0eo/CRYXZSONJGR2CM0t+hm31e2XEG636+gKnDg/HhI6n9XlZ9qwmF1Y2WEUt5bU1MBVWNaDZ0Pez6cq/OSbDUyriJxZj0131o1Bvx0SOpmBofcl3lq2nU4/F/Z+BYcR2kbmL8Y8Fo3J4Qfl3XpOvz5bGLeP6LkzCaBNw+KgxvPTDaKWtP+xqbqLrBgEPUc2dU9dh0pAhfHivtcg4UZaAn0pIjkJYc6ZBDVs9XNGDWPw7CYBTw7oMpuCPRNl/eDS0Gq9oYc4jRoqimqcMSC+3cJSLEBnVcW+mLzIvY8GshogO98P3Sm62amNqHjMeH+eLbxTf1SWBr1hvx7GbzlP/uEhG2PXUjl/ywk48PFeJP204DAO5LicLa+xLhxpFrABhwusWAQ9R7jbpWfHPCXKtz+bwqVxoe6ou00RFIS46wzMniCF7/Pgdv789DsK8Me/94yzX3YxAEAZUNOnNtjNXSBFpU1Ou6PM9H5mYebt0+f0xbkIkO9Orw5VVU3Yjb/vcn6I0mvP/wWMwYFWbZ16w3YvLa/ahp1HcYMn69jCYBT358FHvPVmJkuB++fmrygFiJ25H884c8/O27HADAI5Ni8efZIzkD+WUYcLrBgEN0fU5d1GDTkSJsy1JddWbbMdH+SEuOwKykcIT42neETovBiDv/cRAFVY1YOCEaf5mTeNXjW40mFNc0WdXG5LcNu27QdT3sOsRX1mFtpbgQH4T4ynpc07J483Fsy1LhpqEK/Od3463O2/DLBaz85gyiA72wf9ktff6bfVWDDjPe+BG1TQY8O20o/njbsD69PnVOEASs3Z1jWRH+2VvjsPS2YQ7d9GsPDDjdYMAh6hsNLQZ8naXCpvRinC2r7/I4sQiYNESBtOQIzEwIs9sokMMF1Vjw/mEAwGdP3oDxgwLRpG9FQVXjFQtFalGobrrqsOuYIO+2SfAu1cYMDva57s+maTIg9S97oW81YfvTk5EU5W/ZZzCaMOVvB1Ba14xX7knAQxNjruu9uvLNCRWe+fQ4JGIRtj01GQmRcpu8D5mZTAL+tC0bG9OLAQD/784RWHTzYDuXyjEx4HSDAYeobwmCgOMlddiUXowdJ1VoMXQeDADzfC1ThgcjbXQEpsWHwlPavx0nl289ic0ZJQjylsLDXYLSus6HxgOAh7vYHGKuqI2JCfKyWYfP9gU1h4f6YvcS6/41WzMvYtnnJ6DwkeHnF6fadMXtpzYew85TZbgxToFPHp9gs/cZ6ARBwEtfm8ONSAT8ZU4iHhgfbe9iOSwOEyeifiUSiZASHYCU6AD8adZIfHn8IjalF1uGZ19ObzTh+zMV+P5MBbylEswYFYa05AjcOFTRL0sArLhjBPadq0RVw6X+MoHeUkvfmPYwMyS4d8Ou+8oXmeaJF+8fG2UVbkwmAe+2NV88duMgm4YbAFh+Rzx2nirDL/lqXKxtQlSA4/SnciVv7cu1hJs35/dtn6qBjgGHiPqU3Msdj04ehEcmxeJoUS02Hi7Cruxy6Fs71uo06o346ngpvjpeigAvd8xKCsf8cdFIjLJdk4jcyx2bn5iIzKJay+glR1mWIr9Ki+PFdZCIRbh7TITVvr1nK5BXqYWvzA0PTrT9b/jKQC/cMDgIhwqqsTWzFIunD7X5ew40nxwuwpt7cwEA/3N3AsNNH2PAISKbEIlESI0NRGpsIF5u1GPrMXOtToHaesHP9mUgapsM+ORwMT45XIxREX5YkKpE2uhIm/TXaW92cjRb22pvbhkWbNUpWxAEvHPAXHvz8A0x8PPonz5Ms5LCcaigGpnFtf3yfgPJt6fK8Kdt2QCAZ6cNtVl/qoGM4/+IyOYCvKV4/KbB2LfsFmxaNAGzksLhLjE3v2h1rRAEAUOCvREf5gupRIzTqnr8adtpjH91L/64JQvpBdVw9e6CRpOAL4+VAjA3T13ucEENskrMk/A9OnlQv5XJ38scpHQ9nIyQeuZQfjUWb86CIAAPjI/GUtaO2QRrcIio34hEIkwaosCkIQqotTp8fvQiNh0pQklNM/KrzDU7cSE+8JZKUN/SigvqRnx5vBRfHi/FYIU35qUqcV9KFIJ9XW+hwV/z1Sivb4Hc0x3TRljPTNze92beuP797NK2PlFdjSaj3jujqscT/zkKvdGEmaNC8co9CRwKbiMMOERkFwofGf4wZQievHkwfs5TY1N6Mfa09TMBzLUHqbEBEIlEOF2qQYG6EX/99hz+/l0Opo0IwYLx0bh5aLDTrIfVnfbOxWnJEVYjtLJLNfjpfBUkYhGevHlIv5apfZK/zvpPUe+V1DThtx8dQYOuFeMHBeKtBWNc5vl1RAw4RGRXYrEINw8Lxs3DglFR34LPMkqwOaMEpXXNyCg09/1IipJD7mleYPJUqQbfna7Ad6crEC73wNxxSswdG+VQsyb3Vn2LAd+dLgcA3HdF81R77c3spPB+/YyCIOBgrrrt7/32ti5LrdXh4fXpqGrQIT7MFx/8ZpzNR8INdAw4ROQwQv088My0ofivqXH48XwlNqUXY/+5SsvSEEHeUtwaHwKxCDhaVIsyTQv+sS8Xb+/PxY1xCixIjcb0kSFOtyjhrpNlaDGY4C2VIL9SC3WDDnIvd+hbTfj2VBkA4A9T+q/2xmQSsHrHGcuq8r+5gR1gr4dW14rfbchAYXUTIv098e/fjbfbZJcDCQMOETkciViEW+NDcWt8KFR1zdicUYItGcWoqNdh/7lKAMD4QYEI9pVB3aBD+oUaHMxV42CuGoHeUtw7JhILxisRF+J4C3925kRbgGvUG7Hs8xMd9t8aH4L4sP6ZlNRoErDiy5P47Ki5yeyVexKwgBPPXTN9qwl/+CQTJy9qEOgtxcePjUeon32XLRkoOJMxZzImcgqtRhP2n6vExvRi/JRbZWk2CfaVYdKQIEhEIvySr7Za8HJcTADmpyoxKykcXlLH/X2uUN2Ij365AHWjHvXNBtQ3G6Bp+3GTiPHRI6n9slyCwWjC0i1Z2HGyDGIR8Lf7kzs0mVHPmUwClmzJwvYTKnhJJdi0aCJGK/3tXSynxqUausGAQ+TcSmqasDmjGFsyLkKtNQcakQi4aWgwIv09UVHfgh/PV8FoMv/z5iNzQ9roCCxIVSIxUs5RK51oMRjx9KZj2Hu2Eu4SEf6xYAzuSAy3d7GcliCYm/k++qUQbmIR1j+SiluGBdu7WE6PAacbDDhErkHfasLesxXYmF6EX/KqLdvD5R6YGh8Cd7EIB85Xoai6ybJvRLh5EsF7RkdC7sV+EADQpG/FE//JxM95asjcxHjv4bGYOjyk+xOpS+8eyMfa3ecAmJdguGcMZynuCww43WDAIXI9F9SN2HykGJ9nXkRNox6AuS/P1OEhGBLiDVVdC747fWnJCJmbGHckhGHB+GhMGBQ4YGt16lsM+N1HGThaVAsvqQTrf5uKG4YE2btYTu2zoyV44YuTAICXZo3A4zdxZfC+woDTDQYcItelazVid3Y5NqUXI/1CjWV7pL8nZiWFQyoRY+/ZCpwrb7Dsiw3ywvzUaNw3NtJqiQRXV9Oox28/PIJTpRr4ebhhw+/GIyU6wN7Fcmr7zlbgiY8zYTQJePKWwVhxxwh7F8ml9Ob726ZLNcTGxkIkEln9LF++vMfnP/nkkxCJRHjzzTettk+ZMqXDdRcsWNDHpSciZyRzk+Du0ZHY8uQN2PvHm/G7yYPg5+GG0rpmvP9TAd77MR+DFN54fuZwLEhVwlsqQWF1E9buPocb1uzHE/85iv3nKtDq4rP3Vta3YMH7h3CqVIMgbyk+fWIiw811yiyqwVObjsFoEnBfShSW3x5v7yINaDYfVrB69WosWrTI8trHp2cL3H399ddIT09HREREp/sXLVqE1atXW157enpeX0GJyOXEhfjiz3eNxAu3D8fOk2XYdKQYmUW1+Da7HN9mlyMmyAuP3TQYXlIJ9pypQGZRLb4/U4Hvz1QgzM8Dc8dFYd44pVNPItiZi7VNeGhdOgqrmxDqJ8PGxyciLsTxFh91JrkVDfjdhqNoMZgwdXgw/npf4oBt9nQUNg84vr6+CAsL69U5paWlePrpp/Hdd99h1qxZnR7j5eXV6+sS0cDk4S7BfWOjcN/YKJwrr8em9GJ8dawURdVN+Me+XEglYsxMCMM9YyJRqG7El8cuory+BW/vz8Pb+/PMkwiOV+K2kaFON4nglS6oG/HgB4eh0rQgKsATmx6fiOgg1wpw/U1V14zffHgEmmYDxkT7458PpsBdwrWs7c2mfXBiY2Oh0+mg1+uhVCoxd+5cPP/885BKpV2eYzKZMH36dNx9991YvHgxYmNjsWTJEixZssRyzJQpU3D69GkIgoDQ0FDccccdePnll+Hr27NJvdgHh4ia9K3YcaIMG9OLLBPtAcCQYG/cP1YJXw83fHe63LJcAQAEeLnj3pQozE9VYlioc0wieLmc8gY81LZcwOBgb2x8fALC5az9vh51TXrc/94h5FVqMSTYG1/8fhICvLv+jqPr05vvb5vW4CxevBgpKSkICAjAkSNHsGLFCly4cAHr1q3r8py1a9fCzc0Nzz77bJfHPPjggxg0aBDCwsKQnZ2NFStW4MSJE9izZ0+nx+t0Ouh0lyb/qq+vv/YPRUQuwUvqhnmpSsxLVSK7VINNR4qx7Xgp8qsasXb3OUjdxJidGI43549GfpUWnx811+qs//kC1v98ASnR/liQGo1ZSeHwljnuJILtTl3U4OEP01HXZEB8mC8+eXwCFD6utyp7f2rWG/G7DRnIq9QizM8D/3lsAsONA+l1Dc7KlSuxatWqqx6TkZGBcePGddi+detW3H///VCr1QgK6jgMMTMzE7NmzcKxY8csfW86q8Hp7Lxx48YhMzMTKSkpPS4za3CI6HJaXSu2ZZVi4+FinCm79IvQ8FBfzE9VIshHil2nyrDvbCVa2yYR9JZK2iYRjEZSlGNOIphRWIPffZSBBl0rkpX++PejqfD34hfx9TAYTXjy40zsP1cJPw83fPGHSU5Zq+dsbDpMXK1WQ61WX/WY2NhYeHh0HGpZWlqKqKgoHD58GBMmTOiw/80338Qf//hHiMWX2i6NRiPEYjGUSiUKCws7fT9BECCTyfDxxx9j/vz5HfZ3VoOjVCoZcIioU4Ig4MRFDTalF2H7CRVaDOYRVZ7uEtyVHI4ZI8OQW6nFZ0dLcEHdaDkvPszXPIngmEiHCRA/56qx6D9H0WwwYvygQHz4SCp8nKDGyZEJgoDnvziJLzIvQuYmxsbHJ2BcbKC9izUgOOw8ODt27MBdd92FoqIiREd3XLyturoaZWVlVttmzpyJhx9+GI8++iiGDx/e6XWzs7ORmJiIH3/8ETfffHO35WAfHCLqKU2zAV8fL8Wm9GLkVFyaO2dUhB8eGB+NCH8PfHOiDLtOlUHXNomgtG0SwfmpSkwcFASx2D61OnvOVOCpjcegN5pwy7BgvPfQWHhKnbuTtCNYu/sc3j2QD4lYhH89NBbTR4bau0gDhkMEnEOHDuHw4cOYOnUq5HI5MjIysHTpUowbNw7btm2zHBcfH481a9Zgzpw5nV7nyiaq/Px8bNy4EXfeeScUCgXOnDmDZcuWwdPTExkZGZBIuv+PlwGHiHpLEARkFtViU3oxdpwqs8yI7C2V4O4xkZidFI68Si0+PVKCs5c1b8UEeWHeOCXmjo1CSD+uIr39hApLt2TBaBIwc1Qo/vHAGKcfAeYI1v98Af+z4wwA4LX7kjAvVWnnEg0sDtHJWCaTYcuWLVi1ahV0Oh1iYmKwaNEivPDCC1bH5eTkQKPRdHGVjqRSKfbt24e33noLWq0WSqUSs2bNwssvv9yjcENEdC1EIhHGxQZiXGwg/jR7JLYeu4hNR4pRUNWITenF2JRejOQoOR6ZFIPYIG9sP6HCtiwViqqb8LfvcvC/e87j1vgQLEhV4pZhwXCz4TDizzJK8OKXJyEIwJwxkfjb/Uk2fb+BwGA04f2fCvC373IAAM/PHM5w4+C4VANrcIjoGgmCgMMFNdh0pBi7s8tgMJr/OfWVuWFOSiTmjIlEflUjtmQUI6Ow1nJeqJ8Mc8cqMW+css/noPnolwtY9Y25hmHhhGi8cneC3ZrIXEVmUS3+31enLMt7PDIpFi/fNdIhO5S7OodoonJkDDhE1NfUWh2+yLyIT48UW61ePjYmAAvHR2N4mC+2ZZVi67FSy2KgADA5LgjzU6MxY2QoPNyvrxb6nz/kWWoYHr9xEP7frBH8Er4OmmYDXtt9DpuOFEMQzPMgvTRrJO5NieR9tRMGnG4w4BCRrZhMAn7Nr8amI0X4/nSFZTi53NMd96VEYe64KPPK5xklOJhbhfZ/gf293DFnTCQWpJrDUG8IgoC/fZeDdw7kAwAWTxuKJdOH8kv4GgmCgB0ny7B6xxlUNZhH4M4dG4UVd45AIOe5sSsGnG4w4BBRf6hsaMHnRy9iU3oxSuuaLdsnDArEwgnRSIyUY1uWCp8fLYFK02LZPybaHwtSlZidFNHtJIImk4DVO85gw6+FAID/vjMeT9w8xCafZyAoqWnCS19n48fzVQCAwcHeePWeRNwwpOPcbdT/GHC6wYBDRP3JaBLwU24VNqUXY9/ZCrRV6iDQW4q5Y6MwL1WJkpombD5Sgr1nK6wmEbwrOQLzU5UYrfTvUCNjNAlYvvUkPs+8CAD4n3sS8PDEmH79bK7CYDRh3cELeGvfebQYTJBKxHhqahx+P2UwR585EAacbjDgEJG9lGmasSWjBFsySlB2Wa3NjXEKLJwQjTHR/tiepcKWjBIUXDaJYPtsynPGRCLAWwqD0YSlW7Kw42QZxCLgtfuTcf/YKHt8JKd3ZSfiGwYH4dU5CRgczBXWHQ0DTjcYcIjI3lqNJvyQU4VN6UU4cP5SXxyFjwzzU6OwIDUaZZoWbM4oxq5TZZbZlKUSMaYMD8bBXDWaDUa4S0R4a8EY3JkYbsdP45zYidj5MOB0gwGHiBxJSU2TuVbnaImlU6tIBNw8NBgPTohGamwgdpwqw+YjxTitsl4seFxMAP75YApC+3ESQWfX3ol41TdnoNayE7EzYcDpBgMOETkig9GEvWcqsOlIMQ7mXlrzL8zPA/ePjcLxklr8klfd4TyxCLg1PgTzU6MxdbhtJxF0duxE7NwYcLrBgENEjq5Q3YhPM4rxxdGLqL5s3hypRIzf3BCD3904CIfyq7ElowRHCmss+0N8Zbh/bBTmpyoRE+Rtj6I7JHYidg0MON1gwCEiZ6FrNeL70xXYfkIFhY8U/zUlDspA69mP86u0+CyjBF9kWoehSUOCMD9ViZmjwq57EkFnlllUi//+8pRlsdQbBgfhlTkJGMJOxE6HAacbDDhE5Ir0rSbsP1eBzRkl+PGyjstyz7ZJBMcrER/m2v/mNepacb6iATnlDThX3oBz5fU4XGCu4WInYufHgNMNBhwicnWldc34/GgJPj960WqSwWRl+ySC4fD1cLdjCa+PwWjCBXUjzpU3IKe8HjnlWuRU1KOkprnT49mJ2DUw4HSDAYeIBgqjScDPeWpsySjGnjMVlgVBJWIRhob4YFSEHAmRfhgVIcfICD/4dDNzcn8TBAGldc2WGpn22pn8Kq3ls1wp2FeG+DBfDA/1xfAwX4xW+mNoaO+WvyDHxIDTDQYcIhqI1FodvjpWis0ZxcivauywXyQCBgV5Y1SkHAkRfkiIlGNUhB/8vfqn1qO2UX+pRqZCi5zyepyv0EKra+30eB+ZG4aF+mB4mB+Gt/8Z5staGhfGgNMNBhwiGsgEQUBFvQ7ZpRpkqzTILq3HaZXGambly0UFeCKhvaanLfSE+F77vDvNeiNyK801MTnlDchpq5WpbJsD6EruEhGGBPtgeJgvhoX6mmtnwnwR6e/JvjQDDANONxhwiIg6Umt1OK2qR3apBqdVGpxW1aOouqnTY0N8ZUhoq+kZFSlHQqQcEXIPq8DRajShsLoJ5ysaLDUz5yu0KKxuRFffPMpAT0vTkrlmxheDFN6QunFuH2LA6RYDDhFRz2iaDTijMtfwmGt86pFfpe00oAR4uSMhUo4gbylyK7XIrdRC32rq9LqB3lJLkIkP88WwttoZR+sDRI6FAacbDDhERNeuSd+Ks2X1lqat7NJ6nK9osKyCfjlPd0lbP5n25iVzPxmFj5TNS9Rrvfn+ZlQmIqJe8ZK6YWxMIMbGBFq26VqNOF+uRbZKg5pGPeJCfBAf5gtlgBfEYgYZ6n8MOEREdN1kbhIkRsmRGCW3d1GIAADstUVEREQuhwGHiIiIXA4DDhEREbkcBhwiIiJyOQw4RERE5HIYcIiIiMjlMOAQERGRy2HAISIiIpfDgENEREQuhwGHiIiIXA4DDhEREbkcBhwiIiJyOQw4RERE5HIG5GrigiAAAOrr6+1cEiIiIuqp9u/t9u/xqxmQAaehoQEAoFQq7VwSIiIi6q2GhgbI5fKrHiMSehKDXIzJZIJKpYKvry9EIlGPz6uvr4dSqURJSQn8/PxsWMKBg/fUNnhf+x7vad/jPbUNV76vgiCgoaEBEREREIuv3stmQNbgiMViREVFXfP5fn5+LvfQ2BvvqW3wvvY93tO+x3tqG656X7uruWnHTsZERETkchhwiIiIyOUw4PSCTCbDyy+/DJlMZu+iuAzeU9vgfe17vKd9j/fUNnhfzQZkJ2MiIiJybazBISIiIpfDgENEREQuhwGHiIiIXA4DDhEREbmcARdw1qxZA5FIhCVLlli2iUSiTn/+9re/dXmdDRs2dHpOS0uL1XHvvPMOBg0aBA8PD4wdOxYHDx601Uezq/68rytXruywPywszJYfzy766p4CQF1dHZ566imEh4fDw8MDI0aMwK5du6yO4bPa9/eVz2rv7umUKVM6PWfWrFlWx/FZ7fv76orP6oCayTgjIwPvv/8+kpKSrLaXlZVZvf7222/x2GOP4b777rvq9fz8/JCTk2O1zcPDw/L3LVu2YMmSJXjnnXcwefJk/Otf/8Idd9yBM2fOIDo6+jo/jePo7/sKAKNGjcLevXstryUSybUU3WH15T3V6/W47bbbEBISgi+++AJRUVEoKSmBr6+v5Rg+q7a5rwCf1XY9uadffvkl9Hq95XV1dTWSk5Mxd+5cyzY+q7a5r4ALPqvCANHQ0CAMHTpU2LNnj3DLLbcIixcv7vLYu+++W7j11luver2PPvpIkMvlVz1m/Pjxwu9//3urbfHx8cLy5ct7WmyHZ4/7+vLLLwvJycm9L6yT6Ot7+u677wqDBw8W9Hp9l8fwWbXWV/eVz+olPbmnV3rjjTcEX19fQavVWrbxWbXWV/fVFZ/VAdNE9dRTT2HWrFmYPn36VY+rqKjAzp078dhjj3V7Ta1Wi5iYGERFRWH27Nk4fvy4ZZ9er0dmZiZmzJhhdc6MGTPw66+/XtuHcED9fV/b5ebmIiIiAoMGDcKCBQtQUFBwzZ/B0fT1Pd2+fTtuuOEGPPXUUwgNDUVCQgL+8pe/wGg0AuCzeqW+uq/t+Kz27r//y61fvx4LFiyAt7c3AD6rV+qr+9rO1Z7VAdFEtXnzZhw7dgwZGRndHvvvf/8bvr6+uPfee696XHx8PDZs2IDExETU19fjrbfewuTJk3HixAkMHToUarUaRqMRoaGhVueFhoaivLz8uj6Po7DHfQWACRMm4D//+Q+GDRuGiooKvPLKK5g0aRJOnz6NoKCgPvls9mKLe1pQUID9+/fjwQcfxK5du5Cbm4unnnoKra2t+POf/8xn9Qp9dV8BPqvtenpPL3fkyBFkZ2dj/fr1lm18Vq311X0FXPRZtXcVkq0VFxcLISEhQlZWlmXb1ar8hg8fLjz99NO9fh+j0SgkJycLzzzzjCAIglBaWioAEH799Ver41555RVh+PDhvb6+o7HXfe2MVqsVQkNDhddff73X13cktrqnQ4cOFZRKpdDa2mrZ9vrrrwthYWGCIPBZvVJf3dfO8FntuSeeeEJISEiw2sZn1Vpf3dfOuMKz6vIB56uvvhIACBKJxPIDQBCJRIJEIrH6x+mnn34SAFg9XL3x+OOPC7fffrsgCIKg0+kEiUQifPnll1bHPPvss8LNN9987R/IQdjrvnZl+vTpHdrlnY2t7unNN98sTJs2zWrbrl27BACCTqfjs2qj+9oVPqvda2xsFPz8/IQ333zTajufVdvc1644+7Pq8n1wpk2bhlOnTiErK8vyM27cODz44IPIysqy6iW+fv16jB07FsnJyb1+H0EQkJWVhfDwcACAVCrF2LFjsWfPHqvj9uzZg0mTJl3fh3IA9rqvndHpdDh79uxVj3EGtrqnkydPRl5eHkwmk2Xb+fPnER4eDqlUymfVRve1M3xWe+azzz6DTqfDQw89ZLWdz6pt7mtnXOJZtXfCsofOqvw0Go3g5eUlvPvuu52e8/DDD1v10l+5cqWwe/duIT8/Xzh+/Ljw6KOPCm5ubkJ6errlmM2bNwvu7u7C+vXrhTNnzghLliwRvL29hcLCQpt8Lnvrr/u6bNky4cCBA0JBQYFw+PBhYfbs2YKvr69L3te+uKfFxcWCj4+P8PTTTws5OTnCjh07hJCQEOGVV16xHMNn1Tb3lc9q7+5puxtvvFGYP39+p+fwWbXNfXXFZ3VAdDLuic2bN0MQBDzwwAOd7i8uLoZYfKnCq66uDk888QTKy8shl8sxZswY/PTTTxg/frzlmPnz56O6uhqrV69GWVkZEhISsGvXLsTExNj88zgKW9zXixcv4oEHHoBarUZwcDAmTpyIw4cPD5j72tt7qlQq8f3332Pp0qVISkpCZGQkFi9ejBdffNFyDJ9V29xXPqu9u6eAuRbs559/xvfff9/pOXxWbXNfXfFZFQmCINi7EERERER9yeX74BAREdHAw4BDRERELocBh4iIiFwOAw4RERG5HAYcIiIicjkMOERERORyGHCIiIjI5TDgEBERkcthwCEiIiKXw4BDRERELocBh4iIiFwOAw4RERG5nP8PKT0t0WpKN1IAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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9ZC9mi0G3qLMdts8s4ZFvtvDcd9t45tuzfYoCPJxYNKazQtE/6ImRiIjIFdp2LM06Auylm5vi6mTPom2Fy4B0a1QDZwfbUV6LdyQyetY6mzInBzue7dvYpuxIymne/b1wzqKn+kRZO3WfGbl2xpajabg52fPiTU3JyTfz+64kIgPc6RDpz8nMXB6Yu8HaORugZbgPnwxvTYCHcymcfdWiYCQiInIFzsxZZDEKX11d17AGhmFYO0D3aWr7Gu3vvSeKhSKA+7pE2izwahiFK9vn5FvoEOlPTR9XkjNzi+0H0LSmF+8OjqFOgDs3vLscKHxatDM+g5Ez1xKflmOte3OLUF65rZl1yL7YUjASERG5ArNWHWTL0TQ8XRx4/sbCJz7bjqVz7FQ2ro72XNvg7Kut2AMpDJsWW+wYod4u3N+1nk3Zz1sTWLb7BE72dvzfLU35v390tD5jdOc6PNErCicHOzYeTmVnfDpODna4OTlww7t/29R9oldDHuhat9oPyb8QBSMREZHLFJ+WzRu/Fr7eeqpPFDU8C4fY/1z0Gu26qEDrZIlbjp5i4JRVJR7nldua2UyqmJ6Tz/9+KOzIfV/XulgsBkt3n7DZx8XRjinDWnPtOX2S5q4pnOk6r8DC00Udts/4aGhL+kRfeC4lUTASERG5bBMWbicrz0yrCF/uaFPY0dkwDOtotN5FkzruTsig//srSjzGne3Di3W4fvPX3SRl5FInwJ1rGwTSY/Jfxfb7+8nrCfQ820co7XQ+X68/WqxegIczn41oQ3Qt78s7yWpGo9JEREQuw6/bE/htRyIOdiZeviUau6LlPtYeTOVAchZODnZcH1WDA8lZ9Hr7bLCJCva0Oc5TfRrZfN985BSzVh8CCvss3fbRymI/e9/EPjahCGDykj3F6kXX9ObHh69RKLoECkYiIiKXKDO3gBeK5iy6t0skDc8JOx8ULQFye6tapGXn0/+95dZtAR7OfDD07LxCj1xfDw/nsy9vCsyFr8AMo/BV2T/nJQL44t72OPxjssi/955gxsqDNmV9mgbz5X86VNvFYC+XXqWJiIhcojd/2018Wg7hfm480u3sUhrbjqXx554T2JngtpY1GfDRSjJyCwCwtzPx3YMdeWfJXmv9uzvZznA9c9Uhth8vnJ8oJ99S7OfeEB1Mu8izS4vkFVj4dHmcdRj/GQ9dV4/HezSwPsWSi6dgJCIicgm2HD3FzKKnM/93c1ObYe8fLit8wtO5fiD/XbCV4+cMk//hoWvIzC3gq3P6AXm7Olr/PT4tm7d+sw04/zS+6LWbYRgs2ZnEyz/v5EBylk2d5/o1ZuQ1dUraXS6CgpGIiMhFOvOqy2IUrlZ/bqfppIwcft2eCMCquJPkFZx94jN3VDsahXjaDNX3dHGweaLz5NdbrOulnXF3p9p8tuIgAA90rUuYnxs749N56ccdrNxffM2z66NqKBRdIQUjERGRizRj5UG2HUvH29WR5/rZzlL93cZjmIsWcD03FL0zuAWd6gXw+85Em+U/zn1a9O7ve/l779ltAJuf70nzF3+zfh/UJozx32zhi7VHsBiFM2XXC/SwWWdt2l2tS+dEqzEFIxERkYtw7FQ2by0uHPk1vk+UzXIahmFY5xA61zM3NOKmFjXJK7Aw8aedAEQGuBOXnIVhFD5l+nLtEetxz1g0pjN/7j07b1Gwlwt9311OZlF/pb7RIfRoHMR/F2yx1nn1tmhN3FgKFIxERET+hWEYTFi4jdN5ZtrU9mVg6zCb7RsOp3Lo5Gmbsns61WFU58LXWgs2HCWuqC/QmX8eO5VN24m/F/tZr94WTVSwF73fPjtrdUJ6YV+lZrW8ea5fY+xMJu7+LJbcoidTro729G9es5TOtnpTMBIREfkXv25PYMnOJBztbecsgsK10m77yHZG677NQni2byPrExwHOxMmExjGhX/OrTE1Gdg6jH1JmTblQV7OPNkriltiarJkZyIPz9toDUVQ+Jrt3Jmz5fJpHiMREZELyMjJZ0LRnEX3XVuX+kFn5ywyDIMnvtpsU799pB9vDWxuE54GtA5j6wu92PR8D5wcCn/1fn1fB5v9rmsYyIT+TXjvj33c8M7Zp0WPdKvP0nFdua1VLT6PPcx9c9aTW2ChcYiXtc7QduGld8LVnJ4YiYiIXMAbv+4mMT2X2v5uPHjd2YVeDcPgpR938s3GY9ayhkGeTBnWGmeH4k9vPJwd2JuYQV6BBWcHO4ZMXWPd1i2qBvd1rcuAj1eyJ7HwaVHXhoH8381NqeXrhmEYvPHrbt4vmjyyb3QImGBHfDpt6/jZhDW5MgpGIiIi57HpnOU5Jt4SbTNn0QdL9zF9xQHr9xBvF2bc08ZmtNk/rT2YCmDzGszdyZ5avq4MnLIKwwA/dycm3NiY/s1DMZlM5JstPLVgKws2FM5/FOjpzMr9yaSezgdglIbnlyoFIxERkRIUmC2M/6ZweY5bY2rSqV6AzfYv1xUGFV83R2oHuPPqbc0I8Xa94DGX7EwsVubp4sjMVYXh69aWNXm2b2P83J0AyMot4P65G/hrz9kRaicycgGoG+jOM30bcX1U0OWfpBSjYCQiIlKC6SsOsDM+HR83R57p26jY9k71/Dkce5reTUOYdGv0vx7vSMpp/tiVVKw8IT2HMD9XXr4lms71bSeMvGfGWrYdS7ep7+fuxGPd6zO4bTiO9uoqXNp0RUVERP7hSMppJi8uXNPs6Rsa4e/hXKzODdEhQOGItQJz8XXNzrX1aBqdX1tarNzOBKM71+HXMV1sQlHciUxu+2ilTShysrfjvmvrsuyJrgzrUFuhqIzoiZGIiMg5DMPg+YXbyM43066OHwNa1SqxXodIf3zdHEnJymN1XArX1A8osd7SXUk8+PmGYuXhfm68PySGZrV8bMo3HE5l5Iy11j5EADc2D+XJXg0J83O7/BOTi6JgJCIico6ftyawdPcJnOztmHjL+WeTdrC3o3fTYObFHuGnrfElBqN5sYcZ/83WYuXNw3z4+r4OxZ76xB5IYfj0NeTkFz6Bahnuw7P9GtMy3LcUzkwuhp7DiYiIFMnIyeeFHwrnLLq/a13q1fC4YP2+0aEALNoWb/M6zTAMXvxhR4mhKCrYk+8e6Fjiq7BF2xLIybcQ5ufKB0NasuD+jgpF5UxPjERERIpsPpLGiYxcTCYY1iHiX+u3j/TDz92JlKw8VsWdpHP9QHLyzUQ9t8imXusIXw6lFC4Z8uldrc/7FGpcrwZc2zCQ9pF+Jc6FJGVPwUhERKRI2zp+RAa6E3ciiyl/7ueZvo0vWN/B3o5eTYKZF3uYn7fGk5FTwANzbfsTfTS0Jb2bBmMYYDaMC3aadnNy4NoGgefdLmVPr9JERESKODnY8Xy/wjD02YqDxdYsK0nfotFp82KP2ISizvUD2P1/vekTHYLJZMLOzqSRZJWA/oRERETO0bVhDbpF1aDAYjB58Z5/rW9vV/y12JyR7Zg9sp1eh1VCCkYiIiL/8J9r6wKFQ+fPxzAMZq06yB1TV9uU//3kdecdui9XP/UxEhER+YeGRYuyxqflkJGTj6eL7fpnOflmnvl2m3X9sjMevK6u5hqq5PTESERE5B+83Ryp4Vk42/X+E1k2246dymbAx6uKhSKAfLNRLu2TsqNgJCIiUoIzcxg9/sUmvlx7BMMwWLk/mT5v/8XWY2nWev/pEsl/e0cBkFy0wKtUXnqVJiIiUoLhHWqz9WgacclZPLlgCz9ujbdZ5R7gxZuaMLxDbb5eX/j06ESmglFlpydGIiIiJejdNJh597a3fv9nKPpkWCuGd6hNXoGFnfGFi72e0BOjSk9PjERERM7j7SXFh+v7uTsx7a7WxIT7sjruJE9/u5W4on5IjUO9yruJUsoUjERERErwy9Z4luxMsimr7e/GjLvbUjvAndVxJxk+PZa8AgsBHk482SuK21vVqqDWSmlRMBIRETmHYRhM+SuOV37ZZVMeE+7Dp8Nb4+/hzLZjaYyauY68AgvdomoweXALvP4xpF8qJwUjERGRIlm5BTz59RZ+2hpvU96zcRDvDI7B1cmeuBOZ3DU9lszcAtrW8eODoS1xcdQM11WFgpGIiAhwMDmLe2evY0+i7fpoIzrW5rl+jbG3M3H8VDbDpsVyMiuPpjW9+PSu1gpFVYyCkYiIVHtLdyXx6PyNpOcU2JQ/fUMUoztHYjKZSMnKY9i0NRw7lU1kgDsz7m6r12dVkIKRiIhUWxaLwQdL9/HWkj0Y/5i0+tXbohnUJhyAU6fzGPFZLPtPZBHi7cLsUe0I8HCugBZLWVMwEhGRaikjJ5+xX27mtx2JxbadG4pOZOQybNoadiVk4OfuxOyR7ajp41rezZVyomAkIiLVzr6kTP4ze12xddAAxveJsoaiY6eyufPTNRxIzqKGpzNzRrWzLhUiVZOCkYiIVCu/bU/g8S83k5lbUGzb0Hbh/OfaugAcSM7izk8L+xTV9HHl89HtiPB3L+/mSjlTMBIRkWrBYjF4e8ke3v1jX4nbO9b156WbmgKwKyGdOz+NJTkzl8hAd+aOakeIt16fVQcKRiIiUuWlZefz2Beb+GNXUonbw/3c+HhYK+zsTGw+coq7Povl1Ol8GoV4MXtkW3W0rkYUjEREpErbk5jBf2av50ByFiYTxUafuTvZM31Ea7xcHFkTd5KRM9eRmVtAizAfZt7dFm83DcmvThSMRESkyvp5azzjvtrM6TwzHs4OGIZBVp7Zps5bg1pQr4Yny3Yncd+c9eTkW+gQ6c/Uu1rj4axfk9WN/sRFRKTKMVsM3vhtNx8t2w9AhL8bmTkFnMzKs9axM8ErtzajV5NgftkazyPzN5JvNrg+qgYfapmPakvBSEREqpRTp/N4eN5G/t6bDBR2qt6VkEHKOaHIyd6Od++IoXfTYBasP8oTX2/GYkC/ZiFMHtQCR3u7imq+VDAFIxERqTJ2HE/nP3PWcSQlGxdHO/pGh/LLtnhOn/P6zN3Jnql3taZj3QBmrzrIcwu3AzCwdS0m3doMeztTRTVfrgIKRiIiUiUs3HSM/y7YQk6+hTA/V7pFBTF79SHMlrO9rf3cnZhxdxua1fLho2X7eXXRLgDu7lSb5/o2xk6hqNpTMBIRkUqtwGzh1UW7mPr3AQA61w+gToA7M1YetKkX6u3CrJHtqBvozhu/7ub9pYXzGT18fT0e79EAk0mhSBSMRESkEkvJyuOhzzewcv9JAEZ3rkNyZh6zVh2yqRcZ6G5d4+ztJXusoeipPlHcVzTTtQgoGImISCW17Vga/5m9nmOnsnFzsueFG5vw/ebjLN+XbFOvWS1vPhvRBn8PZz79O463l+wFYMKNjbm7U52KaLpcxSq02/2GDRvo0aMHPj4++Pv7c++995KZmXnBfRITExkxYgShoaG4ubnRu3dv9u7da1MnNzeXhx9+mICAANzd3enfvz9Hjx4ty1MREZFy9NOWeG77aCXHTmVTJ8Cdj+9sxfQVB4qFog6R/nw+uj3+Hs58vuYw//fTTgCe6NVQoUhKVGHB6Pjx43Tv3p169eqxZs0aFi1axPbt2xkxYsR59zEMg5tvvpm4uDgWLlzIxo0biYiIoHv37mRlnV0hecyYMXz77bfMnz+f5cuXk5mZSb9+/TCbzec9toiIXP0Mw+D9P/by4OcbyC2wcF3DQF67vRn/XbCFXQkZNnV7Ng7is7vb4OHswMJNx3jmu60A3HdtXR7oqtdnUjKTYfxzcvTy8cknn/Dcc88RHx+PnV1hPtu0aRMxMTHs3buXevXqFdtnz549NGzYkG3bttGkSRMAzGYzNWrU4NVXX2XUqFGkpaURGBjI7NmzGTRoEFAYwsLCwvj555/p1avXRbUvPT0db29v0tLS8PLyKqWzFhGRy5VbYGb8gq18s/EYAPd0qsN1UYE8MGcDGbkFNnUHtq7Fy7dEk1NgYebKg7y1eA9mi8Gd7cN56aam6mhdhV3p7+8Ke2KUm5uLk5OTNRQBuLoWrly8fPny8+4D4OLiYi2zt7fHycnJus/69evJz8+nZ8+e1jqhoaE0bdqUlStXXrA96enpNh8REbk6pGTlceena/hm4zHs7Uz8381NaVrTi3tmrC0Wiv7TJZLnb2zCJ3/H0fnVP3j9192YLQa3xtTkxf4KRXJhFRaMrr/+ehISEnj99dfJy8sjNTWVp59+GoD4+PgS94mKiiIiIoLx48eTmppKXl4er7zyCgkJCdZ9EhIScHJywtfX12bfoKAgEhISztueSZMm4e3tbf2EhYWV0pmKiMiV2JeUwc0frGDtwVQ8XRyYcXcb0rLzefzLzeSbbV96/Ld3FDW8XOjy2lJeW7Sb1NP51AlwZ/Kg5rwxoLnmKZJ/VerB6IUXXsBkMl3ws27dOpo0acLMmTN58803cXNzIzg4mMjISIKCgrC3L3l9GkdHRxYsWMCePXvw8/PDzc2NZcuW0adPn/Puc4ZhGBf8v4Tx48eTlpZm/Rw5cuSKroOIiFy55XuTueXDlRxOOU2Ynytf3deBn7cm8Pqvu23qFa57Fo2niwMv/biDlKw8avu78dbA5ix+rAu3xNRSKJKLUurD9R966CEGDx58wTq1a9cGYMiQIQwZMoTExETc3d0xmUy89dZb1Klz/pECrVq1YtOmTaSlpZGXl0dgYCDt2rWjdevWAAQHB1ufQJ371CgpKYmOHTue97jOzs44OztfwpmKiEhZmrvmEM8v3I7ZYtA6wpfJg1rw/MJtLN19wqaek70d7wxuQVSIFze88zcAj3SrzyPX18NBa57JJSr1YBQQEEBAQMAl7RMUFATA9OnTcXFxoUePHv+6j7e3NwB79+5l3bp1vPTSS0BhcHJ0dGTx4sUMHDgQKHw1t23bNl577bVLapeIiJQ/s8Vg4k87mb6icCbrW2JqMrZnA+6fs4Gtx9Js6ro52fPJsNa0j/RjwJRVZOeb6VjXnzHd6usJkVyWCp3g8f3336djx454eHiwePFinnjiCV555RV8fHysdaKiopg0aRK33HILAF999RWBgYGEh4ezdetWHn30UW6++WZrZ2tvb29GjhzJ2LFj8ff3x8/Pj3HjxhEdHU337t0r4jRFROQiZeYW8Oi8jfy+KwmAsT0a0Cc6hMGfrOZoarZNXV83Rz67uy0twnz4YOk+Nh4+haezA6+rL5FcgQoNRrGxsUyYMIHMzEyioqKYMmUKw4YNs6mze/du0tLO/h9CfHw8jz/+OImJiYSEhDB8+HCee+45m30mT56Mg4MDAwcOJDs7m27dujFjxox/7YckIiIV5/ipbEbOXMfO+HScHex4c2BzgrxcuO2jlaRl59vUDfZyYc6ottSr4cm2Y2lMXrwHgP/d1ISaPq4V0XypIipsHqOrneYxEhEpP5uPnGLUrHWcyMglwMOZqcNbcfxUDo99uYm8AgtO9nbkWywYBkQGuDNrZFtq+bqRk2+m//vL2ZOYSe8mwXx0Z0sNx6/mKu08RiIiIgA/b41n4JRVnMjIJSrYk+8e7Mj6Q6k8+PkG8goseLs6YjEMDAOa1vTiy/s6UMvXDYA3f9vNnsRMAjycmXiL5iiSK6dFZEVEpEIYhsGHy/Zbh95f1zCQ1wc059VfdvHV+sL1LWv6uJKUkUOBxaBdHT8+vas1ni6OAKyOO8mnyws7aL96WzT+HhpZLFdOwUhERMpdboGZp7/ZxoINhQHo7k61uatDbe6aHsv24+nYmaBBkCd7kzIxWwx6NA7ivTticHEs7CuakZPP2C83YxgwuE0Y3RoFVeTpSBWiYCQiIuUqJSuP+2avJ/ZgCvZ2Jl7o34RaPq7c9MEK0rLz8XN3okWYD38UjUy7vVUtXrk12mZOohd/2MGxU9mE+bnybL/GFXUqUgUpGImISLnZl5TJyJlrOXTyNJ7ODrw7JIaNh0/x/MJtGAY0D/OhbqA732woXCh21DV1ePqGRjbD73/bnsBX649iMsGbA1rg4axfZVJ6dDeJiEi5WLEvmfvnrCc9p4AwP1feGtiC9//Yx597CmeyHtounLwCi7V/0RO9GvJA17o2HaqPn8pm/DdbAbi3SyRt6/iV/4lIlaZgJCIiZe7zNYd5buE2zBaDVhG+PHx9PcbM38SxU9m4ONrxv/5N+GtvMj9ticdkgok3RzOkXbjNMTYdOcW9s9ZxMiuPqGBPHu/RoILORqoyBSMRESkzZovBpJ93WkeP3dwilJYRvtw7ez15BRYi/N14a2AL3l6yh7/3JuNob+LtQTH0bRZic5zvNx/nia82k1tgoUGQB1OHt8bZQZP2SulTMBIRkTKRlVvAo/M3sWRnIgAPXleXpPRcnl+4HYDujYJ4vl9jHv1iIxsPn8LV0Z4pw1rRpUGg9RgWi8HkJXt47499AHSLqsHbg1tYh+yLlDYFIxERKXXnLu/h5GDHY90b8NPW42w7VjgUf2zPhtzasiZ3TY9lT2Im3q6OfHZ3G1qG+1qPkXY6n6e+2cIv2xIA+E+XSJ7sHYW91kGTMqRgJCIipWrL0VOMmrmOpIxcAjycGNougil/7efU6cKh+O8OjqGmrysDPl7F0dRsgrycmT2yHQ2CPIHCOY5mrzrE+0v3cep0Po72Jl6+JZoBrcMq+MykOlAwEhGRUvPL1nge+3ITOfkW6tfwoEWYD+/+sbdwKH4tbz68sxWnTucx4OOVJGfmUdvfjdkj2xHm54ZhGPy0NZ5XF+3iSEo2AA2CPJh0azStIjT6TMqHgpGIiFyxfy7v0SLMB0d7k3Xo/dB24Tx/Y2M2H0lj5Iy1ZOQW0DjEi5n3tCXQ05mk9BwemLuBdYdSAajh6czjPRpwe6taNhM7ipQ1BSMREbkieQUWnv52K18XhaA2tX05lprN8bQcnB3sePmWaG5rVYvfdybywNwN5BZYaFu07pmXiyOHT57mzmlrOJxyGjcne/7TpS6ju9TBzUm/oqT86a4TEZHLlpqVx3/mrCf2QOHyHo1DvNh8NI28Agvhfm58fGcrGod68c2Gozzx9RbMFoPujWrw/pCWuDjasyshnWHTYjmRkUu4nxuzR7Ylwt+9ok9LqjEFIxERuSz7T2Ryz4zC5T2c7O0I8HBi67E0oHBY/VsDW+Dt5sj05Qd48ccdANwaU5NXb2+Go70d6w+lcPdna0nPKSAq2JNZ97SlhpdLRZ6SiIKRiIhcupX7krmvaHkPkwlMJjieloPJBGN7NOCBrvUwmeCt33bzbtEcRPd0qsOzfRthMsGSHYk8NG8DOfkWWkX4Mv2uNni7aW4iqXgKRiIicknmxx7m2e+2UWAxADAMyC2w4OvmyDuDY+jSIBCLxeD5hduZvfoQULiuWYswH57+dit/7jlBfFoOANc2COSjO1uqP5FcNXQniojIRTFbDF75ZSdT/z5QbFuzWt58OLQltXzdKDBbGPfVZr7bdNy6fdryA5iLghSAs4Mdt7eqxYQbm+DkoFFncvVQMBIRkX/1z+U9zjWkXTgTbmyMs4M9BWYLj325mR82H7epY7YY1A1059oGNbi2YSDt6vjh4qi1zuTqo2AkIiIXFJ+WzcgZ69gRn25T7uxgx//d3NQ6I3VJoahz/QB6Nw2mS/1AwvzcyrXdIpdDwUhERM5r69E0Rs5cS1JGrk15mJ8rH9/Ziiah3kBhKBrzxSZ+3BJvrePv7sSnd7XG2UFPhqTyUDASEZESLdoWz5gvCpf3ONf1UTWYXDQUHwpD0aNfbOKnc0IRwOC2YQpFUukoGImIiA3DMPjoz/28tmi3TbnJBI93b8CD19XDrmiF+wKzhUfnb+KnrbahqGGQJ6OuiSy3NouUFgUjERGxyiuw8My3W61rnJ3hUzQU/9oGgdayzNwCHpy7gT/3nLCp2y2qBu/cEYOHs37FSOWju1ZERIDC5T3um7OeNQdSbMrPHYp/RmJ6Dnd/trZYh+x7u0Ty395R2Bc9URKpbBSMRESEuKLlPQ6ePG1TfkfbMCbc2MRmaP2uhHTu/mytdZJGAEd7ExNvjmZgm7Bya7NIWVAwEhGp5lbuT+b+ORtIy863ljkVDcUf2No26Czfm8z9c9aTkVtgLfN1c+SjO1vRPtK/3NosUlYUjEREqrEv1h7mmW/PLu8BUMu3cCh+05reNnW/XHeEJ7/eYlNWr4YH0+5qTYS/e7m0V6SsKRiJiFRDFovBq4t2MeWvOJvy6xoGMnlQC3zcnKxlhmHw4o87+GzFQZu6XRoE8v6QGLxctPirVB0KRiIi1czpvALGzN/Ebztsl/d4rHsDHr7+7FB8gKSMHNpO/N2mXpifKw92rcftrWrhYK91zqRqUTASEalGEtJyGDlzLduPnx1N5uPmyNuDWtC1YQ2bup+tOMD/fthhUzZ5UHNubBaqQCRVloKRiEg1sfVoGiM+i+VkVp61rGlNLz4a2spmHTOLxWDMF5v4/pw1zwa1DuPlW6M1DF+qPAUjEZFqYNG2BO6bs96mbFDrMP53k+1Q/NN5BfR46y+Oncq2lv348DXFOmKLVFUKRiIiVZhhGHz8ZxyvLtplLbO3M/HO4Bb0axZqUzchLYf2k2z7E60afz0h3q7l0laRq4GCkYhIFZVXYOG+Oev5Y1eStax9pB9vD4oh2NvFpm5Sum0ocrK3Y/1z3fHUiDOpZhSMRESqoFOn82jx4mKbsuf6NebujrVtRp1B4VIgbV8+G4rC/dz4dUwXXJ3sEaluFIxERKqYbcfS6PfecpuyRWM6ExXsVaxuRk4+MS+dDVC1/d1YNKaLTb8jkepEwUhEpAr5aNl+m/5E1zYI5JPhrXB2KB50svPMRL/wm/V7TR9XhSKp9hSMRESqgAKzhWtfX2YzmuzdO2Lo3/xsB+ucfDMbDqXi5eqIs4MdPSb/Zd0W6OnM72OvVSiSak/BSESkkos7kcn1b/5pUxb7dDdqeBV2sM7KLWDumkNM/fsAJzJyi+3fMMiT7x/uVOJTJZHqRsFIRKSSMgyDz1Yc5MUfz85OXSfAnT/GXovJZCLtdD4zVh7ks5UHOHU6v8RjPNa9AY92r19eTRa56ikYiYhUQiczc7l7xlq2HE2zlj3ZuyEPdK3HiYxcPl0ex5xVh8jKMxfb183Jnv90qcvwDhH4ujsV2y5SnSkYiYhUMkt3JXH3jLU2ZXNGtiMjJ5/7ZhfOW5RntpS4b+8mwTx/Y2NCfTRpo0hJFIxERCqJ7DwzL/+8k9mrD9mUt6vjx/1z1pORW2AtC/R0JjkzF8Mo/F7L15UXb2rC9VFB5dlkkUpHwUhEpBLYcvQUY77YRNyJrGLb1hxIASDU24W+zUI4kZHLr9sTMQxwsDNxb5dIHr6+viZsFLkICkYiIlcxs8Xgo2X7eOO3Peet07NxEKM6RxIZ6M6j8zeyYt9JANrW8eP/bm5KgyDP8mquSKWnYCQicpU6knKax77YxLpDqSVuD/Zy4X83NaFXk2C2HUvjpvdXcOxUNm5O9rzQvwkDWtXCZDKVuK+IlEzBSETkKmMYBl+vP8oL328vcVSZyQR3tovgyd4N8XRx5JsNRxn/zVZyCyzU9ndjyrDWNAzWUyKRy6FgJCJyFUnNymP8N1tZtD2hxO1RwZ5MvKUprSL8yDdbeOH77cxYeRCA6xoG8vbgGLxdHcuxxSJVi4KRiMhV4s89J3jiq80klTA7NYCHswPODnY8+fUWMnIKSM/JJye/cFj+I93qM6Zbfezs9OpM5EooGImIVLCcfDOv/LLL+uTnn8b1bMCPW+LZlZDB5nMmdATwcnHgzYEt6NFYw/BFSoOCkYhIBdp2LI0xX2xiX1Jmidv/euI67pm5ln1JmQR4OPH8jU0I9HDG08UBTxcHgrxctPCrSClSMBIRqQBmi8Enf8Xx1uLd5JuNEussHdeVYdPXcOjkaYK9XJg7uh11Az3KuaUi1YuCkYhIOTuScpqxX24m9mBKidsDPZ35aGhLhk5dzfG0HML8XPl8VHvC/NzKuaUi1Y+CkYhIOTEMg283HmPCwu02y3ecq3GIF01CvRgwZRWGAXUD3Zk7qj3B3i7l3FqR6knBSESkHJw6nccz323jpy3xQOFcREYJb9COpJ5mR3w6ALfG1OTZfo3xc3cqz6aKVGsKRiIiZWzFvmTGfrmZhPQc7ExgMUoORQAZOQU0DPLkxZua0C7Sv3wbKiIKRiIiZSUn38zrv+5m2vID1jLLPwLRtQ0C2XYsjZNZeXg4O/BYjwYM7xCBo71dObdWREDBSESkTOyMT2fM/E3sTsw4b51fHu3M5MV7OJmVh7erI98+0JFIjToTqVAKRiIipchiMZi2/ACv/7qbPLOlxDrv3RFDzyZBPDh3A0t2JuHkYMdHQ1sqFIlcBRSMRERKyfFT2Yz9cjOr4k6WuL15LW/m39sBkwnum72epbtP4Oxgx9ThrelYL6CcWysiJVEwEhEpBd9vPs6z324lPacAV0d7WkX4snxfsnX7e3fEcGPzUHLyzdw7ez1/7TmBi6Md0+5qQyeFIpGrRoX27tuwYQM9evTAx8cHf39/7r33XjIzS54W/4zExERGjBhBaGgobm5u9O7dm71799rU6dq1KyaTyeYzePDgsjwVEamm0rLzeXT+Rh6Zt5H0nAIahXjRLtLPGoqa1/Lmryeu48bmoWTnmRk9ax1/7TmBq6M9n41oq1AkcpWpsGB0/PhxunfvTr169VizZg2LFi1i+/btjBgx4rz7GIbBzTffTFxcHAsXLmTjxo1ERETQvXt3srKybOqOHj2a+Ph462fKlCllfEYiUt2s2n+SPm//xcJNx7G3M9G/eSgWi8Gy3ScAGN25Dl/d15FwfzdO5xUwcuZa/t6bjJuTPTPvaUuHuhqOL3K1qbBXaT/++COOjo588MEH2NkV5rMPPviAmJgY9u3bR7169Yrts3fvXlavXs22bdto0qQJAB9++CE1atRg3rx5jBo1ylrXzc2N4ODg8jkZEalWcgvMvPXbHj75Ow7DgAh/N7o2COTr9UfJyjPj6+bImwObc31U4Yr3WbkF3DNjLWsOpOBeFIpa1/ar4LMQkZJU2BOj3NxcnJycrKEIwNXVFYDly5efdx8AF5ezU+Pb29vj5ORUbJ+5c+cSEBBAkyZNGDduHBkZ5x8ye+bY6enpNh8RkX/anZDBzR+sZMpfhaGof/NQmoR6MXPVIbLyzLSr48cvj3axhqLM3AJGfBbLmgMpeDo7MGtkO4UikatYhQWj66+/noSEBF5//XXy8vJITU3l6aefBiA+Pr7EfaKiooiIiGD8+PGkpqaSl5fHK6+8QkJCgs0+Q4cOZd68eSxbtoznnnuOBQsWcOutt16wPZMmTcLb29v6CQsLK72TFZFK78ww/BvfX87O+HT83J14vEcDth1P4+etCdiZYEz3+nw++uy6Zhk5+Qyftoa1B1PxdHFg9qh2tIrwreAzEZELKfVg9MILLxTr+PzPz7p162jSpAkzZ87kzTfftL72ioyMJCgoCHt7+xKP7ejoyIIFC9izZw9+fn64ubmxbNky+vTpY7PP6NGj6d69O02bNmXw4MF8/fXXLFmyhA0bNpy33ePHjyctLc36OXLkSGlfGhGppBLSchg+PZaXftxBXoGF6xoGMqx9BO8v3UfciSyCvJz5fHR7xnRvgL2dCSjslD1sWiwbDp/C29WRz0e1p0WYT8WeiIj8K5NhnG/FnsuTnJxMcnLyBevUrl3b5nVYYmIi7u7umEwmvLy8mD9/PgMGDLjgMdLS0sjLyyMwMJB27drRunVrPvjggxLrGoaBs7Mzs2fPZtCgQRd1Hunp6Xh7e5OWloaXl9dF7SMiVc9PW+J5+tutpGXn4+Jox8PX12fr0TQWbU8A4LqGgbwxoDn+Hs7WfdJO5zNs+hq2HE3Dx82ROSPb0bSmd0Wdgki1cqW/v0u983VAQAABAZc2/DQoqPBd/PTp03FxcaFHjx7/uo+3d+FfMnv37mXdunW89NJL5627fft28vPzCQkJuaR2iUj1lZGTz4Tvt/PNhmMARNf05q6OtZm8eA/HTmXjaG/iv72juKdTHeyKnhIBnDqdx53T1rDtWDq+bo7MHdWexqH6nyuRyqJCJ3h8//336dixIx4eHixevJgnnniCV155BR8fH2udqKgoJk2axC233ALAV199RWBgIOHh4WzdupVHH32Um2++mZ49ewKwf/9+5s6dyw033EBAQAA7duxg7NixxMTE0KlTp4o4TRGpZGIPpPD4l5s4mpqNnQnu71oXV0d7nlqwhQKLQbifG+/dEUPzf7waS8nK485P17AjPh1/dyfmjm5HVLBCkUhlUqHBKDY2lgkTJpCZmUlUVBRTpkxh2LBhNnV2795NWlqa9Xt8fDyPP/44iYmJhISEMHz4cJ577jnrdicnJ37//XfeeecdMjMzCQsLo2/fvkyYMOG8fZdERADyCiy8vWQPH/25H8OAMD9XnrmhMZ/HHuavPYVzE/VrFsLLt0bj5eJos+/JzFyGfrqGXQkZBHg4M290O+oHeVbEaYjIFSj1PkZVhfoYiVQv+5IyGPPFJrYdK5yqY0CrWnRvHMSz323jREYuzg52vNC/CYPbhGEymWz2PZGRy9BPV7MnMZManoUdsevV0IKwIhXhqutjJCJSmRiGwezVh5j4005yCyz4uDnyfzc3ZVd8BvfNWY9hQP0aHrw/pCUNg4s/AUpKz+GOqavZXzQ6bd7o9kQGKhSJVFYKRiJS7VgsBrEHU/ByceTVRbv4s+g1WZcGgTzeowETf9rB2oOpAAxuE8aEG5vg6lT8VXxCWg5Dpq4mLjmLEG8X5o1uT+0A93I9FxEpXQpGIlKtpOfk0+yF32zKnB3sePqGRoR4u3DX9FjSsvPxcHbg5Vuj6d88tMTjxKdlc8cnqzl48jQ1fVyZN7o94f5u5XEKIlKGFIxEpFp5asGWYmWhPq5M+H679XtUsCdThrUiwr/kpz/HThWGosMpp6nlWxiKwvwUikSqAgUjEak21h9K4eetCcXKDyRn2XzflZDBiM/WUjfQg/pBHtQr+mfdQA9SsvK4Y+pqjqZmE+7nxuej21HLV6FIpKpQMBKRKi/fbOG93/fy7h/7rGX/7R2F2WLhjd/22NT1dHEgI6eAA8lZHEjOYsnORJvtTg525BVYqO3vxuej2xPq41ou5yAi5UPBSESqtMT0HO6dtY7NR8/Oh9arSRBxJzL5av1RANrW8eOdwS0I8XbFMAxOZOSyNymTfUmZ7E3KYG9iJvtPZJKcmUdegYXIAHebxWJFpOpQMBKRKu3r9UdtQhHApiOnSEzPxWSCR66vz8PX18PBvnBNbZPJRA0vF2p4udCpnu3yRqlZeRw8mUW9Gh54/mOCRxGpGhSMRKRKyzdbipUlpudSw9OZdwbH0KGu/0Ufy9fdCV93p9JsnohcZRSMRKTKysk3893GY8XKuzYM5M0BzfH3cK6AVonI1UzBSESqrMlL9nDw5GmbsqdviGLUNZHY2ZnOs5eIVGcKRiJSJW08nMqUP+NsymaPbEvn+oEV1CIRqQwUjESkysnJN3PLhyttyn5+pDONQ7UgtIhcmIKRiFQ5Uc8tsvm+9pnuBHqqP5GI/DsFIxGpMgzDoM74n23Kdr7Yu8QFYEVESqJgJCJVQm6BmfYv/25Ttm9iH+v8RCIiF0PBSEQqvVOn82gzcQn5ZsNatu7Z7gpFInLJFIxEpFI7dDKLa19fZlP2wZCWBGiOIhG5DPrfKRGptNYdTCkWino1CaJvs5CKaZCIVHoKRiJSKS3cdIzbP15lU+bqaM+rtzWroBaJSFWgV2kiUqkYhsEHS/fxxm97im17Z3ALfNy0lpmIXD4FIxGpNPIKLDz97Va+Xn+02LabW4TSs0lwBbRKRKoSBSMRqRTSTudz35z1rIo7WWxbgIczL/RvUgGtEpGqRsFIRK56h0+e5u4Zsew/kVXi9pdvaapXaCJSKhSMROSqtv5QKvfOWsfJrLwSt+sVmoiUJo1KE5Gr1o9bjnPH1NXFQlGEvxugV2giUvoUjETkqmMYBh8u28dDn28kr8Bis61DpD9HUk4DeoUmIqVPwUhErir5ZgtPLdjKa4t2A9Aqwhcnh8K/qiID3NlwOBWLAQNa1dIrNBEpdQpGInLVSMvOZ8RnsXyx7gh2JhjcJoxDJ7PIK7Dg6ezA0VPZ5BZY6N4oiJdvja7o5opIFaTO1yJyVTiScpp7Zqxlb1Imbk72DO9Qm7lrDpGRUwBAVl4BFgM61w/g/SExOGqBWBEpAwpGIlLhNh05xaiZa0nOzCPIy5mh7SL4YOk+cgss+Lg5kplTQIHFoE1tX6YMa4WLo31FN1lEqigFIxGpUL9sjWfMF5vILbDQKMSLfs1CeGvxHswWg7qB7pzIyKXAYtCsljfTR7TBzUl/bYlI2dHfMCJSIQzD4JO/4nhl0S4MA65rGEiLMF9e/7Ww03X7SD8OJGeRnlNAVLAns+5pi6eLYwW3WkSqOgUjESl3+WYLzy/czrzYwwAM7xCBq6M9k5cULgx7U4tQNh05RWJ6LpEB7swe2U7D8kWkXKj3ooiUq/ScfO6ZsZZ5sYcxmeCZGxqRV2Bhyl9xANzbJZKd8ekcOnmaWr6uzB3djkBP5wputYhUFwpGIlJujp3KZsBHq/h7bzKujva8d0cM6w6lMH9t4fD8Z25oxMr9yexJzCTIy5nPR7UnxNu1opstItWIgpGIlIstR09x8wcr2J2YQaCnM9NHtGHu6sP8uj0RJ3s73hjQnEXbE9h2LB1/dyfmjmpPeNHSHyIi5UV9jESkzP26PYFH528kJ99CVLAnr9/enPHfbmHbsXQ8nB14b0gMn/4dx/pDqXi5ODB7ZDvq1fCo6GaLSDWkYCQiZcYwDKYtP8DEn3diGNClQSBP3xDF/XM2cCA5C393J6be1Zr3/9jHin0ncXeyZ+Y9bWkc6lXRTReRakrBSETKRIHZwgs/bGfO6sKRZ0PahTO0XTh3TY8lMT2Xmj6uzLynDZMX7+WPXUm4ONoxbUQbYsJ9K7jlIlKdKRiJSKnLyMnnoc838ueeE5hM8HSfRrSM8GXI1DWkZefTIMiDmfe05Y1f9/DT1ngc7U1MGdaa9pH+Fd10EanmFIxEpFQdP5XNPTPWsishAxdHO94eFIOLox13frqG7HwzLcN9mD6iDW/8tpsFG45ib2fi/SEtubZBYEU3XUREo9JEpPRsO5bGzR+sYFdCBgEeznxxbwdyC8yMmrmO7HwzXRsGMmdUOz5ctp85qwvnMXprYHN6NQmu6KaLiAAKRiJSSpbsSGTAx6tIysilQZAH3z3YkQ2HU3l0/iYKLAY3tQhl6vDWTP3rAJ8UTeY46ZZobmpRs4JbLiJyll6licgV+efIs871A3hzYHNeW7Sbr9cfBWBEx9o8368x05YfsC778Xy/xgxuG16RTRcRKUbBSEQuW06+mae/3co3G44BcEfbMEZeE8ld09eyMz4dOxM82TuK/3SJZM6aw0z8eScAT/RqyD3X1KnIpouIlEjBSEQuS0JaDv+ZvY7NR9OwtzPxbN9G1PJ145YPV5CRU0CAhxPv3hFDx7oBLFh/lOe+2wbAg9fV5cHr6lVw60VESqZgJCKXbP2hVO6bs54TGbn4uDny7uAYVsed5H8/7ACgVYQvHwxpSbC3Cz9vjeeJrzcDha/UxvVsWJFNFxG5IAUjEbkkX649wrPfbSPPbKFhkCeTbovmjV93s3L/SQDu6VSH8TdE4Whvxx+7Enlk3kYsBgxqHcbz/RpjMpkq+AxERM5PwUhELkq+2cLEn3YyY+VBAHo1CaJfs1Dun7OexPRc3Jzsee32ZvRrFgrAyn3J3DdnAwUWg/7NQ3n51mjs7BSKROTqpmAkIv8qJSuPB+duYFVc4VOhoe3CST2dx8PzNgJQr4YHH9/Zkno1PAFYfyiFUbPWkVdgoUfjIN4c2Bx7hSIRqQQUjETkgnbGpzN61jqOpmbj6mhPmzp+fL/5OBk5BdjbmRh5TR3GdK+Pm1PhXyfbjqUxYvpaTueZ6Vw/gPeHxOBorynTRKRyUDASkfP6ZWs8j3+5mex8MwAO9ib+2nMCgGa1vJl0azRNQr2t9fckZjBs2hoycgtoW8ePT4a1xtnBvkLaLiJyORSMRKQYi8Xg7SV7ePePfTblGTkFuDvZM65XQ4Z3qG3zeuxAchZDP11D6ul8mocVrofm6qRQJCKVi4KRiNjIyMnnsS82s2RnYrFtPRoH8b/+TQj1cbUpP5p6mqFTV3MiI5eoYE9m3t0GD2f99SIilY/+5hIRq4PJWYyetY69SZk25TU8nXnxpqb0blp8sdek9Bzu/HQNx9NyiAx0Z86odvi4OZVXk0VESpWCkYgA8NeeEzz0+QbScwpsyjtE+vPekBgCPJyL7ZOSlcfQT9dw8ORpwvxc+XxU+xLriYhUFgpGItXcmUVgX/55JxbDdtu9XSJ5sldDHEoYVZaWnc+waWvYm5RJsJcLn49qT7C3Szm1WkSkbCgYiVRjOflmnv5mK99sPGZT7uZkz+u3N6dvs5AS98vKLeCeGWvZfjydAA8n5o5uR5ifW3k0WUSkTCkYiVRT5y4Ce67IAHc+HtaKBkGeJe6XW2DmP7PXs/5QKt6ujswe2Y66gR7l0WQRkTKnYCRSDZ27COy5zsxS7eXiWOJ+ZovBY19sYvm+ZNyc7Jl5T1sahXiVR5NFRMqFgpFINfPF2sM899128swWa5nJBON6NuT+a+uedz0zwzB49rtt/Lw1ASd7Oz4Z1poWYT7l1GoRkfKhYCRSTeSbLfzfjzuYueqQTbmPmyPvDo6hS4PAC+7/xm+7mRd7GDsTvDO4BdfUDyjL5oqIVIgyXcBo4sSJdOzYETc3N3x8fEqsc/jwYW688Ubc3d0JCAjgkUceIS8v74LHzc3N5eGHHyYgIAB3d3f69+/P0aNHbeqkpqYybNgwvL298fb2ZtiwYZw6daqUzkykcknJymPYtDXFQlHTml788NA1/xqKPv07jg+W7gfg5Vui6RNdcqdsEZHKrkyDUV5eHgMGDOD+++8vcbvZbKZv375kZWWxfPly5s+fz4IFCxg7duwFjztmzBi+/fZb5s+fz/Lly8nMzKRfv36YzWZrnSFDhrBp0yYWLVrEokWL2LRpE8OGDSvV8xOpDHYcT6f/+8tZHZeCwzmvyRoEeTD/3g7/Oprsq3VH+L+fdgLw395RDG4bXqbtFRGpSCbDMIx/r3ZlZsyYwZgxY4o9sfnll1/o168fR44cITQ0FID58+czYsQIkpKS8PIq3qkzLS2NwMBAZs+ezaBBgwA4fvw4YWFh/Pzzz/Tq1YudO3fSuHFjVq9eTbt27QBYvXo1HTp0YNeuXTRs2PBf25yeno63tzdpaWkltkOkMvh5azxjixaBDfdzw9PFge3H0/Fxc+T7B68h3P/Coei37QncP3cDZovBvV0iGd8nCpOp5D5IIiJXgyv9/V2mT4z+zapVq2jatKk1FAH06tWL3Nxc1q9fX+I+69evJz8/n549e1rLQkNDadq0KStXrrQe19vb2xqKANq3b4+3t7e1zj/l5uaSnp5u8xGprCwWgzd/280DczeQnW+mc/0A+jULYfvxdOztTHw4pOW/hqLVcSd5aN5GzBaDAa1qKRSJSLVQocEoISGBoKAgmzJfX1+cnJxISEg47z5OTk74+vralAcFBVn3SUhIoEaNGsX2rVGjxnmPO2nSJGt/JG9vb8LCwi7nlEQqXEZOPvfOXs97f+wDYNQ1dbirQ20++rOwj9CEGxvTsd6FO05vO5bGqJnryCuw0LNxEJNujVYoEpFq4ZKD0QsvvIDJZLrgZ926dRd9vJL+sjUM45L/Ev7nPpd63PHjx5OWlmb9HDly5JJ+vsjV4EByFrd8uJIlOxNxcrDjzQHNGdw2nMe+2IRhwB1twxnWPuKCx4g7kcld02PJzC2gfaQf794RU+KSICIiVdElD9d/6KGHGDx48AXr1K5d+6KOFRwczJo1a2zKUlNTyc/PL/Yk6dx98vLySE1NtXlqlJSURMeOHa11EhMTi+174sSJ8x7X2dkZZ2ctfimV1597TvBw0SKwQV7OTBnWmjr+7tz84QoycgtoW9uP//VvcsH/6YhPy2bYtFhOZuXRtKYXU4e3xsXRvhzPQkSkYl1yMAoICCAgoHTmL+nQoQMTJ04kPj6ekJDC4b+//fYbzs7OtGrVqsR9WrVqhaOjI4sXL2bgwIEAxMfHs23bNl577TXrcdPS0oiNjaVt27YArFmzhrS0NGt4EqkqDMPg078PMOmXwkVgW4b78PGdrdh8NI1H52/k0MnT1PRx5aM7W+LkcP4nP6lZeQyfFsuxU9lEBrgz4+62eJ5nBmwRkaqqTCd4PHz4MCkpKRw+fBiz2cymTZsAqFevHh4eHvTs2ZPGjRszbNgwXn/9dVJSUhg3bhyjR4+29iQ/duwY3bp1Y9asWbRt2xZvb29GjhzJ2LFj8ff3x8/Pj3HjxhEdHU337t0BaNSoEb1792b06NFMmTIFgHvvvZd+/fpd1Ig0kcoiJ9/M+G+28m3RIrADW9diXM+GvPzzTr7bdBwAb1dHpg5vjb/H+Z+IZuUWcPeMtexNyiTE24XZo9oRcIH6IiJVVZkGo+eff56ZM2dav8fExACwdOlSunbtir29PT/99BMPPPAAnTp1wtXVlSFDhvDGG29Y98nPz2f37t2cPn3aWjZ58mQcHBwYOHAg2dnZdOvWjRkzZmBvf/aR/9y5c3nkkUeso9f69+/P+++/X5anK1Ku4tOy+c/s9Ww5moa9nYnn+zWmpo8rfd9bzomMXOxMcG+XutzftS7erud/8pOTb+a+OevZdOQUvm6OzB7Zlpo+ruV4JiIiV49ymceoMtI8RnI1W38ohf/M3kByZi6+bo5MujWa33Yk8s2GwidHdQPdeWNAc2LCfS94nNwCM/fNXs/S3Sdwc7Ln89Httf6ZiFRqV/r7W2uliVQy82MP89zCbeSbDaKCPRnSLpwJ328nMT0Xkwnu7RzJYz0a/Gun6bwCCw/O3cjS3SdwcbRj2l1tFIpEpNpTMBKpJPLNFl76cQezitY7u6ZeAN5ujjy/cDsAkQHuvD6gGa0i/C7qWA/P28CSnYk4OxSGog51/cu0/SIilYGCkUglcDIzlwc/38DquBQA2tb2Y19SJgnpOZhMMLJTHcb1anhRQ+sLzBYenb+RX7cXznU0dXhrOv3LhI8iItWFgpHIVW7H8XRGz1rHsVPZONqbCPJyIfZgYUCq7e/G6wOa06b2vz8lgsJQ9NiXm/l5awJO9nZMGdaKLg0Cy7L5IiKVioKRyFXspy3xjPuqcBFYALPF4GhqNgDDO0TwVJ8o3Jwu7j9js8Vg3Feb+WHzcRztTXw4tCXXNSy+dI6ISHWmYCRyFbJYDCYv2WNd78xabkCAhxOv396c66IuPtRYLAZPfr2F7zYdx8HOxPtDWtK9ccmzwIuIVGcKRiJXmYycfB77YhNLdiYV23Z9VA1eu73ZJU2+aLEYjP9mKws2HMXezsR7d8TQq0lwaTZZRKTKUDASuYocSM5i9Kx17EvKtCl3drDj2X6NubNd+CUtsGyxGDzz3Ta+WHcEOxO8PagFfaJDSrvZIiJVhoKRyFXi3EVg7UyFr82gcEmPz+5uQ8t/mazxnwzDYML325kXexg7E0we1IIbm4eWQctFRKoOBSORCmYYBlP/juOVX3ZhMSDQ05nMnAKy883U8HRm9sh2NAz2vORjvvjjDmavPoTJBK/f3pybWtQsozMQEak6FIxEKlBOvpmnFmyxLvjaPMyHQyezyM43E+7nxpyR7Qj3d7ukYxqGwcSfdvLZioMAvHprM25rVau0my4iUiUpGIlUkPi0bO6dtZ6txwoXge3XLISlu5JIzykgKtiTWfe0pYaXyyUd0zAMXlm0i0+XHwDg5VuiGdgmrCyaLyJSJSkYiVSAdQdTuG/O2UVg72gbzmcrDpKdb6ZluA+fjWiLt5vjJR3TMAze/G0PU/6MA+Clm5sypF14WTRfRKTKUjASKWf/XAT21pY1ef3X3eSbDTrXD2DKsFYXPWnjud75fS/vLy2c9+iFGxszrH1EaTddRKTKUzASKSf/XAT2huhgWkf48X8/7cBiQN9mIUwe2AInB7tLPvZ7v+/l7SV7AXi2byNGdKpTqm0XEakuFIxEysHJzFwemLuBNQcK1zgb17MBDvZ2vPjjDgDuaBvO/93cFHu7i5+j6IwPl+3jzcV7ABjfJ4pRnSNLr+EiItWMgpFIGdt+PI17Z63n2KlsPJwdmDyoBesPpfLxn4Vh5v6udXmyV8NLmrjxjE/+2s9ri3YD8ESvhvzn2rql2nYRkepGwUikDJ27CGxtfzemDGvNjJUHmBd7BCh8wnO5YWba8gO8/PMuAB7r3oAHr6tXau0WEamuFIxEyoDFYvDW4j3WztCd6wfw1sAWvPD9dn7aGo+dqXAo/eC2lzdqbNaqg7xU9Brukevr8Wj3+qXWdhGR6kzBSKSU/XMR2P90iWR4x9o8MHc9aw+m4mhv4p3BMdxwmWuWzVl9iOcXbgfgga51eaxHg1Jru4hIdadgJFKK4k5kcu/s9exLysTJwY5Xb4vGz92ZG99bTkpWHh7ODnw4tCVdGgRe1vHnxx7m2e+2AYWB64nL7JskIiIlUzASKSXLdifx8LyNZOQUEOzlwkd3tuSPXUk8/uVmDAMah3jx4dCW1A5wv+Rjp+fkM2vlQevos3s61eGpPlEKRSIipUzBSOQKGYbBJ3/F8eqiwkVgW0X48uJNTXjpxx2sjiscnj+0XTjP9WuMi6P9JR370MksPltxkK/WHSErzwzAXR0ieK5fI4UiEZEyoGAkcgVy8s38d8EWFhYtAjuodRi9o4O5a/pakjNzcXey5+Vboy9pZXvDMFgdl8L0FQdYsjMRwygsr1/Dg9GdIxnQupZCkYhIGVEwErlMx09l85/ZhYvAOtiZeP7GxmTkFHDPjLUYBkQFe/LB0JbUDfS4qOPlFpj5ftNxpq84yM74dGt514aB3NOpDp3rBygQiYiUMQUjkctQuAjsepIz8/Bzd+Ktgc35buMxvit6cjSwdS3+178prk7//ursREYuc9ccYs7qQyRn5gHg4mjH7a1qMaJjHerVuLhgJSIiV07BSKokwzDK7OnKvNjDPF+0CGyjEC8m3tKUF3/YwaYjp7C3M/G//k248yIWcN1xPJ3PVhxg4abj5JktAIR4uzC8Q23uaBuGj5tTmbRfRETOT8FIqpykjBzGL9jKkHbhdGsUVGrHzTdbePGHHcxeXbgIbN/oEO7uVJsH524gPi0Hb1dHPhrako71As57DLPF4I9dSUxffoBVcSet5S3CfBh5TR16Nw3G0f7SF5EVEZHSoWAkVcqibfGM/2Yrqafz2ZWQQZcGgaUSNE5m5nL/3A3EHkjBZIJxPRsSGeDOsGmxZOebiQx0Z9pdbahznqH4mbkFfL3uCJ+tPMihk6cBsLcz0adpMPdcU4eW4b5X3EYREblyCkZSJaTn5PO/73ewYMNRABqFePH2oBalEopKWgR2V3w698/dABQu9/H+kJZ4uzoW2/dIymlmrjzIF2uPkJFbAICXiwN3tAtneIfa1PRxveL2iYhI6VEwkkpvTdxJHv9yM8dOZWMywX3X1uWx7g1wcrjyUPTjluOM+2ozOfkW6gS4894dMXzyVxzfby7sZD2iY22e7dsIh3MCmGEYrDuUyvTlB/h1ewKWouH2kQHu3H1NHW5rWRM3J/2nJyJyNdLfzlJpnVmo9YNl+zAMCPNz5a2BLWhT269Ujv3m4t18sHQ/AF0aBPJ8v0aM/WoLm4+cwsHOxIs3NWVIu7OLwOYVWPh5azzTVxxgy9E0a3nn+gHc06kO1zYIxM5Ow+1FRK5mCkZSKWXmFjBm/iaW7EwECidWfO7Gxng4X/ktnZ6Tz2PzN/H7rrOLwN4QHcKdn8aSkJ6Dj5sjHw5tSce6hZ2sU7Ly+HzNIWatOkRSRi4ATg523BpTk7s71aFhsOcVt0lERMqHgpFUOkdTTzNq5jp2JWTg5GDHa7c14+aYi59Z+kLWHkzhqQVb2H8iC2cHO169rRm+7k7cMXU1p/PM1C3qZF07wJ09iRl8tuIA32w4Rm5B4XD7Gp7ODO8QwR1tw/H3cC6VNomISPlRMJJKZe3BFO6bvZ6TWXkEejrzybBWxJTCiK5dCem8vmi39SlRiLcLU4a1Yl9SJiNnrKXAYnBNvQA+GNKSDUdSeW7hNv7em2zdv2lNL0ZeU4e+0aGl0rdJREQqhoKRVBpfrTvC099uJd9s0CTUi6nDWxN6haO6jqae5q3Fe/h24zEMo3AI/cDWYYzt2YAF648y6ZddAPRoHESHSH9u+WgFcSeyALAzQc/GwYzsXIfWEb5arkNEpApQMJKrntli8MovO5n69wEA+jQN5s2Bza9oZFdKVh7v/7GPOasPWWedviE6mLE9G1LH353/+2kn01ccsNZfHXeSxTsK+zN5OjswqE0Yd3WsTZif2xWcmYiIXG0UjOSqlpGTz6PzN/FH0SuuR7rVZ0y3+pc9uisrt4Bpyw/wyV9xZBbNK9Sxrj//7R1F8zAfcgvMPDJ/Iz9uif9HOwqI8HdjRMfaDGgdViqdvEVE5Oqjv93lqnX45GlGzVrLnsRMnB3seGNAc25sHnpZx8o3W5gfe5h3ft9HcmbhyLEmoV78t3eUddX61Kw8Yl5aXGzf9pF+jLwmkuujamCv4fYiIlWagpFclVbHneT+OetJPZ1PkJczU4e3plktn0s+jsVi8OPWeN78bbd1KY4IfzfG9mxIv+gQ7OxMnDqdx4Tvt7Nw03GbfW9vVYu7O9WmSah3aZySiIhUAgpGctWZH3uYZ7/bRoHFoFktbz4Z1ppgb5dLOoZhGPy9N5lXF+1i+/F0AAI8nHikW30GtwnHycGOLUdPceuHKyk4MzV1ke6NajDp1mYEemq4vYhIdaNgJFeNArOFl3/eZe303K9ZCK/f3hxXJ/tLOs7mI6d4ddEuVu4vXL3ew9mBe7tEMvKaOrg52fPB0n288dueEvdd8ngX6tXQhIwiItWVgpFcFdJz8nn48438uecEAI/3aMDD19e7pCHwcScyeeO33fy8NQEAJ3s77mwfwYPX1cXfw5m4E5lc/+afxfa7rmEgr93eXE+IREREwUgq3sHkLEbOXMv+E1m4ONrx1sAW3BAdctH7J6bn8PaSvXy57ghmi4HJBLfE1OSx7g1shtOvKHqCdMart0UzsHWY5h8SERErBSOpUCv3JXP/3A2kZecT4u3C1OGtaVrz4jo7p2XnM+XP/UxfcYCc/MK5iLpF1eCJ3g2JCvYqVn9I23Bq+rhQv4an5h8SEZESKRhJhZmz+hAvfL+dAotBizAfPhnWihpe/97JOiffzKxVB/lg6X7SsvMBaBnuw1N9GtG2jt9597O3M3F9VFCptV9ERKoeBSMpdwVmCy/9uIOZqw4BcHOLUF65rRkujhfuZF1gtvDNhmNMXrKH+LQcAOrX8OCJXg3p0ThIr8REROSKKRhJuUo7nc+Dn29g+b7CBVif6NWQB7rWvWCoMQyD33Yk8vqvu9mXlAlAqLcLY3o04LaWtTTpooiIlBoFIyk3+09kMnrmOuKSs3BzsmfyoBb0ahJ8wX3WxJ3k1UW72HD4FAA+bo482LUewzpE/OsTJhERkUulYCRlzjAM5sUe4f9+2sHpPDOh3i58elcbGocW7yB9xq6EdF5btNu6RpqLox0jr6nDvV3q4u3qWF5NFxGRakbBSMpUUnoO/12whaW7C+cnah/px3t3tDzvnEFHUk4zefEevt10DMMo7DA9qE0Yj3arT9BFdMwWERG5EgpGUmZ+3hrPM99uJfV0Pk4OdjzZqyH3dKqDXQl9gk5m5vL+0n3MXX2YPHPh0Pu+0SGM7dmAyECP8m66iIhUUwpGUurSsvOZsHAb3xUtyto4xIu3B7egQVDxpTaycgv49O8DTP07jszcAgA61fPnv72jLmvRWBERkSuhYCSlatORU9w/Zz3xaTnYmeCBrvV4pFt9nBzsbOrlFViYF3uY9/7YS3JmHgBNa3rx395RdK4fWBFNFxERUTCSf5dXYOGLtYfZeOQUZotBgcXAbC76p8VS9E/DumjrGRYDft2ewM9b4611CiwWzBaD7DwzWXlmACL83RjXsyF9o0NKfM0mIiJSXhSM5F+998de3vtj32Xtu7do3qGSBHg482j3+gxuE4ajvd1564mIiJQXBSP5V60ifG2+P9m7IV4ujjjYmbC3M7F0d5J1RXuAD4a0xN3ZHgc7O+ztTDjYF9Y7U/9MeZifK84OmotIRESuHgpG8q+6NqzBjLvbcP+cDWTnm/l1WwLTR7TB38OZHzYf59ftiQD0aRrMO4NjivUnEhERqSxMhmEYFd2Iq1F6ejre3t6kpaXh5XX+iQirk42HU7lnxlpST+dTJ8Cd/s1Dee+PvViMwvXO3hjQHAe9EhMRkQp0pb+/9VtMLlpMuC9f39+Rmj6uHEjO4p3fC0PR4DZhvDmwhUKRiIhUevpNJpekbqAHfZrarm/Wv0Xovy7kahgG24+n8dGy/aw/lFKWTRQREbls6mMkF80wDN77Yx+fLj9gUz5i+lreHtyCG6JDbMotFoONR1JZtC2BRdsTOJKSDRRO+Pjzo53Lrd0iIiIXS8FILophGLy6aDcf/7kfgHE9GzCqcyRj5m9i0fYEHvx8Ay/2b8LgtuGsiUth0fZ4ft2eyImM3GLHSj2dV97NFxERuShl+ipt4sSJdOzYETc3N3x8fEqsc/jwYW688Ubc3d0JCAjgkUceIS/vwr84c3NzefjhhwkICMDd3Z3+/ftz9OhRmzq1a9fGZDLZfJ566qnSOrVqxWIx+N8PO6yh6Nm+jXjo+vq4ONrzwdCW3N6qFoYBzy3cTv1nfuHOaWuYs/owJzJy8XR24OYWoXx8Z0tWjb8eOxPEp+Vw7FR2BZ+ViIhIcWX6xCgvL48BAwbQoUMHpk2bVmy72Wymb9++BAYGsnz5ck6ePMldd91V+MrmvffOe9wxY8bwww8/MH/+fPz9/Rk7diz9+vVj/fr12NufnRfnxRdfZPTo0dbvHh5ajPRSmS0GT3+zlS/WHQHg/25uyp3tI8jIyWfp7hP8ui2BpbuTiu03oFUt+jYLoWPdAJvh+y3DfVl3KJVlu5MY2i6i3M5DRETkYpRpMPrf//4HwIwZM0rc/ttvv7Fjxw6OHDlCaGgoAG+++SYjRoxg4sSJJQ6zS0tLY9q0acyePZvu3bsDMGfOHMLCwliyZAm9evWy1vX09CQ4OLjYMeTiFJgtjP1qMws3HcfOBE/f0AgnezvumbGW5XuTyTNbrHVDvV04mZVHbkFhWerpfNpH+heb0+i6qBqsO5TK0l0nFIxEROSqU6Gj0latWkXTpk2toQigV69e5Obmsn79+hL3Wb9+Pfn5+fTs2dNaFhoaStOmTVm5cqVN3VdffRV/f39atGjBxIkTL/iKLjc3l/T0dJtPdZZXYOGhzzeycNNxoHDds5d/3smTC7bwx64k8swWIgPceaBrXb5/qBMrnrqe3f/Xh4/vbIWTgx1LdiYybNoa0k7n2xy3a8PCBWJX7Esmt8Bc7uclIiJyIRXa+TohIYGgoCCbMl9fX5ycnEhISDjvPk5OTvj62i5TERQUZLPPo48+SsuWLfH19SU2Npbx48dz4MABPv300xKPO2nSJOsTrupuZ3w6fd75u1i5xYAmoV70bhJM76bB1KvhgclkO0y/d9NgZt/TllGz1rH2YCoDpqxk5j1tCfF2BQpHpAV5OZOYnsvK/Se5rmGNcjknERGRi3HJT4xeeOGFYp2a//lZt27dRR/vn79YoXAEVEnlF/LPfR577DGuvfZamjVrxqhRo/j444+ZNm0aJ0+eLHH/8ePHk5aWZv0cOXLkkn5+ZWYYBjuOp/PW4j1c8+ofxUJR6whfnu3biL+fvI6fHunMw93qUz/I87x/Ru0i/fnqvg4EeTmzJzGT2z5cyb6kDKDwz7tXk8LXmz9sPl62JyYiInKJLvmJ0UMPPcTgwYMvWKd27doXdazg4GDWrFljU5aamkp+fn6xJ0nn7pOXl0dqaqrNU6OkpCQ6dux43p/Vvn17APbt24e/v3+x7c7Ozjg7O19Uu6uCwjmGTvHr9gQWbUvgcMrpYnX6Nw/l2b6NqOHlcsnHjwr2YsH9HRk+PZa4E1nc/vEqpt3VhlYRvvRvHsqsVYf4bXsiOflmXBy1kKyIiFwdLjkYBQQEEBAQUCo/vEOHDkycOJH4+HhCQgonB/ztt99wdnamVatWJe7TqlUrHB0dWbx4MQMHDgQgPj6ebdu28dprr533Z23cuBHA+nOqG8MwOJqaTeyBFGIPpLB0dxJJJcwxdMZ3D3aiRZjPFf3MWr5ufH1fR+6ZsZZNR04x9NPVfDCkJdc1rEGotwvH03JYtjuJ3k2r55+JiIhcfcq0j9Hhw4dJSUnh8OHDmM1mNm3aBEC9evXw8PCgZ8+eNG7cmGHDhvH666+TkpLCuHHjGD16tHVE2rFjx+jWrRuzZs2ibdu2eHt7M3LkSMaOHYu/vz9+fn6MGzeO6Oho6yi1VatWsXr1aq677jq8vb1Zu3Ytjz32GP379yc8PLwsT/mqYRgG+5IyWXMghbUHC8NQfFqOTR1PZweub1SD1hG+fPJ3HEdSsvFzd2L2yLY0CfUulXb4uTvx+eh2PDB3A8t2n+De2euZdGs0NzYPZcpfccxceYheTYIv+dWpiIhIWSjTYPT8888zc+ZM6/eYmBgAli5dSteuXbG3t+enn37igQceoFOnTri6ujJkyBDeeOMN6z75+fns3r2b06fPvuqZPHkyDg4ODBw4kOzsbLp168aMGTOscxg5OzvzxRdf8L///Y/c3FwiIiIYPXo0Tz75ZFmeboUqMFvYGZ/BmgMniT2QwrpDqaRk2Y7Cc7AzEV3Lm7Z1/Ghfxx9nBzt+3Z7A20v2cjIrjxqezswd1Y76QZ6l2jY3JwemDm/NUwu2smDDUZ78egt3tg/Hyd6OVXEnWb4vmc71A0v1Z4qIiFwOk2EYRkU34mqUnp6Ot7c3aWlpJc6nVNFy8s1sOZpG7IGTxB5MZf3BFLLybIe/uzja0TLclza1/WhXx48W4T7sT8rihy3H+XHzcY6f8wQp3M+NWfe0pXaAe5m1+Z/LipzRtKYX3z94DXb/shCtiIjIv7nS399aK62S2XYsjZkrD/LDluPk5Ftstnm6ONCmth9t6/jRprYf0TW9rRMsLt+bTL/3lhN3Ista38PZgZ6Ng7ixeSid6gUUm4yxtJlMJp7qE0WgpzMv/bjjnHNK5+dt8fRrFnqBvUVERMqeglElkG+2sGhbAjNXHmTdoVRreYCHE23r+NG2th9t6vgRFeyF/T+euuTkm3lt0W6mrzgAFD5F6tYoiBubhdK1YWCFjAgbeU0dAjycGPfVZvLNhQ8sX/h+B72aBONoX6FzjoqISDWnYHQVO5GRy7zYw8xdc4jE9MIRZA52JvpEhzCiYwQtw30v2Gl5x/F0xnyxkT2JmQDc2T6cp/o0wsO54v/Yb2pRE183J4ZPjwUgOTOXD5fu59Hu9Su4ZSIiUp2pj9F5VGQfo42HU5m16hA/bYm3rkcW4OHM0HbhDG0X/q/zCuUWmPlo2X4+WLqPfLNBgIczr9/ejOuirr5ZprccPUX/91dYvy+4vyOtInwvsIeIiMj5XenvbwWj8yjvYJRbYOanLfHMXHmQzUfTrOUx4T6M6FibPk1DLqoP0NqDKYz/Ziv7kgqfEvVoHMQrt0bj73H1Tl65JzGDnpP/sn7//qFONKvlU3ENEhGRSkvBqIyUVzBKTM9h7upDfB57mOTMwuH1TvZ29GsewoiOtS86IKTn5PPqL7uYu+YwUPiE6YX+jekbHVIp5ghasS+ZoZ+enQV9zsh2XFO/dCYSFRGR6kPBqIyUZTAyDIP1h1KZsfIgi7YlUGAp/CMI9nLhzvbhDG4bTsAlPOFZtC2BCd9vs/ZDGtwmjPF9GuHt5liq7S5rn604wP9+ODta7d07YujfXCPVRETk4mm4fiWTnpPPiOmxbDh8ylrWtrYfd3WsTc8mQZc0KishLYfnF27jtx2JAEQGuDPxlmg61C2+FlxlcHenOmw8fIrvixaXfWTeRo6fyua+a+tWcMtERKS6UDAqZycycq2hyMvFgTmj2l1yfxqLxWDumkO8umg3mbkFONiZuL9rXR68rl6lX5D1lduiiUvOZNux9MLvv+zii7VH+GPstZXilaCIiFRumjSmnNUN9ODV26KxM0F6TgGTF+/hdF7BRe+/JzGDAVNW8dzC7WTmFhAT7sNPj3RmbM+GlT4UQeHyId890IlJt0Zbyw4kZ7HhcOoF9hIRESkd6mN0HmXd+XrJjkQe/HwDuQUWWoT5MH1EG/zcnc5bPyffzIdL9/HRn/vJNxu4O9nzZO8o7mwfUWxSx6oiJ9/MUwu24Ghvx7N9G1e6PlMiIlL+1Pm6jJTHqLT1h1K4Z8Y60rLziQx0551BMUTXKr6qfeyBFJ76Zot1OY/ujYJ48aYmhPq4lkm7REREKisFozJSXsP19yVlMHxarHVB15bhPgzvUJs+0cHk5Ft45ZddzIstHIIf6OnM//o3oU/TYPW3ERERKYGCURkpzwkeE9JyePnnnfyyLd66dliAhxNgIjmzcAj+HW3DeapPFN6uep0kIiJyPhquXwUEe7vw7h0xJGU0Yn7sET5fc5iE9MInSJGB7ky6JZp2kZVzCL6IiEhloidG51GRa6UVmC0s2ZnEicxcBrSqVSVGm4mIiJQHPTGqghzs7ejdNLiimyEiIlLtaB4jERERkSIKRiIiIiJFFIxEREREiigYiYiIiBRRMBIREREpomAkIiIiUkTBSERERKSIgpGIiIhIEQUjERERkSIKRiIiIiJFFIxEREREiigYiYiIiBRRMBIREREp4lDRDbhaGYYBQHp6egW3RERERC7Wmd/bZ36PXyoFo/PIyMgAICwsrIJbIiIiIpcqIyMDb2/vS97PZFxupKriLBYLx48fx9PTk4yMDMLCwjhy5AheXl4V3bRKJz09XdfvMunaXRldvyuj63f5dO2uzJVcP8MwyMjIIDQ0FDu7S+8xpCdG52FnZ0etWrUAMJlMAHh5eekGvwK6fpdP1+7K6PpdGV2/y6drd2Uu9/pdzpOiM9T5WkRERKSIgpGIiIhIEQWji+Ds7MyECRNwdnau6KZUSrp+l0/X7sro+l0ZXb/Lp2t3ZSry+qnztYiIiEgRPTESERERKaJgJCIiIlJEwUhERESkiIKRiIiISJFqFYwmTZqEyWRizJgx1rLExERGjBhBaGgobm5u9O7dm717917wONu3b+e2226jdu3amEwm3n777RLrffjhh9SpUwcXFxdatWrF33//XYpnU77K89q98MILmEwmm09wcHApn1H5Kq3rN3XqVDp37oyvry++vr50796d2NjYYvWq0r0H5Xv9qtr9V1rX7ptvvqF169b4+Pjg7u5OixYtmD17drF6uvdKdjHXr6rde1B61+9c8+fPx2QycfPNNxfbVhr3X7UJRmvXruWTTz6hWbNm1jLDMLj55puJi4tj4cKFbNy4kYiICLp3705WVtZ5j3X69GkiIyN55ZVXznvTfvHFF4wZM4ZnnnmGjRs30rlzZ/r06cPhw4dL/dzKWnlfO4AmTZoQHx9v/WzdurVUz6k8leb1W7ZsGXfccQdLly5l1apVhIeH07NnT44dO2atU5XuPSj/6wdV5/4rzWvn5+fHM888w6pVq9iyZQt33303d999N7/++qu1ju69K7t+UHXuPSjd63fGoUOHGDduHJ07dy62rdTuP6MayMjIMOrXr28sXrzYuPbaa41HH33UMAzD2L17twEY27Zts9YtKCgw/Pz8jKlTp17UsSMiIozJkycXK2/btq1x33332ZRFRUUZTz311GWfR0WoiGs3YcIEo3nz5qXQ+opXltfvzD6enp7GzJkzrWVV5d4zjIq5flXl/ivra2cYhhETE2M8++yz1u+6967s+lWVe88wyub6FRQUGJ06dTI+/fRT46677jJuuukmm+2ldf9ViydGDz74IH379qV79+425bm5uQC4uLhYy+zt7XFycmL58uWX/fPy8vJYv349PXv2tCnv2bMnK1euvOzjVoTyvnZn7N27l9DQUOrUqcPgwYOJi4u74mNWhLK+fqdPnyY/Px8/Pz+gat17UP7X74yqcP+V5bUzDIPff/+d3bt306VLF0D33pVevzOqwr0HZXP9XnzxRQIDAxk5cmSxbaV5/1X5YDR//nw2bNjApEmTim2LiooiIiKC8ePHk5qaSl5eHq+88goJCQnEx8df9s9MTk7GbDYTFBRkUx4UFERCQsJlH7e8VcS1A2jXrh2zZs3i119/ZerUqSQkJNCxY0dOnjx5Rcctb+Vx/Z566ilq1qxp/cunqtx7UDHXD6rG/VdW1y4tLQ0PDw+cnJzo27cv7733Hj169AB0713p9YOqce9B2Vy/FStWMG3aNKZOnVri9tK8/6p0MDpy5AiPPvooc+bMsUmnZzg6OrJgwQL27NmDn58fbm5uLFu2jD59+mBvb3/FP99kMtl8NwyjWNnVqiKvXZ8+fbjtttuIjo6me/fu/PTTTwDMnDnzio5bnsrj+r322mvMmzePb775ptjPqMz3HlTs9avs919ZXjtPT082bdrE2rVrmThxIo8//jjLli2zqaN77/z+7fpV9nsPyub6ZWRkcOeddzJ16lQCAgIu+PNL5f67pBdvlcy3335rAIa9vb31Axgmk8mwt7c3CgoKrHVPnTplJCUlGYZR+J7ygQceuKifUVI/mdzcXMPe3t745ptvbMofeeQRo0uXLld2UuWkoq7d+XTv3r3Yu+OrWVlfv9dff93w9vY21q5da1NeFe49w6i463c+len+K4//ds8YOXKk0bNnT8MwdO9d6fU7n8p07xlG2Vy/jRs3FjumyWSyHnPfvn2lev9V6SdG3bp1Y+vWrWzatMn6ad26NUOHDmXTpk026dTb25vAwED27t3LunXruOmmmy775zo5OdGqVSsWL15sU7548WI6dux42cctTxV17UqSm5vLzp07CQkJKdXjlqWyvH6vv/46L730EosWLaJ169Y226rCvQcVd/1KUtnuv/L8b9cwDGufEd17V3b9SlLZ7j0om+sXFRVV7Jj9+/fnuuuuY9OmTYSFhZXu/XdJMaoKOLd3vGEYxpdffmksXbrU2L9/v/Hdd98ZERERxq233mqzz7Bhw2x6tefm5hobN240Nm7caISEhBjjxo0zNm7caOzdu9daZ/78+Yajo6Mxbdo0Y8eOHcaYMWMMd3d34+DBg2V+jmWlvK7d2LFjjWXLlhlxcXHG6tWrjX79+hmenp6V+toZRulcv1dffdVwcnIyvv76ayM+Pt76ycjIsNapiveeYZTf9auK919pXLuXX37Z+O2334z9+/cbO3fuNN58803DwcHBZiSR7r2zLuf6VcV7zzBK5/r9U0mj0krr/nO45DhYxcTHx/P444+TmJhISEgIw4cP57nnnrOpc/jwYezszj5cO378ODExMdbvb7zxBm+88QbXXnut9X3xoEGDOHnyJC+++CLx8fE0bdqUn3/+mYiIiHI5r/JQVtfu6NGj3HHHHSQnJxMYGEj79u1ZvXp1lbp2cHnX78MPPyQvL4/bb7/dpt6ECRN44YUXgOpx70HZXb/qcP9dzrXLysrigQce4OjRo7i6uhIVFcWcOXMYNGiQtY7uvbMu5/pVh3sPLu/6XYzSuv9MhmEYl7SHiIiISBVVpfsYiYiIiFwKBSMRERGRIgpGIiIiIkUUjERERESKKBiJiIiIFFEwEhERESmiYCQiIiJSRMFIREREpIiCkYiIiEgRBSMRERGRIgpGIiIiIkUUjERERESK/D8iywY4wXhaUwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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gG9sQ0j2GESIiM1QkrcWCbYnYk1igMc42hPSBYYSIyIwIgoCos3lYsjMJ0tp6jW19g1XnhrANoZbGMEJEZCZyS6vx7pZ4HE0t1hi3tbLAnJEheKZfINsQ0guGESIiE6dUCvjpZDZW7ElGtVyhsa1vsCtWTQhHazc7Pc2OiGGEiMikpV+txOyoOMRkX9MYt7WywNxHQvB0X7YhpH8MI0REJqheocR3RzPw2d+pkNcrNbb1a+OKlePZhpDhYBghIjIxiVfKMXtTHBIuSzXG7axV54awDSFDwzBCRGQiZPUKfHkgDd8cTke9UtDYxjaEDBnDCBGRCTibfQ2zN8UhrahSY9zO2gJzR4bgP2xDyIAxjBARGbFqeT1W7U3BuugsCJplCCLauGHlhDAEuLINIcPGMEJEZKSOpxVjzuY45JbWaIzbWVtg7iOh+E+f1mxDyCgwjBARGZnymjos230Rv53JbbSNbQgZI4YRIiIjsj+pEPO3xqNQKtMYt29oQyazDSEjxDBCRGQESiplWLQjCTsuXGm0LbKtG1aMZxtCxothhIjIgAmCgO0XrmDxjiSUVsk1ttlbW+DdUao2RCRiG0LGi2GEiMhA5ZfXYP6WBBxILmq0rX87NywfxzaETAPDCBGRgREEARtP52LZ7ouokNVrbGMbQqaIYYSIyIBkl1RhzqZ4nMgoabRtQDt3LB/fFf6t2IaQaWEYISIyAAqlgB+PZ+KjfSmordO8sZ29tQXmjeqEp/oEsA0hk8QwQkSkZ5cKKzArKg6xuWWNtrENIXPAMEJEpCfyeiW+OZyOL/9JRZ1C81ruDhJLzBsViid7sw0h08cwQkSkB3F5ZZgVFYfkgopG2wa2d8fy8WHwc7HVw8yIWh7DCBFRC6qtU+DTvy9hzZEMKG+5sR3bEDJXDCNERC3kdGYpZm+KQ2ZxVaNtbEPInDGMEBHpWKWsHiv+SsZPJ7MbbXOQWGL+qFBMYhtCZoxhhIhIhw5fuop3N8fjcllNo20PdPDAsnFd2YaQ2WMYISLSgbJqOZbsvIhN5/IabXOUWGL+6FA80YttCBHAMEJEpHV/xefjvW2JKK6UNdr2QAcPLB/XFb5sQ4jUGEaIiLSkqKIWC7YmYk9iQaNtbEOI7oxhhIjoPgmCgE3nLmPJziSU19Q12j6o4dwQtiFEt8cwQkR0H/KuVePdLQk4culqo22OEku8N7oTJvbyZxtCdBcMI0RE90CpFPDzqWys+CsZVXJFo+2DOnhg+fiu8HFmG0L0bxhGiIiaKeNqJWZvisOZrGuNtjlKLPHemE6Y2JNtCFFTMYwQETVRvUKJNUcz8enflyCvVzbaPrij6twQtiFEzcMwQkTUBElXpJi9KQ7xl8sbbXO0scSC0Z0wgW0I0T1hGCEiugtZvQKr/0nD14fSUX/rne0ADOnogWXjwuDtbKOH2RGZBoYRIqI7OJdzDbOj4pBaVNlom6ONJRaO6YzxPfzYhhDdJ4YRIqJbVMvr8fG+S/jheCaExmUI2xAiLWMYISK6SXRaMeZsjkdOaXWjbWxDiHSDYYSICIC0tg7Ldl/ExtO5t90+NMQTSx/vyjaESAcYRojI7P2dVIh5W+NRKG18YzunhjZkHNsQIp1hGCEis1VSKcPiHUnYfuHKbbcPDfHEsnFd4eXENoRIlxhGiMjsCIKA7ReuYPGOJJRWyRttd7KxxKJHO+Px7mxDiFoCwwgRmZWC8lrM3xqPvy8WAQDEIuDmy4c8GOKJpWxDiFoUwwgRmQVBEPDbmVws3XURFbJ6iESAtYUYsobLurMNIdIfhhEiMnk5JdWYszkO0eklAABbKwsoBUEdRB4KVX1TxpNtCJFeMIwQkclSKAWsi87CR3tTUFOngJWFCA4SS0hr66FQCnC2tcKiRzthbDe2IUT6xDBCRCYptbACszbF4XxOGQDA1d4adQolrlXXAQAeCvXC0se7sA0hMgAMI0RkUuoUSnxzKB1f/pMGuUIJGysx3OwlKJTWor6hDVn8aGc81s2XbQiRgWAYISKTkXC5HO9ExeFivhQA4OdiC1m9ApfLagCwDSEyVAwjRGT0ausU+OzvVKw5mgGFUoCjxBKeThLklFajTsE2hMjQMYwQkVE7k1WK2VFxyCiuAgC093RApawe6VdVvw/r5IUPH+8CT0e2IUSGStzcJxw5cgRjxoyBr6/qvzC2bt1618dv3rwZw4YNg4eHB5ycnBAREYG9e/fe63yJiAAAlbJ6LNiWgInfnEBGcRXc7K3R1c8ZWSVVyC+vhYudFT5/shu+e6YngwiRgWt2GKmqqkJ4eDhWr17dpMcfOXIEw4YNw+7du3H27FkMGTIEY8aMwfnz55s9WSIiADh86SpGfHoEG05kAwDCA1xgJ7FA/OVy1CkEDO/khX1vPoDH+JVdIqMgEgRB+PeH3eHJIhG2bNmCsWPHNut5nTt3xqRJk7BgwYImPV4qlcLZ2Rnl5eVwcnK6h5kSkSkoq5Zjyc6L2HQuDwDg42yDAFc7nMu+hnqlABc71bkhj4bz3BAiQ9DUz+8WP2dEqVSioqICrq6ud3yMTCaDTHbjVt5SqbQlpkZEBmxPQj7mb01EcaUMIhHQL9gNBdJanM4sBQAM7+SFD3huCJFRavEw8vHHH6OqqgpPPPHEHR+zbNkyLF68uAVnRUSGqqiiFgu3JeKvhAIAQJCbHVq72SM6rRj1SgGt7Kyw+LEuGBPmwzaEyEg1+5yR+7Fx40YsWrQIv//+Ozw9Pe/4uLlz56K8vFz9k5ub24KzJCJDIAgCNp3Nw7BPjuCvhAJYikV4MMQTFmIRjly6inqlgBGdvbDvzUFcliEyci3WjPz+++947rnn8Oeff+Khhx6662MlEgkkEkkLzYyIDM3lshq8uzkehy9dBQCEeDuitasd/kkuUrch7z/WBaPZhhCZhBYJIxs3bsSzzz6LjRs3YtSoUS3xlkRkhJRKAb+cysbyv5JRJVfA2lKM4Z28cKmwAvuSCgEAD3f2xpKxXeDhyP9gITIVzQ4jlZWVSEtLU/+emZmJ2NhYuLq6onXr1pg7dy4uX76MDRs2AFAFkSlTpuDzzz9Hv379UFCgWve1tbWFs7OzlnaDiIxdZnEVZm+KU5+QGh7ggoBWttiTUMA2hMjENfurvYcOHcKQIUMajU+dOhXr1q3DtGnTkJWVhUOHDgEABg8ejMOHD9/x8U3Br/YSma56hRJrj2Xik/2XIKtXws7aAqPDfHAhtxwphRUAgJFdVG2IuwPbECJj0tTP7/u6zkhLYRghMk0X86WYvSkOcXnlAIB+bVzh62KL7bFXUK8U4Gpvjfcf64xRXdmGEBkjg73OCBGRrF6B/zuYjq8OpqFeKcDJxhLjevjjZEYJTmaolmnYhhCZD4YRImpR53OuYfamOFwqrAQAPBjiCU8nCX46mQ1FQxuy5LEuGBXmo+eZElFLYRghohZRI1fg430p+OF4JpQC4O5gjSd6BeCf5CIcSC4CADzS1RvvP8Y2hMjcMIwQkc5FpxdjzqZ45JRWAwDGhPvCxdYK3x7JYBtCRAwjRKQ70to6LNudjI2ncwAAvs42mNy3NXbG5SO5QPVNmVFhPnj/0c5wYxtCZLYYRohIJw5cLMS8LQkokNYCACb1CoCttQU+/TsVCqUAN3trLBnbBY90ZRtCZO4YRohIq0qr5Fi8IxHbYq8AUN3Y7ul+gfgzJk993RC2IUR0M4YRItIKQRCwIy4fi7YnorRKDrEImBoZBAuRCMv+SmYbQkR3xDBCRPetUFqLeVsS8PdF1f1jQrwd8XS/QPx0IlvdhowO88FitiFEdBsMI0R0zwRBwB8xufhg10VU1NbDykKEFx9ogzqFgIXbE9VtyAdju2Ak2xAiugOGESK6J7ml1ZizOQ7H00oAqG5s93Tf1lhzNEN9QbMx4b5Y/GhnuNpb63OqRGTgGEaIqFkUSgHro7Owam8KauoUsLES47Wh7SGtrcOczfFQKAW4O6jakIe7sA0hon/HMEJETZZWVIFZUXE4l1MGQHVju8l9A/HlgVSkFrENIaJ7wzBCRP+qTqHEt4fT8cWBNMgVSjhILPH28A4okMrw5u+xbEOI6L4wjBDRXSVcLsesqDgk5UsBAENDPPFErwB8vC9F3YY8Gu6LRWxDiOgeMYwQ0W3V1inw+YFUfNdw/5hWdlaYOzIUGcVVmPHL2Yab3Uka2hBvfU+XiIwYwwgRNXImqxSzo+KQUVwFQHWNkHE9/LBsd7K6DXmsmy8WjemMVmxDiOg+MYwQkVqVrB4r9yRjw8lsCALg6SjBe6M7IfGKFM+vj1G3IR8+3gUjOrMNISLtYBghIgDAkUtXMXdzPC6X1QBQ3dhuVJgP3t+ZhDS2IUSkQwwjRGauvLoOS3YlIepsHgDAv5UtFj/aGWeyrmHaj6fZhhCRzjGMEJmxPQkFeG9bAq5WyCASAdMig/BQqBcWbEtA+lXV+SJju6m+KeNixzaEiHSDYYTIDF2tkGHR9kTsis8HALT1sMeSx7rgcOpVPLP2FJQC4OEowYdju2A42xAi0jGGESIzIggCtpy/jPd3JqGsug4WYhH+O6gtBrR3x7wt8eo25PHuflg4phPbECJqEQwjRGbiSlkN3t0Sj0MpVwEAnX2dsGRsF+xNKMDkNSfVbcjSx7tiWCcvPc+WiMwJwwiRiVMqBfx6OgfL/0pGpawe1pZi/O+h9ugd5Ip3/rzANoSI9I5hhMiEZRZXYc6mOJzKLAUA9ApshcWPdca22CuY9O0JtiFEZBAYRohMUL1CiR+OZ+LjfZcgq1fCztoCs0Z0RBc/Z7y28TwyGtqQcT38sGA02xAi0i+GESITk1wgxeyoOFzIKwcADGzvjoVjOuOPmFy8vzMJyoYrqy59vCseYhtCRAaAYYTIRMjrlVh9MA1fHUxDvVKAk40l5o/uhLYe9njxpxiNNmTh6M5wtrPS84yJiFQYRohMQGxuGWZFXcClQtVl24d38sL8UZ3w08kszN4Up77PzLJxXfFgKNsQIjIsDCNERqxGrsAn+1Ow9lhmw2XbrbH40S7wdpZg2o+n1XfdHd/DHwtGd2IbQkQGiWGEyEidSC/BnM1xyC6pBqD6au6shzti7dFMrD2eCUEAvJxUbcjQELYhRGS4GEaIjExFbR2W/ZWMX0/lAAB8nG2w9PGucLSxxOQ1p5DZ0IZM6OmP90axDSEiw8cwQmREDiYX4d0t8cgvrwUAPN2vNd54sAO+OZyOH9iGEJGRYhghMgKlVXK8vyMRW2OvAACC3OywfHwYLMUiPPHtCc02ZHQnONuyDSEi48EwQmTABEHArvh8LNyWiJIqOcQi4PmBbfDfQW2x+mCaRhuyfFwYhoR46nvKRETNxjBCZKAKpbV4b2sC9iUVAgA6ejli5YQwyBVKjPs6Wt2GTOzpj/lsQ4jIiDGMEBkYQRDwZ0weluxKQkVtPawsRHhlSDtM7x+Mz/9OxY/RqjbE28kGy8Z3xZCObEOIyLgxjBAZkNzSary7JR5HU4sBAOH+zlg5IRzS2jo8tvoYshq+xvtEL3/MG8U2hIhMA8MIkQFQKAVsOJGFVXtTUC1XQGIpxtvDO+Kpvq3x8b4UrIvOgiCovsa7bFxXDGYbQkQmhGGESM/Siiowe1M8zmZfAwD0DXbFivFhKKqQYdQXR9UXNXuil+rcECcbtiFEZFoYRoj0pE6hxHdHMvD536mQK5RwkFhi7iMhGNvNDx+xDSEiM8IwQqQHCZfLMSsqDkn5UgDAkI4e+PDxrsgtrcYjN7Uhk3oFYN7oULYhRGTSGEaIWlBtnQJfHEjFt0cyoFAKcLGzwsIxnTCiszdW7lG1IYCqDVk+PgyDOnjod8JERC2AYYSohZzNLsWsqDikX1VdH2RUmA8WP9oZ6UWVGPn5jTbkyd4BeHcU2xAiMh8MI0Q6ViWrx6q9KVh/QnUOiKejBEvGdsHA9u4abYivsw2WsQ0hIjPEMEKkQ0dTr2Lu5njkXasB0HB9kEc64WKBFA9/dhQ5pWxDiIgYRoh0oLymDh/uSsIfMXkAAP9Wtlg2rit6BrbCir+Ssf5ENgBVG7J8fBgeYBtCRGaMYYRIy/YmFuC9rQkoqpBBJAKmRgThnREdEZdXrtGGPNWnNd59JASObEOIyMwxjBBpSXGlDAu3J2JXXD4AoI2HPVaOD0OojxNW7tFsQ1ZMCMPA9mxDiIgAhhGi+yYIArbFXsHiHYm4Vl0HC7EILw9qg9eGtsf5nDI8/PkR5JaqzhlhG0JE1BjDCNF9uFJWg/lbE/BPchEAoJOPE1ZOCEOwuz2W7r6IDQ1tiJ+LLVaMD8OA9u76nC4RkUFiGCG6B0qlgI1ncrBsdzIqZfWwthDjjYfa48UH2uBMVqlGGzK5b2vMHck2hIjoThhGiJopq7gKszfF4VRmKQCoviEzPgw+zjZ4f0cSfjrJNoSIqDkYRoiaSKEUsPZYBj7edwmyeiVsrSww6+GOmBIRhFOZJZj242n19UT+07c15j4SCgcJ/4kREf0b/qUkaoKUggrMirqAC3nlAIAB7dyxbFxXuNpbY+H2BPx8MgeAqg1ZOSEM/duxDSEiaiqGEaK7kNcr8dWhNPzfwTTUKQQ42ljivVGdMLGXP06kl+CpNSfZhhAR3Sf+1SS6gwu5ZZgVFYeUwgoAwPBOXlgytgvsJZZ4bxvbECIibWEYIbpFjVyBT/++hO+PZkApAG721lj8WGeM6uqDE+kleCcqDpfLVG3I0/1aY85ItiFERPeDf0HJLNXWKXC5rAZl1XKczylDey9HPNDeHacySzFnUxyySlSXbH+8ux/eG90J1pZizN+agF9OqdoQ/1a2WDk+DJFsQ4iI7luzw8iRI0ewatUqnD17Fvn5+diyZQvGjh171+ccPnwYM2fORGJiInx9fTFr1iy8/PLL9zpnovtSLa9HpwV7G4239bBH+tUqAICPsw0+fLwLhoZ44XhaMWbd1IY80y8Qc0aGwJ5tCBGRVjT7r2lVVRXCw8Mxffp0jB8//l8fn5mZiUceeQQvvPACfv75Zxw/fhwzZsyAh4dHk55PpA1KpYALeWXYk1iAtUczb/uY60Hk+kXKRCIR3t0Sj19vbkMmhCGyLdsQIiJtanYYGTlyJEaOHNnkx3/zzTdo3bo1PvvsMwBAaGgoYmJi8NFHHzGMkM5UyeqRe60aOSXViE4vwZ6EAhRIa+/6nEA3OywfF4aItm44llqM2ZvYhhARtQSd/2U9ceIEhg8frjE2YsQIrF27FnV1dbCyanyJbJlMBplMpv5dKpXqeppk5KLTi/Hb6VzklFYj71o1iivljR5jb22BoaFeeLizN2ZFXUCVXAEAEIuA5wYEY+awjqhXKjXakABX1VVU2YYQEemOzsNIQUEBvLy8NMa8vLxQX1+P4uJi+Pj4NHrOsmXLsHjxYl1PjUzIp/sv4UzWNY0xZ1srtHa1Q6iPI0Z09kb/du6wsbIAAGw4kYVTmaXo4OWAlRPC0S3ApVEbMiUiELMfZhtCRKRrLfJXViQSafwuCMJtx6+bO3cuZs6cqf5dKpUiICBAdxMko/ffwW1xdn0MlAIwsac/5o/uBGfbO9+YbsX4MJzPvYZHuvpAXq/E3M3x2Hj6Rhuycnw4Itq6tdT0iYjMms7DiLe3NwoKCjTGioqKYGlpCTe32/+xl0gkkEgkup4amZChIV6YP6oT3t+ZhKhzeXgw1BMPd2ncul0X5G6PIHd7HE29ijmb4tVtyNSIQMxiG0JE1KJ0/hc3IiICO3bs0Bjbt28fevXqddvzRYju1fT+QcgqqcKGE9n43++x+N3ZFuEBLrd9bEVtHZbuvoiNp3MBAK1d7bBifBjbECIiPRA39wmVlZWIjY1FbGwsANVXd2NjY5GTo6q4586diylTpqgf//LLLyM7OxszZ87ExYsX8cMPP2Dt2rV4++23tbMHRA1EIhEWjO6EwR09UFunxPMbYtSNx82OXLqKEZ8eUQeRqRGB2PO/gQwiRER6IhKun8DRRIcOHcKQIUMajU+dOhXr1q3DtGnTkJWVhUOHDqm3HT58GG+++ab6omezZ89u1kXPpFIpnJ2dUV5eDicnp+ZMl8xQRW0dJn5zAskFFejo5Yio/0bA0cYKFbV1+HDXRfx25kYbsnJCGPq1YQghItKFpn5+NzuM6APDCDXX5bIajP2/47haIcOgDh6YFhmEeVvicaVcda2RaZFBmPVwR9hZ89wQIiJdYRghsxeXV4ZHVx/XGGvtaodVE8LQl20IEZHONfXzm/9ZSCalTqHE2mOZSLhcjv1JhRrbgtzssPuNgWxDiIgMDP8qk8m4UlaDV389h3M5ZbfdvnpyDwYRIiIDxL/MZPTqFErsisvH4h2JuFZdp7HN2dYK3z7TE70CW8HSotlfHiMiohbAMEJGq7hSho2ncvDzqWwUSmUa2wLd7LBqQjj6BLvqaXZERNRUDCNkdOLyyrAuOgs7L+RDrlA22v5s/2C8M6IjbK0t9DA7IiJqLoYRMgryeiX+SsjHuugsnL/DOSFBbnZYyTaEiMjoMIyQQSuqqMXGU7n4+VQ2rlaolmKsLERwkFiqzw8RiYDpkWxDiIiMFcMIGaTY3DKsO56JXfH5qFOoLoXj4SjBmDBfZBRX4lDKVQCqNmTVxHD0DmIbQkRkrBhGyGDI65XYHZ+PH6OzcCG3TD3evbULpkUGwdbKAgu2JaJAWguRSHVuyNvD2YYQERk7hhHSuyJpLX45lYNfTuWguFK1FGNtIcboMB9MjQxCkLs9luxMQtTZPABAsLs9Vk0IQy+2IUREJoFhhPRCEASczy3D+ugs7L5pKcbTUYKn+wXiqT6t4eEowcHkIrz4UwwKpTKIRMBz/YPxFtsQIiKTwjBCLUpWr8CuONW3YuLyytXjPQNbYVpkEB7u4g0rCzHKq+vw1h8XsOmcqg1p426PVRPD0DOQbQgRkalhGKEWUSitxS8ns/Hr6RwUV8oBqJZixoT7YlpkELr6O6sf+09yIeZujtdoQ94e0RE2VmxDiIhMEcMI6YwgCDiXcw3rorPxV3w+6pWqpRhvJxs8ExGIJ3sHwM1Bon58eXUd3t+ZxDaEiMjMMIyQ1tXWKbAzLh/rojORcFmqHu8d1ArTIoMxvLMXrG65T8ytbcjzA1TnhrANISIyfQwjpDX55TX45WQOfj2dg9KqhqUYSzHGdvPFlIggdPFzbvSc8uo6LN6ZiM3nLgNgG0JEZI4YRui+CIKAmOxrWHc8C3sSC6BoWIrxcb6+FNMarvbWt33ugYuqNqSoQtWGvDCwDWYO68A2hIjIzDCM0D2prVNg+4UrWHc8C0n5N5Zi+gS7YnpkEIZ18oLlLUsx15VX12HxjkRsPt/QhnjYY9WEcPQMbNUicyciIsPCMELNcqWsBj+dzMZvp3PU94aRWIrxeHc/TIkIQidfp7s+/++kQry7RdWGiEXA82xDiIjMHsMI/StBEHA6sxTrorOwL6lQvRTj52KLZyICMalXAFrdYSnmurJqORbvSMIWtiFERHQLhhG6oxq5AttiL2NddBaSCyrU4xFt3DA1MggPhXrecSnmZvsb2pCrDW3ICw+0wZsPsQ0hIiIVhhFqJO9aNX46mY3fz+SirGEpxsZKjMe7+2NqZCBCvO++FHPdrW1IWw97rJoYjh6t2YYQEdENDCMEQLUUczKjFOuiM7E/qRANKzHwb2WLKRGBeKJXAFzs7r4UczO2IURE1FQMI2auRq7AlvOXsT46CymFN5Zi+rdzw9SIIDwY6gULsajJr1dWLcei7YnYGnsFgKoN+WhiOLqzDSEiojtgGDFTuaU3lmLKa1RLMbZWFhjXww9TI4PQwcux2a+5L7EA725JQHGlqg158YG2+N9D7dmGEBHRXTGMmBFBEBCdXoJ10Vk4cPHGUkxrVztMiQjExF4BcLa1avbrXquSY9GORGxraEPaeTpg1YQwtiFERNQkDCNmoFpej83nLmPDiSxcKqxUjw9s745pkUEY3NGzWUsxN9ubWIB5N7UhLw1qizceZBtCRERNxzBiwnJKqrHhRBb+iMmFtLYeAGBnbYHxPVTfimnn2fylmOtu14Z8NDEc3QJctDF1IiIyIwwjJkYQBBxLK8b66CwcSC6C0LAUE+hmh6kRQZjQyx9ONs1firkZ2xAiItImhhETUSWrx+ZzeVh/IhtpRTeWYh7o4IHpkUEY1MED4ntcirnuWpUcC7cnYvsFVRvSvqENCWcbQkRE94FhxMhlFVdhw4ls/Hk2FxUNSzH21haY2CsAz0QEoq2Hg1beZ09CAeZvjUdxpRxiEfDyoLZ4nW0IERFpAcOIEVIqVUsx66KzcDDlxlJMsLs9pkYEYnxPfzje51LMdaUNbciOhjakg5cDVk1gG0JERNrDMGJEKmX12HQ2D+tPZCHjapV6fEhHD0yNDMID7e9/KeZmexLyMX9rAoor5bAQi/DyoDZ4/cH2kFiyDSEiIu1hGDECmcVVWB+dhaizeaiUqZZiHCSWmNjLH1MighDsbq/V9yutkmPBtgTsjMsHoGpDPpoYjjB/F62+DxEREcAwYrCUSgGHU69ifXQWDqVcVY+38bDHtMggjOvhDweJ9g/fX/GqNqSkim0IERG1DIYRA1NRW4eos3nYcCIbmcWqpRiRCBja0RNTI4MwoJ27VpdiriuplGHh9kR1G9LRyxGrJoaxDSEiIp1jGDEQ6VcrsaFhKaZKrgAAOEos8UTvAEyJCESgm3aXYm52axvy30Ft8dqD7diGEBFRi2AY0SOlUsChS0VYF52NI5duLMW083TA1MggjOvuB3sdLMVcV1Ipw4Ltidh1Uxvy0cRwdPV31tl7EhER3YphRA+ktXX4MyYPP53IQlZJNQDVUsyDIV6YFhmE/u3cIBJpfynmZrvj8/HeTW3IjMFt8epQtiFERNTyGEZaUFpRBdZHZ2PTuTxUNyzFONlYYlLvADzTLwit3ex0PoeSShkWbEvErnhVGxLi7YhVE9iGEBGR/jCM6JhCKeBgchHWn8jC0dRi9XgHL9VSzOPd/WBn3TKHYVdcPt7bloDSm9qQ14a2h7WluEXen4iI6HYYRnSkvKYOf8bkYsOJbOSUqpZixCLgoVDVUkxEW90vxVxXXCnDwlvakI8mhqOLH9sQIiLSP4YRLUstrMC66CxsPncZNXWqpRhnWys82TsAT/cLRICr7pdibrYz7goWbEtEaZUclmIRZgxph1eHtGMbQkREBoNhRAsUSgEHLhZi/YksHE8rUY+HeDtiamQQxnbzg611y54YWlwpw4JtCdgdX6CeC9sQIiIyRAwj96G8ug6/x+Rgw4ls5F2rAaBaihneyRvT+gehb7Briy3FXCcIAnbF57MNISIio8Ewcg9SClRLMVvO56G2TgkAcLGzwpO9W+Ppfq3h36pll2KuK66U4b2tCfgrgW0IEREZD4aRZjiYXITvjmTgRMaNpZhQHydMiwzEY938YGOln2t0CIKAnXH5WLAtAdeq62ApFuGVIe3wCtsQIiIyAgwjTbT5XB5m/nEBAGAhFmFEZy9MiwxG76BWLb4Uc7OrFao2ZE+iqg0J9XHCRxPD0NmXbQgRERkHhpEmuFRYgXlbEgAAT/Tyx/8e6gBfF1u9zkkQBOyIy8fCm9qQV4e2w4zBbEOIiMi4MIz8iypZPWb8cg41dQoMbO+OZePCYKGDu+Y2B9sQIiIyJQwjdyEIAuZtiUdaUSW8nCT4dFI3vQYRtiFERGSKGEbu4rczudgaewUWYhG+fKoH3B0kepvL1QoZ5m+Nx97EQgBAJx8nfDQxHJ18nfQ2JyIiIm1gGLmDg8lFWLg9EQDwzoiO6BPsqpd5CIKA7ReuYOH2RJQ1tCGvDW2PGUPawsqCbQgRERk/hpHb2HI+D2//GQeFUsDDnb3x4sA2eplHUUUt5m9JwL4kVRvS2dcJqyawDSEiItPCMHKLtccysWRnEgDg8e5+WDkhDOIWPk/k1jbEykLVhvx3MNsQIiIyPQwjDRRKASv3JuPbwxkAgGf7B2P+qNAWDyK3a0M+mhiOUB+2IUREZJoYRqC6x8wbv5/HoZSrAFTniMwY3LZFL2aWVlSBhz45ov6dbQgREZkLsw8jlwor8MKGGGSXVMPGSowV48PwWDe/Fnt/QRDw+YFUfPZ3qnqsvacDvniqO9sQIiIyC2YdRmKySjHlh9Oolivg52KL76b0bNELh5VWydFjyX6NsZFdvPHFU93ZhhARkdm4p0+8r776CsHBwbCxsUHPnj1x9OjRuz7+l19+QXh4OOzs7ODj44Pp06ejpKTkrs9pCfuSClEtV8DaQow/X45o0SCy+VxeoyCyYnxXfP10TwYRIiIyK83+1Pv999/xv//9D/PmzcP58+cxcOBAjBw5Ejk5Obd9/LFjxzBlyhQ899xzSExMxJ9//okzZ87g+eefv+/J36/nBgTDzd4acoUSX/6T+u9P0AJZvQK9P/xbfdO96359oS8m9W7dInMgIiIyJM0OI5988gmee+45PP/88wgNDcVnn32GgIAAfP3117d9/MmTJxEUFITXX38dwcHBGDBgAF566SXExMTc9+Tvl5eTDT5/sjtEImDj6VxsPpen0/eLTitGx/l7cLVCpjH+y/N9EdnWXafvTUREZKiaFUbkcjnOnj2L4cOHa4wPHz4c0dHRt31OZGQk8vLysHv3bgiCgMLCQkRFRWHUqFF3fB+ZTAapVKrxoysD2rvjjQfbAwDmbUlAamGF1t9DEASM/zoak78/pTEuEgE/TuuN/u0YRIiIyHw1K4wUFxdDoVDAy8tLY9zLywsFBQW3fU5kZCR++eUXTJo0CdbW1vD29oaLiwu+/PLLO77PsmXL4OzsrP4JCAhozjSb7bWh7TGgnTtq6hT47y/nUC2v1+rrT15zCmezr2mMWYhF+Po/PTEkxFOr70VERGRs7ulMyVuvvyEIwh2vyZGUlITXX38dCxYswNmzZ7Fnzx5kZmbi5ZdfvuPrz507F+Xl5eqf3Nzce5lmk1mIRfjsyW7wdJQgragSq/amaPX1HWw0v7QkEgGfPBGOh7t4a/V9iIiIjFGzvtrr7u4OCwuLRi1IUVFRo7bkumXLlqF///545513AABhYWGwt7fHwIED8cEHH8DHx6fRcyQSCSSSlr1DrrOtFdwcJCiqkKFaptDqa//f5B5Yuvsi1kVnAUCLX8uEiIjIkDWrGbG2tkbPnj2xf7/mV1L379+PyMjI2z6nuroaYrHm21hYWABQNSqG4utD6biYL4WLnRXeHtFRq6/9zeF0dRBZ8lhnPNFLt8tORERExqTZyzQzZ87E999/jx9++AEXL17Em2++iZycHPWyy9y5czFlyhT148eMGYPNmzfj66+/RkZGBo4fP47XX38dffr0ga+vr/b25D5czJeqv9q7+NHO8HDUXiuz9lgmPtl/CQAwf1QonokI0tprExERmYJmX4F10qRJKCkpwfvvv4/8/Hx06dIFu3fvRmBgIAAgPz9f45oj06ZNQ0VFBVavXo233noLLi4uGDp0KFasWKG9vbgPSqWAd7fEo04hYHgnLzwart2A9PWhdADAk70D8PzANlp9bSIiIlMgEgxpreQOpFIpnJ2dUV5eDicn7d6v5VBKEab9eAZ21hb4563B8Ha20errv78jCT8cz4Sfiy2OzR7SojffIyIi0qemfn6b/XXHY7JUX7kd1dVH60Ekt7Qau+PzAQCeTi17Qi4REZGxMPswEne5HAAQFuCi1dctq5Zj6g+nUSCtRXtPB3w/pRdbESIiotsw6zAiCALi88oAAGF+2r1J3rtb4pFRXAVfZxv8/HxfuDmwGSEiIrodsw4j+eW1uFZdBwuxCB29HbX62nF5qsZl4aOd4eWk3eUfIiIiU2LWYcReYgmRCFAoBUhr67T62u09HQAARbfcFI+IiIg0mXUYcba1Qoi36uzeM5nX/uXRzRPio3rdi/m6u8kfERGRKTDrMAIAfYNdAQCnM0u0+rqtXe0AAEVSNiNERER3Y/ZhpE9DGDmVWarV13WQqK4nVynT7vIPERGRqTH7MNI7SBVGUgorUFYt19rrXg8jVVq+6R4REZGpMfsw4uEoQVsPewjCjQugaYOFWHVNEYXS4C9wS0REpFdmH0YAoE+wGwDgdJZ2l2qIiIjo3zGM4MZJrNo8b6ReqQQAWFrwqqtERER3wzCCGyexJlwuR5WsXiuvWVGrep3r544QERHR7TGMAPB1sYV/K1solALO5WjnvBFpQxhxtGEYISIiuhuGkQZ91Ncb0c5STUXDFV0dbay08npERESmimGkgbbPGymtVH1NmMs0REREd8cw0uD6N2pic8tQW3d/1wbZHZ+PddFZAIC2DfeoISIiottjGGkQ5GYHD0cJ5PVKXMgtu+fX2XI+D6/+eg71SgGPhvviyd4B2pskERGRCWIYaSASie77vJHfTudg5h8XoBSAiT398emkbrCy4P/EREREd8NPypuob5p3Dxc/W3c8E3M2x0MQgGf6BWLF+DD1VViJiIjoznh25U2uNyNns6+hTqFscqvxzeF0LP8rGQDwwsBgvPtIKEQiBhEiIqKmYDNykw6ejnC2tUK1XIHEK9J/fbwgCPh0/yV1EHl9aDsGESIiomZiGLmJWCxS38X3dGbJXR8rCAKW70nG5wdSAQDvjOiImcM7MogQERE1E8PILfo24SRWpVLAou2J+PZwBgBgwehOeGVIuxaZHxERkanhOSO3uPkbNUqlAPEtJ6EqlALmbYnHb2dyIRIBH47tisl9W+tjqkRERCaBzcgtOvs6wd7aAtLaeqQUVmhsq1co8dYfsfjtTC7EIuCjCeEMIkRERPeJYeQWlhZi9AxqvFQjr1fitY3nsTX2CizFInz5VA+M7+mvr2kSERGZDIaR27j1vJHaOgVe/vks/koogLWFGF8/3ROjwnz0OUUiIiKTwXNGbqPPTTfNq5bX48UNZ3EsrRg2VmJ890wvPNDBQ88zJCIiMh0MI7cR5u8Ma0sxiitleGDlIRRXymBnbYEfpvVGvzZu+p4eERGRSeEyzW1ILC3Qxt0eAFBcKYOjjSV+eq4vgwgREZEOsBm5jZJKGZILbnyTZuML/dDFz1mPMyIiIjJdbEZuUSStxZPfndQYYxAhIiLSHYaRm1wuq8ET355AalElnGxulEZ516r1OCsiIiLTxjDSIKekGk98cwJZJdXwb2WLna8NRLcAFwB3vzQ8ERER3R+GEQBpRZWY+G00LpfVINjdHn+8FIHWbnZNuk8NERER3R+zDyPJBVI8+d0JFEpl6ODlgN9f6gdfF1sAmvepISIiIt0w6zAiCAKeWxeD4ko53B0k+O3FCHg62qi39wp0hUgEZBRXoaiiVo8zJSIiMl1mHUZEIhHcHawBAHUKJSxuuUOvs50VQrydAABnMq+1+PyIiIjMgVmHEQBYOq4rHCSWKK+pw/9+Ow+FUtDYfuO8kRJ9TI+IiMjkmX0Y6ezrjI0v9IPEUoyDKVfx6f5LGtv73nSfGiIiItI+sw8jANDV3xnLx3cFAKw+mIbd8fnqbb0bwkhKYQXKquV6mR8REZEpYxhp8Hh3fzw/IBgA8PafF5BcIAUAuDtI0NbDHoIAxGTxvBEiIiJtYxi5yZyRIejfzg3VcgX+s+YUdsXlQxAE9AlW3SDvdBaXaoiIiLSNYeQmlhZirH6qB0K8HVFSJccrv57Dyz+fRbC7HQCeN0JERKQLDCO3aGVvjW2v9sfrQ9vBUizC3sRCrNiTAgBIuFyOKlm9nmdIRERkWhhGbkNiaYGZwztix2sD0NXPWf11X4VSwLkcnjdCRESkTQwjdxHq44QtMyIxZ2QIJJaq/6nyrtXoeVZERESmxVLfEzB0lhZivDyoLUZ09sbR1Kt4NNxX31MiIiIyKQwjTRTsbo9gd3t9T4OIiMjkcJmGiIiI9IphhIiIiPSKYYSIiIj0imGEiIiI9IphhIiIiPSKYYSIiIj0imGEiIiI9IphhIiIiPSKYYSIiIj0imGEiIiI9IphhIiIiPSKYYSIiIj0imGEiIiI9Moo7torCAIAQCqV6nkmRERE1FTXP7evf47fiVGEkYqKCgBAQECAnmdCREREzVVRUQFnZ+c7bhcJ/xZXDIBSqcSVK1fg6OgIkUik0/eSSqUICAhAbm4unJycdPpe1Hw8PoaPx8iw8fgYPlM6RoIgoKKiAr6+vhCL73xmiFE0I2KxGP7+/i36nk5OTkb//wSmjMfH8PEYGTYeH8NnKsfobo3IdTyBlYiIiPSKYYSIiIj0imHkFhKJBAsXLoREItH3VOg2eHwMH4+RYePxMXzmeIyM4gRWIiIiMl1sRoiIiEivGEaIiIhIrxhGiIiISK8YRoiIiEivTDaMLFq0CCKRSOPH29tbvV0QBCxatAi+vr6wtbXF4MGDkZiYeNfX3Lx5M3r16gUXFxfY29ujW7du+Omnn3S9KyZLF8foZr/99htEIhHGjh2rg9mbPl0cn3Xr1jV6TZFIhNraWl3vjknS1b+hsrIyvPLKK/Dx8YGNjQ1CQ0Oxe/duXe6KSdLF8Rk8ePBt/w2NGjVK17ujUyYbRgCgc+fOyM/PV//Ex8ert61cuRKffPIJVq9ejTNnzsDb2xvDhg1T3wfndlxdXTFv3jycOHECcXFxmD59OqZPn469e/e2xO6YJG0fo+uys7Px9ttvY+DAgbqcvsnTxfFxcnLSeM38/HzY2NjoeldMlraPkVwux7Bhw5CVlYWoqCikpKRgzZo18PPza4ndMTnaPj6bN2/WeL2EhARYWFhg4sSJLbE7uiOYqIULFwrh4eG33aZUKgVvb29h+fLl6rHa2lrB2dlZ+Oabb5r1Pt27dxfmz59/P1M1W7o6RvX19UL//v2F77//Xpg6darw2GOPaXHW5kMXx+fHH38UnJ2dtTxT86WLY/T1118Lbdq0EeRyubana3Za4nPo008/FRwdHYXKysr7na5emXQzkpqaCl9fXwQHB+PJJ59ERkYGACAzMxMFBQUYPny4+rESiQSDBg1CdHR0k15bEAQcOHAAKSkpeOCBB3Qyf3Ogi2P0/vvvw8PDA88995xO524OdHF8KisrERgYCH9/f4wePRrnz5/X6T6YOm0fo+3btyMiIgKvvPIKvLy80KVLFyxduhQKhULn+2KKdPk5BABr167Fk08+CXt7e63PvSWZbBjp27cvNmzYgL1792LNmjUoKChAZGQkSkpKUFBQAADw8vLSeI6Xl5d6252Ul5fDwcEB1tbWGDVqFL788ksMGzZMZ/thynRxjI4fP461a9dizZo1Op27OdDF8QkJCcG6deuwfft2bNy4ETY2Nujfvz9SU1N1ui+mShfHKCMjA1FRUVAoFNi9ezfmz5+Pjz/+GB9++KFO98UU6epz6LrTp08jISEBzz//vNbn3tKM4q6992LkyJHq/7tr166IiIhA27ZtsX79evTr1w8AIBKJNJ4jCEKjsVs5OjoiNjYWlZWVOHDgAGbOnIk2bdpg8ODBWt8HU6ftY1RRUYGnn34aa9asgbu7u+4mbiZ08W+oX79+6ucCQP/+/dGjRw98+eWX+OKLL7S8B6ZPF8dIqVTC09MT3333HSwsLNCzZ09cuXIFq1atwoIFC3SzIyZKV59D161duxZdunRBnz59tDdpPTHZZuRW9vb26Nq1K1JTU9VnM9+aPouKihql1FuJxWK0a9cO3bp1w1tvvYUJEyZg2bJlOpu3ObnfY5Seno6srCyMGTMGlpaWsLS0xIYNG7B9+3ZYWloiPT1d5/tgyrT1b+hmYrEYvXv3ZjOiJdo4Rj4+PujQoQMsLCzUY6GhoSgoKIBcLtfNxM2ENv8NVVdX47fffjOJVgQwozAik8lw8eJF+Pj4IDg4GN7e3ti/f796u1wux+HDhxEZGdms1xUEATKZTNvTNUv3e4xCQkIQHx+P2NhY9c+jjz6KIUOGIDY2FgEBAS21KyZJF/+GBEFAbGwsfHx8dDFls6ONY9S/f3+kpaVBqVSqxy5dugQfHx9YW1vrdP6mTpv/hv744w/IZDI8/fTTupxyy9HfubO69dZbbwmHDh0SMjIyhJMnTwqjR48WHB0dhaysLEEQBGH58uWCs7OzsHnzZiE+Pl546qmnBB8fH0Eqlapf45lnnhHmzJmj/n3p0qXCvn37hPT0dOHixYvCxx9/LFhaWgpr1qxp8f0zBbo4Rrfit2nunS6Oz6JFi4Q9e/YI6enpwvnz54Xp06cLlpaWwqlTp1p8/0yBLo5RTk6O4ODgILz66qtCSkqKsHPnTsHT01P44IMPWnz/jJ0u/8YNGDBAmDRpUovti66Z7DkjeXl5eOqpp1BcXAwPDw/069cPJ0+eRGBgIABg1qxZqKmpwYwZM3Dt2jX07dsX+/btg6Ojo/o1cnJyIBbfKI+qqqowY8YM5OXlwdbWFiEhIfj5558xadKkFt8/U6CLY0Tao4vjU1ZWhhdffBEFBQVwdnZG9+7dceTIEZNY89YHXRyjgIAA7Nu3D2+++SbCwsLg5+eHN954A7Nnz27x/TN2uvobd+nSJRw7dgz79u1r0f3RJZEgCIK+J0FERETmi/9JSURERHrFMEJERER6xTBCREREesUwQkRERHrFMEJERER6xTBCREREesUwQkRERHrFMEJERER6xTBCREREesUwQkRERHrFMEJERER6xTBCREREevX/6FhTAmA8dIEAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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lpqZqyJAhDS0PAACPYhiGa+7KxMGxig1vZXJF7sliGIZhdhGNwW63y2azqaCgQKGhTFQCAHiG5dsPasq8HxTg56PUh0cp0tayFk2t7/c3ewkBAGCS6tGV6rkrk4fFt7iw0hAEFgAATLJ08wFt2lugVgG++t3FXcwux60RWAAAMIHTaejlY3NXpo7spHatufP1dAgsAACY4N8/5WjbgUKFBPrprgsYXTkTAgsAAM2syuHUK8uqR1fuuuA82Vr5m1yR+yOwAADQzBal7VPGoWKFBwdo6vmdzS7HIxBYAABoRuVVDs36pnrrmd9d1EWtrc26D7HHIrAAANCMPvoxW/vyS9UhxKqbh8WbXY7HILAAANBMyiodeu2/1dvb/OGSrgoK8DW5Is9BYAEAoJm8u3qP8grL1TEsSBMHx5pdjkchsAAA0AyKyqv05vJdkqRpl3aT1Y/RlYYgsAAA0AzeWZmpI8UV6twuWNcO6Gh2OR6HwAIAQBMrKKnU2ysyJEkPXNZNfr58/TYUPQYAQBN7e8UuFZZVqUdEiMb1iza7HI9EYAEAoAkdKirXO9/vliRNH91dPj4WcwvyUAQWAACa0Fvf7VJJhUP9YmwanRBhdjkei8ACAEATyS0o0/w1eyRJD47uIYuF0ZWzRWABAKCJzP52hyqqnBrcqY0u7NbO7HI8GoEFAIAmkH2kRAt/yJYkPcToyjkjsAAA0ARm/WeHqpyGLujWTkPPa2t2OR6PwAIAQCPbcaBQizbslVQ9dwXnjsACAEAjqnI49dAnm+Q0pMsTItQ/NszskrwCgQUAgEb05ne7tDE7XyGBfnp6fG+zy/EaBBYAABrJz/sKNOs/OyRJT4/vrShbkMkVeQ8CCwAAjaCs0qHpH6WrymlobJ9IXd2fDQ4bE4EFAIBG8Ldl27X9QJHatQ7Qs1f34TbmRkZgAQDgHP2QecS1G/PMa/upbWuryRV5HwILAADnoLi8Sg99vFGGIV0/MEaXs19QkyCwAABwDv73iy3KOlKijmFBenxcgtnleC0CCwAAZ+nbbXn6YG2WJOml6/spJNDf5Iq8F4EFAICzkF9SoT9/skmSNHVkJ43owuaGTYnAAgDAWfjLp78or7BcXdoH689X9DS7HK9HYAEAoIH+tXG//rVxv3x9LHp5Qn8F+vuaXZLXI7AAANAAefYy/eXTnyVJv7+4ixLZK6hZEFgAAKgnwzD055RNyi+pVJ+OofrDJd3MLqnFILAAAFBPH/6YrW+3HVSAn49entBfAX58jTYXehoAgHrIPlKiZ/69WZL08Oge6h4RYnJFLQuBBQCAM3A4DT340UYVVzg0pFO4bju/s9kltTgEFgAAzmDeykz9sPuIggN89X/XJ8rXh40NmxuBBQCA09h+oFAvLd0mSXrsqgTFtW1lckUtE4EFAIBTqHQ4Nf2jdFVUOXVxj/aaNDjW7JJaLAILAACn8Np/d+rnfXaFtfLXi9f1k8XCpSCzEFgAADiJjdn5ev3bnZKkZ8b3UYfQQJMratkILAAA/EpZpUPTP0qXw2loXGK0xiVGm11Si0dgAQDgV178apt2HSxWhxCrnhnf2+xyIAILAAC1rNp1SPO+z5QkvXBdP4W1CjC5IkgEFgAAXArLKvXwx5skSTcMidOonh1MrgjHEVgAADjmmX9v1r78UsWGB+nR3/QyuxzUQGABAEDSN5sP6KN1e2WxSH+9vr9aW/3MLgk1EFgAAC3e4aJyPbKo+lLQnRecpyGdw02uCL/W4MCSmpqqcePGKTo6WhaLRUuWLDlt+1tvvVUWi6XOo3fv2rOuU1JSlJCQIKvVqoSEBC1evLihpQEA0GCGYeixJT/rUFGFuke01vTLu5tdEk6iwYGluLhYiYmJmj17dr3az5o1Szk5Oa5Hdna2wsPDdf3117varF69WhMnTtTkyZO1ceNGTZ48WRMmTNDatWsbWh4AAA3yafp+fflzrvx8LHp5Qn8F+vuaXRJOwmIYhnHWL7ZYtHjxYl199dX1fs2SJUt07bXXKjMzU/Hx8ZKkiRMnym6368svv3S1u+KKK9SmTRstWLCgXse12+2y2WwqKChQaGhogz4HAKBlyiko1ei/paqwrErTL++u+y/tZnZJLU59v7+bfQ7L3Llzddlll7nCilQ9wjJ69Oha7caMGaNVq1ad8jjl5eWy2+21HgAA1JdhGPrTJ5tUWFalxNgw3XtxF7NLwmk0a2DJycnRl19+qTvuuKPW87m5uYqIiKj1XEREhHJzc095rJkzZ8pms7kesbHsoAkAqL/31mZpxY5Dsvr56K/XJ8rPl/tQ3Fmz/ukkJycrLCzspJeQfr0DpmEYp90Vc8aMGSooKHA9srOzG7tcAICX2n2oWM99vkWS9MjYnuraobXJFeFMmu0mc8MwNG/ePE2ePFkBAbWXOY6MjKwzmpKXl1dn1KUmq9Uqq9XaJLUCALyXw2lo+kfpKq10aPh5bTVleCezS0I9NNsIy/Lly7Vz507dfvvtdX43fPhwLVu2rNZzS5cu1YgRI5qrPABAC/H31F3akJWv1lY/vXR9P/n4nHo0H+6jwSMsRUVF2rlzp+vnzMxMpaenKzw8XHFxcZoxY4b27dun+fPn13rd3LlzNXToUPXp06fOMadNm6YLL7xQL7zwgsaPH69PP/1U33zzjVauXHkWHwkAgJPbkmPX35ZtlyQ9MS5BMW1amVwR6qvBIyzr1q1TUlKSkpKSJEnTp09XUlKSHn/8cUnVE2uzsrJqvaagoEApKSknHV2RpBEjRmjhwoV655131K9fPyUnJ+vDDz/U0KFDG1oeAAAnVV7l0B8/TFelw9BlvSL024ExZpeEBjindVjcCeuwAABO58WvtuqN73YpPDhAXz9wodqHMA/SHbjtOiwAADS39XuO6q3luyRJz13Th7DigQgsAACvVlJRpQc/SpfTkK5J6qgr+kSZXRLOAoEFAODVnv9yq3YfLlFkaKCe/J/eZ34B3BKBBQDgtVbsOKj5q/dIkl66vp9sQf4mV4SzRWABAHilgtJKPfzxJknSLcPjdUG39iZXhHNBYAEAeKWnPvtFufYydWrbSo+M7Wl2OThHBBYAgNf56uccLUrbJx+L9NcJ/dUqoNl2okETIbAAALzKwcJy/b/FP0uS7rmoiwbGtzG5IjQGAgsAwGtUOZyatjBNR4or1DMyRNMu62Z2SWgkBBYAgNd4aek2rdp1WK0CfPXaDUmy+vmaXRIaCYEFAOAVvvwpR39fniFJeum3ieoWEWJyRWhMBBYAgMfbmVekhz7eKEm684LO+k0/VrP1NgQWAIBHKyqv0t3vrlNxhUNDO4frz1dwC7M3IrAAADyWYRj60ycbtetgsSJDAzX7xgHy8+WrzRvxpwoA8FhzVmToi59y5e9r0es3DWAXZi9GYAEAeKRVuw7p+S+3SpIevyqB9Va8HIEFAOBxcgpKdd8HaXIa0rUDOurmYfFml4QmRmABAHiU8iqHfvfeBh0urlBCVKieu6avLBaL2WWhiRFYAAAe5el/bVZ6dr5sQf566+aBCvRncbiWgMACAPAYH6/L1vtrs2SxSK9M6q+4tq3MLgnNhMACAPAIP+8r0GNLqjc1fODS7hrVo4PJFaE5EVgAAG7vaHGF7nlvvcqrnLqkZwfdd0lXs0tCMyOwAADcmsNpaNqH6dp7tFRx4a30twn95ePDJNuWhsACAHBrs77ZrtTtBxXo76O/Tx4oWyt/s0uCCQgsAAC39c3mA3r1vzslSTOv7ateUaEmVwSzEFgAAG5p96Fi/fGjdEnSlOHxuiYpxtyCYCoCCwDA7ZRUVOme99arsKxKA+Pb6NHfJJhdEkxGYAEAuBXDMDRj0U/amluodq2teuOmAQrw4+uqpeMMAAC4leRVu/Vp+n75+lj0+o1JiggNNLskuAECCwDAbfy4+4j+9/MtkqT/d2UvDT2vrckVwV0QWAAAbiHPXqZ739+gKqehcYnRum1kJ7NLghshsAAATFfpcOr3H2zQwcJy9YgI0QvXsQMzaiOwAABM99wXW/Tj7qMKsfrprckD1SrAz+yS4GYILAAAU32avk/vfL9bkvTyxP7q3C7Y3ILglggsAADTbM2165GUnyRJfxjVVZcnRJhcEdwVgQUAYIqC0krd8+56lVY6dEG3dvrj5d3NLglujMACAGh2TqehBz9K1+7DJeoYFqRXJyXJlx2YcRoEFgBAs3v92536ZkueAvx89NbNA9UmOMDskuDmCCwAgGa1fPtBvfzNdknSs+P7qG+MzeSK4AkILACAZpN9pETTFqbJMKQbhsRpwuBYs0uChyCwAACaRVmlQ/e8t175JZVKjLHpyf9hB2bUH4EFANDkDMPQo4t/1i/77QoPDtCbNw+U1c/X7LLgQQgsAIAmN3dlplI27JWvj0Wv3ZCk6LAgs0uChyGwAACa1PLtB/XcF9U7MD96ZS+N7NrO5IrgiQgsAIAmk3GwSPd9sEFOQ5owKEZT2YEZZ4nAAgBoEvaySt0xf53sZVUaGN9Gz1zdhx2YcdYILACARudwGrp/QZoyDhYryhaot5hki3NEYAEANLoXv9qq77YdVKC/j+bcMkjtQ6xmlwQPR2ABADSqRRv26u+pGZKkl36bqD4dWckW567BgSU1NVXjxo1TdHS0LBaLlixZcsbXlJeX69FHH1V8fLysVqu6dOmiefPmuX6fnJwsi8VS51FWVtbQ8gAAJkrPztcji36SJP1hVFeNS4w2uSJ4C7+GvqC4uFiJiYmaOnWqrrvuunq9ZsKECTpw4IDmzp2rrl27Ki8vT1VVVbXahIaGatu2bbWeCwwMbGh5AACTHLCX6a7561RR5dTlCRGafnl3s0uCF2lwYBk7dqzGjh1b7/ZfffWVli9froyMDIWHh0uSOnXqVKedxWJRZGRkQ8sBALiBskqH7pq/TnmF5eoe0Vp/m9hfPj7cEYTG0+RzWD777DMNGjRIL774ojp27Kju3bvroYceUmlpaa12RUVFio+PV0xMjK666iqlpaWd9rjl5eWy2+21HgCA5mcYhmYs+kkb9xYorJW//nHLYLW2Nvj/w8BpNfkZlZGRoZUrVyowMFCLFy/WoUOHdO+99+rIkSOueSw9e/ZUcnKy+vbtK7vdrlmzZmnkyJHauHGjunXrdtLjzpw5U0899VRTlw8AOIO3UzO0OG2ffH0seuPGAYpr28rskuCFLIZhGGf9YotFixcv1tVXX33KNqNHj9aKFSuUm5srm616pviiRYv029/+VsXFxQoKqrufhNPp1IABA3ThhRfq1VdfPelxy8vLVV5e7vrZbrcrNjZWBQUFCg0NPduPBABogG+35um2f/4ow5CeHt9btwzvZHZJ8DB2u102m+2M399NPsISFRWljh07usKKJPXq1UuGYWjv3r0nHUHx8fHR4MGDtWPHjlMe12q1ymrlvn4AMMvOvCLdvyBNhiHdMCROk4fFm10SvFiTz2EZOXKk9u/fr6KiItdz27dvl4+Pj2JiYk76GsMwlJ6erqioqKYuDwBwFgpKKnXn/HUqLK/SkE7heup/erPsPppUgwNLUVGR0tPTlZ6eLknKzMxUenq6srKyJEkzZszQLbfc4mp/4403qm3btpo6dao2b96s1NRUPfzww7rttttcl4Oeeuopff3118rIyFB6erpuv/12paen65577mmEjwgAaExVDqf+sGCDMg8Vq2NYkN64eYAC/FiHFE2rwZeE1q1bp1GjRrl+nj59uiRpypQpSk5OVk5Ojiu8SFLr1q21bNky3XfffRo0aJDatm2rCRMm6Nlnn3W1yc/P11133eWa55KUlKTU1FQNGTLkXD4bAKAJzPxyq1bsOKQgf1+9fctAtWvN5Xk0vXOadOtO6jtpBwBw9j5el62HP9kkSXrzpgEa25dL9zg39f3+ZgwPAFAv6/cc1aOLf5YkTbu0G2EFzYrAAgA4o5yCUt397npVOJwa0ztC0y49+RpZQFMhsAAATqu0wqG75q/XoaJy9YwM0csTWHYfzY/AAgA4JcMw9KeUTfppX4HCgwM055ZBCmbZfZiAwAIAOKU3vtulf23cLz8fi964aYBiw1l2H+YgsAAATuqbzQf0f0u3SZKeGt9bw85ra3JFaMkILACAOrYfKNS0hdXL7t88LE43DWXZfZiLwAIAqOVocYXu+Oc6FVc4NOy8cD0xrrfZJQEEFgDACZUOp37/wQZlHSlRTJsgvXHTQPn78lUB83EWAgBc/vfzLVq167BaBfjqH1MGKTw4wOySAEkEFgDAMQt/yFLyqt2SpJcn9FfPSLY5gfsgsAAA9OPuI/rLp9XL7k+/vLuu6BNpckVAbQQWAGjh9uWX6p5316vSYeg3faN03yVdzS4JqIPAAgAtWElFle785zodLq5QQlSoXrq+nywWlt2H+yGwAEALZRiGHvp4ozbn2NU2OEBzpgxSqwCW3Yd7IrAAQAv12n936oufcuXva9FbkweqY1iQ2SUBp0RgAYAW6PNNOXp52XZJ0jPj+2hwp3CTKwJOj8ACAC3M+j1H9ceP0iVJt47opElD4swtCKgHAgsAtCBZh0t01/x1qqhy6rJeHfSXqxLMLgmoFwILALQQBSWVmpr8gw4XV6h3dKhmTUqSrw93BMEzEFgAoAWoqHLqd++v166DxYqyBWrerYMVbOWOIHgOAgsAeDnDMPTo4p+0atdhBQf4au6UwYoIDTS7LKBBCCwA4OXe+G6XPl6/Vz4WafaNA5QQzR5B8DwEFgDwYv/auF8vfb1NkvTU//TWqJ4dTK4IODsEFgDwUuv3HNGDH2+UJN1+fmdNHt7J3IKAc0BgAQAvtOdwse6cv14VVU5dnhCh/3dlL7NLAs4JgQUAvEx+SYWmJv+oI8UV6tvRplmT+nP7MjwegQUAvEhFlVN3v7teGQeLFW0L1Fw2NISXILAAgJcwDEOPLNqktZlH1Nrqp3lTB6sDty/DSxBYAMBLzP7vTi3asE++Pha9ftMA9Yzk9mV4DwILAHiBT9P36a/Hdl9+enxvXdS9vckVAY2LwAIAHu7H3Uf08MebJEl3XXiebhoab3JFQOMjsACAB8s8VFy9+7LDqSt6R+qRK3qaXRLQJAgsAOChjhZX6LbkH3W0pFKJMTb9bWJ/+XD7MrwUgQUAPFB5lUN3v7demYeK1TEsSHOmDFJQgK/ZZQFNhsACAB7GMAw9kvKTfsg8ohCrn+bdOlgdQrh9Gd6NwAIAHmbWf3ZocVr17ctv3DxAPSJDzC4JaHIEFgDwIIvT9uqVb3ZIkp69uo8u6Mbty2gZCCwA4CHWZhzWnz6pvn35nou66IYhcSZXBDQfAgsAeICMg0W6+731qnQYurJvpP40pofZJQHNisACAG7uyLHbl/NLKtU/NkwvT+D2ZbQ8BBYAcGNllQ7dNX+ddh8uUUybIM25ZZAC/bl9GS0PgQUA3JRhGPpzyiat23NUIYF+eufWwWofYjW7LMAUBBYAcFN/+2aHPk3fLz8fi966eaC6RXD7MlouAgsAuKGU9Xv16n+qb19+7pq+Gtm1nckVAeYisACAm1m967AeWVR9+/K9F3fRhMGxJlcEmI/AAgBuZGdeke5+d50qHYZ+0y9KD43m9mVAIrAAgNs4XFSu25J/lL2sSgPiwvTX6xO5fRk4hsACAG6grNKhu95dr6wjJYoLb8Xty8CvNDiwpKamaty4cYqOjpbFYtGSJUvO+Jry8nI9+uijio+Pl9VqVZcuXTRv3rxabVJSUpSQkCCr1aqEhAQtXry4oaUBgEeqdDg1bWGa1u85qtDA6t2X27bm9mWgpgYHluLiYiUmJmr27Nn1fs2ECRP0n//8R3PnztW2bdu0YMEC9ezZ0/X71atXa+LEiZo8ebI2btyoyZMna8KECVq7dm1DywMAj+JwGpr+0UZ9/csBBfj66K3JA9W1Q2uzywLcjsUwDOOsX2yxaPHixbr66qtP2earr77SpEmTlJGRofDw8JO2mThxoux2u7788kvXc1dccYXatGmjBQsW1KsWu90um82mgoIChYaGNuhzAIAZnE5Df0rZpE/W75W/b/VaK5f2ijC7LKBZ1ff7u8nnsHz22WcaNGiQXnzxRXXs2FHdu3fXQw89pNLSUleb1atXa/To0bVeN2bMGK1ateqUxy0vL5fdbq/1AABPYRiGHvv0Z32yfq98fSx67YYkwgpwGn5N/QYZGRlauXKlAgMDtXjxYh06dEj33nuvjhw54prHkpubq4iI2n9RIyIilJube8rjzpw5U0899VST1g4ATcEwDD397836YG2WLBbp5QmJuqJPlNllAW6tyUdYnE6nLBaL3n//fQ0ZMkRXXnmlXn75ZSUnJ9caZbFYat+6ZxhGnedqmjFjhgoKClyP7OzsJvsMANBYDMPQC19t0zvf75YkvXhdP43v39HcogAP0OQjLFFRUerYsaNsNpvruV69eskwDO3du1fdunVTZGRkndGUvLy8OqMuNVmtVlmtzKIH4Flm/WeH3lq+S5L07NV9dP0gVrEF6qPJR1hGjhyp/fv3q6ioyPXc9u3b5ePjo5iYGEnS8OHDtWzZslqvW7p0qUaMGNHU5QFAs3nzu1165Zvq/YH+clWCbh4Wb3JFgOdocGApKipSenq60tPTJUmZmZlKT09XVlaWpOpLNbfccour/Y033qi2bdtq6tSp2rx5s1JTU/Xwww/rtttuU1BQkCRp2rRpWrp0qV544QVt3bpVL7zwgr755hs98MAD5/4JAcANzFuZqRe+2ipJ+tMVPXT7+Z1NrgjwLA0OLOvWrVNSUpKSkpIkSdOnT1dSUpIef/xxSVJOTo4rvEhS69attWzZMuXn52vQoEG66aabNG7cOL366quuNiNGjNDChQv1zjvvqF+/fkpOTtaHH36ooUOHnuvnAwDTvbdmj57+92ZJ0rRLu+nei7uaXBHgec5pHRZ3wjosANzRx+uy9fAn1Tsv33NRF/35ih6nvaEAaGncZh0WAGipPk3fpz+nVIeVW0d0IqwA54DAAgBN4KufczT9o41yGtKNQ+P0xLgEwgpwDggsANDI/rv1gO5bkCaH09B1A2L07Pg+hBXgHDX5Oize5LtteXpr+S51btdaSXFhGhDXRue1C5aPD/8QAai2YsdB3fPeBlU6DI1LjNaLv+3HvxFAIyCwNMD7a7O0JuOI1mQc0YIfqu+EsgX5q39smCvAJMaGyRbkb3KlAMywJuOw7py/ThVVTo3pHaGXJyTKl7ACNAoCSwM4ndU3VA0/r60cTkOb9uWroLRSy7cf1PLtByVJFovUtf2JEZikuDbq1qE1/8MCvNz6PUd1W/KPKqt0alSP9nrthgHy9+WqO9BYCCz1tH7PEW3Oqd4R+pqkjpowOFaVDqe25hQqLfuoNuw5qrTsfO05XKIdeUXakVekj9btlSSFWP2UGBumAXFhSopro6S4MIW1CjDz4wBoRJv25uvWeT+opMKh87u205s3D1SAH2EFaEysw3IG+SUVGv/699pzuESSFNbKXym/G6Eu7VuftP2honKlZ+VrQ9ZRpWXla+PefJVUOOq0O69dsPq7RmHC1CMiRH78bwzwOJv323XDnDUqKK3UkM7hSp46WK0C+L8gUF/1/f4msJzBQx9v1Cfrq0dKJg6K1Z/H9lR4cP1HR6ocTm0/UOQKMGlZR5VxqLhOu1YBvuoXY3NdRkqKC1O71mzuCLizHQcKNentNTpcXKGkuDC9e/tQtbYSVoCGILA0kqW/5OrhTzbpxqFx+vMVPRvlmEeLK5SeXR1eNmTlKz07X0XlVXXaxYW3cl1GGhDXRj2jQrgmDriJzEPFmvj31corLFefjqF6/45hTLgHzgKBxYM4nIZ25hUdCzDVIzE78orqtAv091G/jtV3JFWHmDB1CA00oWKgZcs+UqIJf1+tnIIy9YwM0YI7h6lNA0ZeAZxAYPFwBaWV2pidX+tSkr2s7ihMx7CgGnckhal3tI3JfkATyiko1YS/r1b2kVJ1aR+shXcNV/sQLt8CZ4vA4mWcTkMZh4prBZhtBwr16z+9AD8f9YkOdc2FGRAfpihbkDlFA14mz16miW+vUeahYsW3baWP7h6uCEY5gXNCYGkBisqrtPHYXJi0Y3cmHS2prNMuMjRQA+LDlBRbHWB6R9sU6O9rQsWA5zpcVK5Jb6/RjrwidQwL0kf3DFfHMP4zAJwrAksLZBiG9hwucY3CbMg6qq25hXI4a/8R+/talBAV6robaUBcG8W0CWKvE+AU8ksqdMOctdqSY1dkaKA+vHuY4tsGm10W4BUILJAklVRUadPeAleAScs6qkNFFXXatQ+xKin2xGTefjFhCgpgFAawl1Vq8j/WauPeArVrbdWHdw875TpMABqOwIKTMgxDe4+W1poL88t+u6p+NQrj62NRr6gQ12WkpNg2im/bilEYtCjF5VW6Zd4PWr/nqNq08tfCu4arR2SI2WUBXoXAgnorq3To530FtS4lHbCX12kXHhygpNgwDYhvo6TYMPWLDWORLHit0gqHpib/oDUZRxQa6KcP7hymPh1tZpcFeB0CC86aYRjKKSirFWB+2WdXhcNZq52PReoeEeIKMAPi26hz22A2eoTHK6t06M7567RixyG1tvrpvTuGqn9smNllAV6JwIJGVV7l0C/77a4Ak56Vr335pXXa2YL8qxe2O3YpKTE2TKGBrP4Jz1FR5dS976/XN1vyFOTvq/m3D9HgTuFmlwV4LQILmtwBe5lre4G0rKPatLdA5VW1R2EsFqlbh9ZKij12R1J8G3Vt35pRGLilKodT9y9M0xc/5crq56N3bh2sEV3bmV0W4NUILGh2FVVObc21a8Oeo0o7tkpv9pG6ozAhVj/1jwurvivp2OWksFYsaw5zVTmceujjjVqSvl8Bvj56+5aBurhHB7PLArwegQVu4WBhefXCdtn52rCnehSmtNJRp9157YNr3ZHUIzJEvozCoJnYyyp13wdpWr79oPx8LHrjpgEa3TvS7LKAFoHAArdU5XBqa26h0rLzlXZsJCbzUHGddsEBvuoXE+YKMElxYWrbmv1a0Piyj5To9n/+qO0HihTo76NXJyURVoBmRGCBxzhSXKH07BN3JG3MLlBRed2NHuPbtnJt8jggrnoUxt+XjR5x9tbvOaK75q/X4eIKRYRa9Y9bBqtvDLcuA82JwAKP5XAa2pFXWB1gjo3C7MwrqtMu0N9H/WLCau1W3SGEjehQP0vS9ulPn2xShcOp3tGhmjtlsCJtnD9AcyOwwKsUlFQqfe+JAJOWdVSFZXVHYWLaBLm2F0iKa6OEqFAF+DEKgxOcTkOvfLNdr/53pyRpdEKEXpnUX60CWAQRMAOBBV7N6TSUcahIG/bkKy37qDbsydf2vEL9+mwO8PNR3462Eyv0xoUpysYOuy1VWaVDD368UZ9vypEk3X3RefrzmJ7cZg+YiMCCFqewrFIbswuOrQ1TPRKTX1JZp12ULbDWZaTe0TYF+rPRo7fLKyzTnfPXa2N2vvx8LHrumr6aMDjW7LKAFo/AghbPMAxlHiqusVN1vrbm2vWrfR7l72tRQrTNdRlpQFyYOoYFsdGjF9mSY9ftyT9qf0GZwlr5682bBmp4l7ZmlwVABBazy4GbKi6v0qa9Ba7LSGlZR3W4uKJOu/Yh1hoBpo36drQpKIBRGE/0360HdN8HaSqucOi8dsGae+tgdW4XbHZZAI4hsAD1YBiGso+UHgsw1ZeRNu+3q+pXwzB+Phb1igqtdSkpLrwVozBuzDAMzft+t/73881yGtLw89rqzZsHsKoy4GYILMBZKq1w6Of9BdUB5tjlpLzC8jrt2gYHVG/0eCzAJMaEKdjKnSbuoNLh1BOf/aIP1mZJkm4YEqunx/dh3R7ADRFYgEZiGIb2F5TVCjC/7C9QpaP2Xx0fi9QjMrTWXJjO7YIZhWlmBaWV+v37G7Ry5yFZLNKjV/bS7ed35s8BcFMEFqAJlVU69Mt+e/U+Scd2q95fUFanXVgrf/WPPXEZKTE2TKGB/iZU3DLsOVys25J/1K6DxWoV4KtXJyXpsoQIs8sCcBoEFqCZ5RaUnbilOitfm/YVqKLKWauNxSJ169C61hYDXdq3Zh2QRrA247DueW+9jpZUKsoWqLlTBishmn8LAHdHYAFMVlHl1JYcuyvAbMg6qr1HS+u0Cwn0U//YE5eRkmLbyNaKUZiG+GT9Xs1YtEmVDkOJMTbNuWWQOoSyzD7gCQgsgBvKKyw7dgmpOsBs2puvskpnnXZd2ge7bqlOigtT94gQ+TIKU4fTaej/lm7TG9/tkiRd2TdSf72+P7egAx6EwAJ4gEqHU9tyC49dSqqeC7P7cEmddsEBvkqsMRcmKa6NwoNb9u25pRUO/fHDdH31S64k6b5LuuqPl3Xn8hrgYQgsgIc6XFSu9OwTozAbs/NVXOGo065T21a1NnrsGRkivxZy2+4Be5nu+Oc6/bSvQAG+Pnr+ur66dkCM2WUBOAsEFsBLOJyGth8orLHFwFHtOlhcp12Qv6/6xthqTehtH2I1oeKm9fO+At3xz3XKtZcpPDhAf588UIM7hZtdFoCzRGABvFh+SYXSs/Ndl5HSs/NVWFZVp11Mm6BaAaZXVKgC/Dx3FObrX3L1wMJ0lVY61LVDa82bMlhxbVuZXRaAc0BgAVoQp9PQroNFte5I2pFXpF//7bb6+ahvR1uNLQbaKNLm/nfTGIaht1Mz9PxXW2UY0gXd2mn2jQNkC+JuKsDTEViAFs5eVqmNNebCpGXlq6C0sk67aFuga3uBpLg26tMxVFY/97nLpqLKqceW/KSP1u2VJN08LE5PjuvdYubrAN6OwAKgFsMwlHGouFaA2ZZr16/2eVSAr48SokNPXEqKb6NoW6ApS9vnl1TonvfWa03GEflYpMevStCUEZ1YZh/wIgQWAGdUVF6lTXvzXdsLbMjK15HiijrtOoRYa11G6hdjU6B/047CZBws0u3/XKfMQ8VqbfXTazckaVTPDk36ngCaH4EFQIMZhqGsIyW15sJsySmU41fDMH4+FvWKqrnRYxvFhgc12sjHql2H9Lv3NqigtFIdw4I099ZB6hnJ32vAGxFYADSK0gpH9ShMdr427KkehTlUVF6nXbvWAeofe+KOpH4xNgVb/Rr8fgt/yNJjS35WldNQUlyY3p48yCtvzwZQjcACoEkYhqG9R0tdASYtO1+b9xeo0lH7nxIfi9QzMrTGpaQwdW4XfMpRGIfT0AtfbdXbqRmSpHGJ0Xrpt/2a/NITAHM1WWBJTU3VSy+9pPXr1ysnJ0eLFy/W1Vdffcr23333nUaNGlXn+S1btqhnz56SpOTkZE2dOrVOm9LSUgUG1u+WSwILYJ6ySod+2V9Qa0JvTkFZnXZhrfyVFHtiLkxirE0hgf4qLq/StIXp+mbLAUnSA5d107RLuzG5FmgB6vv93eDx2uLiYiUmJmrq1Km67rrr6v26bdu21Sqkffv2tX4fGhqqbdu21XquvmEFgLkC/X01MD5cA+NPrDibU1BaHWCOjcL8tK9A+SWV+nbbQX277aAkyWKRuncIUaXDqYxDxQrw89H/XZ+o/0mMNuujAHBTDQ4sY8eO1dixYxv8Rh06dFBYWNgpf2+xWBQZGdng4wJwT1G2IEX1DdKVfaMkSeVVDm3JKXQFmA17jmpffqm2HSiUVD0H5u1bBmlAXBszywbgpho+I+4sJSUlqaysTAkJCXrsscfqXCYqKipSfHy8HA6H+vfvr2eeeUZJSUmnPF55ebnKy09M/LPb7U1WO4BzZ/XzVf/YMPWPDXM9l2cv04asfOUUlOqKPpGKsgWZVyAAt9bkS0VGRUXp7bffVkpKihYtWqQePXro0ksvVWpqqqtNz549lZycrM8++0wLFixQYGCgRo4cqR07dpzyuDNnzpTNZnM9YmNjm/qjAGhkHUIDdUWfSE0d2ZmwAuC0zukuIYvFcsZJtyczbtw4WSwWffbZZyf9vdPp1IABA3ThhRfq1VdfPWmbk42wxMbGMukWAAAPUt9Jt6ZsxjFs2LDTjp74+Pho8ODBp21jtVoVGhpa6wEAALyTKYElLS1NUVFRp/y9YRhKT08/bRsAANByNHjSbVFRkXbu3On6OTMzU+np6QoPD1dcXJxmzJihffv2af78+ZKkV155RZ06dVLv3r1VUVGh9957TykpKUpJSXEd46mnntKwYcPUrVs32e12vfrqq0pPT9frr7/eCB8RAAB4ugYHlnXr1tW6w2f69OmSpClTpig5OVk5OTnKyspy/b6iokIPPfSQ9u3bp6CgIPXu3Vuff/65rrzySleb/Px83XXXXcrNzZXNZlNSUpJSU1M1ZMiQc/lsAADAS7A0PwAAMI1bT7oFAABoCAILAABwewQWAADg9ggsAADA7RFYAACA2yOwAAAAt0dgAQAAbq/BC8e5q+PLydjtdpMrAQAA9XX8e/tMy8J5TWApLCyUJMXGxppcCQAAaKjCwkLZbLZT/t5rVrp1Op3av3+/QkJCZLFYzC6n0dntdsXGxio7O7tFr+RLP5xAX1SjH06gL6rRDyd4Ql8YhqHCwkJFR0fLx+fUM1W8ZoTFx8dHMTExZpfR5EJDQ932pGtO9MMJ9EU1+uEE+qIa/XCCu/fF6UZWjmPSLQAAcHsEFgAA4PYILB7CarXqiSeekNVqNbsUU9EPJ9AX1eiHE+iLavTDCd7UF14z6RYAAHgvRlgAAIDbI7AAAAC3R2ABAABuj8ACAADcHoGliT355JOyWCy1HpGRka7fG4ahJ598UtHR0QoKCtLFF1+sX3755bTHvPjii+sc02Kx6De/+U2937e5NUU/SNIrr7yiHj16KCgoSLGxsfrjH/+osrKyWm3eeOMNde7cWYGBgRo4cKBWrFjR6J+vIczqi5ZwTlRWVurpp59Wly5dFBgYqMTERH311Vd12rWEc6I+feFp58SiRYs0ZswYtWvXThaLRenp6fU6bkpKihISEmS1WpWQkKDFixfXaeNp50RT9YW7nRO1GGhSTzzxhNG7d28jJyfH9cjLy3P9/vnnnzdCQkKMlJQU46effjImTpxoREVFGXa7/ZTHPHz4cK3j/fzzz4avr6/xzjvv1Pt9m1tT9MN7771nWK1W4/333zcyMzONr7/+2oiKijIeeOABV5uFCxca/v7+xpw5c4zNmzcb06ZNM4KDg409e/Y06ec9HbP6oiWcE3/605+M6Oho4/PPPzd27dplvPHGG0ZgYKCxYcMGV5uWck7Upy887ZyYP3++8dRTTxlz5swxJBlpaWlnPOaqVasMX19f47nnnjO2bNliPPfcc4afn5+xZs0aVxtPPCeaqi/c7ZyoicDSxJ544gkjMTHxpL9zOp1GZGSk8fzzz7ueKysrM2w2m/HWW2/V+z3+9re/GSEhIUZRUVG93tcMTdEPv//9741LLrmk1nPTp083zj//fNfPQ4YMMe65555abXr27Gk88sgjZ/EpGodZfdESzomoqChj9uzZtZ4bP368cdNNN7l+binnRH36wpPOiZoyMzPr/SU9YcIE44orrqj13JgxY4xJkya5fva0c6Kmxu4LdzsnauKSUDPYsWOHoqOj1blzZ02aNEkZGRmSpMzMTOXm5mr06NGutlarVRdddJFWrVpV7+PPnTtXkyZNUnBwcL3e1yyN3Q/nn3++1q9frx9++EGSlJGRoS+++MJ1aayiokLr16+vdVxJGj16dIP6tyk0d1+c6X3N0tj9UF5ersDAwFrPBQUFaeXKlZJa1jlxpr440/uapbHrWb16dZ0/7zFjxrj6zhPPibN1pr5oqvdtLASWJjZ06FDNnz9fX3/9tebMmaPc3FyNGDFChw8fVm5uriQpIiKi1msiIiJcvzuTH374QT///LPuuOOOer+vGZqiHyZNmqRnnnlG559/vvz9/dWlSxeNGjVKjzzyiCTp0KFDcjgc59S/TcGMvjjT+5qhKfphzJgxevnll7Vjxw45nU4tW7ZMn376qXJyciS1rHPiTH1xpvc1Q1PUk5ube9q+88Rz4mydqS+a6n0bjdlDPC1NUVGRERERYfz1r381vv/+e0OSsX///lpt7rjjDmPMmDH1Ot5dd91l9OnTp0Hv6w4aox++/fZbIyIiwpgzZ46xadMmY9GiRUZsbKzx9NNPG4ZhGPv27TMkGatWrar1umeffdbo0aNH43+os9QcfXGm93UHjdEPeXl5xvjx4w0fHx/D19fX6N69u3HvvfcaQUFBhmG0rHPiTH1xpvd1B6eqpyGXQfz9/Y0PPvig1nPH53wZhmeeEzU1Zl805H3NwAhLMwsODlbfvn21Y8cO18zrX6f4vLy8Oin4ZEpKSrRw4cI6oytnel930Bj98Je//EWTJ0/WHXfcob59++qaa67Rc889p5kzZ8rpdKpdu3by9fU96/5tLs3RF2d6X3fQGP3Qvn17LVmyRMXFxdqzZ4+2bt2q1q1bq3PnzpLUos6JM/XFmd7XHTRGPZGRkaftO088J87Wmfqiqd63sRBYmll5ebm2bNmiqKgode7cWZGRkVq2bJnr9xUVFVq+fLlGjBhxxmN99NFHKi8v180339yg93UHjdEPJSUl8vGpfQr7+vrKqJ5MroCAAA0cOLDWcSVp2bJl9erf5tIcfXGm93UHjfl3IzAwUB07dlRVVZVSUlI0fvx4SWpR58Rxp+qLM72vO2iMeoYPH17nz3vp0qWuvvPEc+Jsnakvmup9G425Azze78EHHzS+++47IyMjw1izZo1x1VVXGSEhIcbu3bsNw6i+XdFmsxmLFi0yfvrpJ+OGG26oc7vi5MmTTzpb/fzzzzcmTpx4Vu/b3JqiH5544gkjJCTEWLBggZGRkWEsXbrU6NKlizFhwgRXm+O3K86dO9fYvHmz8cADDxjBwcGm9YNhmNcXLeGcWLNmjZGSkmLs2rXLSE1NNS655BKjc+fOxtGjR11tWso5UZ++8LRz4vDhw0ZaWprx+eefG5KMhQsXGmlpaUZOTo7rGL/uh++//97w9fU1nn/+eWPLli3G888/f8rbmj3pnGiqvnC3c6ImAksTO75egr+/vxEdHW1ce+21xi+//OL6vdPpNJ544gkjMjLSsFqtxoUXXmj89NNPtY5x0UUXGVOmTKn13LZt2wxJxtKlS8/qfZtbU/RDZWWl8eSTTxpdunQxAgMDjdjYWOPee++t9Q+yYRjG66+/bsTHxxsBAQHGgAEDjOXLlzflRz0js/qiJZwT3333ndGrVy/DarUabdu2NSZPnmzs27evznu3hHOiPn3haefEO++8Y0iq83jiiSdcbU727+XHH39s9OjRw/D39zd69uxppKSk1HlvTzsnmqov3O2cqMliGKcYLwYAAHATzGEBAABuj8ACAADcHoEFAAC4PQILAABwewQWAADg9ggsAADA7RFYAACA2yOwAAAAt0dgAQAAbo/AAgAA3B6BBQAAuD0CCwAAcHv/H1oLpw57plLuAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for vessel in df['vessel_name'].unique():\n",
+    "    df_vessel = df[(df['vessel_name'] == vessel) & (df['position_speed'] < 7.5)]\n",
+    "    if len(df_vessel) > 5:\n",
+    "        plt.plot(df_vessel['position_latitude'], df_vessel['position_longitude'])\n",
+    "        plt.show();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "bdc5135b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD-JEAN 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ASPIN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CHRISDERIC V\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD JEAN IV\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V  J.M.CHRISTIAN 4\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GLENAN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT VINCENT\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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PH17o/S1Xrpz69eun6dOnKzY2Vl26dCn0fdu0aaOpU6cqJCREzZs3l3T+iENcXJxWrlype++9VwEBF/8zkvsNv2+++abCw8MVHBysuLi4fE8vFcWaNWv05z//WX369FGzZs1UsWJFZWZm6t1339WKFSvUr1+/PEe1tmzZokGDBum+++5Tenq6nnnmGVWrVk2PPPKIJKls2bKaOnWqkpKSdPToUfXs2VNRUVE6dOiQtm3bpkOHDmn69OmSzo9ZixYt1LJlSz388MOqWbOmjh07pv/9739asmSJ5wscH3/8cc2aNUudOnXShAkTVLlyZS1YsMATuK625s2b68EHH9QDDzygLVu26I477lBYWJj279+vL774Qg0bNtTDDz+s+vXrq3bt2nrqqadkjFGFChW0ZMkSz3yoCxX0Og0PD7+iWiMiInTHHXdo0qRJqlSpkmrWrKnk5GTNnDmzwC/nu9QY4jrl2/nHwNVR0NVM8fHx+fbfsGGDadq0qQkNDTWRkZFm0KBB5uuvvzaSzOzZsz398rs025jzV2W0bt3aREREmKCgIBMbG2t69uzpdemuMeevLOnYsaNxOp0mKCjI1K5d2wwfPtyrz9NPP22qVq1q/Pz8vK5uOXfunHnppZdM3bp1TWBgoKlUqZK5//77TXp6eqH3M9fatWuNJPPiiy9etN9vffTRR0aSadeunVf74MGDjSTz2muv5bmPfnM1kzHGTJkyxcTFxRl/f3+v57ig2pOSkvJcbvxb6enpZsyYMaZ58+YmOjraBAQEmPDwcNOkSRMzdepUc/bsWU/f3CthVq5cafr27WvKlStnQkJCzD333GPS0tLybDs5Odl06tTJVKhQwQQGBppq1aqZTp06mffff9+r365du8yAAQNMtWrVTGBgoImMjDTNmjXLc2XN999/b9q1a2eCg4NNhQoVzMCBAz3PbWGvZtq8eXO+6zt16pTvczVr1izTpEkTExYWZkJCQkzt2rVNv379zJYtW/LUFR4ebsqXL2/uu+8+8/PPP+c7hgW9TmNjY02nTp3yPL4k8+ijj+Z5viSZSZMmedoyMjJMjx49TPny5U14eLjp0KGD+e6770xsbKxJSkrK8zwUdgxxfXEYY8y1j1CAHYYPH6758+d7fYmYjUaMGKHp06crPT39io+I2GjOnDl64IEHtHnz5nwn0aLkYwxxMZxmAvKRmZmplJQULVq0SE2bNvV1OZdt48aN+vHHHzVt2jQNGTLkugwyAEo/wgyQj+XLl2vo0KFKSEjQq6++6utyLlvTpk0VGhqqzp07a8KECb4uBwCKBaeZAACA1bg0GwAAWI0wAwAArEaYAQAAViv1E4BzcnK0b98+hYeHF/iV7wAAoGQxxujYsWOqWrWq53fvClLqw8y+ffsUExPj6zIAAMBlSE9Pv+SP9pb6MJP7ddvp6emKiIjwcTUAAKAwXC6XYmJiCvWzGaU+zOSeWoqIiCDMAABgmcJMEWECMAAAsBphBgAAWI0wAwAArFbq58wAAEqOnJwcnT592tdloAQIDAyUv7//VdkWYQYAcE2cPn1au3btUk5Ojq9LQQlRrlw5RUdHX/H3wBFmAADFzhij/fv3y9/fXzExMZf8EjSUbsYYnThxQpmZmZKkKlWqXNH2CDMAgGJ39uxZnThxQlWrVlVoaKivy0EJEBISIknKzMxUVFTUFZ1yIhoDAIrduXPnJEllypTxcSUoSXKD7ZkzZ65oO4QZAMA1w2/k4UJX6/VAmAEAAFYjzAAAYKHdu3fL4XBo69atvi7F5wgzAAAUIDMzU0OGDFGNGjUUFBSk6OhotW/fXikpKb4urUT65Zdf1LdvXzmdTjmdTvXt21e//vprsT8uVzMBAFCAHj166MyZM5o7d65q1aqlgwcP6rPPPtPRo0d9XVqhZGRkqFq1atdsrlLv3r2VkZGhFStWSJIefPBB9e3bV0uWLCnWx+XIDAAA+fj111/1xRdf6KWXXlLr1q0VGxur22+/XU8//bQ6derk6edwODR9+nR17NhRISEhiouL0/vvv++1rb179+pPf/qTypcvr4oVK6pr167avXu3V5/Zs2erQYMGCg4OVv369TVt2jSv9V9++aVuvvlmBQcH69Zbb9U333xzyX0YO3asatWqpXHjxmnnzp2X/2QUQmpqqlasWKG33npLTZs2VdOmTTVjxgwtXbpUO3bsKNbHJswAAJCPsmXLqmzZslq8eLHcbvdF+44dO1Y9evTQtm3bdP/99ysxMVGpqamSpBMnTqh169YqW7as1q1bpy+++EJly5ZVhw4dPD/tMGPGDD3zzDN64YUXlJqaqr/97W8aO3as5s6dK0nKzs5W586dVa9ePX311VcaP368Ro4cecl9eO211zR27FglJyfrhhtu0B133KGZM2fq2LFjF93ngpaOHTsW+FgpKSlyOp1q0qSJpy0hIUFOp1MbNmy4ZK1XgtNMAADfuFXSAR88brSkLZfuFhAQoDlz5mjw4MF64403dMstt6hVq1bq1auXbrrpJq++9913nwYNGiRJev7557Vq1SpNnTpV06ZN08KFC+Xn56e33nrLc7pn9uzZKleunNauXau7775bzz//vCZPnqzu3btLkuLi4vT999/rX//6l5KSkrRgwQKdO3dOs2bNUmhoqOLj45WRkaGHH374ovsQHh6uAQMGaMCAAdqzZ4/mz5+vl19+WcOGDVO3bt2UlJSktm3beuq61GTi3C+6y8+BAwcUFRWVpz0qKkoHDhTvQBNmAAC+cUDSXl8XcXE9evRQp06dtH79eqWkpGjFihV6+eWX9dZbb6l///6efk2bNvW6X9OmTT3B4KuvvtL//vc/hYeHe/U5deqUfvrpJx06dEjp6ekaOHCgBg8e7Fl/9uxZOZ1OSedP4TRq1Mjr25N/+5iXEhsbqzFjxmjMmDGaO3euhg4dqgULFuiXX35RuXLlJEl16tQp0jZ/K7+5OcaYYp+zQ5gBAPhGtB2PGxwcrHbt2qldu3Z69tlnNWjQII0bN84rzOQn9wM8JydHv//977VgwYI8fSIjI3Xq1ClJ5081XXiKRpLnK/6NMUUrOh+HDx/WwoULNW/ePG3dulUdO3ZUUlKSJzBJ508zXUzLli31ySef5LsuOjpaBw8ezNN+6NAhVa5c+cqKvwTCDADANwpxqqckuvHGG7V48WKvto0bN6pfv35et2+++WZJ0i233KL33ntPUVFRioiIyLM9p9OpatWqaefOnerTp0+Bjzl//nydPHnSc6pn48aNl6zV7XZryZIlmjdvnlasWKH4+HglJSVp2bJlioyMzNP/Sk4zNW3aVFlZWfryyy91++23S5I2bdqkrKwsNWvW7JK1XhFTymVlZRlJJisry9elAMB16+TJk+b77783J0+e9HUphXb48GHTunVrM3/+fLNt2zazc+dO8//+3/8zlStXNgMGDPD0k2QqVapkZs6caXbs2GGeffZZ4+fnZ7Zv326MMSY7O9vccMMN5s477zTr1q0zO3fuNGvXrjXDhg0z6enpxhhjZsyYYUJCQsyUKVPMjh07zH//+18za9YsM3nyZGOMMceOHTOVKlUyiYmJZvv27WbZsmWmTp06RpL55ptvCtyHAQMGmMqVK5vhw4ebbdu2Fd+T9f/r0KGDuemmm0xKSopJSUkxDRs2NJ07dy6w/8VeF0X5/CbMAACKnY1h5tSpU+app54yt9xyi3E6nSY0NNTUq1fPjBkzxpw4ccLTT5J5/fXXTbt27UxQUJCJjY017777rte29u/fb/r162cqVapkgoKCTK1atczgwYO9PpsWLFhgGjdubMqUKWPKly9v7rjjDrNo0SLP+pSUFNOoUSNTpkwZ07hxY/PBBx9cMsykpaWZM2fOXL0n5RKOHDli+vTpY8LDw014eLjp06eP+eWXXwrsf7XCjMOYq3AirgRzuVxyOp3KysrK9/AeAKD4nTp1Srt27VJcXJyCg4N9Xc5V5XA49OGHH+oPf/iDr0uxzsVeF0X5/OZ7ZgAAgNUIMwAAwGo+DTPjx4+Xw+HwWqKj/++auePHj2vo0KGqXr26QkJC1KBBA02fPt2HFQMA4M0YwykmH/P5pdnx8fFavXq153buNfWSNHz4cK1Zs0Zvv/22atasqZUrV+qRRx5R1apV1bVrV1+UCwAAShifn2YKCAhQdHS0Z7nwuveUlBQlJSXpzjvvVM2aNfXggw+qUaNG2rLF0i8nAIDrXCm/5gRFdLVeDz4PM2lpaapatari4uLUq1cvr1/1bNGihT7++GPt3btXxhitWbNGP/74o9q3b1/g9txut1wul9cCAPCt3KPuuT+sCEjnf4RTkgIDA69oOz49zdSkSRPNmzdPdevW1cGDBzVhwgQ1a9ZM27dvV8WKFfXaa69p8ODBql69ugICAjw/1NWiRYsCtzlx4kQ999xz13AvAACXEhAQoNDQUB06dEiBgYHy8/P5/6XhQ8YYnThxQpmZmSpXrpzXFJPLUaK+ZyY7O1u1a9fW6NGj9cQTT+jvf/+7ZsyYob///e+KjY3VunXr9PTTT+vDDz9U27Zt892G2+32+ql2l8ulmJgYvmcGAHzs9OnT2rVrl3JycnxdCkqIcuXKKTo6Ot8foizK98yUqDAjSe3atVOdOnX0yiuvyOl06sMPP1SnTp086wcNGqSMjAytWLGiUNvjS/MAoOTIycnhVBMknT+1dLEjMkX5/Pb51UwXcrvdSk1NVcuWLXXmzBmdOXMmz6FIf39/Uj0AWMrPz6/UfQMwfM+nYWbkyJHq0qWLatSooczMTE2YMEEul0tJSUmKiIhQq1atNGrUKIWEhCg2NlbJycmaN2+eXnnlFV+WDQAAShCfhpmMjAwlJibq8OHDioyMVEJCgjZu3KjY2FhJ0sKFC/X000+rT58+Onr0qGJjY/XCCy/ooYce8mXZAACgBClxc2auNubMAABgH35oEgAAXDcIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNV8GmbGjx8vh8PhtURHR3vW/3Zd7jJp0iQfVg0AAEqSAF8XEB8fr9WrV3tu+/v7e/69f/9+r76ffPKJBg4cqB49elyz+gAAQMnm8zATEBDgdTTmQr9t/+ijj9S6dWvVqlXrWpQGAAAs4PM5M2lpaapatari4uLUq1cv7dy5M99+Bw8e1LJlyzRw4MBrXCEAACjJfHpkpkmTJpo3b57q1q2rgwcPasKECWrWrJm2b9+uihUrevWdO3euwsPD1b1794tu0+12y+12e267XK5iqR0AAJQMPj0y07FjR/Xo0UMNGzZU27ZttWzZMknng8tvzZo1S3369FFwcPBFtzlx4kQ5nU7PEhMTUyy1AwCAksHnp5kuFBYWpoYNGyotLc2rff369dqxY4cGDRp0yW08/fTTysrK8izp6enFVS4AACgBfD4B+EJut1upqalq2bKlV/vMmTP1+9//Xo0aNbrkNoKCghQUFFRcJQIAgBLGp0dmRo4cqeTkZO3atUubNm1Sz5495XK5lJSU5Onjcrn0/vvvF+qoDAAAuP749MhMRkaGEhMTdfjwYUVGRiohIUEbN25UbGysp8/ChQtljFFiYqIPKwUAACWVwxhjfF1EcXK5XHI6ncrKylJERISvywEAAIVQlM/vEjUBGAAAoKgIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGo+DTPjx4+Xw+HwWqKjo736pKam6t5775XT6VR4eLgSEhL0888/+6hiAABQ0gT4uoD4+HitXr3ac9vf39/z759++kktWrTQwIED9dxzz8npdCo1NVXBwcG+KBUAAJRAPg8zAQEBeY7G5HrmmWd0zz336OWXX/a01apV61qVBgAALODzOTNpaWmqWrWq4uLi1KtXL+3cuVOSlJOTo2XLlqlu3bpq3769oqKi1KRJEy1evPii23O73XK5XF4LAAAovXwaZpo0aaJ58+bp008/1YwZM3TgwAE1a9ZMR44cUWZmpo4fP64XX3xRHTp00MqVK9WtWzd1795dycnJBW5z4sSJcjqdniUmJuYa7hEAALjWHMYY4+sicmVnZ6t27doaPXq0evXqpWrVqikxMVHvvPOOp8+9996rsLAwvfvuu/luw+12y+12e267XC7FxMQoKytLERERxb4PAADgyrlcLjmdzkJ9fvt8zsyFwsLC1LBhQ6WlpalSpUoKCAjQjTfe6NWnQYMG+uKLLwrcRlBQkIKCgoq7VAAAUEL4fM7Mhdxut1JTU1WlShWVKVNGt912m3bs2OHV58cff1RsbKyPKgQAACWNT4/MjBw5Ul26dFGNGjWUmZmpCRMmyOVyKSkpSZI0atQo/elPf9Idd9yh1q1ba8WKFVqyZInWrl3ry7IBAEAJ4tMwk5GRocTERB0+fFiRkZFKSEjQxo0bPUdeunXrpjfeeEMTJ07UsGHDVK9ePX3wwQdq0aKFL8sGAAAlSImaAFwcijKBCAAAlAxF+fwuUXNmAAAAioowAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUKHWYyMjKKsw4AAIDLUugw87vf/U7z588vzloAAACKrNBh5m9/+5seffRR9ejRQ0eOHCnOmgAAAAqt0GHmkUce0bZt2/TLL78oPj5eH3/8cXHWBQAAUCgBRekcFxenzz//XP/85z/Vo0cPNWjQQAEB3pv4+uuvr2qBAAAAF1OkMCNJe/bs0QcffKAKFSqoa9euecIMAADAtVSkJDJjxgyNGDFCbdu21XfffafIyMjiqgsAAKBQCh1mOnTooC+//FL//Oc/1a9fv+KsCQAAoNAKHWbOnTun//73v6pevXpx1gMAAFAkhQ4zq1atKs46AAAALgs/ZwAAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACr+TTMjB8/Xg6Hw2uJjo72rO/fv3+e9QkJCT6sGAAAlDQBvi4gPj5eq1ev9tz29/f3Wt+hQwfNnj3bc7tMmTLXrDYAAFDy+TzMBAQEeB2N+a2goKCLrgcAANc3n8+ZSUtLU9WqVRUXF6devXpp586dXuvXrl2rqKgo1a1bV4MHD1ZmZuZFt+d2u+VyubwWAABQejmMMcZXD/7JJ5/oxIkTqlu3rg4ePKgJEybohx9+0Pbt21WxYkW99957Klu2rGJjY7Vr1y6NHTtWZ8+e1VdffaWgoKB8tzl+/Hg999xzedqzsrIUERFR3LsEAACuApfLJafTWajPb5+Gmd/Kzs5W7dq1NXr0aD3xxBN51u/fv1+xsbFauHChunfvnu823G633G6357bL5VJMTAxhBgAAixQlzPh8zsyFwsLC1LBhQ6WlpeW7vkqVKoqNjS1wvXR+jk1BR20AAEDp4/M5Mxdyu91KTU1VlSpV8l1/5MgRpaenF7geAABcf3waZkaOHKnk5GTt2rVLmzZtUs+ePeVyuZSUlKTjx49r5MiRSklJ0e7du7V27Vp16dJFlSpVUrdu3XxZNgAAKEF8epopIyNDiYmJOnz4sCIjI5WQkKCNGzcqNjZWJ0+e1Lfffqt58+bp119/VZUqVdS6dWu99957Cg8P92XZAACgBClRE4CLQ1EmEAEAgJKhKJ/fJWrODAAAQFERZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKv5NMyMHz9eDofDa4mOjs6375AhQ+RwODRlypRrWyQAACjRAnxdQHx8vFavXu257e/vn6fP4sWLtWnTJlWtWvValgYAACzg8zATEBBQ4NEYSdq7d6+GDh2qTz/9VJ06dbqGlQEAABv4fM5MWlqaqlatqri4OPXq1Us7d+70rMvJyVHfvn01atQoxcfHF2p7brdbLpfLawEAAKWXT8NMkyZNNG/ePH366aeaMWOGDhw4oGbNmunIkSOSpJdeekkBAQEaNmxYobc5ceJEOZ1OzxITE1Nc5QMAgBLAYYwxvi4iV3Z2tmrXrq3Ro0erVatW6tSpk77++mvPXJmaNWvq8ccf1+OPP17gNtxut9xut+e2y+VSTEyMsrKyFBERUdy7AAAArgKXyyWn01moz2+fz5m5UFhYmBo2bKi0tDT5+fkpMzNTNWrU8Kw/d+6cRowYoSlTpmj37t35biMoKEhBQUHXqGIAAOBrJSrMuN1upaamqmXLlurbt6/atm3rtb59+/bq27evHnjgAR9VCAAAShqfhpmRI0eqS5cuqlGjhjIzMzVhwgS5XC4lJSWpYsWKqlixolf/wMBARUdHq169ej6qGAAAlDQ+DTMZGRlKTEzU4cOHFRkZqYSEBG3cuFGxsbG+LAsAAFikRE0ALg5FmUAEAABKhqJ8fvv8e2YAAACuBGEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYzadhZvz48XI4HF5LdHS01/r69esrLCxM5cuXV9u2bbVp0yYfVgwAAEoanx+ZiY+P1/79+z3Lt99+61lXt25d/fOf/9S3336rL774QjVr1tTdd9+tQ4cO+bBiAABQkgT4vICAAK+jMRfq3bu31+1XXnlFM2fO1H//+1+1adPmWpQHAABKOJ8fmUlLS1PVqlUVFxenXr16aefOnfn2O336tN588005nU41atSowO253W65XC6vBQAAlF4+DTNNmjTRvHnz9Omnn2rGjBk6cOCAmjVrpiNHjnj6LF26VGXLllVwcLD+8Y9/aNWqVapUqVKB25w4caKcTqdniYmJuRa7AgAAfMRhjDG+LiJXdna2ateurdGjR+uJJ57wtO3fv1+HDx/WjBkz9Pnnn2vTpk2KiorKdxtut1tut9tz2+VyKSYmRllZWYqIiLgm+wEAAK6My+WS0+ks1Oe3z08zXSgsLEwNGzZUWlqaV1udOnWUkJCgmTNnKiAgQDNnzixwG0FBQYqIiPBaAABA6VWiwozb7VZqaqqqVKlSYB9jjNeRFwAAcH3zaZgZOXKkkpOTtWvXLm3atEk9e/aUy+VSUlKSsrOz9Ze//EUbN27Unj179PXXX2vQoEHKyMjQfffd58uyAQBACeLTS7MzMjKUmJiow4cPKzIyUgkJCdq4caNiY2N16tQp/fDDD5o7d64OHz6sihUr6rbbbtP69esVHx/vy7IBAEAJUqImABeHokwgAgAAJYO1E4ABAACKijADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrBfi6gOJmjJEkuVwuH1cCAAAKK/dzO/dz/GJKfZg5duyYJCkmJsbHlQAAgKI6duyYnE7nRfs4TGEij8VycnK0b98+hYeHy+Fw+LqcEsflcikmJkbp6emKiIjwdTnXLcahZGAcfI8xKBlKwjgYY3Ts2DFVrVpVfn4XnxVT6o/M+Pn5qXr16r4uo8SLiIjgD0cJwDiUDIyD7zEGJYOvx+FSR2RyMQEYAABYjTADAACsRpi5zgUFBWncuHEKCgrydSnXNcahZGAcfI8xKBlsG4dSPwEYAACUbhyZAQAAViPMAAAAqxFmAACA1QgzAADAaoSZ65jb7Vbjxo3lcDi0devWi/Y9fvy4hg4dqurVqyskJEQNGjTQ9OnTr02hpVxRxsHhcOS7TJo06doUW0oVZQwkKTU1Vffee6+cTqfCw8OVkJCgn3/+ufgLLeWKMg79+/fP8z5ISEi4NoWWYkV9L+QaMmSIHA6HpkyZUmy1XQxh5jo2evRoVa1atVB9hw8frhUrVujtt99Wamqqhg8frscee0wfffRRMVdZ+hVlHPbv3++1zJo1Sw6HQz169CjmKku3oozBTz/9pBYtWqh+/fpau3attm3bprFjxyo4OLiYqyz9ijIOktShQwev98Py5cuLsbrrQ1HHQJIWL16sTZs2Ffl+V5XBdWn58uWmfv36Zvv27UaS+eabby7aPz4+3vz1r3/1arvlllvMmDFjirHK0q+o4/BbXbt2NXfddVfxFHedKOoY/OlPfzL333//tSnuOlLUcUhKSjJdu3a9JrVdLy7n71FGRoapVq2a+e6770xsbKz5xz/+Uex15ocjM9ehgwcPavDgwZo/f75CQ0MLdZ8WLVro448/1t69e2WM0Zo1a/Tjjz+qffv2xVxt6XU54/Db+y9btkwDBw4shuquD0Udg5ycHC1btkx169ZV+/btFRUVpSZNmmjx4sXFX2wpdrnvhbVr1yoqKkp169bV4MGDlZmZWYxVlm6XMwY5OTnq27evRo0apfj4+GKu8OIIM9cZY4z69++vhx56SLfeemuh7/faa6/pxhtvVPXq1VWmTBl16NBB06ZNU4sWLYqx2tLrcsfhQnPnzlV4eLi6d+9+lau7PlzOGGRmZur48eN68cUX1aFDB61cuVLdunVT9+7dlZycXMwVl06X+17o2LGjFixYoM8//1yTJ0/W5s2bddddd8ntdhdjtaXT5Y7BSy+9pICAAA0bNqwYqysknxwPwlU3btw4I+miy+bNm82rr75qmjVrZs6ePWuMMWbXrl2FOpw4adIkU7duXfPxxx+bbdu2malTp5qyZcuaVatWXYO9s0dxj8OF6tWrZ4YOHVpMe2Kv4hyDvXv3GkkmMTHRq71Lly6mV69exblb1rmW7wVjjNm3b58JDAw0H3zwQTHsjZ2Kcwy2bNliKleubPbu3etp8+VpJn7OoJQ4fPiwDh8+fNE+NWvWVK9evbRkyRI5HA5P+7lz5+Tv768+ffpo7ty5ee538uRJOZ1Offjhh+rUqZOnfdCgQcrIyNCKFSuu3o5YrjjH4ULr16/XHXfcoa1bt6pRo0ZXpfbSojjH4PTp0woLC9O4ceM0ZswYT/uTTz6pL774Qv/5z3+u3o5Y7lq9Fy50ww03aNCgQXryyScvu+7SpDjHYMqUKXriiSfk5+fndR8/Pz/FxMRo9+7dV20/CoMwc535+eef5XK5PLf37dun9u3b69///reaNGmi6tWr57mPy+WS0+nU8uXL1bFjR0/7kCFDtGvXLq1cufKa1F6aXM44XKh///767rvvtGXLluIutdS63DFo1qyZateurfnz53vaunXrppCQEL3zzjvFXndpc6XvhVxHjhxRtWrV9Oabb6pfv37FVW6pdDljcOTIEe3fv9+rrX379urbt68eeOAB1atXr9jr9uKT40EoMQo6nFivXj2zaNEiz+1WrVqZ+Ph4s2bNGrNz504ze/ZsExwcbKZNm3aNKy6dCjsOxhiTlZVlQkNDzfTp069hhaVfYcdg0aJFJjAw0Lz55psmLS3NTJ061fj7+5v169df44pLp8KMw7Fjx8yIESPMhg0bzK5du8yaNWtM06ZNTbVq1YzL5fJB1aVLUf4eXciXp5kCrm10gi127NihrKwsz+2FCxfq6aefVp8+fXT06FHFxsbqhRde0EMPPeTDKku/346DdH4sjDFKTEz0UVXXl9+OQbdu3fTGG29o4sSJGjZsmOrVq6cPPviAyfDF7MJx8Pf317fffqt58+bp119/VZUqVdS6dWu99957Cg8P93GlpVd+f49KCk4zAQAAq3FpNgAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAKucO3dOzZo1U48ePbzas7KyFBMT4/UDkACuD3wDMADrpKWlqXHjxnrzzTfVp08fSVK/fv20bds2bd68WWXKlPFxhQCuJcIMACu99tprGj9+vL777jtt3rxZ9913n7788ks1btzY16UBuMYIMwCsZIzRXXfd5fnRwccee4xTTMB1ijADwFo//PCDGjRooIYNG+rrr79WQECAr0sC4ANMAAZgrVmzZik0NFS7du1SRkaGr8sB4CMcmQFgpZSUFN1xxx365JNP9PLLL+vcuXNavXq1HA6Hr0sDcI1xZAaAdU6ePKmkpCQNGTJEbdu21VtvvaXNmzfrX//6l69LA+ADhBkA1nnqqaeUk5Ojl156SZJUo0YNTZ48WaNGjdLu3bt9WxyAa47TTACskpycrDZt2mjt2rVq0aKF17r27dvr7NmznG4CrjOEGQAAYDVOMwEAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgtf8PqX6+yqPzbb4AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TH0MAS NICOLAS 2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AVEL VAD\n",
+      "NOTRE DAME CEDEIRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STEMARIELAMERII\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP HORIZON\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCAPIRIA 1\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+4qqrrqJcubz/Gcq6w/SkSZOoWLEikZGR1KtXL8fhscJYsmQJd911FwMGDKBt27ZUrVqVvXv3MmvWLBYsWMDAgQOz9aqtXbuWoUOHct1115GamspDDz1ErVq1GDZsGAAVKlRg/PjxJCcns3//fq699lri4+P5+eefWb9+PT///DMTJ04EnJ/ZJZdcwqWXXsrtt99OUlIShw4d4vvvv+fdd9/13gD07rvvZsqUKfTs2ZPHHnuM6tWrM3PmTG9gK2rt2rXjlltu4aabbmLt2rW0b9+e8uXLs2vXLlasWMG5557L7bffTpMmTWjQoAEPPvggZkaVKlV49913vfPBfOX2Pa1YseIZ1RoTE0P79u155plniIuLIykpiWXLljF58uRcb+6Y389QgpS787dFSofcriZr1qxZjvuvXLnS2rRpY9HR0VatWjUbOnSoff755wbY1KlTvfvldGm9mXNVTKdOnSwmJsYiIiKsbt26du211/pdem3mXNnTo0cPi42NtYiICGvQoIHdc889fvuMGDHCatasaSEhIX5XF506dcqeeuopa9SokYWFhVlcXJzdcMMNlpqaWuDPmWXp0qUG2JNPPpnnfn/0zjvvGGBdunTxa7/55psNsGeffTbbMfzhajIzs3//+99Wr149Cw0N9TvHudWenJyc7XLxP0pNTbWRI0dau3btLCEhwcqVK2cVK1a01q1b2/jx4+3kyZPefbOuRProo4/sxhtvtEqVKllUVJRdccUVtnnz5myvvWzZMuvZs6dVqVLFwsLCrFatWtazZ0978803/fbbunWrDR482GrVqmVhYWFWrVo1a9u2bbYrm7799lvr0qWLRUZGWpUqVWzIkCHec1vQq8nWrFmT4/M9e/bM8VxNmTLFWrdubeXLl7eoqChr0KCBDRw40NauXZutrooVK1rlypXtuuuus+3bt+f4M8zte1q3bl3r2bNntvcH7I477sh2vgB75plnvG07duywPn36WOXKla1ixYrWvXt3+/rrr61u3bqWnJyc7TwU9GcowcVjZlbyEUwkONxzzz28/PLLfjehC0T33XcfEydOJDU19Yx7ZALRtGnTuOmmm1izZk2Ok5Cl9NPPUPKiYTKRYrB3715SUlKYM2cObdq0cbuc07Zq1So2bdrEhAkTuPXWW4MyCIlI2acwJFIM3n//fYYPH87FF1/Mf/7zH7fLOW1t2rQhOjqaXr168dhjj7ldjohIsdAwmYiIiAQ1XVovIiIiQU1hSERERIKawpCIiIgENU2gzkdGRgY7d+6kYsWKuS5ZICIiIqWLmXHo0CFq1qzpXfcxNwpD+di5cyeJiYlulyEiIiKnITU1Nd9FrxWG8pF1u/jU1FRiYmJcrkZEREQK4uDBgyQmJhZo2ReFoXxkDY3FxMQoDImIiASYgkxx0QRqERERCWoKQyIiIhLUFIZEREQkqGnOUBE5deoUJ06ccLsMKQXCw8PzvYxTRERKD4WhM2Rm7N69m19//dXtUqSUCAkJoV69eoSHh7tdioiIFIDC0BnKCkLx8fFER0frxoxBLusmnbt27aJOnTr6PoiIBACFoTNw6tQpbxCqWrWq2+VIKVGtWjV27tzJyZMnCQsLc7scERHJhyY2nIGsOULR0dEuVyKlSdbw2KlTp1yuRERECkJhqAhoKER86fsgIhJYFIZEREQkqCkMSamybds2PB4P69atc7sUEREJEgERhpYuXYrH48nxsWbNmjyP3bBhA1dddRWxsbFUrFiRiy++mO3bt5dQ5aXT3r17ufXWW6lTpw4REREkJCTQrVs3UlJS3C6tVDpw4AA33ngjsbGxxMbGcuONN+pWCiIiRcXcLiBAwlDbtm3ZtWuX32Po0KEkJSXRqlWrXI/74YcfuOSSS2jSpAlLly5l/fr1jBo1isjIyBKsvvTp06cP69evZ/r06WzatIl58+bRsWNH9u/f73ZpBbJjxw7MSu5vT//+/Vm3bh0LFixgwYIFrFu3jhtvvLHE3l9EpMz6HrgEWO9yHRaAjh8/bvHx8faPf/wjz/3+/Oc/2w033HBG75WWlmaApaWlZXvu6NGj9u2339rRo0fP6D1K0oEDBwywpUuX5rkfYBMmTLDu3btbZGSkJSUl2RtvvOG3z44dO+z666+3SpUqWZUqVeyqq66yrVu3+u0zZcoUa9KkiUVERFjjxo3t+eef93v+008/tRYtWlhERIS1bNnS5syZY4B98cUXudY2aNAgS0pKsocffth++OGHQn3+wvr2228NsFWrVnnbUlJSDLDvvvsux2MC8XshIlLiZptZjJlhZmeZWfZfs2ckr9/ffxQQPUN/NG/ePPbt28egQYNy3ScjI4P33nuPRo0a0a1bN+Lj42ndujVvv/12idVZGlWoUIEKFSrw9ttvk56enue+o0aN8vYi3XDDDfTr148NGzYAcOTIETp16kSFChVYvnw5K1asoEKFCnTv3p3jx48D8NJLL/HQQw8xduxYNmzYwOOPP86oUaOYPn06AIcPH6ZXr140btyYzz77jDFjxvDXv/4138/w7LPPMmrUKJYtW8ZZZ51F+/btmTx5MocOHcrzM+f26NGjR67vlZKSQmxsLK1bt/a2XXzxxcTGxrJy5cp8axURkT84DtwDXAsczGwLAX52raLA7Bnq0aOH9ejRI899du3aZYBFR0fbv/71L/viiy/siSeeMI/Hk2evyLFjxywtLc37SE1NLXzPUEszq1XCj5Z5ng4/s2fPtsqVK1tkZKS1bdvWRowYYevXr/fbB7DbbrvNr61169Z2++23m5nZ5MmTrXHjxpaRkeF9Pj093aKiouzDDz80M7PExER79dVX/V7j0UcftTZt2piZ2YsvvmhVqlSxw4cPe5+fOHFivj1DvrZt22aPPvqoNWrUyKKjo23AgAH20Ucf+dW1efPmPB87duzI9fXHjh1rZ511Vrb2s846yx5//PEcj1HPkIhILn40s4vN6Q3KevQ1s4NF/1aF6RlyNQyNHj3acKZO5fpYs2aN3zGpqakWEhJis2fPzvO1f/rpJwOsX79+fu1XXnml9e3bt9A1FSoM1TL/H3RJPGrleTpyrP2jjz6yRx55xNq0aWOhoaE2depU7/OATZ8+3e+Yu+++2zp27GhmZsOGDbPQ0FArX76838Pj8diECRNs7969BlhUVJTf8xERERYfH+99vU6dOvm9x7p16woVhnxNmzbNKlSoYIAdOHCg0MfnZOzYsdaoUaNs7Q0bNrQnnngix2MUhkREcvC+mVWx339vhZvZ82aWkddBp68wYcjV5TiGDx9O375989wnKSnJb3vq1KlUrVqVq666Ks/j4uLiKFeuHGeffbZfe9OmTVmxYkWux40YMYJ7773Xu33w4EESExPzfK9sEgq3e5Eo5HtGRkbSpUsXunTpwsMPP8zQoUMZPXp0nkOP8PsNBTMyMmjZsiUzZ87Mtk+1atU4duwY4AyV+Q4xAYSGhgIUySToffv28dprrzFjxgzWrVtHjx49SE5OJjY21rtPhQoV8nyNSy+9lA8++CDH5xISEtizZ0+29p9//pnq1aufWfEiIsHgJDAGGOvTlgS8CeR+DVSJcjUMxcXFERcXV+D9zYypU6cycODAfNd8Cg8P58ILL2Tjxo1+7Zs2baJu3bq5HhcREUFERESBa8rR2jM73A1nn312tvlUq1atYuDAgX7b559/PgAXXHABr7/+OvHx8cTExGR7vdjYWGrVqsWWLVsYMGBAru/58ssvc/ToUaKiorzvkZ/09HTeffddZsyYwYIFC2jWrBnJycm89957VKtWLdv++d2zKOu9c9KmTRvS0tJYvXo1F110EQCffvopaWlptG3bNt9aRUSC2m6gH7DUp+0qYBpQ2YV6clM8nVPFY9GiRQbYt99+m+PzjRs3tjlz5ni358yZY2FhYTZp0iTbvHmzjR8/3kJDQ+2TTz4p8HuWtavJ9u3bZ506dbKXX37Z1q9fb1u2bLE33njDqlevboMHD/buB1hcXJxNnjzZNm7caA8//LCFhITYN998Y2Zmhw8ftrPOOss6duxoy5cvty1bttjSpUvtL3/5i6WmppqZ2UsvvWRRUVH273//2zZu3GhffvmlTZkyxcaNG2dmZocOHbK4uDjr16+fffPNN/bee+9Zw4YN8x0mGzx4sFWvXt3uueeebHOdikP37t3tvPPOs5SUFEtJSbFzzz3XevXqlev+gfi9EBEpckvMLMF+HxYLNbOnrdiGxf4oYOYMFVa/fv2sbdu2uT4P+M17MXMm+jZs2NAiIyOtefPm9vbbbxfqPctaGDp27Jg9+OCDdsEFF1hsbKxFR0db48aNbeTIkXbkyBHvfoA9//zz1qVLF4uIiLC6devarFmz/F5r165dNnDgQIuLi7OIiAirX7++3XzzzX7naubMmdaiRQsLDw+3ypUrW/v27f0Ca0pKijVv3tzCw8OtRYsW9tZbb+UbhjZv3mwnTpwoupOSj19++cUGDBhgFStWtIoVK9qAAQPynJMUiN8LEZEic8rMxppZiP0ehGqa2fKSLaMwYchjVoJ3rwtABw8eJDY2lrS0tGzDQceOHWPr1q3Uq1evzN3I0ePxMHfuXK6++mq3Swk4Zfl7ISKSp1+AgcD7Pm2XAzOB+JItJa/f338UkPcZEhERkVLmU+ACfg9CHpyJ0wso8SBUWK5OoBYREZEAZ8CzwP3Aicy2OOBVoItbRRWOwpDkSKOnIiKSrzRgKDDbp60d8DpQy5WKTouGyURERKTw1uHcJ8g3CP0VWEJABSFQz5CIiIgUhgGTgeFA1hKXlXDuHdTbnZLOlMKQiIiIFMxhYBgww6etJc7dpOu5UlGR0DCZiIiI5O87oDX+QWgY8D8COgiBwpCIiIjkZxbO/KBvMrfL41wt9jxwhitYlQYaJhMREZGcpQP3ABN92prhTJpu4kpFxUI9Q1KqbNu2DY/Hk+/iqiIiUsy24Fwm7xuEBuLcXLEMBSFQGApKe/fu5dZbb6VOnTpERESQkJBAt27dSElJcbu0Umns2LG0bduW6OhoKlWq5HY5IiLF7x2cu0l/lrkdCfwX54qx8i7VVIw0TBaE+vTpw4kTJ5g+fTr169dnz549fPzxx+zfv9/t0gpkx44d1KpVC4/HUyLvd/z4ca677jratGnD5MmTS+Q9RURccQIYAYzzaWuIMyzW3JWKSoR6hoLMr7/+yooVK3jqqafo1KkTdevW5aKLLmLEiBH07NnTu5/H42HixIn06NGDqKgo6tWrx5tvvun3Wj/99BN//vOfqVy5MlWrVqV3795s27bNb5+pU6fStGlTIiMjadKkCRMmTPB7fvXq1Zx//vlERkbSqlUrvvjii3w/w6hRo6hfvz6jR49my5Ytp38yCuiRRx7hnnvu4dxzzy329xIRcc0OoBP+QehanN6hMhyEQGEo6FSoUIEKFSrw9ttvk56enue+o0aNok+fPqxfv54bbriBfv36sWHDBgCOHDlCp06dqFChAsuXL2fFihVUqFCB7t27c/z4cQBeeuklHnroIcaOHcuGDRt4/PHHGTVqFNOnTwfg8OHD9OrVi8aNG/PZZ58xZswY/vrXv+b7GZ599llGjRrFsmXLOOuss2jfvj2TJ0/m0KFDeX7m3B49evQozCkUESl7FgLn41wmDxAG/Ad4A8h7wfeywSRPaWlpBlhaWlq2544ePWrffvutHT169A/PtDSzWiX8aFngzzR79myrXLmyRUZGWtu2bW3EiBG2fv16v30Au+222/zaWrdubbfffruZmU2ePNkaN25sGRkZ3ufT09MtKirKPvzwQzMzS0xMtFdffdXvNR599FFr06aNmZm9+OKLVqVKFTt8+LD3+YkTJxpgX3zxRYE+y7Zt2+zRRx+1Ro0aWXR0tA0YMMA++ugjv7o2b96c52PHjh0Feq+pU6dabGxsvvvl/r0QESllTprZaDPzmBmZjzpmtsrFmopIXr+//0hzhorFbuAnt4vIVZ8+fejZsyeffPIJKSkpLFiwgKeffpr//ve/DBo0yLtfmzZt/I5r06aN9yqvzz77jO+//56KFSv67XPs2DF++OEHfv75Z1JTUxkyZAg333yz9/mTJ08SGxsLwIYNG2jevDnR0dG5vmd+6taty8iRIxk5ciTTp09n+PDhzJw5kwMHDngnOzds2LBQrykiEhT2AgOART5tV+DcVLGqKxW5RmGoWCSU+veMjIykS5cudOnShYcffpihQ4cyevRovzCUk6xJyxkZGbRs2ZKZM2dm26datWocO3YMcIbKWrdu7fd8aGgoAGZWqJpzsm/fPl577TVmzJjBunXr6NGjB8nJyd7ABc4wWV4uvfRSPvjggzOuRUQkYHwC9AV2Zm6HAI8BDxCUE2gUhorFWrcLKLSzzz6bt99+269t1apVDBw40G/7/PPPB+CCCy7g9ddfJz4+npiY7APKsbGx1KpViy1btjBgwIBc3/Pll1/m6NGjREVFed8jP+np6bz77rvMmDGDBQsW0KxZM5KTk3nvvfeoVq1atv3zu2dR1nuLiJR5GcA/gb8DpzLbEoDXgA5uFeU+haEg88svv3DdddcxePBgzjvvPCpWrMjatWt5+umn6d3bf7nhN998k1atWnHJJZcwc+ZMVq9e7b20fMCAATzzzDP07t2bf/zjH9SuXZvt27czZ84c7r//fmrXrs2YMWP4y1/+QkxMDD169CA9PZ21a9dy4MAB7r33Xvr3789DDz3EkCFDGDlyJNu2beOf//xnvp9h2LBhvPfee/Tv35+1a9dy3nnn5bn/mQ6Tbd++nf3797N9+3ZOnTrlDVcNGzbMt9dJRKTUOAAkA+/6tHXCWVbDjQGN0qT4pzAFttObQF16HTt2zB588EG74IILLDY21qKjo61x48Y2cuRIO3LkiHc/wJ5//nnr0qWLRUREWN26dW3WrFl+r7Vr1y4bOHCgxcXFWUREhNWvX99uvvlmv3M1c+ZMa9GihYWHh1vlypWtffv2NmfOHO/zKSkp1rx5cwsPD7cWLVrYW2+9le8E6s2bN9uJEyeK7qTkIzk52YBsjyVLluS4fyB+L0SkjFttZkn2+yRpzGykOROoy6jCTKD2mBXBxI0y7ODBg8TGxpKWlpZtOOjYsWNs3bqVevXqERkZ6VKFxcPj8TB37lyuvvpqt0sJOGX5eyEiAcaACcC9wPHMtqrAK0B3t4oqGXn9/v4jDZOJiIiURYeAW3DmA2W5GOfeQYmuVFRqBeGccRERkTLuK6AV/kHoHmAZCkI5UM+Q5EijpyIiAWoaMAw4mrkdA0wFrnGroNJPYUhERKQsOALcCUzxaTsfeBNo4EpFAUPDZEVAvSjiS98HESlxm3DmA/kGoVuAlSgIFYDC0BkICwsDnEVLRbJkLVSbdadtEZFi9SbO/KCvMrejgZeBFwFd0FogGiY7A6GhoVSqVIm9e/cCEB0d7V2uQoJTRkYGP//8M9HR0ZQrp79eIlKMjgN/Bcb7tDUFZgNnu1JRwNK/1mcoIcG5bWdWIBIJCQmhTp06CsYiUnx+BK4HVvu0DQBeAHRj/EJTGDpDHo+HGjVqEB8fz4kTJ9wuR0qB8PBwQkI0Ai0ixWQ+MBBneQ2AcOBZnDlC+j/YaVEYKiKhoaGaIyIiIsXnJDASeMqnrT7OnKELXKmozFAYEhERKe12Av2A5T5tf8K5eqySGwWVLerLFxERKc0W49wvKCsIlQPGAW+hIFREFIZERERKowzgUaALkHWNTm2cJTXuRfODipCGyUREREqbn4EbgQ992rrhrDYf50pFZZp6hkREREqTlTjDYllBKASnh+h9FISKiXqGRERESgMD/g94AOfKMYB4YBZwmVtFBQeFIREREbf9CgwG5vq0tccJQjXdKCi4aJhMRETETZ8DLfEPQg8CH6MgVELUMyQiIuIGAyYBdwHpmW2VgRlAL7eKCk4KQyIiIiXtN+A2YKZP24XAG0CSGwUFNw2TiYiIlKRvgYvwD0J3AitQEHKJwpCIiEhJeQWnB2hD5nZF4HWchVbD3SpKNEwmIiJS3I7hzA2a5NN2Hs4iq41cqUh8KAyJiIgUpx+Aa4F1Pm2DgeeAKDcKkj/SMJmIiEhxmQNcwO9BKAqYCkxGQagUUc+QiIhIUTuOcyfpf/u0NQJmA+e6UZDkRWFIRESkKKUC1wOrfNr+DLyEM2FaSh0Nk4mIiBSVD3AWWc0KQuHA8zjLaigIlVoKQyIiImfqFDASuAL4JbMtCfgfMAzwuFOWFIyGyURERM7EbqA/sMSn7UpgOs7yGlLqqWdIRETkdC3DGRbLCkKhwNPAOygIBRCFIRERkcLKAJ4ALsPpGQJnhfklwP1oWCzAaJhMRESkMH4BBgLv+7R1Bl4F4l2pSM6QeoZEREQK6lOcmyhmBSEPMBr4EAWhAKaeIRERkfwYMB74K3Aisy0OZ+X5rm4VJUVFYUhERCQvB4EhOHePztIOZ7X5Wq5UJEVMw2QiIiK5WQ+0xD8I/RVnorSCUJmhniEREZE/MmAKMBw4ltkWi3PvoN5uFSXFRWFIRETE12HgDpzgk6Ul8AZQ35WKpJhpmExERCTLd0Br/IPQ7cAKFITKsIAIQ0uXLsXj8eT4WLNmTa7H5XbMM888U4LVi4hIQJgFtAK+ydwuj3O12AQg0q2ipCQExDBZ27Zt2bVrl1/bqFGjWLRoEa1atcr1uD8e88EHHzBkyBD69OlTLHWKiEgASgfuASb6tDXDmTTdxJWKpIQFRBgKDw8nISHBu33ixAnmzZvH8OHD8Xhyv+e57zEA77zzDp06daJ+ffV1iogIsBW4DvjMp20gTm9QeVcqEhcERBj6o3nz5rFv3z4GDRpU4GP27NnDe++9x/Tp0/PcLz09nfT0dO/2wYMHT7dMEREpzeYBycCvmduRwHPAYLS2WJAJiDlDfzR58mS6detGYmJigY+ZPn06FStW5JprrslzvyeeeILY2FjvozDvISIiAeAEzmKqvfk9CDUEVuHcXFFBKOi4GobGjBmT6yTnrMfatWv9jtmxYwcffvghQ4YMKdR7TZkyhQEDBhAZmfcsuBEjRpCWluZ9pKamFvpziYhIKfUT0An4p09bH2At0NyViqQUcHWYbPjw4fTt2zfPfZKSkvy2p06dStWqVbnqqqsK/D6ffPIJGzdu5PXXX89334iICCIiIgr82iIiEiAWAv2BfZnbYTih6E7UGxTkXA1DcXFxxMXFFXh/M2Pq1KkMHDiQsLCwAh83efJkWrZsSfPmiv0iIkHnFPAo8A+cO0sDJAJv4txTSIJeQM0ZWrx4MVu3bs11iKxJkybMnTvXr+3gwYO8+eabDB06tCRKFBGR0mQv0B14hN+D0BXAFygIiVdAhaHJkyfTtm1bmjZtmuPzGzduJC0tza/ttddew8zo169fSZQoIiKlxQrgfGBR5nYI8DjwLlDVraKkNPKYmeW/W/A6ePAgsbGxpKWlERMT43Y5IiKSH8OZCzQCZ4gMIAHnDtMdXapJSlxhfn8H5H2GREREcnQA595B7/q0dcQJQgk5HSASYMNkIiIiuVoLXIB/EHoI5yoyBSHJg3qGREQksBnOumL3AMcz26oCLwM93CpKAonCkIiIBK5DwC3Aaz5tFwNv4Fw+L1IAGiYTEZHA9BVwIf5B6G5gGQpCUijqGRIRkcAzDRgGHM3cjgGm4CytIVJICkMiIhI4jgLDcYJPlhY4d5Nu6EZBUhZomExERALDJpz5QL5B6BZgJQpCckYUhkREpPR7E2gFfJm5HY1ztdiLQJRbRUlZoWEyEREpvY4DfwXG+7Q1xQlHzVypSMoghSERESmdfgSuB1b7tPXH6Q2q4EpFUkZpmExEREqf93AWWc0KQuHAC8ArKAhJkVMYEhGR0uMkzgKrvXDWGQOoB6QAtwIel+qSMk3DZCIiUjrsAvoCy33argamApVcqEeChnqGRETEfYtx7heUFYTKAeOAOSgISbFTGBIREfdkAI8BXYC9mW21cJbUuBcNi0mJ0DCZiIi4Yx9wA/ChT1s3nPsHVXOlIglS6hkSEZGStxLnarGsIOQB/gG8j4KQlDj1DImISMkx4P+AB3CuHAOIB14FOrtVlAQ7hSERESkZvwKDgbk+be2BWUBNNwoScWiYTEREit8XQEv8g9ADwMcoCInr1DMkIiLFx4BJwF1AemZbZWAGzo0VRUoBhSERESkevwG3ATN92i4E3gCS3ChIJGcaJhMRkaL3LXAR/kHoTuATFISk1FEYEhGRovUKTg/QhsztCsDrwLNAhFtFieROw2QiIlI0juHMDZrk03YuMBto5EpFIgWiMCQiImfuB+BaYJ1P22BgPBDtRkEiBadhMhEROTNzgAv4PQhF4aw0PxkFIQkICkMiInJ6juMsptoHOJjZ1gj4FBjkUk0ip0HDZCIiUnipwJ+BFJ+2PwMvARVdqUjktKlnSERECmcBziKrWUEoDHgOZ1kNBSEJQApDIiJSMKeAUcAVwC+ZbXWB/wF34Kw8LxKANEwmIiL52w30B5b4tPUCpgNVXKlIpMioZ0hERPK2DGdYLCsIhQJPA++gICRlgnqGREQkZxnAU8DIzD8D1MC5m/SlbhUlUvQUhkREJLtfgGTgPZ+2zsCrQLwrFYkUGw2TiYiIv09xbqKYFYQ8wMPAhygISZmkniEREXEYzvIZfwVOZLbF4aw839WtokSKn8KQiIg4d5AeCrzp09YOeA2o7UpFIiVGw2QiIsFuPdAS/yD0V5yrxxSEJAioZ0hEJFgZMAUYDhzLbIvFuXdQb7eKEil5CkMiIsHoCDAMJ/hkuQCnd6i+KxWJuEbDZCIiweY7oDX+Qeh2nGU1FIQkCCkMiYgEk9eAC4GvM7fL41wtNgGIdKsoEXdpmExEJBikA/cAE33amuEMizV1pSKRUkNhSESkrNsKXAd85tM2EKc3qLwrFYmUKhomExEpy+bhTIzOCkIRwEvANBSERDIpDImIlEUngL/hXCL/a2ZbQ2AVzs0VPe6UJVIaaZhMRKSs+QnoC6zwaesDTMa5j5CI+FHPkIhIWbIQaMHvQagc8G+cidIKQiI5UhgSESkLTgFjgG7Avsy2ROAT4C40LCaSBw2TiYgEur3AAGCRT1sP4GWgqisViQQU9QyJiASyFcD5/B6EQoDHgfkoCIkUkHqGREQCkQH/BEbgDJEBVMe5w3RHl2oSCVAKQyIigeYAMAjnHkJZOgKzgAQX6hEJcBomExEJJGtxbqLoG4T+jnMVmYKQyGlRz5CISCAwnHXF7gGOZ7ZVAV7BmSwtIqdNYUhEpLQ7BNyCMx8oy8XA60AdVyoSKVM0TCYiUpp9DVyIfxC6G1iGgpBIEVHPkIhIaTUduB04mrkdA0zBWVpDRIpMQPQMLV26FI/Hk+NjzZo1uR7322+/MXz4cGrXrk1UVBRNmzZl4sSJJVi5iMhpOIqzmOogfg9CzXFWnlcQEilyAdEz1LZtW3bt2uXXNmrUKBYtWkSrVq1yPe6ee+5hyZIlvPLKKyQlJfHRRx8xbNgwatasSe/evYu7bBGRwtsMXAt86dN2M/AfIMqVikTKvIDoGQoPDychIcH7qFq1KvPmzWPw4MF4PLkvuJOSkkJycjIdO3YkKSmJW265hebNm7N27doSrF5EpIDeBFryexCKBmYAk1AQEilGARGG/mjevHns27ePQYMG5bnfJZdcwrx58/jpp58wM5YsWcKmTZvo1q1brsekp6dz8OBBv4eISLE6DvwFuB7nyjGAJsBq4Ea3ihIJHgEZhiZPnky3bt1ITEzMc79nn32Ws88+m9q1axMeHk737t2ZMGECl1xySa7HPPHEE8TGxnof+b2HiMgZ+RG4FBjv09YfWAM0c6UikaDjahgaM2ZMrhOjsx5/HNLasWMHH374IUOGDMn39Z999llWrVrFvHnz+Oyzzxg3bhzDhg1j0aJFuR4zYsQI0tLSvI/U1NQz/pwiIjl6D2eR1dWZ2+E4N1Z8BajgVlEiwcdjZubWm+/bt499+/bluU9SUhKRkZHe7UcffZTx48fz008/ERYWlutxR48eJTY2lrlz59KzZ09v+9ChQ9mxYwcLFiwoUI0HDx4kNjaWtLQ0YmJiCnSMiEieTgIPA0/4tNUDZuMstSEiZ6wwv79dvZosLi6OuLi4Au9vZkydOpWBAwfmGYQATpw4wYkTJwgJ8e/8Cg0NJSMj47TqFRE5Y7uAfjg3TcxyNTAVqORCPSISWHOGFi9ezNatW3MdImvSpAlz584FICYmhg4dOnD//fezdOlStm7dyrRp05gxYwZ/+tOfSrJsERHHYqAFvwehcsA4YA4KQiIuCoj7DGWZPHkybdu2pWnTpjk+v3HjRtLS0rzbr732GiNGjGDAgAHs37+funXrMnbsWG677baSKllEBDKAx4HRmX8GqIWztlg7t4oSkSyuzhkKBJozJCJnZB/O5fG+0xS74kySruZKRSJBoTC/vwNqmExEJKCk4FwtlhWEPMA/gPdREBIpRQJqmExEJCAY8G/gbzhXjgHEA68CnV2qSURypTAkIlKU0oDBOJOis1wKvAbUdKUiEcmHhslERIrKFzj3CfINQg/gXEWmICRSaqlnSETkTBnwEs76YumZbZWB6cCVbhUlIgWlMCQiciZ+A27HuTosy4XAG0CSGwWJSGFpmExE5HR9C1yEfxAaDnyCgpBIAFEYEhE5HTNxeoA2ZG5XwJkkPR6IcKsoETkdGiYTESmMY8BdwCSftnNxFllt5EpFInKGFIZERArqB+A6nKvGstwEPAdEu1KRiBQBDZOJiBTEXKAlvwehKGBK5kNBSCSgqWdIRCQvJ3DuFfR/Pm2NcIbFznWlIhEpYgXuGdqxY0dx1iEiUvqkAh3wD0LXA2tQEBIpQwochs455xxefvnl4qxFRKT0WICzyGpK5nYYztyg14C8F8AWkQBT4DD0+OOPc8cdd9CnTx9++eWX4qxJRMQ9p4BRwBVA1j91dYH/AXfgrDwvImVKgcPQsGHDWL9+PQcOHKBZs2bMmzevOOsSESl5u4EuwGM4S2wA9AI+x7mnkIiUSYWaQF2vXj0WL17Mc889R58+fWjatCnlyvm/xOeff16kBYqIlIhlQF+cQAQQCjwO/BVddytSxhX6arIff/yRt956iypVqtC7d+9sYUhEJKBkAE8DD2X+GaAGztyg9m4VJSIlqVBJ5qWXXuK+++7j8ssv5+uvv6ZatWrFVZeISPHbDwwE3vNp6wy8CsS7UpGIuKDAYah79+6sXr2a5557joEDBxZnTSIixW81zt2kt2due3AmTj+MM0QmIkGjwGHo1KlTfPnll9SuXbs46xERKV6Gc4n8fTg3VASIw1l4tatbRYmImwochhYuXFicdYiIFL+DwFDgTZ+2tsDrgP6fJxK0dI2EiASH9UAr/IPQfcBSFIREgpwuBRORsm8Kzg0Tj2VuxwLTgKtdqkdEShWFIREpu47ghKBpPm0X4PQO1XejIBEpjTRMJiJl00agNf5B6DacZTUUhETEh8KQiJQ9r+PMD/o6c7s8ztViE4FIt4oSkdJKw2QiUnakA/cCE3zazgZmA01dqUhEAoDCkIiUDVuB64G1Pm034vQGlXelIhEJEBomE5HANw9nYnRWEIoAXgKmoyAkIvlSGBKRwHUC+BvQG/g1s60BsArn5ooed8oSkcCiYTIRCUw/AX2BFT5tfYDJOPcREhEpIPUMiUjgWQScz+9BqBzwb5z7BykIiUghKQyJSOA4BTyCs6Dqz5lticAnwF1oWExETouGyUQkMOwFbgB814zuAbwMVHWlIhEpI9QzJCKl3wqcYbGsIBQCjAXmoyAkImdMPUMiUnoZMA54EGeIDKA6MAvo5FZRIlLWKAyJSOl0ABiEcw+hLB1xglCCC/WISJmlYTIRKX0+A1riH4T+jjNMpiAkIkVMPUMiUnoYzvIZ9wDHM9uq4EySvsKtokSkrFMYEpHS4RBwC/CaT1tr4A2gjisViUiQ0DCZiLjva+BC/IPQ3cByFIREpNipZ0hE3DUduB04mrkdA0zBWVpDRKQEKAyJiDuOAnfirCWWpTkwG2joSkUiEqQ0TCYiJW8z0Ab/IDQUSEFBSERKnMKQiJSs2TiXza/P3I7GGSp7CYhyqygRCWYaJhORknEcuB941qetCU44auZKRSIigMKQiJSEH4HrgdU+bf2ASUAFVyoSEfHSMJmIFK/3gAv4PQiF49xYcSYKQiJSKigMiUjxOImzhEYvYH9mWz1gJXAb4HGpLhGRP9AwmYgUvV04w2DLfNp6A1OByq5UJCKSK/UMiUjRWgKcz+9BKBT4JzAXBSERKZUUhkSkaGQAjwGXA3sy22rhhKL70LCYiJRaGiYTkTO3D7gRWODT1hV4BajmSkUiIgWmniEROTMpOMNiWUHIAzwCvI+CkIgEBPUMicjpMeA/ODdSPJnZFg+8CnR2qygRkcJTGBKRwksDBgNzfNouBV4DarpSkYjIadMwmYgUzhc4a4v5BqEHgMUoCIlIQFLPkIgUjOEspvoXID2zrRIwA7jSpZpERIqAwpCI5O8wzl2jX/FpawW8CSS5UZCISNEJiGGypUuX4vF4cnysWbMm1+P27NnDoEGDqFmzJtHR0XTv3p3NmzeXYOUiZcC3wEX4B6HhwAoUhESkTAiIMNS2bVt27drl9xg6dChJSUm0atUqx2PMjKuvvpotW7bwzjvv8MUXX1C3bl0uv/xyDh8+XMKfQCRAzQQuxAlE4Cys+howHohwqygRkaIVEMNk4eHhJCQkeLdPnDjBvHnzGD58OB5Pzre13bx5M6tWreLrr7+mWbNmAEyYMIH4+HhmzZrF0KFDS6R2kYB0DLgbeNGn7VycYbHGbhQkIlJ8AqJn6I/mzZvHvn37GDRoUK77pKc7MzwjIyO9baGhoYSHh7NixYo8jzt48KDfQySo/AC0xT8I3QSsQkFIRMqkgAxDkydPplu3biQmJua6T5MmTahbty4jRozgwIEDHD9+nCeffJLdu3eza9euXI974okniI2N9T7yeg+RMmcuzmXzX2RuRwJTMh/RbhUlIlK8XA1DY8aMyXVidNZj7dq1fsfs2LGDDz/8kCFDhuT52mFhYbz11lts2rSJKlWqEB0dzdKlS+nRowehoaG5HjdixAjS0tK8j9TU1CL5rCKl2gmcxVSvwbmhIkAj4FOcXiERkTLM1TlDw4cPp2/fvnnuk5SU5Lc9depUqlatylVXXZXv67ds2ZJ169aRlpbG8ePHqVatGq1bt8510jVAREQEERGaGSpBJBX4M84aY1mux7mnUIwrFYmIlChXw1BcXBxxcXEF3t/MmDp1KgMHDiQsLKzAx8XGxgLOpOq1a9fy6KOPFrpWkTLpQ2AA8EvmdhjwL+AOnAVXRUSCQEDNGVq8eDFbt27NdYisSZMmzJ0717v95ptvsnTpUu/l9V26dOHqq6+ma9euJVWySOl0CngY6MHvQaguzr2DhqMgJCJBJSAurc8yefJk2rZtS9OmTXN8fuPGjaSlpXm3d+3axb333suePXuoUaMGAwcOZNSoUSVVrkjptAfoj7OWWJZewHSgiisViYi4ymNm5nYRpdnBgweJjY0lLS2NmBhNoJAAtxzoC2RdUBkKjAXuJ8D6iUVE8laY398B1TMkIqcpA3gaeCjzzwA1cO4m3d6tokRESgeFIZGybj+QDMz3aeuMs9RGdVcqEhEpVdQxLlKWrQYu4Pcg5AFG4VxFpiAkIgKoZ0ikbDLgOZwbKZ7IbIvDWXm+m1tFiYiUTgpDImXNQWAozqKqWdoCrwO1XalIRKRU0zCZSFnyJdAK/yB0H7AUBSERkVyoZ0ikrJiCc+foY5nbscA04GqX6hERCRAKQyKB7ghOCJrm03Y+Tu9QAzcKEhEJLBomEwlkG4HW+Aeh24CVKAiJiBSQwpBIoHodZ37Q15nb5XHuHTQRiHSrKBGRwKNhMpFAk44zKfp5n7azgdlAzsv2iYhIHhSGRALJVuB6YK1P2404vUHlXalIRCTgaZhMJFC8i3M36awgFAFMwlltXkFIROS0KQyJlHYngAeAq4BfM9saAKuAm3GW2BARkdOmYTKR0uwnoC+wwqftGpx7CsW6UpGISJmjniGR0moRzv2CsoJQOeDfOBOlFYRERIqMwpBIaXMKeAToCvyc2ZYIfALchYbFRESKmIbJREqTn4EbgI982noAM3BWnRcRkSKnniGR0mIFzrBYVhAKAR4D5qMgJCJSjNQzJOI2A8YBD+IMkQFUB2YBndwqSkQkeCgMibjpAHAT8I5PWwecIFTDlYpERIKOhslE3PIZ0BL/IPR3nKvIFIREREqMeoZESpoBLwB3A8cz26oALwNXuFSTiEgQUxgSKUmHgFtxhsGytAbeAOq4UpGISNDTMJlISfkauBD/IHQXsBwFIRERF6lnSKQkzABuA45mblfEWVLjWtcqEhGRTApDIsXpKHAnMNmnrTnOkhoNXalIRET+QMNkIsVlM9AG/yA0FEhBQUhEpBRRGBIpDm/hXDa/PnM7CpgOvJT5ZxERKTUUhkSK0nGcS+avxblyDKAJsBoY6FJNIiKSJ80ZEikq24HrgU992voBk4AKrlQkIiIFoJ4hkaLwPs4iq1lBKByYAMxEQUhEpJRTGBI5EydxltDoCezPbKsHrARuBzwu1SUiIgWmYTKR07ULZxhsmU9bb2AqUNmVikRE5DSoZ0jkdCzBGRbLCkKhwD+BuSgIiYgEGIUhkcLIAMYClwN7Mttq4YSi+9CwmIhIANIwmUhB/QLcCHzg09YFZ5J0NVcqEhGRIqCeIZGCSMEZFssKQh7gkcxtBSERkYCmniGRvBjwH+B+nCvHwAk/r+IMlYmISMBTGBLJTRowGJjj03YJ8BrOPCERESkTNEwmkpN1OGuL+Qahv+FcRaYgJCJSpqhnSMSXAf8F7gTSM9sq4SyyepVLNYmISLFSGBLJchjnrtEv+7S1At7Auau0iIiUSRomEwHYAFyEfxC6A1iBgpCISBmnMCTyKnAh8G3mdgWcSdLPARFuFSUiIiVFw2QSvI4BdwMv+rSdA8wGGrtRkIiIuEFhSILTFuA64HOftkHA80C0GwWJiIhbNEwmwedt4AJ+D0KRwGSc1eYVhEREgo7CkASPEziLqf4J54aKAGcBn+LcXFFERIKShskkOKQCf8ZZYyzLdTj3FIpxpSIRESkl1DMkZd+HOIusZgWhMGA88DoKQiIiojAkZdgp4GGgB/BLZltdnHsHDcdZeV5ERIKehsmkbNoDDAA+9mnrCcwAqrhSkYiIlFLqGZKyZznOsFhWEAoFngTmoSAkIiLZqGdIyo4M4BngIZwhMoAaOHeTbu9WUSIiUtopDEnZsB9IBub7tF2Gs9RGdVcqEhGRAKFhMgl8q3FuopgVhDzAKOAjFIRERCRf6hmSwGU4y2fci3NDRYCqwEygm1tFiYhIoFEYksB0ELgZeMOnrS3O/KBEVyoSEZEApWEyCTxfAq3wD0L3AktREBIRkUILmDC0adMmevfuTVxcHDExMbRr144lS5bkeYyZMWbMGGrWrElUVBQdO3bkm2++KaGKpVhMBVoDmzO3Y4E5wDicO0uLiIgUUsCEoZ49e3Ly5EkWL17MZ599RosWLejVqxe7d+/O9Zinn36af/3rXzz33HOsWbOGhIQEunTpwqFDh0qwcikSR4CbcBZUPZbZdj7wGc7CqyIiIqfJY2bmdhH52bdvH9WqVWP58uVceumlABw6dIiYmBgWLVpE586dsx1jZtSsWZO7776bBx54AID09HSqV6/OU089xa233lqg9z548CCxsbGkpaURE6OFrFyxEWdR1a982m4F/g1EulGQiIiUdoX5/R0QPUNVq1aladOmzJgxg8OHD3Py5ElefPFFqlevTsuWLXM8ZuvWrezevZuuXbt62yIiIujQoQMrV67M9b3S09M5ePCg30Nc9DrO/KCsIFQeeAV4AQUhEREpEgFxNZnH42HhwoX07t2bihUrEhISQvXq1VmwYAGVKlXK8Zis4bPq1f1vNFO9enV+/PHHXN/riSee4JFHHimy2uU0pQP34Vw6n+VsYDbQ1JWKRESkjHK1Z2jMmDF4PJ48H2vXrsXMGDZsGPHx8XzyySesXr2a3r1706tXL3bt2pXne3g8/kuTm1m2Nl8jRowgLS3N+0hNTS2SzyqFsA24FP8gdAPOzRUVhEREpIi52jM0fPhw+vbtm+c+SUlJLF68mPnz53PgwAHvuN+ECRNYuHAh06dP58EHH8x2XEJCAuD0ENWoUcPbvnfv3my9Rb4iIiKIiIg4nY8jReFdYCDwa+Z2BDAeGIpzZ2kREZEi5moYiouLIy4uLt/9jhw5AkBIiH9HVkhICBkZGTkeU69ePRISEli4cCHnn38+AMePH2fZsmU89dRTZ1i5FLmTOAusPu3T1gB4E+eqMRERkWISEBOo27RpQ+XKlUlOTmb9+vVs2rSJ+++/n61bt9KzZ0/vfk2aNGHu3LmAMzx299138/jjjzN37ly+/vprBg0aRHR0NP3793fro0hOfsJZVNU3CF2Dc9m8gpCIiBSzgJhAHRcXx4IFC3jooYe47LLLOHHiBM2aNeOdd96hefPm3v02btxIWlqad/tvf/sbR48eZdiwYRw4cIDWrVvz0UcfUbFiRTc+huRkEdAf+DlzuxzwDHAXGhYTEZESERD3GXKT7jNUTE4BY4ExOAuuAtTGWWKjjUs1iYhImVGY398B0TMkZczPOFeHfeTT1h14Gch/CpmIiEiRCog5Q1KG/A9nHlBWEAoBHgPeQ0FIRERcoZ4hKRkG/At4AGeIDKA6MAvo5FZRIiIiCkNSEn4FBgHv+LR1wAlCNXLYX0REpARpmEyK12fABfgHob/jXEWmICQiIqWAeoakeBjOYqp3A8cz26rgTJK+wqWaREREcqAwJEXvN+BW4FWfttY4K9DXdaUiERGRXGmYTIrWN8CF+AehvwDLURASEZFSSWFIis7LwEXAd5nbFXHWFvsPEO5WUSIiInnTMJmcuaM4vT//9Wk7D5gNnOVKRSIiIgWmniE5M5txls/wDUJDgVUoCImISEBQGJLT9xbQElifuR0FTANeyvyziIhIANAwmRTeceBvOHOBsjTGGRY7x5WKRERETpvCkBTOduB64FOftr7AJJwJ0yIiIgFGw2RScO/jLLKaFYTCgQk4l9ErCImISIBSGJL8ncRZQqMnsD+zLQlnBfrbAY87ZYmIiBQFDZNJ3nYB/YGlPm29galAZTcKEhERKVrqGZLcLcUZFluauR0KPAPMRUFIRETKDIUhyS4DeBzoDOzJbKsFLAP+iobFRESkTNEwmfj7BbgR+MCnrQswE6jmSkUiIiLFSj1D8rtVOMNiWUHIA4zJ3FYQEhGRMko9QwKGcwPF+3GuHAMn/MzE6RUSEREpwxSGgl0aMARnaY0slwCv4cwTEhERKeM0TBbM1gGt8A9CfwMWoyAkIiJBQz1DwchwVpm/E0jPbKsETAeucqkmERERlygMBZvDOHeNftmnrRXwBlDPlYpERERcpWGyYLIBuAj/IDQMWIGCkIiIBC2FoWDxKnAh8G3mdgVgFvA8EOFWUSIiIu7TMFlZdwy4B3jBp+0cYDbQ2JWKREREShWFobJsC3Ad8LlP2yCc3qBoNwoSEREpfTRMVla9DVzA70EoEpiMs9q8gpCIiIiXwlBZcwJnMdU/4dxQEeAsnKU2BrtVlIiISOmlYbKyZAfwZ2ClT9t1OPcUinGlIhERkVJPPUNlxUc4i6xmBaEw4FngdRSERERE8qAwFOhOAQ8D3YF9mW11gE9w7jDtcakuERGRAKFhskC2BxgAfOzT1hOYAVRxpSIREZGAo56hQPUJzrBYVhAKAZ4A5qEgJCIiUgjqGQo0GcA/gb/jDJEB1MC5m3QHt4oSEREJXApDgWQ/kAzM92m7DGepjequVCQiIhLwNEwWKNbg3EQxKwh5gFE4V5EpCImIiJw29QyVdoazfMa9ODdUBKgKvIJzBZmIiIicEYWh0iwNOA/Y7tPWBufeQYmuVCQiIlLmaJisNLsL/yB0L7AMBSEREZEipDBUmvleIj8SGIdzZ2kREREpMhomK83+CbQDjgG9XK5FRESkjFIYKs1CgD5uFyEiIlK2aZhMREREgprCkIiIiAQ1hSEREREJagpDIiIiEtQUhkRERCSoKQyJiIhIUFMYEhERkaCmMCQiIiJBTWFIREREgprCkIiIiAQ1hSEREREJagpDIiIiEtQUhkRERCSoadX6fJgZAAcPHnS5EhERESmorN/bWb/H86IwlI9Dhw4BkJiY6HIlIiIiUliHDh0iNjY2z308VpDIFMQyMjLYuXMnFStWxOPxFPi4gwcPkpiYSGpqKjExMcVYYXDReS0+OrfFR+e2+OjcFo+ycF7NjEOHDlGzZk1CQvKeFaSeoXyEhIRQu3bt0z4+JiYmYL9IpZnOa/HRuS0+OrfFR+e2eAT6ec2vRyiLJlCLiIhIUFMYEhERkaCmMFRMIiIiGD16NBEREW6XUqbovBYfndvio3NbfHRui0ewnVdNoBYREZGgpp4hERERCWoKQyIiIhLUFIZEREQkqCkMiYiISFBTGPLxxBNP4PF4uPvuu71tY8aMoUmTJpQvX57KlStz+eWX8+mnn+b7Wr/++it33HEHNWrUIDIykqZNm/L+++/7va7H4/F7JCQk+L3GoEGDsu1z8cUXF9nnLUkleW4BfvrpJ2644QaqVq1KdHQ0LVq04LPPPvM+b2aMGTOGmjVrEhUVRceOHfnmm2+K7POWpNJ2bsvK97Ykz2tSUlK2c+bxeLjjjju8++g7m7OiOLdl5TsLJXtuT548yciRI6lXrx5RUVHUr1+ff/zjH2RkZHj3CZTvre5AnWnNmjVMmjSJ8847z6+9UaNGPPfcc9SvX5+jR4/yf//3f3Tt2pXvv/+eatWq5fhax48fp0uXLsTHxzN79mxq165NamoqFStW9NuvWbNmLFq0yLsdGhqa7bW6d+/O1KlTvdvh4eFn8jFdUdLn9sCBA7Rr145OnTrxwQcfEB8fzw8//EClSpW8+zz99NP861//Ytq0aTRq1IjHHnuMLl26sHHjxmw/p9KsNJ5bCPzvbUmf1zVr1nDq1Cnv9tdff02XLl247rrrvG36zmZXVOcWAv87CyV/bp966ileeOEFpk+fTrNmzVi7di033XQTsbGx3HXXXUAAfW9N7NChQ3bWWWfZwoULrUOHDnbXXXflum9aWpoBtmjRolz3mThxotWvX9+OHz+e6z6jR4+25s2b51lXcnKy9e7dO5/qSzc3zu0DDzxgl1xySa7PZ2RkWEJCgj355JPetmPHjllsbKy98MILeX+gUqQ0nluzwP/eunFe/+iuu+6yBg0aWEZGhpnpO5uboji3ZoH/nTVz59z27NnTBg8e7Nd2zTXX2A033GBmgfW91TAZcMcdd9CzZ08uv/zyPPc7fvw4kyZNIjY2lubNm+e637x582jTpg133HEH1atX55xzzuHxxx/3+98JwObNm6lZsyb16tWjb9++bNmyJdtrLV26lPj4eBo1asTNN9/M3r17T+9DusSNcztv3jxatWrFddddR3x8POeffz4vvfSS9/mtW7eye/duunbt6m2LiIigQ4cOrFy58gw+bckqjec2SyB/b93698D3dV955RUGDx7sXRxa39mcFcW5zRLI31lw59xecsklfPzxx2zatAmA9evXs2LFCq644gogwL63bqcxt82aNcvOOeccO3r0qJlZjon63XfftfLly5vH47GaNWva6tWr83zNxo0bW0REhA0ePNjWrl1rs2bNsipVqtgjjzzi3ef999+32bNn25dffulN8tWrV7d9+/Z593nttdds/vz59tVXX9m8efOsefPm1qxZMzt27FjRnYBi5Na5jYiIsIiICBsxYoR9/vnn9sILL1hkZKRNnz7dzMz+97//GWA//fST32vffPPN1rVr1yL45MWvtJ5bs8D+3rp1Xn29/vrrFhoa6vf91Hc2Z0Vxbs0C+ztr5t65zcjIsAcffNA8Ho+VK1fOPB6PPf74497nA+l7G9RhaPv27RYfH2/r1q3ztuX0Jfrtt99s8+bNlpKSYoMHD7akpCTbs2dPrq971llnWWJiop08edLbNm7cOEtISMj1mN9++82qV69u48aNy3WfnTt3WlhYmL311lsF+HTucvPchoWFWZs2bfyOu/POO+3iiy82s9//gu7cudNvn6FDh1q3bt0K/VlLWmk+tzkJlO9tafn3oGvXrtarVy+/Nn1nc1YU5zYngfKdNXP33M6aNctq165ts2bNsi+//NJmzJhhVapUsWnTpplZYH1vgzoMzZ071wALDQ31PgDzeDwWGhrq9yXw1bBhQ7/0+0ft27e3zp07+7W9//77Blh6enqux11++eV222235Vlzw4YN/cZfSys3z22dOnVsyJAhfvtMmDDBatasaWZmP/zwgwH2+eef++1z1VVX2cCBAwv9WUtaaT63uQmE721p+Pdg27ZtFhISYm+//bZfu76zOSuKc5ubQPjOmrl7bmvXrm3PPfec3z6PPvqoNW7c2MwC63sb1HOGOnfuzFdffcW6deu8j1atWjFgwADWrVuX49Vd4FwqmJ6enuvrtmvXju+//97v8sJNmzZRo0aNXK9QSE9PZ8OGDdSoUSPX1/3ll19ITU3Nc5/Sws1z265dOzZu3Oh33KZNm6hbty4A9erVIyEhgYULF3qfP378OMuWLaNt27an/ZlLSmk+tzkJlO9tafj3YOrUqcTHx9OzZ0+/dn1nc1YU5zYngfKdBXfP7ZEjRwgJ8Y8RoaGh3mMC6nvrZhIrjXy7F3/77TcbMWKEpaSk2LZt2+yzzz6zIUOGWEREhH399dfeY2688UZ78MEHvdvbt2+3ChUq2PDhw23jxo02f/58i4+Pt8cee8y7z3333WdLly61LVu22KpVq6xXr15WsWJF27Ztm5k5Vwbcd999tnLlStu6dastWbLE2rRpY7Vq1bKDBw+WzMkoYiV1blevXm3lypWzsWPH2ubNm23mzJkWHR1tr7zyinefJ5980mJjY23OnDn21VdfWb9+/axGjRo6t2d4bsva97akzquZ2alTp6xOnTr2wAMP5FiLvrPFc27L2nfWrOTObXJystWqVcvmz59vW7dutTlz5lhcXJz97W9/8+4TKN9bhaE/8P0SHT161P70pz9ZzZo1LTw83GrUqGFXXXVVtolnHTp0sOTkZL+2lStXWuvWrS0iIsLq169vY8eO9euu/POf/2w1atSwsLAwq1mzpl1zzTX2zTffeJ8/cuSIde3a1apVq2ZhYWFWp04dS05Otu3btxfbZy9uJXVuzZzJguecc45FRERYkyZNbNKkSX7PZ2Rk2OjRoy0hIcEiIiKsffv29tVXXxX5Zy4ppeXclrXvbUme1w8//NAA27hxY4616DtbPOe2rH1nzUru3B48eNDuuusuq1OnjkVGRlr9+vXtoYce8huiDJTvrcfMzO3eKRERERG3BPWcIRERERGFIREREQlqCkMiIiIS1BSGREREJKgpDImIiEhQUxgSERGRoKYwJCIiIkFNYUhERESCmsKQiASVU6dO0bZtW/r06ePXnpaWRmJiIiNHjnSpMhFxi+5ALSJBZ/PmzbRo0YJJkyYxYMAAAAYOHMj69etZs2ZNrgsqi0jZpDAkIkHp2WefZcyYMXz99desWbOG6667jtWrV9OiRQu3SxOREqYwJCJBycy47LLLCA0N5auvvuLOO+/UEJlIkFIYEpGg9d1339G0aVPOPfdcPv/8c8qVK+d2SSLiAk2gFpGgNWXKFKKjo9m6dSs7duxwuxwRcYl6hkQkKKWkpNC+fXs++OADnn76aU6dOsWiRYvweDxulyYiJUw9QyISdI4ePUpycjK33norl19+Of/9739Zs2YNL774otuliYgLFIZEJOg8+OCDZGRk8NRTTwFQp04dxo0bx/3338+2bdvcLU5ESpyGyUQkqCxbtozOnTuzdOlSLrnkEr/nunXrxsmTJzVcJhJkFIZEREQkqGmYTERERIKawpCIiIgENYUhERERCWoKQyIiIhLUFIZEREQkqCkMiYiISFBTGBIREZGgpjAkIiIiQU1hSERERIKawpCIiIgENYUhERERCWoKQyIiIhLU/h/zoUjMMyfoQQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ERIC MARIN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VAUBAN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ROSE DE CASCIA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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YsSOTJ08mKCiINm3aANaMSUxMDCtXruRvf/sbpUrl/Z+qrCt0T58+nbJlyxIYGEhMTEyOy2+XY82aNTz44IMMGDCAuLg4KlSowKFDh5g/fz4rVqxg4MCB2WblNm/ezF133cXNN99MUlISjz32GFWrVuW+++4DoEyZMkyePJlBgwbxxx9/8M9//pPKlSvz+++/s23bNn7//XemTZsGWJ/ZddddR9u2bbn33nupUaMGx48f5+eff2bZsmXOC6Q+9NBDvPHGG/To0YOnnnqK8PBw5s6d6wx0Ba1Nmzbcfffd3HHHHWzevJl27dpRunRpkpOT+eKLL2jUqBH33nsv9erVo1atWowYMQJjDGFhYSxbtsx5Ppqr3H5Py5Yt+5d6DQkJoV27djz//PNUrFiRGjVqsG7dOmbOnJnrxS8v9RlKCWTv+eUiniO3b8M1bNgwx/EbNmwwsbGxJjg42FSqVMncdddd5ptvvjGAefPNN53jcrp0gDHWt3o6dOhgQkJCTEBAgImOjjb//Oc/3b5aboz1zaTu3bub0NBQExAQYGrVqmUefvhhtzEjR440VapUMT4+Pm7fjjp//ryZMGGCqVOnjvHz8zMVK1Y0t912m0lKSsr3cWZZu3atAcyzzz6b57iLffDBBwYwnTt3dqsPGTLEAGbSpEnZXsNF34YzxpiXX37ZxMTEGF9fX7efcW69Dxo0KNvX4S+WlJRkRo0aZdq0aWMiIiJMqVKlTNmyZU2rVq3M5MmTzblz55xjs75JtXLlShMfH2/KlStngoKCzI033mh27dqVbd/r1q0zPXr0MGFhYcbPz89UrVrV9OjRw7z77rtu4/bs2WMGDx5sqlatavz8/EylSpVMXFxctm9m/fDDD6Zz584mMDDQhIWFmTvvvNP5s83vt+E2bdqU4/M9evTI8Wf1xhtvmFatWpnSpUuboKAgU6tWLTNw4ECzefPmbH2VLVvWlC9f3tx8881m3759OX6Guf2eRkdHmx49emR7f8AMGzYs288LMM8//7yztn//ftOnTx9Tvnx5U7ZsWdOtWzfz/fffm+joaDNo0KBsP4f8foZScjiMMaboI5qIZHn44Yd566233C7S54keeeQRpk2bRlJS0l+e0fFEs2bN4o477mDTpk05niQtxZ8+Q8mNluFEbHLo0CESEhJYvHgxsbGxdrdzxb766it++uknpk6dyj333FMig5KIeDeFJRGbLF++nPvvv5/WrVszceJEu9u5YrGxsQQHB9OzZ0+eeuopu9sRESlwWoYTERERyYMuHSAiIiKSB4UlERERkTwoLImIiIjkQSd4F4CMjAwOHjxI2bJlc70lhIiIiBQvxhiOHz9OlSpVnPfdzInCUgE4ePAgUVFRdrchIiIiVyApKSnPm5IrLBWArMvxJyUlERISYnM3IiIikh9paWlERUVd8rY6CksFIGvpLSQkRGFJRETEw1zqFBqd4C0iIiKSB4UlERERkTwoLImIiIjkQecsFaHz589z9uxZu9uQYsDf3z/Pr6mKiEjxobBUBIwxpKSkcOzYMbtbkWLCx8eHmJgY/P397W5FREQuQWGpCGQFpcqVKxMcHKwLV5ZwWRcxTU5Opnr16vp9EBEp5hSWCtn58+edQalChQp2tyPFRKVKlTh48CDnzp3Dz8/P7nZERCQPOmmikGWdoxQcHGxzJ1KcZC2/nT9/3uZORETkUhSWioiWWsSVfh9ERDyHwpKIiIhIHhSWxOPs3bsXh8NBYmKi3a2IiEgJoLAkOTp06BD33HMP1atXJyAggIiICLp27UpCQoLdrRVLR48eJT4+ntDQUEJDQ4mPj9elIkREvIS+DSc56tOnD2fPnmX27NnUrFmT3377jU8//ZQ//vjD7tbyZf/+/VStWrXIzg269dZb2b9/PytWrADg7rvvJj4+nmXLlhXJ+4uIeK2fga+B3oBN35XSzJJkc+zYMb744gsmTJhAhw4diI6OpmXLlowcOZIePXo4xzkcDqZNm0b37t0JCgoiJiaGd999121fBw4coF+/fpQvX54KFSpw0003sXfvXrcxb775JvXr1ycwMJB69eoxdepUt+e//vprmjZtSmBgIC1atGDr1q2XPIbRo0dTs2ZNxo4dy+7du6/8h5EPO3bsYMWKFbz++uvExsYSGxvLjBkz+PDDD9m5c2ehvreIiNcywD1AbWAA8F/7WlFYkmzKlClDmTJleP/990lPT89z7OjRo+nTpw/btm3jtttuo3///uzYsQOAkydP0qFDB8qUKcP69ev54osvKFOmDN26dePMmTMAzJgxg8cee4ynn36aHTt28MwzzzB69Ghmz54NwIkTJ+jZsyd169Zly5YtjBs3jn//+9+XPIZJkyYxevRo1q1bR+3atWnXrh0zZ87k+PHjeR5zblv37t1zfa+EhARCQ0Np1aqVs9a6dWtCQ0PZsGHDJXsVEZGLHAN6AdNdaqXtaQUAI39ZamqqAUxqamq2506dOmV++OEHc+rUqQvF5saYqjZszfN/TO+9954pX768CQwMNHFxcWbkyJFm27ZtbmMAM3ToULdaq1atzL333muMMWbmzJmmbt26JiMjw/l8enq6CQoKMp988okxxpioqCgzb948t308+eSTJjY21hhjzGuvvWbCwsLMiRMnnM9PmzbNAGbr1q35Opa9e/eaJ5980tSpU8cEBwebAQMGmJUrV7r1tWvXrjy3/fv357r/p59+2tSuXTtbvXbt2uaZZ57J8TU5/l6IiIgxXxtjYowxXLQdLfi3yuvvtyuds2SHFOCA3U3krU+fPvTo0YPPP/+chIQEVqxYwXPPPcfrr7/O7bff7hwXGxvr9rrY2Fjnt9S2bNnCzz//TNmyZd3GnD59ml9++YXff/+dpKQk7rzzToYMGeJ8/ty5c4SGhgLWElfjxo3dLup58XteSnR0NKNGjWLUqFHMnj2b+++/n7lz53L06FHKlSsHwFVXXXVZ+7xYTudGGWN0PSURkfwywESs5baL7zn/KlCuqBu6QGHJDhGe8b6BgYF07tyZzp07M2bMGO666y7Gjh3rFpZykhUQMjIyaN68OXPnzs02plKlSpw+fRqwluJcl7AAfH19AStw/FWHDx9mwYIFzJkzh8TERLp3786gQYOcgQysZbi8tG3blo8//jjH5yIiIvjtt9+y1X///XfCw8P/WvMiIiXBH8AdwFKXWmtgARBtS0duFJbssNnuBq5MgwYNeP/9991qX331FQMHDnR73LRpUwCaNWvGwoULqVy5MiEhIdn2FxoaStWqVdm9ezcDBgzI9T3feustTp06RVBQkPM9LiU9PZ1ly5YxZ84cVqxYQcOGDRk0aBAfffQRlSpVyjb+UtdsynrvnMTGxpKamsrXX39Ny5YtAdi4cSOpqanExcVdslcRkRItAbgF2OdS+y/wFFBcbp1Z8CuAJc9ln7NUzB0+fNh06NDBvPXWW2bbtm1m9+7d5p133jHh4eFm8ODBznGAqVixopk5c6bZuXOnGTNmjPHx8THbt283xhhz4sQJU7t2bXP99deb9evXm927d5u1a9eaBx54wCQlJRljjJkxY4YJCgoyL7/8stm5c6f59ttvzRtvvGFefPFFY4wxx48fNxUrVjT9+/c327dvNx999JG56qqrLnnO0uDBg014eLh5+OGHs51rVRi6detmrrnmGpOQkGASEhJMo0aNTM+ePXMd74m/FyIiBeq8MeY5Y0wpc+G8pArGmI+KroX8nrOksFQAvC0snT592owYMcI0a9bMhIaGmuDgYFO3bl0zatQoc/LkSec4wEyZMsV07tzZBAQEmOjoaDN//ny3fSUnJ5uBAweaihUrmoCAAFOzZk0zZMgQt5/V3LlzTZMmTYy/v78pX768adeunVm8eLHz+YSEBNO4cWPj7+9vmjRpYhYtWnTJsLRr1y5z9uzZgvuhXMKRI0fMgAEDTNmyZU3ZsmXNgAEDzNGjR3Md74m/FyIiBeZ3Y8yNxv0E7uuMMUlF20Z+w5LDmAI4KaSES0tLIzQ0lNTU1GzLTadPn2bPnj3ExMQQGBhoU4eFw+FwsGTJEnr37m13Kx7Hm38vRETy9DnQnwtfdHIAI4HHKfKTg/L6++1K5yyJiIhI4csAngXGAOcza5WAt4EudjWVPwpLIiIiUrgOAbcBq1xq1wPzgEg7Gro8CktyxbSCKyIil7QGuBXrGoNgLbuNAUYDvnY1dXkUlkRERKTgncf6+v8TWEtwYF3vby5wg11NXRmFJRERESlYyVg3v13jUusMvAV44LV6PepGuuvXr6dXr15UqVIFh8OR7QKJF1u7di0OhyPb9uOPP7qNW7RoEQ0aNCAgIIAGDRqwZMmSQjwKERERL7YKaMKFoOSDNcO0Ao8MSuBhYenEiRM0btyYV1555bJet3PnTpKTk51b7dq1nc8lJCTQr18/4uPj2bZtG/Hx8fTt25eNGzcWdPsiIiLe6xwwCuiKdUI3QBWs0PQYHpY43HnUMlz37t3p3r37Zb+ucuXKzhumXuzll1+mc+fOjBw5EoCRI0eybt06Xn75ZebPn/9X2hURESkZ9mOdxP25S607MBvr8gAezoNzXv41bdqUyMhIOnbsyJo1a9yeS0hIoEsX9ws8dO3alQ0bNuS6v/T0dNLS0tw2ERGREuljrGW3rKDkC0wAPsQrghJ4eViKjIxk+vTpLFq0iMWLF1O3bl06duzI+vXrnWNSUlKy3Rk+PDyclJSUi3fnNH78eEJDQ51bVFRUoR2DZLd3714cDsclb34rIiKF6CzwKHAjcCSzFgWsx7oRrhclDC86lOzq1q3LkCFDaNasGbGxsUydOpUePXrwwgsvuI1zOBxuj40x2WquRo4cSWpqqnNLSkoqlP7tdOjQIe655x6qV69OQEAAERERdO3alYSEBLtbK3Zy+yKBw+Fg06ZNdrcnIlLw9gHtgedcar2ARCDOjoYKl0eds1QQWrduzdtvv+18HBERkW0W6dChQ9lmm1wFBAQQEBBQaD0WB3369OHs2bPMnj2bmjVr8ttvv/Hpp5/yxx9/2N1avuzfv5+qVavmGXoLSlxcHMnJyW610aNHs3r1alq0aFHo7y8iUqSWArcDRzMf+2Etuz2EdcFJL+TVM0s52bp1K5GRF66tHhsby6pVq9zGrFy5krg4L4zG+XTs2DG++OILJkyYQIcOHYiOjqZly5aMHDmSHj16OMc5HA6mTZtG9+7dCQoKIiYmhnfffddtXwcOHKBfv36UL1+eChUqcNNNN7F37163MW+++Sb169cnMDCQevXqMXXqVLfnv/76a5o2bUpgYCAtWrRg69atlzyG0aNHU7NmTcaOHcvu3buv/IeRD/7+/kRERDi3ChUqsHTpUgYPHlwkYU1EpEicAYYDN3EhKNUAvgAexmuDEgDGgxw/ftxs3brVbN261QDmpZdeMlu3bjW//vqrMcaYESNGmPj4eOf4//u//zNLliwxP/30k/n+++/NiBEjDGAWLVrkHPPll18aX19f8+yzz5odO3aYZ5991pQqVcp89dVX+e4rNTXVACY1NTXbc6dOnTI//PCDOXXq1F848qJ19uxZU6ZMGfPQQw+Z06dP5zoOMBUqVDAzZswwO3fuNKNGjTK+vr7mhx9+MMYYc+LECVO7dm0zePBg8+2335offvjB3HrrraZu3bomPT3dGGPM9OnTTWRkpFm0aJHZvXu3WbRokQkLCzOzZs0yxhjz559/mkqVKpl+/fqZ77//3ixbtszUrFnTAGbr1q259paWlmZmzpxp2rdvb3x8fEzbtm3N66+/btLS0nIcX7p06Ty3bt265fvn99577xkfHx+zb9++XMd44u+FiJRgu40x1xpjcNn+YYw5amNPBSCvv9+uPCosrVmzxgDZtkGDBhljjBk0aJBp3769c/yECRNMrVq1TGBgoClfvry57rrrzEcffZRtv++++66pW7eu8fPzM/Xq1XMLU/lx+WGpuTGmqg1b83wf03vvvWfKly9vAgMDTVxcnBk5cqTZtm2b2xjADB061K3WqlUrc++99xpjjJk5c6apW7euycjIcD6fnp5ugoKCzCeffGKMMSYqKsrMmzfPbR9PPvmkiY2NNcYY89prr5mwsDBz4sQJ5/PTpk27ZFhytXfvXvPkk0+aOnXqmODgYDNgwACzcuVKt7527dqV57Z///58vZcxxnTv3t107949zzEKSyLiMRYZY0LNhZDkb4yZbIzJyOM1HsIrw1Jxdflhqapxj+dFtVW9rOM6deqUWblypXn88cdNbGys8fX1NW+++abzecDMnj3b7TUPPfSQuf76640xxtx3333G19c32yyNw+EwU6dONYcOHTKACQoKcns+ICDAVK5c2bm/Dh06uL1HYmLiZYUlV7NmzTJlypQxgDl69Ohlv/5SkpKSjI+Pj3nvvffyHKewJCLF3mljzP3G/c9ILWPMFjubKlj5DUsl7gTv4iHCI943MDCQzp0707lzZ8aMGcNdd93F2LFjuf322/N8XdZ5OhkZGTRv3py5c+dmG1OpUiVOnz4NwIwZM2jVqpXb876+1q2ojTGX1XNODh8+zIIFC5gzZw6JiYl0796dQYMGERoa6hxTpkyZPPfRtm1bPv7440u+15tvvkmFChX429/+9pf7FhGxzc9AP+Abl1o/YDoQYktHtlJYssVmuxu4Ig0aNMh2P76vvvqKgQMHuj1u2rQpAM2aNWPhwoVUrlyZkJDs/7pCQ0OpWrUqu3fvZsCAAbm+51tvvcWpU6cICgpyvselpKens2zZMubMmcOKFSto2LAhgwYN4qOPPqJSpexXSbvUNZuy3jsvxhjefPNNBg4ciJ+f3yXHi4gUSwuBIcDxzMcBwETgbrz7JO68FMk8l5fzthO8Dx8+bDp06GDeeusts23bNrN7927zzjvvmPDwcDN48GDnOMBUrFjRzJw50+zcudOMGTPG+Pj4mO3btxtjLpzgff3115v169eb3bt3m7Vr15oHHnjAJCUlGWOMmTFjhgkKCjIvv/yy2blzp/n222/NG2+8YV588UVjjHVSf8WKFU3//v3N9u3bzUcffWSuuuqqSy7DDR482ISHh5uHH34427lWhWX16tUGcJ7gnhdP/L0QES930hhzj3FfdqtjjEm0s6nCpXOWipC3haXTp0+bESNGmGbNmpnQ0FATHBxs6tata0aNGmVOnjzpHAeYKVOmmM6dO5uAgAATHR1t5s+f77av5ORkM3DgQFOxYkUTEBBgatasaYYMGeL2s5o7d65p0qSJ8ff3N+XLlzft2rUzixcvdj6fkJBgGjdubPz9/U2TJk3MokWLLhmWdu3aZc6ePVtwP5R86N+/v4mLi8vXWE/8vRARL/ajMeYa4x6UbjPGHLezqcKX37DkMKYATgop4dLS0ggNDSU1NTXbctPp06fZs2cPMTExBAYG2tRh4XA4HCxZsoTevXvb3YrH8ebfCxHxMG8DQ4ETmY+DgFeAO/D6Zbe8/n670jlLIiIiJdFJ4F/AGy61BsA7QENbOiq2FJZERERKmh+AmzP/N8sdwGSgtC0dFWsKS3LFtIIrIuJhDDALGAacyqyVBqYB8Tb15AEUlkREREqCP4H7gLdcao2wlt3q2dKRxyhxN9K1i2ZhxJV+H0SkSH0LXIt7ULob2IiCUj4oLBWyrIsTnjx50uZOpDg5c+YMcOFK5SIihcJgXXW7FfBjZq0MMB94Deubb3JJWoYrZL6+vpQrV45Dhw4BEBwc7LwdiJRMGRkZ/P777wQHB1OqlP4JikghSQPuARa41JpgLbvVtqMhz6X/UheBiAjrnmxZgUnEx8eH6tWrKziLSOHYCvTFusdblmHAC4Au7XbZFJaKgMPhIDIyksqVK3P27Fm725FiwN/fHx8frYKLSAEzwFRgOHAmsxYCzAT+aVdTnk9hqQj5+vrqHBURESkcx7BugPueS60F1o1xa9rRkPfQ/7UVERHxdJuAZrgHpYeAL1FQKgAKSyIiIp7KAC8DbYA9mbVywPvA/wH+djTlfbQMJyIi4on+AAYDH7jUWmN9+y3alo68lmaWREREPM1XQFPcg9J/gPUoKBUChSURERFPkQE8D7QF9mXWKgAfAs8Bfjb15eW0DCciIuIJDgODgOUuteuwrsZdzZaOSgzNLImIiBR3n2NdfTsrKDmA/wFrUFAqAppZEhERKa4ygGeBMcD5zFol4G2gi11NlTwKSyIiIsXRISAeWOlSux6YC1Sxo6GSS8twIiIixc1arGW3rKDkAMYCq1FQsoFmlkRERIqL88BTwBNYS3AAEVizSTfY1ZQoLImIiBQHycBtwGcutU5Y5yeF29KRZNIynIiIiN1WYS27ZQUlH6wZphUoKBUDmlkSERGxyzlgHPAM1n3ewDonaT7QzqaeJBuFJRERETscAPpjXUMpSzdgDtblAaTY0DKciIhIUfsYa9ktKyj5AhOAj1BQKoY0syQiIlJUzgKjsO7jliUKWADE2dKR5IPCkoiISFHYh7XstsGl1gt4E+tmuFJsaRlORESksC3FWnbLCkqlgJeAD1BQ8gCaWRIRESksZ4ARwP+51GoAC4GWdjQkV0JhSUREpDDsAW4Bvnap/R14AyhnR0NypTxqGW79+vX06tWLKlWq4HA4eP/99/Mcv3jxYjp37kylSpUICQkhNjaWTz75xG3MrFmzcDgc2bbTp08X4pGIiIhXWww05UJQ8gcmA4tQUPJAHhWWTpw4QePGjXnllVfyNX79+vV07tyZ5cuXs2XLFjp06ECvXr3YunWr27iQkBCSk5PdtsDAwMI4BBER8WbpwL+APkBqZq0W1rlK92PdEFc8jkctw3Xv3p3u3bvne/zLL7/s9viZZ57hgw8+YNmyZTRt2tRZdzgcREREFFSbIiJSEv0M9AO+can1BWYAIbZ0JAXEo2aW/qqMjAyOHz9OWFiYW/3PP/8kOjqaatWq0bNnz2wzTxdLT08nLS3NbRMRkRLsHaAZF4JSAPAq1vWTFJQ8XokKSy+++CInTpygb9++zlq9evWYNWsWS5cuZf78+QQGBtKmTRt27dqV637Gjx9PaGioc4uKiiqK9kVEpLg5BQzFmlE6nlmrA2wE7kHLbl7CYYwxlx5W/DgcDpYsWULv3r3zNX7+/PncddddfPDBB3Tq1CnXcRkZGTRr1ox27doxadKkHMekp6eTnp7ufJyWlkZUVBSpqamEhOj/QoiIlAg7sZbZvnWpDQCmAWVt6UguU1paGqGhoZf8++1R5yxdqYULF3LnnXfy7rvv5hmUAHx8fLj22mvznFkKCAggICCgoNsUERFP8TbWjNKJzMdBwCvAHWg2yQt5/TLc/Pnzuf3225k3bx49evS45HhjDImJiURGRhZBdyIi4lFOAncC8VwISvWxLhEwGAUlL+VRM0t//vknP//8s/Pxnj17SExMJCwsjOrVqzNy5EgOHDjAnDlzACsoDRw4kIkTJ9K6dWtSUlIACAoKIjQ0FIDHH3+c1q1bU7t2bdLS0pg0aRKJiYlMmTKl6A9QRESKrx+wlt22u9Rux5pRKm1HQ1JUPGpmafPmzTRt2tT5tf/hw4fTtGlTxowZA0BycjL79u1zjn/ttdc4d+4cw4YNIzIy0rk9+OCDzjHHjh3j7rvvpn79+nTp0oUDBw6wfv16WrbUdehFRCTTLKAFF4JSMDAb6ya4Ckpez2NP8C5O8nuCmIiIeJg/gWHAHJdaI6xLBdSzpSMpQPn9++1RM0siIiJF5jvgWtyD0hCsywIoKJUoCksiIiKuDNZVt1sCP2bWygDzgOlY33yTEsWjTvAWEREpVGlYF5Nc4FJrgrXsVtuOhqQ40MySiIgIwFagOe5B6T4gAQWlEk5hSURESjYDTAVaY90MF6z7ub0LTAECbepLig0tw4mISMmVCtwFvOdSawEsBGra0pEUQ5pZEhGRkmkT0BT3oPQQ8AUKSuJGYUlEREoWA0wE2gB7MmvlgPeB/wN060+5iJbhRESk5PgD6x5uH7jUWmOd1B1tS0fiATSzJCIiJcNXWMturkHp38B6FJQkTwpLIiLi3TKAF4C2QNbtQysAHwLPA3429SUeQ8twIiLivQ4DtwMfudTaYC27VbOjIfFEmlkSERHv9AXW1bddg9JIYC0KSnJZFJZERMS7ZADjgeuBA5m1SsAK4Bm0piKXTb8yIiLiPQ4B8cBKl9r1wFygih0NiTfQzJKIiHiHtVjLbllByQGMAVajoCR/iWaWRETEs50HngYex1qCAwgH5gE32NWUeBOFJRER8VwpwADgM5daJ+BtrMAkUgC0DCciIp5pNdCYC0HJB3gS60RuBSUpQJpZEhERz3IOGIf1zTaTWauCtezW3qaexKspLImIiOc4ANyKdYuSLN2AOViXBxApBFqGExERz7AC69tuWUHJF3gW66KTCkpSiDSzJCIixdtZYDQwwaVWDeuWJW1s6UhKGIUlEREpvvYB/YENLrWewCysm+GKFAEtw4mISPG0DGjKhaBUCngRWIqCkhQpzSyJiEjxcgbrhrcvudSigYVAK1s6khJOYUlERIqPPcAtwNcutb8DM4HytnQkomU4EREpJhZjLbtlBSV/YBKwCAUlsZVmlkRExF7pwL+BV1xqNYF3gOa2dCTiRmFJRETs8zPQD/jGpdYXmA6E2tKRSDZahhMREXu8AzTjQlAKAKZhXT9JQUmKEc0siYhI0ToFDAdedanVwQpPjW3pSCRPCksiIlJ0dmIts33rUhuANaNU1paORC5Jy3AiIlI05mKdsJ0VlIKA14G3UFCSYk0zSyIiUrhOAg9gXSspS32sZberbelI5LIoLImISOH5AWvZbbtL7XasywSUtqMhkcvnUctw69evp1evXlSpUgWHw8H7779/ydesW7eO5s2bExgYSM2aNXn11VezjVm0aBENGjQgICCABg0asGTJkkLoXkSkhJkFXMuFoBQMzAbeREFJPIpHhaUTJ07QuHFjXnnllUsPBvbs2cONN95I27Zt2bp1K//73/944IEHWLRokXNMQkIC/fr1Iz4+nm3bthEfH0/fvn3ZuHFjYR2GiIh3+xMYBNyBtQQH1nLbZmCgXU2JXDmHMcbY3cSVcDgcLFmyhN69e+c65tFHH2Xp0qXs2LHDWRs6dCjbtm0jISEBgH79+pGWlsbHH3/sHNOtWzfKly/P/Pnz89VLWloaoaGhpKamEhIScmUHJCLiDb7DWnb70aU2BJiIdUK3SDGS37/fHjWzdLkSEhLo0qWLW61r165s3ryZs2fP5jlmw4YNue43PT2dtLQ0t01EpEQzwAygJReCUhmsb8BNR0FJPJpXh6WUlBTCw8PdauHh4Zw7d47Dhw/nOSYlJSXX/Y4fP57Q0FDnFhUVVfDNi4h4iuNY10q6GzidWWsCbAFutaknkQLk1WEJrOU6V1mrjq71nMZcXHM1cuRIUlNTnVtSUlIBdiwi4kG2Yt2yxPWshfuABKyrcot4Aa++dEBERES2GaJDhw5RqlQpKlSokOeYi2ebXAUEBBAQEFDwDYuIeAqDddXth4EzmbUQrItM3mxXUyKFw6tnlmJjY1m1apVbbeXKlbRo0QI/P788x8TFxRVZnyIiHiUV6yTuYVwISs2xboiroCReyKNmlv78809+/vln5+M9e/aQmJhIWFgY1atXZ+TIkRw4cIA5c+YA1jffXnnlFYYPH86QIUNISEhg5syZbt9ye/DBB2nXrh0TJkzgpptu4oMPPmD16tV88cUXRX58IiLF3masoLTHpfYgMAHQhLt4KY+aWdq8eTNNmzaladOmAAwfPpymTZsyZswYAJKTk9m3b59zfExMDMuXL2ft2rU0adKEJ598kkmTJtGnTx/nmLi4OBYsWMCbb77JNddcw6xZs1i4cCGtWrUq2oMTESnODNbX/+O4EJTKAUuAl1FQEq/msddZKk50nSUR8WpHgcHA+y61VsACoIYN/YgUEF1nSURE/rqvgKa4B6VHgPUoKEmJobAkIiLZZQAvAG2BXzNrYcCyzLq/TX2J2MCjTvAWEZEicATr3m4fudTaYF1LSdfglRJIM0siInLBF1hX33YNSiOBtSgoSYmlsCQiItay23jgemB/Zq0SsAJ4Bq1DSImmX38RkZLuEBAPrHSptQfmAVVs6UikWNHMkohISbYWa9ktKyg5gDHAahSURDJpZklEpCQ6DzwNPI61BAcQDswFOtrVlEjxpLAkIlLSpAADgM9cah2Bt4EIWzoSKda0DCciUpKsxlp2ywpKPsCTwCcoKInkQjNLIiIlwTmsJbense7zBtY5SfOwTuYWkVwpLImIeLsDwK1YtyjJ0g2Yg3V5ABHJk5bhRES82QqsZbesoOQLPIt10UkFJZF80cySiIg3OguMBia41KoBC7BuXSIi+aawJCLibZKAW4ANLrWewCyggh0NiXg2LcOJiHiTZVjLbllBqRTwIrAUBSWRK6SZJRERb3AG64a3L7nUooGFQCtbOhLxGgpLIiKebg/WstvXLrXewBtAeTsaEvEuWoYTEfFkS4CmXAhK/sAkYDEKSiIFRDNLIiKeKB34DzDZpVYTeAdobktHIl5LYUlExNP8AvQDtrjUbgZmAKG2dCTi1bQMJyLiSd7BWnbLCkoBwDSsE7kVlEQKhWaWREQ8wWngYeBVl1ptrPDUxI6GREoOhSURkeLuJ6AvsM2lditWcCprS0ciJYqW4UREirO5QDMuBKVA4HXgbRSURIqIZpZERIqjk8ADwEyXWj3gXeBqWzoSKbEUlkREipsfsJbdtrvUBgFTgNK2dCRSomkZTkSkOJkFXMuFoBScWZuFgpKITTSzJCJSHPwJDAPmuNSuxvq2W31bOhKRTJpZEhGx23dYs0muQekuYCMKSiLFgMKSiIhdDNY321oCP2bWymB9A24G1hKciNhOy3AiInY4DtwDzHepNcZadqtjS0cikgvNLImIFLVErJvdugale4GvUFASKYYUlkREiooBpgKtgV2ZtRCs+7pNxbrgpIgUO1qGExEpCqlYJ22/51JrjhWUatnSkYjkk2aWREQK22asW5a4BqUHgC9RUBLxAB4XlqZOnUpMTAyBgYE0b96czz//PNext99+Ow6HI9vWsGFD55hZs2blOOb06dNFcTgi4s0MMBGIA3Zn1soBSzLrAfa0JSKXx6PC0sKFC3nooYd47LHH2Lp1K23btqV79+7s27cvx/ETJ04kOTnZuSUlJREWFsbNN9/sNi4kJMRtXHJyMoGBOnlARP6Co8A/gIeAs5m1VsBWoLc9LYnIlfGosPTSSy9x5513ctddd1G/fn1efvlloqKimDZtWo7jQ0NDiYiIcG6bN2/m6NGj3HHHHW7jHA6H27iIiIiiOBwR8VYbgabA+y61R4D1QA0b+hGRv8RjwtKZM2fYsmULXbp0cat36dKFDRs25GsfM2fOpFOnTkRHR7vV//zzT6Kjo6lWrRo9e/Zk69atBda3iJQgGcCLwHXAr5m1MGAZ8ALgb1NfIvKXeMy34Q4fPsz58+cJDw93q4eHh5OSknLJ1ycnJ/Pxxx8zb948t3q9evWYNWsWjRo1Ii0tjYkTJ9KmTRu2bdtG7dq1c9xXeno66enpzsdpaWlXcEQi4lWOAIOAj1xqbbCupRRlS0ciUkA8ZmYpi8PhcHtsjMlWy8msWbMoV64cvXv3dqu3bt2a2267jcaNG9O2bVveeecd6tSpw+TJk3Pd1/jx4wkNDXVuUVH6L6FIifYl0AT3oDQCWIOCkogX8JiwVLFiRXx9fbPNIh06dCjbbNPFjDG88cYbxMfH4++f9zy4j48P1157Lbt27cp1zMiRI0lNTXVuSUlJ+T8QEfEeGcB4oD2wP7NWEfg4s+5nU18iUqA8Jiz5+/vTvHlzVq1a5VZftWoVcXFxeb523bp1/Pzzz9x5552XfB9jDImJiURGRuY6JiAggJCQELdNREqYQ8CNwP+A85m19sA2oJtdTYlIYfCYc5YAhg8fTnx8PC1atCA2Npbp06ezb98+hg4dClgzPgcOHGDOnDlur5s5cyatWrXi6quvzrbPxx9/nNatW1O7dm3S0tKYNGkSiYmJTJkypUiOSUQ80DqgP5Cc+dgBjALG4GH/VRWR/Mj3P+v9+/dTrVq1wuzlkvr168eRI0d44oknSE5O5uqrr2b58uXOb7clJydnu+ZSamoqixYtYuLEiTnu89ixY9x9992kpKQQGhpK06ZNWb9+PS1btiz04xERD3MeeBp4HGsJDiAceBvoZFdTIlLYHMYYk5+B5cqVY/LkycTHxxd2Tx4nLS2N0NBQUlNTtSQn4q1SgNuAT11qHbGCki7NJuKR8vv3O9/nLD3zzDMMGzaMPn36cOTIkQJpUkTEI3yK9W23rKDkAzwBfIKCkkgJkO+wdN9997Ft2zaOHj1Kw4YNWbp0aWH2JSJiv3NY5yF1Bn7LrEUCnwGjAV+b+hKRInVZpyLGxMTw2Wef8corr9CnTx/q169PqVLuu/jmm28KtEEREVscAG7FukVJlq7AHKCyLR2JiE0u+3sbv/76K4sWLSIsLIybbropW1gSEfF4K4B44HDmY1/gKeC/eNAFV0SkoFxW0pkxYwaPPPIInTp14vvvv6dSpUqF1ZeISNE7i7Xs9qxLrRrWLUuus6UjESkG8h2WunXrxtdff80rr7zCwIEDC7MnEZGilwTcArjel7snMAuoYEdDIlJc5DssnT9/nm+//db2ay2JiBS4D7FugvtH5uNSWLNLw7EuOCkiJVq+w9LFtxkREfF4Z4CRwEsutWhgAdDalo5EpBjS2dkiUjLtxVp22+hS6w28AZS3oR8RKbb0vQ4RKXmWAE25EJT8gInAYhSURCQbzSyJSMmRDvwHmOxSqwksBFrY0pGIeACFJREpGX4B+gFbXGr/BF4HQm3pSEQ8hJbhRMT7vQs040JQCgCmAu+goCQil6SZJRHxXqexvv4/zaVWGyskNbGjIRHxRApLIuKdfgL6AttcarcCrwJlbelIRDyUluFExPvMA5pzISgFAjOAt1FQEpHLppklEfEeJ4EHsU7azlIPa9mtkS0diYgXUFgSEe+wA2vZ7XuX2iBgClDalo5ExEtoGU5EPN9srOskZQWlYKwb4M5CQUlE/jLNLImI5zoB3AfMcak1xFp2a2BLRyLihTSzJCKe6Tus2STXoHQX8DUKSiJSoBSWRMSzGKwTuFsCP2bWygBzsb7xFmxTXyLitbQMJyKe4zgwFOvSAFkaYy271bGlIxEpATSzJCKeIRHr2kmuQele4CsUlESkUCksiUjxZrBuV9Ia2JVZKwssxLq/W6BNfYlIiaFlOBEpvlKBIVg3ws3SHCso1bKlIxEpgTSzJCLF02agGe5B6V/AlygoiUiRUlgSkeLFAJOAOGB3Zq0csDizHmBPWyJScmkZTkSKj6PAYOB9l1pLrGW3Gjb0IyKCZpZEpLjYCDTFPSg9AnyOgpKI2EphSUTsZYAXgeuAXzNrYcBS4AXA36a+REQyaRlOROxzBLgd+NClFgcsAKLsaEhEJDvNLImIPb4EmuAelEYAa1FQEpFiRWFJRIpWBvAs0B7Yn1mrCHwMjAf8bOpLRCQXWoYTkaJzCBgIfOJSa4d1C5OqtnQkInJJmlkSkaKxDmvZLSsoOYBRwKcoKIlIsaaZJREpXOeBZ4BxWEtwAOHA20Anm3oSEbkMHjezNHXqVGJiYggMDKR58+Z8/vnnuY5du3YtDocj2/bjjz+6jVu0aBENGjQgICCABg0asGTJksI+DJGSIQXoCozhQlC6AUhEQUlEPIZHhaWFCxfy0EMP8dhjj7F161batm1L9+7d2bdvX56v27lzJ8nJyc6tdu3azucSEhLo168f8fHxbNu2jfj4ePr27cvGjRsL+3BEvNunWMtun2Y+9gGeAFYCETb1JCJyBRzGGGN3E/nVqlUrmjVrxrRp05y1+vXr07t3b8aPH59t/Nq1a+nQoQNHjx6lXLlyOe6zX79+pKWl8fHHHztr3bp1o3z58syfPz9ffaWlpREaGkpqaiohISGXd1Ai3uY88DjwFNYFJwEisU7ivt6mnkREcpDfv98eM7N05swZtmzZQpcuXdzqXbp0YcOGDXm+tmnTpkRGRtKxY0fWrFnj9lxCQkK2fXbt2jXPfaanp5OWlua2iQhwEOgIPMmFoNQFa9ntentaEhH5qzwmLB0+fJjz588THh7uVg8PDyclJSXH10RGRjJ9+nQWLVrE4sWLqVu3Lh07dmT9+vXOMSkpKZe1T4Dx48cTGhrq3KKidAU9EVYAjbG+9Qbgi3XdpI+BynY1JSLy13nct+EcDofbY2NMtlqWunXrUrduXefj2NhYkpKSeOGFF2jXrt0V7RNg5MiRDB8+3Pk4LS1NgUlKrnPAaKwLTWapBszHut+biIiH85iwVLFiRXx9fbPN+Bw6dCjbzFBeWrduzdtvv+18HBERcdn7DAgIICAgIN/vKeK1koD+WLcuydIDmIV1VW4RES/gMctw/v7+NG/enFWrVrnVV61aRVxcXL73s3XrViIjI52PY2Njs+1z5cqVl7VPkRLpQ6xvu2UFpVLA88BSFJRExKt4zMwSwPDhw4mPj6dFixbExsYyffp09u3bx9ChQwFreezAgQPMmTMHgJdffpkaNWrQsGFDzpw5w9tvv82iRYtYtGiRc58PPvgg7dq1Y8KECdx000188MEHrF69mi+++MKWYxQp9s4A/wNedKlFAwuA1rZ0JCJSqDwqLPXr148jR47wxBNPkJyczNVXX83y5cuJjo4GIDk52e2aS2fOnOHf//43Bw4cICgoiIYNG/LRRx9x4403OsfExcWxYMECRo0axejRo6lVqxYLFy6kVatWRX58IsXeXuAWwPUyZL2BN4DyNvQjIlIEPOo6S8WVrrMkJcL7wB3AsczHfsALwL+w7vMmIuJh8vv326NmlkTEBunAf4FJLrWawEKghS0diYgUKYUlEcndL0A/YItL7Z/A60CoLR2JiBQ5j/k2nIgUsXeBZlwISgHAVOAdFJREpETRzJKIuDsNDAemudRqY4WkJnY0JCJiL4UlEbngJ6AvsM2l1h94DShrS0ciIrbTMpyIWOYBzbkQlAKB6cBcFJREpETTzJJISXcSeBDrpO0s9bCW3RrZ0pGISLGisCRSku3AWnb73qU2EJgClLGlIxGRYkfLcCIl1Wys6yRlBaVg4M3MuoKSiIiTZpZESpoTwDCsUJSlIdayWwNbOhIRKdY0syRSknyPNZvkGpTuBL5GQUlEJBcKSyIlgcE6gfta4MfMWmng7cx6sE19iYh4AC3DiXi748BQrEsDZGmMtexWx5aOREQ8imaWRLxZItaym2tQGgokoKAkIpJPCksi3shg3a6kNdZVucG6sOTCzHqQTX2JiHggLcOJeJtU4G6sZbYszTIf17KlIxERj6aZJRFvspkLwSjLv4ANKCiJiFwhhSURb2CASUAcsDuzFgosyqwH2NSXiIgX0DKciKc7inWtpCUutZbAAiDGlo5ERLyKZpZEPNlGoCnuQWk48DkKSiIiBURhScQTGeBF4Drg18xaeWBpZt3fpr5ERLyQluFEPM0R4HbgQ5daHDAfqG5HQyIi3k0zSyKe5EusZTfXoPQosBYFJRGRQqKwJOIJMoBngfZAUmatIvBxZt3Ppr5EREoALcOJFHe/AwOBFS61dli3MKlqS0ciIiWKZpZEirN1QBMuBCUHMAr4FAUlEZEiopklkeLoPPAMMA5rCQ6gMjAX6GRTTyIiJZTCkkhxkwLchjV7lOUG4G0g0paORERKNC3DiRQnn2Itu2UFJR/gcWAlCkoiIjbRzJJIcXAeeAJ4EuuCk2CFo3nA9Tb1JCIigMKSiP0OArdincydpQvwFtZ5SiIiYistw4nY6ROsZbesoOSLdWL3xygoiYgUE5pZErHDOWA01gUls1QFFmDd701ERIoNhSWRopYE9Me6dUmWHsAsrKtyi4hIsaJlOJGi9BHWsltWUCoFPA8sRUFJRKSY0sySSFE4C4wEXnSpVQcWAq1t6UhERPLJ42aWpk6dSkxMDIGBgTRv3pzPP/8817GLFy+mc+fOVKpUiZCQEGJjY/nkk0/cxsyaNQuHw5FtO336dGEfipQUe4G2uAelm4CtKCiJiHgAjwpLCxcu5KGHHuKxxx5j69attG3blu7du7Nv374cx69fv57OnTuzfPlytmzZQocOHejVqxdbt251GxcSEkJycrLbFhgYWBSHJN7ufaApsDHzsR/wMrAECLOnJRERuTwOY4y59LDioVWrVjRr1oxp06Y5a/Xr16d3796MHz8+X/to2LAh/fr1Y8yYMYA1s/TQQw9x7NixK+4rLS2N0NBQUlNTCQkJueL9iBdJBx4FJrrUYrCW3a61pSMREblIfv9+e8zM0pkzZ9iyZQtdunRxq3fp0oUNGzbkax8ZGRkcP36csDD3/0v/559/Eh0dTbVq1ejZs2e2maeLpaenk5aW5raJOO0G2uAelP6JteymoCQi4nE8JiwdPnyY8+fPEx4e7lYPDw8nJSUlX/t48cUXOXHiBH379nXW6tWrx6xZs1i6dCnz588nMDCQNm3asGvXrlz3M378eEJDQ51bVFTUlR2UeJ/3sJbdtmQ+9gemAO8AoXY1JSIif4XHhKUsDofD7bExJlstJ/Pnz2fcuHEsXLiQypUvXBq5devW3HbbbTRu3Ji2bdvyzjvvUKdOHSZPnpzrvkaOHElqaqpzS0pKuvIDEu9wGrgPuBnImmi8Cvgqs37pX1ERESmmPObSARUrVsTX1zfbLNKhQ4eyzTZdbOHChdx55528++67dOrUKc+xPj4+XHvttXnOLAUEBBAQEJD/5sW77QL6Aokutf7Aa0BZOxoSEZGC5DEzS/7+/jRv3pxVq1a51VetWkVcXFyur5s/fz6333478+bNo0ePHpd8H2MMiYmJREZG/uWepQSYDzTjQlAKBKYDc1FQEhHxEh4zswQwfPhw4uPjadGiBbGxsUyfPp19+/YxdOhQwFoeO3DgAHPmzAGsoDRw4EAmTpxI69atnbNSQUFBhIZaJ5A8/vjjtG7dmtq1a5OWlsakSZNITExkypQp9hykeIZTwAPA6y61uljnJl1jS0ciIlJIPCos9evXjyNHjvDEE0+QnJzM1VdfzfLly4mOjgYgOTnZ7ZpLr732GufOnWPYsGEMGzbMWR80aBCzZs0C4NixY9x9992kpKQQGhpK06ZNWb9+PS1btizSYxMPsgNr2e17l1o8MBUoY0tHIiJSiDzqOkvFla6zVILMAe4FTmY+DsIKSbfb1ZCIiFyp/P799qiZJRHbnADuB2a51BpiLbs1sKMhEREpKh5zgreIbb7HupjkLJfancDXKCiJiJQACksiuTHATKygtCOzVhp4G+vE7mCb+hIRkSKlZTiRnBzHOjdprkvtGqxlt7q2dCQiIjbRzJLIxbYBLXAPSkOxrsatoCQiUuIoLIlkMcCrQCvgp8xaWWABMA3rm28iIlLiaBlOBCAVuBtrmS1LM2Ah1j3eRESkxNLMksgWoDnuQelfwAYUlERERGFJSjADTAbigF8ya6HAImASoHsli4gIWoaTkuoo1rWSlrjUrsVadouxpSMRESmmNLMkJc9GrPORXIPScOALFJRERCQbhSUpOQzwEnAdsDezVh5YCrwI+NvTloiIFG9ahpOS4QjWzW4/dKnFYl0WoLodDYmIiKfQzJJ4vw1AU9yD0n+BdSgoiYjIJSksiffKACYA7YCkzFpFYHlm3c+mvkRExKNoGU680+/AQGCFS60tMB+oaktHIiLioTSzJN5nPdCEC0HJAYwCPkNBSURELptmlsR7nAfGA2OxluAAKgNvA53takpERDydwpJ4h9+AAcCnLrUOwFwg0paORETES2gZTjzfp0BjLgQlH+BxYBUKSiIi8pdpZkk813ngCeBJrAtOAkRgncR9vU09iYiI11FYEs90EGvZba1LrQvwFtZ5SiIiIgVEy3DieT7B+rbb2szHPsDTwMcoKImISIHTzJJ4jnPAGKxvvGWpirXs1taWjkREpARQWBLPkAT0B750qd0IzMa6KreIiEgh0TKcFH8fYS27ZQWlUsBzwDIUlEREpNBpZkmKr7PA/4AXXGrVgQVArC0diYhICaSwJMXTr0A/YKNL7W/Am0CYLR2JiEgJpWU4KX7ex1p2ywpKfsDLmXUFJRERKWKaWZLi4wzwX2CiSy0GWAhca0tHIiIiCktSTOzGWnbb7FLrA7wOlLOjIREREYuW4cR+7wFNuRCU/IFXgHdRUBIREdtpZknscxp4BJjqUrsKeAcrPImIiBQDCktij11AXyDRpXYL8BoQYkdDIiIiOdMynBS9+UAzLgSlQKyQNA8FJRERKXY0syRF5xTwIDDDpVYXa9ntGls6EhERuSSPm1maOnUqMTExBAYG0rx5cz7//PM8x69bt47mzZsTGBhIzZo1efXVV7ONWbRoEQ0aNCAgIIAGDRqwZMmSwmq/5PoRaIl7UIrHOqlbQUlERIoxjwpLCxcu5KGHHuKxxx5j69attG3blu7du7Nv374cx+/Zs4cbb7yRtm3bsnXrVv73v//xwAMPsGjRIueYhIQE+vXrR3x8PNu2bSM+Pp6+ffuycePGHPcpV2AO0Bz4PvNxEPAG1k1wy9jVlIiISP44jDHG7ibyq1WrVjRr1oxp06Y5a/Xr16d3796MHz8+2/hHH32UpUuXsmPHDmdt6NChbNu2jYSEBAD69etHWloaH3/8sXNMt27dKF++PPPnz89XX2lpaYSGhpKamkpIiE66cToB3A/Mcqk1wLokQAM7GhIREbkgv3+/PWZm6cyZM2zZsoUuXbq41bt06cKGDRtyfE1CQkK28V27dmXz5s2cPXs2zzG57VPyaTvWstssl9pgYBMKSiIi4lE85gTvw4cPc/78ecLDw93q4eHhpKSk5PialJSUHMefO3eOw4cPExkZmeuY3PYJkJ6eTnp6uvNxWlra5R6O9zJYS2z/wjqhG6A08Cpwm11NiYiIXDmPmVnK4nA43B4bY7LVLjX+4vrl7nP8+PGEhoY6t6ioqHz379WOY520fRcXgtI1WCdxKyiJiIiH8piwVLFiRXx9fbPN+Bw6dCjbzFCWiIiIHMeXKlWKChUq5Dkmt30CjBw5ktTUVOeWlJR0JYfkXbYBLYC5LrV7gK+AerZ0JCIiUiA8Jiz5+/vTvHlzVq1a5VZftWoVcXFxOb4mNjY22/iVK1fSokUL/Pz88hyT2z4BAgICCAkJcdtKLIO1xNYK+CmzVhZYkFkPsqkvERGRAuIx5ywBDB8+nPj4eFq0aEFsbCzTp09n3759DB06FLBmfA4cOMCcOXMA65tvr7zyCsOHD2fIkCEkJCQwc+ZMt2+5Pfjgg7Rr144JEyZw00038cEHH7B69Wq++OILW47Ro6QBQ7AuKpmlGbAQ6x5vIiIiXsCjwlK/fv04cuQITzzxBMnJyVx99dUsX76c6OhoAJKTk92uuRQTE8Py5ct5+OGHmTJlClWqVGHSpEn06dPHOSYuLo4FCxYwatQoRo8eTa1atVi4cCGtWrUq8uPzKFuAfsAvLrX7gReAAFs6EhERKRQedZ2l4qpEXWfJAK8A/wbOZNZCgZlAn9xeJCIiUvzk9++3R80sic2OAncCrneDuRZr2S3Glo5EREQKncec4C02+xrrfCTXoPQw8AUKSiIi4tUUliRvBngJaAPszayVBz7IrPvb05aIiEhR0TKc5O4P4HZgmUstFpgPRNvRkIiISNHTzJLkbAPQBPeg9F9gHQpKIiJSoigsibsMYALQDsi6MHkF4KPMup9NfYmIiNhEy3Bywe/AIOBjl1pbYB5QzZaOREREbKeZJbGsx1p2ywpKDuAx4DMUlEREpETTzFJJdx4YD4zFWoIDqAy8DXS2qykREZHiQ2GpJPsNuA1Y7VLrAMwFIm3pSEREpNjRMlxJ9RnQmAtByQGMA1ahoCQiIuJCM0slzXngCeBJrAtOAkRgncTdwa6mREREii+FpZLkIDAAWOtS6wy8BYTb0ZCIiEjxp2W4kmIl1rfd1mY+9gGeBlagoCQiIpIHzSx5u3PAGKxvvGWpinXLkra2dCQiIuJRFJa82X6gP/CFS607MAeoaEtHIiIiHkfLcN7qI6xlt6yg5As8B3yIgpKIiMhl0MyStzkL/A94waVWHVgAxNrSkYiIiEdTWPImvwK3AF+51P4GvAmE2dKRiIiIx9MynLf4AGvZLSso+QH/B7yPgpKIiMhfoJklT3cG+C8w0aUWAywErrWlIxEREa+isOTJdgP9gM0utT7A60A5OxoSERHxPlqG81TvAU25EJT8gVeAd1FQEhERKUCaWfI0p4FHgKkutVrAO0AzWzoSERHxagpLnmQX1rLbVpdaP2A6EGJLRyIiIl5Py3CeYj7WzFFWUAoAXsusKyiJiIgUGs0sFXengAeBGS61uljLbtfY0pGIiEiJorBUnP0I9AW+c6ndBkwDytjSkYiISImjsFRcbQC6ACcyHwcBU4DbAYdNPYmIiJRAOmepuGqKdXFJgAbAJuAOFJRERESKmMJScRWEdc2kocDXQEN72xERESmptAxXnNXDOj9JREREbKOZJREREZE8KCyJiIiI5EFhSURERCQPCksiIiIieVBYEhEREcmDx4Slo0ePEh8fT2hoKKGhocTHx3Ps2LFcx589e5ZHH32URo0aUbp0aapUqcLAgQM5ePCg27jrr78eh8Phtt1yyy2FfDQiIiLiKTwmLN16660kJiayYsUKVqxYQWJiIvHx8bmOP3nyJN988w2jR4/mm2++YfHixfz000/87W9/yzZ2yJAhJCcnO7fXXnutMA9FREREPIhHXGdpx44drFixgq+++opWrVoBMGPGDGJjY9m5cyd169bN9prQ0FBWrVrlVps8eTItW7Zk3759VK9e3VkPDg4mIiKicA9CREREPJJHzCwlJCQQGhrqDEoArVu3JjQ0lA0bNuR7P6mpqTgcDsqVK+dWnzt3LhUrVqRhw4b8+9//5vjx43nuJz09nbS0NLdNREREvJNHzCylpKRQuXLlbPXKlSuTkpKSr32cPn2aESNGcOuttxISEuKsDxgwgJiYGCIiIvj+++8ZOXIk27ZtyzYr5Wr8+PE8/vjjl38gIiIi4nFsnVkaN25ctpOrL942b94MgMOR/Q6yxpgc6xc7e/Yst9xyCxkZGUydOtXtuSFDhtCpUyeuvvpqbrnlFt577z1Wr17NN998k+v+Ro4cSWpqqnNLSkq6zCMXERERT2HrzNL9999/yW+e1ahRg2+//Zbffvst23O///474eHheb7+7Nmz9O3blz179vDZZ5+5zSrlpFmzZvj5+bFr1y6aNWuW45iAgAACAgLy3I+IiIh4B1vDUsWKFalYseIlx8XGxpKamsrXX39Ny5YtAdi4cSOpqanExcXl+rqsoLRr1y7WrFlDhQoVLvle27dv5+zZs0RGRub/QERERMRrOYwxxu4m8qN79+4cPHjQ+bX+u+++m+joaJYtW+YcU69ePcaPH8/f//53zp07R58+ffjmm2/48MMP3WagwsLC8Pf355dffmHu3LnceOONVKxYkR9++IFHHnmEoKAgNm3ahK+vb756S01NpVy5ciQlJV1y5kpERESKh7S0NKKiojh27BihoaG5DzQe4siRI2bAgAGmbNmypmzZsmbAgAHm6NGjbmMA8+abbxpjjNmzZ48BctzWrFljjDFm3759pl27diYsLMz4+/ubWrVqmQceeMAcOXLksnpLSkrK9b20adOmTZs2bcV7S0pKyvPvvMfMLBVnGRkZHDx4kLJlyzpPOM9Kq5ptKj70mRQ/+kyKH30mxZM+l8JhjOH48eNUqVIFH5/cv/PmEZcOKO58fHyoVq1ajs+FhIToF7uY0WdS/OgzKX70mRRP+lwKXp7Lb5k84qKUIiIiInZRWBIRERHJg8JSIQkICGDs2LG6HlMxos+k+NFnUvzoMyme9LnYSyd4i4iIiORBM0siIiIieVBYEhEREcmDwpKIiIhIHhSWRERERPKgsHSZxo8fj8Ph4KGHHnLWfvvtN26//XaqVKlCcHAw3bp1Y9euXZfc18svv0zdunUJCgoiKiqKhx9+mNOnTxdi995j3LhxOBwOty0iIsL5vDGGcePGUaVKFYKCgrj++uvZvn37Jfe7aNEiGjRoQEBAAA0aNGDJkiWFeRhepTA+kxkzZtC2bVvKly9P+fLl6dSpE19//XVhH4rXKKx/J1kWLFiAw+Ggd+/ehdC9dyqsz+TYsWMMGzaMyMhIAgMDqV+/PsuXLy/MQylRFJYuw6ZNm5g+fTrXXHONs2aMoXfv3uzevZsPPviArVu3Eh0dTadOnThx4kSu+5o7dy4jRoxg7Nix7Nixg5kzZ7Jw4UJGjhxZFIfiFRo2bEhycrJz++6775zPPffcc7z00ku88sorbNq0iYiICDp37szx48dz3V9CQgL9+vUjPj6ebdu2ER8fT9++fdm4cWNRHI5XKOjPZO3atfTv3581a9aQkJBA9erV6dKlCwcOHCiKw/EKBf2ZZPn111/597//Tdu2bQuzfa9U0J/JmTNn6Ny5M3v37uW9995j586dzJgxg6pVqxbF4ZQMl3XH2BLs+PHjpnbt2mbVqlWmffv25sEHHzTGGLNz504DmO+//9459ty5cyYsLMzMmDEj1/0NGzbM3HDDDW614cOHm+uuu65Q+vc2Y8eONY0bN87xuYyMDBMREWGeffZZZ+306dMmNDTUvPrqq7nus2/fvqZbt25uta5du5pbbrmlQHr2doXxmVzs3LlzpmzZsmb27Nl/td0SobA+k3Pnzpk2bdqY119/3QwaNMjcdNNNBdi1dyuMz2TatGmmZs2a5syZMwXdrmTSzFI+DRs2jB49etCpUye3enp6OgCBgYHOmq+vL/7+/nzxxRe57u+6665jy5YtziWF3bt3s3z5cnr06FEI3XunXbt2UaVKFWJiYrjlllvYvXs3AHv27CElJYUuXbo4xwYEBNC+fXs2bNiQ6/4SEhLcXgPQtWvXPF8j7gr6M7nYyZMnOXv2LGFhYQXeu7cqjM/kiSeeoFKlStx5552F2ru3KujPZOnSpcTGxjJs2DDCw8O5+uqreeaZZzh//nyhH0tJoRvp5sOCBQv45ptv2LRpU7bn6tWrR3R0NCNHjuS1116jdOnSvPTSS6SkpJCcnJzrPm+55RZ+//13rrvuOowxnDt3jnvvvZcRI0YU5qF4jVatWjFnzhzq1KnDb7/9xlNPPUVcXBzbt28nJSUFgPDwcLfXhIeH8+uvv+a6z5SUlBxfk7U/yVthfCYXGzFiBFWrVs32f1okZ4XxmXz55ZfMnDmTxMTEwmzdaxXGZ7J7924+++wzBgwYwPLly9m1axfDhg3j3LlzjBkzplCPp6RQWLqEpKQkHnzwQVauXOk2e5TFz8+PRYsWceeddxIWFoavry+dOnWie/fuee537dq1PP3000ydOpVWrVrx888/8+CDDxIZGcno0aML63C8huvPt1GjRsTGxlKrVi1mz55N69atAXA4HG6vMcZkq13sSl4jlsL6TLI899xzzJ8/n7Vr1+b4b1GyK+jP5Pjx49x2223MmDGDihUrFl7jXqww/p1kZGRQuXJlpk+fjq+vL82bN+fgwYM8//zzCksFRMtwl7BlyxYOHTpE8+bNKVWqFKVKlWLdunVMmjSJUqVKcf78eZo3b05iYiLHjh0jOTmZFStWcOTIEWJiYnLd7+jRo4mPj+euu+6iUaNG/P3vf+eZZ55h/PjxZGRkFOEReofSpUvTqFEjdu3a5fxmycUzQocOHcr2/9hcRUREXPZrJHcF8ZlkeeGFF3jmmWdYuXKl2xcs5PL81c/kl19+Ye/evfTq1cv538M5c+awdOlSSpUqxS+//FLox+BtCuLfSWRkJHXq1MHX19dZq1+/PikpKZw5c6ZwGi9hFJYuoWPHjnz33XckJiY6txYtWjBgwAASExPdfjlDQ0OpVKkSu3btYvPmzdx000257vfkyZP4+Lj/+H19fTHGYHS7vsuWnp7Ojh07iIyMJCYmhoiICFatWuV8/syZM6xbt464uLhc9xEbG+v2GoCVK1fm+RrJXUF8JgDPP/88Tz75JCtWrKBFixaF3bZX+6ufSb169bL99/Bvf/sbHTp0IDExkaioqKI6FK9REP9O2rRpw88//+z2f7R/+uknIiMj8ff3L9T+Swz7zi33XK7fhjPGmHfeecesWbPG/PLLL+b999830dHR5h//+Ifba+Lj482IESOcj8eOHWvKli1r5s+fb3bv3m1WrlxpatWqZfr27VtUh+HRHnnkEbN27Vqze/du89VXX5mePXuasmXLmr179xpjjHn22WdNaGioWbx4sfnuu+9M//79TWRkpElLS3Pu4+LP5MsvvzS+vr7m2WefNTt27DDPPvusKVWqlPnqq6+K/Pg8UWF8JhMmTDD+/v7mvffeM8nJyc7t+PHjRX58nqgwPpOL6dtwl6cwPpN9+/aZMmXKmPvvv9/s3LnTfPjhh6Zy5crmqaeeKvLj81YKS1fg4rA0ceJEU61aNePn52eqV69uRo0aZdLT07O9ZtCgQc7HZ8+eNePGjTO1atUygYGBJioqytx3333m6NGjRXMQHq5fv34mMjLS+Pn5mSpVqph//OMfZvv27c7nMzIyzNixY01ERIQJCAgw7dq1M999953bPi7+TIwx5t133zV169Y1fn5+pl69embRokVFcTheoTA+k+joaANk28aOHVtER+XZCuvfiSuFpctTWJ/Jhg0bTKtWrUxAQICpWbOmefrpp825c+eK4pBKBIcxWvMRERERyY3OWRIRERHJg8KSiIiISB4UlkRERETyoLAkIiIikgeFJREREZE8KCyJiIiI5EFhSURERCQPCksiIiIieVBYEhG5yPnz54mLi6NPnz5u9dTUVKKiohg1apRNnYmIHXQFbxGRHOzatYsmTZowffp0BgwYAMDAgQPZtm0bmzZt0g1KRUoQhSURkVxMmjSJcePG8f3337Np0yZuvvlmvv76a5o0aWJ3ayJShBSWRERyYYzhhhtuwNfXl++++45//etfWoITKYEUlkRE8vDjjz9Sv359GjVqxDfffEOpUqXsbklEiphO8BYRycMbb7xBcHAwe/bsYf/+/Xa3IyI20MySiEguEhISaNeuHR9//DHPPfcc58+fZ/Xq1TgcDrtbE5EipJklEZEcnDp1ikGDBnHPPffQqVMnXn/9dTZt2sRrr71md2siUsQUlkREcjBixAgyMjKYMGECANWrV+fFF1/kP//5D3v37rW3OREpUlqGExG5yLp16+jYsSNr167luuuuc3uua9eunDt3TstxIiWIwpKIiIhIHrQMJyIiIpIHhSURERGRPCgsiYiIiORBYUlEREQkDwpLIiIiInlQWBIRERHJg8KSiIiISB4UlkRERETyoLAkIiIikgeFJREREZE8KCyJiIiI5EFhSURERCQP/w9Wa99qXvJ0iQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CHRISDERIC2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GRAND ST BERNARD\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PUNTA VIXIA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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avXu3Jk6cqIiICD399NNV7m+9evU0bNgwJSUlKTIyUv3796/yut27d9fs2bMVEBCgzp07SzpzZqNZs2ZauXKlfv/736t27Qv/03P2Sc9vv/226tatK39/fzVr1qzCS1+XYs2aNXryySc1dOhQxcXFqUGDBjpw4ICWLFmi9PR0DRs2rNzZs02bNmn06NEaOHCg8vLy9OKLL6pJkyZ69NFHJUlBQUGaPXu2EhMT9fPPP+v+++9X48aNdfDgQW3ZskUHDx5UUlKSpDPH7He/+53uuOMOPfLII2ratKmOHj2qH374QR9//LH7oZxPPfWUFixYoL59++rVV19VSEiIFi9e7A5pV1rnzp310EMPacSIEdq0aZO6dOmiOnXqKD8/X+vWrdMtt9yiRx55RK1bt1bz5s31wgsvyBij4OBgffzxx+7xXeeq7HNat27dy6rV4XCoS5cumjFjhho2bKimTZsqMzNT8+fPr/SBixc7hrAo747BBrynsrvAYmJiKmy/fv1643K5TGBgoGnUqJEZPXq0+frrr40k8+6777rbVXQbvDFn7mbp2rWrcTgcxm63m8jISHP//fd73CZtzJk7cvr06WOcTqex2+2mefPm5umnn/ZoM27cOHPDDTcYHx8fj7uCSktLzbRp00yrVq2Mr6+vadiwofnjH/9o8vLyqtzPszIyMowkM3Xq1Au2O99HH31kJJn4+HiP+WPGjDGSzKxZs8qto/PuAjPGmDfeeMM0a9bM1KpVy+M9rqz2xMTEcrd2ny8vL89MmDDBdO7c2YSGhpratWubunXrmo4dO5rZs2eb06dPu9uevYNo5cqVJiEhwdSrV88EBASYu+++2+zcubPctjMzM03fvn1NcHCw8fX1NU2aNDF9+/Y1H3zwgUe7H3/80YwcOdI0adLE+Pr6mkaNGpm4uLhydyRt377dxMfHG39/fxMcHGxGjRrlfm+rehdYdnZ2hcv79u1b4Xu1YMEC07FjR1OnTh0TEBBgmjdvboYNG2Y2bdpUrq66deua+vXrm4EDB5rc3NwKj2Fln9PIyEjTt2/fcvuXZB577LFy75ckM2PGDPe8PXv2mPvuu8/Ur1/f1K1b1/Tu3dt88803JjIy0iQmJpZ7H6p6DGEtNmOMqf7YBVy/nn76ab333nseD4a7Fj3zzDNKSkpSXl7eZZ95uRYlJydrxIgRys7OrnAgMWo+jiEuhEtgwBVy4MABZWVladmyZXK5XN4u5zfbsGGDvv/+e7311lt6+OGHLRl+AFz/CEDAFfLZZ5/p8ccfV6dOnTRz5kxvl/ObuVwuBQYGql+/fnr11Ve9XQ4AXBVcAgMAAJbDbfAAAMByvBqAkpKSFBsbK4fDIYfDIZfLpRUrVlxwnTlz5qhNmzYKCAhQVFSUFi1aVK5NamqqoqOjZbfbFR0drbS0tKvVBQAAcA3yagAKDw/X1KlTtWnTJm3atEndunXTgAEDtG3btgrbJyUlady4cZo0aZK2bdumyZMn67HHHtPHH3/sbpOVlaXBgwcrISFBW7ZsUUJCggYNGqSNGzdWV7cAAEANV+PGAAUHB2vGjBkaNWpUuWVxcXHq3Lmzxw8WPvXUU9q0aZPWrVsnSRo8eLCKioo8ziSdffDckiVLqlRDWVmZ9u3bp7p161b6cwEAAKBmMcbo6NGjuuGGG9y/s1iZGnMXWGlpqT744AMVFxdXegtxSUlJuV/JDggI0JdffqlTp07J19dXWVlZ5Z5426tXL73xxhuV7rukpMTjpwf27t2r6Ojo394ZAADgNXl5eRf9YWmvB6CtW7fK5XLpxIkTCgoKUlpaWqXho1evXpo3b57uuece3Xbbbfrqq6+0YMECnTp1SocOHVJYWJgKCgrK/aJxSEjIBX9EcMqUKe6fIjhXXl6eHA7H5XUQAABUi6KiIkVERFTpJ1e8HoCioqKUk5OjI0eOKDU1VYmJicrMzKwwBE2cOFEFBQXq1KmTjDEKCQnR8OHDNX36dNWqVcvd7vzLVsaYC17KGjdunP785z+7X599A88OzgYAANeOqgxf8fpt8H5+fmrRooXat2+vKVOmqG3btpU+RC4gIEALFizQ8ePHtXv3buXm5qpp06aqW7euGjZsKEkKDQ0td7bnwIED5c4Knctut7vDDqEHAIDrn9cD0PmMMR7jcSri6+ur8PBw1apVSykpKerXr597sJPL5Sr3y8QrV65UXFzcVasZAABcW7x6CWz8+PHq06ePIiIidPToUaWkpCgjI0Pp6emSzlya2rt3r/tZP99//72+/PJLdezYUb/88ov+9re/6ZtvvtHChQvd23zyySfVpUsXTZs2TQMGDNBHH32k1atXu+8SAwAA8GoA2r9/vxISEpSfny+n06nY2Filp6crPj5ekpSfn6/c3Fx3+9LSUr3++uvasWOHfH191bVrV61fv15NmzZ1t4mLi1NKSoomTJigiRMnqnnz5lq6dKk6duxY3d0DAFwhpaWlOnXqlLfLQA3g5+d30Vvcq6LGPQeoJigqKpLT6VRhYSHjgQDAi4wxKigo0JEjR7xdCmoIHx8fNWvWTH5+fuWWXcr3t9fvAgMAoDJnw0/jxo0VGBjIw2kt7uyDivPz83XjjTde1ueBAAQAqJFKS0vd4adBgwbeLgc1RKNGjbRv3z6dPn1avr6+v3k7Ne4uMAAAJLnH/AQGBnq5EtQkZy99lZaWXtZ2CEAAgBqNy14415X6PBCAAACA5RCAAACwiN27d8tmsyknJ8fbpXgdAQgAgCvowIEDevjhh3XjjTfKbrcrNDRUvXr1UlZWlrdLq5F++eUXJSQkyOl0yul0KiEhoVoee8BdYAAAXEH33XefTp06pYULF+qmm27S/v379fnnn+vnn3/2dmlVsmfPHjVp0qTaxl4NGTJEe/bscf8KxEMPPaSEhAR9/PHHV3W/nAECAOAKOXLkiNatW6dp06apa9euioyMVIcOHTRu3Dj17dvX3c5msykpKUl9+vRRQECAmjVrpg8++MBjW3v37tXgwYNVv359NWjQQAMGDNDu3bs92rz77rtq06aN/P391bp1a7311lsey7/88ku1a9dO/v7+at++vTZv3nzRPkycOFE33XSTXn75Ze3ateu3vxlV8O233yo9PV3z5s2Ty+WSy+XSO++8o08++UQ7duy4qvsmAAEAcIUEBQUpKChIH3744UV/2HvixIm67777tGXLFv3xj3/Ugw8+qG+//VaSdPz4cXXt2lVBQUFau3at1q1bp6CgIPXu3VsnT56UJL3zzjt68cUX9dprr+nbb7/VX/7yF02cONH9+5jFxcXq16+foqKi9NVXX2nSpEl69tlnL9qHWbNmaeLEicrMzFTLli3VpUsXzZ8/X0ePHr1gnyub+vTpU+m+srKy5HQ6PX6uqlOnTnI6nVq/fv1Fa70cXAIDAFw72ksq8MJ+QyVtuniz2rVrKzk5WWPGjNHf//533Xbbbbrzzjv1wAMPKDY21qPtwIEDNXr0aEnSK6+8olWrVmn27Nl66623lJKSIh8fH82bN899Kerdd99VvXr1lJGRoZ49e+qVV17R66+/rj/84Q+SpGbNmmn79u2aO3euEhMTtXjxYpWWlmrBggUKDAxUTEyM9uzZo0ceeeSCfahbt65GjhypkSNH6qefftJ7772n6dOn64knntC9996rxMRE9ejRw13XxQZUBwQEVLqsoKBAjRs3Lje/cePGKii4ugeaAAQAuHYUSNrr7SIu7L777lPfvn31xRdfKCsrS+np6Zo+fbrmzZun4cOHu9u5XC6P9VwulztMfPXVV/rhhx9Ut25djzYnTpzQf/7zHx08eFB5eXkaNWqUxowZ415++vRpOZ1OSWcuL7Vt29bjQZLn7/NiIiMjNWHCBE2YMEELFy7U448/rsWLF+uXX35RvXr1JEktWrS4pG2er6KxRsaYqz4GiQAEALh2hF4b+/X391d8fLzi4+P10ksvafTo0Xr55Zc9AlBFzn7pl5WV6b/+67+0ePHicm0aNWqkEydOSDpzGezcy0eSVKtWLUlnQsTlOnTokFJSUrRo0SLl5OSoT58+SkxMdIcs6cwlsAu54447tGLFigqXhYaGav/+/eXmHzx4UCEhIZdX/EUQgAAA144qXIaqiaKjo/Xhhx96zNuwYYOGDRvm8bpdu3aSpNtuu01Lly5V48aNK/xVc6fTqSZNmmjXrl0aOnRopft877339Ouvv7ovQ23YsOGitZaUlOjjjz/WokWLlJ6erpiYGCUmJurTTz9Vo0aNyrW/nEtgLpdLhYWF+vLLL9WhQwdJ0saNG1VYWKi4uLiL1npZDMopLCw0kkxhYaG3SwEAy/r111/N9u3bza+//urtUqrs0KFDpmvXrua9994zW7ZsMbt27TL/9//+XxMSEmJGjhzpbifJNGzY0MyfP9/s2LHDvPTSS8bHx8ds27bNGGNMcXGxadmypbnrrrvM2rVrza5du0xGRoZ54oknTF5enjHGmHfeeccEBASYN954w+zYscP8z//8j1mwYIF5/fXXjTHGHD161DRs2NA8+OCDZtu2bebTTz81LVq0MJLM5s2bK+3DyJEjTUhIiHn66afNli1brt6b9f/r3bu3iY2NNVlZWSYrK8vccsstpl+/fpW2v9Dn4lK+vwlAFSAAAYD3XYsB6MSJE+aFF14wt912m3E6nSYwMNBERUWZCRMmmOPHj7vbSTJz5swx8fHxxm63m8jISLNkyRKPbeXn55thw4aZhg0bGrvdbm666SYzZswYj++mxYsXm1tvvdX4+fmZ+vXrmy5duphly5a5l2dlZZm2bdsaPz8/c+utt5rU1NSLBqCdO3eaU6dOXbk35SIOHz5shg4daurWrWvq1q1rhg4dan755ZdK21+pAGQz5gpcJLzOFBUVyel0qrCwsMJTjwCAq+/EiRP68ccf1axZM/n7+3u7nCvKZrMpLS1N99xzj7dLueZc6HNxKd/fPAcIAABYDgEIAABYDneBAQBQzRh94n2cAQIAAJZDAAIA1GicLcG5rtTngQAEAKiRfH19JZ35YVDgrLM/Bnv2ide/FWOAAAA1Uq1atVSvXj0dOHBAkhQYGHjVfx8KNVtZWZkOHjyowMBA1a59eRGGAAQAqLFCQ8/8CNfZEAT4+PjoxhtvvOwwTAACANRYNptNYWFhaty4sU6dOuXtclAD+Pn5ycfn8kfwEIAAADVerVq1LnvMB3AuBkEDAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL8WoASkpKUmxsrBwOhxwOh1wul1asWHHBdRYvXqy2bdsqMDBQYWFhGjFihA4fPuxenpycLJvNVm46ceLE1e4OAAC4Rng1AIWHh2vq1KnatGmTNm3apG7dumnAgAHatm1bhe3XrVunYcOGadSoUdq2bZs++OADZWdna/To0R7tHA6H8vPzPSZ/f//q6BIAALgGePVJ0P379/d4/dprrykpKUkbNmxQTExMufYbNmxQ06ZN9cQTT0iSmjVrpocffljTp0/3aGez2dy/HwMAAHC+GjMGqLS0VCkpKSouLpbL5aqwTVxcnPbs2aPPPvtMxhjt379f//znP9W3b1+PdseOHVNkZKTCw8PVr18/bd68+YL7LikpUVFRkccEAACuX14PQFu3blVQUJDsdrvGjh2rtLQ0RUdHV9g2Li5Oixcv1uDBg+Xn56fQ0FDVq1dPs2fPdrdp3bq1kpOTtXz5ci1ZskT+/v7q3Lmzdu7cWWkNU6ZMkdPpdE8RERFXvJ8AAKDmsBljjDcLOHnypHJzc3XkyBGlpqZq3rx5yszMrDAEbd++XT169NDTTz+tXr16KT8/X88995xuv/12zZ8/v8Ltl5WV6bbbblOXLl00a9asCtuUlJSopKTE/bqoqEgREREqLCyUw+G4Mh0FAABXVVFRkZxOZ5W+v70egM7Xo0cPNW/eXHPnzi23LCEhQSdOnNAHH3zgnrdu3Trdcccd2rdvn8LCwirc5pgxY7Rnz56L3mF21qW8gQAAoGa4lO9vr18CO58xxuNszLmOHz8uHx/PkmvVquVer7Lt5eTkVBqOAACA9Xj1LrDx48erT58+ioiI0NGjR5WSkqKMjAylp6dLksaNG6e9e/dq0aJFks7cNTZmzBglJSW5L4E99dRT6tChg2644QZJ0uTJk9WpUye1bNlSRUVFmjVrlnJycjRnzhyv9RMAANQsXg1A+/fvV0JCgvLz8+V0OhUbG6v09HTFx8dLkvLz85Wbm+tuP3z4cB09elRvvvmmnnnmGdWrV0/dunXTtGnT3G2OHDmihx56SAUFBXI6nWrXrp3Wrl2rDh06VHv/AABAzVTjxgDVBIwBAgDg2nNNjwECAAC42ghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcrwagJKSkhQbGyuHwyGHwyGXy6UVK1ZccJ3Fixerbdu2CgwMVFhYmEaMGKHDhw97tElNTVV0dLTsdruio6OVlpZ2NbsBAACuMV4NQOHh4Zo6dao2bdqkTZs2qVu3bhowYIC2bdtWYft169Zp2LBhGjVqlLZt26YPPvhA2dnZGj16tLtNVlaWBg8erISEBG3ZskUJCQkaNGiQNm7cWF3dAgAANZzNGGO8XcS5goODNWPGDI0aNarcsr/+9a9KSkrSf/7zH/e82bNna/r06crLy5MkDR48WEVFRR5nknr37q369etryZIlVaqhqKhITqdThYWFcjgcl9kjAABQHS7l+7vGjAEqLS1VSkqKiouL5XK5KmwTFxenPXv26LPPPpMxRvv379c///lP9e3b190mKytLPXv29FivV69eWr9+faX7LikpUVFRkccEAACuX14PQFu3blVQUJDsdrvGjh2rtLQ0RUdHV9g2Li5Oixcv1uDBg+Xn56fQ0FDVq1dPs2fPdrcpKChQSEiIx3ohISEqKCiotIYpU6bI6XS6p4iIiCvTOQAAUCN5PQBFRUUpJydHGzZs0COPPKLExERt3769wrbbt2/XE088oZdeeklfffWV0tPT9eOPP2rs2LEe7Ww2m8drY0y5eecaN26cCgsL3dPZy2kAAOD6VNvbBfj5+alFixaSpPbt2ys7O1szZ87U3Llzy7WdMmWKOnfurOeee06SFBsbqzp16uiOO+7Qq6++qrCwMIWGhpY723PgwIFyZ4XOZbfbZbfbr2CvAABATeb1M0DnM8aopKSkwmXHjx+Xj49nybVq1XKvJ0kul0urVq3yaLNy5UrFxcVdhWoBAMC1yKtngMaPH68+ffooIiJCR48eVUpKijIyMpSeni7pzKWpvXv3atGiRZKk/v37a8yYMUpKSlKvXr2Un5+vp556Sh06dNANN9wgSXryySfVpUsXTZs2TQMGDNBHH32k1atXa926dV7rJwAAqFm8GoD279+vhIQE5efny+l0KjY2Vunp6YqPj5ck5efnKzc3191++PDhOnr0qN58800988wzqlevnrp166Zp06a528TFxSklJUUTJkzQxIkT1bx5cy1dulQdO3as9v4BAICaqcY9B6gm4DlAAABce67J5wABAABUFwIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHK8GoKSkJMXGxsrhcMjhcMjlcmnFihWVth8+fLhsNlu5KSYmxt0mOTm5wjYnTpyoji4BAIBrQG1v7jw8PFxTp05VixYtJEkLFy7UgAEDtHnzZo9Qc9bMmTM1depU9+vTp0+rbdu2GjhwoEc7h8OhHTt2eMzz9/e/Cj0AAADXIq8GoP79+3u8fu2115SUlKQNGzZUGICcTqecTqf79YcffqhffvlFI0aM8Ghns9kUGhp6dYoGAADXvBozBqi0tFQpKSkqLi6Wy+Wq0jrz589Xjx49FBkZ6TH/2LFjioyMVHh4uPr166fNmzdfcDslJSUqKirymAAAwPXL6wFo69atCgoKkt1u19ixY5WWlqbo6OiLrpefn68VK1Zo9OjRHvNbt26t5ORkLV++XEuWLJG/v786d+6snTt3VrqtKVOmuM8uOZ1ORUREXHa/AABAzWUzxhhvFnDy5Enl5ubqyJEjSk1N1bx585SZmXnREDRlyhS9/vrr2rdvn/z8/CptV1ZWpttuu01dunTRrFmzKmxTUlKikpIS9+uioiJFRESosLBQDofjt3UMAABUq6KiIjmdzip9f3t1DJAk+fn5uQdBt2/fXtnZ2Zo5c6bmzp1b6TrGGC1YsEAJCQkXDD+S5OPjo9tvv/2CZ4Dsdrvsdvtv6wAAALjmeP0S2PmMMR5nYyqSmZmpH374QaNGjarS9nJychQWFnalSgQAANc4r54BGj9+vPr06aOIiAgdPXpUKSkpysjIUHp6uiRp3Lhx2rt3rxYtWuSx3vz589WxY0fdfPPN5bY5efJkderUSS1btlRRUZFmzZqlnJwczZkzp1r6BAAAaj6vBqD9+/crISFB+fn5cjqdio2NVXp6uuLj4yWdGeicm5vrsU5hYaFSU1M1c+bMCrd55MgRPfTQQyooKJDT6VS7du20du1adejQ4ar3BwAAXBu8Pgi6JrqUQVQAAKBmuJTv7xo3BggAAOBqIwABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL8WoASkpKUmxsrBwOhxwOh1wul1asWFFp++HDh8tms5WbYmJiPNqlpqYqOjpadrtd0dHRSktLu9pdAQAA1xCvBqDw8HBNnTpVmzZt0qZNm9StWzcNGDBA27Ztq7D9zJkzlZ+f757y8vIUHBysgQMHuttkZWVp8ODBSkhI0JYtW5SQkKBBgwZp48aN1dUtAABQw9mMMaYqDffs2aPw8PCrXY+Cg4M1Y8YMjRo16qJtP/zwQ/3hD3/Qjz/+qMjISEnS4MGDVVRU5HEmqXfv3qpfv76WLFlSpRqKiorkdDpVWFgoh8Px2zoCAACq1aV8f1f5DNDNN9+s995777KLq0xpaalSUlJUXFwsl8tVpXXmz5+vHj16uMOPdOYMUM+ePT3a9erVS+vXr7+i9QIAgGtXlQPQX/7yFz322GO67777dPjw4StWwNatWxUUFCS73a6xY8cqLS1N0dHRF10vPz9fK1as0OjRoz3mFxQUKCQkxGNeSEiICgoKKt1WSUmJioqKPCYAAHD9qnIAevTRR7Vlyxb98ssviomJ0fLly69IAVFRUcrJydGGDRv0yCOPKDExUdu3b7/oesnJyapXr57uueeecstsNpvHa2NMuXnnmjJlipxOp3uKiIi45H4AAIBrR+1LadysWTP9+9//1ptvvqn77rtPbdq0Ue3anpv4+uuvL6kAPz8/tWjRQpLUvn17ZWdna+bMmZo7d26l6xhjtGDBAiUkJMjPz89jWWhoaLmzPQcOHCh3Vuhc48aN05///Gf366KiIkIQAADXsUsKQJL0008/KTU1VcHBwRowYEC5AHS5jDEqKSm5YJvMzEz98MMPFQ6UdrlcWrVqlZ5++mn3vJUrVyouLq7S7dntdtnt9t9eNAAAuKZcUnp555139Mwzz6hHjx765ptv1KhRo8va+fjx49WnTx9FRETo6NGjSklJUUZGhtLT0yWdOTOzd+9eLVq0yGO9+fPnq2PHjrr55pvLbfPJJ59Uly5dNG3aNA0YMEAfffSRVq9erXXr1l1WrQAA4PpR5QDUu3dvffnll3rzzTc1bNiwK7Lz/fv3KyEhQfn5+XI6nYqNjVV6erri4+MlnRnonJub67FOYWGhUlNTNXPmzAq3GRcXp5SUFE2YMEETJ05U8+bNtXTpUnXs2PGK1AwAAK59VX4OUHx8vN59991qeRaQt/EcIAAArj2X8v1d5TNAq1atuuzCAAAAagJ+DBUAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFiOVwNQUlKSYmNj5XA45HA45HK5tGLFiguuU1JSohdffFGRkZGy2+1q3ry5FixY4F6enJwsm81Wbjpx4sTV7g4AALhG1PbmzsPDwzV16lS1aNFCkrRw4UINGDBAmzdvVkxMTIXrDBo0SPv379f8+fPVokULHThwQKdPn/Zo43A4tGPHDo95/v7+V6cTAADgmuPVANS/f3+P16+99pqSkpK0YcOGCgNQenq6MjMztWvXLgUHB0uSmjZtWq6dzWZTaGjoVakZAABc+2rMGKDS0lKlpKSouLhYLperwjbLly9X+/btNX36dDVp0kStWrXSs88+q19//dWj3bFjxxQZGanw8HD169dPmzdvvuC+S0pKVFRU5DEBAIDrl1fPAEnS1q1b5XK5dOLECQUFBSktLU3R0dEVtt21a5fWrVsnf39/paWl6dChQ3r00Uf1888/u8cBtW7dWsnJybrllltUVFSkmTNnqnPnztqyZYtatmxZ4XanTJmiyZMnX7U+AgCAmsVmjDHeLODkyZPKzc3VkSNHlJqaqnnz5ikzM7PCENSzZ0998cUXKigokNPplCQtW7ZM999/v4qLixUQEFBunbKyMt12223q0qWLZs2aVWENJSUlKikpcb8uKipSRESECgsL5XA4rlBPAQDA1VRUVCSn01ml72+vnwHy8/NzD4Ju3769srOzNXPmTM2dO7dc27CwMDVp0sQdfiSpTZs2MsZoz549FZ7h8fHx0e23366dO3dWWoPdbpfdbr8CvQEAANeCGjMG6CxjjMfZmHN17txZ+/bt07Fjx9zzvv/+e/n4+Cg8PLzS7eXk5CgsLOyq1AsAAK49Xg1A48eP1xdffKHdu3dr69atevHFF5WRkaGhQ4dKksaNG6dhw4a52w8ZMkQNGjTQiBEjtH37dq1du1bPPfecRo4c6b78NXnyZP3rX//Srl27lJOTo1GjRiknJ0djx471Sh8BAEDN49VLYPv371dCQoLy8/PldDoVGxur9PR0xcfHS5Ly8/OVm5vrbh8UFKRVq1bpT3/6k9q3b68GDRpo0KBBevXVV91tjhw5ooceesg9Tqhdu3Zau3atOnToUO39AwAANZPXB0HXRJcyiAoAANQMl/L9XePGAAEAAFxtBCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5Xg1ASUlJio2NlcPhkMPhkMvl0ooVKy64TklJiV588UVFRkbKbrerefPmWrBggUeb1NRURUdHy263Kzo6WmlpaVezGwAA4BpT25s7Dw8P19SpU9WiRQtJ0sKFCzVgwABt3rxZMTExFa4zaNAg7d+/X/Pnz1eLFi104MABnT592r08KytLgwcP1iuvvKJ7771XaWlpGjRokNatW6eOHTtWS78AAEDNZjPGGG8Xca7g4GDNmDFDo0aNKrcsPT1dDzzwgHbt2qXg4OAK1x88eLCKioo8ziT17t1b9evX15IlS6pUQ1FRkZxOpwoLC+VwOH5bRwAAQLW6lO/vGjMGqLS0VCkpKSouLpbL5aqwzfLly9W+fXtNnz5dTZo0UatWrfTss8/q119/dbfJyspSz549Pdbr1auX1q9ff1XrBwAA1w6vXgKTpK1bt8rlcunEiRMKCgpSWlqaoqOjK2y7a9curVu3Tv7+/kpLS9OhQ4f06KOP6ueff3aPAyooKFBISIjHeiEhISooKKi0hpKSEpWUlLhfFxUVXYGeAQCAmsrrZ4CioqKUk5OjDRs26JFHHlFiYqK2b99eYduysjLZbDYtXrxYHTp00N13362//e1vSk5O9jgLZLPZPNYzxpSbd64pU6bI6XS6p4iIiCvTOQAAUCN5PQD5+fmpRYsWat++vaZMmaK2bdtq5syZFbYNCwtTkyZN5HQ63fPatGkjY4z27NkjSQoNDS13tufAgQPlzgqda9y4cSosLHRPeXl5V6BnAACgpvJ6ADqfMcbjctS5OnfurH379unYsWPued9//718fHwUHh4uSXK5XFq1apXHeitXrlRcXFyl+7Tb7e5b8c9OAADg+uXVADR+/Hh98cUX2r17t7Zu3aoXX3xRGRkZGjp0qKQzZ2aGDRvmbj9kyBA1aNBAI0aM0Pbt27V27Vo999xzGjlypAICAiRJTz75pFauXKlp06bpu+++07Rp07R69Wo99dRT3ugiAACogbwagPbv36+EhARFRUWpe/fu2rhxo9LT0xUfHy9Jys/PV25urrt9UFCQVq1apSNHjqh9+/YaOnSo+vfvr1mzZrnbxMXFKSUlRe+++65iY2OVnJyspUuX8gwgAADgVuOeA1QT8BwgAACuPdfkc4AAAACqCwEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYjlcDUFJSkmJjY+VwOORwOORyubRixYpK22dkZMhms5WbvvvuO3eb5OTkCtucOHGiOroEAACuAbW9ufPw8HBNnTpVLVq0kCQtXLhQAwYM0ObNmxUTE1Ppejt27JDD4XC/btSokcdyh8OhHTt2eMzz9/e/gpUDAIBrmVcDUP/+/T1ev/baa0pKStKGDRsuGIAaN26sevXqVbrcZrMpNDT0SpUJAACuMzVmDFBpaalSUlJUXFwsl8t1wbbt2rVTWFiYunfvrjVr1pRbfuzYMUVGRio8PFz9+vXT5s2bL7i9kpISFRUVeUwAAOD65fUAtHXrVgUFBclut2vs2LFKS0tTdHR0hW3DwsL09ttvKzU1VcuWLVNUVJS6d++utWvXutu0bt1aycnJWr58uZYsWSJ/f3917txZO3furLSGKVOmyOl0uqeIiIgr3k8AAFBz2IwxxpsFnDx5Urm5uTpy5IhSU1M1b948ZWZmVhqCzte/f3/ZbDYtX768wuVlZWW67bbb1KVLF82aNavCNiUlJSopKXG/LioqUkREhAoLCz3GGgEAgJqrqKhITqezSt/fXh0DJEl+fn7uQdDt27dXdna2Zs6cqblz51Zp/U6dOun999+vdLmPj49uv/32C54Bstvtstvtl1Y4AAC4Znn9Etj5jDEeZ2MuZvPmzQoLC7vg9nJyci7YBgAAWItXzwCNHz9effr0UUREhI4ePaqUlBRlZGQoPT1dkjRu3Djt3btXixYtkiS98cYbatq0qWJiYnTy5Em9//77Sk1NVWpqqnubkydPVqdOndSyZUsVFRVp1qxZysnJ0Zw5c7zSRwAAUPN4NQDt379fCQkJys/Pl9PpVGxsrNLT0xUfHy9Jys/PV25urrv9yZMn9eyzz2rv3r0KCAhQTEyMPv30U919993uNkeOHNFDDz2kgoICOZ1OtWvXTmvXrlWHDh2qvX8AAKBm8vog6JroUgZRAQCAmuFSvr9r3BggAACAq40ABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALMerASgpKUmxsbFyOBxyOBxyuVxasWJFpe0zMjJks9nKTd99951Hu9TUVEVHR8tutys6OlppaWlXuysAAOAa4tUAFB4erqlTp2rTpk3atGmTunXrpgEDBmjbtm0XXG/Hjh3Kz893Ty1btnQvy8rK0uDBg5WQkKAtW7YoISFBgwYN0saNG692dwAAwDXCZowx3i7iXMHBwZoxY4ZGjRpVbllGRoa6du2qX375RfXq1atw/cGDB6uoqMjjTFLv3r1Vv359LVmypEo1FBUVyel0qrCwUA6H4zf1AwAAVK9L+f6uMWOASktLlZKSouLiYrlcrgu2bdeuncLCwtS9e3etWbPGY1lWVpZ69uzpMa9Xr15av379Fa8ZAABcm2p7u4CtW7fK5XLpxIkTCgoKUlpamqKjoytsGxYWprffflv/9V//pZKSEr333nvq3r27MjIy1KVLF0lSQUGBQkJCPNYLCQlRQUFBpTWUlJSopKTE/bqoqOgK9AwAANRUXg9AUVFRysnJ0ZEjR5SamqrExERlZmZWGIKioqIUFRXlfu1yuZSXl6e//vWv7gAkSTabzWM9Y0y5eeeaMmWKJk+efAV6AwAArgVevwTm5+enFi1aqH379poyZYratm2rmTNnVnn9Tp06aefOne7XoaGh5c72HDhwoNxZoXONGzdOhYWF7ikvL+/SOwIAAK4ZXg9A5zPGeFyOupjNmzcrLCzM/drlcmnVqlUebVauXKm4uLhKt2G329234p+dAADA9curl8DGjx+vPn36KCIiQkePHlVKSooyMjKUnp4u6cyZmb1792rRokWSpDfeeENNmzZVTEyMTp48qffff1+pqalKTU11b/PJJ59Uly5dNG3aNA0YMEAfffSRVq9erXXr1nmljwAAoObxagDav3+/EhISlJ+fL6fTqdjYWKWnpys+Pl6SlJ+fr9zcXHf7kydP6tlnn9XevXsVEBCgmJgYffrpp7r77rvdbeLi4pSSkqIJEyZo4sSJat68uZYuXaqOHTtWua6zTwZgMDQAANeOs9/bVXnCT417DlBNsGfPHkVERHi7DAAA8Bvk5eUpPDz8gm0IQBUoKyvTvn37VLdu3QvePYbqV1RUpIiICOXl5TFWqwbi+NRsHJ+ajeNz+YwxOnr0qG644Qb5+Fx4mLPXb4OviXx8fC6aHOFdDFav2Tg+NRvHp2bj+Fwep9NZpXY17i4wAACAq40ABAAALIcAhGuK3W7Xyy+/LLvd7u1SUAGOT83G8anZOD7Vi0HQAADAcjgDBAAALIcABAAALIcABAAALIcABAAALIcAhBpvypQpstlseuqppyRJp06d0vPPP69bbrlFderU0Q033KBhw4Zp37593i3Uos4/PpI0adIktW7dWnXq1FH9+vXVo0cPbdy40XtFWlRFx+ZcDz/8sGw2m954441qrQtnVHR8hg8fLpvN5jF16tTJe0VexwhAqNGys7P19ttvKzY21j3v+PHj+vrrrzVx4kR9/fXXWrZsmb7//nv9/ve/92Kl1lTR8ZGkVq1a6c0339TWrVu1bt06NW3aVD179tTBgwe9VKn1VHZszvrwww+1ceNG3XDDDdVcGaQLH5/evXsrPz/fPX322WdeqPD6RwBCjXXs2DENHTpU77zzjurXr++e73Q6tWrVKg0aNEhRUVHq1KmTZs+era+++kq5ublerNhaKjs+kjRkyBD16NFDN910k2JiYvS3v/1NRUVF+p//+R8vVWstFzo2krR37149/vjjWrx4sXx9fb1QobVd7PjY7XaFhoa6p+DgYC9Uef0jAKHGeuyxx9S3b1/16NHjom0LCwtls9lUr169q18YJFX9+Jw8eVJvv/22nE6n2rZtW03VWduFjk1ZWZkSEhL03HPPKSYmxgvV4WJ/OxkZGWrcuLFatWqlMWPG6MCBA9VcoTXwY6iokVJSUvT1118rOzv7om1PnDihF154QUOGDOEHBKtJVY7PJ598ogceeEDHjx9XWFiYVq1apYYNG1ZjldZ0sWMzbdo01a5dW0888UQ1Vwbp4senT58+GjhwoCIjI/Xjjz9q4sSJ6tatm7766iueEH2FEYBQ4+Tl5enJJ5/UypUr5e/vf8G2p06d0gMPPKCysjK99dZb1VShtVX1+HTt2lU5OTk6dOiQ3nnnHQ0aNEgbN25U48aNq7Faa7nYsfnqq680c+ZMff3117LZbF6o0Nqq8rczePBg93/ffPPNat++vSIjI/Xpp5/qD3/4Q3WVag0GqGHS0tKMJFOrVi33JMnYbDZTq1Ytc/r0aWOMMSdPnjT33HOPiY2NNYcOHfJy1dZR1eNzvhYtWpi//OUv1VyttVzs2Pz1r391//e5y318fExkZKS3y7/uXc7fztSpU6u52usfZ4BQ43Tv3l1bt271mDdixAi1bt1azz//vGrVqqVTp05p0KBB2rlzp9asWaMGDRp4qVrrqcrxqYgxRiUlJdVRomVd7NiEhYWpV69eHst79eqlhIQEjRgxojpLtaTf8rdz+PBh5eXlKSwsrLrKtAwCEGqcunXr6uabb/aYV6dOHTVo0EA333yzTp8+rfvvv19ff/21PvnkE5WWlqqgoECSFBwcLD8/P2+UbRkXOz7FxcV67bXX9Pvf/15hYWE6fPiw3nrrLe3Zs0cDBw70UtXWcLFjI6nc/yz4+voqNDRUUVFR1VanVV3s+Bw7dkyTJk3Sfffdp7CwMO3evVvjx49Xw4YNde+993qp6usXAQjXnD179mj58uWSpFtvvdVj2Zo1a3TXXXdVf1Fwq1Wrlr777jstXLhQhw4dUoMGDXT77bfriy++4K4j4AJq1aqlrVu3atGiRTpy5IjCwsLUtWtXLV26VHXr1vV2edcdmzHGeLsIAACA6sRzgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgABc90pLSxUXF6f77rvPY35hYaEiIiI0YcIEL1UGwFt4EjQAS9i5c6duvfVWvf322xo6dKgkadiwYdqyZYuys7P5DTnAYghAACxj1qxZmjRpkr755htlZ2dr4MCB+vLLL8v9phyA6x8BCIBlGGPUrVs3949O/ulPf+LyF2BRBCAAlvLdd9+pTZs2uuWWW/T111+rdu3a3i4JgBcwCBqApSxYsECBgYH68ccftWfPHm+XA8BLOAMEwDKysrLUpUsXrVixQtOnT1dpaalWr14tm83m7dIAVDPOAAGwhF9//VWJiYl6+OGH1aNHD82bN0/Z2dmaO3eut0sD4AUEIACW8MILL6isrEzTpk2TJN144416/fXX9dxzz2n37t3eLQ5AteMSGIDrXmZmprp3766MjAz97ne/81jWq1cvnT59mkthgMUQgAAAgOVwCQwAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFgOAQgAAFjO/wfMmK4QHQ0ztAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CORONA DEL MAR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ROSSOREN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V BIKAIN\n",
+      "F/V GERARD LUC 4\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JANVIER GIORDANO\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V G SAINTE RITA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PIER JO SALVADOR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STERENN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CISBERLANDE 5\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VSTSOPHIEFRANCOIS2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEPE BARREIRO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TIGERS III\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SAINT GOTHARD\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PUENTEAREAS UNO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARGELES\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR MARES\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PLAYA DE TUYA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV/BEOTHUK\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LANDORA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RABELAIS\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP BOJADOR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUEOTEC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SYLVANNA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV FERREIRA MARTINEZ\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SIEMPRE VIRIATO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LARCHE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Y6OjoAi8bGRnJq6++ip+fH507dwbsV0iaNGnC559/zu23307lypf/9ZQ9ovbcuXOpUaMGvr6+NGnSxO1ttsJYu3YtY8eOZfDgwXTq1Ik6depw4sQJ3n33XVavXs3QoUNzXYXbsmULI0eO5O677yYpKYnJkyfTsGFDHnzwQQCqV6/Oq6++SkxMDL/++it33XUXQUFBnDx5ku+//56TJ08yZ84cwP4z69KlCzfddBNjxowhNDSU06dPs3//fj7++GPnwKaPPfYY8+fPp0+fPkybNo169eqxdOlSZyFX3Dp37sz999/P8OHD2bJlC127dqVatWocO3aMr7/+mlatWjFmzBiaN29O06ZNmThxIsYYAgIC+Pjjj539zXLK6zytUaNGkXKtWbMmXbt25YUXXqBu3bqEhoaybt063n777TwHrczvZygVlLX9xkXKtryebgsPD3fbfsOGDaZjx46matWqJjAw0IwcOdJ89913BjALFixwtnM3BIAx9qd0unfvbmrWrGl8fHxM48aNzV133eXyiLgx9ieNoqKijL+/v/Hx8TFNmzY148aNc2kzadIk06BBA1OpUiWXp50yMzPN888/b6699lrj7e1t6tata/7yl7+YpKSkAu9ntsTERAOY55577rLtLvXRRx8ZwNx6660u80eNGmUA849//CPXMlzydJsxxsyePds0adLEeHl5uRzjvHKPiYnJ9Vj7pZKSkkxsbKzp3LmzqV+/vqlcubKpUaOGad++vXn11VfNhQsXnG2zn4z6/PPPzZAhQ0ytWrWMn5+f6d27t9m3b1+uda9bt8706dPHBAQEGG9vb9OwYUPTp08f88EHH7i0O3jwoBkxYoRp2LCh8fb2NoGBgaZTp065nrTauXOnufXWW42vr68JCAgw9913n/PYFvTpts2bN7v9vk+fPm6P1fz580379u1NtWrVjJ+fn2natKkZOnSo2bJlS668atSoYWrXrm3uvvtuc/jwYbc/w7zO08aNG5s+ffrk2j5gHnrooVzHCzAvvPCCc96RI0dM//79Te3atU2NGjVMr169zP/+9z/TuHFjExMTk+s4FPRnKBWLzRhjSr80E6nYxo0bx5IlS1wG1/NEjz/+OHPmzCEpKanIV3A80cKFCxk+fDibN2922/lZyj79DOVydLtNpBSdOHGCjRs38uGHH9KxY0er07li33zzDXv37uX111/ngQceqJAFkoiUfyqSRErRqlWrePjhh+nQoQOvvPKK1elcsY4dO1K1alVuu+02pk2bZnU6IiIlQrfbRERERNzQEAAiIiIibqhIEhEREXFDRZKIiIiIG+q4fYWysrI4evQoNWrUyPPVDSIiIlK2GGM4ffo0DRo0cL4XMy8qkq7Q0aNHCQkJsToNERERuQJJSUn5vixcRdIVyh42PykpiZo1a1qcjYiIiBREamoqISEhBXr9jYqkK5R9i61mzZoqkkRERDxMQbrKqOO2iIiIiBsqkkRERETcsLRIWr9+PdHR0TRo0ACbzcby5csv2z4xMRGbzZbrs3v3bmeb8+fP88wzz9C0aVN8fX1p3bo1q1evLtJ2RUREpOKxtE9SWloarVu3Zvjw4fTv37/Ay+3Zs8elH1BgYKBzOjY2lvj4eObNm0fz5s357LPPuOOOO9iwYQMRERFF2u6VyMzM5Pz58yW6DfEM3t7eeHl5WZ2GiIgUkKVFUlRUFFFRUYVeLigoiFq1arn9bsmSJUyePJnevXsDMGbMGD777DNeeukl4uPji7TdwjDGcPz4cX7//fcS3Y54llq1alG/fn2NrSUi4gE88um2iIgIzp07R8uWLYmNjaV79+7O79LT0/H19XVp7+fnx9dff12qOWYXSEFBQVStWlV/FCs4Ywxnz57lxIkTAAQHB1uckYiI5MejiqTg4GDmzp1L27ZtSU9PZ8mSJURGRpKYmEjXrl0B6NmzJ7NmzaJr1640bdqUL7/8ko8++ojMzMwibTs9PZ309HRnnJqammfbzMxMZ4FUp06dIm1Xyg8/Pz8ATpw4QVBQkG69iYiUcR5VJIWFhREWFuaMO3bsSFJSEi+++KKzSHrllVcYNWoUzZs3x2az0bRpU4YPH86CBQuKtO2ZM2fy9NNPF6htdh+kqlWrFmmbUv5knxPnz59XkSQiUsZ5/BAAHTp0YN++fc44MDCQ5cuXk5aWxqFDh9i9ezfVq1enSZMmRdrOpEmTSElJcX6SkpLyXUa32ORSOidERDyHR11Jcmfbtm1u+3f4+vrSsGFDzp8/T0JCAvfcc0+RtuPj44OPj0+R1iEiIiKew9Ii6cyZM+zfv98ZHzx4kO3btxMQEECjRo2YNGkSycnJLF68GIDZs2cTGhpKeHg4GRkZxMfHk5CQQEJCgnMd3377LcnJybRp04bk5GSmTp1KVlYWTzzxRIG3K2XTTz/9RJMmTdi2bRtt2rSxOh0RESnnLL3dtmXLFiIiIpzjF40fP56IiAieeuopAI4dO8bhw4ed7TMyMpgwYQLXX389N910E19//TUrV67kzjvvdLY5d+4csbGxtGzZkjvuuIOGDRvy9ddfuwwZkN92K7ITJ07wwAMP0KhRI3x8fKhfvz49e/Zk48aNVqdWJv32228MGTIEf39//P39GTJkiIZ9EBEpFsbqBLAZY6zPwgOlpqbi7+9PSkpKrhfcnjt3joMHD9KkSZNcwxGUdTfddBPnz59n5syZXH311fz88898+eWXXH/99fTp08fS3ApyJenIkSM0bNiw1Pr+REVFceTIEebOnQvA/fffT2hoKB9//LHb9p58boiIlJ5jwB3AbKBDsa75cn+/L+XxHbel+Pz+++98/fXXPP/883Tv3p3GjRtz4403MmnSJJcCyWazMWfOHKKiovDz86NJkyZ88MEHLutKTk7m3nvvpXbt2tSpU4e+ffvy008/ubRZsGABLVq0wNfXl+bNm/P666+7fL9p0yYiIiLw9fWlXbt2bNu2Ld99iIuL4+qrr2bKlCkcOHDgyg9GAezatYvVq1fz1ltv0bFjRzp27Mi8efP45JNP2LNnT4luW0Sk/DoC3Ax8C/QCtlqWiYokcapevTrVq1dn+fLlLmNCuRMXF0f//v35/vvv+ctf/sLAgQPZtWsXAGfPnqV79+5Ur16d9evX8/XXX1O9enV69epFRkYGAPPmzWPy5MlMnz6dXbt2MWPGDOLi4li0aBFgf3XMbbfdRlhYGFu3bmXq1KlMmDAh3334xz/+QVxcHOvWraNZs2Z07dqVt99+m9OnT192n/P6XG5k9o0bN+Lv70/79u2d8zp06IC/vz8bNmzIN1cREbnUIaAbsNcR1wICLMsGI1ckJSXFACYlJSXXd3/88YfZuXOn+eOPPy75pq0xpmEpf9oWar/+/e9/m9q1axtfX1/TqVMnM2nSJPP999+7tAHM6NGjXea1b9/ejBkzxhhjzNtvv23CwsJMVlaW8/v09HTj5+dnPvvsM2OMMSEhIeadd95xWcezzz5rOnbsaIwx5s033zQBAQEmLS3N+f2cOXMMYLZt21agffnpp5/Ms88+a6699lpTtWpVM3jwYPP555+75LVv377Lfo4cOZLn+qdPn26aNWuWa36zZs3MjBkz3C6T97khIlLR7TfGNDLG4Pg0NcYcKvatXO7v96U8fggAz3IcSLY6icvq378/ffr04auvvmLjxo2sXr2av//977z11lsMGzbM2a5jx44uy3Xs2JHt27cDsHXrVvbv30+NGjVc2pw7d44ff/yRkydPkpSUxH333ceoUaOc31+4cAF/f3/AfiurdevWLgNyXrrN/DRu3JjY2FhiY2NZtGgRDz/8MEuXLuW3335zduS/5pprCrXOS7nr+2SM0XhIIiKFsgeI5OLfyDDgP0ADyzKCcjBOkmep7xHb9PX15dZbb+XWW2/lqaeeYuTIkUyZMsWlSHInuzDIysqibdu2LF26NFebwMBAzp07B9hvueW8VQU4R6E2xfA8wS+//MJ7773H4sWL2b59O1FRUcTExDgLMbDfbrucm266iU8//dTtd/Xr1+fnn3/ONf/kyZPUq1evaMmLiFQYO7AXSNm/T8OBLwHrf4+qSCpVW6xO4Iq0bNmS5cuXu8z75ptvGDp0qEucPaTCDTfcwPvvv09QUJDbJwf8/f1p2LAhBw4cYPDgwXluc8mSJfzxxx/Od5598803+eaanp7Oxx9/zOLFi1m9ejXh4eHExMSwcuVKAgMDc7XPvvqVl+xtu9OxY0dSUlLYtGkTN954I2AfpyslJYVOnTrlm6uIiHwP3AL84ojbAGuAulYl5KrYb/ZVEFfWJ6ls++WXX0z37t3NkiVLzPfff28OHDhg/vWvf5l69eqZESNGONsBpm7duubtt982e/bsMU899ZSpVKmS2bFjhzHGmLS0NNOsWTNz8803m/Xr15sDBw6YxMRE8+ijj5qkpCRjjDHz5s0zfn5+Zvbs2WbPnj3m//7v/8z8+fPNSy+9ZIwx5vTp06Zu3bpm4MCBZseOHWblypXmmmuuybdP0ogRI0y9evXMuHHjcvWlKgm9evUy119/vdm4caPZuHGjadWqlbntttvybO+p54aISPHbbIypbS72QWpnjDlV4lstTJ8kFUlXqDwWSefOnTMTJ040N9xwg/H39zdVq1Y1YWFhJjY21pw9e9bZDjCvvfaaufXWW42Pj49p3Lixeffdd13WdezYMTN06FBTt25d4+PjY66++mozatQol+O1dOlS06ZNG1OlShVTu3Zt07VrV/Phhx86v9+4caNp3bq1qVKlimnTpo1JSEjIt0jat2+fOX/+fPEdlHycOnXKDB482NSoUcPUqFHDDB482Pz22295tvfUc0NEpHhtNMbUNBcLpI7GmN9LZcuFKZI0mOQVKq+DSRaEzWZj2bJl9OvXz+pUPE55PzdERPL3FdAbOOOIuwKfADXyXKI4aTBJERERKYO+xD5AZHaBFAmsorQKpMJSkSQiIiKl4DPgNuCsI44CPgaqWZZRfvR0mxSa7tCKiEjhfAzcBWQ44r7A+4CPZRkVhK4kiYiISAlKAO7kYoF0F/ABZb1AAhVJJUpXXORSOidEpGJ5F7gXuOCIBznmeVuWUWGoSCoB3t72H/7Zs2fzaSkVTfY5kX2OiIiUX4uAwUCmIx4GLMaTevp4TqYexMvLi1q1anHixAkAqlatqnd5VXDGGM6ePcuJEyeoVauW8/UrIiLl0zzgASD76vkDwOt42rUZFUklpH59+zvTsgslEYBatWo5zw0RkfLpn8AjOeJHgdmA510sUJFUQmw2G8HBwQQFBXH+/Hmr05EywNvbW1eQRKScewmYkCP+K/A8nlgggYqkEufl5aU/jCIiUgHMACbniGOBZ/DUAgk87eagiIiIlDEGmIJrgfSs4+O5BRLoSpKIiIhcMQNMwn5LLdvfsd9m83wqkkREROQKGOBx4OUc817B3lG7fFCRJCIiIlfgFVwLpDewP+pffqhIEhERkUL6L6631N4GRliUS8lRx20REREphBPAPVx81ciTlMcCCVQkiYiISIFdAAYARx3xzcA0y7IpaSqSREREpICeAtY6poOB9yjPPXdUJImIiEgBrABmOqa9gH8B9axLpxSoSBIREZF8HACG5oj/DnSxKJfSoyJJRERELuMPoD+Q4oj7A+OsS6cUqUgSERGRy3gE2O6YvhaYj6e/bqSgVCSJiIhIHuZjHwMJoCqQANS0Lp1SpiJJRERE3NgGPJQjngtcZ1Eu1rC0SFq/fj3R0dE0aNAAm83G8uXLL9s+MTERm82W67N7925nm/Pnz/PMM8/QtGlTfH19ad26NatXr861rtdff50mTZrg6+tL27Zt+eqrr4p790RERDzU78BdwDlHPAYYbFk2VrG0SEpLS6N169b885//LNRye/bs4dixY85Ps2bNnN/Fxsby5ptv8uqrr7Jz505Gjx7NHXfcwbZt25xt3n//fR577DEmT57Mtm3buOmmm4iKiuLw4cPFtm8iIiKeKQv7k2wHHPGfcH1HW8VhM8YYq5MAsNlsLFu2jH79+uXZJjExke7du/Pbb79Rq1Ytt20aNGjA5MmTeeihi5cI+/XrR/Xq1YmPjwegffv23HDDDcyZM8fZpkWLFvTr14+ZM2fmWqc7qamp+Pv7k5KSQs2aFef+rIiIlHfPAZMc0wHAd0Bj69IpZoX5++2RfZIiIiIIDg4mMjKStWvXunyXnp6Or6+vyzw/Pz++/vprADIyMti6dSs9evRwadOjRw82bNiQ5zbT09NJTU11+YiIiJQva4HJjmkbsJTyVCAVlkcVScHBwcydO5eEhAQ+/PBDwsLCiIyMZP369c42PXv2ZNasWezbt4+srCzWrFnDRx99xLFjxwD45ZdfyMzMpF4911FC69Wrx/Hjx/Pc9syZM/H393d+QkJCSmYnRURELJGM/b1sWY74KaCXdemUAR71wpWwsDDCwsKccceOHUlKSuLFF1+ka9euALzyyiuMGjWK5s2bY7PZaNq0KcOHD2fBggUu67LZXMd4MMbkmpfTpEmTGD9+vDNOTU1VoSQiIuXEeeBe4IQj7gnEWZdOGeFRV5Lc6dChA/v27XPGgYGBLF++nLS0NA4dOsTu3bupXr06TZo0AaBu3bp4eXnlump04sSJXFeXcvLx8aFmzZouHxERkfLhSeC/jukQIB77+9kqNo8vkrZt20ZwcHCu+b6+vjRs2JALFy6QkJBA3759AahSpQpt27ZlzZo1Lu3XrFlDp06dSiVnERGRsuMDLj695g38G6hrXTpliKW3286cOcP+/fud8cGDB9m+fTsBAQE0atSISZMmkZyczOLFiwGYPXs2oaGhhIeHk5GRQXx8PAkJCSQkJDjX8e2335KcnEybNm1ITk5m6tSpZGVl8cQTTzjbjB8/niFDhtCuXTs6duzI3LlzOXz4MKNHjy69nRcREbHcHmBEjng2cKM1qZRBlhZJW7ZsoXv37s44u89PTEwMCxcu5NixYy5jF2VkZDBhwgSSk5Px8/MjPDyclStX0rt3b2ebc+fOERsby4EDB6hevTq9e/dmyZIlLkMG3HvvvZw6dYpnnnmGY8eOcd1117Fq1SoaN664PfhFRKSiScP+stozjngw9kEjJVuZGSfJ02icJBER8VwG+AvwjiMOB74FqlmWUWkp9+MkiYiISFHM4WKBVAP7i2vLf4FUWCqSREREKpRNwGM54vlAmPumFZyKJBERkQrjF+wvrj3viMc5YnFHRZKIiEiFkIm9c3aSI+4MPG9dOh5ARZKIiEiF8CzwuWM6CPgX9nGRJC8qkkRERMq91cAzjulKwHtAA+vS8RAqkkRERMq1Q9hvs2WP+DMd6J53c3FSkSQiIlJupQN3A7864tuBJ/JuLi5UJImIiJRb44DNjumrgUXoT3/B6UiJiIiUS/HYB40E8MU+YGQty7LxRCqSREREyp0fgPtzxK8DbaxJxYOpSBIRESlXUrG/uPYPR3wfMNy6dDyYiiQREZFywwAjgH2OOAJ41bp0PJyKJBERkXLjZex9j8De/+jfgJ9l2Xg6FUkiIiLlwle4Pt6/GPsTbXKlVCSJiIh4vOPAvdjfzwYwCYi2Lp1yQkWSiIiIR7sADASOOeI/c/EVJFIUKpJEREQ8WiyQ6JhuALwLVLYsm/JERZKIiIjH+gh43jFdGfgACLIunXJGRZKIiIhH2g/E5IhfBDpZlEv5pCJJRETE4/wB3AWkOOJ7gEetS6ecUpEkIiLiUQzwIPC9Iw4D3gJslmVUXqlIEhER8ShvAwsd01WxDx5Zw7JsyjMVSSIiIh7jO+DhHPE8INyiXMo/FUkiIiIe4TfsL65Nd8QPAYOsS6cCUJEkIiJS5mUBQ4GfHHF74CXLsqkoVCSJiIiUec8Bnzim6wD/AnysS6eCUJEkIiJSpn0JxDmmbcA7QCPr0qlAVCSJiIiUWcnY38uW5YifBnpYl04FoyJJRESkTMoA7gZOOuIoYLJ16VRAKpJERETKpCeAjY7pxsAS9Ge7dOloi4iIlDn/Al5xTFcB/o29w7aUJhVJIiIiZcou4L4c8T+AdhblUrFZWiStX7+e6OhoGjRogM1mY/ny5Zdtn5iYiM1my/XZvXu3S7vZs2cTFhaGn58fISEhjBs3jnPnzjm/P336NI899hiNGzfGz8+PTp06sXnz5pLYRRERkUI4g33AyDOOeAhwv3XpVHCVrdx4WloarVu3Zvjw4fTv37/Ay+3Zs4eaNWs648DAQOf00qVLmThxIvPnz6dTp07s3buXYcOGAfDyyy8DMHLkSP73v/+xZMkSGjRoQHx8PLfccgs7d+6kYcOGxbNzIiIihWKwF0S7HHEr4A304lrrWFokRUVFERUVVejlgoKCqFWrltvvNm7cSOfOnRk0yD5Ue2hoKAMHDmTTpk0A/PHHHyQkJPDRRx/RtWtXAKZOncry5cuZM2cO06ZNu7KdERERKZLXgHcd0zWw90Oqal064pl9kiIiIggODiYyMpK1a9e6fNelSxe2bt3qLIoOHDjAqlWr6NOnDwAXLlwgMzMTX19fl+X8/Pz4+uuv89xmeno6qampLh8REZHisQ8YnyNuBqwDfgAyLclILL6SVFjBwcHMnTuXtm3bkp6ezpIlS4iMjCQxMdF5VWjAgAGcPHmSLl26YIzhwoULjBkzhokTJwJQo0YNOnbsyLPPPkuLFi2oV68e7777Lt9++y3NmjXLc9szZ87k6aefLpX9FBGRimYHcD5H/B0X+yJVx95xuz3QwfHf4FLNrqKyGWOM1UkA2Gw2li1bRr9+/Qq1XHR0NDabjRUrVgD2zt0DBgxg2rRptG/fnv379zN27FhGjRpFXJx9WPcff/yRESNGsH79ery8vLjhhhu49tpr+e6779i5c6fb7aSnp5Oenu6MU1NTCQkJISUlxaV/lIiISOFlADOAFcD/kf/VoxAuFkztgRvQrbmCSU1Nxd/fv0B/vz3qSpI7HTp0ID4+3hnHxcUxZMgQRo4cCUCrVq1IS0vj/vvvZ/LkyVSqVImmTZuybt060tLSSE1NJTg4mHvvvZcmTZrkuR0fHx98fPQyQRERKQlVgKmOz1lgK/Ct4/MNcOSS9kmOzweO2AtozcWiqQP2W3Ye2aumzPD4Imnbtm0EB1+87Hj27FkqVXI9Kby8vDDGcOlFs2rVqlGtWjV+++03PvvsM/7+97+XSs4iIiJ5qwrc5PhkO8rFgulbYAuQluP7TOy36L4D5jjm1QJuxPWKkwakLAxLi6QzZ86wf/9+Z3zw4EG2b99OQEAAjRo1YtKkSSQnJ7N48WLAPv5RaGgo4eHhZGRkEB8fT0JCAgkJCc51REdHM2vWLCIiIpy32+Li4rj99tvx8vIC4LPPPsMYQ1hYGPv37+evf/0rYWFhDB8+vHQPgIiISIE0AO5wfAAuYO/H9G2Oz07swwhk+x343PHJ1hTXoqkN9qtY4o6lRdKWLVvo3r27Mx4/3t6zPyYmhoULF3Ls2DEOHz7s/D4jI4MJEyaQnJyMn58f4eHhrFy5kt69ezvbxMbGYrPZiI2NJTk5mcDAQKKjo5k+fbqzTUpKCpMmTeLIkSMEBATQv39/pk+fjre3dynstYiISFFVxn57rTUXO3inAptxveJ04pLlfnR8ljpiHyAC19t0oWhsJrsy03Hb0xSm45eIiEjpM8AhLhZM32K/HZd+uYWAQFyfpPsT4F9yaZayCtVxW0RERNyxYb8qFAoMcMzLAL7H9TbdvkuWOwl84vhkr6cFF682tQeuoyKUELqSdIV0JUlERMqHU8AmLt6m2wT8ls8yVck9dpNnvNZLV5JERESkgOoAUY4P2G/T7cP1Nt332DuLZzsLrHd8sjXEtWhqC1QrycRLnK4kXSFdSRIRkYrjD+z9mXKO3XT4skvYx25qhWun8DCsHrtJV5JERESkGPkBnR2fbMdxLZo2A2dyfJ8JbHd83nTM88feETznFafAkku7iFQkiYiIyBWoD/R1fMBeFO3C9Tbd/3AduykF+MLxydYE17GbIrAPTWA9FUkiIiJSDLywP/V2HTDSMe809tHBc15xOn7Jcgcdn3cdsTf2QqkD8Cj2ATCtoSJJRERESkgNoCtwLfBn7O+b+wZIwF4YuXMe+xN2m4BV5B6ioPSoSBIREZErdA77e+WOAMmO/146fRz7rbgr0agYcrxyKpJERETEjVQuFjt5FUC/FMN2agFXOT4Nc0w3ArrnvVgpUJEkIiJSoRjsxU1ehU/29OkibscG1ONi4ZOzAMo5r+yOpaQiSUREpNy4gP32Vl6FT7Ljk9/72/JTGXuB467wyZ4OBqoUcTvWUpEkIiLiEc6R/+2v40BWEbdTFfdXfHLOC8LqQSFLg4okERERSxlc+//kVQSdKoZt1SbvKz/Z0/7Yb5WJiiQREZESk0XB+v+cyWsFBZTd/+dyBVBD7FeJpKBUJImIiFyRC8AxLn/76yiQUcTteFOw/j/eRdyOXEpFkoiISC5/kHfH5+x5P1P0/j/VuPytr4bY321W/vv/lEUqkkREpAIx2N8flt/tr1+LYVsB5N//pybq/1N2qUgSEZFyIgs4yeUffz8CpBVxOzbsL3fNr/+PXxG3I1ZTkSQiIh7gPAXr/3O+iNupQv79f+qj/j8Vg4okERGx2Fnyv/31M/ZbZUVRnfz7/9RF/X8km4okEREpIQb4nbw7PmdP/1YM26pDwfr/iBSciiQREbkCWcAJLn/7Kxn7VaKiqET+/X8aoP4/UhJUJImIyCUyuNj/J68i6Cj2cYKKogqX7/h8FfYCSX+qxBo680REKpQ0Ctb/p6hqULD+P3r8XcouFUkiIuWCwd63J7/bX78Xw7bqkv/j7+r/I55PRZKISJmXScH6//xRxO1Uwt6/J683v2f3//Et4nZEPIOKJBERS2Vg79+TX/+fzCJux4f8b3/VQ38WRC7SvwYRkRJzhvxHfz5RDNupSf4FUB3U/0ekcFQkiYgUmsH+bq/8bn+lFMO2Asm//0+NYtiOiFxKRZKIiItM7E93Xe72VzJwrojb8QKCyX/8H58ibkdErpSKJBGpQNKxFziXG/35GEXv/+NLwfr/eBVxOyJSklQkiUg5cZr8b3+dLIbt+JN/ARSA+v+IeD5Li6T169fzwgsvsHXrVo4dO8ayZcvo169fnu0TExPp3r17rvm7du2iefPmznj27NnMmTOHw4cPU7duXe666y5mzpyJr6/9sdULFy4wdepUli5dyvHjxwkODmbYsGHExsZSqZJebChSthjgFHl3fM6eTi2GbQWRf/+f6sWwHRHxBJYWSWlpabRu3Zrhw4fTv3//Ai+3Z88eata8OFBZYGCgc3rp0qVMnDiR+fPn06lTJ/bu3cuwYcMAePnllwF4/vnneeONN1i0aBHh4eFs2bKF4cOH4+/vz9ixY4tn50SkAC5QsP4/6UXcTmXy7/8TjPr/iEhOlhZJUVFRREVFFXq5oKAgatWq5fa7jRs30rlzZwYNGgRAaGgoAwcOZNOmTS5t+vbtS58+fZxt3n33XbZs2VL4nRCRfCQD63B/FegY9helFoUf+d/+CkL9f0SksDyyT1JERATnzp2jZcuWxMbGutyC69KlC/Hx8WzatIkbb7yRAwcOsGrVKmJiYlzavPHGG+zdu5drr72W77//nq+//prZs2fnuc309HTS0y/+32xqanFc2hcp75KAZlz5laBa5F8A1Ub9f0SkJHhUkRQcHMzcuXNp27Yt6enpLFmyhMjISBITE+natSsAAwYM4OTJk3Tp0gVjDBcuXGDMmDFMnDjRuZ4nn3ySlJQUmjdvjpeXF5mZmUyfPp2BAwfmue2ZM2fy9NNPl/g+ipQv3+K+QLLhvv/PpQVQtdJJU0TEDY8qksLCwggLC3PGHTt2JCkpiRdffNFZJCUmJjJ9+nRef/112rdvz/79+xk7dizBwcHExcUB8P777xMfH88777xDeHg427dv57HHHqNBgwYuV5xymjRpEuPHj3fGqamphISElODeipQ3McAoLvb/qWJtOiIi+fCoIsmdDh06EB8f74zj4uIYMmQII0eOBKBVq1akpaVx//33M3nyZCpVqsRf//pXJk6cyIABA5xtDh06xMyZM/Msknx8fPDxUadOkSt3HdDZ6iRERArM459337ZtG8HBwc747NmzuR7j9/LywhiDMeaybbKyitqBVERERMoLS68knTlzhv379zvjgwcPsn37dgICAmjUqBGTJk0iOTmZxYsXA/bxj0JDQwkPDycjI4P4+HgSEhJISEhwriM6OppZs2YRERHhvN0WFxfH7bffjpeXl7PN9OnTadSoEeHh4Wzbto1Zs2YxYsSI0j0AIiIiUmZZWiRt2bLF5cm07D4/MTExLFy4kGPHjnH48GHn9xkZGUyYMIHk5GT8/PwIDw9n5cqV9O7d29kmNjYWm81GbGwsycnJBAYGOouibK+++ipxcXE8+OCDnDhxggYNGvDAAw/w1FNPlcJei4iIiCewmex7UFIoqamp+Pv7k5KS4jKwpYjk9C/gXsf0C8AEC3MRESnc32+P75MkImXV78CzOeLaFuUhInJlVCSJSAnIAO4E/ueIrwYK/uohEZGyQEWSiBSzLGAEsNYR1wFWYx89W0TEc6hIEpFiNhlY6pj2BT7B/moSERHPoiJJRIrR68Bzjmkb8C7Qwbp0RESKQEWSiBSTFcAjOeJXgX7WpCIiUgxUJIlIMfgWGIC9PxLAE8BD1qUjIlIMVCSJSBHtB24D/nDEA4GZ1qUjIlJMVCSJSBGcBHoBvzjim4EF6FeLiJQH+k0mIlfoLPYrSD864nBgGeBjWUYiIsVJRZKIXIFM7LfVNjniBsAqNBaSiJQnKpJEpJAM9qfYVjjiGtgLpEaWZSQiUhJUJIlIIf0dmOOYrgwkAK2tS0dEpISoSBKRQngHmJgjfhu41aJcRERKlookESmgtcCwHPE0YKg1qYiIlAIVSSJSAD9gHz37vCO+H/ibZdmIiJQGFUkiko8jQG8g1RH3AV7D/m42EZHyS0WSiFxGCvYC6Ygjbge8h73DtohI+aYiSUTykAH0x36rDaAJ8AlQ3bKMRERKk4okEXHDAPcBXzriOsBqoJ5lGYmIlDYVSSLiRiwQ75j2xT5w5LXWpSMiYgEVSSJyiTeBGY5pG/axkTpZl46IiEVUJIlIDp8AD+aIXwHusCgXERFrqUgSEYdNwL1AliOegP0dbSIiFZOKJBEBfgRuA8464nuB561LR0SkDFCRJFLhnQR6Of4L0BVYhH49iEhFp9+CIhXaWeB2YL8jbgEsB3ysSkhEpMxQkSRSYWUCg4FvHHEw8ClQ27KMRETKEhVJIhWSAcZiv2oE9lG0VwGNrUpIRKTMUZEkUiG9iP0ltWB/D1sC0MaybEREyiIVSSIVzrvAEznieUAPi3IRESm7VCSJVCiJwLAc8TOXxCIikq3ARdKRI0dKMg8RKXE7gH5AhiMeif0dbSIi4k6Bi6TrrruOJUuWFOvG169fT3R0NA0aNMBms7F8+fLLtk9MTMRms+X67N6926Xd7NmzCQsLw8/Pj5CQEMaNG8e5c+ec34eGhrpdz0MPPVSs+ydSdiQDUUCKI+4NzMH+bjYREXGnckEbzpgxg4ceeojly5czd+5c6tSpU+SNp6Wl0bp1a4YPH07//v0LvNyePXuoWbOmMw4MDHROL126lIkTJzJ//nw6derE3r17GTZsGAAvv/wyAJs3byYzM9O5zP/+9z9uvfVW7r777iLukUhZlIq9KEpyxG2B9ynEP38RkQqpwL8lH3zwQaKiorjvvvsIDw9n7ty53H777UXaeFRUFFFRUYVeLigoiFq1arn9buPGjXTu3JlBgwYB9qtGAwcOZNOmTc42OYsqgOeee46mTZvSrVu3QuciUrZlAP2B/3PEodhfYlvdqoRERDxGoTpuN2nShP/85z/ExsbSv39/rr/+em644QaXT2mIiIggODiYyMhI1q5d6/Jdly5d2Lp1q7MoOnDgAKtWraJPnz5u15WRkUF8fDwjRozAZsv71kN6ejqpqakuH5GyzQCjgC8ccQCwGqhvWUYiIp6k0NfbDx06REJCAgEBAfTt25fKlUvvkn1wcDBz586lbdu2pKens2TJEiIjI0lMTKRr164ADBgwgJMnT9KlSxeMMVy4cIExY8YwceJEt+tcvnw5v//+u/OWXF5mzpzJ008/Xdy7JFKCngIWO6Z9gBVAmHXpiIh4GJsxxhS08bx583j88ce55ZZbePPNN3PdtipSIjYby5Yto1+/foVaLjo6GpvNxooVKwB75+4BAwYwbdo02rdvz/79+xk7diyjRo0iLi4u1/I9e/akSpUqfPzxx5fdTnp6Ounp6c44NTWVkJAQUlJSXPpHiZQNc4EHHNM24APst91ERCq21NRU/P39C/T3u8CXgXr16sWmTZv45z//ydChQ4ucZHHp0KED8fHxzjguLo4hQ4YwcuRIAFq1akVaWhr3338/kydPplKli3cYDx06xBdffMGHH36Y73Z8fHzw8dFLP8UTrAQezBG/jAokEZHCK3CRlJmZyf/93/9x1VVXlWQ+hbZt2zaCg4Od8dmzZ10KIQAvLy+MMVx60WzBggUEBQXl2V9JxPNsAe7B/vJagPHY39EmIiKFVeAiac2aNcW+8TNnzrB//35nfPDgQbZv305AQACNGjVi0qRJJCcns3ixvV/F7NmzCQ0NJTw83NnhOiEhgYSEBOc6oqOjmTVrFhEREc7bbXFxcdx+++14eXk522VlZbFgwQJiYmJKtV+VSMk5APQBzjrie4AXrEtHRMTDWVodbNmyhe7duzvj8ePHAxATE8PChQs5duwYhw8fdn6fkZHBhAkTSE5Oxs/Pj/DwcFauXEnv3r2dbWJjY7HZbMTGxpKcnExgYCDR0dFMnz7dZdtffPEFhw8fZsSIESW8lyKl4RT2wSJPOOKbgEXozUMiIleuUB235aLCdPwSKVl/ALcAGxxxc+C/2B/5FxGRnArz91v/myni0TKBwVwskOoDn6ICSUSk6FQkiXgsA4wDljni6sAq7KNqi4hIUalIEvFYs4BXHdNewL+BCOvSEREpZ1QkiXik94EJOeJ5QE+LchERKZ9UJIl4nPVAzgFdpwLDrUlFRKQcU5Ek4lF2An2BDEc8Avs72kREpLipSBLxGEexj4X0uyPuBbyB/d1sIiJS3FQkiXiE09hH084eXDUC+BfgbVlGIiLlnYokkTLvPHAXsN0RN8b+EtsaViUkIlIhqEgSKdMMcD/wuSOujX2wyOA8lxARkeKhIkmkTJsKLHRM+wArgBZWJSMiUqGoSBIps94CnnFM24AlQBfr0hERqWBUJImUSZ8Co3PELwF3W5SLiEjFpCJJpMzZir0gynTEj2F/R5uIiJQmFUkiZcpB7I/6pzniu7BfRRIRkdKmIkmkzDiFfbDInx1xF+z9kPTPVETECvrtK1ImnMP+upE9jjgM+AjwtSwjEZGKTkWSiOWygL8A/3XE9bB33A6wLCMREVGRJFIGPA4kOKarYR9Nu4l16YiICKAiScRiLwOzHdNewAdAW8uyERGRi1QkiVjmA2B8jvhN7B23RUSkLFCRJGKJr4AhOeKngPssykVERNxRkSRS6nZhf5It3REPw/6ONhERKUtUJImUqmPYb6n95oh7AHOxv5tNRETKEhVJIqXmNPbRtA854jbAvwFvqxISEZHLUJEkUirOA/cA2xxxI+yP+tewLCMREbk8FUkiJc4Ao4HVjrgW9sEiG1iVkIiIFICKJJES9www3zFdBfvrRlpal46IiBSIiiSREjUf1yfXFgNdrUlFREQKRUWSSIn5DLg/R/wicK9FuYiISGGpSBIpEd8BdwGZjvhRXEfXFhGRsk5Fkkix+wn7o/5nHPGdwCw0FpKIiGextEhav3490dHRNGjQAJvNxvLlyy/bPjExEZvNluuze/dul3azZ88mLCwMPz8/QkJCGDduHOfOnXNpk5yczF/+8hfq1KlD1apVadOmDVu3bi3uXZQK51fsg0Ued8SdgHjsL68VERFPUtnKjaelpdG6dWuGDx9O//79C7zcnj17qFmzpjMODAx0Ti9dupSJEycyf/58OnXqxN69exk2bBgAL7/8MgC//fYbnTt3pnv37nz66acEBQXx448/UqtWrWLZL6mozgH9gOyi/VpgBeBnVUIiIlIElhZJUVFRREUV/q3nQUFBeRY0GzdupHPnzgwaNAiA0NBQBg4cyKZNm5xtnn/+eUJCQliwYIFzXmhoaKHzELkoCxiK/cW1AEHYx0KqY1lGIiJSNB7ZJykiIoLg4GAiIyNZu3aty3ddunRh69atzqLowIEDrFq1ij59+jjbrFixgnbt2nH33XcTFBREREQE8+bNK9V9kPLmr8AHjumq2EfTvtq6dEREpMgsvZJUWMHBwcydO5e2bduSnp7OkiVLiIyMJDExka5d7WPPDBgwgJMnT9KlSxeMMVy4cIExY8YwceJE53oOHDjAnDlzGD9+PH/729/YtGkTjz76KD4+PgwdOtTtttPT00lPT3fGqampJbuz4kFewd4xG+x9jz4A2lmXjoiIFAubMcZYnQSAzWZj2bJl9OvXr1DLRUdHY7PZWLFiBWDv3D1gwACmTZtG+/bt2b9/P2PHjmXUqFHExcUBUKVKFdq1a8eGDRuc63n00UfZvHkzGzdudLudqVOn8vTTT+ean5KS4tI/SiqaBOBu7K8eAZgLjLIuHRERuazU1FT8/f0L9PfbI2+35dShQwf27dvnjOPi4hgyZAgjR46kVatW3HHHHcyYMYOZM2eSlZUF2K9ItWzp+lqIFi1acPjw4Ty3M2nSJFJSUpyfpKSkktkh8SD/BQZzsUCKRQWSiEj54VG329zZtm0bwcHBzvjs2bNUquRa+3l5eWGMIfuiWefOndmzZ49Lm71799K4ceM8t+Pj44OPj08xZi6ebTdwO5B9C3Yo9ne0iYhIeWFpkXTmzBn279/vjA8ePMj27dsJCAigUaNGTJo0ieTkZBYvXgzYxz8KDQ0lPDycjIwM4uPjSUhIICEhwbmO6OhoZs2aRUREhPN2W1xcHLfffjteXvaxasaNG0enTp2YMWMG99xzD5s2bWLu3LnMnTu3dA+AeKjj2MdC+tUR3wrMQ4NFioiUL5YWSVu2bKF79+7OePx4+2sbYmJiWLhwIceOHXO5BZaRkcGECRNITk7Gz8+P8PBwVq5cSe/evZ1tYmNjsdlsxMbGkpycTGBgINHR0UyfPt3Z5k9/+hPLli1j0qRJPPPMMzRp0oTZs2czePDgUthr8WxnsI+m/ZMjbg38G6hiVUIiIlJCykzHbU9TmI5fUl5cwH6L7VNHHAJsBBpalpGIiBROheq4LVI6DDCGiwWSv2NaBZKISHmlIkmkQKYBbzmmqwDLgXDLshERkZKnIkkkXwuBp3LEi4CbLclERERKj4okkcv6HNexj/4ODLAoFxERKU0qkkTytB3oj73DNsDDwATLshERkdKlIknErUNAb+yP/AP0A2ajsZBERCoOFUkiufyGfbDIY464I/AO9pfXiohIRaEiScRFOvarRrsccTNgBeBnVUIiImIRFUkiTllADLDeEQdiHwuprmUZiYiIdVQkiTg9CbzvmK4KrASaWpeOiIhYSkWSCACvAi86pithL5b+ZF06IiJiORVJIiwDxuaIXwdusygXEREpK1QkSQW3ARiE/d1sAH8DHrAuHRERKTNUJEkFtgeIBs454iHY39EmIiKiIkkqrJ+xj4X0qyOOxP4CWw0WKSIidiqSpAJKw97n6KAjvh5IAKpYlpGIiJQ9KpKkgrkA3AtsccRXAasAf8syEhGRsklFklQgBngQ+/hHYC+MPgUaWpaRiIiUXSqSpAKZAcxzTHtjf/T/OuvSERGRMk1FklQQi4HYHPFCoLs1qYiIiEdQkSQVwBrgvhzxc9jHRhIREcmbiiQp574H+mPvsA32PklPWJeOiIh4DBVJUo4dBnoDpx1xX+AfaCwkEREpCBVJUk79jr1AOuqI2wPvAF5WJSQiIh5GRZKUQ+nAHcAOR3wN8DFQ1bKMRETE86hIknImCxgGJDriutjHQgq0KB8REfFUKpKknJkEvOeY9gM+wX4lSUREpHBUJEk58hrwd8d0JezFUnvr0hEREY+mIknKieXAIzni14DbrUlFRETKBRVJUg5sBAZifzcbwERgtHXpiIhIuaAiSTzcXiAaOOeIBwPTrUtHRETKDRVJ4sFOAFHAKUf8Z2A+Oq1FRKQ46K+JeKg04DbggCNuBXwIVLEsIxERKV8sLZLWr19PdHQ0DRo0wGazsXz58su2T0xMxGaz5frs3r3bpd3s2bMJCwvDz8+PkJAQxo0bx7lz55zfT506Ndc66tevXxK7KCXiAjAA2OyIGwKrAH/LMhIRkfKnspUbT0tLo3Xr1gwfPpz+/fsXeLk9e/ZQs2ZNZxwYeHGgwKVLlzJx4kTmz59Pp06d2Lt3L8OGDQPg5ZdfdrYLDw/niy++cMZeXnpdhWcwwMPYxz8CqIl9sMirLMtIRETKJ0uLpKioKKKiogq9XFBQELVq1XL73caNG+ncuTODBg0CIDQ0lIEDB7Jp0yaXdpUrV9bVI4/0HPCmY9obWIb9VpuIiEjx8sg+SREREQQHBxMZGcnatWtdvuvSpQtbt251FkUHDhxg1apV9OnTx6Xdvn37aNCgAU2aNGHAgAEcOHAAKevigb/liBdg76wtIiJS/Cy9klRYwcHBzJ07l7Zt25Kens6SJUuIjIwkMTGRrl27AjBgwABOnjxJly5dMMZw4cIFxowZw8SJE53rad++PYsXL+baa6/l559/Ztq0aXTq1IkdO3ZQp04dt9tOT08nPT3dGaemppbszsolvgRG5IhnYH/cX0REpGTYjDEm/2Ylz2azsWzZMvr161eo5aKjo7HZbKxYsQKwd+4eMGAA06ZNo3379uzfv5+xY8cyatQo4uLi3K4jLS2Npk2b8sQTTzB+/Hi3baZOncrTTz+da35KSopL/ygpCf8H3ARkF6ajgdcBm2UZiYiIZ0pNTcXf379Af7898nZbTh06dGDfvn3OOC4ujiFDhjBy5EhatWrFHXfcwYwZM5g5cyZZWVlu11GtWjVatWrlsp5LTZo0iZSUFOcnKSmp2PdF3EkCenOxQIoGXkUFkoiIlDSPut3mzrZt2wgODnbGZ8+epVIl19rPy8sLYwx5XTRLT09n165d3HTTTXlux8fHBx8fn+JJWgrod+wFUrIjvhF4l3Jw2oqIiAew9K/NmTNn2L9/vzM+ePAg27dvJyAggEaNGjFp0iSSk5NZvHgxYB//KDQ0lPDwcDIyMoiPjychIYGEhATnOqKjo5k1axYRERHO221xcXHcfvvtzsf8J0yYQHR0NI0aNeLEiRNMmzaN1NRUYmJiSvcAyGVkAHcC/3PETYGPgWqWZSQiIhWLpUXSli1b6N69uzPO7g8UExPDwoULOXbsGIcPH3Z+n5GRwYQJE0hOTsbPz4/w8HBWrlxJ7969nW1iY2Ox2WzExsaSnJxMYGAg0dHRTJ9+8X1eR44cYeDAgfzyyy8EBgbSoUMHvvnmGxo3blwKey35y8LeSTv7ycW62MdCCrIsIxERqXjKTMdtT1OYjl9SWJOwj4cE4Iu9WOpgXToiIlJuVKiO21LezOFigVQJeA8VSCIiYgUVSVKGrMD+ypFs/wD6WpSLiIhUdCqSpIz4FvtLa7OHaXgCeMi6dEREpMJTkSRlwH7gNuAPRzwQmGldOiIiIqhIEsudBHoBvzjim7G/k02npoiIWEt/icRCZ7GPoP2jIw4HlgEatFNERKynIkkskon9ttq3jrgB9rGQalmVkIiIiAsVSWIBAzyC/Wk2gBrAKiDEsoxEREQupSJJLPB37OMhgX3Q9w+B1talIyIi4oaKJCll7wATc8TzgVssykVERCRvKpKkFK0FhuWIpwFDrElFREQkHyqSpJT8APQDzjvi+4G/WZaNiIhIflQkSSk4AvQGUh1xH+A1wGZZRiIiIvlRkSQlLAV7UXTEEbcD3sfeYVtERKTsUpEkJSgD6A/8nyO+GvgEqGZZRiIiIgWlIklKiAHuA750xHWwDxZZz7KMRERECkNFkpSQWCDeMe2LfeDIa61LR0REpJBUJEkJeBOY4Zi2YR8bqZN16YiIiFwBFUlSzD4BHswR/wO4w6JcRERErpyKJClGm4B7gSxHPAF42Lp0REREikBFkhSTH4HbgLOO+F7geevSERERKSIVSVIMfgGigJOOuBuwCJ1eIiLiyfRXTIroLBAN7HPELYFlgI9lGYmIiBQHFUlSBJnAYOAbRxyMfSyk2pZlJCIiUlxUJMkVMsBYYLkjrg6sAhpZlZCIiEixUpEkV+hF7C+pBft72BKANpZlIyIiUtxUJMkVeA94Ikf8FtDDolxERERKhookKaREICZH/OwlsYiISPmgIkkKYQfQD8hwxCOByZZlIyIiUpJUJEkBHcU+FlKKI+4NzMH+bjYREZHyR0WSFEAq9qIoyRG3Bd7H3mFbRESkfFKRJPnIAPoD3zviJsBK7I/8i4iIlF8qkuQyDDAK+MIRB2AfLLKeZRmJiIiUFkuLpPXr1xMdHU2DBg2w2WwsX778su0TExOx2Wy5Prt373ZpN3v2bMLCwvDz8yMkJIRx48Zx7tw5t+ucOXMmNpuNxx57rJj2qjx5CljsmPYBVgBh1qUjIiJSiiztVJKWlkbr1q0ZPnw4/fv3L/Bye/bsoWbNms44MDDQOb106VImTpzI/Pnz6dSpE3v37mXYsGEAvPzyyy7r2bx5M3PnzuX6668v2o6US/OAaY5pG7AU6GxdOiIiIqXM0iIpKiqKqKioQi8XFBRErVq13H63ceNGOnfuzKBBgwAIDQ1l4MCBbNq0yaXdmTNnGDx4MPPmzWPatGnuVlWBrQTG5IhnY++XJCIiUnF4ZJ+kiIgIgoODiYyMZO3atS7fdenSha1btzqLogMHDrBq1Sr69Onj0u6hhx6iT58+3HLLLQXaZnp6OqmpqS6f8mkLcA/2l9cCjAcetS4dERERi3jUM9zBwcHMnTuXtm3bkp6ezpIlS4iMjCQxMZGuXbsCMGDAAE6ePEmXLl0wxnDhwgXGjBnDxIkTnet57733+O6779i8eXOBtz1z5kyefvrpYt+nsuUA0Ac464jvAV6wLh0RERELeVSRFBYWRljYxY7DHTt2JCkpiRdffNFZJCUmJjJ9+nRef/112rdvz/79+xk7dizBwcHExcWRlJTE2LFj+fzzz/H19S3wtidNmsT48eOdcWpqKiEhIcW3c5Y7hX2wyBOO+CZgER56sVFERKTIPKpIcqdDhw7Ex8c747i4OIYMGcLIkSMBaNWqFWlpadx///1MnjyZrVu3cuLECdq2betcJjMzk/Xr1/PPf/6T9PR0vLy8cm3Hx8cHHx+fkt8hS/wB3A7sdcQtgOVAwYtIERGR8sbji6Rt27YRHBzsjM+ePUulSq5XP7y8vDDGYIwhMjKSH374weX74cOH07x5c5588km3BVL5lgkMBjY44vrYx0IKsCwjERGRssDSIunMmTPs37/fGR88eJDt27cTEBBAo0aNmDRpEsnJySxebB+rZ/bs2YSGhhIeHk5GRgbx8fEkJCSQkJDgXEd0dDSzZs0iIiLCebstLi6O22+/HS8vL2rUqMF1113nkke1atWoU6dOrvnlnwHGAcsccXVgFdDYsoxERETKCkuLpC1bttC9e3dnnN3nJyYmhoULF3Ls2DEOHz7s/D4jI4MJEyaQnJyMn58f4eHhrFy5kt69ezvbxMbGYrPZiI2NJTk5mcDAQKKjo5k+fXrp7ZjHmAW86pj2Av4NRFiXjoiISBliM8YYq5PwRKmpqfj7+5OSkuIysKXneB8YkCOeDwy3KBcREZHSUZi/33p0qUJaDwzNET+NCiQRERFXKpIqnJ1AXyDDEd8HxFmXjoiISBmlIqlCOYp9LKTfHXEvYA72d7OJiIhITiqSKozT2EfTzu4IfwPwAeBtWUYiIiJlmYqkCuE8cBew3RGHYn+JbXWL8hERESn7VCSVewa4H/jcEdfGPlhkfcsyEhER8QQqksq9qcBCx7QPsAJoblUyIiIiHkNFUrn2NvCMY9oGxANdrEtHRETEg6hIKrc+BR7IEc/C3i9JRERECkJFUrm0Fbgb+8trwf5+tscsy0ZERMQTqUgqdw5if9Q/zRHfBbxoXToiIiIeSkVSuXIK+2CRPzviLsAS9GMWEREpPP31LDfOYX/dyB5H3Bz4CPC1LCMRERFPpiKpXMgC/gL81xHXx95xO8CyjERERDydiqRy4XEgwTFdDfto2qGWZSMiIlIeqEjyeC8Dsx3TXtjfx3aDZdmIiIiUFyqSPNoH2K8iZXsTe8dtERERKSoVSR7rK2AI9nezAUwB7rMuHRERkXJGRZJH2oX9SbZ0Rzwce5EkIiIixUVFksc5hv2W2m+OuAf222w2yzISEREpj1QkeZTTwG3AIUfcBvg34G1VQiIiIuVWZasTkEvlvCJkckyfB+4BvnPEjYBVQI1SyktERKRi0ZWkMu1Bx38NMBpY7YhrOaaDLchJRESkYlCRVKbNcfz3GWC+Y7oKsAJoYUlGIiIiFYWKpDJvATA1R7wEuMmaVERERCoQFUll3qgc0y9h75ckIiIiJU1FUpmX6fjvWGCclYmIiIhUKCqSPMKd2K8iaSwkERGR0qIiqczrBMRjf3mtiIiIlBYVSWXeCsDP6iREREQqHBVJZdp/gDpWJyEiIlIhqUgqc/7r+O/V2G+1iYiIiBX0WpIypxOuryMRERERK1h6JWn9+vVER0fToEEDbDYby5cvv2z7xMREbDZbrs/u3btd2s2ePZuwsDD8/PwICQlh3LhxnDt3zvn9nDlzuP7666lZsyY1a9akY8eOfPrppyWxiyIiIuKhLL2SlJaWRuvWrRk+fDj9+/cv8HJ79uyhZs2azjgwMNA5vXTpUiZOnMj8+fPp1KkTe/fuZdiwYQC8/PLLAFx11VU899xzXHPNNQAsWrSIvn37sm3bNsLDw4thz0RERMTTWVokRUVFERUVVejlgoKCqFWrltvvNm7cSOfOnRk0aBAAoaGhDBw4kE2bNjnbREdHuywzffp05syZwzfffKMiSURERAAP7bgdERFBcHAwkZGRrF271uW7Ll26sHXrVmdRdODAAVatWkWfPn3criszM5P33nuPtLQ0OnbsmOc209PTSU1NdfmIiIhI+eVRHbeDg4OZO3cubdu2JT09nSVLlhAZGUliYiJdu3YFYMCAAZw8eZIuXbpgjOHChQuMGTOGiRMnuqzrhx9+oGPHjpw7d47q1auzbNkyWrZsmee2Z86cydNPP12i+yciIiJlh80YUyYepbLZbCxbtox+/foVarno6GhsNhsrVqwA7J27BwwYwLRp02jfvj379+9n7NixjBo1iri4OOdyGRkZHD58mN9//52EhATeeust1q1bl2ehlJ6eTnp6ujNOTU0lJCSElJQUl/5RIiIiUnalpqbi7+9foL/fHnUlyZ0OHToQHx/vjOPi4hgyZAgjR44EoFWrVqSlpXH//fczefJkKlWy32GsUqWKs+N2u3bt2Lx5M6+88gpvvvmm2+34+Pjg4+NTwnsjIiIiZYVH9knKadu2bQQHBzvjs2fPOguhbF5eXhhjuNxFM2OMy5UiERERqdgsvZJ05swZ9u/f74wPHjzI9u3bCQgIoFGjRkyaNInk5GQWL14M2Mc/Cg0NJTw8nIyMDOLj40lISCAhIcG5jujoaGbNmkVERITzdltcXBy33347Xl72l8T+7W9/IyoqipCQEE6fPs17771HYmIiq1evLt0DICIiImWWpUXSli1b6N69uzMeP348ADExMSxcuJBjx45x+PBh5/cZGRlMmDCB5ORk/Pz8CA8PZ+XKlfTu3dvZJjY2FpvNRmxsLMnJyQQGBhIdHc306dOdbX7++WeGDBnCsWPH8Pf35/rrr2f16tXceuutpbDXIiIi4gnKTMdtT1OYjl8iIiJSNhTm77fH90kSERERKQkqkkRERETc8PghAKySfZdSI2+LiIh4juy/2wXpbaQi6QqdPn0agJCQEIszERERkcI6ffo0/v7+l22jjttXKCsri6NHj1KjRg1sNpvV6RRI9ijhSUlJ6myOjseldDwu0rFwpeNxkY6FK088HsYYTp8+TYMGDXKNq3gpXUm6QpUqVeKqq66yOo0rUrNmTY85mUuDjocrHY+LdCxc6XhcpGPhytOOR35XkLKp47aIiIiIGyqSRERERNxQkVSB+Pj4MGXKFL2o10HHw5WOx0U6Fq50PC7SsXBV3o+HOm6LiIiIuKErSSIiIiJuqEgSERERcUNFkoiIiIgbKpJERERE3FCRVIa9/vrrNGnSBF9fX9q2bctXX3112fbr1q2jbdu2+Pr6cvXVV/PGG2/kapOQkEDLli3x8fGhZcuWLFu2LM/1zZw5E5vNxmOPPeYy3xjD1KlTadCgAX5+ftx8883s2LHjivaxoMrqsRg2bBg2m83l06FDhyvax8Kw4nhMnTo1177Wr1/fpY0V5waU3eNhxflh1b+V5ORk/vKXv1CnTh2qVq1KmzZt2Lp1q/P7inRuQP7HoyL97ggNDc21rzabjYceesjZxqrzI19GyqT33nvPeHt7m3nz5pmdO3easWPHmmrVqplDhw65bX/gwAFTtWpVM3bsWLNz504zb9484+3tbf79738722zYsMF4eXmZGTNmmF27dpkZM2aYypUrm2+++SbX+jZt2mRCQ0PN9ddfb8aOHevy3XPPPWdq1KhhEhISzA8//GDuvfdeExwcbFJTU4v1GGQry8ciJibG9OrVyxw7dsz5OXXqVLHu/6WsOh5Tpkwx4eHhLvt64sQJl22V9rlhTNk+HqV9flh1LH799VfTuHFjM2zYMPPtt9+agwcPmi+++MLs37/f2aYinRsFOR4V6XfHiRMnXPZzzZo1BjBr1651trHi/CgIFUll1I033mhGjx7tMq958+Zm4sSJbts/8cQTpnnz5i7zHnjgAdOhQwdnfM8995hevXq5tOnZs6cZMGCAy7zTp0+bZs2amTVr1phu3bq5FAZZWVmmfv365rnnnnPOO3funPH39zdvvPFGofaxoMrqsTDG/ouub9++hdyjorHqeEyZMsW0bt06z7ysODeMKbvHw5jSPz+sOhZPPvmk6dKlS555VbRzI7/jYUzF+t1xqbFjx5qmTZuarKwsY4x150dB6HZbGZSRkcHWrVvp0aOHy/wePXqwYcMGt8ts3LgxV/uePXuyZcsWzp8/f9k2l67zoYceok+fPtxyyy25tnPw4EGOHz/ush4fHx+6deuWZ25FUZaPRbbExESCgoK49tprGTVqFCdOnCjw/hWW1cdj3759NGjQgCZNmjBgwAAOHDjg/K60zw0o28cjW2mdH1YeixUrVtCuXTvuvvtugoKCiIiIYN68ec7vK9q5kd/xyFaRfnfkzCM+Pp4RI0Y4Xw5vxflRUCqSyqBffvmFzMxM6tWr5zK/Xr16HD9+3O0yx48fd9v+woUL/PLLL5dtk3Od7733Ht999x0zZ87MczvZyxU0t6Ioy8cCICoqiqVLl/Kf//yHl156ic2bN/PnP/+Z9PT0Qu1nQVl5PNq3b8/ixYv57LPPmDdvHsePH6dTp06cOnXKuY7s5QqaW1GV5eMBpXt+WHksDhw4wJw5c2jWrBmfffYZo0eP5tFHH2Xx4sXOdWQvV9DciqosHw+oWL87clq+fDm///47w4YNc9lO9nIFXU9pqWzp1uWysqvsbMaYXPPya3/p/MutMykpibFjx/L555/j6+tbrLkVVVk9Fvfee69z+rrrrqNdu3Y0btyYlStXcuedd+azV1eutI8H2H+pZ2vVqhUdO3akadOmLFq0iPHjx19xbsWhrB4PK84PK45FVlYW7dq1Y8aMGQBERESwY8cO5syZw9ChQ684t+JQVo9HRfrdkdPbb79NVFQUDRo0KHJupUFXksqgunXr4uXllauCPnHiRK5KO1v9+vXdtq9cuTJ16tS5bJvsdW7dupUTJ07Qtm1bKleuTOXKlVm3bh3/+Mc/qFy5MpmZmc6ndwqTW1GU5WPhTnBwMI0bN2bfvn1XtL/5sep4uFOtWjVatWrl3NfSPjegbB8Pd0ry/LDyWAQHB9OyZUuXNi1atODw4cPOdUDFOTfyOx7uVITfHYcOHeKLL75g5MiRubYDpXt+FJSKpDKoSpUqtG3bljVr1rjMX7NmDZ06dXK7TMeOHXO1//zzz2nXrh3e3t6XbZO9zsjISH744Qe2b9/u/LRr147Bgwezfft2vLy8aNKkCfXr13dZT0ZGBuvWrcszt6Ioy8fCnVOnTpGUlERwcPAV7W9+rDoe7qSnp7Nr1y7nvpb2uQFl+3i4U5Lnh5XHonPnzuzZs8elzd69e2ncuDFQ8c6N/I6HOxXhd8eCBQsICgqiT58+LvOtOD8KrNS6iEuhZD+q+fbbb5udO3eaxx57zFSrVs389NNPxhhjJk6caIYMGeJsn/2o5rhx48zOnTvN22+/netRzf/+97/Gy8vLPPfcc2bXrl3mueeey/Ox92zunuh67rnnjL+/v/nwww/NDz/8YAYOHFgqQwCUtWNx+vRp8/jjj5sNGzaYgwcPmrVr15qOHTuahg0blspjzaV9PB5//HGTmJhoDhw4YL755htz2223mRo1aji3a0zpnxtl+XhYcX5YdSw2bdpkKleubKZPn2727dtnli5daqpWrWri4+OdbSrSuZHf8ahovzuMMSYzM9M0atTIPPnkk25zs+L8KAgVSWXYa6+9Zho3bmyqVKlibrjhBrNu3TrndzExMaZbt24u7RMTE01ERISpUqWKCQ0NNXPmzMm1zg8++MCEhYUZb29v07x5c5OQkHDZHNwVSVlZWWbKlCmmfv36xsfHx3Tt2tX88MMPV7yfBVEWj8XZs2dNjx49TGBgoPH29jaNGjUyMTEx5vDhw0Xa14Kw4nhkj1vi7e1tGjRoYO68806zY8cOlzZWnBvGlM3jYdX5YdW/lY8//thcd911xsfHxzRv3tzMnTvX5fuKdG4Yc/njUdF+dxhjzGeffWYAs2fPHrd5WXV+5MdmjKMXloiIiIg4qU+SiIiIiBsqkkRERETcUJEkIiIi4oaKJBERERE3VCSJiIiIuKEiSURERMQNFUkiIiIibqhIEhERERc333wzNpvN5TNgwIB8l3v99ddp0qQJvr6+tG3blq+++srl+0vXmf154YUXAPj111955JFHCAsLo2rVqjRq1IhHH32UlJSUQuW/Y8cO+vfvT2hoKDabjdmzZxdq+WwqkkREgMzMTDp16kT//v1d5qekpBASEkJsbKxFmYmUjJtvvpmFCxfm+f2oUaM4duyY8/Pmm29edn3vv/8+jz32GJMnT2bbtm3cdNNNREVFubzYN+f6jh07xvz587HZbM5/d0ePHuXo0aO8+OKL/PDDDyxcuJDVq1dz3333FWrfzp49y9VXX81zzz3nfIHuFbF6yG8RkbJi7969ud45NmTIEHP99deb9PR0CzMTKX7dunUzCxYsyPO7S19JlZ8bb7zRjB492mVe8+bNzcSJE/Ncpm/fvubPf/7zZdf7r3/9y1SpUsWcP3/eOe/IkSPmnnvuMbVq1TIBAQHm9ttvNwcPHnS7fOPGjc3LL79c4P3ISVeSREQcmjVrxsyZM3nkkUc4evQoH330Ee+99x6LFi2iSpUqVqcnUqqWLl1K3bp1CQ8PZ8KECZw+fTrPthkZGWzdupUePXq4zO/RowcbNmxwu8zPP//MypUr871KlJKSQs2aNalcuTJgv0rUvXt3qlevzvr16/n666+pXr06vXr1IiMjo5B7eXmVi3VtIiIe7pFHHmHZsmUMHTqUH374gaeeeoo2bdpYnZZIqRo8eDBNmjShfv36/O9//2PSpEl8//33rFmzxm37X375hczMTOrVq+cyv169ehw/ftztMosWLaJGjRrceeedeeZx6tQpnn32WR544AHnvPfee49KlSrx1ltvYbPZAFiwYAG1atUiMTExV6FWFCqSRERysNlszJkzhxYtWtCqVSsmTpxodUoixWLGjBnMmDHDGf/xxx988803PPzww855n376KTfddBOjRo1yzrvuuuto1qwZ7dq147vvvuOGG27IcxvZRUs2Y0yuednmz5/P4MGD8fX1dft9amoqffr0oWXLlkyZMsU5f+vWrezfv58aNWq4tD937hw//vhjnrldCRVJIiKXmD9/PlWrVuXgwYMcOXKE0NBQq1MSKbLRo0dzzz33OOPBgwfTv39/lys5DRs2dLvsDTfcgLe3N/v27XNbJNWtWxcvL69cV41OnDiR6+oSwFdffcWePXt4//333W7v9OnT9OrVi+rVq7Ns2TK8vb2d32VlZdG2bVuWLl2aa7nAwEC367tSKpJERHLYuHEjL7/8Mp9++il///vfue+++/jiiy/y/L9hEU8REBBAQECAM/bz8yMoKIhrrrkm32V37NjB+fPnCQ4Odvt9lSpVaNu2LWvWrOGOO+5wzl+zZg19+/bN1f7tt9+mbdu2tG7dOtd3qamp9OzZEx8fH1asWJHrStMNN9zA+++/T1BQEDVr1sw396JQx20REYc//viDmJgYHnjgAW655RbeeustNm/enO+jzyLlyY8//sgzzzzDli1b+Omnn1i1ahV33303ERERdO7c2dkuMjKSf/7zn854/PjxvPXWW8yfP59du3Yxbtw4Dh8+zOjRo13Wn5qaygcffMDIkSNzbfv06dP06NGDtLQ03n77bVJTUzl+/DjHjx8nMzMTsF8Bq1u3Ln379uWrr77i4MGDrFu3jrFjx3LkyBHA3pF8+/btbN++nYyMDJKTk9m+fTv79+8v3MG4omfiRETKoUcffdQ0bdrUnDlzxjlv7ty5pnr16nk+XiziqfIaAuDw4cOma9euJiAgwFSpUsU0bdrUPProo+bUqVMu7Ro3bmymTJniMu+1114zjRs3NlWqVDE33HCDWbduXa71v/nmm8bPz8/8/vvvub5bu3atAdx+cv4bPHbsmBk6dKipW7eu8fHxMVdffbUZNWqUSUlJMcYYc/DgQbfr6NatW6GOkc0YYwpXVomIlD/r1q0jMjKSxMREunTp4vJdz549uXDhgm67iVQwKpJERERE3FCfJBERERE3VCSJiIiIuKEiSURERMQNFUkiIiIibqhIEhEREXFDRZKIiIiIGyqSRERERNxQkSQiIiLihookERERETdUJImIiIi4oSJJRERExA0VSSIiIiJu/D8/rp6bjrZhpgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MELODIE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LOIRA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANTONIO MARIA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CUCA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE ANDRE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANNE ANTOINE 2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE RESSAC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V R0NSARD\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE CROTELLOIS\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V YANNICK\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BRESSAY-BANK PAIR TR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT GEORGES\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE STIFF\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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LHef+/PNPVq9ezaeffkq/fv3SL9+yZUuBjMuTo0ePMnnyZIYOHcrgwYPTz6ekpHDo0CGPt8nud6jCU1jO1GSnf//+LFiwgAkTJrBmzRp69epFp06d2Lx5c57vc/PmzZQvX56qVaty44035itLv3bt2iQlJTF69GjOnj3L6dOnGT16NPXq1cvyDdbVyZMnGTt2LFWrVk0PjEqWLEndunX57LPPOHnyJOfPn+fDDz+kTJkyNG7cGJDaIxdeeGF6QAOydTYlJYUVK1YA0KRJEyIjIxk7diypqakcPXqUzz//nA4dOlgS0HjjCAAyvuB/+OGH2d62Y8eOREVF8ffff3v81NykSRMAatWqRfXq1RkzZgwpKSle788xhoyfSB1LSV988YXb+WXLlrFhw4b0gCMnbrvtNgoVKkTv3r3ZuHEj9957b45uV65cOS644AK+//57VqxYkR7UtG/fnv/++4/XXnuNhIQELrnkkizvx9tzzK+DBw9mWv50cCyvuv69AowfP97teOHChfz777/pH1xatWpFsWLFWL9+vdffb6FChYiPj6dt27b88ccf1K9f3+P1HIFp27ZtWbduHatXr3Z77C+//NIXP4ZMunbtijGGXbt2eRzXRRddBOTu/0FB/Q5tNhvGmExj+OSTT9xmkl1l9ztU4SksZ2qy8vfff/PVV1+xc+fO9BfCRx55hKlTpzJ27FhGjBiR6/ts1qwZn332GbVq1WLfvn0MHz6cli1bsm7dOo9T7tkpWrQos2fPpkePHjz//POAvHlOmzaNqKisf6Xvvfcejz32GCdPnqROnTrMmDEjfSrYsU2yR48eFC1alIiICMqUKcPUqVPTC23t3buXMmXKuN1n8eLFKVSoUPonp+TkZKZPn06vXr0YNGgQqamptGjRgilTpuT6uRakli1bUrx4ce68806GDh1KdHQ048ePz/Sm40lycjLPPfccTz31FFu3bqVTp04UL16cffv2sXTpUgoXLsyzzz4LyLbobt260bx5cx588EEqV67M9u3bmTZtWvoLs+MN5s0336Rfv35ER0dTu3ZtateuzR133MHbb79NREQEnTt35p9//uHpp5+mUqVKPPjggzl+vsWKFaNv3768//77VKlShW7duuX4tu3atePtt98mLi6OVq1aATIDUbVqVaZPn0737t2z/dtzVAz+6KOPKFq0KLGxsVStWjVP/wdc/f7779x///307t2bli1bUrJkSfbv389XX33F1KlT6du3b6ZZruXLl3PbbbfRq1cvduzYwVNPPUWFChW4++67AShSpAhvv/02/fr149ChQ1x33XWULl2a//77j9WrV/Pff//x/vvvA/I7u/TSS2ndujV33XUXycnJHD9+nC1btjBp0qT0QpAPPPAAY8aMoUuXLgwfPpwyZcowfvz4THltvtKqVSvuuOMO+vfvz/Lly7nssssoXLgwe/bsYf78+Vx00UXcdddd1KlTh+rVqzN48GCMMZQoUYJJkyal50u58vZ3WrRo0XyNNSEhgcsuu4yXX36ZpKQkkpOTmTNnDqNHj/Za5C+736EKU1ZmKQcCwPzwww/px998840BTOHChd2+oqKi0ne0bNu2LdtdCPfcc4/Xxzxx4oQpU6aM266Efv36ZXufjm2Np06dMk2bNjV9+/Y1S5cuNYsWLTI9e/Y09erVc9si6cmRI0fMpk2bzJw5c0y3bt3MxRdfnL4rJy0tzXTv3t107tzZzJ8/36xYscLcddddpkKFCunbZG+//XbToUOHTPcbHR1tvvrqK2OMMXv27DE1a9Y0jz76qFm5cqWZM2eOadOmjWnXrp1JS0vLwW8l77ztfqpXr57H6y9cuNC0aNHCxMfHm1KlSpnbbrvNrFy50gBm7Nix6dfztKXbGNnF0bZtW5OQkGBiYmJMlSpVzHXXXee25dcY2YnSuXNnk5iYaGJiYkz16tXNgw8+6HadJ554wpQvX95ERES47YZJTU01o0aNMrVq1TLR0dEmKSnJ3HLLLWbHjh05fp4Os2fPNoB58cUXs7xeRj/99JMBTPv27d3O33777QYwb731VqbbkGH3kzHGvPHGG6Zq1aomMjLS7Wfsbez9+vXLtE05ox07dpghQ4aYVq1ambJly5qoqChTtGhR06xZM/P222+b8+fPp1/XsXNm+vTppk+fPqZYsWImLi7OXHXVVWbz5s2Z7nvOnDmmS5cupkSJEiY6OtpUqFDBdOnSxXz77bdu19u2bZsZMGCAqVChgomOjjalSpUyLVu2zLQTZ/369aZ9+/YmNjbWlChRwgwcODD9Z5vT3U/Lli3zeHmXLl08/qzGjBljmjVrZgoXLmzi4uJM9erVTd++fc3y5cszjato0aKmePHiplevXmb79u0ef4fe/k6rVKliunTpkunxPb0eOl5DX3755fRzO3fuND179jTFixc3RYsWNZ06dTJ//vmnqVKliunXr1+mn0NOf4cqvGhQkyGomTBhgomMjDR//fWX2bx5s9vXnj17jDHGnD171mzYsCHLL9caEJ5ceeWV5s4770w/3r17d7b36Xhx/uSTT0zp0qVNampq+u1TUlJMfHx8emCRE47bOGqQzJw500RERGTamlqjRg0zcuRIY4wxTz/9tKlfv77b5YcOHTKAmTVrljHGmCFDhpjGjRu7XWfHjh0GMIsWLcrx+ALJAw88YEqWLGn1MPLtoYceMnFxcebAgQNWD8US2QUGKvDp71BlRZefMmjUqBGpqans37+f1q1be7xOdHQ0derUyfNjpKSksGHDBrf7L1eunNedKxmdOnWKiIgIt6RQx3FuS8IbY9JzPRwVZ10rsDqOHffbokULXnjhBfbs2ZM+3unTpxMTE5Oed3Pq1CkiIyPd7sNxHGwl6/fv38+iRYuYOHEiLVq0sHo4ebZ48WI2bdrEe++9x6BBg/K95KOUUoEoLBOFT5w4wapVq9Lrumzbto1Vq1axfft2atWqRe/evenbty8TJ05k27ZtLFu2jFGjRuU5J+SRRx5hzpw5bNu2jSVLlnDddddx7Ngxt50GudG+fXsOHz7MPffcw4YNG1i3bh39+/cnKiqKtm3bArBr1y7q1KnD0qVLAdlmPXLkSFasWMH27dtZtGgR119/PXFxcelbT1u0aEHx4sXp168fq1evZtOmTTz66KNs27aNLl26ANChQwcuuOAC+vTpwx9//MFvv/3GI488wu23305CQgIg28KXLVvGc889x+bNm1m5ciX9+/enSpUqNGrUKE/P2SpTpkyhd+/e1KxZkzfffNPq4eRZixYtuOuuu+jatSvDhw+3ejhKKVUwrJ4qssLvv//uMWfFsW579uxZ88wzz5jk5GQTHR1typYta6655hqzZs2aPD3eDTfcYMqVK2eio6NN+fLlzbXXXutWRj8vpk+fblq1amUSExNN8eLFzRVXXOG2tONYs3asd+/atct07tzZlC5d2kRHR5uKFSuam2++2fz1119u97ts2TLToUMHU6JECVO0aFHTvHlzt9L3xhjz77//mi5dupi4uDhTokQJc++995ozZ864Xeerr74yjRo1MoULFzalSpUy3bt3Nxs2bMjXc1ZKKaWyYjPGGCuDKqWUUkopXwjL5SellFJKhR4NapRSSikVEsJq91NaWhq7d++maNGiXsvJK6WUUiqwGGM4fvw45cuXz7RD11VYBTW7d+9ObwmglFJKqeCyY8eOLBsEh1VQ4yjlvWPHjvTtx0oppZQKbMeOHaNSpUrZtuQIq6DGseSUkJCgQY1SSikVZLJLHdFEYaWUUkqFBA1qlFJKKRUSNKhRSimlVEgIq5yanEpNTeXcuXNWD0NZLDo6OlNjTqWUUoFLgxoXxhj27t3LkSNHrB6KChDFihWjbNmyWtdIKaWCgAY1LhwBTenSpYmPj9c3sjBmjOHUqVPs378fgHLlylk8IqWUUtnRoMYuNTU1PaApWbKk1cNRASAuLg6A/fv3U7p0aV2KUkqpAKeJwnaOHJr4+HiLR6ICiePvQXOslFIq8GlQk4EuOSlX+veglFLBQ4MapZRSSoUEDWpUgfnnn3+w2WysWrXK6qEopZQKAxrUBLn9+/czaNAgKleuTExMDGXLlqVjx44sWrTI6qEFpMOHD9OnTx8SExNJTEykT58+uoVfKaVChO5+CnI9e/bk3LlzjBs3jmrVqrFv3z5+++03Dh06ZPXQcmTnzp1UqFDBb7krN998Mzt37mTq1KkA3HHHHfTp04dJkyb55fFz5STwHZAMXAro5iulVCD7A1gL3AREWzMEnakJYkeOHGH+/PmMGjWKtm3bUqVKFZo2bcoTTzxBly5d0q9ns9l4//336dy5M3FxcVStWpVvv/3W7b527drFDTfcQPHixSlZsiQ9evTgn3/+cbvO2LFjqVu3LrGxsdSpU4f33nvP7fKlS5fSqFEjYmNjadKkCX/88Ue2z+Hpp5+mWrVqDB06lK1bt+b9h5EDGzZsYOrUqXzyySe0aNGCFi1a8PHHHzN58mQ2btxYoI+dJw8DtwKXA5WBB4ElgLFuSEop5dGnQBOgH/CadcPQoCaIFSlShCJFivDjjz+SkpKS5XWffvppevbsyerVq7nlllu46aab2LBhAwCnTp2ibdu2FClShLlz5zJ//nyKFClCp06dOHv2LAAff/wxTz31FC+88AIbNmxgxIgRPP3004wbNw6AkydP0rVrV2rXrs2KFSsYNmwYjzzySLbP4a233uLpp59mzpw51KxZk8suu4zRo0dz/PjxLJ+zt6/OnTt7faxFixaRmJhIs2bN0s81b96cxMREFi5cmO1Y/a64y/e7gTeA5kA14AlgNRrgKKWs9zrQH0izHx+1cCwmjBw9etQA5ujRo5kuO336tFm/fr05ffq082RjY0wFC74a5/w5fffdd6Z48eImNjbWtGzZ0jzxxBNm9erVbtcBzJ133ul2rlmzZuauu+4yxhgzevRoU7t2bZOWlpZ+eUpKiomLizPTpk0zxhhTqVIl8+WXX7rdx/PPP29atGhhjDHmww8/NCVKlDAnT55Mv/z99983gPnjjz9y9Fz++ecf8/zzz5tatWqZ+Ph407t3bzN9+nS3cW3evDnLr507d3q9/xdeeMHUrFkz0/maNWuaESNGeLyNx78Lf0kxxjxpjIkwxuDlq44xZpgx5i//D08pFebSjDFPmcyvSz/4/qGyev92pTk1WdkL7LJ6EFnr2bMnXbp0Yd68eSxatIipU6fy0ksv8cknn3DrrbemX69FixZut2vRokX6rqQVK1awZcsWihYt6nadM2fO8Pfff/Pff/+xY8cOBg4cyO23355++fnz50lMTARkaadBgwZuxQszPmZ2qlSpwpAhQxgyZAjjxo3j3nvvZfz48Rw+fJhixYoBUKNGjVzdZ0aecneMMYFZj6YQ8ALQFegLbPFwnb+AYfavhsCNwA1IHo5SShWUNOBe4H0PlzXzcM5PNKjJStngeNzY2Fjat29P+/bteeaZZ7jtttsYOnSoW1DjieONPC0tjcaNGzN+/PhM1ylVqhRnzpwBZAnKdekGSG8dYEz+10EOHDjAhAkT+Oyzz1i1ahWdO3emX79+6YETyPJTVlq3bs2vv/7q8bKyZcuyb9++TOf/++8/ypQpk7/BF6QWwCrgUTy/gDissn8Ntt/mRqAXoG2rlFK+dBbJnZng4bLKWPqao0FNVpZbPYC8ueCCC/jxxx/dzi1evJi+ffu6HTdq1AiAiy++mK+//prSpUuTkJCQ6f4SExOpUKECW7dupXfv3l4f8/PPP+f06dPpPZMWL16c7VhTUlKYNGkSn332GVOnTqVevXr069ePX375hVKlSmW6fnY1bxyP7UmLFi04evQoS5cupWnTpgAsWbKEo0eP0rJly2zHaqnCwHtAD2AAkmPjqjrwt8vxIvvXA0ii8Y1AT0Dbmiml8uMUcB3g+OwYiWxqeMl+bOEsDaA5NQ6W5k7k0YEDB0zbtm3N559/blavXm22bt1qvvnmG1OmTBkzYMCA9OsBJikpyYwePdps3LjRPPPMMyYiIsKsW7fOGGPMyZMnTc2aNc3ll19u5s6da7Zu3Wpmz55t7rvvPrNjxw5jjDEff/yxiYuLM2+88YbZuHGjWbNmjRkzZox59dVXjTHGHD9+3CQlJZmbbrrJrFu3zvzyyy+mRo0a2ebUDBgwwJQpU8Y8+OCDmXKBCkKnTp1M/fr1zaJFi8yiRYvMRRddZLp27er1+gH5d3HIGHOzcV/DLmuMedsYM8IYU994zr+JMsZ0NsaMM8ZkvSytlFKZHTbGtDLO15RYY8wkY8xHLudeKZiHzmlOjQY1dgH55pWNM2fOmMGDB5uLL77YJCYmmvj4eFO7dm0zZMgQc+rUqfTrAebdd9817du3NzExMaZKlSrmq6++cruvPXv2mL59+5qkpCQTExNjqlWrZm6//Xa3n9X48eNNw4YNTaFChUzx4sXNZZddZiZOnJh++aJFi0yDBg1MoUKFTMOGDc3333+fbVCzefNmc+7cOd/9ULJx8OBB07t3b1O0aFFTtGhR07t3b3P48GGv1w/ov4uvjTEljHvgcocx5rgxZp0x5mljTE3jOcCJMcZcY7+PkxnvWCmlMthjjGlgnK8hCcaYOfbLBrqcn1cwD5/ToMZmjA+SIYLEsWPHSExM5OjRo5mWWc6cOcO2bduoWrUqsbGxFo2wYNhsNn744Qeuvvpqq4cSdAL+72I3cBvOqWCQLd/jkIJ9BimINcH+tcPDfRRGlrVuBDoAMQU4XqVU8NkGtMe5xF0KmAY0sh9fCKxDElqOAvEZ7yD/snr/dqV1apQKZuWBX4APkeAEYCtwGfA4ktB3MbLe/Q+wAPgf4JoXfRL4EuiOJKkPBGYA5wt89EqpQLcO+YDkCGgqA/NxBjTHgPX27+tTIAFNbmhQo1SwswF3IMX4WtnPGSSQucR+HuR/e0vgLaRUwW/A7bgX+TsCjEFmbMoD9wDzcBbVUkqFjyXIByTHxoQ6SEBTy+U6y3EWAbU6SRgNasKCMUaXnsJBdWAOMAqpcQPSh+US4EUg1eW6kcAVwEdIPabJwC2A6475/5AdV5chn84eBpahVYyVCgczgXaAo41gE+QDTqUM13Pd5KpBjVLKpyKBx5Dgo7793DmkrcJleC7gVwjoAnwO7EeaaF4HuKYQ7UL6uTQFagBPIQGTUir0fI+8Jpy0H7cFZgFJHq67xOX75gU8rhzQoCaDMMqbVjkQtH8P9YGlSDDj+F++EGgAfID32ZY4pJ7Nt0iA8wVS0di14+5WYIT9MS4EhgObfTt8pZRFRgPXI/l4IJsIpgBFPVzX4AxqigE1C3pw2dOgxi46Wl61T506ZfFIVCBx/D04/j6CSgwSfMxFlqZACmfdBXQm+xYgRYHewCRkieoT4ErcXzXWAU8ja+xNgFeA7b4ZvlLKz15GdlM6cuhuRWZuvW383A44irQ3JSAiCq0obBcZGUmxYsXYv38/APHx8YHZD0j5hTGGU6dOsX//fooVK5beDiIotcLZZuED+7lpwEVIzsyNObiPEsiuqIFIgPMdskV8gct1Vti/HrU/pqNNQwB3oFBKITMuTyK5dw4PIh9SsgpUAiyfBkDr1LgwxrB3716OHDni/8GpgFSsWDHKli0bOgHur0hgssfl3A1IcFMiD/e3HfgGCXBWeLg8AlmPvxG4No+PoZQqOKnA3cimAYfhSJCT3cveQ8Dr9u9/Aa7y+ejS5bROjQY1HqSmpnLu3Dk/jkwFoujo6OCeofHmELJV27UZXTlkK3enfNzvZuBr4CucdStcRSNbxW9E1uk9rdErpfznLLLr8Vv7sQ14F1mizolWSK4eyG5JT4nEPqJBjQc5/aEoFRYmIJ/QDrucG4RMOWfdDD17f+KsYvy3h8tjkd0VNyGf7rz3IVVKFYSTyOzpdPtxFPAZ8n8yJ84CicAZJGfP085KH9KKwkqprN2IBB+uszMfIjukFni8Rc657opahtS4qehy+Rlk2+h1QGmgDzJ9fRalVEE7jLQ9cAQ0ccBP5DygAViD/D+GgMmnAQ1qlApv5ZHtmu/jLG/uaLPwBJCSz/u34dwV9S9SvOtupHeMwwmcW8fLIlWOf8O9WKBSyjf2AG2ARfbjRCS4yW0+TIDVp3HQoEapcGcD7kTaKbS0n0tDdkI0RT6R+UIE0kPmXaTs+nRgAFLfwuEwzq3jFZA+VQvQNg1K+cJW5P+go3BmGaQK+aV5uC/XoEZnapRSAacGUtPmRZzF9tYgMy2j8O3MSRQy/T0a2SL+M3AzzqacIPUv3kFecJORreIr0TYNSuXFWuT/0lb7cTLSx6lBHu/PEdQUysd9FAANapRSTpFId+9lSB0bkDYLg5Epa09Jv/kVA3QDxiNVjL9BEhhjXK6zA1nCagzUBp7B8w4rpVRmi5AlZUcphwuQgKZGHu/vELDJ/n0j3P+vWkyDGqVUZg2QwOZxnLUqFtjPf0jBzZbEIwX7vkcCnM+Q6seuZUI3A88D9ZBWDSMomGBLqVAwHVnOPWI/borMyFbIx30udfk+gPJpQIMapZQ3MchS1Fygmv3cSST/5iokL6YgJSC7oqYgnzA/RAr5uRYEW4s016yBvFi/Buws4HEpFSy+RRLwHd1/2iFJ+CXzeb8Bmk8DGtQopbJzKZJEPMjl3FRk2/bXfhpDEnAH0il4F/Am0CLDdRxbxyshU+3vIbM9SoWjj5Fq4Y46stciZRPyW4MKNKhRSgW5IkjfqClI9WGQnUo3Igm+h/w4lnLAfUgl021IEnOjDNeZh1RNLodUMR6Dc/pdqVA3CvkQ4FgmHoh8APFF7otrZ+5SQFUf3KcPaVCjlMq5zsiSz/Uu575CkoqnWTCeZOAxZFfUX8AwoI7L5WnADORFvTTSnuErpDaOUqHGIP8fBrucexSZtfFV++otOD/ENCP7/lB+pkGNUip3SuLs8VTMfm43Upn4biTvxgq1gaHIrqhVyAt7ssvl53BuHS+NTM3/gLMqqlLBLBUpXPmyy7mRwEv4NvAI4KUn0KBGKZVXjjYLHVzOvY/skFro8Rb+YbOPYSRSk2Mx8ADOZTOA0zi3jpcG+iEdzLWPrQpGKUiQPtp+bEOWiwd7vUXeaVCjlApZFZCk4fdwtln4G2gNPIn1vZxsyAvv60itm9nI7i3X3R/Hka3jVyGBzyDgd7RNgwoOJ5AdTt/bj6ORWdRBXm+RP4vt/9qQHYcBRoMapVT+2IC7kB1Sjh1JachMSVOcJdmtFokUEHwf2SI+FbgV2TrucBD4CLgC2UX1AFK4TKsYq0B0EKlBM9N+HA9MQmZtCsIZ5P85SO5aYgE9Tj5oUKOU8g1Hm4URONssrEbaLLxEYM18RAMdgbFIO4YfkeW0eJfr7EG2jrdEdngMRnJ1NMBRgWAXUrrAsRxUDEmK71iAj/kHziXaAFx6Ag1qlFK+FIV0916K1LEBWYJ6HLicwKz8G4tzV9R++789kJ42Dv/i3DpeF9ll9ZdfR6mU0xakfpSjVUhZpDFlS6+38I0Az6cBDWqUUgWhIbAc2V7q2HnhaJ73EYE721EYmbH5EZnBGYt88o10uc5G4FkkuGmIVF3e5s9BqrC2Gglo/rEfV0X+b9X3w2Mvdvk+wNojOGhQo5QqGDHI7MYcnAW6TiIJjF1xNtcLVMWQnJupyFjfR3JyXLfHrkZmpqohL/JvUPDtI1T4WoD8De6zH1+IBDTV/fT4jpmaeJwzsQFGgxqlVMFqjbz53+FybgryovitJSPKvVLIrqnZyC6q18k8/b4EeBCoiCy1fQgc8NsIVaj7FWgPHLUfN0c+MJT30+Pvxzk71BjfFfPzMQ1qlFIFryjyJv8Lsv4PUpX0eqA30nIhWFRAdkUtRnKERuA+9W+QN5s7kefaGRiH881IqdyaAHRH6iuB1IaaCZTw4xiCIJ8GNKhRSvnTVUjBvl4u575E2ixMt2RE+VMNWX5aDawDngFqulyeinPreGngGqQas1VVl1Xw+QCpgn3eftwLqYxd2M/jCIJ8GtCgRinlb442C+NxtlnYhSTk3kPwvuFfgCQQb0R6UT0GVHa5/CzOreOlgZuAn5BqsEplZJBZwLtwJtbfjuzO80VjytzSmRqllPLChnz6XIvkCTi8h+woWmTBmHzFhmz9HoXsilqIdBUv63KdU8iSwtVAGaA/0hBU2zQokCDmEeApl3ODkSXcSI+3KFipSJkGkByeihaMIYc0qFFKWaci8mb+LhBnP+eowfEU1rdZyK8IpMrym8BO4Dfk07ZrLsRR4FOkIWh55JP5XKQqswo/55Gu8q+5nHsJqdBtVUfsv5B2IhDQszSgQY1Symo2pLv3apxr9WnI1HszJAcnFEQi7Rc+QraI/wL0QZKoHQ4gORRtkDYNDyGfkAO1ro/yrTNIzsxY+3EE8DHwqGUjEq5LTwGcTwMa1CilAkVNYB7wAs7toquQ7aOvEFhtFvKrEJI0/RlSc+R75M0s1uU6u3FuHa+ONAhdgwY4oeo40AXJuwL5G/kGuM2qAbkIknwa0KBGKRVIopA376VAPfu5s8gn1bbAVovGVZDigGuRN7D9SAJ1N5z9s0Byc0YiFZnrAc8Bm/w7TFWADgDtgFn248LITF5Py0bkzhHURCAfMgKYBjVKqcDTCGmz8AjOPIJ5yJv6J4TubEVRJIH6Z2QGZzSSSO36Sr0BGArUBi5G8i3+9e8wlQ/tRBpTLrMfF0dyr660bETuTiAJ/SAFM4tYOJYc0KBGKRWYYoGXkSq+jjYLJ5BE227AXmuG5TfFgQFI/Z7dwDtIArWrP5BmoclAK+BtQv/nEko2Ib+3Dfbj8kjwHkhLPCtwJq0HeD4NBFlQ88svv9CsWTPi4uJISkri2muvtXpISqmCdhmSRHy7y7lfkE+N31kyIv8rg9TwmQdsR3KMmmS4jmPreAVkKeNj4KAfx6hy5w8kSN1uP66O9HGq5/UW1giifBoIoqDm+++/p0+fPvTv35/Vq1ezYMECbr75ZquHpZTyh6LIrqFJyBs8yBt2L+AWgqvNQn5VAh5Glis2A8Nxby6YhuRm3IHUxukCfA4c8+8wVRbmIf3B/rMf10cCmqrebmChIAtqbMaYgF+dPn/+PMnJyTz77LMMHDgwz/dz7NgxEhMTOXr0KAkJCT4coVLKbw4gfZW+dzlXAdkG297jLcLDn0il5q+QnlQZxSABzo32f+P9NzTl4hfgOmT7NkBLYDKy3BiIKiDLn0WRDw9WFP8j5+/fQTFTs3LlSnbt2kVERASNGjWiXLlydO7cmXXr1lk9NKWUvyUh3b2/ABLt53YhTf7uJXjbLOTXhcDzyOzNMmQ2x7XyawowEWkiWhppJDrPz2MMd+ORKtKOgKYTkjMVqAHNTiSgAWiKZQFNbgRFULN1q+zjHDZsGEOGDGHy5MkUL16cNm3acOjQIa+3S0lJ4dixY25fSqkQYEPelNfivkvkXWTn1GJPNwoTNiTf5hVkV9Q8JB+ntMt1TiKNRJf7fXTh6x1kqdTRmPIGpPeXvxtT5kaQLT2BxUHNsGHDsNlsWX4tX76ctDRJvX7qqafo2bMnjRs3ZuzYsdhsNr799luv9z9y5EgSExPTvypVquSvp6aU8odKSJuFd3C2WdiM7Ch5muBvs5BfEUgy6jvIbNYMpAR/MST4ud6ykYUPg9QV+p/LuTuRWZtClowo54IwqLE0p+bAgQMcOHAgy+skJyezaNEirrjiCubNm8ellzr3NDZr1owrr7ySF154weNtU1JSSElxtsA9duwYlSpV0pwapULRJqAv7i/EjZAk2UDbUWK1s0iBw4xbxJVvpQEPAm+5nHsKWSa0qo9TblyGc4lyL84kfQvkNKcmyuslfpCUlERSUlK212vcuDExMTFs3LgxPag5d+4c//zzD1WqVPF6u5iYGGJirOjRrpTyu1rIDpJRwDBkmv8PpALqC8ADBEVOgF8UQgOagnYOmRX73OXcq0g/r2BwHqlRA1IHycKAJjeCIqcmISGBO++8k6FDhzJ9+nQ2btzIXXfdBUCvXr0sHp1SKmBEIZ+ElwAX2M+lIJWJr0DaDShV0E4jLQ4cAU0EMIbgCWhAdtOdsn8fJEtPYPFMTW68/PLLREVF0adPH06fPk2zZs2YNWsWxYsHatq4UsoyFyOfMocAryF5DXOReiBvIJV6g2H6XwWfY0B3YI79uBAwAbjGshHlTRDm00CQ1KnxFa1To1QYmgv0A/5xOdcVqbhb1ooBqZD1H7JNe6X9uAjSdbudVQPKh/7Ap/bvFyD1dCwUUnVqlFIqzxxtFlzrdk5G6rp87/EWSuXeDqA1zoCmJFLZORgDGnDO1EQjCfdBQoMapVToS0C6e/+Ms17LQaSya1/giDXDUiFiI1JGYKP9uAIyQ3iJZSPKn6PAX/bvG+AslxAENKhRSoWPbkgCpGsv3M+Bi4CZloxIBbuVyE6yHfbjmshyzQVebxH4liF5aBBU+TSgQY1SKtyUQrp7f46zzcJOpG/UfTh3fCiVnTlIY0pHubWGSF0X75VGgoNrRW4NapRSKsDZkJL1a3HPeXgbyR9YasWgVFD5GegIHLcftwZmEzT1XLLkuvOpuWWjyBMNapRS4asS0lDwbZx5A5uQnR7PIAXUlMroc2QJ01GwvgswFefMXzAzOIOaEkANC8eSBxrUKKXCWwTS3fsPpBMxQCpSyr45sN6icanA9CaSXJ5qP74Z+AGIt2xEvvUPsjUd5P9DkNVz0qBGKaUAaiMJns/hLEu6Eink9xrSx0eFLwMMRdptONyLzNpEWzGgAhLE+TSgQY1SSjlFId29FwN17edSgIeRNgv/WDMsZbE0JIn8OZdzzyCNKkPtXTSI82kg9H4dSimVf42RNgsP4Zx+n4O0WRiDc7urCn3nkOWmd1zOvQE8S9AtzeSIa1DT1Ou1ApYGNUop5Ukc0lV5Fs4tuseRysRXA/usGZbyo9NIz6bx9uNIYBxwv2UjKlgpSG4ZSL2dEhaOJY80qFFKqaxcDqxBmmA6/Iy0WfjBigEpvziKbNn+xX4cA0xEZm1C1WqcO7qCMJ8GNKhRSqnsJQCjgZ9wtlk4gGzr7Ye8AarQsQ8JZufZj4siW7a7WzUgPwnyfBrQoEYppXKuO9Jm4RqXc58hbRZ+s2REytf+RQrprbIfJwG/I0FOqHMNanSmRimlwkAppLv3OGQGB6Tvz5VIroW2WQhe65HGlJvtxxWR2ZrGlo3IvxzbuWOQpPggpEGNUkrllg3JrViLbPV2eAupa7PMikGpfFkGXAbssh/XQuoW1bFsRP51APjb/v3FQCELx5IPGtQopVReVQZmIFVmY+3nNgItkEJt2mYhOMxCgtOD9uOLkRmaypaNyP9c+50FaT4NaFDjG2noerpS4SoCKcz2B9DEfi4VKdTWAthg0bhUzvwIdAZO2I/bIDk0pb3dIESFQD4NaFCTf6eAXsh6+lcWj0UpZZ06wEKkKFuk/dwKpOv362ibhUA0FugJnLUfdwN+xZkrFU6CvD2CgwY1+fUNUrsA4FZgvnVDUUpZLBopn5+xzcJDQDtkZ40KDK8jtYccwWYfJAE8zustQlcazuWn0jiLTQYhDWryqx9wm/37s0il0S2WjUYpFQiaILM0D7qcm41s/f4UbbNgJQMMQQJNh/uQ30soNabMjc3AEfv3zQnq9g8a1OSXDXgPWX4CSTS7CmfCmVIqPMUh3b1n4Uw4PQ70R+rc7LdoXOEsDbgHeMHl3LNIL6dwfjcMkXwaCO9fo+9EA98B9ezHm5EXrRSvt1BKhYu2SJuFW13O/YS0WfjRgvGEq7NAb+B9l3NvI8uFQTwz4RMhkk8DGtT4TiLSI6SM/Xge0vhOp5mVUolIUuoPSPE+gP+QDz+3om0WCtopJDVggv04EvgCuNeqAQUYx0yNDbjEyoHknwY1vlQFmIQz0Ww8MMyy0SilAs3VSJuFq13OjUOqt/5uwXjCwRGgA7KrCaSe0I/IrI2STuRr7N9fQNDv/NKgxtcuAb7EOZ35HNIbRimlQHaXTEQSUx1vINuR4m8PIG8yyjf2Ij2bFtiPE4BpQFerBhSAVgLn7d8H+dITaFBTMK4GXnU5vg3Z+aCUUiAfevohn5Dbupx/E6lmu9yKQYWYbcClwGr7cSnkdfgyqwYUoEIonwY0qCk4DwB3278/h6yd/2XZaJRSgagKMBPZfeNos/AXsq32WbTNQl6tQwIaRy+jykgNsUaWjShwue58CuL2CA4a1BQUG/Kp6yr78RH79/9ZNSClVECKQLp7r8TZDToVycdriX4Yyq0lyGzMbvtxHWT5qZZlIwpsjqCmMM4dvEFMg5qCFIVk2zewH28DuqNr5kqpzOoCi5BgxtFmYTkyu/Am2mYhJ2YilZsP2Y+bIDtRK1o2osC2B8nnAvlZRWZx3SChQU1BKwpMBsrbjxcja+n6AqWUyiga6e69GJlhADiDLGdfifMNSGX2PdAFOGk/bosUPkyybESBL4SK7jloUOMPFZEaNoXtx98CT1k3HKVUgGuCLEc94HLud6TNwji0/lVGo4HrcTam7AFMQT5UKu9CLJ8GNKjxn4bA1zh/4i8CH1s2GqVUoItDmi7+BlSynzuGFOu7Fm2z4PAyssPUMft9K1LhPdbbDVQ6nalR+dIFeMvl+C5ghkVjUUoFhyuAtciytcOPyKzNT1YMKEAY4AngMZdzDyKzNlGWjCi4pALL7N9XxJkiEeQ0qPG3e3B27k0FrkMqjCqllDeJSLG+iThzRPYjNbH6E35tFlKBO5EZb4fhSH0wfVfLmfXACfv3ITJLA/rrt8bLyJovyHRyFyQLXSmlsnIN8iGoh8u5TwmvNgtngZuAj+zHNuA9JE8x3BtT5kYI5tOABjXWiET6QjWxH29Htnqf9HoLpZQSZZDGmGNxJsI62iw8RGiXjDgJdEM2W4AsM41HlvJV7oRgPg1oUGOdwkjzy8r24+VIg7VUy0aklAoWNiQhdi3S28jhdaSA3wr/D6nAHQLaA9Ptx3FITtFNlo0ouDmCmkicRR9DgAY1ViqLbPV2NLX7CXjUuuEopYJMFWR31OtAjP3cBmQ54TlCp83CHqANUpwQJMdoOs6K7Sp3juPM5bwIiLdwLD6mQY3VLkSmUh2VHF8H3rVuOEqpIBOB1LNZiTTDBOm6PBRoBWy0Zlg+sxXp4+R4Ey4DzLGfU3mzHGetoxDKpwENagJDB+B9l+P7kBkcpZTKqQuQSsTP4PyQtAypkfUWwVnFfC0SvGy1HycjjSkbeLuBypEQzacBDWoCx+3A4/bv04AbgFWWjUYpFYyike7ei4Da9nNnkIaZ7QmuNguLkMaUjp2hFyABTQ3LRhQ6NKhRfjEC6GX//iSy1XundcNRSgWpS5DlqPtczs1C8ic+J/DbLExHel0dsR83BeYCFawaUAgxyIweSG5S7SyuG4Q0qAkkEUhfF8ca526gK5LUpZRSuRGPdPeeibNL9TGgL1L08z+LxpWdb5HXvVP243ZIMnRJy0YUWnYAe+3fNyXkooAQezohwLFNsar9eDVwI5L4p5RSudUOyU3p63JuIrJJ4WdLRuTdx8jSu2PX1rVIfmERy0YUekJ46Qk0qAlMpZEOs8Xsx1OQNfFAnzJWSgWmYsgs8Pe4t1noAQxEZnCsNgq4A+fr3ECkCXCM11uovFjs8r0GNcpv6iBVQ6Ptx+8Bb1g2GqVUKLgW2RrdzeXcGKTNwhxLRiRBzGPAYJdzjyKzNtqY0vd0pkZZ5nLkP7bDw0h3XqWUyqsyyBL3GJxtFv4F2iKvMWf8OJZUZOfnyy7nXgReQvs4FYRzOKtNVwNKWTiWAqJBTaDrh9SdAPlEczNSOEkppfLKhnT3XoNU6gV5fXkNKZm/0g9jSEHyZ0a7jOlDnKUtlO+txRm0huAsDWhQExyGIcEMSLO6rsgnK6WUyo9kZKv3qzhzV9Yjb3jDKbgNCieQ17Hv7cfRwAQkp0YVnBDPpwENaoKDDZkqbm0/3ofUsDlq2YiUUqEiAunuvQL3NgtPUzBtFg4iNWhm2o/jkea+1/v4cVRmIZ5PAxrUBI8YJHG4pv14HVJrIlQa1imlrFUP+ST/NM42C0uBRsDb+KbNwi6kSrDjzbUYMAPo6IP7Vtlz/NwLIb/XEKRBTTApiWzvdhShmgnchW71Vkr5RjTS3XsBUMt+7jRSmbgjUrgtr7YgfZzW24/LIjuuWubjPlXOHcY569aQkN0qr0FNsKmB7IAqZD8ejewUUEopX2kG/AH8z+XcTKTNwhfk/oPUaiSg+cd+XBXp41Q/X6NUubHU5fsQXXoCDWqC06XApy7Hg4FvrBmKUipExSPdvWfgbLNwFOiD9Kg7kMP7WYDssNpnP74QCWiq+2ykKifCIJ8GNKgJXjchuxMc+iJdbZVSypeuRLYC93E59z0SnEzO5ra/It3BHZsamiNLTuV9PEaVPdegprnXawU9DWqC2ZNIrQmQmg/dga3WDUcpFaKKAZ8B3+HM6duHVCa+Dc9tFr5CXpNO2487IEtYJQpyoMojgzOoSUIK74UoDWqCmQ34ALjCfnwAuAo4ZNmIlFKhrCfSZqGry7nRQANgrsu594HeOOvc9EKaZxb2wxhVZn8jW+lBOnOHcLVmDWqCXSFkKriu/Xgj0t/lrGUjUkqFsrJIgPIJzu7Z/yBtXR5BtoTfjTOZ+HZk1iZEd9sEhTDJpwENakJDMeAXpLs3yJr17ehWb6VUwbAhXbTX4CwKapDKxK65foOR1geRKCuFST4NaFATOqoin55i7cefAc9bNxylVBioCvyONKHMKBF5DQrhpY6g4RrUNLVsFH6hQU0oaYbUkHC8iAy1HyulVEE5h3tPIYejSPmJTf4djsrgDFJzCKA2MrMfwjSoCTU9cS/GNxD3BD6llPKV40gfuh9dztXF+c6yBKle+y6+abOgcm8VznY6IZ5PAxrUhKaHgUH2788CV+P7pnRKqfB2AGiHdPkG2dk0A2mDsABnn7rTwL1AJ2Cnn8eowiqfBjSoCU024B2cTeIOI5+mcloBVCmlsrITaUy5zH5cHPgNKdQH8ub5B3CPy21mIAX7xqObGPwpjHY+gQY1oSsKaZ1wkf34b6AHsr6qlFJ5tQloBWywH5cH5pH5DbMw8uFqGlDBfu4ocAtwPfohy18c+U6xON8PQpgGNaEsAdnqXc5+vBC4FV3bVkrlzR9I8u92+3F1pI9TvSxu0wFps9Db5dx3yBvsLwUwRuX0H7DN/n1jpAt7iAuKoGb27NnYbDaPX8uWLcv+DsJZJWAS0pwO4GvgGeuGo5QKUvOQAnv/2Y/rIwFN1RzctjiyE/NbnG0W9iKViW9HEo6V74VZPg0ESVDTsmVL9uzZ4/Z12223kZycTJMmTaweXuBrDEzAudX7BWCMdcNRSgWZX5AZF0ePp1ZIkc+yubyf65BZmy4u5z5B2izMy+cYVWZhlk8DQRLUFCpUiLJly6Z/lSxZkp9//pkBAwZgs2llpxzpBrzhcjwISexTSqmsjEd2UDry8ToB08l7vZNyyOzxxzjbLGwD2gCPoXl/vuRaP0iDmsD1888/c+DAAW699dYsr5eSksKxY8fcvsLaffYvkEZzPZHtl0op5ck7SGKvozHlDcBPOJez88qGdPdejeTogOyIehm4BKmtovInDVhq/74skooQBoIyqBk9ejQdO3akUqWsf0sjR44kMTEx/Su764eF15BZG5CdCF2AfdYNRykVgAzwHPA/l3N3IrM2hXz4ONWA2Ugw47jfP5FS/iNwBlMq9zbiXC5sTti0q7A0qBk2bJjXBGDH1/Lly91us3PnTqZNm8bAgQOzvf8nnniCo0ePpn/t2LGjoJ5K8IgEvgQa2Y//AboDp6wakFIqoKQBDyBtVhyeAt6jYBpTRiLdvVcg1YdBKuA+hTTL3FwAjxkOwjCfBsBmjLGsDNKBAwc4cCDrYgXJycnExsamHz///PO8/fbb7Nq1i+jo3O1PO3bsGImJiRw9epSEhIQ8jTlk7Eb+0B0VPq9FdiYE5dydUsonziGtVT53Ofcq8JCfHv8sMkM0EmfpiXhkJucuwma2wSfuRDqkg1R9bmvhWHwgp+/flgY1uWWMoXr16lx77bW88sorub69BjUZrEF2MZywHz+CvHgopcLPaSRnZpL9OALZmdTfgrEsAvoCW1zOdUB2bVbweAuVUSMkN8mGpBoUtXQ0+ZbT9++g+lw+a9Ystm3blqOlJ5UD9ZHZGceU8ivAB9YNRyllkWNAZ5wBTSGkQJ4VAQ1AC+QN+W6Xc9ORNgtfoW0WsnMS2ToP8jML8oAmN4IqqBk9ejQtW7akbt26Vg8ldHRCOug63AtMtWgsSin/+w9ZmphjPy4CTAGusWxEojDy2jQVacUAcAS4GbgROGjNsILCCiDV/n0Y5dNAkAU1X375JQsWLLB6GKFnELL0BPIfoRey1VIpFdq2I8m4K+3HJZH8i3aWjSizjsiOqJtdzn2DzEBMsWREgS9Mk4QhyIIaVYBGIcnCIDk2XZFkYqVUaPoLyanbaD+uAMxF6sQEmuLIdvKvgRL2c3uRkhSDcOYFKhGG7REcNKhRIgLZ8dDUfrwTCWz0xUKp0LMCmaFx7H6sCSwALrBsRDlzPTJrc5XLuY+QNgvzLRlRYHIENUWAMMvW0KBGOcUDPwNV7Md/ADfhXJtVSgW/OUgOjaOaRkOk71IVbzcIMOWAyUgwU9h+bitwGfA4kGLRuALFLpzB6iUUTG2hAKZBjXJXBlmnTrQfT8Z/NSqUUgXrZyRHxdEVuzVS0beMVQPKIxvS3Ttjm4WXkDfycM4JDON8GtCgRnlyAfA9EGU/fsv+pZQKXp8jeXOOmYwuyM6iRK+3CHzVkaDsJZxtFtYigc2LhOcscxjn04AGNcqbdsj0rsMDyKc8pVTweRMpZud4k78Z+IH8N6YMBJHAo8ByJLcGpDLyE8iS1BYvtwtVOlOjlBf9kf4rIFO7NyEJhkqp4GCQHk4PuJy7F5m1yV2XmcB3EfKG/gTOd7aFSKDzAeFRsO88sMz+fWWkO3eY0aBGZe05pNAVSNPLboD2BVUq8KUB9yH/hx2eQZaSQ/WVPwbp7j0PWZoCed26C6mYvMuicfnLOpzNicNwlgZC909b+UoEMBapZwGwB1mLP+b1Fkopq51DlpvecTn3BvAs4dEUsiXSZuEul3PTkNmcCVYMyE/CPJ8GNKhROREL/Ijzk89apF7EOasGpJTy6jTS4mC8/TgSGAfcb9mIrFEEeA/4FWebhcPIMvqNwCGLxlWQwjyfBjSoUTmVhGz1Lm4/ngb8j/BYp1YqWBxFtmz/Yj+OASYiszbhqhPyQewml3NfI20WfrVkRAVnsf3fKOBiKwdiHQ1qVM7VQmZsHFsnPwRetWw0SilX+4DLkXwSkM7MU4HuVg0ogJQAvkSWnhwfzPYglYnvJDQqpx8DNti/rw/EWTgWC2lQo3LnMmCMy/GjSE0bpZR1/kUK6a2yHycBvyNBjnK6AWmz0Nnl3IfIDqlg75W8DOfMeZjm04AGNSoveiMJhw634L6Wq5Tyn/VIIv9m+3FFZLamsWUjCmzlkeW5D3DW6XG0WXiC4G2zoPk0gAY1Kq+exrlOfwaZ4t5m3XCUCkvLkDdjx1blWsiMQx3LRhQcbEh379XITimQLfAvIk1911g0rvxY7PK9BjVK5ZIN+Bjn9PZ+ZKv3YasGpFSYmQVcARy0H1+MzNBUtmxEwacGMBcJZhzFCNcATYBRBE+bBYNzpqYY0nU9TGlQo/KuELKzorb9eANwHXDWshEpFR5+RPJCHAmubZAcmtJWDSiIRSLdvZcjCbYg5SoGI7Ngf1s0rtz4F/lgCTJLE8bv7GH81JVPFEe2epeyH89CdhPoVm+lCsZYoCfODw/dkK3JCZaNKDTUB5YiwUzGNgsfEtivaZpPk06DGpV/1YCfkJoYIC+6I6wbjlIh6zVgAJL/AdAH2X0Yptt3fS4GGIksSVWznzuJfFC7Ctht0biyo/k06TSoUb7RAmmS5zAE+MqisSgVagzyf+phl3P3AZ8Seo0pA0ErJIn4TpdzU5GCfV9bMqKsuc7UNLVsFAFBgxrlO72QhDuHW4H51gxFqZCRCtwNvOBy7lmkl5O+ghecIsD7yPJ6Ofu5w0iLhZsJnDYLZ4GV9u9rIDWKwpj+l1C+9Rhwm/37s8DVOOtnKKVy5yxSB+oDl3NvI922w6ExZSDojBTsu8Hl3FdIc8xplozI3RqctXXCfOkJNKhRvmZDmsi1tx8fRLZ6H/R6C6WUJ6eQDwWOrtKRwBfAvVYNKIyVQH4PX+Fss7Ab6St1F5J3YxXNp3GjQY3yvWjgW6Ce/Xgz0jU4WCt1KuVvR4AOOBsuxiLbuHtbNB4lbkSaY3Z0OfcBskNqoSUj0p1PGWhQowpGIlKKvIz9eB6yayOQt0UqFQj2IkUtHb2IEpBljq5WDUi5qYAEm+/jbLPwN9J760n8X6fLEdTEAA39/NgBSIMaVXCqAJNwbjf9Ehhm2WiUCnzbgEuRnTcg9Z9mI0XgVOCwITujViM7P0G22Y9Edh+t9dM4DuLMWWyEFEQNcxrUqIJ1CRLMOJIanwPGWTccpQLWOiSgcVSwrYzsHmxk2YhUdmogs9AjcW6tX420WXiJgm+zsNTle116AnIR1OzcubMgx6FC2dXAqy7HtyMl3ZVSYgkyG+Mo7lYHWX6qZdmIVE5FIlWIlyE7okCWoB5H2lcUZJsFzafJJMdBzYUXXsjnn3+e/RWV8uQBpNYGSF+Va4G/LBuNUoFjJtAOZ92TJsin/4qWjUjlRQMksHkM58z0Avv5jyiYfELXoKZ5Adx/EMpxUDNixAjuueceevbsycGDuj9X5ZINeBMpNQ6yu+MqnE3YlApH3yMlDxxbgq9A+qeFeQG1oBWDdPfO2GZhEJLovceHj+XambsUkOzD+w5iOQ5q7r77blavXs3hw4epV68eP//8c0GOS4WiKKTWQ0P78TagB3DaqgEpZaHRwPU4d8tcjewYLGrVgJTPOJK9B7mcm4K0WfjWR4+xGalwDLL0pMUYAXmbybGqVasya9Ys3nnnHXr27EndunWJinK/i5UrV3q5tVLIC/Zk5D/hLqRwVD8k2NG0dRUuXkaWKRxuBT4ml6/IKqAVQWrYdAcGIlv1DyGB7M3AOzgL+eWF5tN4lOv/Qv/++y/ff/89JUqUoEePHpmCGqWyVQEJbC5Fpma/RaZqX8zqRkqFAIPUMnH9W38QeAUN6kPVVUibhbtwztJ8iWzVH4sUWcwLzafxKFcRyccff8zDDz/MlVdeyZ9//kmpUqUKalwq1DUEvgG6IfUdRgHVkZ1RSoUiR2PKj1zODUeCHF06CG0lke7e1yB/A0eQnW4d7ccvAYVzeZ+O9gg2pHSGAnLx2aBTp048/vjjvPPOO0ycOFEDGpV/VyHN+RzuAqZbNBalCtJZ4CacAY2jR9pTaEATLmzI38CfuM/OvId8yFuUi/s6jbNAYx2kgrsCchHUpKamsmbNGvr27VuQ41Hh5m5k+h3kk+x1yH96pULFSWRG0rH0EAWMR4J4FX4qAFORYMbRZmELshz/FDlrs/AHcN7+vebTuMlxUDNjxgwqVtTCCaoAvIzsggI4jmxx9eXWR6WscgjpWO+YgYwDfkI+savwZUOC2lU482HSgBFIkJLdBzvNp/FKU9OU9SKRT65N7MfbkU+2J73eQqnAtwepKOtYVkhEgpurvN5ChZuaSKHFETjbLKwCGiMf9ry1WVjs8r3O1LjRoEYFhsJI88vK9uMVQG8KvneKUgXhb6AVzk/cZYA5yBKDUq6igCeQPk4X2s+dRbb8Xw5s9XAbx0xNvMttFKBBjQokZZHiYwn245+AR60bjlJ5shYJXrbZj5ORxpQNrBqQCgoNkTYLj+JMHnf83XyCs83CPuBf+/eN0dpGGWhQowLLhcB3yJIUwOvAu9YNR6lcWYg0ptxrP74AeWOqYdmIVDCJRbZ3zwGq2s+dQEpddEP+rjSfJksa1KjA0x543+X4PmQGR6lANg352z1iP26K9ACqYNWAVNBqjWzZdq3b9Qvyoe8Rl3OaT5OJBjUqMN0OPG7/Pg24AUmgUyoQfYt8kj5lP24H/IYUXVMqL4oidY0mIzlZAAeRnk8OGtRkoqtxKnCNQJLkvkV2QnVBpl61soDyl1SkR9k2+9c+JHnT9c3kY6RxoSPn4VqkDH6M30aZO2nA58Amqwei3DRE6nRlLMbYBWebhe8yXLYBfT3MQIMaFbgigHHATmRb7G6gK7IFUjsZK18wwH6cQUvGr+04i5y5ehJ4DunZNNjl/ECkiWEgv7L+iDTQVIFnBnClh/NJSFuZIciHPYcOwD1Im5nctlkIUYH8X08pZ7Gy5siszWpkKepn9K9X5cxRvAct/+BcMsqNEbi/uYDsWhlF4Lc9KI/83/EUrCnrxADlsrjchjT+zehdpP7RZ2jiMPq2oIJBKSRJrgWShPkrkjz8LoH/BqIK3hkkOPEWuBzO4/0mIDtQHF/JSIXgZz1c90WcOWCBrjmyS2sImXutFQLuBLoTOv+3DFKpfH8WXwdwLh8WhAjkday0y1fG4yZkn1TuuvPpeqS212kkz6YVMoP4NPJ7DFM2Y0xB/ioDyrFjx0hMTOTo0aMkJCRkfwMVWGYj063n7Mev4ewbpULXeWAHnmdZtpH3lhoxSKBS1ctXcTK/sacgBSL3Zzj/FnCvh+sHurlIcDMvw/lLkA7i7QnM53QG+I+sAxXXr5z0U8qtYmQdpLh+lcA323IaAGvs93UUWZLvi3uw0wiZtQmxonw5ff/WoEYFl8+AfvbvbcD3wDXWDUf5gEHqb3ibadlB3ipLRwCV8B60lCV3bzQnkL+1mV4uvxFJGi6Sh7FaySDPaQhS1dZVayS4uayAx5CK7OzJaZByvADGEIvsMsouQCmN5Lj4OxH8BNJqIw0JblbZz59Hlj2H4VxSLAS8gHzoiyQkaFDjgQY1IWIokqQJknMzB/lkqQLXYbLOazmTx/stS+YlIsf3lXD208mvgzh334GUp/8WmT182eV6dYGJQB0fPa4/GWQ542lkNsBVe+B5cr6F2ADHyHmQchDfL/9E4gxOsgtSSiOJtoE4K+UwG2hr//4O4MMMl/8B9AHWuZy7DPgUZyG/IKZBjQca1IQIg/znHW8/LoO82VSxbETqFJ6XhhxfR/N4v8XwPtNSBQkuCtouZNlzvcuYpiA5XiBBzK04Zw+KAKORnIdglIZsHR4K/JXhsgbIMlt5vAcojmWhgljyKU7OApTS9uuGUiW2UTh32o0GBni4zhkkKH0VZ5BYBHjDfv1ADtqyoUGNBxrUhJAU5NOjIxegHrAAmZ5VvncO2d7sbbYlY45JTsWRdV5LsXyM2Re2IH9n/9iPyyKVg+tnuN4moCfOBpYADyAl7301W+Rr58l6yWcPBV/JO46cBSiOJZ8wToDlWuAH+/d/Iq953sxFlun/cTnXFVkeLVsQgyt4GtR4oEFNiDmIfFp2VNi8EvkEHahvIoEsDXkT8xa07LRfJ7eikMTaZDwHLWUI3E+Pq4GOSME9kPHOAKp7uf5JZOfQFy7nWgFf459WCQaZEctuBsVfSz45+dLaKjljkL+hPciuvMNkPwt1HHgIaYbpUBJZtupZAGMsYBrUeKBBTQjagmxRPWg/Hoh8GgnUN0qrGGQ7sreg5V9k9isvyuN9pqUCwVk4YgGSQ+NYNrsQmaEpn83tDPKmcT/O5ZfSwASc+RC5cZqcByn7ce4M9KXiyHNIQLpIe9Ia2QFWn9Ba8gkUO5APByAtOLwlq3syGbgNZ3AOcAvwNtbPhOZCTt+/g/HlRimnGkhxviuQN5HR9nODs7pRiDqB90TcbeR9x0gJss5ric3PoAPQr8gn2dP24+bIMkyJHNzWhszWXAz0Qpbs9iOziCOQT86elny8bU8+4YsnlEEczl0+WX2VwvOSz0mkRtQoJFAGWQZuhrSLeJKgXeIIWK5btnPb76krslx1J7JbFGQ2cTYwFs8VjIOYztSo0DABuMnl+GuCN1HTm7PIjIq32ZYDebzfeLwHLVWRT+jh4iuk7odja2wHJBHY2zKJQQpCegpQ1iN/hwUtiuyXfFwv99WSzzEkAfVV+/cOccD/gMfQhp6+8ijSkgOkmnq3PNyHQTZX3It74v7/kOKR/ki6zwddfvJAg5oQNwJ4yv59DPJJJJjKhqcixbS8BS27yFsORDQyo+ItaElCl+sA3kf66Dh+xr2Qxo+OeiT7kRf/dbgHMAWx5FOCnAUopZElBCuXfA4hb7hv4t5yoihSJ+VBgmqZIyC1Bubbv9+H/N7zageyE8p1CasW8rfeNB/3uxuZAfoPqa6dlI/78kCDGg80qAlxBplqnWI/7oZ8qgkUBvkP723b87/k7Q3ShuSueAtayhMyBbgKhEEC4iEu525HghzXn9tgZMnFV8oDj+B5l08wJrs7gr73cM/PKo7MNPyP4CtMGAjOIbs6TyMJ99t8cJ9pyO/pMZzLrJE42yzk9O/vHJKzMxpZtnVsJngc+VvwIc2pUeFnGu6fPqwoyHeMrIvMnczj/SbhPWipjP+rm4aKNCSweN3l3GAkyMk4e9XKw+2LAC3JusBbKWTJ5x/gOmCF/ba7kTowdxEaeUmlkdYlDyPVbD9GlvEOI2+WrwNPILkdcRaNMRj9iTPwyG0+jTcRyDJUe2S5dSkyU/w8kj/2GVlvGf8LCWQ+w3M5h30ezvmJBjUqNPyGlLB37DjpjbyQ+toZss5rOeT9plkqSuZgJdnle/2E63vnkRmZT13OvYTMKnjSDZkF7I/zRfsEUBOpKpzdG3UysoTwAM5qsB8hQc539stDQQVkFuBRpPL3Z0jw+B+SKP0KMis2kPCuO5NTrknCvl5Or43s9HsRadR6HlgJNEYC+wdwLm2eQHLExiANUTMqTt6bx/qQLj+p4DcP6IRzPf86JOEzLyH7eaQmyz94Dlp253GMhci6yFwJNK/Fn84gieU/2o8jkEDjthzcdr/9epNcztUFvgQa5vDxxyEzFo72EMWRJM7OObx9MNmIvGFOwD0nrApStbgP+vE6K7cify8gwUQL71fNl5XI72K9y7nLkB1tvyEBTcaZ5mjgaiRHpxLOJpq3IjurfEhzajzQoCYELUamUB1bX7sjn3q9rQkb5FO2t5mWHTh3vuRGBFAR70FLObR+R6A4DvQAfrcfF0ICktwUJHPUo3kI59JANM5t2zn5Xa+2P+bf9mMbks/wDKGZA7UWeW4/ZjhfEwl6bkD/j3hSF1nuiUaWtwtyqfIMMov2ajbXuxCZabsFZ0LwX8hYwdKgRuNjFbxWIDM0joCmE/AN8mkiq7yW0xnvKIfK4HlpyJHXEozJneHmAHAVziJyhZE32dzW6nDUo7kcuBlpJngOWXKZinyyzq6KcANgOfIG8BMSKD2HBOrj8fnuEctdhJT5X44Eb1Pt5zcjP8MRyPO/Gp21dDiCs/9WAwo2oDmP5CT+ncV1rkbyoi4hYH9HGtSo4HMa2dV0Y4bz/yJFv47k8X4T8T7TkkzA13FQ2diJ1J3ZYD8ujuzYyE/yZR0kCHkayasxyFT9RUiibHazP8WQN/qXkTeLNGA6Urzv23yOLVA1QX7u85FZgTn2838i/Y0aIwmrnQjYN06/ca3gXFDlKbYgeTLjyH55fT5SWiI/W78LmAY1KvCcQ5aBvM207PVyuw1ezjvEknVeS/H8DVsFsE3IMuV2+3F5JHjIaodHThVCtnp3QnaS7EQSJq9Dcg3eJOtEbxuytbYpsgSzH/n7b40Ut7uL0HxzvxRZApyFBDeL7edXILNpLYHh5K29RKhY7PK9LwPcU8gy/RicQaWrckhDzAHI6+rtyN/lASTw7Iv8XRfz4Zh8RHNqlP+lIYFJVs0TU/Nwv5FIspq3oKUsofnmoLL2B9KY8j/7cXWkMWXVAnisw0hi5bcu56ojy0k5eVPajVTCXuByrjeSvxPKzR8NsrNsCLAqw2XtkJmbgkqQDWRdcXZK34TkH+WVQZb+RiMbKY5luDzK/ngDkQDddcrjP+Tv+geXc5WQvJl29uMAyakJmqBm06ZNPProoyxYsICzZ89y0UUXMXz4cNq2zXkYr0GNnxjkxT2rvJa8Nk/M6DVkx0lVJFFX5x6Vq3nIC7XjBbw+Us+oIHsTGWQb8704870ikZ0+T5D93+g5pHiZa+2ceki7hlo+HWngSUPeOJ/BfRcOSIPR55CluXBgkNo/B5DdkQfI24eyA0hQPRpJ1s6oNhLI9EXyBrMazxfI37VrQHQfMBKZBdWgJudq1qxJrVq1GDlyJHFxcbzxxht8+umn/P3335Qtm7NXKA1qfMg1GfcfMgcuGT8F5FRxPM+yRCL/6Rz1QeojU9c5aTKowtMvyBKQY9t0K6T6aTE/Pf7fyO4Q1yWEVkg5+pzMEn2LTP87AqOiyBtFbnZpBatUZAv4UDInrvZEdkv5YukwkG1FZvlAtvpPyeK6GaUiSb+jkST0sxkuL4wsdQ5AlvlyEyztQGo1/eZyrjbSoqav/fhWNKjJyoEDByhVqhRz586ldevWABw/fpyEhARmzpxJu3btsrkHoUFNLpxFIm9vsy3/eb9pluLJOq8l0cNtdgFtcL64XYD0dSqVxzGo0DceeWF1bM/vjOQQ+DvZ+zxSXfc5nCXkiyJdrm8h+zeTv5A3cddZi4eRT8bhsNvuHDLr9RzOfCiQn9vNSNCTnyWZQPYlsvQIMAx5rtn5BwkmxiLBR0YtkFmZ65G/w7xKQ/6GH8P5ocHVreiW7qyULFmSunXr8tlnn3HxxRcTExPDhx9+SJkyZWjcuLHVwwsdY5HqqtuQQCIty2t7FoX35onJyHRqbj4V7EXWbB0BTS3kE4IGNMqbd5A+Qw43Ijs7rKheG4W8GXVA3qC2IXVy+iKfvN8n65mjOkhF2TuQPAiQGiJLkWJo5Qpi0AEkGmc9lE+QxOG9ODtOT0DeQJ9GXndCiWsl4azysc4gS3ZjkNfGjNMUpZC/twHIB0JfiED+jznaLCzLcPkuHz1OHgTFTA3Arl276NGjBytXriQiIoIyZcrwyy+/0LBhQ6+3SUlJISXFmbxx7NgxKlWqpDM1nuxDXiCz+2uwITtHvM20VMB3hcMOIHVA1tmPqyGZ+hV9dP8qtBgkodT1E+2dSJATCMXsjiH5B+NczlVClqPaZHNbg3wyfghn09MySF2my3w7zIB2CgkEX0ReHxyikcDvSeT1KRQ0xxnYHCTzUvsqZHlpPJnbE0Qgs5MDkVykggzozyM1hjLOJPk4ssjxSoux0NChQ439qXv9WrZsmUlLSzPdu3c3nTt3NvPnzzcrVqwwd911l6lQoYLZvXt3ru//6NGjfnyWQWKdMQb7V7wxpokxppcx5jFjzPvGmKnGmI3GmDN+Gs9BY0xDlzFVNsb846fHVsEn1Rhzn3H+vWCMecoYk2bloLz42hhTzDjHaTPGDDbGpOTgtguNMRVcbhtpjHnZBObzLEjHjDHDjTGJxv13HmuMedgYs9+ykfnGGWNMISPPqZbL+cPGmHeNMRcb9+ft+KpujHnBGLPTj2N1eC3DWHzs6NGjOXr/tnSm5sCBAxw4cCDL6yQnJ7NgwQI6dOjA4cOH3SK0mjVrMnDgQAYPHuzxtjpTkwvrcSbeDUA+AVjlKDKt6ZjSLA/MxZk0p5Src8gn0s9dzr2KzGoEqh3ItP1sl3ONkU/dtbO57X9I3yrXRM1rkeUHTzlpoewwsgPyDZwJ1SCJsA8g+UfBWH9qCc5ie7cgibmjkR1wGXNY4nDWRLoM61pN/Ig0FXawaKbG0pyapKQkkpKyrwV+6pR0KoyIcP9tRUREkJbmPfEjJiaGmJiY/A1S+ddx3MvYl0GKc2lAozw5jezicDSXjEByL/pbNqKcqYTsTnkVqc1yDik6dzGylft2vOeelUK2pQ9FkpBB3uzWAt8j1YzDRXFkyfE+pMP6O8ib/knkZ/MO8AhwP/lLjPU313yaL+xfGTVBgvmbCL9gNgtB0T6sRYsWFC9enH79+rF69er0mjXbtm2jS5cuVg9P+copoBvOtvYlkRf+7D65qvB0DMkbcAQ0hZAdToEe0DhEIrtHFuP8Gz+FFDm7hqx3GEYiSbOTcCYab0YSSj29AYa6Ukirib+Be3DuDDuKJBFXBV5Bfr6B7CzyN3y/l8tLIAHcauSD351oQJNBUAQ1SUlJTJ06lRMnTnDFFVfQpEkT5s+fz08//USDBg2sHp7yhTNIszRHye5iSEBzoZfrq/D2H1I+3/H3UgTZTXSN11sErouBlcgblMNPOAsFZqWr/baN7MengT7A3fiuwGUwKY/MzmxGZjEcCeIHkWajNZCE60D72axDlksrAL08XN4B2e22G2lPUN9/Qws2QbP7yRe0Tk0WrMypOYu8GTmKSyUgAc0lfhyDCh7bkRf5jfbjkkiDxFD4e5mE/P9zTTW8H9ntk1WH5jPIFttPXM5dgnzqr+zjMQaTzUihvi9xz/GojFQt7ot19X6OIVvSRyNb9L35h+DYrv4jAZFTExQzNSqEnUNyIhwBTWFC5w1K+d5fSFVeR0BTAUkiD5W/l25Ibkwnl3NvIs/PU4l7h1ikK/honMHPMmQWKLvZnlBWE1mOW4t7JebtwG1I3Zbx5K3XXF4YpHXHrUgJjUG4BzSFcM/9eZDgCGgCiAY1yjrnkcz+H+3HcUhp+5ZWDUgFtBVI5+qd9uOaSONHXxUUCxRlkSD/LcCxz+FPJLB5k6yLYg5ActKq2Y8PInlHrhWNw1E9ZNZqBVK3xWEL8hpUH0myLqif0R6kk3sdZIfSONzzexogv+89yK4tB1925g4TGtQoa6QiL8Df2I9jgJ/JvgiZCk+zkRwax7JMQ+QTb6h+irUhy0nLceZPpCBveJ2RNz9vGtlv181+bJCdUl2RICecXYz0/1qIs7s0yPL7dciOol/wzdLJOSQ3qjuy220w0mnbIRG4C/ld/YH8vkvgvvOpOSqXNKhR/peGJEU66opEI1tSr7RsRCqQ/Ywsxxy3H7dGgpysOgqHiguRN7kHXc5NR7Zt/5TF7YojM6AjcL7K/4rUwlnu81EGnxZI3t4s3GeG/0CCv5Z4bjmQExuRLuuVkM0Pk3Bf3mqLLIntAd5DfieO7ftpOIOaMoR3PlQeaVCj/MvgntAYhczWXGXZiFQg+wwpLOfYrdIFmEp4bWONRQrMTcfZ6+kg8oY5CKnJ4kkE8IT9do5eaf8iOUkf4fNEzqDUFpiPM+BzWIx8yLoCWeLMzgmkd96lyBLTS0jrGYcKSBfrLUgg1RtZbs9oE7INHWTpKTd98hSgQY3yJ4NU+HzPfhyBJOldbdWAVEB7E+iH81PuzUjjPn932g4U7YE1uO8w+QhZUslq9qUdsu27hf34LBIM9Sfw67b4gw2ZCVyG/H25lpGYjQQqncn8MzZI8HM7EmwOwD0AikaSk6cgweRwsi8imtMmlsorDWqUfxjkk8rr9mMbkix3vWUjUoHKkQPygMu5e5HlSqu23waKJCSh9WOcwd0mJGAZifddPBWRN+j7XM6Ns99uS0EMNAjZkA9Yq5GO6LVcLpuKJGpfi8y0vIYEPy2QWWfXFg0XIJWidyHJyZ3JeUNVzafJNw1qlH88h7zoOnyM7DpQylUa8sb7nMu5Z5CdIfpqJWzIduQ/kMRWkJ2ETyLLJdu93K4QMvv1FVI6AWTmpzFZ5+eEmwjgRqQg3hjck9F/QGa+HkaSix2KIDM2i5Cdag/hXPLLjcX2f204f7cqV/RlQhW8F4FhLsfvItU+lXJ1DimG9o7LuTeQ4mmaW5BZLWQXz1M4fz5zkd1SE7K43Y1IbZQ69uNjyAzFYCQ4UiIK2Y2Z3WzyUGAvshTYnLz/rZ5CgkyQ2R6tD5snGtSogvU6kqzo8BpSwl0pV6eRXJHx9uNIZHnEWw8cJaKRXI05OHfKHEWaHPZFAhZPLkACG9c37FFI3s4+j7cIH6eR3UltkRyYl7O5/gikBcOufD7uSpzLh5pPk2ca1KiC8x4yDeswEvetqUqBvAl3ROqDgNQsmoi8KaucaY3kgtzscu5zpKibt907RZEZnTeQWQmQvJtGWdwmVBmkMN/dSNJvH+Rn4RCJ1Jv5CTiMBDLF7JedA95HAqCHgP15HMNil+81nybPNKhRBWM00i3XYRgyva2Uq33A5UghPZA32qnIG4jKnWLITNcXOJcu/kEq2D6DvPlmZENmw2YjzSBB6qdcjsyyhvq270PA20gg1wQJTo66XF4LWT7fgbOQXjFk9nkb8nN1tDVIQX5mVZH8pkO5HIvufPIJDWqU732BJM05DEb+8yvl6l9khmGV/TgJ+B15Q1V51xuZtbnUfpwGPI/8rL3tdGqFLH+0tR+fR2YdrsdZ9DBUpAEzkNyickhi+mqXy+OR3kxzkV5jj+OsD+SqGJLvtRV4DGfdmVPIrHRVJOHd2xJgRo6gpjDO5sIq1zSoUb71DVJbxPEJ70FkqlYTPZWr9cgb6Wb7cUVktqax11uo3EhGZl+G49xOvARpLzEWzzMwZZBCfa4zqt8hW5nXFcww/Wo7EoRUQ7q8f43U7HFohiT77kF+Rq3J2etWEpKPtBUJkArZzx9DkoirIsX4vBVJBNiNzAaBzBjldAu4ykSDGuU7PyJr+o6mcHcj9Ro0oFGuliFLIo7EylpIDkcdr7dQeRGJ7IxaCNSwnzuJFInrheflkShkluFHnFWbNwJNka3gwSYFCV46IoHeMGSG0CEJ+eD1J85CennddVQW2TK/BbgDZ57SIWS2pzpSmuCMh9tqfRqf0aBG+cYUZKrakb1/G7JWrQGNcjULqaXiaKx4MTJDoz1uCk5TpKaNaxmF75Gt37O83KYH7s00TyEfWP6H++xGoFqD5AqVR5aZpuOcnYpACuJ9hwTWr+Hb5Z5KwIfI0lVfnO+y++xjqonMCLnmOGk+jc9oUKPybyZSadPxn7QP8AH616Xc/Yi8mTiqr7ZBcmhKWzWgMFIEqXz7PdIJGuQNvR2yHTnFw21qIMXk+rmcewf5ve3wcH2rHUFedy5Bdn29hftsVFUkt+hf5ENYT5xLRQWhOlKW4E/ct87vRNpU1EF2qKWiQY0P6duOyp85yI4Ax4vi9UgVTl0TVq7GIm8ijk/53ZAmglpgzL+uRWYxrnQ59wqy5LHBw/Xjkd/dRzgDgMXIDNvMghtmjhkkd6gPksx7F+49mmKRxOnfkGWhIUj+lj/VRZbA/kD+7h22IjM5FyI1g0DGVh6VD1HZX0UpLxYiXZNP24+vRnY+6V+VcvUFksfhahnuvXWUf6VlOF6FFOQD6SjtadnYddnpAFKoD+RN2KqPx6dxLmW6uhhZbrsJKO7XEXnXEPgZmZV5GtmBBbJM5aD5NPmmbz8qb5YhSwmOjP6rkEJe4d5wUGX2oYdze/0+CpVTua2Mu7tARpF7xZFZmYFIABGomiE5PnORmaN5Lpe18HiL4FDW6gEIDWpU7q1CdhM46i9ciazVx1g1IBXQHkZyG45md0VlidN4LxRXwcO5NGTbc06vX9DqAf2RmeJYCx4/ry5Dlu9nIEuABnkewcp1luk7y0ahQY3KpT+RaefD9uM2SKXNYHoxUf51tf1LBbYpyJuqa5n/q5HeR3Eerj8d2RHlWP6JQerAaLPanLMhNXM6WD0QHwmACtSaKKxybiMyK3PAftwSmIwkEyqlgttVwFqgq8u5d5GCiKs8XL8DUoW4qf04BSnlMBBnnp1SfqZBjcqZv5H6Io4Ovpcgn+yKWDYipZSvlUaSWd/DOTuzAQlcXiFzgnFlJDfkbpdzY5APPFsLdKRKeaRBjcrev0hA40gIbAhMw1lxVCkVOmzI1ugVSKNHkBpUjyKzMxkTiWOQGZ0vcM7arkJmeCYV8FiVykCDGpW1nUhAs91+XA9JbAuUbZJKqYJRF6lJ8xjOLd6/ARchGwMy6o1sV3Zs1T+C1LB6CmelcaUKmAY1yrs9SMVRxzRybeRFLcmyESml/KkQ0qzxN5w7mw4D1yG5MycyXP9CpNxDT5dzI5DdkvtRqsBpUKM8+w9JCt5kP66OvLCVsWxESimrtEUqEfdyOTcGWYpekuG6CcC3SDNbR2Xx35CCeIsKdJRKaVCjPDiEbNtebz+ugjS+s6IGhVIqMJRAyv1/inODwN9AK6Sn0nmX69qAh5DeXo6ibLuQ2ixvExBbf1Vo0qBGZfYjsNr+fQUkoNEuykopG9LgchXOYmupwDPA5cC2DNdvjfQ8usx+fB64D6lvk3HpSikf0KBGeVcWCWiqWT0QpVRAqY6U9x+K811kAdId+wvcZ2LKIstPj7qcm4BsE3fte6SUD2hQozxLQl6ItOmgUsqTKGAYEtxUtZ87jnTMvhnZ/eR63ZeQXVNF7ec2IPWuvin4oarwoUGNEgku3xcHZuLs2quUUt60RJaj+rqcm4DM2szNcN1rgeXILimQJagbgAeRWjhK5ZMGNUpURJL9uiBLTg2sHY5SKogkAOOQYKaY/dx2JM/mSeCsy3VrIfVvbnE59waywyq3HcKVykCDGuU0BOnl1NDicSilgtMNyNbvNvZjA4xEZnM2ulyvMPAZ8D5SCwckJ+diZMeUUnmkQY1SSinfqYTk472I5NKAtFy4GPgYZxKxDbgTyclx7K7cj9THGoVu+1Z5okGNUkop34oEHkeWmWrbz50C7gCuAQ64XLcpEvR0sB+nAYPt1zvih7GqkKJBjVJKqYLRGAlY7nQ59xPSP2q6y7kkYAqyRdzmcr0mOGtmKZUDGtQopZQqOIWR3JmfcPaN24v0g3oQOGM/F4lsEf8FqV4MUrG4OVLFWKkc0KBGKaVUwesOrEWCGYc3kOWntS7nOiOzO43tx2eA/sjS1RmUypIGNUoppfyjLLLM9CYQYz+3FinC9yaSTwOQDMwHBrnc9mOkz1TGVgxKudCgRimllP9EIP2fliO5NQApwAPAVcAe+7lY4ANk6SnWfm4lMoMzxT9DVcFHgxqllFL+dyGwFMmrcZgG1Efybxz6IbuoqtuPDyNFQp9Bmmkq5UKDGqWUUtaIBV5Dgply9nMHgKuRHVMn7ecaIDM7PVxu+zySf+O6PVyFPQ1qlFJKWasDUon4apdzHyIF+1bYj4sBPyCF+RzvXDPs11nij0GqYKBBjVJKKeslARORhOB4+7lNyJbuF5GlJhvwGFKxuLT9OjuA1sB7aBVipUGNUkqpAGEDbgP+QArvAZwHngDaIU0yQRpl/oHshgLp8H0P0AfnkpUKSxrUKKWUCiy1gIVIh29HheE5SBLx1/bj8kjzS9dE4/FAM2SGR4UlDWqUUkoFnmjgBWA2zoaXR4Ebgb7AMft1XgO+AYrYr7MOmeX53o9jVQFDgxqllFKB6zKk/9NNLuc+BxoiszkAvYBlwAX24+PAdcAjyNKUChsa1CillApsxYAvgS+ABPu5bUiC8FAk76YOsgvKNfh5FcnF2YMKExrUKKWUCg69kVkbR4JwGvAccCnS/LIIklfzNrI0BTAPaATM9etIlUU0qFFKKRU8kpE8m+eRzt4gMzQNcXbzvhcJYiraj/cBVwCvoNu+Q5wGNUoppYJLFDAEWICzfcIJpJv39cAhpL7NSuBK++WpwKNIrs1Rfw5W+ZMGNUoppYJTM2AVMNDl3HfI1u9ZQClgKhIAOUxEuoKv9c8QlX9pUKOUUip4FQE+QYKZ4vZzu5AZmseQJOLngclIwjHAZiQg+sKfA1X+oEGNUkqp4NcTmX1pZz82wMvIMtQGpLP3SiRpGOA0UoH4biDFryNVBUiDGqWUUqGhAjAdSQguZD+3Cml6+R6SZLwQacXg8D6yNXw7KgRoUKOUUip0RAAPIzui6trPnUF6Q3VDKhF/DIwGYu2XL0MCn2l+HakqABrUKKWUCj0NgRXI9m6HX4CLgCnAAGTWppr9soNAZ6TuTZrfRql8TIMapZRSoSkOKcT3C1Dafm4/kl9zL1KFeDkygwOShzMU6IoEOSroaFCjlFIqtF2FJBF3cTn3LtL48l/gR2AEznfEX4HGSMCjgooGNUoppUJfaWASkjDsyKVZj2ztfh14HEkyLmW/7F+kHcNHaBXiIKJBjVJKqfBgA+5CtnY3tJ87i3Tz7oAsR60EWrhcNgipVHzKnwNVeaVBjVJKqfBSF1iMtE2w2c/9hlQiXoL0lrrP5frjkEBni/+GqPJGgxqllFLhJwZ4CZiJ1LcB6Rl1HTKb8wLwFVDYftkaJM/mR7+OUuWSBjVKKaXC1xVIwHKdy7kxSOXhasBSZFkKpMbNNUj+zXk/jlHlWNAENStXrqR9+/YUK1aMkiVLcscdd3DixAmrh6WUUirYlQC+AcYivaRAlppaIg0wFyHdvx1eAtoDe/04RpUjQRHU7N69myuvvJIaNWqwZMkSpk6dyrp167j11lutHppSSqlQYANuRdoqNLOfSwWeRurWvAi8AUTZL5uNVCGe778hquwFRVAzefJkoqOjeffdd6lduzaXXHIJ7777Lt9//z1btmjmllJKKR+pDswDnsH5DrkA2S2VhAQz5e3n9wCXI1vCddt3QAiKoCYlJYVChQoREeEcblxcHADz53sPk1NSUjh27Jjbl1JKKZWlaOBZYC7SBBMkn+YWpGjf70Bb+/lU4CFkeeq4X0epPAiKoOaKK65g7969vPzyy5w9e5bDhw/z5JNPArBnzx6vtxs5ciSJiYnpX5UqVfLXkJVSSgW7VsBqoK/Lua+QfJqngcEu578DLgHW+W10ygNLg5phw4Zhs9my/Fq+fDn16tVj3LhxvPrqq8THx1O2bFmqVatGmTJliIyM9Hr/TzzxBEePHk3/2rFjhx+fnVJKqaCXgNSpmQAk2s9tB9oh76DfupzfCDRFAh9lCZsxxrKVwAMHDnDgwIEsr5OcnExsbGz68b59+yhcuDA2m42EhAQmTJhAr169cvR4x44dIzExkaNHj5KQkJCvsSullAoz25FZmzku55ognb0HI1vDHe4FXgUK+W10IS2n799RXi/xg6SkJJKSknJ1mzJlygAwZswYYmNjad++fUEMTSmllHJXGak8/AowBKlVsxypcTMSabEwzn7dd+yXfQNo5oPfBEVODcA777zDypUr2bRpE++++y733nsvI0eOpFixYlYPTSmlVLiIRIrvLQZq28+dAu4HjiLdvh2zM4uRbd8z/TzGMBY0Qc3SpUtp3749F110ER999BEffvgh9913X/Y3VEoppXytMbACuNPl3I/A28AwoIr93AGkWeYLQJr/hheuLM2p8TfNqVFKKeVzPwMDkQDGoS+wE5jlcq4L8DlQ3H9DCxU5ff8OmpkapZRSKiB1B9YCHV3OfQbsQ+rXODqB/4LM8Kz06+jCigY1SimlVH6VBaYAbyIdwEFq1vyEzNCUsJ/bhvSUGu3vAYYHDWqUUkopX4gA7kN2PV1kP5cCTAbK4cyzSQFuQ5asTvt5jCFOgxqllFLKly4ElgIPupxbBxzGfXv3GGTWZqv/hhbqNKhRSimlfC0WeA2YhszSgPSP2gEUdbneKiTPZpI/Bxe6NKhRSimlCkoHpNLw1S7nMja+PIIkGz+FNMhUeaZBjVJKKVWQkoCJwMdAfBbXG4HsoNrvj0GFJg1qlFJKqYJmQ5KD/0D6RXnzG1KFeJE/BhV6NKhRSiml/KUWsBB4Emf9mox2AZch1YnDpjyub2hQo5RSSvlTNNI2YTbSJNOT88j28JuBE/4ZVijQoEYppZSywmXAauCmLK4zAWgK/OWXEQU9DWqUUkopqxQDvgS+ALy1NNoAXAJ846cxBTENapRSSimr9UZmbVp5ufwEcANS0O+cvwYVfDSoUUoppQJBMpJn8zwQ6eU6bwCXI8nEKhMNapRSSqlAEQUMARYA1b1cZyGy7XuWvwYVPDSoUUoppQJNM6SFwkAvl+8H2gMvAml+GlMQ0KBGKaWUCkRFgE+A74DiHi5PA54ArkFaLSgNapRSSqmA1hNYC7TzcvnPSJXiVf4aUODSoEYppZQKdBWA6cArQCEPl/8NtAA+9eOYApAGNUoppVQwiAAeBpYAdT1cfgboD9xh/z4MaVCjlFJKBZOGwArgXi+Xf4zUu9nmrwEFDg1qlFJKqWAThzS8/AUo7eHylUBjYIo/B2U9DWqUUkqpYHUVkkTcxcNlh+3nnwFS/Tko62hQo5RSSgWz0sAk4D0g1sPlzwOdgQP+HJQ1NKhRSimlgp0NuAtZdmro4fIZSBXiJX4ckwU0qFFKKaVCRV1gMfAoEui42gG0RmZ0jJ/H5Sca1CillFKhJAZ4CZiJ1LdxdQ64B+gDnPTzuPxAgxqllFIqFF0BrAGu83DZeKS/1Ca/jqjAaVCjlFJKhaoSwDfAWKSXlKt1SHuF7/09qIKjQY1SSikVymzArUhvqGYZLjuOzOQ8gixNBTkNapRSSqlwUB2Yh9Styfju/yrSMHOPvwflWxrUKKWUUuEiGngWmAskZ7hsHtDIflmQ0qBGKaWUCjetgNVA3wzn9yEJxq8QlNu+NahRSimlwlECMA6YACS6nE9F6txcBxy1YFz5oEGNUkopFc5uQLZ+t8lwfiJwCdJbKkhoUKOUUkqFu8rAb8BIIMrl/GZkx9QXVgwq9zSoUUoppRREAoORNgu1XM6fRioQ3w2kWDCuXNCgRimllFJOjZHGmIMynH8f6R213e8jyjENapRSSinlrjDwAfAjkORyfhnS7XuaBWPKAQ1qlFJKKeVZDySJuKPLuYNAZ6TeTZoVg/JOgxqllFJKeVcOmAK8iXQAB6lhMwzoggQ5AUKDGqWUUkplLQK4D1l+usjl/FRkOWqZFYPKTIMapZRSSuXMRcBS4AGXc9uBS4EPsbwKsQY1SimllMq5WOB1JFm4rP3cWeBOpBu4hdu+NahRSimlVO51QKoN93A59xnwrjXDAQ1qlFJKKZVXScAPwEdAvP1cSeuGE5X9VZRSSimlvLABtwPXAruA+tYNRYMapZRSSuVfSSydpQFdflJKKaVUiNCgRimllFIhQYMapZRSSoUEDWqUUkopFRI0qFFKKaVUSNCgRimllFIhQYMapZRSSoUEDWqUUkopFRI0qFFKKaVUSNCgRimllFIhQYMapZRSSoUEDWqUUkopFRI0qFFKKaVUSAirLt3GGACOHTtm8UiUUkoplVOO923H+7g3YRXUHD9+HIBKlSpZPBKllFJK5dbx48dJTEz0ernNZBf2hJC0tDR2796NMYbKlSuzY8cOEhISrB5WgTt27BiVKlXS5xvCwu056/MNbfp8Q1tenq8xhuPHj1O+fHkiIrxnzoTVTE1ERAQVK1ZMn8ZKSEgIiz8gB32+oS/cnrM+39Cmzze05fb5ZjVD46CJwkoppZQKCRrUKKWUUiokhGVQExMTw9ChQ4mJibF6KH6hzzf0hdtz1ucb2vT5hraCfL5hlSislFJKqdAVljM1SimllAo9GtQopZRSKiRoUKOUUkqpkKBBjVJKKaVCQsgFNcnJydhstkxf99xzj9fbpKSk8NRTT1GlShViYmKoXr06Y8aM8eOo8y4vz3f8+PE0aNCA+Ph4ypUrR//+/Tl48KAfR51358+fZ8iQIVStWpW4uDiqVavGc889R1paWpa3mzNnDo0bNyY2NpZq1arxwQcf+GnE+ZOX5ztx4kTat29PqVKlSEhIoEWLFkybNs2Po86fvP6OHRYsWEBUVBQNGzYs2IH6SF6fb7C+buX1+Qbz69bx48d54IEHqFKlCnFxcbRs2ZJly5ZleZtgfc2C3D9fn75mmRCzf/9+s2fPnvSvGTNmGMD8/vvvXm/TvXt306xZMzNjxgyzbds2s2TJErNgwQL/DTofcvt8582bZyIiIsybb75ptm7daubNm2fq1atnrr76av8OPI+GDx9uSpYsaSZPnmy2bdtmvv32W1OkSBHzxhtveL3N1q1bTXx8vLn//vvN+vXrzccff2yio6PNd99958eR501enu/9999vRo0aZZYuXWo2bdpknnjiCRMdHW1Wrlzpx5HnXV6es8ORI0dMtWrVTIcOHUyDBg0KfrA+kNfnG6yvW3l5vsH+unX99debCy64wMyZM8ds3rzZDB061CQkJJidO3d6vH4wv2YZk/vn68vXrJALajK6//77TfXq1U1aWprHy3/99VeTmJhoDh486OeRFYzsnu/LL79sqlWr5nburbfeMhUrVvTH8PKtS5cuZsCAAW7nrr32WnPLLbd4vc1jjz1m6tSp43Zu0KBBpnnz5gUyRl/Ky/P15IILLjDPPvusL4dWYPLznG+44QYzZMgQM3To0KAJavLyfIP5dSsvzzeYX7dOnTplIiMjzeTJk93ON2jQwDz11FMebxPMr1l5eb6e5PU1K+SWn1ydPXuWL774ggEDBmCz2Txe5+eff6ZJkya89NJLVKhQgVq1avHII49w+vRpP482/3LyfFu2bMnOnTuZMmUKxhj27dvHd999R5cuXfw82ry59NJL+e2339i0aRMAq1evZv78+Vx11VVeb7No0SI6dOjgdq5jx44sX76cc+fOFeh48ysvzzejtLQ0jh8/TokSJQpqmD6V1+c8duxY/v77b4YOHeqPYfpMXp5vML9u5eX5BvPr1vnz50lNTSU2NtbtfFxcHPPnz/d4m2B+zcrL880oX69ZuQ6DgsjXX39tIiMjza5du7xep2PHjiYmJsZ06dLFLFmyxPzyyy+mSpUqpn///n4cqW/k5PkaY9Kne6Oiogxgunfvbs6ePeunUeZPWlqaGTx4sLHZbCYqKsrYbDYzYsSILG9Ts2ZN88ILL7idW7BggQHM7t27C3K4+ZaX55vRSy+9ZEqUKGH27dtXQKP0rbw8502bNpnSpUubjRs3GmNMUM3U5OX5BvPrVl7/poP5datFixamTZs2ZteuXeb8+fPm888/NzabzdSqVcvj9YP5NcuY3D/fjPLzmhXSQU2HDh1M165ds7xO+/btTWxsrDly5Ej6ue+//97YbDZz6tSpgh6iT+Xk+a5bt86UK1fOvPTSS2b16tVm6tSp5qKLLso0HRyovvrqK1OxYkXz1VdfmTVr1pjPPvvMlChRwnz66adeb1OzZs1ML5rz5883gNmzZ09BDzlf8vJ8XX355ZcmPj7ezJgxo4BH6ju5fc7nz583TZo0Me+//376uWAKavLyOw7m1628PN9gf93asmWLueyyywxgIiMjzSWXXGJ69+5t6tat6/H6wfyaZUzun6+r/L5mhWxQ888//5iIiAjz448/Znm9vn37murVq7udW79+vQHMpk2bCnKIPpXT53vLLbeY6667zu3cvHnzguYTQMWKFc0777zjdu755583tWvX9nqb1q1bm/vuu8/t3MSJE01UVFTAf9LLy/N1mDBhgomLi8u0th3ocvucDx8+nP7i6fiy2Wzp53777Td/DDvP8vI7DubXrbw832B/3XI4ceJE+nivv/56c9VVV3m8XjC/ZrnK6fN18MVrVsjm1IwdO5bSpUtnu+baqlUrdu/ezYkTJ9LPbdq0iYiICCpWrFjQw/SZnD7fU6dOERHh/muPjIwEwARBGzBv489qO2iLFi2YMWOG27np06fTpEkToqOjC2ScvpKX5wvw1Vdfceutt/Lll18GRd6Bq9w+54SEBNauXcuqVavSv+68805q167NqlWraNasmT+GnWd5+R0H8+tWXp5vsL9uORQuXJhy5cpx+PBhpk2bRo8ePTxeL5hfs1zl9PmCD1+z8hwOBbDU1FRTuXJl8/jjj2e6bPDgwaZPnz7px8ePHzcVK1Y01113nVm3bp2ZM2eOqVmzprntttv8OeR8yc3zHTt2rImKijLvvfee+fvvv838+fNNkyZNTNOmTf055Dzr16+fqVChQvp20IkTJ5qkpCTz2GOPpV8n43N2bI988MEHzfr1683o0aODZntkXp7vl19+aaKiosy7777rtt3fdakikOXlOWcUTMtPeXm+wfy6lZfnG+yvW1OnTjW//vqr2bp1q5k+fbpp0KCBadq0afqsSyi9ZhmT++fry9eskAxqpk2bZoD0pEFX/fr1M23atHE7t2HDBnPllVeauLg4U7FiRfPQQw8F/Lq0q9w+37feestccMEFJi4uzpQrV8707t3ba/2AQHPs2DFz//33m8qVK5vY2FhTrVo189RTT5mUlJT063h6zrNnzzaNGjUyhQoVMsnJyW75F4EsL8+3TZs2Bsj01a9fP/8/gTzI6+/YVTAFNXl9vsH6upXX5xvMr1tff/21qVatmilUqJApW7asueeee9zesEPpNcuY3D9fX75m2YwJork7pZRSSikvQjanRimllFLhRYMapZRSSoUEDWqUUkopFRI0qFFKKaVUSNCgRimllFIhQYMapZRSSoUEDWqUUkopFRI0qFFKKRW05s6dS7du3Shfvjw2m40ff/yxQB9v2LBh2Gw2t6+yZcv65L5TUlJo2LAhNpuNVatWZTuOOnXqULhwYYoXL86VV17JkiVL3K4zaNAgqlevTlxcHKVKlaJHjx789ddfbtdJTk7O9HwGDx6cfvnq1au56aabqFSpEnFxcdStW5c333wz03iMMbzyyivUqlWLmJgYKlWqxIgRI3L1/D/66CMuv/xyEhISsNlsHDlyJFe3Bw1qlFJBKjU1lZYtW9KzZ0+380ePHqVSpUoMGTLEopEpfzp58iQNGjTgnXfe8dtj1qtXjz179qR/rV27NsvrJycnM3v27Gzv97HHHqN8+fI5GkOtWrV45513WLt2LfPnzyc5OZkOHTrw33//pV+ncePGjB07lg0bNjBt2jSMMXTo0IHU1FS3+3ruuefcno/r/50VK1ZQqlQpvvjiC9atW8dTTz3FE088kennff/99/PJJ5/wyiuv8NdffzFp0iSaNm2ao+ficOrUKTp16sSTTz6Zq9u5yWc1ZKWUssymTZtMfHy8+eKLL9LP9enTx9SvX9+t7L4KD4D54Ycf3M6lpKSYRx991JQvX97Ex8ebpk2bmt9//z3Pj5GXFhxVqlTJ9jGnTJli6tSpY9atW2cA88cff+TqMY4ePWoAM3PmTK/XWb16tQHMli1b3Mb2+uuv5+qx7r77btO2bdv04/Xr15uoqCjz119/ZXm7n3/+2Vx88cUmJibGVK1a1QwbNsycO3cu0/V+//13A5jDhw/nalzGhHCXbqVU6KtZsyYjR47kf//7H7t37+ann35iwoQJjBs3jkKFClk9PBUA+vfvz4IFC5gwYQJr1qyhV69edOrUic2bN+f5Pjdv3kz58uWpWrUqN954I1u3bs3XGPft28ftt9/O559/Tnx8fK5vf/bsWT766CMSExNp0KCBx+ucPHmSsWPHUrVqVSpVquR22ahRoyhZsiQNGzbkhRde4OzZs1k+3tGjRylRokT68aRJk6hWrRqTJ0+matWqJCcnc9ttt3Ho0KH060ybNo1bbrmF++67j/Xr1/Phhx/y6aef8sILL+T6+WYp12GQUkoFkLS0NHP55Zebdu3amdKlS5vnn3/e6iEpi5BhpmbLli3GZrOZXbt2uV2vXbt25oknnsjTY0yZMsV89913Zs2aNWbGjBmmTZs2pkyZMubAgQNeb5PVTE1aWprp1KlT+t/ttm3bcjxTM2nSJFO4cGFjs9lM+fLlzdKlSzNd59133zWFCxc2gKlTp47bLI0xxrz22mtm9uzZZvXq1ebjjz82SUlJZuDAgV4fc+HChSY6OtpMnz49/dygQYNMTEyMadasmZk7d675/fffTcOGDd1mc1q3bm1GjBjhdl+ff/65KVeuXKbHyM9MjQY1Sqmgt2HDBgOYiy66yON0tgoPGYOab775xgCmcOHCbl9RUVHm+uuvN8Y4g4isvu655x6vj3nixAlTpkwZ8+qrr6afGzRokNvj2Ww2Exsb63bu33//NcYY8+abb5qWLVua8+fPu40nJ0HNiRMnzObNm82iRYvMgAEDTHJystm3b5/bdY4cOWI2bdpk5syZY7p162Yuvvhic/r0aa/3+d133xnAY5D2559/mlKlSmX64HD77bcbwGzcuDH93IoVKwyQviQVHx+f6WcQGxtrAHPy5Em3+8tPUBPl23kfpZTyvzFjxhAfH8+2bdvYuXMnycnJVg9JBYC0tDQiIyNZsWIFkZGRbpcVKVIEgAoVKrBhw4Ys76d48eJeLytcuDAXXXSR23LWc889xyOPPJJ+fPnllzNq1CiaNWuWfs6REDxr1iwWL15MTEyM2/02adKE3r17M27cuCwfu0aNGtSoUYPmzZtTs2ZNRo8ezRNPPJF+ncTERBITE6lZsybNmzenePHi/PDDD9x0000e77N58+YAbNmyhZIlS6afX79+PVdccQW33357piT8cuXKERUVRa1atdLP1a1bF4Dt27dTu3Zt0tLSePbZZ7n22mszPWZsbKzX55hbGtQopYLaokWLeP311/n111956aWXGDhwIDNnzsRms1k9NGWxRo0akZqayv79+2ndurXH60RHR1OnTp08P0ZKSgobNmxwu//SpUtTunTp9OOoqCgqVKhAjRo1Mt3+rbfeYvjw4enHu3fvpmPHjnz99dduQVBOGGNISUnJ13X++OMPQAIVh3Xr1nHFFVfQr18/jzkwrVq14vz58/z9999Ur14dgE2bNgFQpUoVAC6++GI2btzo8WfgSxrUKKWC1unTp+nXrx+DBg3iyiuvpFatWlx44YV8+OGH3HnnnVYPT/nBiRMn2LJlS/rxtm3bWLVqFSVKlKBWrVr07t2bvn378uqrr9KoUSMOHDjArFmzuOiii7jqqqty/XiPPPII3bp1o3Llyuzfv5/hw4dz7Ngx+vXrl6fxV65c2e3YMYNUvXp1KlasmH6+Tp06jBw5kmuuuYaTJ0/ywgsv0L17d8qVK8fBgwd577332LlzJ7169QJg69atfP3113To0IFSpUqxa9cuRo0aRVxcXPrzXrRoEYsXL6Zt27YkJiaybNkyHnzwQbp3754+rnXr1tG2bVs6dOjAQw89xN69ewGIjIykVKlSAFx55ZVcfPHFDBgwgDfeeIO0tDTuuece2rdvnz5788wzz9C1a1cqVapEr169iIiIYM2aNaxduzY9qNu7dy979+5N/32uXbuWokWLUrlyZbfE5CzlesFKKaUCxH333WeqV69uTpw4kX7uo48+MkWKFDHbtm2zbmDKbxz5Fxm/+vXrZ4wx5uzZs+aZZ54xycnJJjo62pQtW9Zcc801Zs2aNXl6vBtuuMGUK1fOREdHm/Lly5trr73WrFu3Lsvb5GRLt4O3nBrAjB071hhjzOnTp80111xjypcvbwoVKmTKlStnunfv7pYovGvXLtO5c2dTunRpEx0dbSpWrGhuvvlmt23XK1asMM2aNTOJiYkmNjbW1K5d2wwdOtQtx2Xo0KEef75VqlRxG9+uXbvMtddea4oUKWLKlCljbr31VnPw4EG360ydOtW0bNnSxMXFmYSEBNO0aVPz0UcfZftYjuedEzb7D0sppYLKnDlzaNeuHbNnz+bSSy91u6xjx46cP39el6GUCjMa1CillFIqJGjxPaWUUkqFBA1qlFJKKRUSNKhRSimlVEjQoEYppZRSIUGDGqWUUkqFBA1qlFJKKRUSNKhRSimlVEjQoEYppZRSIUGDGqWUUkqFBA1qlFJKKRUSNKhRSimlVEjQoEYppZRSIeH/nZr9ZlLihmQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SILURE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CROIX MORAND\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RADOCHE TERCERO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FASTNET\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CARLA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARMOR II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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hhhuq/dxrrrmGRYsW4evry+DBgwGr5yU6Opo1a9Zw44034uFR+Z+ykkrof//73wkMDMTHx4fo6Ohyh/rOx4YNG7jvvvuYNGkSgwYNonXr1iQlJfHuu++yevVqbr/99jK9ezt27ODOO+9k/PjxJCQk8Oijj9K+fXumT58OQEBAAIsWLWLKlCkkJydz6623EhERwalTp9i9ezenTp3ilVdeAazf2RVXXMGVV17JvffeS+fOnUlPT+fAgQN88skn9iKz999/P2+++SZjxozhySefpE2bNqxYscIe9NW1wYMHc9ddd/Gb3/yGHTt2cNVVV+Hv78+JEyfYvHkzF110Effeey89evSga9euPPLIIxhjaNWqFZ988ok9P85RRe/TwMDAWrU1KCiIq666iueee46wsDA6d+7Mpk2bWLJkSYUFRKv6HUoL5dqceJHmo6JZfr179y73+K+//trExMQYPz8/Ex4ebu68807z7bffGsAsXbrUflx5ZROMsWYrDRs2zAQFBRlvb2/TqVMnc+uttzpNqzfGmnE1evRoExwcbLy9vU3Xrl3NAw884HTM7NmzTbt27Yybm5vTrK/CwkLzzDPPmAsvvNB4enqasLAw8+tf/9okJCRU+zpLbNy40QDmT3/6U6XHlfbvf//bAGb48OFO22NjYw1gXnrppTLPodQsP2OM+etf/2qio6ONu7u70z2uqO1TpkwpUwqgtISEBDNnzhwzePBgExkZaTw8PExgYKC57LLLzKJFi0xBQYH92JIZYmvWrDGTJ082ISEhxtfX11x33XVm//79Zc69adMmM2bMGNOqVSvj6elp2rdvb8aMGWPef/99p+MOHz5spk6datq3b288PT1NeHi4GTRoUJkZZ3v37jXDhw83Pj4+plWrVmbatGn2e1vdWX7bt28vd/+YMWPKvVdvvvmmueyyy4y/v7/x9fU1Xbt2NbfffrvZsWNHmXYFBgaa0NBQM378eBMfH1/u77Ci92mnTp3MmDFjyrw+YH7729+WuV+Aee655+zbjh49asaNG2dCQ0NNYGCgGTVqlPnhhx9Mp06dzJQpU8rch+r+DqVlsRljTMOHcSJSXQ888ABvv/22U6HDpuihhx7ilVdeISEhodY9Q03RsmXL+M1vfsP27dvLTeyWxk+/Q6mMhvxEGqmkpCS2bNnCypUriYmJcXVzauybb77h559/ZvHixdx9990tMpgSkeZPAZVII/XZZ58xY8YMLr/8cl588UVXN6fGYmJi8PPz4/rrr+fJJ590dXNEROqFhvxEREREakllE0RERERqSQGViIiISC0poBIRERGpJSWlN5CioiKOHz9OYGBghUt0iIiISONijCE9PZ127drZ10otjwKqBnL8+HGioqJc3QwRERGpgYSEhEoXm1dA1UBKlkdISEggKCjIxa0RERGR6khLSyMqKqrKZY4UUDWQkmG+oKAgBVQiIiJNTFXpOkpKFxEREaklBVQiIiIitaSASkRERKSWlEMlIiItTmFhIfn5+a5uhjQCnp6euLu71/o8CqhERKTFMMaQmJjI2bNnXd0UaURCQkKIjIysVZ1IBVQiItJilARTERER+Pn5qdByC2eMISsri6SkJADatm1b43MpoBIRkRahsLDQHky1bt3a1c2RRsLX1xeApKQkIiIiajz8p6R0ERFpEUpypvz8/FzcEmlsSt4TtcmrU0AlIiItiob5pLS6eE8ooBIRERGpJQVUIiIiUmNxcXHYbDZ27drl6qa4lAIqERGRRi4pKYm7776bjh074u3tTWRkJCNHjmTLli2ublqjlJKSwuTJkwkODiY4OJjJkyfXe6kMzfITaS6OJMGhk5CUCtcNgEBfV7dIROrIuHHjyM/PZ/ny5XTp0oWTJ0+yfv16kpOTXd20ajl69Cjt27dvsPy1iRMncvToUVavXg3AXXfdxeTJk/nkk0/q7TXVQyXSXGzdD//3X9j4AySmuLo1IlJHzp49y+bNm3nmmWcYNmwYnTp14tJLL2X27NmMGTPGfpzNZuOVV15h9OjR+Pr6Eh0dzfvvv+90rmPHjvGrX/2K0NBQWrduzdixY4mLi3M6ZunSpfTs2RMfHx969OjB4sWLnfZv27aNfv364ePjw8CBA/nuu++qvIa5c+fSpUsX5s2bx6FDh2p+M6ph3759rF69mjfeeIOYmBhiYmJ4/fXX+fTTT/npp5/q7XUVUIk0FxHB574/lea6dohInQoICCAgIICPPvqI3NzcSo+dO3cu48aNY/fu3fz617/mtttuY9++fQBkZWUxbNgwAgIC+PLLL9m8eTMBAQGMGjWKvLw8AF5//XUeffRRFi5cyL59+3jqqaeYO3cuy5cvByAzM5Prr7+e7t27s3PnTubPn8+sWbOqvIaXXnqJuXPnsmnTJi644AKuuuoqlixZQnp6eqXXXNFj9OjRFb7Wli1bCA4O5rLLLrNvu/zyywkODubrr7+usq01pSE/keYiPOjc90mprmuHSFNzSzycKmz41w13h5UdqzzMw8ODZcuWERsby6uvvkr//v0ZMmQIEyZM4OKLL3Y6dvz48dx5550APPHEE6xdu5ZFixaxePFi3nvvPdzc3HjjjTfsQ29Lly4lJCSEjRs3MmLECJ544gleeOEFbrnlFgCio6PZu3cvr732GlOmTGHFihUUFhby5ptv4ufnR+/evTl69Cj33ntvpdcQGBjI1KlTmTp1KkeOHOHtt9/m2WefZebMmdx8881MmTKFa6+91t6uqhLcS4pxlicxMZGIiIgy2yMiIkhMTKz0vLWhgEqkuQh37KFSQCVSbacK4WSBq1tRqXHjxjFmzBi++uortmzZwurVq3n22Wd54403uOOOO+zHxcTEOD0vJibGHpzs3LmTAwcOEBgY6HRMTk4OBw8e5NSpUyQkJDBt2jRiY2Pt+wsKCggOtv6+7Nu3j759+zoVRy39mlXp1KkTc+bMYc6cOSxfvpwZM2awYsUKUlJSCAkJAaBbt27ndc7SysvVMsbUaw6XAiqR5qJ1ALjZoMioh0rkfITXbKmRhn5dHx8fhg8fzvDhw3nssce48847mTdvnlNAVZ6SIKKoqIgBAwawYsWKsk0JDycnJwewhv0ch8sA+3IsxpjzanN5Tp8+zXvvvcdbb73Frl27GD16NFOmTLEHbWAN+VXmyiuv5PPPPy93X2RkJCdPniyz/dSpU7Rp06Z2ja+EAiqR5sLdHVoHWvlTp9LAGFBFaJGqVWPYrTHq1asXH330kdO2b775httvv93p5379+gHQv39//vnPfxIREUFQUBClBQcH0759ew4dOsSkSZMqfM23336b7Oxs+7DbN998U2Vbc3Nz+eSTT3jrrbdYvXo1vXv3ZsqUKaxatYrw8PAyx9dmyC8mJobU1FS2bdvGpZdeCsDWrVtJTU1l0KBBVba1phRQiTQn4cFWMJWbD+nZEKQ1y0SaujNnzjB+/HimTp3KxRdfTGBgIDt27ODZZ59l7NixTse+//77DBw4kCuuuIIVK1awbds2lixZAsCkSZN47rnnGDt2LAsWLKBDhw7Ex8ezcuVKHn74YTp06MD8+fOZOXMmQUFBjB49mtzcXHbs2EFKSgoPPvggEydO5NFHH2XatGnMmTOHuLg4nn/++SqvYfr06axatYqJEyeyY8eOMrlfpdVmyK9nz56MGjWK2NhYXnvtNcAqm1CSTF9vjDSI1NRUA5jU1FRXN0Was/e+MuaeV6zHgeOubo1Io5KdnW327t1rsrOzXd2U85KTk2MeeeQR079/fxMcHGz8/PxM9+7dzZw5c0xWVpb9OMC8/PLLZvjw4cbb29t06tTJvPvuu07nOnHihLn99ttNWFiY8fb2Nl26dDGxsbFOn00rVqwwl1xyifHy8jKhoaHmqquuMitXrrTv37Jli+nbt6/x8vIyl1xyifnwww8NYL777rsKr2H//v0mPz+/7m5KFc6cOWMmTZpkAgMDTWBgoJk0aZJJSUmp8PjK3hvV/fy2GVMHA6JSpbS0NIKDg0lNTS23q1WkTnzxP3i/eFrw7cMgph7/NybSxOTk5HD48GGio6Px8fFxdXPqnM1m41//+hc33XSTq5vS5FT23qju57fqUIk0J5rpJyLiEgqoRJqTcBX3FBFxBSWlizQnrQOtmX1GpRNEWhpl8LiWeqhEmhNPd2hVXL/lVKoVWImISL1TQCXS3JSs6ZedB5k5rm2LiEgLoYBKpLlxWtNPeVQiIg1BAZVIc6OZfiIiDU4BlUhzo4BKRKTBKaASaW4iHIb8VDpBRKRBKKASaW7CgqBkTWSVThCRehYXF4fNZqtyQePmTgGVSHPj6QEhDqUTRKTJS0pK4u6776Zjx454e3sTGRnJyJEj2bJli6ub1igtXLiQQYMG4efnR0hISIO8pgp7ijRH4UGQkgGZuVbpBP/mt26ZSEsybtw48vPzWb58OV26dOHkyZOsX7+e5ORkVzetWo4ePUr79u2x2WxVH1wH8vLyGD9+PDExMSxZsqRBXlM9VCLNUYSWoBFpLs6ePcvmzZt55plnGDZsGJ06deLSSy9l9uzZjBkzxn6czWbjlVdeYfTo0fj6+hIdHc3777/vdK5jx47xq1/9itDQUFq3bs3YsWOJi4tzOmbp0qX07NkTHx8fevToweLFi532b9u2jX79+uHj48PAgQP57rvvqryGuXPn0qVLF+bNm8ehQ4dqfjOq6fHHH+eBBx7goosuqvfXKqGASqQ50kw/kWYjICCAgIAAPvroI3Jzcys9du7cuYwbN47du3fz61//mttuu419+/YBkJWVxbBhwwgICODLL79k8+bNBAQEMGrUKPLy8gB4/fXXefTRR1m4cCH79u3jqaeeYu7cuSxfvhyAzMxMrr/+erp3787OnTuZP38+s2bNqvIaXnrpJebOncumTZu44IILuOqqq1iyZAnp6emVXnNFj9GjR5/PLWwQGvITaY7UQyVSfU9/CGlZDf+6QX4we1yVh3l4eLBs2TJiY2N59dVX6d+/P0OGDGHChAlcfPHFTseOHz+eO++8E4AnnniCtWvXsmjRIhYvXsx7772Hm5sbb7zxhn3obenSpYSEhLBx40ZGjBjBE088wQsvvMAtt9wCQHR0NHv37uW1115jypQprFixgsLCQt588038/Pzo3bs3R48e5d577630GgIDA5k6dSpTp07lyJEjvP322zz77LPMnDmTm2++mSlTpnDttdfa21VVgruvr2+V962hKaASaY6cqqWrh0qkUmlZcDbT1a2o1Lhx4xgzZgxfffUVW7ZsYfXq1Tz77LO88cYb3HHHHfbjYmJinJ4XExNjD0527tzJgQMHCAwMdDomJyeHgwcPcurUKRISEpg2bRqxsbH2/QUFBQQHW/9J27dvH3379sXPz6/C16xKp06dmDNnDnPmzGH58uXMmDGDFStWkJKSYk8g79at23mdszFQQCXSHIU51qJSQCVSqSC/qo9pBK/r4+PD8OHDGT58OI899hh33nkn8+bNcwqoylPS61NUVMSAAQNYsWJFmWPCw8PJybHW/nz99de57LLLnPa7u7sDYOpgwfXTp0/z3nvv8dZbb7Fr1y5Gjx7NlClT7EEbWEN+lbnyyiv5/PPPa92WuqSASqQ58vaEYD9IzVIPlUhVqjHs1hj16tWLjz76yGnbN998w+233+70c79+/QDo378///znP4mIiCAoKIjSgoODad++PYcOHWLSpEkVvubbb79Ndna2fdjtm2++qbKtubm5fPLJJ7z11lusXr2a3r17M2XKFFatWkV4eHiZ4zXkJyKNR0SwFVBl5EB2Lvh6u7pFIlIDZ86cYfz48UydOpWLL76YwMBAduzYwbPPPsvYsWOdjn3//fcZOHAgV1xxBStWrGDbtm32sgGTJk3iueeeY+zYsSxYsIAOHToQHx/PypUrefjhh+nQoQPz589n5syZBAUFMXr0aHJzc9mxYwcpKSk8+OCDTJw4kUcffZRp06YxZ84c4uLieP7556u8hunTp7Nq1SomTpzIjh07yuR+lVbbIb/4+HiSk5OJj4+nsLDQHqB169atyt6vGjPSIFJTUw1gUlNTXd0UaSne2mDMPa9YjyNJrm6NiMtlZ2ebvXv3muzsbFc35bzk5OSYRx55xPTv398EBwcbPz8/0717dzNnzhyTlZVlPw4wL7/8shk+fLjx9vY2nTp1Mu+++67TuU6cOGFuv/12ExYWZry9vU2XLl1MbGys02fTihUrzCWXXGK8vLxMaGioueqqq8zKlSvt+7ds2WL69u1rvLy8zCWXXGI+/PBDA5jvvvuuwmvYv3+/yc/Pr7ubUoUpU6YYoMxjw4YN5R5f2Xujup/fNmPqYEBUqpSWlkZwcDCpqanldrWK1Ln/fAcfbbW+v/NaGND0kjxF6lJOTg6HDx8mOjoaH5/mV+zWZrPxr3/9i5tuusnVTWlyKntvVPfzW3WoRJorp5l+Kp0gIlKfmkxAVZ11eeLj47nhhhvw9/cnLCyMmTNn2ouVVWTo0KHYbDanx4QJE5yO6dy5c5ljHnnkkbq6NJH6oeKeIiINpskkpVe1Lk9hYSFjxowhPDyczZs3c+bMGaZMmYIxhkWLFlV67tjYWBYsWGD/ubzZAwsWLHCqy1FvSW0idcWxh0rFPUWaPWXwuFaTCagef/xxAJYtW1bu/jVr1rB3714SEhJo164dAC+88AJ33HEHCxcurHTc08/Pj8jIyEpfPzAwsMpjRBoVHy8I8oW0bPVQiYjUsyYz5FeVLVu20KdPH3swBTBy5Ehyc3PZuXNnpc9dsWIFYWFh9O7dm1mzZpW7ttAzzzxD69atueSSS1i4cGGVQ4m5ubmkpaU5PUQaXMmwX2oW5OS7ti0iIs1Yk+mhqkpiYiJt2rRx2hYaGoqXlxeJiYkVPm/SpElER0cTGRnJDz/8wOzZs9m9ezdr1661H3PffffRv39/QkND2bZtG7Nnz+bw4cO88cYbFZ736aeftveqibhMRDAcLH7/n06FDmGubY+ISDPl0oBq/vz5VQYd27dvZ+DAgdU6X0l5fUfGmHK3l3DMi+rTpw8XXHABAwcO5Ntvv6V///4APPDAA/ZjLr74YkJDQ7n11lvtvVblmT17Ng8++KD957S0NKKioqp1HSJ1pvRMPwVUIiL1wqUB1YwZM8rMqCutc+fO1TpXZGQkW7duddqWkpJCfn5+mZ6ryvTv3x9PT0/2799vD6hKu/zyywE4cOBAhQGVt7c33t6qTC0uppl+IiINwqUBVVhYGGFhdfM/5piYGBYuXMiJEydo27YtYCWqe3t7M2DAgGqfZ8+ePeTn59vPUZ7vvvsOoNJjRBoFBVQiIg2iySSlx8fHs2vXLqd1eXbt2kVGRgYAI0aMoFevXkyePJnvvvuO9evXM2vWLGJjY+0z/I4dO0aPHj3Ytm0bAAcPHmTBggXs2LGDuLg4PvvsM8aPH0+/fv0YPHgwYCW7/+Uvf2HXrl0cPnyY//u//+Puu+/mxhtvpGPHjq65GSLVpdIJIlLP4uLisNlsVS5o3Nw1mYDqscceo1+/fsybN4+MjAz69etHv3792LFjBwDu7u6sWrUKHx8fBg8ezC9/+Utuuukmp0Ub8/Pz+emnn8jKygLAy8uL9evXM3LkSLp3787MmTMZMWIE69atw93dHbCG7v75z38ydOhQevXqxWOPPUZsbCzvvvtuw98EkfPl5w0BxcsoqIdKpMlKSkri7rvvpmPHjnh7exMZGcnIkSPZsmWLq5vW6MTFxTFt2jSio6Px9fWla9euzJs3r8rZ+bXVZGb5LVu2rMIaVCU6duzIp59+WuH+zp07OxU+i4qKYtOmTZWes3///nzzzTfn1VaRRiU8GDJyICUT8vLBy9PVLRKR8zRu3Djy8/NZvnw5Xbp04eTJk6xfv57k5GRXN61ajh49Svv27SudJFZXfvzxR4qKinjttdfo1q0bP/zwA7GxsWRmZjp1stS1JtNDJSI15DTsV7bGmog0bmfPnmXz5s0888wzDBs2jE6dOnHppZcye/ZsxowZYz/OZrPxyiuvMHr0aHx9fYmOjub99993OtexY8f41a9+RWhoKK1bt2bs2LHExcU5HbN06VJ69uyJj48PPXr0YPHixU77t23bRr9+/fDx8WHgwIH2vOLKzJ07ly5dujBv3jwOHTpU85tRDaNGjWLp0qWMGDGCLl26cOONNzJr1ixWrlxZr6+rgEqkuYtQYrpIUxYQEEBAQAAfffQRubm5lR47d+5cxo0bx+7du/n1r3/Nbbfdxr59+wDIyspi2LBhBAQE8OWXX7J582YCAgIYNWqUfTjs9ddf59FHH2XhwoXs27ePp556irlz57J8+XIAMjMzuf766+nevTs7d+5k/vz5zJo1q8preOmll5g7dy6bNm3iggsu4KqrrmLJkiXlFtJ2vOaKHqNHjz6fW0hqaiqtWrU6r+ecNyMNIjU11QAmNTXV1U2Rlmbrz8bc84r1WPOdq1sj4jLZ2dlm7969Jjs7u9SeAcaY9i54DKh22z/44AMTGhpqfHx8zKBBg8zs2bPN7t27nY4BzD333OO07bLLLjP33nuvMcaYJUuWmO7du5uioiL7/tzcXOPr62v+85//GGOMiYqKMv/4xz+czvHEE0+YmJgYY4wxr732mmnVqpXJzMy073/llVcMYL777rtqXUtcXJx54oknzIUXXmj8/PzMpEmTzJo1a5zatX///kofR48erdZrGWPMgQMHTFBQkHn99dcrPKbi90b1P7+bTA6ViNRQhGb6iVQuETjm6kZUaty4cYwZM4avvvqKLVu2sHr1ap599lneeOMN7rjjDvtxMTExTs+LiYmxz77buXMnBw4cIDAw0OmYnJwcDh48yKlTp0hISGDatGlORa8LCgoIDrZ6uvft20ffvn3x8/Or8DWr0qlTJ+bMmcOcOXNYvnw5M2bMYMWKFaSkpBASEgJAt27dzuucFTl+/DijRo1i/Pjx3HnnnXVyzooooBJp7hxrUSVpyE+kLFctfH9+r+vj48Pw4cMZPnw4jz32GHfeeSfz5s1zCqjKU5IIXlRUxIABA1ixYkWZY8LDw8nJyQGsYb/LLrvMaX/JzHfjMLGrpk6fPs17773HW2+9xa5duxg9ejRTpkyxB21gDflV5sorr+Tzzz+v9Jjjx48zbNgwYmJi+Pvf/17rdldFAZVIc+fvY5VPyMpVDpVIuXa4ugE10qtXLz766COnbd988w23336708/9+vUDrFnr//znP4mIiLDXZ3QUHBxM+/btOXToEJMmTarwNd9++22ys7Px9fW1v0ZVcnNz+eSTT3jrrbdYvXo1vXv3ZsqUKaxatYrw8PAyx1dV06rktSty7Ngxhg0bxoABA1i6dClubvWfMq6ASqQlCA+CI6cgJQPyC8HT3dUtEpFqOnPmDOPHj2fq1KlcfPHFBAYGsmPHDp599lnGjh3rdOz777/PwIEDueKKK1ixYgXbtm1jyZIlAEyaNInnnnuOsWPHsmDBAjp06EB8fDwrV67k4YcfpkOHDsyfP5+ZM2cSFBTE6NGjyc3NZceOHaSkpPDggw8yceJEHn30UaZNm8acOXOIi4urVimC6dOns2rVKiZOnMiOHTu4+OKLKz2+NkN+x48fZ+jQoXTs2JHnn3+eU6dO2fdFRtZfb6QCKpGWIDzYCqgMcDoN2oa6ukUiUk0BAQFcdtll/OUvf+HgwYPk5+cTFRVFbGwsf/zjH52Offzxx3nvvfeYPn06kZGRrFixgl69egHg5+fHl19+yR/+8AduueUW0tPTad++Pddcc429x+rOO+/Ez8+P5557jt///vf4+/tz0UUXcf/999vb8sknn3DPPffQr18/evXqxTPPPMO4ceMqvYbZs2fz2muv4eFR/2HHmjVrOHDgAAcOHKBDhw5O++piyLIiNlOfZxe7tLQ0goODSU1NLberVaRefbIdPttpfX/vKLi4s0ubI+IKOTk5HD58mOjoaHx8fFzdnDpns9n417/+xU033eTqpjQ5lb03qvv5rTpUIi2BalGJiNQrBVQiLYFjtfQklU4QEalryqESaQnC1UMl0twpg8e11EMl0hIE+ICPl/W9inuKiNQ5BVQiLYHNdm7Y70w6FBS6tj0iLqSeHCmtLt4TCqhEWoqSxHRjrKBKpIXx9PQErEWCRRyVvCdK3iM1oRwqkZbCMTH9VCq0CXFZU0Rcwd3dnZCQEJKSkgCrLlPJsizSMhljyMrKIikpiZCQEPsSOzWhgEqkpXAsnaCZftJClVTKLgmqRABCQkJqXUVdAZVIS6GZfiLYbDbatm1LREQE+fn5rm6ONAKenp616pkqoYBKpKVQQCVi5+7uXicfoiIllJQu0lIE+YJ38f+hVDpBRKROKaASaSlstnO9VKfTobDIte0REWlGFFCJtCQlAVVRESRnuLYtIiLNiAIqkZakdOkEERGpEwqoRFoSp9IJCqhEROqKAiqRlkQz/URE6oUCKpGWJMJxyE8z/URE6ooCKpGWJMgfPEtKJ6iHSkSkriigEmlJ3GznEtNPp1mz/UREpNYUUIm0NCUBVUERpGS6ti0iIs2EAiqRliZcM/1EROqaAiqRliZCM/1EROqaAiqRlsapdIJm+omI1AUFVCItTYSqpYuI1DUFVCItTUgAeLhb3yuHSkSkTiigEmlp3GwQ5lg6wbi2PSIizYACKpGWqKR0Qn4hpKp0gohIbSmgEmmJtEiyiEidUkAl0hKFKzFdRKQuKaASaYkiVDpBRKQuKaASaYlULV1EpE4poBJpiUIDwL34n796qEREak0BlUhL5O4GrQOt70+lglHpBBGR2lBAJdJSleRR5RVAWpZr2yIi0sQpoBJpqRxn+iVp2E9EpDYUUIm0VE6LJCsxXUSkNhRQibRUmuknIlJnmkxAtXDhQgYNGoSfnx8hISHlHhMfH88NN9yAv78/YWFhzJw5k7y8vErPO3ToUGw2m9NjwoQJZY5btWoVl112Gb6+voSFhXHLLbfUxWXVXoGBt85CWqGrWyJNTYR6qERE6oqHqxtQXXl5eYwfP56YmBiWLFlSZn9hYSFjxowhPDyczZs3c+bMGaZMmYIxhkWLFlV67tjYWBYsWGD/2dfX12n/hx9+SGxsLE899RRXX301xhi+//77urmw2lqdAU+egr+chvHBMCUE2nu6ulXSFLQOsBZKLjIqnSAiUktNJqB6/PHHAVi2bFm5+9esWcPevXtJSEigXbt2ALzwwgvccccdLFy4kKCgoHKfB+Dn50dkZGS5+woKCrjvvvt47rnnmDZtmn179+7da3gldWxpivU108Cys/D2WbguEKaGQG8fFzZMGj13d6t0wqm0c6UTbDZXt0pEpElqMkN+VdmyZQt9+vSxB1MAI0eOJDc3l507d1b63BUrVhAWFkbv3r2ZNWsW6enp9n3ffvstx44dw83NjX79+tG2bVtGjx7Nnj17Kj1nbm4uaWlpTo968Xwk3BYM3sUfhIXAJ+lwcwLcfhQ2ZarGkFSsJI8qJx/Sc1zbFhGRJqzZBFSJiYm0adPGaVtoaCheXl4kJiZW+LxJkybx7rvvsnHjRubOncuHH37olB916NAhAObPn8+cOXP49NNPCQ0NZciQISQnJ1d43qeffprg4GD7IyoqqpZXWIFoL3g8AjZ1hhmtINT93L5vsiH2OFwfDyvTIK+oftogTZcWSRYRqRMuDajmz59fJiG89GPHjh3VPp+tnOEKY0y520vExsZy7bXX0qdPHyZMmMAHH3zAunXr+PbbbwEoKrKCkEcffZRx48YxYMAAli5dis1m4/3336/wvLNnzyY1NdX+SEhIqPZ11EgrD5jZGjZ2hsfDoZNDHtX+PHjkJFwdB68lQ6oS2KWYZvqJiNQJl+ZQzZgxo9wZdY46d+5crXNFRkaydetWp20pKSnk5+eX6bmqTP/+/fH09GT//v3079+ftm3bAtCrVy/7Md7e3nTp0oX4+PgKz+Pt7Y23t3e1X7fO+LrBbSHwy2D4IhOWpMC3xUM5SYXwwhl4JflcAnsHJbC3aJrpJyJSJ1waUIWFhREWFlYn54qJiWHhwoWcOHHCHgStWbMGb29vBgwYUO3z7Nmzh/z8fPs5BgwYgLe3Nz/99BNXXHEFAPn5+cTFxdGpU6c6aXu9cLfB8ADr8W02vJkCazPBAFkGlp+Fd87CqACYFgp9lMDeIjkV99RMPxGRmmoyOVTx8fHs2rWL+Ph4CgsL2bVrF7t27SIjIwOAESNG0KtXLyZPnsx3333H+vXrmTVrFrGxsfYZfseOHaNHjx5s27YNgIMHD7JgwQJ27NhBXFwcn332GePHj6dfv34MHjwYgKCgIO655x7mzZvHmjVr+Omnn7j33nsBGD9+vAvuRA3094W/tYM1nWBiMPg4JLCvyoBbEmDyUdiQaU2hl5ajdeC5mX3qoRIRqbEmUzbhscceY/ny5faf+/XrB8CGDRsYOnQo7u7urFq1iunTpzN48GB8fX2ZOHEizz//vP05+fn5/PTTT2RlWQvBenl5sX79el588UUyMjKIiopizJgxzJs3D3f3c8ndzz33HB4eHkyePJns7Gwuu+wyvvjiC0JDQxvo6utIJy+YH2HlWv3jLLyTCsnF+VRbs61HNy+r5MKNgeDVZOJtqSlPd2gVAGfSrRwqlU4QEakRmzGaU98Q0tLSCA4OJjU1tdKaWA0qpwg+SrdqWR3Od94X7g6/DrFKMoS4l/t0aSZe/AR+PGZ9/9wdEKDhXxGREtX9/FYXREvm4wYTguHzTrC4LQxw+CA9VQh/OQNDD1uV2BPyKz6PNG1aJFlEpNYUUIm1/Mi1AfBuFPxfBytRveSdkVW8VuDwOLjvBPxPxR+bHc30ExGpNQVU4uwSX3iprZXAPskhgb0I+DwDbk2ASUdhQ4YS2JsLx+KeqkUlIlIjCqikfB29YF4EbIqG+1tDa4c8qu3ZcPcJuO4I/F8q5KoCe5Om0gkiIrWmgEoqF+oO01tZFdifjIBoh0Kgh/JhThIMjYPFyZCiCuxNUngQlEzsUw+ViEiNKKCS6vF2s6qvf94JXm0Lv/A9t+9MIfy1OIF9QRLEK4G9SfH0gJAA63v1UImI1IgCKjk/bja4OgBWdID3o2C0QwJ7trFqW42Ig5knYLcS2JuMkjyqzBzIzHVtW0REmiAFVFJzfX3gxbawpjNMDgZfhwT21RkwPgEmJsB6JbA3eo4z/U5r2E9E5HwpoJLa6+gJc4sT2B9oDWEOCew7cuDeEzD6CLyXahUTlcbHaaafhv1ERM6XAiqpOyHucG8r2NAZFkZAV69z+w7nw2PFCewvnzm35I00DiruKSJSKwqopO55u8H4YFjVEV5rB5c5JLAnF8KLyVYC+/wkOJLnunbKOY4BlWb6iYicNwVUUn/cbDDMH97uAB9GwXUOCew5Bv6RCiOOwIzjsCvbpU1t8RyH/NRDJSJy3hRQScO4yAf+2hbWdYYpIeBXnMBugDWZ8MujMCEB1mZAoRLYG5y3JwT7Wd+rdIKIyHlTQCUNq4MnPBpuJbA/1BrCHRLYv82B3xYnsL97VgnsDa1kpl96NmRrKFZE5HwooBLXCHaHu4sT2J+OgG4OCexx+TDvFAyJg0VnILnAVa1sWRzzqE6rl0pE5HwooBLX8nKDccUJ7K+3g8sdEthTCmFRshVYzUuCOPWa1CstkiwiUmMKqKRxsNlgiD+81QFWRsH1AVAyGphr4N1UGHkEfnscvlUCe71Q6QQRkRpTQCWNTx8f+HNxAvsdIeDvkMC+NhMmHIVfJcB/lMBepyJUOkFEpKYUUEnj1d4T/licwD6rNUQ4JLB/lwO/OwGjjsA/zkK2Ethrzal0gnKoRETOhwIqafyC3OGuVvBFNPypDVzokMB+JB/mn4Ihh+HFM3BGCew15uMFQcU5bBryExE5LwqopOnwssEtQfBJR1jSDmIcEtjPFsHLxQnsc0/CISWw10hJHlVqFuTmu7YtIiJNiAIqaXpsNrjSH5Z3gI+i4MbAcwnseQb+mWbVsrr3OOzIBqM8q2rTsJ+ISI0ooJKmrZcPPB8J6zvD1BDwL35LG2B9Jkw8alVhX52uBPbq0Ew/EZEaUUAlzUM7T3gkHL7sDL8PgzYe5/btzoGZida6ge+chSwlsFdIAZWISI0ooJLmJdAd7gy1eqyebQPdHRLYE/JhwSkYehj+egZOK4G9jAgV9xQRqQkFVNI8edngpiD4uCO82Q4G+53bd7YIFifD0Dh49CQcUAK7nVMPlXKoRESqSwGVNG82G1zhD0vbw787wthAKBkNzDPwfhpcdwTuPg7blcCOnzcE+Fjfa8hPRKTaFFBJy9HTG56LhC86W8OCAQ5v/w2ZMOko3JoAn6VDQQsOrEp6qVIyIU/DoiIi1aGASlqeSE8rcX1TZ/hDGEQ6JLB/nwv3J8KIOHjrLGS2wAR2x9IJpzXsJyJSHQqopOUKdIdpxQnsz7eBHg4J7EcL4MniBPY/n4akFtRTo5l+IiLnTQGViKcNbgyycqyWtocrHRLYU4vg1RQYFgd/PAkHcl3WzAYToeKeIiLnSwGVSAmbzZoNuKS9NTvw5kDwLN6Xb+CDNLguHu46Bluzmm8Cu2MPlUoniIhUiwIqkfL08IZnImF9NMSWSmDfmAWTj8G4BPi0GSawK6ASETlvCqhEKhPpAQ+HWRXYZ4dBW4cE9h9y4cFEGB4Hy1Mgo5kksPt7g29xPplyqEREqkUBlUh1BLjDb0JhXWf4cyT08j6371gBLDxtJbA/fxpONvEEdpsNIkpKJ2RAfqFr2yMi0gQooBI5H542uD4Q/hUFy9vDVQ4J7GlF8PcUuPowPJII+5twAnvJsJ8BzigxXUSkKgqoRGrCZoMYP3ijPXzaEcYFOSSwAyvTYUw83HkMtjTBBPYILUEjInI+FFCJ1NaF3vB0G/giGu4KhUCHf1ZfZsGUY3BzAnySZs0WbArCtUiyiMj5UEAlUlfaeMCsMNgUDY+GQXuHBPa9ufDQSSuBfWkTSGBXcU8RkfOigEqkrgW4wZRQWNvZSmDv7ZDAfrwAnj4NQw7Dc6chsZEmsKt0gojIeVFAJVJfPIoT2FdGwdvtYahDAnt6EbyeAtcchj8kwk+NLIE90Ad8ipPClEMlIlIlBVQi9c1mg8v84O/t4bOOcGuQNVsQrAT2f6XDDfEw7Rj8t5EksNts53qpzqRDgUoniIhURgGVSEPq5g1PtYENneGeUAh2+Cf4VRb85hjclAAfN4IE9pKZfsZAcrpr2yIi0sgpoBJxhQgPeDAMNkbDnHDo4JDAvi8XZp2Ea+JgSQpkuKh3yGmmn4b9REQqo4BKxJX83eD2EFjTGf4aCX0cEtgTC+CZ03BVHDxzChLzG7ZtmuknIlJtTSagWrhwIYMGDcLPz4+QkJByj4mPj+eGG27A39+fsLAwZs6cSV5eXqXnHTp0KDabzekxYcIE+/6NGzeW2V/y2L59e11eorRkHja4LhA+jIIVHeBq/3P7MopgyVm4Og4eTrR6sBqCAioRkWrzqPqQxiEvL4/x48cTExPDkiVLyuwvLCxkzJgxhIeHs3nzZs6cOcOUKVMwxrBo0aJKzx0bG8uCBQvsP/v6+tq/HzRoECdOnHA6fu7cuaxbt46BAwfW8qpESrHZ4Be+1uNAnlWz6qN0K5+qAPh3uvUY7AfTQqyvNlv9tCXCYchPM/1ERCrVZAKqxx9/HIBly5aVu3/NmjXs3buXhIQE2rVrB8ALL7zAHXfcwcKFCwkKCir3eQB+fn5ERkaWu8/Ly8tpX35+Ph9//DEzZszAVl8fZCIA3bxgYRu4vzWsSIV/nIWzxQVB/5tlPbp7wbRQq3fLq47fj0F+4OUBeQWqRSUiUoUmM+RXlS1bttCnTx97MAUwcuRIcnNz2blzZ6XPXbFiBWFhYfTu3ZtZs2aRnl7xjKaPP/6Y06dPc8cdd1R6ztzcXNLS0pweIjUS7mEFVRujYW6pBPaf8uD3xQnsb6RAeh0msDuWTjidDoWNvLq7iIgLNZuAKjExkTZt2jhtCw0NxcvLi8TExAqfN2nSJN599102btzI3Llz+fDDD7nlllsqPH7JkiWMHDmSqKioStvz9NNPExwcbH9UdbxIlfzcYHKIVYH9pUi42CGB/WQBPFucwP6nU3CijhLYS0onFBVBckbdnFNEpBlyaUA1f/78ChO+Sx47duyo9vnKG4IzxlQ6NBcbG8u1115Lnz59mDBhAh988AHr1q3j22+/LXPs0aNH+c9//sO0adOqbMvs2bNJTU21PxISEqp9HSKVcrfBqEB4Pwr+0QGucUhgzyyCN89aPVazEmFvTu1ey7F0ghLTRUQq5NIcqhkzZjjNqCtP586dq3WuyMhItm7d6rQtJSWF/Pz8Mj1Xlenfvz+enp7s37+f/v37O+1bunQprVu35sYbb6zyPN7e3nh7e1d5nEiN2Www0Nd6HCpOYP9XOuQVJ7B/nG49YnzhzlC4ogYJ7GVm+qmnVUSkPC4NqMLCwggLC6uTc8XExLBw4UJOnDhB27ZtAStR3dvbmwEDBlT7PHv27CE/P99+jhLGGJYuXcrtt9+Op6dnnbRZpM508YInihPY30mFFWfPJbBvybYeF3rB1FBrfcHqJrBrpp+ISLU0mRyq+Ph4du3aRXx8PIWFhezatYtdu3aRkWHldYwYMYJevXoxefJkvvvuO9avX8+sWbOIjY21z/A7duwYPXr0YNu2bQAcPHiQBQsWsGPHDuLi4vjss88YP348/fr1Y/DgwU6v/8UXX3D48OFqDfeJuExrD7ivNWyKhnnh0NEh+P85Dx45CVcfhr8nQ1o1Etgde6g0009EpEJNJqB67LHH6NevH/PmzSMjI4N+/frRr18/e46Vu7s7q1atwsfHh8GDB/PLX/6Sm266ieeff95+jvz8fH766SeysrIAqyTC+vXrGTlyJN27d2fmzJmMGDGCdevW4e7u7vT6S5YsYdCgQfTs2bPhLlqkpnzdYFII/KcTLGoLl/ic25dUCM+fgSGH4alTcKySBPZgf/As/regHCoRkQrZjGkMS9s3f2lpaQQHB5OamlppTSyRerMz21obcH0mOP6rdwdGB1j1rHr7lH3egn/CiRTwcIMX7wS3JvP/MBGRWqvu57f+Moq0FAN8YXE7WN0JbgsG7+I8qkLg0wy4OQFuPwqbMsHx/1klpRMKiiAls8GbLSLSFCigEmlpor3g8QjY1BlmtIJQh+Htb7Ih9jhcHw8fpkJekdb0ExGpBgVUIi1VKw+Y2Ro2dobHw6GTQwL7/jyYnWQtyPyjw2RgzfQTESmXAiqRls7XDW4LsYYCX24L/UslsH/ssOTMoZQGb56ISFOggEpELO42GB4A70XBex1ghD/YgGzfc8d8kgj3n4Dva1mBXUSkmXFpYU8RaaT6+1qPI3nwZgok2sDNgG8WfJZhPS7ztQqFDvEDt/OswC4i0syoh0pEKtbJCx5vA22KE9P9srHXXNiaDXcfhzHx8H5xAruISAulgEpEqhZZHFC5FcGjgRDtkMB+MA8eTYKhcfBKMpytRgV2EZFmRgGViFQtwqF0QkwRfN4JFreFAQ4J7KcL4S/FFdifSIKESiqwi4g0M9UOqI4ePVqf7RCRxizcoTpwUpqVM3VtALwbBf/XAUYFnPtrkm3g7VQYHgf3nYD/KYFdRJq/agdUffr04e23367PtohIY1VZcc9LfOGltrCmE0wKBp/iBPUi4PMMuDUBJh2FLzKgSCtdiUjzVO2A6qmnnuK3v/0t48aN48yZM/XZJhFpbJwCqgqKe3b0gnkRsCka7m8NrR0qsG/PhntOwHVH4P9SIVcJ7CLSvFQ7oJo+fTq7d+8mJSWF3r178/HHH9dnu0SkMWkVcG5R5KqWnwl1h+mtrArsT0Y4J7Afyoc5xQnsi5MhRQnsItI8nFcdqujoaL744gv+9re/MW7cOHr27ImHh/Mpvv322zptoIg0Au5uEBYISalWQGUM2KqoPeXtBr8MhluDYGMmLDlr9VQBnCmEv56BV5NhXBD8JsTq4RIRaaLOu7DnkSNH+PDDD2nVqhVjx44tE1CJSDMVHmQFVLkFkJYFwf7Ve56bDa4OsB67c6xCof/JsHKscgysSIV3U2FEAEwLhb4+VZ5SRKSxOa9o6PXXX+ehhx7i2muv5YcffiA8PLy+2iUijU1EMOxJsL5PSqt+QOWorw+82Bbi82F5CnyQZs0KLAJWZ1iPAT5WYHW1vyqwi0iTUe2AatSoUWzbto2//e1v3H777fXZJhFpjErP9Lugbc3P1dET5kbA71pbvVNvn7XqWAHszIGdJ6zcq9+Ewk2B4KOSeSLSuFX7r1RhYSH/+9//FEyJtFSVlU6oqRB3uLcVbOgMCyOgq0Me1eF8eKw4gf1vZyBZCewi0nhVO6Bau3YtHTp0qM+2iEhjFuFQ3LOi0gk15e0G44NhVUd4rZ218HKJ5EJ4KRmGHob5SdaCzSIijYz60UWkeloFnstpSqqjHqrS3GwwzB/e7gAfRsF1DhXYcwz8IxVGHIEZx+G77Pppg4hIDSigEpHq8XC3giqweqhMPVc9v8gH/toW1nWGKSHgVxzMGWBNJvzqKExIgLUZUKgK7CLiWgqoRKT6Stb0y8mD9AZao6+DJzwablVgf6g1hDtUYP82B357AkYfgXfPQo4qsIuIayigEpHqi6iHxPTqCnaHu4sT2J+OgG4OCexx+TDvFAyJg5fOQHJBw7ZNRFo8BVQiUn31MdPvfHm5wbjiBPbX28HlDgnsKYXwt2QrsJqXBIeVwC4iDUMBlYhUX0Q1FkluKDYbDPGHtzrAyii4PgBKRgNzjVXfatQRmH4cdiqBXUTqlwIqEam+cIfSCfU1068m+vjAn4sT2O8IAX+HBPZ1mXDbUfhVgrXkjRLYRaQeKKASkeprHQQlq8G4asivMu094Y/FCeyzWkOEQwL7dznwuxMw8gisOAvZSmAXkbqjgEpEqs/THUIDrO9dPeRXmSB3uKsVfBENf2oDFzoksMfnw+OnYMhhePEMnFECu4jUngIqETk/JYnpWbmQ0UClE2rKywa3BMEnHWFJO4hxSGA/WwQvFyewzz0Jh5TALiI1p4BKRM6PK0sn1JTNBlf6w/IO8FEU3Bh4LoE9z8A/06wE9nuPw/bs+i9aKiLNjgIqETk/TTGgctTLB56PhPWdYWoI+Dv8GVyfCZOOwi+Pwup0JbCLSLUpoBKR8+M0068R51FVpZ0nPBIOX3aG34dBG49z+3bnwMxEa93At89ClhLYRaRyCqhE5Pw0huKedSnQHe4MtXqsnm0D3R0S2BPy4YlTMPQw/PUMnFYCu4iUTwGViJyfMIceqsY80+98edngpiD4uCO82Q4G+53bd7YIFifD0Dh49CQcUAK7iDhTQCUi58fLA0L9re+bQw9VaTYbXOEPS9vDvzvC2EAoGQ3MM/B+Glx3BO5WAruInKOASkTOX8mwX0aOVT6huerpDc9FwhedrWHBAIc/mRuKE9hvTYDP0qFAgZVIS6aASkTOn2NienPspSot0tNKXN/UGf4QBpEOCezf58L9iTAiDt46C5lKYBdpiRRQicj5cyyd0JRn+p2vQHeYVpzA/nwb6OGQwH60AJ4sTmD/82lIUgK7SEuigEpEzl9zm+l3vjxtcGOQlWO1tD1c6ZDAnloEr6bAsDj440k40IyHREXETgGViJy/lh5QlbDZrNmAS9pbswNvDgTP4n35Bj5Ig+vi4a5jsDVLCewizZgCKhE5f+HNtHRCbfTwhmciYX00xJZKYN+YBZOPwbgE+FQJ7CLNkQIqETl/3p4QXDzM1ZJ7qMoT6QEPh1kV2GeHQVuHBPYfcuHBRBgeB8tTIEMJ7CLNhQIqEamZkmG/tGzIUaHLMgLc4TehsK4z/DkSenmf23esABaethLYnz8NJ5XALtLUKaASkZrRsF/1eNrg+kD4VxQsbw9XOSSwpxXB31Pg6sPwSCLsVwK7SFOlgEpEasYxMT1Jw35Vstkgxg/eaA+fdoRxQQ4J7MDKdBgTD3cegy1KYBdpahRQiUjNRGimX41d6A1Pt4EvouGuUAh0+FP8ZRZMOQY3J8AnadZsQRFp9JpMQLVw4UIGDRqEn58fISEh5R4THx/PDTfcgL+/P2FhYcycOZO8vMpzO4YOHYrNZnN6TJgwwemYn3/+mbFjxxIWFkZQUBCDBw9mw4YNdXVpIk2TU0ClIb8aaeMBs8JgUzQ8GgbtHRLY9+bCQyetBPalSmAXaeyaTECVl5fH+PHjuffee8vdX1hYyJgxY8jMzGTz5s289957fPjhhzz00ENVnjs2NpYTJ07YH6+99prT/jFjxlBQUMAXX3zBzp07ueSSS7j++utJTEysk2sTaZLCWtjyM/UpwA2mhMLazlYCe2+HBPbjBfD0aRhyGJ47DYlKYBdpjDyqPqRxePzxxwFYtmxZufvXrFnD3r17SUhIoF27dgC88MIL3HHHHSxcuJCgoKBynwfg5+dHZGRkuftOnz7NgQMHePPNN7n44osB+NOf/sTixYvZs2dPhc8TafZ8vSDQF9KzlUNVVzyKE9jHBMC2bFiSYtWwAkgvgtdTYFmKdczUUOjuXfn5RKTBNJkeqqps2bKFPn362IMpgJEjR5Kbm8vOnTsrfe6KFSsICwujd+/ezJo1i/T0dPu+1q1b07NnT9566y0yMzMpKCjgtddeo02bNgwYMKDCc+bm5pKWlub0EGl2Smb6pWZBbr5r29Kc2GxwmR/8vT181hFuDbJmC4KVwP6vdLghHqYdg/8qgV2kMWgyPVRVSUxMpE2bNk7bQkND8fLyqnRobtKkSURHRxMZGckPP/zA7Nmz2b17N2vXrgXAZrOxdu1axo4dS2BgIG5ubrRp04bVq1dXmMsF8PTTT9t71USarfBgOHTS+v50GrRv7dr2NEfdvOGpNnB/a3jnLLybaq0XCPBVlvXo6Q3TQmB04LnAS0QalEt7qObPn18mIbz0Y8eOHdU+n81W9g+JMabc7SViY2O59tpr6dOnDxMmTOCDDz5g3bp1fPvtt/bnT58+nYiICL766iu2bdvG2LFjuf766zlx4kSF5509ezapqan2R0JCQrWvQ6TJiFDphAYT4QEPhsHGaJgTDh0c/j+8LxdmnYRr4qxhwoxClzVTpKVyaQ/VjBkzysyoK61z587VOldkZCRbt2512paSkkJ+fn6ZnqvK9O/fH09PT/bv30///v354osv+PTTT0lJSbHnYS1evJi1a9eyfPlyHnnkkXLP4+3tjbe38hukmdMiyQ3P3w1uD4GJwbAmA95IsZa0ASth/ZnT8HIy/CoIpoRApGdlZxOROuLSgCosLIywsLA6OVdMTAwLFy7kxIkTtG3bFrAS1b29vSvNdSptz5495Ofn28+RlWUlhLq5OXfmubm5UVSkaczSwkWoWrrLeNjgukAYHQA7cqyeqS8yrX0ZRbDkLCw/C2OKE9h76j94IvWpySSlx8fHs2vXLuLj4yksLGTXrl3s2rWLjIwMAEaMGEGvXr2YPHky3333HevXr2fWrFnExsbae5aOHTtGjx492LZtGwAHDx5kwYIF7Nixg7i4OD777DPGjx9Pv379GDx4MGAFaqGhoUyZMoXdu3fz888/8/DDD3P48GHGjBnjmpsh0liEacjP5Ww2+IUvvNoOPusE4x0S2AuAf6fD2Hj4zTHYnKkEdpF60mQCqscee4x+/foxb948MjIy6NevH/369bPnWLm7u7Nq1Sp8fHwYPHgwv/zlL7npppt4/vnn7efIz8/np59+svc6eXl5sX79ekaOHEn37t2ZOXMmI0aMYN26dbi7uwNWL9rq1avJyMjg6quvZuDAgWzevJl///vf9O3bt+FvhEhj4u8N/j7W9+qhcr1uXrCwDWzsDNNbQYjDn/j/ZsHU43BjPHyUBnkKrETqks0Y/XelIaSlpREcHExqamqlNbFEmpxnVkJckvX9i3eCV7OZPNz0ZRXBh2lWpfWjpQqCtvGwcqx+FQSB7i5pnkhTUN3P7ybTQyUijZTjTL8z6qVqVPzcYHKIVYH9pUi42CGP6mQBPHsaroqDP52CE6ojJlIbCqhEpHbCHf7HpjyqxsndBqMC4f0o+EcHuMb/3L7MInjzrFVyYVYi7M1xVStFmjQFVCJSO+FaJLnJsNlgoC+80g5Wd7KG+7wcEtg/ToebEmDKUfhKCewi50MBlYjUjop7Nk1dvOCJNrCpM/y2VAL7lmyYdtxa3malEthFqkMBlYjUjop7Nm2tPeC+1rApGuaFQ0eHQqA/58EjJ+Hqw/D3ZEhTBXaRiiigEpHa8fcGXy/rew35NV2+bjApBP7TCRa1hUt8zu1LKoTnz8CQw/DUKTimBHaR0hRQiUjt2Gznhv2SMyBfvRhNmrsNRgbA/0XBux3gWn8oWQ4108Cys3BtHDx4AvYogV2khAIqEam9kmE/Y+BMumvbInVngC8sLk5gvy0YvIsjq0Lg0wy4OQFuPwqblMAuooBKRGrPsXSC8qian2gveDzCSmCf0QpCHQqBfpMNscfh+nj4MBXytMaptEwKqESk9sI1069FaOUBM1tbS9s8Hg6dHBLY9+fB7CS4Og5eS4ZUDf1Ky6KASkRqL0Iz/VoUXze4LcQaCny5LfQvlcD+QnEC+8JTcFQJ7NIyKKASkdpTcc+Wyd0GwwPgvSh4rwOMcEhgzzKw/KyVwH7/CfheCezSvCmgEpHaC/QBn+LhH/VQtUz9feFv7WBNJ5gYDD7FkVUR8FkGjEuAyUdhQyYUKYFdmh8FVCJSezbbuV6qM+lQqPyZFquTF8yPgI3RMLMVtHJIYN+aDXcfhzHx8L4S2KV5UUAlInWjZKZfkYEzGa5ti7heK3eYUZzAviACoh0S2A/mwaNJMDQOXkmGswrApelTQCUidUNL0Eh5fNxgQjB83gkWt4UBDgnspwvhL8UJ7E8kQYIS2KXpUkAlInVDiyRLZdxscG0AvBsF/9cBRgWc+wTKNvB2KgyPg/tOwP+UwC5NjwIqEakbKu4p1XWJL7zU1kpgn1Qqgf3zDLg1ASYdhS8ylMAuTYYCKhGpGxEqnSDnqaMXzIuATdFwf2to7ZDAvj0b7jkB1x2B/0uFXCWwS+OmgEpE6kaQH3h5WN9ryE/OR6g7TG9lJbA/WSqB/VA+zClOYF+cDClKYJfGSQGViNSNMqUT1KMg58nbDX5ZnMD+alv4he+5fWcK4a/FCeyPJ0F8nuvaKVIOBVQiUndK8qgKiyBFpROkhtxscHUArOgA70fBaIcE9hwDK1JhxBGYeQJ2K4FdGgcFVCJSd7Smn9S1vj7wYltY0xkmB4OvQwL76gwYnwC3JcA6JbCLaymgEpG64zjTT3lUUpc6esLc4gT2B1pDmEMC+84cmH4CRh+B91IhR8PN0vAUUIlI3dEiyVLfQtzh3lawoTMsjICuXuf2Hc6Hx4oT2P92BpKVwC4NRwGViNQdFfeUhuLtBuODYVVHeK0dXOaQwJ5cCC8lw9DDMD8JjiiBXeqfAioRqTvB/uBZPBSjHippCG42GOYPb3eAD6PgulIJ7P8oTmCfcRy+y3ZpU6V5U0AlInXHzQZhxXlUp1OhSLks0oAu8oG/toV1nWFKCPgVJ7AbYE0m/OooTEiAtRlQqAR2qVsKqESkbpUM+xUUwdlM17ZFWqYOnvBouJXA/lBrCHdIYP82B35bnMD+7lklsEudUUAlInXLMTE9ScN+4kLB7nB3cQL70xHQzSGBPS4f5p2CIXHw0hlILnBVK6WZUEAlInVLiyRLY+PlBuOKE9hfbweXOySwpxTC35KtwGpeEhxWArvUjAIqEalb4ZrpJ42UzQZD/OGtDrAyCq4PgJLRwFwD76bCqCMw/TjsVAK7nB8FVCJStyLUQyVNQB8f+HNxAvsdIeDvkMC+LhNuOwq/SoD/KIFdqkcBlYjUrdAA8Cj+06LSCdLYtfeEPxYnsM9qDREOCezf5cDvTsDII7DiLGQrgV0qpoBKROqWm9u50gmn0rS+mjQNQe5wVyv4Ihr+1AYudEhgj8+Hx0/BkMPw4hk4owR2KUsBlYjUvZI8qvwCSFPpBGlCvGxwSxB80hGWtIMYhwT2s0XwcnEC+9yTcEgJ7HKOAioRqXtOiyRr2E+aIJsNrvSH5R3goyi4MfBcAnuegX+mWQns9x6H7dlg1BPb0imgEpG657RIshLTpYnr5QPPR8L6zjA1BPwdPjrXZ8Kko/DLo7A6XQnsLZgCKhGpe1okWZqjdp7wSDh82Rl+HwZtPM7t250DMxOtdQPfPgtZSmBvaRRQiUjdcyruqSE/aWYC3eHOUKvH6tk20N0hgT0hH544BUMPw1/PwGklsLcUCqhEpO61CrRm+4GG/KT58rLBTUHwcUd4sx0M9ju372wRLE6GoXHw6Ek4oAT25k4BlYjUPXc3CAu0vj+VqoRdad5sNrjCH5a2h393hLGBUDIamGfg/TS47gjcrQT25kwBlYjUj5Jhv9wCSNMyHtJC9PSG5yLhi87WsGCAw8fshuIE9lsT4LN0KFBg1ZwooBKR+qGZftKSRXpaieubOsMfwiDSIYH9+1y4PxFGxMFbZyFTCezNgQIqEakfCqhErAT2acUJ7M+3sXqwShwtgCeLE9j/fBqSlMDelDWZgGrhwoUMGjQIPz8/QkJCyj0mPj6eG264AX9/f8LCwpg5cyZ5eZUnAg4dOhSbzeb0mDBhgtMx3377LcOHDyckJITWrVtz1113kZGRUVeXJtI8Rai4p4idpw1uDLKKhC5rD1c6JLCnFsGrKTAsDv54Eg7kuqyZUnNNJqDKy8tj/Pjx3HvvveXuLywsZMyYMWRmZrJ582bee+89PvzwQx566KEqzx0bG8uJEyfsj9dee82+7/jx41x77bV069aNrVu3snr1avbs2cMdd9xRV5cm0jyph0qkLJsNBvnBkvbW8jY3B4Jn8b58Ax+kwXXxcNcx2JrV8AnseQVwIgV+iIdNP8DKLfD6Gvi//1pLSUmFPKo+pHF4/PHHAVi2bFm5+9esWcPevXtJSEigXbt2ALzwwgvccccdLFy4kKCgoHKfB+Dn50dkZGS5+z799FM8PT15+eWXcSueBv7yyy/Tr18/Dhw4QLdu3WpxVSLNWOtA68PDGBX3FClPd294JhIeCLOKgb6XCunF+VQbs6xHH2+YGgqjAsDDVvvXzC+ElHQ4kw6ni7/aH2mVTyDpFA6XXVj7NjRTTSagqsqWLVvo06ePPZgCGDlyJLm5uezcuZNhw4ZV+NwVK1bwzjvv0KZNG0aPHs28efMIDLSmfOfm5uLl5WUPpgB8fa3FMjdv3qyASqQiHu5WUHU6zSruaYwVYImIs0gPeDgM7m0F76fC8rNwvLg36IdceDARXvCAO0JgXLDzzMHSCosgJcM5UDqddu771EyoSadXoC9Et6nBE1uOZhNQJSYm0qaN8y87NDQULy8vEhMTK3zepEmTiI6OJjIykh9++IHZs2eze/du1q5dC8DVV1/Ngw8+yHPPPcd9991HZmYmf/zjHwE4ceJEhefNzc0lN/fcOHhamnJIpAUKD7L+mOfkQUaO9UdZRMoX4Aa/CYVfh8B/MuCNFNhb/DlyrAAWnoZFZ+BWL7jaDYoyywZOZzOhqA6HCcODYOhFENMdfL2qPr4Fc2lANX/+fPtQXkW2b9/OwIEDq3U+Wzn/+zXGlLu9RGxsrP37Pn36cMEFFzBw4EC+/fZb+vfvT+/evVm+fDkPPvggs2fPxt3dnZkzZ9KmTRvc3d0rPO/TTz9d5bWJNHvhwbDvqPX9qVQFVCJVMQaysqBXJvwxB3alwM4zVq+Tbzb45MARA0trcO5AX6vXuOSRkmHlSmWXM3mre3u4+iLo0/HcqgdSKZcGVDNmzCgzo660zp07V+tckZGRbN261WlbSkoK+fn5ZXquKtO/f388PT3Zv38//fv3B2DixIlMnDiRkydP4u/vj81m489//jPR0dEVnmf27Nk8+OCD9p/T0tKIioqqdjtEmoWIUmv6dSk/V1GkxTDG6q0tyVkqncuUnG7lOTlyA1pX49z+3tayT2FBzoFTWKC13dvTOvfOA/DF95Bw2vn5Hu5w6QUw7CLoUJ0XFEcuDajCwsIICwurk3PFxMSwcOFCTpw4Qdu2bQErUd3b25sBAwZU+zx79uwhPz/ffg5HJYHZm2++iY+PD8OHD6/wPN7e3nh7e1e4X6RFcJzpp8R0aSkyc63AyDF3qWRILjndWj2gJnw8ITgQMnzgoAekeUO2L+T4WF+7+8O0EBgVaJVpcJSWBWt3w1d7yiaeB/nBkN5wZS/1ItdCk8mhio+PJzk5mfj4eAoLC9m1axcA3bp1IyAggBEjRtCrVy8mT57Mc889R3JyMrNmzSI2NtY+w+/YsWNcc801vPXWW1x66aUcPHiQFStWcN111xEWFsbevXt56KGH6NevH4MHD7a/9t/+9jcGDRpEQEAAa9eu5eGHH+ZPf/pThfWwRKSYAippjnLySvUslQqcyhtCqw4vj1I9S0HFPU7FP/t5n5vYkVEEH6bCsrNwujhA25sLD52EF87AlBAYHwwpybDhe9i+HwpKVWTvGG4N6w3oavVOSa00mYDqscceY/ny5faf+/XrB8CGDRsYOnQo7u7urFq1iunTpzN48GB8fX2ZOHEizz//vP05+fn5/PTTT2RlZQHg5eXF+vXrefHFF8nIyCAqKooxY8Ywb948p/yobdu2MW/ePDIyMujRowevvfYakydPbqArF2nCwgLBhjWrSLWopKnIy4czGc5DcskOAVRmTs3O6+EOrQIqGJILgkCf6s+EDXCDKaEwKcRKYF+SYs0IBDieD6/vg3UJEJTi/DybDfpFW4FUl0jNvK1DNmO07HVDSEtLIzg4mNTU1EprYok0O4++A8kZ1v+uX/iNq1sjcq4WU+k6TCVDcjVdzNvNzQqYHAOl1oHQujiACvIDt3oKYIyBzanwzveQexB8Swd9njCgO9zc12qLVFt1P7+bTA+ViDRR4cFWQJWVa/3P3t/H1S2S5q6wEFIyHXqWSg3J1bQWk80Gof4OvUtBzoFTiL9rZsQlpcLG7+Hrn8AtHxzToDL9ICEKEiNhvQdsSYNp7la1dqlTCqhEpH5FBMNPx6zvT6UqoJLaKyqCs1nlDMkV/5ySWfMlW4L9yg7JlQROrfyhknI59c4YK3cqtQjOFsBPx+H7vXDyWNljC8LhaBQcDMEady/2VZb1mBduDRdKnVFAJSL1K7zUIsmdVW1ZqlBkID2rbNJ3SeCUnGFVBK8Jx1pMpQOnVgHg2QAfi3nFQVFq4bmvZ4sgrdB5+9lCSHP4Oa0QTCG0OQlRCRCY4XzeQjc40RaOdoDMgMrbcKCGifNSIQVUIlK/tEiylGavxVROHaaSR0Fh1ecpj7/3uR6lMrlMgeDlWfU5qqPIobcotdA5OKrqa3YNes+8cqHTUWh/DLzynffleFtB1LH2UOBwfZ42CHGDIHcIdoMQdwhygw6eVjV2qVMKqESkfjkFVFqCqUUwBrLyypYTKBmSq1UtJi/nAMlxSK514Pkvj5JbTm9Rma/lbEsrghp2kp2XwDTochRaJ4KtVCDm3Qrad4eOHSHU81zwFOIGwe7gY9MsvgakgEpE6le4w4wi1aJqPnLyKq7DdDrd2l8TjrWYystl8vMqGyQUGUgvglNFkJpzfr1FOQ000d2rgt6iYPdz35d8DbRBUgJ8txeOnHQ+j5sb9O9iVTPvouHzxkQBlYjULy9Pa/bT2UwN+TUluflWT1K5Q3JpVjXwmvBwLxUkOQzJBQZAvldx3pBDT1B8SS9RatmgqCTvqCHiIhtWwFMSFAWXExwFlwqSgot7jHyqMfsvMxf+uw/+84OVJ+bI3xuu6GVVNA+tIj9KXEIBlYjUv4hgK6DKyLHKJ/hpWSaXyy88FzCVHpI7kw7ptajFFBIAQf7gGwBe/mDzgyI/yPeFDE8rSNrrEDCdLYTUdMhtoCFhb5tzQFRRIBTsEBAFuUOgG7jXwxBa4lmrmvk3P0FeqaHQtqFWb9RlF9Rd/pfUCwVUIlL/woPg5+PW96fSoFO4a9vTEhQWQnJmBUNyaZCaVcMT28DD1wqSCn0hzxcyfSDNB5K94YwnmPKCDgPU9DXLb0aZwKfCr6W2Vae3qL4ZA/uOWoHUD/Fl9/fpaFUz79FBeVBNhAIqEal/pWf6KaCqvaIiq9evojXlalqLyQB53pDt47zwbsnXXG8wdRiQ+NiqGRSVCo4C3eqv6nh9ysuHrfutQOpEqWVhvDwgpjsMvQgiQ1zSPKk5BVQiUv9UOuH8FRlIy7J6kxLT4HiaVccrOR3SMiCrFsUrc73KBkqOX883YHKjkt6iKoIk70bQW9QQUjJg0x7YvLds/lmrABjaBwb1tHKlpElSQCUi9S/CobhnSy2dUGicizSeLYBTWZCUDmdLgqQMyMuEoixwywZbDefl53lWHjAVVVDt29cGbWrQWxTQRHuLGsKhk1Zv1LcHrSDZUddIuPpi6NsZ3FtIYNmMKaASkfoX5tBD1ZRLJxhjFWWsqML12UKHatcFkJYL2RmQnwVkgU8O+Gaf++peTsBkA6pa3aTA3QqOyguY8nwgwPtc0NO2eBZadYIkL32o14nCQvj2MHzxP4hLct7n7gYDulr5UZ0iXNM+qRcKqESk/vl4QpCfNYTVGIb8Chx7i6pY/qN0gUfHItXuBc4BUumvbWpY7bvQDXJ9odDPSv729AdfP/APhNBAaOVzLghyLOQY7Ab+6i1ymYwca0hv0x4rv81RgA9c1Ruu6gXB/q5pn9QrBVQi0jAigq2AKi3bKvroc54VrUszBrJM2YCnOgUdM6o5lOZW6BwghZQKmDxrWO0bN6ucgK8/BAVYQVJYELQNgqggiPRvOblFzcGJZPjieyvZPL/Ue6J9a6s36hfdGmadQHEZ/XZFpGGEB8GBE9b3p9IgKsz6Pt9AenHv0Pks/5FWqreoJtwKreCooh6m0mumVfu8blbxxfBSS6PYC1j6qRepqSsysDfeCqT2HXXeZwMu6mwFUhe2U9mDFkIBlYjUnjGQWaq3KK1UkHTCITFo1sHiZOwiyKzHBdFsRecCJv9sCM4F/+KfPbLAVsNq3zYbhPqXvzRK60AI8bOCKml+cvJh609WIFU6H9DbEwb1gGF9nGe2SouggEpEzsk3ZQMhp2rWFfQgpRVCVaNfEW5wUfH3yWlwrFXN2ujvdi5nKMgGwXnglwPe2eCeBSYLCrIgJwOysmtWWsCGledS0Zpyof7gXlXmuDQrZ9Jh4w/W0jDZpdYpDAsqLnvQHXxV9qClUkAl0twYY/X6lCRYO34tHRyVfF+SoJ1ZjwuiZfue+94/G8JKLQhb3vpngW7glQOF2VCQAVlZkOJQ7TslEwqKoCaVGIJ8oVWpYKlkSC40EDwVMLV4xsDBRKvswXeHywbnF7azhvUu6qQeSVFAJdJo5RnngCi1kuCoJCAq2V/DyWXnLcCxt6iK4Mg7El7bbj3vKgMPdrE+oNKzz1X7TnZYT+5g8c8FNRwS9Pc5FyCVHpJrHaB10aRiBYWw86A1rBd/ynmfhxv84gJrfb2SPEARFFCJuE5SASw761y7yDE4yqrH3iJHnrZzi78GOwRFpQOioFJBUpAbeJxnsm2AjzW1PC4JHv+nFTiVnhVVXT5e5wKmsKDi3iaH4Km2swil5UnLPlf2IK3UuoNBvlbZgyt7WSVAREpRQCXiKplF8EZK1cdVV6Cbc0DkWLSx3OCo+KuvreFmIUUEWwFVfiEkVnHt3h4OPUrl5DL5KVdF6sjRM9aw3rb9Vu+Uo6gwuOZi6N9Vw8BSKQVUIq4SXM4fZ08bhJbTW1RRcBTs0Fvk3gSmZl/e3VqKA8DDvWzukmN5AX8fTTeX+lNUBN/HW9XMfz7uvM9ms5aDufpi6Bap96FUiwIqEVcJdoMVHZyDI58G7C1yhSt7Qd9oMEWqxSSukZ0HW360ZuyVXlfS1wsG94Shva3gXuQ8KKAScRV3G/zCt+rjmpugFnjN4nqn0mDj9/D1j1YtKUcRwVaS+eXdrWWSRGpAAZWIiDRPxsD+49Zsvf/FQel5Hj3aW8N6vTuqt1RqTQGViIg0L/kFsOOAFUgdPeO8z9MdLrsQhl4E7WtYXFakHAqoRESkeUjNgi/3WI+MHOd9wX4wpA9c2RMCNOwsdU8BlYiING3xp6zeqB0HoLBUIdhO4cVlD7pouSCpVwqoRESk6Skqgt1xViB14ITzPjcb9OtiLQsT3aZ5z5yVRkMBlYiINB1ZudZMvY0/WJX2Hfl5wxU9raG9VgGuaZ+0WAqoRESk8Us6Cxt+sGpI5ZZarigyxJqtd+kF4K2yB+IaCqhERKRxMgZ+PGYtC/PDkbJlD3pFWflRPTqo7IG4nAIqERFpXPIKrHX1vvgfnCi15qOXB1x+oVWIMzLUNe0TKYcCKhERaRzOZsCmPfDVPsgsVfYgNMBaEmZwT2udR5FGRgGViIi4VtxJa7bezkPW7D1HXdpY+VGXRIO7m2vaJ1INCqhERKThFRbBrkNWIHXopPM+NzcY2NUa1usc4Zr2iZwnBVQiItJwMnNg8z5raC8lw3lfgA9c0QuG9IYQf9e0T6SGFFCJiEj9O5Fizdb75mdrrT1H7VpZRTh/cYGVdC7SBOmdKyIi9aPIwL4Ea1hvb4LzPhvQp5MVSHVvr2rm0uQpoBIRkbqVmw9bf7Z6pBLPOu/z9oCYHjCsD0SEuKJ1IvVCAZWIiNSN5PTisgd7ITvPeV/rQBjaBwb1sJaIEWlmFFCJiEjNGWPN0tvwPXx3yBrmc3RBW6vswcWdrNl7Is2UAioRETl/BYXw7SGrmvmRU877PNxgYDcrkIoKc037RBqYAioREam+jGxrSG/THkjNct4X6AtX9YIre0Own2vaJ+IiCqhERKRqx5Jhw/+sNfbyC533dWht9UYN7Aae7q5pn4iLNZkB7YULFzJo0CD8/PwICQkp95j4+HhuuOEG/P39CQsLY+bMmeTl5ZV7rKMtW7Zw9dVX4+/vT0hICEOHDiU7O9u+PyUlhcmTJxMcHExwcDCTJ0/m7NmzdXRlIiKNVJGB74/AXz+BJ/8P/vvjuWDKhrUczIM3wh9vhZjuCqbEdfIL4Ew6pGa6rAlNpocqLy+P8ePHExMTw5IlS8rsLywsZMyYMYSHh7N582bOnDnDlClTMMawaNGiCs+7ZcsWRo0axezZs1m0aBFeXl7s3r0bN4fkyYkTJ3L06FFWr14NwF133cXkyZP55JNP6v5CRURcLSfPKsD5xf/gVJrzPh8vGNwDhvSB8CDXtE9ahiJjVdZPyyp+ZFvDzGlZ576mZVtfs3Kt51xzMdw6yCXNtRljTNWHNR7Lli3j/vvvL9ND9Pnnn3P99deTkJBAu3btAHjvvfe44447SEpKIiio/H/4l19+OcOHD+eJJ54od/++ffvo1asX33zzDZdddhkA33zzDTExMfz444907969Wu1OS0sjODiY1NTUCtsiIuJSp9Ng4w9WT1ROqd798CBrbb2Y7lZQJVJTufnngqTUbIfvSwVJadllF8uuyi+6wdRr67S51f38bjI9VFXZsmULffr0sQdTACNHjiQ3N5edO3cybNiwMs9JSkpi69atTJo0iUGDBnHw4EF69OjBwoULueKKK+znDQ4OtgdTYAVhwcHBfP311xUGVLm5ueTm5tp/TktLK/c4ERGXMgYOnLCqme+Os3521L29Vc28T0eVPZCKFRVBerZzL1K5QVIW5OTX3et6eVgTIIKKH9Ft6u7c56nZBFSJiYm0aeN8I0NDQ/Hy8iIxMbHc5xw6dAiA+fPn8/zzz3PJJZfw1ltvcc011/DDDz9wwQUXkJiYSERE2dXOIyIiKjwvwNNPP83jjz9eiysSEalH+YWw84AVSCWcdt7n4Q6XXmAFUu1bu6Z94nrGWMGPY4BkH3rLdA6S0nPKBuM1ZbNBkG9xkFT81TFoCvKDYF8I8gcfz7p5zTrg0oBq/vz5VQYd27dvZ+DAgdU6n62ctaCMMeVuBygq7kq8++67+c1vfgNAv379WL9+PW+++SZPP/10jc4LMHv2bB588EH7z2lpaURFRVXrOkRE6k1aFny5F77aY30gOgr2g6t6w5W9rBII0jwVFFq9Samlg6TSPUvZZReyrg1fL+cgyTFQCnbYHuDTJHtDXRpQzZgxgwkTJlR6TOfOnat1rsjISLZu3eq0LSUlhfz8/DI9VyXatm0LQK9evZy29+zZk/j4ePt5T548Wea5p06dqvC8AN7e3nh7a3kFEWkkEk5b1cy374eCUnkpncKt3qj+Xa3eKWl6jLESs0sPs5WXxJ2ZU3ev6+5WcU+SY5AU5Atejac3qT64NKAKCwsjLKxuqujGxMSwcOFCTpw4YQ+U1qxZg7e3NwMGDCj3OZ07d6Zdu3b89NNPTtt//vlnRo8ebT9vamoq27Zt49JLLwVg69atpKamMmiQa2YSiIhUS1ER/O+INVtv/wnnfTYb9Iu2AqkukdbP0vjkFUC6Q/J2mV4lh6G3wvNM4K6Mv3fZXqQg37JDb37e4Kb3DjShHKr4+HiSk5OJj4+nsLCQXbt2AdCtWzcCAgIYMWIEvXr1YvLkyTz33HMkJycza9YsYmNj7Vn5x44d45prruGtt97i0ksvxWaz8fDDDzNv3jz69u3LJZdcwvLly/nxxx/54IMPAKu3atSoUcTGxvLaa68BVtmE66+/vtoz/EREGlR2Hnz9o9UjdSbdeZ+vF1zR0yp70DrQNe1r6YoMZORQNnHbIXm7ZFvpRaZrw9O9bIBUJmjys4Z7VVPsvDWZgOqxxx5j+fLl9p/79esHwIYNGxg6dCju7u6sWrWK6dOnM3jwYHx9fZk4cSLPP/+8/Tn5+fn89NNPZGWdWy7h/vvvJycnhwceeIDk5GT69u3L2rVr6dq1q/2YFStWMHPmTEaMGAHAjTfeyN/+9rf6vmQRkfOTlAobv4evf7KmpjtqE2KVPbj8QvBu3kMvLpOTX70gKT277CLSNWUDAnyrDpKCfa1yF+qJrDdNrg5VU6U6VCJSL4yBn45bw3o/HIHSf9F7RVmBVK8oDc3URGFJOYAKygA4Bk65dZjA7e1ZPMTmX3kSd4Cvlcck9abF1aESEWlR8gtg+wErkDqW7LzP08PqiRrWB9q2ck37GjNjrKE0p+KSmaVmuhXnJ2XmlA1Sa8rNZg2nVZS8XbIt0K9RlQOQ6lFAJSLSlKRmwqY98NVeKw/HUai/lRt1RU/w93FN+1wpv9BK4HaswF3e0FtaVtkFnmvD16uS2W0OwZO/j3oJmzEFVCIiTcGRJKsI586DZWdzRbexZuv1iwb3ZpZMXGQgK8d5iZKKKnBn5lZ9vurycMNpNlvpIMlxm6c+SkUBlYhI41VYBLsPW4HUwVIrM7i5Qf8uViDlwuU2aiwvv2yQVF4F7rTsui0HEOBTvQrcfkrglvOjgEpEpLHJzIX/7oNNP0ByhvM+f2+4ohcM6Q2hAa5pX0WKiqxhyOpU4C69+HJteHo49yBVlJ8U6Nv8evCk0VBAJSLSWCSetWpHffOTVdDRUdtQqzfq0gsatuK0MVYJBqegqIJZb+nZdbueW6BvBUFSqfwkb0/1JonLKaASEXElY2DfUWu23p6Esvv7dLQCqR4d6jZoKHRcz628XiSH/KTSwV1t+HiVqrhdTmmAID8IbJrruUnLpYBKRMQV8vJh636rR+pEivM+bw+4vLtVP6pNSPXPaQxk5ZUzu62c/KTSMwRrw83NudeoovykIF8VFZVmSwGViEhDSsmwyh5s3lt2VlqrACuIGtTDWiOtRH5B+YUky9tWeuHj2vDzrl4Fbj+VAxBRQCUi0hAOnbR6o749WHbZEQ836NUROkfA2Ux49yvn4be6XM/Nw73yIKmkpynQT+u5iZwHBVQiIvXph3hYtQPikio+pqAI/hdnPWrChlU00jEXyT7rzd95OM5X5QBE6oMCKhGR+pKYAos/q/nSJV4epdZuqyA/KdBH5QBEXEwBlYhIffH0AA8PKweqhM1WTlBUQX6S1nMTaTIUUImI1JfWgTB/ApxMsXKSgvwgwFvlAESaIQVUIiL1qVWA9RCRZk3/TRIRERGpJQVUIiIiIrWkgEpERESklhRQiYiIiNSSAioRERGRWlJAJSIiIlJLCqhEREREakkBlYiIiEgtKaASERERqSUFVCIiIiK1pIBKREREpJYUUImIiIjUkgIqERERkVrycHUDWgpjDABpaWkubomIiIhUV8nndsnneEUUUDWQ9PR0AKKiolzcEhERETlf6enpBAcHV7jfZqoKuaROFBUVcfz4cQIDA7HZbPX6WmlpaURFRZGQkEBQUFC9vlZzpPtXe7qHtad7WDu6f7Wne2gxxpCenk67du1wc6s4U0o9VA3Ezc2NDh06NOhrBgUFteh/BLWl+1d7uoe1p3tYO7p/tad7SKU9UyWUlC4iIiJSSwqoRERERGpJAVUz5O3tzbx58/D29nZ1U5ok3b/a0z2sPd3D2tH9qz3dw/OjpHQRERGRWlIPlYiIiEgtKaASERERqSUFVCIiIiK1pIBKREREpJYUUDUi8+fPx2azOT0iIyPt+40xzJ8/n3bt2uHr68vQoUPZs2dPlef961//Svfu3fH19SUqKooHHniAnJwc+/6CggLmzJlDdHQ0vr6+dOnShQULFlBUVFQv11mf6uMe5ufns2DBArp27YqPjw99+/Zl9erVZY5bvHgx0dHR+Pj4MGDAAL766qs6v7765qr79/TTT/OLX/yCwMBAIiIiuOmmm/jpp5/q5RrrmyvfgyWefvppbDYb999/f11dVoNx5f07duwYv/71r2ndujV+fn5ccskl7Ny5s86vsb656h42p8+SGjHSaMybN8/07t3bnDhxwv5ISkqy7//Tn/5kAgMDzYcffmi+//5786tf/cq0bdvWpKWlVXjOd955x3h7e5sVK1aYw4cPm//85z+mbdu25v7777cf8+STT5rWrVubTz/91Bw+fNi8//77JiAgwPz1r3+t1+utD/VxD3//+9+bdu3amVWrVpmDBw+axYsXGx8fH/Ptt9/aj3nvvfeMp6enef31183evXvNfffdZ/z9/c2RI0fq9Xrrmqvu38iRI83SpUvNDz/8YHbt2mXGjBljOnbsaDIyMur1euuDq+5hiW3btpnOnTubiy++2Nx33331cYn1ylX3Lzk52XTq1MnccccdZuvWrebw4cNm3bp15sCBA/V6vfXBVfewOX2W1IQCqkZk3rx5pm/fvuXuKyoqMpGRkeZPf/qTfVtOTo4JDg42r776aoXn/O1vf2uuvvpqp20PPvigueKKK+w/jxkzxkydOtXpmFtuucX8+te/rsFVuFZ93MO2bduav/3tb07bxo4dayZNmmT/+dJLLzX33HOP0zE9evQwjzzySA2uwnVcdf9KS0pKMoDZtGnT+V1AI+DKe5ienm4uuOACs3btWjNkyJAmG1C54v794Q9/cPq72JS56h42p8+SmtCQXyOzf/9+2rVrR3R0NBMmTODQoUMAHD58mMTEREaMGGE/1tvbmyFDhvD1119XeL4rrriCnTt3sm3bNgAOHTrEZ599xpgxY5yOWb9+PT///DMAu3fvZvPmzVx33XX1cYn1rq7vYW5uLj4+Pk7bfH192bx5MwB5eXns3LnT6bwAI0aMqPS8jVVD37/ypKamAtCqVavaXIrLuOoe/va3v2XMmDFce+21dXg1Dc8V9+/jjz9m4MCBjB8/noiICPr168frr79ex1fWcFxxD5vbZ8l5c3VEJ+d89tln5oMPPjD/+9//7P/DbNOmjTl9+rT573//awBz7Ngxp+fExsaaESNGVHrel156yXh6ehoPDw8DmHvvvddpf1FRkXnkkUeMzWYzHh4exmazmaeeeqrOr68h1Mc9vO2220yvXr3Mzz//bAoLC82aNWuMr6+v8fLyMsYYc+zYMQOY//73v07PW7hwobnwwgvr/iLrkSvuX2lFRUXmhhtuaLK9Ba66h++++67p06ePyc7ONsaYJttD5ar75+3tbby9vc3s2bPNt99+a1599VXj4+Njli9fXm/XWl9cdQ+b02dJTSigasQyMjJMmzZtzAsvvGD/R3D8+HGnY+68804zcuTICs+xYcMG06ZNG/P666+b//3vf2blypUmKirKLFiwwH7Mu+++azp06GDeffdd87///c+89dZbplWrVmbZsmX1dm0NpS7uYVJSkhk7dqxxc3Mz7u7u5sILLzTTp083vr6+xphzAdXXX3/t9Lwnn3zSdO/eve4vqgE1xP0rbfr06aZTp04mISGhTq/FVRriHsbHx5uIiAiza9cu+3OaakBVWkO9Bz09PU1MTIzT8373u9+Zyy+/vG4vyAUa6h4258+S6tCQXyPm7+/PRRddxP79++0zNBITE52OSUpKok2bNhWeY+7cuUyePJk777yTiy66iJtvvpmnnnqKp59+2j7z4uGHH+aRRx5hwoQJXHTRRUyePJkHHniAp59+uv4uroHUxT0MDw/no48+IjMzkyNHjvDjjz8SEBBAdHQ0AGFhYbi7u5/3eZuChrh/jn73u9/x8ccfs2HDBjp06FC3F+MiDXEPd+7cSVJSEgMGDMDDwwMPDw82bdrESy+9hIeHB4WFhfV3gfWsod6Dbdu2pVevXk7P69mzJ/Hx8XV4Na7RUPewOX+WVIcCqkYsNzeXffv20bZtW6Kjo4mMjGTt2rX2/Xl5eWzatIlBgwZVeI6srCzc3Jx/ze7u7hird7LSY5rDVNe6uIclfHx8aN++PQUFBXz44YeMHTsWAC8vLwYMGOB0XoC1a9dW67yNWUPcP7Cmcc+YMYOVK1fyxRdflBtsNVUNcQ+vueYavv/+e3bt2mV/DBw4kEmTJrFr1y7c3d3r7frqW0O9BwcPHlymVMfPP/9Mp06d6u5iXKSh7mFz/iypFhf3kImDhx56yGzcuNEcOnTIfPPNN+b66683gYGBJi4uzhhjTXUNDg42K1euNN9//7257bbbykx1nTx5stPMsnnz5pnAwEDz7rvvmkOHDpk1a9aYrl27ml/+8pf2Y6ZMmWLat29vn+q6cuVKExYWZn7/+9833MXXkfq4h99884358MMPzcGDB82XX35prr76ahMdHW1SUlLsx5SUTViyZInZu3evuf/++42/v7/9dZsKV92/e++91wQHB5uNGzc6TfXOyspqsGuvK666h6U11SE/V92/bdu2GQ8PD7Nw4UKzf/9+s2LFCuPn52feeeedBrv2uuKqe9icPktqQgFVI1JSC8TT09O0a9fO3HLLLWbPnj32/UVFRWbevHkmMjLSeHt7m6uuusp8//33TucYMmSImTJliv3n/Px8M3/+fNO1a1fj4+NjoqKizPTp053+EaSlpZn77rvPdOzY0fj4+JguXbqYRx991OTm5tb3Jde5+riHGzduND179jTe3t6mdevWZvLkyWUSOo0x5uWXXzadOnUyXl5epn///k1yyr+r7h9Q7mPp0qX1ebn1wpXvwdLnaIoBlSvv3yeffGL69OljvL29TY8ePczf//73ervO+uSqe9icPktqwmZM8biPiIiIiNSIcqhEREREakkBlYiIiEgtKaASERERqSUFVCIiIiK1pIBKREREpJYUUImIiIjUkgIqERERkVpSQCUiIiJSSwqoRETOU2FhIYMGDWLcuHFO21NTU4mKimLOnDkuapmIuIoqpYuI1MD+/fu55JJL+Pvf/86kSZMAuP3229m9ezfbt2/Hy8vLxS0UkYakgEpEpIZeeukl5s+fzw8//MD27dsZP34827Zt45JLLnF100SkgSmgEhGpIWMMV199Ne7u7nz//ff87ne/03CfSAulgEpEpBZ+/PFHevbsyUUXXcS3336Lh4eHq5skIi6gpHQRkVp488038fPz4/Dhwxw9etTVzRERF1EPlYhIDW3ZsoWrrrqKzz//nGeffZbCwkLWrVuHzWZzddNEpIGph0pEpAays7OZMmUKd999N9deey1vvPEG27dv57XXXnN100TEBRRQiYjUwCOPPEJRURHPPPMMAB07duSFF17g4YcfJi4uzrWNE5EGpyE/EZHztGnTJq655ho2btzIFVdc4bRv5MiRFBQUaOhPpIVRQCUiIiJSSxryExEREaklBVQiIiIitaSASkRERKSWFFCJiIiI1JICKhEREZFaUkAlIiIiUksKqERERERqSQGViIiISC0poBIRERGpJQVUIiIiIrWkgEpERESklhRQiYiIiNTS/wN7usaMj2ZcSAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V M. LE ROCH 2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCOMBRUS\n",
+      "F/V JP LE ROCH\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAPALOMA II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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r1g2w9Zg0atSIb775hrvuuotKlZx/VeWs0P3BBx9QpUoVvLy8aNSoUb7Db1di3bp1PPXUUwwfPpyuXbtSo0YNTp48yccff8yaNWsYOXJknl657du3M2bMGIYMGUJsbCzPP/889erV47HHHgPA19eXWbNmERYWxtmzZ7nvvvuoVasWp06dIjo6mlOnTjF79mzA9ju75ZZbuPXWW3n00Udp2LAhiYmJ7N+/ny+++MK+QOrTTz/NvHnzGDBgAC+99BK1a9dmyZIl9oSuuHXr1o2//vWv/OUvf2H79u10796dypUrc+LECTZt2sRNN93Eo48+SosWLWjSpAkTJkzAGEP16tX54osv7PPRcivoc1qlSpVrirVq1ap0796d1157jYCAABo2bMiGDRuYO3dugYtfFvY7lOuQa+eXi5QfBd0N17p163zrb9682YSEhBgfHx9Ts2ZNM2bMGPPzzz8bwMyfP99eL7+lA4yx3dUTGhpqqlataqxWqwkODjb33Xefw63lxtjuTOrfv7/x8/MzVqvVNGnSxIwfP96hzsSJE03dunWNm5ubw91RmZmZZvr06eaGG24wHh4eJiAgwDz00EMmNja2yO3MsX79egOYV1991Wm9y/33v/81gOndu7dDeXh4uAHMW2+9lecYLrsbzhhj3nzzTdOoUSPj7u7u8B4XFHtYWFie2+EvFxsbayZNmmS6detmAgMDTaVKlUyVKlVM586dzaxZs0xGRoa9bs6dVN98840ZMWKEqVatmvH29jZ33HGH2bdvX55zb9iwwQwYMMBUr17deHh4mHr16pkBAwaYZcuWOdQ7ePCgGTVqlKlXr57x8PAwNWvWNF27ds1zZ9bu3btN7969jZeXl6levboZPXq0/b0t6t1w27Zty3f/gAED8n2v5s2bZzp37mwqV65svL29TZMmTczIkSPN9u3b88RVpUoV4+/vb4YMGWKOHDmS7++woM9pcHCwGTBgQJ7rA+bxxx/P834B5rXXXrOXHT161AwePNj4+/ubKlWqmH79+pnffvvNBAcHm7CwsDzvQ1F/h3L9sBhjTOmnaCKSY/z48SxevNhhkb7y6Nlnn2X27NnExsZec49OebRgwQL+8pe/sG3btnwnSUvZp9+hFETDcCIucvLkSSIjI1mxYgUhISGuDueqbdmyhT/++IN3332XsWPHXpeJkohUbEqWRFzkq6++Yty4cXTp0oV///vfrg7nqoWEhODj48PAgQN56aWXXB2OiEix0zCciIiIiBNaOkBERETECSVLIiIiIk4oWRIRERFxQhO8i0FWVhbHjx+nSpUqBT4SQkRERMoWYwyJiYnUrVvX/tzN/ChZKgbHjx8nKCjI1WGIiIjIVYiNjXX6UHIlS8UgZzn+2NhYqlat6uJoREREpCgSEhIICgoq9LE6SpaKQc7QW9WqVZUsiYiIlDOFTaHRBG8RERERJ5QsiYiIiDihZElERETECc1ZKkWZmZmkp6e7OgwpAzw9PZ3epioiImWHkqVSYIwhLi6O8+fPuzoUKSPc3Nxo1KgRnp6erg5FREQKoWSpFOQkSrVq1cLHx0cLV17nchYxPXHiBA0aNNDnQUSkjFOyVMIyMzPtiVKNGjVcHY6UETVr1uT48eNkZGTg4eHh6nBERMQJTZooYTlzlHx8fFwciZQlOcNvmZmZLo5EREQKo2SplGioRXLT50FEpPxQsiQiIiLihJIlKXcOHTqExWIhKirK1aGIiMh1QMmS5OvkyZOMHTuWBg0aYLVaCQwMpG/fvkRGRro6tDLp3LlzjBgxAj8/P/z8/BgxYoSWihARKTbGpVdXsiT5Gjx4MNHR0SxcuJA//viDzz//nJ49e3L27FlXh1YkR48exZjS+5/rwQcfJCoqijVr1rBmzRqioqIYMWJEqV1fRKTi2gp0AU64LAIlS5LH+fPn2bRpE9OnTyc0NJTg4GA6derExIkTGTBggL2exWJh9uzZ9O/fH29vbxo1asSyZcscznXs2DEeeOAB/P39qVGjBoMGDeLQoUMOdebPn0/Lli3x8vKiRYsWvPvuuw77t27dSrt27fDy8qJjx47s3Lmz0DZERETQuHFjpkyZQkxMzNW/GUWwZ88e1qxZw4cffkhISAghISHMmTOHL7/8kr1795botUVEKraPgO7YEqZ7gBSXRKFkSfLw9fXF19eXVatWkZqa6rRuRESEvRfqoYceYtiwYezZsweAixcvEhoaiq+vLxs3bmTTpk34+vrSr18/0tLSAJgzZw7PP/8806ZNY8+ePbz88stERESwcOFCAJKSkhg4cCDNmzdnx44dTJ06leeee67QNrz11ltERESwYcMGmjVrRvfu3Zk7dy6JiYlO21zQq3///gVeKzIyEj8/Pzp37mwv69KlC35+fmzevLnQWEVE5HJZwERgOJDzd8gTuOiSaLQopSv0PwUnXbC+Ti13+LpmodUqVarEggULCA8P57333qN9+/b06NGDoUOHcvPNNzvUHTJkCGPGjAHgxRdfZO3atcyaNYt3332XpUuX4ubmxocffmi/VX7+/PlUq1aN9evX06dPH1588UVmzpzJvffeC0CjRo3YvXs377//PmFhYSxZsoTMzEzmzZuHj48PrVu35ujRozz66KNO21ClShVGjRrFqFGjOHz4MIsXL2bGjBk8+eST3HPPPYSFhdGrVy97XIVNFvf29i5wX1xcHLVq1cpTXqtWLeLi4pyeV0RELpcIPAR8nqtsDPAOtoSp9ClZcoWTmRCX5eoonBo8eDADBgzghx9+IDIykjVr1jBjxgw+/PBDHn74YXu9kJAQh+NCQkLsiceOHTvYv38/VapUcaiTkpLCgQMHOHXqFLGxsYwePZrw8HD7/oyMDPz8/ADbEFebNm0cFvW8/JqFCQ4OZtKkSUyaNImFCxcybtw4lixZwrlz56hWrRoATZs2vaJzXi6/dZOMMVpPSUTkihwE7gJ+y952A94AngBc932qZMkVarmXi+t6eXnRu3dvevfuzeTJkxkzZgxTpkxxSJbyk5MgZGVl0aFDB5YsWZKnTs2aNUlJsY09z5kzx2EIC8Dd3RZrcUzSPn36NEuXLmXRokVERUXRv39/wsLC7AkZ2IbhnLn11lv5+uuv890XGBjIn3/+maf81KlT1K5d+9qCFxG5bmwABgNnsrerAZ8CvV0VkJ2SJVcowlBYWdSqVStWrVrlULZlyxZGjhzpsN2uXTsA2rdvzyeffEKtWrWoWrVqnvP5+flRr149YmJiGD58eIHXXLx4McnJyfahsC1bthQaa2pqKl988QWLFi1izZo1tG7dmrCwMFavXk3Nmnnf/2sZhgsJCSE+Pp6tW7fSqVMnAH766Sfi4+Pp2rVrobGKiMgHwONARvZ2c2zDcDe4LCIHppx46aWXTEhIiPH29jZ+fn751jl8+LAZOHCg8fHxMTVq1DBPPPGESU1NLfCcZ86cMePGjTM33HCD8fb2NkFBQeaJJ54w58+fv6LY4uPjDWDi4+Pz7EtOTja7d+82ycnJV3ROVzp9+rQJDQ01ixcvNtHR0SYmJsZ8+umnpnbt2mbUqFH2eoAJCAgwc+fONXv37jWTJ082bm5uZteuXcYYY5KSkkyzZs1Mz549zcaNG01MTIxZv369efLJJ01sbKwxxpg5c+YYb29v8+abb5q9e/eaX375xcybN8/MnDnTGGNMYmKiCQgIMMOGDTO7du0yq1evNk2bNjWA2blzZ4FtGDVqlKldu7YZP368iY6OLrk3K1u/fv3MzTffbCIjI01kZKS56aabzMCBAwusXx4/FyIixS/NGDPOGEOuV19jzLlSubqzv9+5lZtkafLkyeZf//qXeeaZZ/JNljIyMsyNN95oQkNDzc8//2zWrl1r6tata8aNG1fgOX/99Vdz7733ms8//9zs37/ffPfdd6ZZs2Zm8ODBVxRbRUuWUlJSzIQJE0z79u2Nn5+f8fHxMc2bNzeTJk0yFy9etNcDzDvvvGN69+5trFarCQ4ONh9//LHDuU6cOGFGjhxpAgICjNVqNY0bNzbh4eEO79WSJUtM27Ztjaenp/H39zfdu3c3K1assO+PjIw0bdq0MZ6enqZt27Zm+fLlhSZL+/btM+np6cX3phTizJkzZvjw4aZKlSqmSpUqZvjw4ebcuXMF1i+PnwsRkeJ1xhhzu3FMlJ4xxpTed3dRkyWLMaW4cl8xWLBgAU8//XSe1ZG//vprBg4cSGxsLHXr1gVg6dKlPPzww5w8eTLfYaD8LFu2jIceeoikpCQqVSraKGVCQgJ+fn7Ex8fnuU5KSgoHDx6kUaNGeHl5Fel85YXFYmHlypXcfffdrg6l3KnInwsRkcLtwTaRe3/2tgfwPvCXUo3C2d/v3CrMOkuRkZHceOON9kQJoG/fvqSmprJjx44inyfnDStqoiQiIiJX4itsK3LnJEq1gHWUdqJ0JSpMRhAXF5fnziN/f388PT2LvNbNmTNnePHFFxk7dqzTeqmpqQ6LNSYkJFx5wCIiItcVA8wE/s6lZ721wTaRu4GrgioSl/YsTZ06FYvF4vS1ffv2Ip/vWta6SUhIYMCAAbRq1YopU6Y4rfvKK6/YH5jq5+dHUFBQkWOsSIwxGoITEZEiSMXWc/Q3LiVKg4EfKeuJEri4Z2ncuHEMHTrUaZ2GDRsW6VyBgYH89NNPDmXnzp0jPT290LVuEhMT6devH76+vqxcuRIPDw+n9SdOnMgzzzxj305ISLhuEyYRERHn4oB7gchcZZOBKZSX2UAuTZYCAgIICAgolnOFhIQwbdo0Tpw4QZ06dQD45ptvsFqtdOjQocDjEhIS6Nu3L1arlc8//7xIk22tVitWq7VY4hYREam4dmKbyH00e9sbWAgMcVlEV6N8pHTAkSNHiIqK4siRI2RmZhIVFUVUVBQXLlwAoE+fPrRq1YoRI0awc+dOvvvuO5577jnCw8PtM9yPHTtGixYt2Lp1K2DrUerTpw9JSUnMnTuXhIQE4uLiiIuLIzPTBc9uExERqTCWAd24lCjVBzZR3hIlKEcTvCdPnmx/Ej1gXyV63bp19OzZE3d3d1avXs1jjz1Gt27d8Pb25sEHH+T111+3H5Oens7evXu5eNH21OIdO3bYh+4ufzbYwYMHizwEKCIiIjmygH8CL+Qq6wKsBAJdEtG1KnfrLJVF1+s6S3L19LkQkYopCQgDlucqG4ltDaWy911X1HWWyk3PkoiIiJRlR4BBQFT2tgWYATyb/XP5VW7mLInkOHToEBaLpdCH34qISGnZDPw/LiVKVYEvgeco74kSKFmSApw8eZKxY8fSoEEDrFYrgYGB9O3bl8jIyMIPvg5NmzaNrl274uPjQ7Vq1VwdjohIKVoAhAIns7ebYFsm4A5XBVTsNAwn+Ro8eDDp6eksXLiQxo0b8+eff/Ldd99x9uxZV4dWJEePHqVevXpFWpC0OKSlpTFkyBBCQkKYO3duqVxTRMS1MrGtxv2vXGW3AZ8CNVwSUUlRz5Lkcf78eTZt2sT06dMJDQ0lODiYTp06MXHiRAYMGGCvZ7FYmD17Nv3798fb25tGjRqxbNkyh3MdO3aMBx54AH9/f2rUqMGgQYM4dOiQQ5358+fTsmVLvLy8aNGiBe+++67D/q1bt9KuXTu8vLzo2LEjO3fuLLQNERERNG7cmClTphATE3P1b0YRvfDCC4wfP56bbrqpxK8lIuJ68cBAHBOlx4E1VLRECZQsST58fX3x9fVl1apVDs/Ay09ERASDBw8mOjqahx56iGHDhrFnzx4ALl68SGhoKL6+vmzcuJFNmzbh6+tLv379SEtLA2DOnDk8//zzTJs2jT179vDyyy8TERFhXyYiKSmJgQMH0rx5c3bs2MHUqVN57rnnCm3DW2+9RUREBBs2bKBZs2Z0796duXPnkpiY6LTNBb369+9/JW+hiEgFtg/ojC0xAtsg1XvA24DzJ2CUVxqGc4VRv8CZ9NK/bg0PmHdzodUqVarEggULCA8P57333qN9+/b06NGDoUOHcvPNjscPGTKEMWPGAPDiiy+ydu1aZs2axbvvvsvSpUtxc3Pjww8/tA+HzZ8/n2rVqrF+/Xr69OnDiy++yMyZM7n33nsBaNSoEbt37+b9998nLCyMJUuWkJmZybx58/Dx8aF169YcPXqURx991GkbqlSpwqhRoxg1ahSHDx9m8eLFzJgxgyeffJJ77rmHsLAwevXqZY+rsMni3t7ehb5vIiIV31rgfuB89nYN4DOgp4viKR1KllzhTDqcSnN1FE4NHjyYAQMG8MMPPxAZGcmaNWuYMWMGH374IQ8//LC9XkhIiMNxISEh9sRjx44d7N+/nypVqjjUSUlJ4cCBA5w6dYrY2FhGjx5NeHi4fX9GRgZ+fn4A7NmzhzZt2uDj41PgNQsTHBzMpEmTmDRpEgsXLmTcuHEsWbKEc+fO2SdjX74oqYiI5Gaw9RyNxzZXCaA18DnQ2FVBlRolS65Qw0XdlFd4XS8vL3r37k3v3r2ZPHkyY8aMYcqUKQ7JUn5yemuysrLo0KEDS5YsyVOnZs2apKSkALahuM6dOzvsd3d3B6A41kw9ffo0S5cuZdGiRURFRdG/f3/CwsLsCRnYhuGcufXWW/n666+vORYRkfInDRgHzMlVdifwH2xLBFR8SpZcoQhDYWVRq1atWLVqlUPZli1bGDlypMN2zqNo2rdvzyeffEKtWrXyXRnVz8+PevXqERMTw/Dhwwu85uLFi0lOTrYPhW3ZsqXQWFNTU/niiy9YtGgRa9asoXXr1oSFhbF69Wpq1qyZp76G4URE8nMKuA/YmKtsAvAS4O6SiFxByZLkcebMGYYMGcKoUaO4+eabqVKlCtu3b2fGjBkMGjTIoe6yZcvo2LEjt9xyC0uWLGHr1q32W+eHDx/Oa6+9xqBBg/jnP/9J/fr1OXLkCCtWrOBvf/sb9evXZ+rUqTz55JNUrVqV/v37k5qayvbt2zl37hzPPPMMDz74IM8//zyjR49m0qRJHDp0yOF5fwV57LHHWL16NQ8++CDbt2/PM9fqctc6DHfkyBHOnj3r8KDnnPMW1mslIlI2/QrcBRzK3rYCc4H8/3FboRm5ZvHx8QYw8fHxefYlJyeb3bt3m+TkZBdEdnVSUlLMhAkTTPv27Y2fn5/x8fExzZs3N5MmTTIXL1601wPMO++8Y3r37m2sVqsJDg42H3/8scO5Tpw4YUaOHGkCAgKM1Wo1jRs3NuHh4Q7v1ZIlS0zbtm2Np6en8ff3N927dzcrVqyw74+MjDRt2rQxnp6epm3btmb58uUGMDt37iywDfv27TPp6enF96YUIiwszGAb1Hd4rVu3Lt/65fFzISLXk1XGGF9jDNmvOsaYn1waUUlw9vc7Nz1Itxhcrw/StVgsrFy5krvvvtvVoZQ7FflzISLlmQFeAZ7PVdYRWAXUc0VAJUoP0hUREZErkAyMBj7OVTYUmAdc3/M2tSiliIjIde8Y0B3HRGka8BHXe6IE6lmSa6ARXBGRimArcDdwInu7MrZlAe52UTxlj3qWRERErlsfYetRykmUgoHNKFFypGRJRETkupMFTMS2DEDOM0BvBbYB5XMtwJKkYTgREZHrSiK2JOmLXGVjgHcAT5dEVNYpWRIREbluxGBbaHJX9rY78Aa2x5lYXBVUmadkSURE5LqwARgMnMnergZ8CvR2VUDlhuYsiYiIVHjvA724lCg1B35CiVLRKFmScufQoUNYLJZCH34rIiLp2IbYHgEyssv6AluAG1wVVLmjZEnydfLkScaOHUuDBg2wWq0EBgbSt29fIiMjXR1amXPo0CFGjx5No0aN8Pb2pkmTJkyZMoW0tDRXhyYi17WzQH9sE7dzPAN8iW0ITopKc5YkX4MHDyY9PZ2FCxfSuHFj/vzzT7777jvOnj3r6tCK5OjRo9SrVw+LpeQnLP7+++9kZWXx/vvv07RpU3777TfCw8NJSkri9ddfL/Hri4jktQfbRO792dse2Ibi/uKyiMoz9SxJHufPn2fTpk1Mnz6d0NBQgoOD6dSpExMnTmTAgAH2ehaLhdmzZ9O/f3+8vb1p1KgRy5YtczjXsWPHeOCBB/D396dGjRoMGjSIQ4cOOdSZP38+LVu2xMvLixYtWvDuu+867N+6dSvt2rXDy8uLjh07snPnzkLbEBERQePGjZkyZQoxMTFX/2YUQb9+/Zg/fz59+vShcePG3HXXXTz33HOsWLGiRK8rIpK/r4AuXEqUagHrUKJ09ZQsSR6+vr74+vqyatUqUlNTndaNiIhg8ODBREdH89BDDzFs2DD27NkDwMWLFwkNDcXX15eNGzeyadMmfH196devn32Ias6cOTz//PNMmzaNPXv28PLLLxMREcHChQsBSEpKYuDAgTRv3pwdO3YwdepUnnvuuULb8NZbbxEREcGGDRto1qwZ3bt3Z+7cuSQmJjptc0Gv/v37X8lbSHx8PNWrV7+iY0REro0BXgcGAgnZZW2wLTTZzVVBVQgWowd8XbOEhAT8/PyIj4+natWqDvtSUlI4ePAgjRo1wsvLy1b4j+/gfErpB1rNC6bfXqSqy5cvJzw8nOTkZNq3b0+PHj0YOnQoN998aWVXi8XCI488wuzZs+1lXbp0oX379rz77rvMmzePGTNmsGfPHvtwWFpaGtWqVWPVqlX06dOHBg0aMH36dIYNG2Y/x0svvcRXX33F5s2b+eCDD5g4cSKxsbH4+PgA8N577/Hoo4+yc+dO2rZtW2hbDh8+zOLFi1m8eDFHjx7lnnvuISwsjF69etnj2r9/v9NzeHt7U69evSK9dwcOHKB9+/bMnDmTMWPG5Fsn38+FiMhVS8E2iXthrrLB2duVXRJReeDs73dumrPkCudT4Gyyq6NwavDgwQwYMIAffviByMhI1qxZw4wZM/jwww95+OGH7fVCQkIcjgsJCbHfpbZjxw72799PlSpVHOqkpKRw4MABTp06RWxsLKNHjyY8PNy+PyMjAz8/PwD27NlDmzZt7IlSftcsTHBwMJMmTWLSpEksXLiQcePGsWTJEs6dO0e1atUAaNq06RWdsyDHjx+nX79+DBkypMBESUSkeMUB92C7wy3HZGAKGkAqHkqWXKGai3oSrvC6Xl5e9O7dm969ezN58mTGjBnDlClTHJKl/OT01mRlZdGhQweWLFmSp07NmjVJSbH1rs2ZM4fOnTs77Hd3dwegODo+T58+zdKlS1m0aBFRUVH079+fsLAwe0IGtmE4Z2699Va+/vprp3WOHz9OaGgoISEhfPDBB9cct4hI4XZim8h9NHvbG1tv0hCXRVQRKVlyhSIOhZU1rVq1YtWqVQ5lW7ZsYeTIkQ7b7dq1A6B9+/Z88skn1KpVK9/uTT8/P+rVq0dMTAzDhw8v8JqLFy8mOTkZb29v+zUKk5qayhdffMGiRYtYs2YNrVu3JiwsjNWrV1OzZs089Qtbsynn2gU5duwYoaGhdOjQgfnz5+Pmpn/NiUhJWwaEATkjFfWB/wLtXRZRhWXkmsXHxxvAxMfH59mXnJxsdu/ebZKTk10Q2dU5ffq0CQ0NNYsXLzbR0dEmJibGfPrpp6Z27dpm1KhR9nqACQgIMHPnzjV79+41kydPNm5ubmbXrl3GGGOSkpJMs2bNTM+ePc3GjRtNTEyMWb9+vXnyySdNbGysMcaYOXPmGG9vb/Pmm2+avXv3ml9++cXMmzfPzJw50xhjTGJiogkICDDDhg0zu3btMqtXrzZNmzY1gNm5c2eBbRg1apSpXbu2GT9+vImOji65N8sYc+zYMdO0aVNz2223maNHj5oTJ07YXwUpj58LESkrMo0xk40x5Hp1McYU/J0j+XP29zs3JUvFoKIlSykpKWbChAmmffv2xs/Pz/j4+JjmzZubSZMmmYsXL9rrAeadd94xvXv3Nlar1QQHB5uPP/7Y4VwnTpwwI0eONAEBAcZqtZrGjRub8PBwh/dqyZIlpm3btsbT09P4+/ub7t27mxUrVtj3R0ZGmjZt2hhPT0/Ttm1bs3z58kKTpX379pn09PTie1OcmD9/vsF2G0qeV0HK4+dCRMqCC8aYwcYxURppjNF3ydUoarKku+GKwRXfDVdBWCwWVq5cyd133+3qUMqdivy5EJGScgQYBERlb1uA17Ctyl3yC/BWRLobTkREpML4EbgXOJm9XRX4GLjDZRFdTzQLVUREpEybD4RyKVFqAkSiRKn0qGdJrppGcEVESlIm8HfgX7nKbgM+BWq4JKLrlZIlERGRMuc8MAxYk6vsceANbA/FldKkZElERKRM2QfcCezN3q4EvA2MdVlE1zslSyIiImXGWuB+bD1LYBtu+wzo6aJ4BDTBW0REpAwwwFtAfy4lSq2BrShRcj0lSyIiIi6Vhm2I7Slsk7rBNgy3GWjsqqAkFyVLIiIiLnMK6A3MyVU2AViJbS0lKQuULEm5c+jQISwWS6EPvxURKdt+AToBG7O3rcB/gFcAd1cFJflQsiT5OnnyJGPHjqVBgwZYrVYCAwPp27cvkZGRrg6tTLrrrrto0KABXl5e1KlThxEjRnD8+HFXhyUiZdZ/ga7AoeztOtiSpuGuCkicULIk+Ro8eDDR0dEsXLiQP/74g88//5yePXty9uxZV4dWJEePHi3VRTNDQ0P59NNP2bt3L8uXL+fAgQPcd999pXZ9ESkvDPAycDeQlF3WEdiGrZdJyiIlS5LH+fPn2bRpE9OnTyc0NJTg4GA6derExIkTGTBggL2exWJh9uzZ9O/fH29vbxo1asSyZcscznXs2DEeeOAB/P39qVGjBoMGDeLQoUMOdebPn0/Lli3x8vKiRYsWvPvuuw77t27dSrt27fDy8qJjx47s3Lmz0DZERETQuHFjpkyZQkxMzNW/GUU0fvx4unTpQnBwMF27dmXChAls2bKF9PT0Er+2iJQXydh6jp7PVTYUW49SPZdEJEWjZEny8PX1xdfXl1WrVpGamuq0bkREhL0X6qGHHmLYsGHs2bMHgIsXLxIaGoqvry8bN25k06ZN+Pr60q9fP9LS0gCYM2cOzz//PNOmTWPPnj28/PLLREREsHDhQgCSkpIYOHAgzZs3Z8eOHUydOpXnnnuu0Da89dZbREREsGHDBpo1a0b37t2ZO3cuiYmJTttc0Kt///5Ffv/Onj3LkiVL6Nq1Kx4eWmlXRACOAd2xPfw2xzTgI8DbJRFJ0VmMHvB1zRISEvDz8yM+Pp6qVR3vXkhJSeHgwYM0atQILy8vW+HrSyEhKZ8zlbCqleG5oUWqunz5csLDw0lOTqZ9+/b06NGDoUOHcvPNN9vrWCwWHnnkEWbPnm0v69KlC+3bt+fdd99l3rx5zJgxgz179mCxWABIS0ujWrVqrFq1ij59+tCgQQOmT5/OsGHD7Od46aWX+Oqrr9i8eTMffPABEydOJDY2Fh8fHwDee+89Hn30UXbu3Enbtm0Lbcvhw4dZvHgxixcv5ujRo9xzzz2EhYXRq1cve1z79+93eg5vb2/q1XP+L79//OMfvP3221y8eJEuXbrw5ZdfUqNG/s9vyvdzISIV1FZsw24nsrcrY5vIfbeL4pEczv5+56YVvF0hIQniXZAsXYHBgwczYMAAfvjhByIjI1mzZg0zZszgww8/5OGHH7bXCwkJcTguJCTEfpfajh072L9/P1WqVHGok5KSwoEDBzh16hSxsbGMHj2a8PBw+/6MjAz8/PwA2LNnD23atLEnSvldszDBwcFMmjSJSZMmsXDhQsaNG8eSJUs4d+4c1apVA6Bp06ZXdM78/O1vf2P06NEcPnyYF154gZEjR/Lll1/aEzIRuR59BIwCcnrpg4HPgZsLPELKHiVLrlC1crm4rpeXF71796Z3795MnjyZMWPGMGXKFIdkKT85yUFWVhYdOnRgyZIleerUrFmTlJQUwDYU17lzZ4f97u6222aLo+Pz9OnTLF26lEWLFhEVFUX//v0JCwuzJ2RgG4Zz5tZbb+Xrr792WicgIICAgABuuOEGWrZsSVBQEFu2bLni5E5EKoIsbHOTXs1VdiuwHKjpkojk6ilZcoUiDoWVNa1atWLVqlUOZVu2bGHkyJEO2+3atQOgffv2fPLJJ9SqVSvf7k0/Pz/q1atHTEwMw4fnf7tsq1atWLx4McnJyXh7e9uvUZjU1FS++OILFi1axJo1a2jdujVhYWGsXr2amjXzflEVtmZTzrWLKifJK2zOl4hURInYJnJ/katsDPAO4OmSiOQaGblm8fHxBjDx8fF59iUnJ5vdu3eb5ORkF0R2dU6fPm1CQ0PN4sWLTXR0tImJiTGffvqpqV27thk1apS9HmACAgLM3Llzzd69e83kyZONm5ub2bVrlzHGmKSkJNOsWTPTs2dPs3HjRhMTE2PWr19vnnzySRMbG2uMMWbOnDnG29vbvPnmm2bv3r3ml19+MfPmzTMzZ840xhiTmJhoAgICzLBhw8yuXbvM6tWrTdOmTQ1gdu7cWWAbRo0aZWrXrm3Gjx9voqOjS+7NMsb89NNPZtasWWbnzp3m0KFD5vvvvze33HKLadKkiUlJScn3mPL4uRCRojhgjGltjCH75W6MecsYk+XKoKQAzv5+51ZukqWXXnrJhISEGG9vb+Pn55dvncOHD5uBAwcaHx8fU6NGDfPEE0+Y1NTUIp0/KyvL9OvXzwBm5cqVVxRbRUuWUlJSzIQJE0z79u2Nn5+f8fHxMc2bNzeTJk0yFy9etNcDzDvvvGN69+5trFarCQ4ONh9//LHDuU6cOGFGjhxpAgICjNVqNY0bNzbh4eEO79WSJUtM27Ztjaenp/H39zfdu3c3K1assO+PjIw0bdq0MZ6enqZt27Zm+fLlhSZL+/btM+np6cX3pjjxyy+/mNDQUFO9enVjtVpNw4YNzSOPPGKOHj1a4DHl8XMhIoVZZ4ypYS4lStWMMd+4MiApRFGTpXJzN9yUKVOoVq0aR48eZe7cuZw/f95hf2ZmJm3btqVmzZrMnDmTM2fOEBYWxr333susWbMKPf8bb7zB2rVr+frrr1m5ciV33313kWO74rvhKgiLxXLF75XYVOTPhcj16X1gHJCRvd0c20TuG1wWkRSuwt0N98ILLwCwYMGCfPd/88037N69m9jYWOrWrQvAzJkzefjhh5k2bZrTNyE6Opp//etfbNu2jTp16hR77CIiUlGlA+OxzUfK0Q/bekrVXBGQlIAKsyhlZGQkN954oz1RAujbty+pqans2LGjwOMuXrzIsGHDePvttwkMDCyNUEVEpEI4iy0xyp0oPQN8iRKliqXc9CwVJi4ujtq1azuU+fv74+npSVxcXIHHjR8/nq5duzJo0KAiXys1NdXhLqeEhIQrD7gCKCcjuCIiJWAPcCdwIHvbA9tQ3F9cFpGUHJf2LE2dOhWLxeL0tX379iKfL7/F/4wxBS4K+Pnnn/P999/z5ptvXlHcr7zyCn5+fvZXUFDQFR0vIiLl2VdAFy4lSrWAdShRqrhc2rM0btw4hg51vuZQw4YNi3SuwMBAfvrpJ4eyc+fOkZ6enqfHKcf333/PgQMH7Ks45xg8eDC33nor69evz/e4iRMn8swzz9i3ExISlDCJiFR4BpgJ/D37Z4A22CZyN3BVUFIKXJos5ax4XBxCQkKYNm0aJ06csE/S/uabb7BarXTo0CHfYyZMmMCYMWMcym666SbeeOMN7rzzzgKvZbVasVqtxRK3iIiUBynAWGBRrrLBwEJsz3qTiqzczFk6cuQIZ8+e5ciRI2RmZtpXXG7atCm+vr706dOHVq1aMWLECF577TXOnj3Lc889R3h4uP1OuGPHjnH77bezaNEiOnXqRGBgYL6Tuhs0aECjRo1Ks3kiIlJmxQH3ALmfHjAZmEIFuk9KnCg3ydLkyZNZuHChfTvnkRrr1q2jZ8+euLu7s3r1ah577DG6deuGt7c3Dz74IK+//rr9mPT0dPbu3cvFixdLPX4RESmPfgYGAUezt72x9SYNcVlEUvrKzaKUZdn1uiilXD19LkTKg2VAGJCcvV0f+C/Q3mURSfEq6qKU6j+UcufQoUNYLJZCH34rInJ1srANsd3PpUSpC7ANJUrXJyVLkq+TJ08yduxYGjRogNVqJTAwkL59+xIZGenq0Mq01NRU2rZtq2ROpNxKwpYk/TNX2UhsSwNo4eLrVbmZsySla/DgwaSnp7Nw4UIaN27Mn3/+yXfffcfZs2ddHVqRHD16lHr16hW4xlZJ+fvf/07dunWJjo4u1euKSHE4gm1+UlT2tgV4Dduq3KX7XSJli3qWJI/z58+zadMmpk+fTmhoKMHBwXTq1ImJEycyYMAAez2LxcLs2bPp378/3t7eNGrUiGXLljmc69ixYzzwwAP4+/tTo0YNBg0axKFDhxzqzJ8/n5YtW+Ll5UWLFi149913HfZv3bqVdu3a4eXlRceOHdm5c2ehbYiIiKBx48ZMmTKFmJiYq38zrsDXX3/NN99843BTgYiUFz8C/49LiVJVbI8teRYlSqJkSfLw9fXF19eXVatWOTzWJT8REREMHjyY6OhoHnroIYYNG8aePXsA23P3QkND8fX1ZePGjWzatAlfX1/69etHWloaAHPmzOH5559n2rRp7Nmzh5dffpmIiAj7nY9JSUkMHDiQ5s2bs2PHDqZOncpzzz1XaBveeustIiIi2LBhA82aNaN79+7MnTuXxMREp20u6NW/f3+n1/vzzz8JDw9n8eLF+Pj4FBqfiJQl84FQ4GT2dhNsywTc4bKIpGzR3XDF4Irvhlv/HKScL/1AvapBz6L1eixfvpzw8HCSk5Np3749PXr0YOjQodx88832OhaLhUceeYTZs2fby7p06UL79u159913mTdvHjNmzGDPnj324bC0tDSqVavGqlWr6NOnDw0aNGD69OkMGzbMfo6XXnqJr776is2bN/PBBx8wceJEYmNj7UnIe++9x6OPPsrOnTtp27ZtoW05fPgwixcvZvHixRw9epR77rmHsLAwevXqZY9r//79Ts/h7e1NvXr18t1njOGOO+6gW7duTJo0iUOHDtGoUSOn8eluOJGyIAPbatxv5Cq7HfgUqO6SiKR0FfVuOM1ZcoWU85ByxtVRODV48GAGDBjADz/8QGRkJGvWrGHGjBl8+OGHPPzww/Z6ISEhDseFhITYJzbv2LGD/fv3U6VKFYc6KSkpHDhwgFOnThEbG8vo0aMJDw+378/IyMDPzw+APXv20KZNG4femsuvWZjg4GAmTZrEpEmTWLhwIePGjWPJkiWcO3fO/qibpk2bXtE5c5s1axYJCQlMnDjxqs8hIqXtPDAU+F+ussexJU4erghIyjAlS67gVa1cXNfLy4vevXvTu3dvJk+ezJgxY5gyZYpDspSfnN6arKwsOnTowJIlS/LUqVmzJikpKYBtKK5z584O+93d3QFbr821On36NEuXLmXRokVERUXRv39/wsLC7AkZ2IbhnLn11lv5+uuv8933/fffs2XLljyPwOnYsSPDhw93WExVRMqCfcCdwN7s7UrA29geZyKSl5IlVyjiUFhZ06pVK1atWuVQtmXLFkaOHOmwnbO6evv27fnkk0+oVatWvt2bfn5+1KtXj5iYGIYPH17gNRcvXkxycjLe3t72axQmNTWVL774gkWLFrFmzRpat25NWFgYq1evpmbNmnnqF3abf8618/PWW2/x0ksv2bePHz9O3759+eSTT/IkgSLiamuxLQ1wPnu7BvAZ0NNF8Ui5YOSaxcfHG8DEx8fn2ZecnGx2795tkpOTXRDZ1Tl9+rQJDQ01ixcvNtHR0SYmJsZ8+umnpnbt2mbUqFH2eoAJCAgwc+fONXv37jWTJ082bm5uZteuXcYYY5KSkkyzZs1Mz549zcaNG01MTIxZv369efLJJ01sbKwxxpg5c+YYb29v8+abb5q9e/eaX375xcybN8/MnDnTGGNMYmKiCQgIMMOGDTO7du0yq1evNk2bNjWA2blzZ4FtGDVqlKldu7YZP368iY6OLrk3Kx8HDx4sNL7y+LkQKd+yjDH/Nsa4G2PIfrU2xhxwZVDiYs7+fuemZKkYVLRkKSUlxUyYMMG0b9/e+Pn5GR8fH9O8eXMzadIkc/HiRXs9wLzzzjumd+/exmq1muDgYPPxxx87nOvEiRNm5MiRJiAgwFitVtO4cWMTHh7u8F4tWbLEtG3b1nh6ehp/f3/TvXt3s2LFCvv+yMhI06ZNG+Pp6Wnatm1rli9fXmgysm/fPpOenl58b8oVULIkUtakGmPCzaUkCWPMncYY538gpeIrarKku+GKwfX6bDiLxcLKlSu5++67XR1KuVORPxciZcspYDDwQ66yCcBLgLtLIpKyQ3fDiYjIde4X4C7gcPa2FZgL5D9HUqQgSpZERKQC+i+2pCgpe7sOsAro5KqApBxTsiRXTSO4IlL2GOBlYFKuso7YEqX8F5YVKYySJRERqSCSgVHA0lxlQ4F5QMHLf4gURs+GExGRCuAY0B3HRGka8BFKlORaqWdJRETKua3A3cCJ7O3KwBJgkKsCkgpGPUsiIlKOLcHWo5STKDUEIlGiJMVJyZKIiJRDWcBE4CEgNbvsVmy9TDe5KiipoDQMJyIi5UwitmUBvshVNgZ4B/B0SURSsalnScqdQ4cOYbFYCn34rYhURDFACJcSJXfgLeADlChJSVGyJPk6efIkY8eOpUGDBlitVgIDA+nbty+RkZGuDq3MWr16NZ07d8bb25uAgADuvfdeV4ckUsGsx7ao5K7s7WrA18ATgMU1Icl1QcNwkq/BgweTnp7OwoULady4MX/++SffffcdZ8+edXVoRXL06FHq1auHxVI6X6DLly8nPDycl19+mdtuuw1jDL/++mupXFvk+vA+MA7IyN5uDnwO3OCyiOT6oZ4lyeP8+fNs2rSJ6dOnExoaSnBwMJ06dWLixIkMGDDAXs9isTB79mz69++Pt7c3jRo1YtmyZQ7nOnbsGA888AD+/v7UqFGDQYMGcejQIYc68+fPp2XLlnh5edGiRQveffddh/1bt26lXbt2eHl50bFjR3bu3FloGyIiImjcuDFTpkwhJibm6t+MIsjIyOCpp57itdde45FHHuGGG26gefPm3HfffSV6XZHrQzq2JOkRLiVK/YAtKFGS0qJkySU6AvVd8OpYpOh8fX3x9fVl1apVpKamOq0bERHB4MGDiY6O5qGHHmLYsGHs2bMHgIsXLxIaGoqvry8bN25k06ZN+Pr60q9fP9LS0gCYM2cOzz//PNOmTWPPnj28/PLLREREsHDhQgCSkpIYOHAgzZs3Z8eOHUydOpXnnnuu0Da89dZbREREsGHDBpo1a0b37t2ZO3cuiYmJTttc0Kt///4FXuvnn3/m2LFjuLm50a5dO+rUqUP//v3ZtWtXgceISFGcxZYYvZOr7BngS2xDcCKlxMg1i4+PN4CJj4/Psy85Odns3r3bJCcn5yqtZ4zBBa96RW7TZ599Zvz9/Y2Xl5fp2rWrmThxoomOjnaoA5hHHnnEoaxz587m0UcfNcYYM3fuXNO8eXOTlZVl35+ammq8vb3N//73P2OMMUFBQeajjz5yOMeLL75oQkJCjDHGvP/++6Z69eomKSnJvn/27NkGMDt37ixSWw4dOmRefPFFc8MNNxgfHx8zfPhw88033zjEtW/fPqevo0ePFnj+jz/+2ACmQYMG5rPPPjPbt283w4YNMzVq1DBnzpzJ95j8PxcicsluY0wTc+n7y8MYM8+lEUnF4+zvd26as+QSgWX+uoMHD2bAgAH88MMPREZGsmbNGmbMmMGHH37Iww8/bK8XEhLicFxISIj9LrUdO3awf/9+qlSp4lAnJSWFAwcOcOrUKWJjYxk9ejTh4eH2/RkZGfj5+QGwZ88e2rRpg4+PT4HXLExwcDCTJk1i0qRJLFy4kHHjxrFkyRLOnTtHtWrVAGjatOkVnTO3rKwsAJ5//nkGDx4M2IYW69evz7Jlyxg7duxVn1vk+vQVtme65fQE1wJWAN1cFpFc35QsucR2VwdQJF5eXvTu3ZvevXszefJkxowZw5QpUxySpfzkTKrOysqiQ4cOLFmyJE+dmjVrkpKSAtiG4jp37uyw393dHQBjzDW34/Tp0yxdupRFixYRFRVF//79CQsLsydkYBuGc+bWW2/l66+/zndfnTp1AGjVqpW9zGq10rhxY44cOXLN8YtcPwwwE/h79s8AbbBN5G7gqqBElCxJ0bVq1YpVq1Y5lG3ZsoWRI0c6bLdr1w6A9u3b88knn1CrVi2qVq2a53x+fn7Uq1ePmJgYhg8fXuA1Fy9eTHJyMt7e3vZrFCY1NZUvvviCRYsWsWbNGlq3bk1YWBirV6+mZs2aeeoXtmZTzrXz06FDB6xWK3v37uWWW24BID09nUOHDhEcHFxorCICkAKMBRblKhsMLMT2rDcRFyqdUcGK7crnLJVtp0+fNqGhoWbx4sUmOjraxMTEmE8//dTUrl3bjBo1yl4PMAEBAWbu3Llm7969ZvLkycbNzc3s2rXLGGNMUlKSadasmenZs6fZuHGjiYmJMevXrzdPPvmkiY2NNcYYM2fOHOPt7W3efPNNs3fvXvPLL7+YefPmmZkzZxpjjElMTDQBAQFm2LBhZteuXWb16tWmadOmhc5ZGjVqlKldu7YZP358nrlWJeGpp54y9erVM//73//M77//bkaPHm1q1aplzp49m2/98vi5ECk5J4wxXYzjHMvJxphMVwYl14GizllSslQMKlqylJKSYiZMmGDat29v/Pz8jI+Pj2nevLmZNGmSuXjxor0eYN555x3Tu3dvY7VaTXBwsPn4448dznXixAkzcuRIExAQYKxWq2ncuLEJDw93eK+WLFli2rZtazw9PY2/v7/p3r27WbFihX1/ZGSkadOmjfH09DRt27Y1y5cvLzRZ2rdvn0lPTy++N6UQaWlp5tlnnzW1atUyVapUMb169TK//fZbgfXL4+dCpGTsMMbUN5eSJG9jzKcujUiuH0VNlizGFMOkkOtcQkICfn5+xMfH5xluSklJ4eDBgzRq1AgvLy8XRVgyLBYLK1eu5O6773Z1KOVORf5ciBTdMiAMSM7erg/8F2jvsojk+uLs73duWmdJRERKWRYwBbifS4lSF2AbSpSkLNIEbxERKUVJ2HqTlucqG4ntcSbqZZWyScmSXDWN4IrIlTkMDAKis7ctwGvYVuXWg3Cl7FKyJCIipeBH4F7gZPZ2VeBj4A6XRSRSVJqzVErUCyO56fMg15f5QCiXEqUm2B6Eq0RJygclSyXMw8MDsD1UViRHzoOEc1YqF6mYMrANsY0C0rPLbge2Ai1dFZTIFdMwXAlzd3enWrVqnDxp+xeVj4+P/XEgcn3Kysri1KlT+Pj4UKmS/heUiuo8tue7/S9X2ePAG4CHKwISuWr6pi4FgYG2B9jmJEwibm5uNGjQQImzVFB/AHcBe7O3KwFvY3uciUj5o2SpFFgsFurUqUOtWrVIT08v/ACp8Dw9PXFz0yi4VERrsa2fdD57uwbwGdDTRfGIXDslS6XI3d1dc1REpIIywCxsc5Qys8taA58DjV0VlEix0D9tRUTkGqUBfwWe4lKidCewGSVKUhEoWRIRkWtwCugFfJirbAKwEttaSiLln4bhRETkKv2CbSL34extKzAXGO6yiERKgpIlERG5CquAh7A96w2gTnZZJxfFI1JyNAwnIiJXwADTgHu4lCh1BLahREkqKvUsiYhIESVjW417aa6yocA8wNslEYmUBvUsiYhIERwDuuOYKE0DPkKJklR06lkSEZFCbAXuBk5kb1cGlgCDXBWQSKlSz5KIiDixBFuPUk6i1BCIRImSXE+ULImISD6ygInY7nhLzS67FVsv002uCkrEJcpNsjRt2jS6du2Kj48P1apVy7fOkSNHuPPOO6lcuTIBAQE8+eSTpKWlFXruyMhIbrvtNipXrky1atXo2bMnycnJxdwCEZHyIgHbsNurucrCgW+Bmq4ISMSlys2cpbS0NIYMGUJISAhz587Nsz8zM5MBAwZQs2ZNNm3axJkzZwgLC8MYw6xZswo8b2RkJP369WPixInMmjULT09PoqOj9ZBTEblOxWBbaHJX9rY78AYwDrC4KigRl7IYY4yrg7gSCxYs4Omnn+b8+fMO5V9//TUDBw4kNjaWunXrArB06VIefvhhTp48SdWq+S+736VLF3r37s2LL7541TElJCTg5+dHfHx8gdcRESn71gP3AWeyt6sBnwK9XRSPSMkq6t/vCtN9EhkZyY033mhPlAD69u1LamoqO3bsyPeYkydP8tNPP1GrVi26du1K7dq16dGjB5s2bSqtsEVEyoj3sCVFOYlSc+AnlCiJVKBkKS4ujtq1azuU+fv74+npSVxcXL7HxMTEADB16lTCw8NZs2YN7du35/bbb2ffvn0FXis1NZWEhASHl4hI+ZQOPA48CmRkl/UDtgA3uCookTLFpcnS1KlTsVgsTl/bt28v8vkslrzj6caYfMsBsrKyABg7dix/+ctfaNeuHW+88QbNmzdn3rx5BV7nlVdewc/Pz/4KCgoqcowiImXHWWyJ0bu5yp4BvsQ2BCci4OIJ3uPGjWPo0KFO6zRs2LBI5woMDOSnn35yKDt37hzp6el5epxy1KlTB4BWrVo5lLds2ZIjR44UeK2JEyfyzDPP2LcTEhKUMIlIObMb20TuA9nbHsD7wF9cFpFIWeXSZCkgIICAgIBiOVdISAjTpk3jxIkT9iTom2++wWq10qFDh3yPadiwIXXr1mXv3r0O5X/88Qf9+/cv8FpWqxWr1VoscYuIlL6vsD3TLTF7uxawAujmsohEyrJyM2fpyJEjREVFceTIETIzM4mKiiIqKooLFy4A0KdPH1q1asWIESPYuXMn3333Hc899xzh4eH2Ge7Hjh2jRYsWbN26FbAN2/3tb3/jrbfe4rPPPmP//v1ERETw+++/M3r0aJe1VUSkZBjgdWAglxKlNsA2lCiJFKzcrLM0efJkFi5caN9u164dAOvWraNnz564u7uzevVqHnvsMbp164a3tzcPPvggr7/+uv2Y9PR09u7dy8WLF+1lTz/9NCkpKYwfP56zZ8/Spk0b1q5dS5MmTUqvcSIiJS4FGAssylU2GFiI7VlvIlKQcrfOUlmkdZZEpGyLA+7BdodbjinAZMrRAINIsSvq3+9y07MkIiJX42dsD709mr3tja03aYjLIhIpb/RPChGRCmsZcAuXEqX6wCaUKIlcGSVLIiIVTha2Ybb7gZyHgodgm8jd3lVBiZRbGoYTEalQkoCR2JYCyBGGbQ0lLXkicjWULImIVBiHsc1Pis7etgCvYVuVO/8nGYhI4ZQsiYhUCD9iu+PtVPZ2VeBj4A6XRSRSUWjOkohIuTcPCOVSotQE2zIBSpREioOSJRGRcisD2xDbaCA9u+x2YCvQ0lVBiVQ4GoYTESmXzmN7vtv/cpU9DryB7aG4IlJclCyJiJQ7fwB3ATkPAa8EvI3tcSYiUtyULImIlCtrsa2fdD57uwbwGdDTRfGIVHyasyQiUi4Y4C2gP5cSpdbY5if1dE1IItcJJUsiImVeGvBX4CkgM7vsTmAz0NhVQYlcN5QsiYiUaaeAXsCHucomAquwraUkIiVNc5ZERMqsX7BN5D6cvW0F5gLDXRaRyPVIyZKISJm0CngI27PeAOpkl3VyUTwi1y8Nw4mIlCkGmIbt0SU5iVJHYBtKlERcQz1LIiJlRjIwCliaq2wotseZeLskIhFRz5KISBlxDLgVx0RpGvARSpREXKvIydLRo0dLMg4RkevYT9iG2nZkb1fGNj/p/wCLi2ISkRxFTpZuvPFGFi9eXJKxiIhch5YAPYC47O2GQCQwyFUBichlipwsvfzyyzz++OMMHjyYM2fOlGRMIiLXgUxgArY73lKzy27FtiL3Ta4KSkTyUeRk6bHHHiM6Oppz587RunVrPv/885KMS0SkAksA7gam5yoLB74FaroiIBFx4oruhmvUqBHff/89b7/9NoMHD6Zly5ZUquR4ip9//rlYAxQRqVhisC00uSt72x14AxiH5ieJlE1XvHTA4cOHWb58OdWrV2fQoEF5kiURESnIeuA+IGcqQzXgU6C3i+IRkaK4okxnzpw5PPvss/Tq1YvffvuNmjXVXSwiUjTvAU8AGdnbzYHPgRtcFpGIFE2Rk6V+/fqxdetW3n77bUaOHFmSMYmIVCDpwNPAu7nK+gEfY+tZEpGyrsjJUmZmJr/88gv169cvyXhERCqQM8D9wPe5yp4BZmCbqyQi5UGRk6W1a9eWZBwiIhXMbmwTuQ9kb3sA7wN/cVlEInJ1NDtbRKTYfYXtmW6J2du1gBVAN5dFJCJXT8+GExEpNgZ4DRjIpUSpDbANJUoi5ZeSJRGRYvMp8HdsSRPAYOBHoIHLIhKRa6dkSUSk2NwHDMj+eQq25Kmy68IRkWKhOUsiIsXGHfgI2IhtKE5EKgL1LImIFKuqKFESqViULImIiIg4oWRJRERExAklSyIiIiJOKFkSERERcULJkoiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnlCyJiIiIOKFkSURERMSJcpMsTZs2ja5du+Lj40O1atXyrXPkyBHuvPNOKleuTEBAAE8++SRpaWlOzxsXF8eIESMIDAykcuXKtG/fns8++6wEWiAiIiLlUblJltLS0hgyZAiPPvpovvszMzMZMGAASUlJbNq0iaVLl7J8+XKeffZZp+cdMWIEe/fu5fPPP+fXX3/l3nvv5YEHHmDnzp0l0QwREREpZyzGGOPqIK7EggULePrppzl//rxD+ddff83AgQOJjY2lbt26ACxdupSHH36YkydPUrVq1XzP5+vry+zZsxkxYoS9rEaNGsyYMYPRo0cXKaaEhAT8/PyIj48v8DoiIiJSthT173e56VkqTGRkJDfeeKM9UQLo27cvqamp7Nixo8DjbrnlFj755BPOnj1LVlYWS5cuJTU1lZ49e5ZC1CIiIlLWVXJ1AMUlLi6O2rVrO5T5+/vj6elJXFxcgcd98sknPPDAA9SoUYNKlSrh4+PDypUradKkSYHHpKamkpqaat9OSEi49gaIiIhImeTSnqWpU6disVicvrZv317k81ksljxlxph8y3NMmjSJc+fO8e2337J9+3aeeeYZhgwZwq+//lrgMa+88gp+fn72V1BQUJFjFBERkfLFpT1L48aNY+jQoU7rNGzYsEjnCgwM5KeffnIoO3fuHOnp6Xl6nHIcOHCAt99+m99++43WrVsD0KZNG3744Qfeeecd3nvvvXyPmzhxIs8884x9OyEhQQmTiIhIBeXSZCkgIICAgIBiOVdISAjTpk3jxIkT1KlTB4BvvvkGq9VKhw4d8j3m4sWLALi5OXawubu7k5WVVeC1rFYrVqu1WOIWERGRsq3cTPA+cuQIUVFRHDlyhMzMTKKiooiKiuLChQsA9OnTh1atWjFixAh27tzJd999x3PPPUd4eLh9hvuxY8do0aIFW7duBaBFixY0bdqUsWPHsnXrVg4cOMDMmTNZu3Ytd999t6uaKiIiImVIuZngPXnyZBYuXGjfbteuHQDr1q2jZ8+euLu7s3r1ah577DG6deuGt7c3Dz74IK+//rr9mPT0dPbu3WvvUfLw8OCrr75iwoQJ3HnnnVy4cIGmTZuycOFC7rjjjtJtoIiIiJRJ5W6dpbJI6yyJiIiUP9fdOksiIiIiJUHJkoiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnlCyJiIiIOKFkSURERMQJJUsiIiIiTihZEhEREXFCyZKIiIiIE0qWRERERJxQsiQiIiLihJIlERERESeULImIiIg4oWRJRERExAklSyIiIiJOKFkSERERcULJkoiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnlCyJiIiIOKFkSURERMQJJUsiIiIiTihZEhEREXFCyZKIiIiIE0qWRERERJxQsiQiIiLihJIlERERESeULImIiIg4oWRJRERExAklSyIiIiJOKFkSERERcULJkoiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ8pNsjRt2jS6du2Kj48P1apVy7fOU089RYcOHbBarbRt27ZI501NTeWJJ54gICCAypUrc9ddd3H06NHiC1xERETKtXKTLKWlpTFkyBAeffTRAusYYxg1ahQPPPBAkc/79NNPs3LlSpYuXcqmTZu4cOECAwcOJDMzszjCFhERkXKukqsDKKoXXngBgAULFhRY56233gLg1KlT/PLLL4WeMz4+nrlz57J48WJ69eoFwH/+8x+CgoL49ttv6du377UHLiIiIuVauelZKgk7duwgPT2dPn362Mvq1q3LjTfeyObNm10YmYiIiJQV5aZnqSTExcXh6emJv7+/Q3nt2rWJi4sr8LjU1FRSU1Pt2wkJCSUWo4iIiLiWS3uWpk6disVicfravn17qcdljMFisRS4/5VXXsHPz8/+CgoKKsXoREREpDS5tGdp3LhxDB061Gmdhg0bltj1AwMDSUtL49y5cw69SydPnqRr164FHjdx4kSeeeYZ+3ZCQoISJhERkQrKpclSQEAAAQEBLrt+hw4d8PDwYO3atdx///0AnDhxgt9++40ZM2YUeJzVasVqtZZWmCIiIuJC5WbO0pEjRzh79ixHjhwhMzOTqKgoAJo2bYqvry8A+/fv58KFC8TFxZGcnGyv06pVKzw9PTl27Bi33347ixYtolOnTvj5+TF69GieffZZatSoQfXq1Xnuuee46aab7HfHiYiIyPWt3CRLkydPZuHChfbtdu3aAbBu3Tp69uwJwJgxY9iwYUOeOgcPHqRhw4akp6ezd+9eLl68aK/zxhtvUKlSJe6//36Sk5O5/fbbWbBgAe7u7qXQKhERESnrLMYY4+ogyruEhAT8/PyIj4+natWqrg5HREREiqCof7+v63WWRERERAqjZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnys0K3lIBpGfBqTSo6+VYnmzg04u2T2MbT2heCTwsLglRRETkckqWpHQsOwFvHLL9/GQwDK1r+/l8FoSdge3pl+p6WeAmD2jnAe08ob0H1HMHixIoEREpfUqWpGSdSoO//w57ky6VHU62/ffPTBh+BvZkOB6TYmBbmu1F9nE13aBtdvLUzsPWA+WnUWQRESl5SpakZGQZ+PwkzIjJu+/h+nA4A4adgcOZtjJvC9zrDRcMRKVdKs9xKgvWptpeOZpWsiVObbN7n1p6aPhORESKnZIlKX6Hk+HVAxCdmHff5x3glAWGn4Y/s2xl9d3h4xrQONfH8Uwm7EyHnWkQlW5LoM5f9szn/Rm217LsniovoHXO0F12D1SQhu9EROTaKFmS4pOeBf85DguOQvpliU2AByy4GWKAkachPnv/DZVgSQ2o6+5Yv4Y79HKHXtmTwY2BmMxLydPONNiVDrmmOpEC7Ei3vXKG72pcNnzX1hOqafhORESKTsmSFI/fEuGVA3AwOe++Zj7w71YQlQljztnufgNb8rKoBlQvQvJisUCTSrbXfdllKcaWMEWlXeqFOnTZ8N2ZLPgu1fbKMcMPhle+qmaKiMj1R8mSXJukTHj/CCyPA5PP/haV4c2WsD4Dnjx3qSfoFk+YWx18r6GXx8sCHTxtrxxnMy/1POUkUJcP3zXL/tgnZUBMMhy4CF2qQaD16mMREZEKS8mSXL0fz8HrMfBnWv77W/vCGy1hZSpMjL+UTN3hBW/7g7UE5hJVd4fb3OG2XMN3BzLg+0TYfsGWGH0SD9OT4USu3qaIptC/ZvHHIyIi5Z6SJblyZ9NsayZ9d6bgOm2qwGvNYX4yvJprovcwH3jVDyqVQKJkDJxOhwNJtqQo53Uo2XEOVWQ+x8ZcLP54RESkQlCyJEVnDKw+BbMOQWKuuUFWN0jNurTdvipMbw4zk+D9XOsrPVoZnq9aPHenXcy0JTgHLnslZBR+LIC3GzT2gSbZr7ZVrz0mERGpkJQsSdHEJsP0GPg54VKZXyW4xd+xh+n/+cG0GyAiET7JNdn7/6rA41Wu/LoZBo6m5O0tOp5a+LFge/phkPelpCjnVccKblpSQERECqdkSZzLyIKPTsC8WEjLNZTVJwC6VoOXD1wqD6kGU26Ap+JhTYqtzA3bsFthd58ZA2fSLyVDMRdh/0U4dNHxus7U8LgsKaoMDb1tPV8iIiJXScmSFGz3BZh+APblms8TaIW/N4Is4P/2XkpkbvGHCU1tSwP8mD3h2wPbRO6B3o7nTc6Eg9nJUO7k6HwRh9C8LhtCy3lV87jWFouIiOShZEnyupgJc2JtD7/NmYrkBgypA+FBsD0eJv1hGyID6FkdnmoMD52D6Oy1AXwsMKcaNAK+P3NpftH+JNsQWlE6i9yA+l55k6K6XhpCExGRUqNkSRxtOQczDkJcrjlBzXzgH02gla8t8ZmyDzKzs51eNWBMYxhyEo4lQ5V08E2HJlnwwhHHid/OVM8eQmvsA02zk6JG3mB1L/xYERGREqRkSWzOpcO/D8E3py+VeVpgVBA8WAcqucGms7YepdyOpsEDO8CSBbVzlccWcB2rmy0Japo9pygnQaquITQRESmblCxd74yBNafhrUMQn2vOULuq8FBdW8/QwmO2Fbrzm1P0eyLkNyJm4dIQWs78oqbZQ2juGkITEZHyQ8nS9exoCjy+C07lswL37gvw7O9FO0+mG3hYYUBVuMnXlhw18gZvDaGJiEj5p2TpevRLAjyyy3kdZ3ONbvKHH4FkD0jzhI7esKA6+OkWfRERqXiULF1PdibCM79DaiG36FuAulbbrfi7Llwqb1kZbm8EExIhZwHv26zwgb9tRWwREZEKSMnS9SAh3bZ45MZz+e/3q2RbZDLn1vxGPra73R7P1fvUyBvaN4C/5XrO2z3e8EY18NAcJBERqbiULFV0xsAd2y+tl5TbO61tE7kvl5ppm6+0P3sxytqe0DwIXs61OOVfKsM/q2q9IxERqfCULFV0P53PmyjFV4UXG0K7fB5BkmEgYh9EZ/cgVasEwfXh/VzrLj3jC89UKZ4H4oqIiJRxSpYqunOXzU86VhcyPCAun66mLAOvHoBN2cN13m5Quz4sy7xU559VYbRvycUrIiJSxihZqug6+kNyACRaINkb+6JIxzId6xkD7xyGr07Ztj0sUK0ufJO9Urc7tvlJg31KKXAREZGyQbcwVXT/ugAnK0OyD3S2Xiq/PFn6z3H4+ITtZzfAuzZsyV4nyQv4sLoSJRERuS4pWarIfk2DxdmTsn0sMKsa5DxVJHey9MWfMPvIpe1KNeHX7MSqigWW1IA+XqURsYiISJmjZKmiyjLwf/GQPYrGeF+oVwnqZPcW5SRLG87A9JhcB/rDvuwepBpu8FkAdMnVIyUiInKdUbJUUS1Lhp/TbT83rQRjsidl18tOluINbDoPU/ZdulsuoyocrnKp3soAuFEPuBURkeubJnhXROezYFrCpe2X/MAze2J3TrLkmQqTYyEtu+sprTKcqAZYoFkl+KgG1NWz3URERNSzVBG9nghnsruLBnrBrbmG0eq5Q6V0qHUSUrLrpHrDiRqABdp6wAolSiIiIjmULFU0v6XDwiTbz94WmOznuL9aFtT+E9xzEiUr/BkAWOAWT/ikBlRXoiQiIpJDyVJFYgxMir80B+lp30vDbgAJGfD1QaiUPbk7zQP+rAXGDe7wgkU1wFcfCRERkdz0l7Ei+SwZtqXZfm7sDn/NtdJ2aib87Xf4M8W2nV4JTmYnSsN8YLY/WPX4EhERkcspWaooEpxM6gao5AZNvG0/Z7rZEqXMSvBoZXjNDyopURIREcmP7oarKF5PhFPZ4293eEGPyxaRNEBcdTiXZnvsSYYH/F8VeLxKqYcqIiJSnihZqgj2pMOC7EndXhaYWtVxf4qBcefg6xTAz/Z4uBl+MLxyaUcqIiJS7ihZKu+MgefjIefpJU9mr9Sd40IWjDoLP2bPZfIA3vaHgd6lHamIiEi5pGSpvFuZDD9lJ0IN3eGRXJO6z2bCiLMQlb2St48F5vpDdz3nTUREpKiULJVniVnwYq5J3S/6Xbqj7XgmPHgG9mXYtqtZbEsDdPAs/ThFRETKMSVL5dm/EuFk9qTuvl5wW3aP0YEMGHbm0sNya7vZHl/SQs95ExERuVJaOqC82psOc3MmdQMvZE/q/jUN7jltS5Q80uCGFFgVoERJRETkKqlnqTy6fFL3uCoQVAkiU+Hhs3DBQOULcNuPUMcdatyPftUiIiJXRz1L5dHnKRCZPak72B0e9YVvUuChM7ZEqcZp6LMOrIlw9jx8+r1LwxURESnPyk2yNG3aNLp27YqPjw/VqlXLt85TTz1Fhw4dsFqttG3bttBznj17lieeeILmzZvj4+NDgwYNePLJJ4mPjy/e4IvThSz4Z674XvCDL5NhzFlIAYKOQM+N4J5q21/bH+7q5pJQRUREKoJykyylpaUxZMgQHn300QLrGGMYNWoUDzzwQJHOefz4cY4fP87rr7/Or7/+yoIFC1izZg2jR48urrCL35uJEJc9qbuXFQ5nwFPnIdNAy93QeStYsvffEARP3w81/FwWroiISHlXbiayvPDCCwAsWLCgwDpvvfUWAKdOneKXX34p9Jw33ngjy5cvt283adKEadOm8dBDD5GRkUGlSmXs7dmXDnOyJ3VbgapuMCUB3DKh/c/Q8PCluiGtYUhPcHd3RaQiIiIVRhnLBlwvPj6eqlWrlr1EyRiYFA/ZyyaRBaxItt3x1nUz1Dx9qe5d3eC29mDRw3FFRESuVRnLCFzrzJkzvPjii4wdO9ZpvdTUVFJTU+3bCQkJTmoXky9TYFPape10wDcRuv0IVS7Yyjzc4aG+0LZpyccjIiJynXDpnKWpU6disVicvrZv314qsSQkJDBgwABatWrFlClTnNZ95ZVX8PPzs7+CgoJKNrikLHjhsknntf6E276/lCj5esO4wUqUREREiplLe5bGjRvH0KFDndZp2LBhiceRmJhIv3798PX1ZeXKlXh4OF/AceLEiTzzzDP27YSEhJJNmN66ACeyLm032Q9tosHN2Lbr1IDwO6FG1ZKLQURE5Drl0mQpICCAgIAAV4ZAQkICffv2xWq18vnnn+PlVfhDZq1WK1artRSiA/ZnwPvZvUeWLGgbBU1iLu2/sRGM6AteeuabiIhISSg3c5aOHDnC2bNnOXLkCJmZmURFRQHQtGlTfH19Adi/fz8XLlwgLi6O5ORke51WrVrh6enJsWPHuP3221m0aBGdOnUiMTGRPn36cPHiRf7zn/+QkJBgn39Us2ZN3F19J5kxMDneNj/JIw1CIqHWqUv7b2sPd3YFt3KzAoSIiEi5U26SpcmTJ7Nw4UL7drt27QBYt24dPXv2BGDMmDFs2LAhT52DBw/SsGFD0tPT2bt3LxcvXgRgx44d/PTTT4At6cot5xiX+joFNqRClQTbRG7f7GUD3N1g6O3QqaVr4xMREbkOWIwxxtVBlHcJCQn4+fnZlx0oNgNOQVQa9P2f40TuMQOhUZ3iu46IiMh1qKh/vzV+U5ZVdwMsEN/FNtRWLwCeHapESUREpBSVm2G469Kc6rA7HW6uAweqQMPaYNVEbhERkdKkZKks87JA++zkqHkJr+UkIiIi+dIwnIiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnlCyJiIiIOFHJ1QFUBMYYABISElwciYiIiBRVzt/tnL/jBVGyVAwSExMBCAoKcnEkIiIicqUSExPx8/MrcL/FFJZOSaGysrLYu3cvrVq1IjY2lqpVq7o6pBKTkJBAUFBQhW6n2lhxXA/tVBsrjuuhnWWtjcYYEhMTqVu3Lm5uBc9MUs9SMXBzc6NevXoAVK1atUx8AEra9dBOtbHiuB7aqTZWHNdDO8tSG531KOXQBG8RERERJ5QsiYiIiDihZKmYWK1WpkyZgtVqdXUoJep6aKfaWHFcD+1UGyuO66Gd5bWNmuAtIiIi4oR6lkREREScULIkIiIi4oSSJREREREnlCyJiIiIOKFkqQheeeUVLBYLTz/9tL3szz//5OGHH6Zu3br4+PjQr18/9u3bV+i5zp8/z+OPP06dOnXw8vKiZcuWfPXVVyUYfdEUZxvffPNNmjdvjre3N0FBQYwfP56UlJQSjL5gU6dOxWKxOLwCAwPt+40xTJ06lbp16+Lt7U3Pnj3ZtWtXoeddvnw5rVq1wmq10qpVK1auXFmSzXCqJNo4Z84cbr31Vvz9/fH396dXr15s3bq1pJtSoJL6PeZYunQpFouFu+++uwSiL7qSamdZ+t4pqTaWp++dFStW0LdvXwICArBYLERFRRXpvGXpewdKpp1l7bsnh5KlQmzbto0PPviAm2++2V5mjOHuu+8mJiaG//73v+zcuZPg4GB69epFUlJSgedKS0ujd+/eHDp0iM8++4y9e/cyZ84c++rfrlKcbVyyZAkTJkxgypQp7Nmzh7lz5/LJJ58wceLE0mhKvlq3bs2JEyfsr19//dW+b8aMGfzrX//i7bffZtu2bQQGBtK7d2/78/7yExkZyQMPPMCIESOIjo5mxIgR3H///fz000+l0Zx8FXcb169fz7Bhw1i3bh2RkZE0aNCAPn36cOzYsdJoTr6Ku405Dh8+zHPPPcett95akuEXWXG3syx+7xR3G8vb905SUhLdunXj1VdfLfL5yuL3DhR/O8vidw8ARgqUmJhomjVrZtauXWt69OhhnnrqKWOMMXv37jWA+e233+x1MzIyTPXq1c2cOXMKPN/s2bNN48aNTVpaWkmHXmTF3cbHH3/c3HbbbQ5lzzzzjLnllltKJP7CTJkyxbRp0ybffVlZWSYwMNC8+uqr9rKUlBTj5+dn3nvvvQLPef/995t+/fo5lPXt29cMHTq0WGK+UiXRxstlZGSYKlWqmIULF15ruFelpNqYkZFhunXrZj788EMTFhZmBg0aVIxRX7mSaGdZ+94piTaWp++d3A4ePGgAs3PnzkLrlrXvHWNKpp2Xc/V3Tw71LDnx+OOPM2DAAHr16uVQnpqaCoCXl5e9zN3dHU9PTzZt2lTg+T7//HNCQkJ4/PHHqV27NjfeeCMvv/wymZmZJdOAIijuNt5yyy3s2LHD3m0aExPDV199xYABA0og+qLZt28fdevWpVGjRgwdOpSYmBgADh48SFxcHH369LHXtVqt9OjRg82bNxd4vsjISIdjAPr27ev0mJJW3G283MWLF0lPT6d69erFHntRlUQb//nPf1KzZk1Gjx5dorFfieJuZ1n83inuNpan752rVRa/d6D423m5svDdA3qQboGWLl3Kzz//zLZt2/Lsa9GiBcHBwUycOJH333+fypUr869//Yu4uDhOnDhR4DljYmL4/vvvGT58OF999RX79u3j8ccfJyMjg8mTJ5dkc/JVEm0cOnQop06d4pZbbsEYQ0ZGBo8++igTJkwoyaYUqHPnzixatIgbbriBP//8k5deeomuXbuya9cu4uLiAKhdu7bDMbVr1+bw4cMFnjMuLi7fY3LOV9pKoo2XmzBhAvXq1cuTVJeWkmjjjz/+yNy5c4s8X6Q0lEQ7y9r3Tkm0sTx979SoUeOqzlnWvnegZNp5OVd/99i5tF+rjDpy5IipVauWiYqKspflHqIyxpjt27ebNm3aGMC4u7ubvn37mv79+5v+/fsXeN5mzZqZoKAgk5GRYS+bOXOmCQwMLJF2OFNSbVy3bp2pXbu2mTNnjvnll1/MihUrTFBQkPnnP/9Zks0psgsXLpjatWubmTNnmh9//NEA5vjx4w51xowZY/r27VvgOTw8PMxHH33kUPaf//zHWK3WEon5ShVHG3ObPn268ff3N9HR0SUR7lW51jYmJCSYhg0bmq+++speVhaG4S5XHL/LsvS9k5/iaGN5+t7J7UqGp8r6944xxdPO3MrSd496lvKxY8cOTp48SYcOHexlmZmZbNy4kbfffpvU1FQ6dOhAVFQU8fHxpKWlUbNmTTp37kzHjh0LPG+dOnXw8PDA3d3dXtayZUvi4uJIS0vD09OzRNuVW0m1MSIighEjRjBmzBgAbrrpJpKSkvjrX//K888/j5uba0d+K1euzE033cS+ffvsdz7FxcVRp04de52TJ0/m+RdcboGBgXn+NVfYMaWpONqY4/XXX+fll1/m22+/dbgBwNWutY0HDhzg0KFD3HnnnfayrKwsACpVqsTevXtp0qRJyTWgiIrjd1mWvnfyUxxtLE/fO1errH/vQPG0M0dZ++7RnKV83H777fz6669ERUXZXx07dmT48OFERUU5fOn4+flRs2ZN9u3bx/bt2xk0aFCB5+3WrRv79++3fykD/PHHH9SpU6fUv7BKqo0XL17M88Xk7u6OMQZTBh5DmJqayp49e6hTpw6NGjUiMDCQtWvX2venpaWxYcMGunbtWuA5QkJCHI4B+Oabb5weU5qKo40Ar732Gi+++CJr1qxxmiC7wrW2sUWLFnk+/3fddRehoaFERUURFBRUWk1xqjh+l2Xpeyc/xdHG8vS9c7XK+vcOFE87oYx+97i2Y6v8uHyI6tNPPzXr1q0zBw4cMKtWrTLBwcHm3nvvdThmxIgRZsKECfbtI0eOGF9fXzNu3Dizd+9e8+WXX5patWqZl156qbSa4VRxtHHKlCmmSpUq5uOPPzYxMTHmm2++MU2aNDH3339/aTXDwbPPPmvWr19vYmJizJYtW8zAgQNNlSpVzKFDh4wxxrz66qvGz8/PrFixwvz6669m2LBhpk6dOiYhIcF+jsvb+OOPPxp3d3fz6quvmj179phXX33VVKpUyWzZsqXU22dMybRx+vTpxtPT03z22WfmxIkT9ldiYmKpt8+Ykmnj5crCMFxJtLOsfe+URBvL2/fOmTNnzM6dO83q1asNYJYuXWp27txpTpw4YT9HWf/eMaZk2lnWvntyKFkqossTiX//+9+mfv36xsPDwzRo0MBMmjTJpKam5jkmLCzMoWzz5s2mc+fOxmq1msaNG5tp06Y5zCVwpeJoY3p6upk6dapp0qSJ8fLyMkFBQeaxxx4z586dK51GXOaBBx4wderUMR4eHqZu3brm3nvvNbt27bLvz8rKMlOmTDGBgYHGarWa7t27m19//dXhHPn9HpctW2aaN29uPDw8TIsWLczy5ctLozn5Kok2BgcHGyDPa8qUKaXUKkcl9XvMrSwkSyXVzrL0vVMSbSxv3zvz588v9P+vsv69Y0zJtLOsfffksBhTBvooRURERMoozVkSERERcULJkoiIiIgTSpZEREREnFCyJCIiIuKEkiURERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRuUxmZiZdu3Zl8ODBDuXx8fEEBQUxadIkF0UmIq6gFbxFRPKxb98+2rZtywcffMDw4cMBGDlyJNHR0Wzbtq1MPIRWREqHkiURkQK89dZbTJ06ld9++41t27YxZMgQtm7dStu2bV0dmoiUIiVLIiIFMMZw22234e7uzq+//soTTzyhITiR65CSJRERJ37//XdatmzJTTfdxM8//0ylSpVcHZKIlDJN8BYRcWLevHn4+Phw8OBBjh496upwRMQF1LMkIlKAyMhIunfvztdff82MGTPIzMzk22+/xWKxuDo0ESlF6lkSEclHcnIyYWFhjB07ll69evHhhx+ybds23n//fVeHJiKlTMmSiEg+JkyYQFZWFtOnTwegQYMGzJw5k7/97W8cOnTItcGJSKnSMJyIyGU2bNjA7bffzvr167nlllsc9vXt25eMjAwNx4lcR5QsiYiIiDihYTgRERERJ5QsiYiIiDihZElERETECSVLIiIiIk4oWRIRERFxQsmSiIiIiBNKlkREREScULIkIiIi4oSSJREREREnlCyJiIiIOKFkSURERMQJJUsiIiIiTvx/qpfJoeEHQrgAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GEVRED\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F\\V LUDOVIC GEOFFRAY\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARO PICAMILLO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP FINISTERE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NAONED\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VENT DU NORD II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR DE FLORES\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Qly1bhpubG87OzgQGBha41Hcr7N27l5deeolhw4bRvn17KlWqRHx8PF999RU7duxg5MiR+ax7kZGRjBkzhkGDBhEbG8uUKVPw9/dn/PjxAGi1WhYuXEhoaCiJiYk8+eST+Pr6kpCQwMmTJ0lISGDx4sWA8pp17NiRTp06MW7cOGrWrElqairR0dFs2bLFHGT25ZdfZtWqVfTt25fZs2dTuXJlwsPDzaKvtOnQoQPPPfcczz77LJGRkXTu3BlXV1euXLnCoUOHaNKkCePGjaNBgwbUrl2bt956CyEEXl5ebNmyxewfZ01h71M3N7c7mqu7uzudO3dm/vz5eHt7U7NmTfbv38/KlSsLDSBa3GsoeUApW594ieT+obBdfo0bNy6w/eHDh0VQUJBwcXERPj4+YsyYMeK3334TgFi9erW5XUFhE4RQdisFBwcLd3d3oVarRUBAgHjyySdtttULoey4CgkJETqdTqjValG7dm0xadIkmzaTJ08WVatWFXZ2dja7vnJzc8XcuXNFvXr1hKOjo/D29hbDhw8XsbGxJb7PPPbt2ycA8cEHHxTZ7ma+//57AYiePXva1IeFhQlALFiwIN813LTLTwghPvnkExEYGCjs7e1tnuPC5h4aGpovFMDNxMbGiqlTp4oOHToIPz8/4eDgINzc3ETbtm3FwoULRU5Ojrlt3g6xn3/+WYwYMUJ4eHgIjUYjHnnkEfHff//l63v//v2ib9++wsvLSzg6Ogp/f3/Rt29fsXHjRpt2586dE6NGjRL+/v7C0dFR+Pj4iPbt2+fbcfb333+Lnj17CmdnZ+Hl5SVGjx5tfm5Lusvv2LFjBZ7v27dvgc/VqlWrRNu2bYWrq6vQaDSidu3aYuTIkSIyMjLfvNzc3ISnp6cYNGiQiImJKfA1LOx9GhAQIPr27ZtvfEC88MIL+Z4vQMyfP99cd/HiRTFw4EDh6ekp3NzcRJ8+fcSff/4pAgICRGhoaL7noaSvoeTBQiWEEPdexkkkkpIyadIk1q9fbxPosCLy6quvsnjxYmJjY+/YMlQRWbNmDc8++yzHjh0r0LFbUv6Rr6GkKOSSn0RSTomPjyciIoJNmzYRFBRU1tO5bY4cOcK///7LokWLeP755x9IMSWRSO5/pKCSSMop27dvZ8KECbRr145PP/20rKdz2wQFBeHi4kK/fv2YPXt2WU9HIpFI7gpyyU8ikUgkEonkDpFhEyQSiUQikUjukAojqObMmWPOYl/YVtaXXnqJVq1aoVarad68eYn61ev1vPjii3h7e+Pq6kr//v3zBUL8999/GTBgAN7e3ri7u9OhQweZYkAikUgkEomZCiOosrOzGTRoEOPGjSu0jRCCUaNG8fTTT5e435dffpnvvvuODRs2cOjQIdLS0ujXr59NQLe+ffuSk5PDnj17OH78OM2bN6dfv353LcqwRCKRSCSSikWF86Fas2YNL7/8cpEpOmbOnMnmzZuJiooqsq/k5GR8fHxYv369WYRdvnyZ6tWrs337dnr37s21a9fw8fHhwIEDdOrUCYDU1FTc3d3ZtWtXiaNFG41GLl++jJubW6EpOiQSiUQikZQvhBCkpqZStWpVc67Ugnigd/kdP34cg8FAr169zHVVq1bloYce4vDhw/Tu3ZtKlSrRsGFD1q1bR8uWLVGr1SxdupTKlSvTqlWrQvvW6/U26T4uXbpEo0aN7ur9SCQSiUQiuTvExsYWmWz+gRZUcXFxODk54enpaVNfuXJl83KeSqVi586dDBgwADc3N+zs7KhcuTI7duwo1JcL4P333zen/7AmNjYWd3f3Ur0PiUQikUgkd4eUlBSqV69ebJqjMhVUM2fOLFB0WFMWEWmFEOZlOSEE48ePx9fXl4MHD6LRaFixYgX9+vXj2LFjVKlSpcA+Jk+ezCuvvGIu570g7u7uUlBJJBKJRFLBKM5dp0wF1YQJExg8eHCRbWrWrHnXxvfz8yM7O5ukpCQbK1V8fDzt27cHYM+ePWzdupWkpCSzEFq0aBE7d+5k7dq1vPXWWwX2rVar82Uvl0gkEolEcn9SpoLK29sbb2/vMhu/VatWODo6snPnTp566ikArly5wp9//sm8efMAyMjIAMjniGZnZ4fRaLy3E5ZIJBKJRFIuqTBhE2JiYoiKiiImJobc3FyioqKIiooiLS3N3CY6OpqoqCji4uLIzMw0t8nOzgYUx/AGDRpw9OhRAHQ6HaNHj+bVV19l9+7dnDhxguHDh9OkSRN69OgBKGkzPD09CQ0N5eTJk/z777+8/vrrnDt3jr59+977J0IikUgkEkm5o8I4pU+fPp21a9eayy1atABg7969dO3aFYAxY8awf//+fG3OnTtHzZo1MRgMnD592mx1Avj4449xcHDgqaeeIjMzk+7du7NmzRrs7e0BxYq2Y8cOpkyZQrdu3TAYDDRu3Jjvv/+eZs2alfp95ubmYjAYSr1fScXC0dHR/B6USCQSSfmnwsWhqqikpKSg0+lITk4u0CldCEFcXFyR8bUkDxYeHh74+fnJuGUSiURShhT3/Z1HhbFQ3e/kiSlfX19cXFzkl+gDjBCCjIwM4uPjAQrdSSqRSCSS8oMUVOWA3Nxcs5iqVKlSWU9HUg7QaDSAsuPU19dXLv9JJBJJOafCOKXfz+T5TLm4uJTxTCTlibz3g/Spk0gkkvKPFFTlCLnMJ7FGvh8kEomk4iAFlUQikUgkEskdIgWV5L7k/PnzqFQqoqKiynoqEolEInkAkIJKctvEx8fz/PPPU6NGDdRqNX5+fvTu3ZuIiIiynlq5JCkpiREjRqDT6dDpdIwYMUKGyZBIJJL7BLnLT3LbDBw4EIPBwNq1a6lVqxZXr15l9+7dJCYmlvXUSsTFixfx9/e/Z75KQ4cO5eLFi+zYsQOA5557jhEjRrBly5Z7Mr5EIpHcd9zIgfPZcF4P9iroowPHsvE/lRYqyW1x48YNDh06xNy5cwkODiYgIIA2bdowefJkm5Q8KpWKxYsXExISgkajITAwkI0bN9r0denSJZ5++mk8PT2pVKkSAwYM4Pz58zZtVq9eTcOGDXF2dqZBgwYsWrTI5vzRo0dp0aIFzs7OtG7dmhMnThR7D9OmTaNWrVrMmDGDs2fP3v6TUQJOnTrFjh07WLFiBUFBQQQFBbF8+XK2bt3K6dOn7+rYEolEUqHRG+G/LNiVDCsSYMpFGH4GOp6CTv/AiLMw7RK8fRG+uFZm05SCSnJbaLVatFotmzdvRq/XF9l22rRpDBw4kJMnTzJ8+HCGDBnCqVOnACX5dHBwMFqtlgMHDnDo0CG0Wi19+vQx52Bcvnw5U6ZMYc6cOZw6dYr33nuPadOmmVMRpaen069fP+rXr8/x48eZOXMmr732WrH3sGDBAqZNm8b+/fupW7cunTt3ZuXKlaSmphZ5z4U9QkJCCh0rIiICnU5H27ZtzXXt2rVDp9Nx+PDhYucqkUgk9zVGAVeyISINvroO71+Gseehz2l4+G94IhomxcKnV+GHG3AyE5Jz8/ejK7uYfXLJr7zSLQWuGu/9uJXtYE/hofXzcHBwYM2aNYSFhbFkyRJatmxJly5dGDx4ME2bNrVpO2jQIMaMGQPAu+++y86dO1m4cCGLFi1iw4YN2NnZsWLFCvPS2+rVq/Hw8GDfvn306tWLd999l48++ognnngCgMDAQP7++2+WLl1KaGgo4eHh5ObmsmrVKlxcXGjcuDEXL15k3LhxRd6Dm5sbo0aNYtSoUVy4cIH169czb948Jk6cyOOPP05oaCg9evQwz6s4B/e8YJwFERcXh6+vb756X19f4uLiiuxXIpFI7htScuGCXlmiO5dtOs6GGD1k3UEmvMoO8JIf9NOV3lxvESmoyitXjXClLNIsllzEDRw4kL59+3Lw4EEiIiLYsWMH8+bNY8WKFTzzzDPmdkFBQTbXBQUFmcXJ8ePHiY6Oxs3NzaZNVlYWZ86cISEhgdjYWEaPHk1YWJj5fE5ODjqd8o9z6tQpmjVrZhMY9eYxiyMgIICpU6cydepU1q5dy4QJEwgPDycpKQkPDw8A6tSpc0t93kxBvlpCCBlvSiKRlB/0RkjIgWs5cM2gHCfkQFIO+DpCPWdo4AxVHSHvsytXQLKARNMjPtcilq5kw7VsSDZApgGMt2go0NpBTTXUcIJ/syD6phURjR2M9oaR3spxGSIFVXmlsh23Im5Kd9yS4+zsTM+ePenZsyfTp09nzJgxzJgxw0ZQFUSeiDAajbRq1Yrw8PB8bXx8fMjKygKUZT/r5TLAnI6lNPJ7X7t2jQ0bNrBu3TqioqIICQkhNDTULNpAWfIrik6dOvHjjz8WeM7Pz4+rV6/mq09ISKBy5cp3NnmJRCIpCiEgxWgRSNdMjwSD1bFJQKWW8HtHpQKcINsRMuzBPgccTA/7XLiV34kqoJIj1FVDfWcIcFJEVE0nqOQAv2fC/Cu2YsoOeNwTJviCt+MtDHb3kIKqvFKCZbfySKNGjdi8ebNN3ZEjRxg5cqRNuUWLFgC0bNmSr7/+Gl9f3wKzeOt0Ovz9/Tl79izDhg0rdMz169eTmZlpXnY7cuRIsXPV6/Vs2bKFdevWsWPHDho3bkxoaCjbtm3Dx8cnX/s7WfILCgoiOTmZo0eP0qZNGwB+/fVXkpOTad++fbFzlUgkEhuEgHgjnMqG/wyQmAPpOZCeC2m5kJqjPFJylGW2nFJe8RAC0IOjHkq6ypZrBzkOtg+DI+Taw0UVnAQa2EEnR3ByAC8jzLsIPybb9tPOFV6rooivcoQUVJLb4vr16wwaNIhRo0bRtGlT3NzciIyMZN68eQwYMMCm7caNG2ndujUdO3YkPDyco0ePsnLlSgCGDRvG/PnzGTBgAO+88w7VqlUjJiaGTZs28frrr1OtWjVmzpzJxIkTcXd3JyQkBL1eT2RkJElJSbzyyisMHTqUKVOmMHr0aKZOncr58+f58MMPi72H8ePHs23bNoYOHUpkZGQ+36+buZMlv4YNG9KnTx/CwsJYunQpoIRNyHOml0gkEhtSBMTmQmQW/JYOV0yiKSUHsnIhNxdUxluzBBWFUQVGO0Xc5Npbjq3/2ueCo8HycCjAKdxeBTpH8HaCKiZLU101NFBDdQcQwNEc+CUHDhrgxE19/GOE05nwdSq4pdmeq6WGV/2gk9ay3FiOkIJKcltotVratm3Lxx9/zJkzZzAYDFSvXp2wsDDefvttm7azZs1iw4YNjB8/Hj8/P8LDw2nUqBGgJAA+cOAAb775Jk888QSpqan4+/vTvXt3s8VqzJgxuLi4MH/+fN544w1cXV1p0qQJL7/8snkuW7ZsYezYsbRo0YJGjRoxd+5cBg4cWOQ9TJ48maVLl+LgcG/+DcLDw5k4cSK9evUCoH///nz22Wf3ZGyJRFKOyBRw2QgXjXDppsfFXLiaBcYs0GQWLFqg5Hv0c+3yi6Obj1V24GkPnirwsoNKKtOxqWw+NpW9TOdTc+F0FsQZFJ+qADX4OhQvdoIdlQcaSBNwJAd+yIYv9OCaDm6pYG+19OhlD+N9YaAXOJQ/IZWHSpSGA4qkWFJSUtDpdCQnJ+db2srKyuLcuXMEBgbi7Fy+TJh3ikql4rvvvuOxxx4r66lUOO7n94VEcl9jEHDWCP/mwrk8oWQlmq7f/LUrwDnL8rAvxo9JAHb2oLYHrQN4OYCbA2jswdlU7+QADvaKuMkV4GQlijxNoilPILlRdhafHAErs2D+DXBIBsccyzkHFYysBGN8wK3swiEU9f1tjbRQSSQSiURyOxgE/J0L/+TCvyYBlSeicoq5VmVUxJMmE9R6sCvEtlFZA420UE8NdRyhsRNUK4EVqCJwwABv3IDrN0Bz0+693u4wyQ/8ncpiZreFFFQSiUQikZSEG0Y4lgu/5ih+QL/lQMYtXO+YC75ZoM6C7CzF0nQzziro6Abd3KGzFnT34dd0bC68lQoRieCSAdYG+EYaeLsKNHMp9PLyyn34SknKE3JFWSKRVEiEUCxNv+ZYHqdLEFLAGahjD3XtoJ496HLgSgb8lar4GwHcnFzC0x66mkRUOy0436dJTDIE/C8DVl8D5zRwtfp+8HaEN/0Uy1QFtb5JQSWRSCSSBxuDgP+M8GcO/JELf5oe+XydbqK6HbR1gCb2UN8e6tmBvwr+zoI9KcrjfHbB1/o7KgKqmzs0dynXztZ3jBCwORumX4ecZHCxcrR3soMXfGBYJVBXbCEpBZVEIpFIHiyEgKhc+CobInPgVG5+q9HN2ANN7aGNgyKi2jhAVZMAMBjhaDqsT4W9KUqQzIKo7wzd3aGbmxJxvIJaYm6Jv3PhpUSISQQng0V1qIDHveAlX8Wp/j7g/rgLiUQikUiKI0XAt9mwVg+/FxKOIA8fFTSzV8RTWwdo4QCuVgIoPRd2JCtWqIOpkFbAcqAd0NJFsUIFu0O1iuNgfcckGWFaKvyUoDjfW996Sy3M8INa99fuZSmoJBKJRHL/IoQSPHKNHjZl53ciVwF17OAhe2jiYPprX3Aarms5sM+0lHckXVkqvBm1CoK0iojq4nbfWF9KTK6ApZmwMB7s02wdzqs4wawqEORW6OUVmQfslZZIJBJJqSGMgAFU6rKeSX5SBHxjskb9UYA1qqU9jFTDY07gXsTSW4we9qTC7hQ4mVHwzjw3O+hqWspr7wYuFdsX6LY5mA2vxUNaMjhYPVEae3itMgz0VCKp36dIQSWRSCSS2yPjU9DvAN1KsK9W1rNR0At4LxNW6vNbo7TAU2oY6QRNC/n6E8LWqTy6EOeqyg4Wp/JWruB4/wqFYonNhZeuwalEJbJ7np60U8HgSvCSD7iUXWDOe4UUVJL7kvPnzxMYGMiJEydo3rx5WU9HIrn/0O+F9LmAgMTeUCkC7Mo4qfuZXBidnt8/qqU9hKrhcSfQFiB8DELJl7c7BfamKqlUCqKOWvGF6u4OjR4Qp/KiyBIwKxm+iwfHbFtFEeQO71QBP8cym969RgoqyW0THx/PtGnT+PHHH7l69Sqenp40a9aMmTNnEhQUVNbTK3fMmTOHbdu2ERUVhZOTEzdu3CjrKUkkt0duDKSMw7z+5TK67MXURj28mgF5+XTVwDA1hDopvlE3k2GEiDRFRO1PhZQClgVVKAEmu5liRAWUw6XNskAI+CoDPrgKIgOsNVM1DcyrAk0qXmDOO0UKKsltM3DgQAwGA2vXrqVWrVpcvXqV3bt3k5iYWNZTKxEXL17E398f1T36lZmdnc2gQYMICgpi5cqV92RMiaTUEVmQPBpEklJ26gUuL5fdfIwCXsqAcKt4T3XtYKUrPHTTV1xSDuxLVZbyItKU5cGbcVRBW1fTzjw3JeCkxEKUAV6Kg2sptulyXBxgih88qntgLXcPqOec5E65ceMGhw4dYu7cuQQHBxMQEECbNm2YPHkyffv2NbdTqVQsXryYkJAQNBoNgYGBbNy40aavS5cu8fTTT+Pp6UmlSpUYMGAA58+ft2mzevVqGjZsiLOzMw0aNGDRokU2548ePUqLFi1wdnamdevWnDhxoth7mDZtGrVq1WLGjBmcPXv29p+MEjJr1iwmTZpEkyZN7vpYEsldQQhIfQtyflfK9jXB/TNQleFXiZ0KdFZf4EOcYLe7RUxdyob11+DZs9D1H5h+SRFV1mLK1Q5CdDC/OhxoAItrwiAvKaasSTLC8DgY+h8kJlvElJ0dhFaGQ/Wgv8cDK6ZACirJbaLVatFqtWzevBm9vuiIeNOmTWPgwIGcPHmS4cOHM2TIEE6dOgVARkYGwcHBaLVaDhw4wKFDh9BqtfTp04fsbOUX5/Lly5kyZQpz5szh1KlTvPfee0ybNo21a9cCkJ6eTr9+/ahfvz7Hjx9n5syZvPbaa8Xew4IFC5g2bRr79++nbt26dO7cmZUrV5KamlrkPRf2CAkJuZWnUCKpeGR9AVlfmQoa0K0CO12ZTgmA6Rro7ABLXOAzF7ikh8XxMCga+vwL8+IgMgOsQ0V5O8AgT1gSoIioedWhjw6097/z9C1hFPBuEnT8D05eA3urJ7GDB+yvC6/5gKOUEyohk63dE1JSUtDpdCQnJ+PubutrkJWVxblz5wgMDMTZ2RS04+loJebJvcbbAb6uU6Km3377LWFhYWRmZtKyZUu6dOnC4MGDadq0qbmNSqVi7NixLF682FzXrl07WrZsyaJFi1i1ahXz5s3j1KlT5qW37OxsPDw82Lx5M7169aJGjRrMnTuXIUOGmPuYPXs227dv5/DhwyxbtozJkycTGxuLi4uybr9kyRLGjRtXYqf0CxcusH79etavX8/Fixd5/PHHCQ0NpUePHuZ5RUdHF9mHRqPB39+/2LHWrFnDyy+/XKwPVYHvC4mkrDCcgKT+gGlpzf1zcH6yTKdkJtfkVL7XtJx3qRCn8ppOlp15TTSKdUtSOJvT4d0rSiJna6q7wsdVlMjvDwBFfX9bI32oyivXciC+DATVLTBw4ED69u3LwYMHiYiIYMeOHcybN48VK1bwzDPPmNvd7KAeFBREVFQUAMePHyc6Oho3N9tAb1lZWZw5c4aEhARiY2MZPXo0YWFh5vM5OTnodMov41OnTtGsWTOzmCpozOIICAhg6tSpTJ06lbVr1zJhwgTCw8NJSkrCw8MDgDp1SiY0JZL7DuM1xW8qT0xpRpcPMXVWD2sSlCW8pEIinz+ksaR7CVQ/0EtSJeafbJh4BS6nKo75ebg4wYwq8Mj9GZjzTpGCqrziXUYvzS2O6+zsTM+ePenZsyfTp09nzJgxzJgxw0ZQFUSe1cdoNNKqVSvCw8PztfHx8SErS/lltHz5ctq2bWtz3t5eMc2XhpH12rVrbNiwgXXr1hEVFUVISAihoaFm0QbKkl9RdOrUiR9//PGO5yKRlCtELiSPBeMlpez4MGhnlumUzBiM8N0N2zoHoLWrIqK6uj9Q2/bvmJRcmBQPvyaCSljElMoeRvrAK5WkVa8IpKAqr5Rw2a280ahRIzZv3mxTd+TIEUaOHGlTbtGiBQAtW7bk66+/xtfXt0BTqk6nw9/fn7NnzzJs2LBCx1y/fj2ZmZloNBrzGMWh1+vZsmUL69atY8eOHTRu3JjQ0FC2bduGj49PvvZ5VrXCyBtbIrmvSH8fDAeVYzsfcF8BqnKSk66eM/g7QmIudDSle+nkBjrpB3VLCAHzEuGLeCDXIqSECoI84X+VwU0+p8UhBZXktrh+/TqDBg1i1KhRNG3aFDc3NyIjI5k3bx4DBgywabtx40Zat25Nx44dCQ8P5+jRo+awAcOGDWP+/PkMGDCAd955h2rVqhETE8OmTZt4/fXXqVatGjNnzmTixIm4u7sTEhKCXq8nMjKSpKQkXnnlFYYOHcqUKVMYPXo0U6dO5fz583z44YfF3sP48ePZtm0bQ4cOJTIy0sb3qyDudMkvJiaGxMREYmJiyM3NNQu0OnXqFGv9kkjKBP12yFhoKtiD+3Kw9yvTKdmgUsHnAeDvBM7SKfq22JYGs65AptXmIgFU08KCqlCvnIjnioCQ3BOSk5MFIJKTk/Ody8zMFH///bfIzMwsg5ndHllZWeKtt94SLVu2FDqdTri4uIj69euLqVOnioyMDHM7QHz++eeiZ8+eQq1Wi4CAAPHVV1/Z9HXlyhUxcuRI4e3tLdRqtahVq5YICwuzea7Cw8NF8+bNhZOTk/D09BSdO3cWmzZtMp+PiIgQzZo1E05OTqJ58+bi22+/FYA4ceJEoffw33//CYPBUHpPSjGEhoYKlI8qm8fevXsLbF8R3xeS+whDtBDxtYS46qs80heX9YwkpcnpLCH6nBXioT9sH63+E2JLalnPrlxR1Pe3NXKX3z3ilnf53SeoVCq+++47HnvssbKeSoXjfn5fSMo5xnRICoHc00pZPQDcl0qH7vuB5Bx4/SocTrJ1OBcOMMwX3vRQYktJzMhdfhKJRCK5dYSA1EkWMWVfH9w+lmKqopMj4ONr8EUCGI0WMWW0g4e94FNf0EkhdSdIQSWRSCQSC5nLQP+9cqzSgm412LmW7Zwkt48QsDUFZsdBhlV8LgFUdocFftBY+kmVBlJQSe4qckVZIqlAZEdA2ixL2X0hONQuu/lI7oy/MuG1y3Ax07be3kXJuzfowUtgfDeRgkoikUgkkBsHKWGAKUCmy4ugfqRMpyS5Ta4Z4O04iEi2rc9xgqd8YapOSQItKVWkoJJIJJIHHZENKWPAmKCUHTuD6+SynZPk1sk0woIE+PKakoMvjxx7aOYFC7zBV8aTultUGA+0OXPm0L59e1xcXMypQG7mpZdeolWrVqjV6hLlbwNYtmwZXbt2xd3dHZVKVWB+taSkJEaMGIFOp0On0zFixIhi87BJJBJJhSFtJhiOKcd2/qBbrETHllQMjAI2JkGX0yanc5OYMqrAzQNW14YNlaWYustUGEGVnZ3NoEGDGDduXKFthBCMGjWKp59+usT9ZmRk0KdPH95+++1C2wwdOpSoqCh27NjBjh07iIqKYsSIEbc0f4lEIimXZH0DmStNBSfQrQQ77zKd0i1zJqv4Nvcrx9KgTzS8cwkyTcu1AjC6wqs14ZA/tJNO5/eCCrPkN2uW4ii5Zs2aQtssWLAAgISEBH7//fcS9fvyyy8DsG/fvgLPnzp1ih07dnDkyBFzLrnly5cTFBTE6dOnqV+/fsluQCKRSMobOX9BymuWstt74Nii7OZzq2QYYcFV+PI6fFQdeuqKv+Z+4YIeZl6ByDTber0a+vnALB24ST+pe0mFEVRlRUREBDqdziYxb7t27dDpdBw+fLhQQaXX69HrLaH8U1JS7vpcJRKJpMQYkyF5FGDaAeY8BJyHl+mUbonj6TDtEsRmK+XZl5WkyJ73+ddacg58Eg/fJiqWqDwMDlCnEnziBXXk0l5ZUGGW/MqKuLg4fH1989X7+voSFxdX6HXvv/++2edKp9NRvXr1uzlNyU2cP38elUpVbEJjieSBRBghZQLknlfKDs3A7YOKEbwz0whzr8Cz5yxiSq2C0T7gfh8LCYMR1l2D7v/CN1ZiKtcOHDzhk1qw1UeKqTKkTAXVzJkzUalURT4iIyPLcoqAkj7lZoQQBdbnMXnyZJKTk82P2NjYuznFMiE+Pp7nn3+eGjVqoFar8fPzo3fv3kRERJT11Mod58+fZ/To0QQGBqLRaKhduzYzZswgOzu7rKcmeRDJ+ASyf1aOVZ6gWwGqCpDe6EQ6DIqGL65bBEVzF/imDoz0BvsKIAhvFSFgdwr0/g/mx4HeqNQbVZDlBqNrwq9VoY/0kyprytQ2OmHCBAYPHlxkm5o1a96byRSCn58fV69ezVefkJBA5cqVC71OrVajVqvv5tTKnIEDB2IwGFi7di21atXi6tWr7N69m8TExLKeWom4ePEi/v7+RQrj0uKff/7BaDSydOlS6tSpw59//klYWBjp6el8+OGHd318icSMfi+kzzMVVOC+BOxrlOmUiiXLCAuvwnorIaVWwYuVYZgXHDgNleuAxrFMp1nq/JUJs6/Anxm29Rka6OoNc9zATy40lRfK9JXw9vamQYMGRT7KOilsUFAQycnJHD161Fz366+/kpycTPv27ctwZmXLjRs3OHToEHPnziU4OJiAgADatGnD5MmT6du3r7mdSqVi8eLFhISEoNFoCAwMZOPGjTZ9Xbp0iaeffhpPT08qVarEgAEDOH/+vE2b1atX07BhQ5ydnWnQoAGLFi2yOX/06FFatGiBs7MzrVu35sSJE8Xew7Rp06hVqxYzZszg7Nmzt/9klIA+ffqwevVqevXqRa1atejfvz+vvfYamzZtuqvjSiQ25MZAyjjMqsT1TVB3LcsZFU9UhmKVWmclpppqYGMdCPWGPafgiyPw3laIS4GzubAjGxZkwdGcMp36bRNngDdjYfAZWzGldwJPP9gQACt1UkyVMyrMqxETE0NUVBQxMTHk5uYSFRVFVFQUaWmWHQ7R0dFERUURFxdHZmamuU3essqlS5do0KCBjTiKi4sjKiqK6OhoAP744w+ioqLMVpaGDRvSp08fwsLCOHLkCEeOHCEsLIx+/fo90Dv8tFotWq2WzZs32zjfF8S0adMYOHAgJ0+eZPjw4QwZMoRTp04BStiK4OBgtFotBw4c4NChQ2i1Wvr06WN+3ZYvX86UKVOYM2cOp06d4r333mPatGmsXbsWgPT0dPPrcfz4cWbOnMlrr71W6HzyWLBgAdOmTWP//v3UrVuXzp07s3LlSlJTU4u858IeISEht/IUkpycjJeX1y1dI5HcNiITkkeDSFLKTr3A5aWynVNRZBnhozgYeRbOm5bGnVTwqh+sqwXCAZacgw2m+FmXbkBIDLROgaHpMDMTdhoK7b5ckpELn12FR/6F7VZRznPswVAJptWAfZXg4fvc8b6CohIVJNnaM888Y/4CtWbv3r107doVgK5du7J///58bc6dO0fNmjU5f/48gYGBNtfMnDnTHJLBmtWrV/PMM88AkJiYyMSJE/nhhx8A6N+/P5999lmhAUYLIiUlBZ1OR3JyMu7u7jbnsrKyOHfuHIGBgRaL3KwfICWzgJ7uMu4amNG/RE2//fZbwsLCyMzMpGXLlnTp0oXBgwfTtGlTcxuVSsXYsWNZvHixua5du3a0bNmSRYsWsWrVKubNm8epU6fMS2/Z2dl4eHiwefNmevXqRY0aNZg7dy5Dhgwx9zF79my2b9/O4cOHWbZsGZMnTyY2NhYXFyU31ZIlSxg3bhwnTpwoUZDXCxcusH79etavX8/Fixd5/PHHCQ0NpUePHuZ55YnuwtBoNPj7+5fouTtz5gwtW7bko48+YsyYMQW2KfB9IZHcDkJA6suQtUEp2weC509gV07DDJzMgKkXLUIKFKvUu/7go4bJGfDDdeiyHxxNVqjT9eBUI9t++jnCOu29m/ftkivg+yT4+CrcyLXUG1WQ5g5DveAtDegqjA3kvqKo729rKoygqujcsqB69WtIyiigp7uMpwt8VPLAqFlZWRw8eJCIiAh27NjB0aNHWbFihVmMqlQq1q5dy8iRI83XTJo0iaioKPbu3csLL7zA0qVL8wmGjIwMPv/8c5588kl8fX3RaDTY2Vk+THJyctDpdFy9epVJkyZx8uRJ9uzZYz5/8uRJmjdvXmJBZc3atWuZMGECaWlpJCUl3ZJwLgmXL1+mS5cudOnShRUrVhTaTgoqSamRuR5S86y2GvDaDg6NirykTNAb4fN4WHsNTL7XOKpggq/idB5thGFpcDFLEVPadKXN5SrwWxsItIf69lDPHurZQRMHaFjOd71FpCm7Fs9YWfoFkO4KzTxhrptyT5Iyo6SCStoNyyvumgoxrrOzMz179qRnz55Mnz6dMWPGMGPGDLOgKow8q4/RaKRVq1aEh4fna+Pj40NWlhIBefny5TaxwADs7ZUPmdL4TXDt2jU2bNjAunXriIqKIiQkhNDQUHQ6yy94rbboX7qdOnXixx9/LLLN5cuXCQ4OJigoiGXLlt3xvCWSYjH8BqlWmSDcPyqfYuqPDJh6Cc5aCYuHNDDbH2o7K1a2selwPgeCjlnElM4TJnWFBuqKlfD3bBZ8GAcHbwrMmekMWg/43B1CHCtGKAsJIAVV+aWEy27ljUaNGrF582abuiNHjthYqI4cOUKLFko05pYtW/L111/j6+tboPLX6XT4+/tz9uxZhg0bVuiY69evJzMzE41GYx6jOPR6PVu2bGHdunXs2LGDxo0bExoayrZt2/Dx8cnXvriYVnljF8alS5cIDg6mVatWrF692sbiJpHcFYzXIHkMYFo604wB54FlOqV8ZBthUTysvskqNd4XnvEGB5Og+CMXfs+Fpn+ArymJs7szTOkB3hXIgpuYo9zvxkTL/QJkO4JeBxN1MN4ZnKWQqmhIQSW5La5fv86gQYMYNWoUTZs2xc3NjcjISObNm8eAAQNs2m7cuJHWrVvTsWNHwsPDOXr0KCtXKrnDhg0bxvz58xkwYADvvPMO1apVIyYmhk2bNvH6669TrVo1Zs6cycSJE3F3dyckJAS9Xk9kZCRJSUm88sorDB06lClTpjB69GimTp3K+fPnSxSKYPz48Wzbto2hQ4cSGRlp4/tVEHXq1Lnt5+vy5ct07dqVGjVq8OGHH5KQkGA+5+fnd9v9SiSFInIgeSwYLyllxzagnVG2c7qZP01WKevlrkbOMLsa1LUSSQYBn2RBzXNQ65xS52AHE7qBdwXwkQJlOTP8OixNUFLm5JFjDynuEOIOs1zBX/7QqqhIQSW5LbRaLW3btuXjjz/mzJkzGAwGqlevTlhYWL5E07NmzWLDhg2MHz8ePz8/wsPDadRIWXJwcXHhwIEDvPnmmzzxxBOkpqbi7+9P9+7dzRarMWPG4OLiwvz583njjTdwdXWlSZMm5jyMWq2WLVu2MHbsWFq0aEGjRo2YO3cuAwcW/Ut88uTJLF26FAeHu/9v8PPPPxMdHU10dDTVqlWzOSfdGCV3hfQPwHBQObbzBffloConwR+zjbDYZJXK88F2UMF4H3jWx2KVAiUMwnPpEBMH7a1ytI5sD3UKjwVYbhACfkqBj+PgstWuQ6MK0rQQoINVrhB0n8XQegCRTun3iFt2Sr9PUKlUfPfddzz22GNlPZUKx/38vpDcZfTbIflZU8EePDaBU7synZKZvzKVHXzRVlaphiarVD2r97kQ8HU2vJEBxnToug+cTIKkd2N4us09nfZtcTID5l+Bk1Y7tgWQ4aLssJyqhRFO92eE9/sI6ZQukUgkDyI50ZDyoqWsnVE+xFS2EZYkwKoEW6vUWB8Y5WPrUJ4i4NV0+NYADgbofMQippr4w6DW93z6t8SlbPjkKuxItq3PUkOaDkK18KYzeMrlvfsJKagkEonkfsGYDsmjQJh2jqkfA81zZTolAP7OhCk3WaUamKxS9W+yvv6aA8+nQ4wRENA6EtxNwXar6OD5rlBeN3Sk5sKKBCXXYLbV4o/BAZJ18LArfOAKjWQYhPsRKagkdxW5oiyR3COEgNRJkHtaKdvXB7f/lc22+6w0iNoFp3+F9MqwrDvkmubhADznC2NuskrlCvgoC+ZnWSxYLf4CP1MuVVc1TOwBLuXED8yaHAHfJioxtJKsAnPm2kGqG3i4wRIX6C/DINzPSEElkUgk9wOZS0H/vXKscgPdarBzvbdzyEqHk7vhj71gMFmjVMng1B4yXRRr1Gx/aHBTiJGLRsUqFWGVe6/rRfAwZSewV8H4YKhcuP9KmSCEEkfqozjb+FkCxeHc4AYTXeBFZ3CRQup+RwoqiUQiqehkR0DaO5ay+0JwqH3vxtdnwO97lEd2lu25PxuDwQXG+UCYDzjetFy3ORsmZUCyyZptB0xIg8u/QZ6+GtoOGla523dxa5zOgo+uQES6bX2GRgmD0FcD72qgulzee1CQgkoikUgqMrlxkBKGeZ3MZSKoby1R922TnQm/71WsUtkF5B794yGI6wFfVoeGN1ml0oSSky/cKl9fdTv4CNh6CHJMsZqCGyiP8sI1A3wWD98l2Qbm1DspflJ1nGGNC3SSYRAeNKSgkkgkkoqKyIaUMWA0BYp17Ayub939cbOz4M99ELUb9OkFtznRApo+Cp/65rdKReUosaWirRTJE47wniN8vgNSTFauhlVgiG3KqTIj0wjrrsHKa8pxHnmBOdUuMFsDz6pt42hJHhikoJJIJJKKStpMMBxTju2qgW4JqO7iEpNBD3/uVxzOs9IKb/dfe5j4BDzkYltvFPC5HmZnQl6MS1dgngs85QhL9kFsolLv6wbjgpWI6GWJUcC2G/DpVbhq5eNlVCkO5+laeEYNb2ugUjndfSi5J0hBJZFIJBWRrG8gc6Wp4AS6FWBX6e6MZciGvw/CiZ8hM7Xotrm94IP+4HSTuIgzwvh02GclSlrYwzJXqG0P3/0Gxy8o9RpHZUefVl2693GrRKYrgTn/tvILE0C6qyKm2qjhAw00lV+lEimoJPcp58+fJzAwkBMnTtC8efOyno5EUrrk/AUpr1nKbu+DY4u7MI7BIqQyUqxOqOBqXRDJlrAGAqj3JPTolr+fn7JhQgZcF+bLeckZ3nIGJxUcPQtbTprOqZRYU1U9Sv9+SsoFPXx8FXan2NZnqRU/KR8n+NBFWaaUYRAkJqR9UnLbxMfH8/zzz1OjRg3UajV+fn707t2biIiIsp5auaR///7UqFEDZ2dnqlSpwogRI7h8+XJZT0tS0TAmK8E7MTmBOw8FzfDSHSPXoCztfTkdfvnGVkypGsO3g5QglmYxpYKuI/OLqUwBb2bAkHSLmPJTwSYtTNcoYurcNVh5yHLNU62hqW2+y3tGcg7MvQKPRduKKYMDXKsEqd7wkhsc1cFAJymmJDZIC5Xkthk4cCAGg4G1a9dSq1Ytrl69yu7du0lMTCzrqZWIixcv4u/vj+oefSgGBwfz9ttvU6VKFS5dusRrr73Gk08+yeHDh+/J+JL7AGGElAmQe14pOzRTrFOlRW4O/HMYju+A9Bu253ybwvbmcNwZev8ENU3Lcyp76D0Kat1kIfs7F8LS4JSVA3eIIyxwsfgaJWXAwt1gMO1Q7FgXejUuvfspKQYjbEhUUuOk3BSYM8Vdyb33iJMSBiFQhkGQFIy0UEluixs3bnDo0CHmzp1LcHAwAQEBtGnThsmTJ9O3b19zO5VKxeLFiwkJCUGj0RAYGMjGjRtt+rp06RJPP/00np6eVKpUiQEDBnD+/HmbNqtXr6Zhw4Y4OzvToEEDFi1aZHP+6NGjtGjRAmdnZ1q3bs2JEyeKvYdp06ZRq1YtZsyYwdmzZ2//ySghkyZNol27dgQEBNC+fXveeustjhw5gsFgKP5iiQQg41PI/lk5VnmCbiWoSiFxdm4u/P0LfDUTDmywFVMBTcFhLMzpBL+poe82i5iyd4SQsbZiSghYmQU9UixiyhlliewLV4uYys6Bz3bDjQylXMcXRgTdW6uPEIol6rFomBdnEVNGFaS4wdXK4O8G37jBF1oppiRFIgWV5LbQarVotVo2b96MXq8vsu20adMYOHAgJ0+eZPjw4QwZMoRTp04BkJGRQXBwMFqtlgMHDnDo0CG0Wi19+vQhO1uJT7N8+XKmTJnCnDlzOHXqFO+99x7Tpk1j7dq1AKSnp9OvXz/q16/P8ePHmTlzJq+99lqh88ljwYIFTJs2jf3791O3bl06d+7MypUrSU0t2Ok2754Le4SElDz2T2JiIuHh4bRv3x5HRxmvRlIC9Psgfa6poAL3JWBf/c76NObCPxGKkNofDqlW1uWAh6DdJPiiJyywA1UWPLoFql1Szjuooe8LEGBlUbpuhGHp8Hom5PlxN7KH3e4wSm0RS0LAml+U5T6ASq4woRs43kPB8lcmPHsOXo6BGKtYWBkaRUjhDu+6wiF36Cb/RyXFoxIy2do9ISUlBZ1OR3JyMu7utukTsrKyOHfuHIGBgTg7m35tfvPBTU6g9wgXd3iyZHFsvv32W8LCwsjMzKRly5Z06dKFwYMH07RpU3MblUrF2LFjWbx4sbmuXbt2tGzZkkWLFrFq1SrmzZvHqVOnzEtv2dnZeHh4sHnzZnr16kWNGjWYO3cuQ4YMMfcxe/Zstm/fzuHDh1m2bBmTJ08mNjYWFxdlm/aSJUsYN25ciZ3SL1y4wPr161m/fj0XL17k8ccfJzQ0lB49epjnFR0dXWQfGo0Gf3//Itu8+eabfPbZZ2RkZNCuXTu2bt1KpUoF78wq8H0heTDJjYHEXiCSlLLrW+A66fb7Mxrhv2NwfDskJ9ieq94IWvWFH7VKbrpsAc6Z8OhW8DG1ddJA3wngF2i5bp9B2cUXZ/WV8pwaZmrA+Sar07bf4dvjyrHaASb3hRpet38/t0KcARZchS03bOvzAnPmOMEwJ5iqAV9pc5AU/f1tjfShKq9kpOT3YShnDBw4kL59+3Lw4EEiIiLYsWMH8+bNY8WKFTzzzDPmdkFBQTbXBQUFERUVBcDx48eJjo7Gzc3Npk1WVhZnzpwhISGB2NhYRo8eTVhYmPl8Tk4OOp0OgFOnTtGsWTOzmCpozOIICAhg6tSpTJ06lbVr1zJhwgTCw8NJSkrCw8MDgDp16txSnwXx+uuvM3r0aC5cuMCsWbMYOXIkW7duvWd+XJIKiMiC5DEWMeXUC1xeur2+jEY4cxwit8ONq7bnqjWAh/tCRjV47SL8bjrvkg4Dt4LbdaXsrIV+L4KPyTqWLWBOJiy0slRXUsHnrtCrAMvOiQuw6bilPKbzvRFTGbmw6hqsvQZZVqIvx14RUlnO0NoBPnCBlvKrUXLryHdNecWljJKA3uK4zs7O9OzZk549ezJ9+nTGjBnDjBkzbARVQeQJCKPRSKtWrQgPD8/XxsfHh6wsZd1g+fLltG1rGzHZ3l5ZHigNI+u1a9fYsGED69atIyoqipCQEEJDQ82iDZQlv6Lo1KkTP/74Y5FtvL298fb2pl69ejRs2JDq1atz5MiRWxaAkgeI1MmQYwopYF8T3D8D1S1aToQRzpyAyG2QFGd7rmo9eLgfVK4N66/DwmhFJAG4pcKwbWBnWgp00UH/ieBpyqsXnatEPI+ycuQOdlDElF8Bc4xNhGUHlBALAI+3hFYBt3Yvt0qugO+TYGE8XLspMGeKuxJTqrIdfKyBQU5gJ3/cSG4PKajKKyVcditvNGrUiM2bN9vUHTlyhJEjR9qUW7RQnFhbtmzJ119/ja+vb4GmVJ1Oh7+/P2fPnmXYsGGFjrl+/XoyMzPRaDTmMYpDr9ezZcsW1q1bx44dO2jcuDGhoaFs27YNHx+ffO3zrGqFkTd2SckTgsX5oEkeYDK/gKwvTQUN6FaBna7IS2wQRjh3Eo5tg8SbQnRUqaNYpPzrwzk9hJ6Fk1b5+BpmQO8tkH1DKbt5waMvgc5H8YH6MhveyoC8zDOOKKEQxqkLFiUpWbBgN+hNoqZNIPRrmr9daRKRBh/Gwb8FBOZMcVeisE9Uw6sacJNCSnJnSEEluS2uX7/OoEGDGDVqFE2bNsXNzY3IyEjmzZvHgAEDbNpu3LiR1q1b07FjR8LDwzl69CgrVyoRnocNG8b8+fMZMGAA77zzDtWqVSMmJoZNmzbx+uuvU61aNWbOnMnEiRNxd3cnJCQEvV5PZGQkSUlJvPLKKwwdOpQpU6YwevRopk6dyvnz5/nwww+LvYfx48ezbds2hg4dSmRkpI3vV0HcyZLf0aNHOXr0KB07dsTT05OzZ88yffp0ateuLa1TkoIxnFCsU3m4fwgOJQwpIASc/12xSF27aHvOr5ZikfKvryT3XXsNFl4FvVXQzZG54L0JMk1+nDpfxTKl9YJkI0zKgM1Wu1Pr2sFy18Ijhufkwud74LopXU1NbxjV8e7t6DubBR9dhQM3bTDJdFaW93IdlOXI2RqoI3fuSUoHKagkt4VWq6Vt27Z8/PHHnDlzBoPBQPXq1QkLC+Ptt9+2aTtr1iw2bNjA+PHj8fPzIzw8nEaNGgHg4uLCgQMHePPNN3niiSdITU3F39+f7t27my1WY8aMwcXFhfnz5/PGG2/g6upKkyZNePnll81z2bJlC2PHjqVFixY0atSIuXPnMnDgwCLvYfLkySxduhQHh7v/b6DRaNi0aRMzZswgPT2dKlWq0KdPHzZs2IBaXcbpNSTlD+N1xW8K0+4zzWhwfrL464SAmD8Vi1RCjO0535qKkKreUBEy5/Uw7RJEZVja1HCCtwREr4VMk+nJqyo8+qKy3HfElNT4olVsqRFO8J4LuBYijoSA9RHwn8kny8MFXuwOTnfh/y4xBxbFwzeJYLUKSbajIqSy1VDbDua4FOzfJZHcAXKX3z3ilnf53SeoVCq+++47HnvssbKeSoXjfn5fSIpA5MKNIWDYr5QdHwaPTaByKuIaAbF/K0Iq/rztOZ8aipCq0VgRUrkCwq8rO92srVLDKsHgdNi1CLKzLNf2mwAOrvBhlvLI01I6FXziAgOKmBfAzr/gq6Ome7GHt0IgMP+S+h2hNyr3tDwB0qzEXo69srSXqQGtCl7TwPNqUMvlPUnJkbv8JBKJpCKSPs8ipux8wH1F4WJKCLh0Go5ugavnbM95V4PW/aBmE8vSWozJKvWblVWquhO86w+VL8KPSyDH5NPnVxseGQ9XneC5VDhqZfJp7wBLXKFaMc7xf16CDccs5Wc7lq6YEgJ+SoFP4uCS1RKkUQVpWuUh7GCwk+LfVZCjvERSSkhBJZFIJOUF/Q7I+MRUsAf3ZWDvV3DbS//Csa1w5ab4aF5VFYtUYFPLbkCjgC+vw6dXbUMGDPWCl/wg4S/YvlxJPQNKCIU+z8MPKnglBfJckexREhq/7Az2xVh5rtyAxfsU0QOKA3q7WiV5FmzJTANn1/z+ViczYP4VW0d6gZImJsUdjPbQwl4Jg/Cw/KqT3H3ku0xyV5EryhJJCck5q+Tpy0M7HZza5293ORqObYHL/9nWe1ZRdu3Vam4bViHWZJU6bmWVquYI71SDh13hzG+wa5USowqgZlMIGgUvG+ArqwjiNexgmSu0KcHXRpoePt0FmabrW9SAx1oWf93N6DPguw+Vpcfg4eDgBJey4ZOrsCPZtm2W2hSY0xG8VYpFaqgMgyC5d0hBJZFIJGWNSIfkUSBMpiB1f9A8b9sm7oziI3XxH9t6j8rQui/Ubgl2VkLKKOCrRPg0DjKtftgM9oJJlcHFHk4fgb3rLVakOq3Aczj0yISzVr5ITzopufjcSyBOcoyweC/Em+6lmieEdb51YZObCz+vgOR45WG0h797wxfXLXGyAAwOipDSq8FBpYRteMMZdHJ5T3JvkYJKIpFIyhIhIOU1yFXyW2JfD9w+tixxXT2nCKnYv22v0/lA60egzsO2QgogNhumX4RIK6uUvyO84w9tTAFq/zwABzdYztdvB38+CbMzIC/+pRZFSD11CztRvz4Kp64ox27OMLEHON/GjrrD31jEo8oVPmkAF69ZzufaQaqbElMKlRJQ9D0XqC/DIEjKBimoJBKJpCzJXAX6TcqxytUUvFOrhD04thUu/Gnb3t0bWj0C9R4Gu5vEg1HA14nw8VXItLIwPe0Fr5isUgBROyHiO8v5wM6wIAQOWAWZbWmvxJYKvAWBsu8f2J0nDO3ghW7gXXSGgQL58wD8aXLMN9rB5l4Q56qUBYqzeaqb4nAeYAdzNBDiePfiWkkkJUAKKolEIikrso9C2nRL2W0B3HCGY0uUwJzWuHlBqxCo1w7sCxA5l7Jh+iU4mm6pq2qySrU1iRohlGCfkdstbdy7w4RukGgSYCpgkjO86QyOtyBQ/rkC4VYZCkYGQb3KJb8+j4v/wKH/s5T3doU4U6qbDI3icJ7rAC7AK84w3jl/8mWJpAyQgkoikUjKgtx4SBmDeX1NNRL2XYZz223baT2hZR9oEAT2BXxkGwVsTFQig1tbpZ4yWaVcTeJLCMUqdXKXpc31PjClk6VcRQVLXaHjLS7RxafC53uVGFcAvRpDp3q31gfAuUuwfRnYme7jRHM43QD0ToqflMEUPmKgI8x0AX/pJyUpP0hBJZFIJPcaYYCU58Boih6eWgt2poKIsrRx1SlCqmF7sC9E4Fw2WaV+tbJKVXGEWf4QZLXUJoxw8Gv466Cl7lhf2Gy1i7CfoxKo0+sWRUpmNizYBemm5cKH/OGp1rfYhxHWxsKNpaAzBRU9HwC/dIAbHkpgTlTQxB4+0ECQjHIuKX9IQSW5Lzl//jyBgYGcOHGC5s2bl/V0JBJb0maDIUI5ztDA/oaKPxCAizu06A2NOoJDIcJBCNiYBB/FQYb1bjxPeNUPtFZLgsZc2PsF/PurqUIFW/tDRBulqEFJxRLqdOs+SEYjLN0Pl28o5So6GNs1v5N8odcL2HYDFlyBhzdDdVM/173g2ycgsZIyXy8VTNUoaW6Ki38lkZQR0l4quW3i4+N5/vnnqVGjBmq1Gj8/P3r37k1ERERZT61cUrNmTVQqlc3jrbfeKutpSe4119dB5hLl2KiCX9uC3hk0btB+IAx7B5oGFy6mrmTD8+fh3csWMeXnCEsDYIa/rZjKzYGdqyxiStjB/z1pEVMP2cMed3hGfXsO3d8eh99NyZddnWBid3ApJhVNHpHpMOQMvH0J6uyH6qZ+MjSwJhQSvRXx9JwajpnmKMWUpBwjLVSS22bgwIEYDAbWrl1LrVq1uHr1Krt37yYxMbGsp1YiLl68iL+/P6p7uDPonXfeISwszFzWam9jB5SkYpJyDf5YDYEfWz55TzaDjAAI6gmNO4NjEeEJhIBvk+DDOEi3skoNNFml3G5yVM/Jhp+WQ8xfSjnXHjY8DX83Vspj1TBDc/t57X6Jhh9NOxDtVDAuGCrrir/ugl7Zhbg7RSk3/hOa/mGasx18MVwRU50c4H0XaCTDIEgqBtJCJbktbty4waFDh5g7dy7BwcEEBATQpk0bJk+eTN++fc3tVCoVixcvJiQkBI1GQ2BgIBs3brTp69KlSzz99NN4enpSqVIlBgwYwPnz523arF69moYNG+Ls7EyDBg1YtGiRzfmjR4/SokULnJ2dad26NSdOnCj2HqZNm0atWrWYMWMGZ8+evf0n4xZwc3PDz8/P/JCC6gEg5bqy5PZ/U8BvCTiYcuLF1gKfSTD8HWjes2gxFZcN4y7ArMsWMVXZARYHwEz//GLKkAXbF1vElMEB1g9XxJSPCr7WKjGbbldMRcfD2l8s5aFtoVHVoq9JzoG5V+CxaIuY8r8Inaz8ujY/Drm1YLUrbNZKMSWpUEhBJbkttFotWq2WzZs3o9fri2w7bdo0Bg4cyMmTJxk+fDhDhgzh1CklVk1GRgbBwcFotVoOHDjAoUOH0Gq19OnTh+xsJW3F8uXLmTJlCnPmzOHUqVO89957TJs2jbVr1wKQnp5Ov379qF+/PsePH2fmzJm89tprxd7DggULmDZtGvv376du3bp07tyZlStXkpqaWmD7vHsu7BESElLsmHPnzqVSpUo0b96cOXPmmO9Rch+Smgj7v4SvZsA/v0Cro+CWppzLrg4PbVOczh2dC+9DCNiUCI9Hwy9plvrHPeC7utDRLf81+gzYslBJmgzKDrk1z8B/9aC7Axx0h5534NR9PQ0+261ERAcIbgDdGhbe3mCE9dfgkf+UKOc5pp2AninQ62ewM5UPd4Re7eGIOwy4DX8uiaSMUQmZbO2ekJKSgk6nIzk5GXd3d5tzWVlZnDt3jsDAQJydTR+uib3AGH/vJ2rnC14/l6jpt99+S1hYGJmZmbRs2ZIuXbowePBgmjZtam6jUqkYO3YsixcvNte1a9eOli1bsmjRIlatWsW8efM4deqUeektOzsbDw8PNm/eTK9evahRowZz585lyJAh5j5mz57N9u3bOXz4MMuWLWPy5MnExsbi4uICwJIlSxg3blyJndIvXLjA+vXrWb9+PRcvXuTxxx8nNDSUHj16mOcVHR1dZB8ajQZ/f/9Cz3/88ce0bNkST09Pjh49yuTJkxkwYAArVqwosH2B7wtJ+SftBvy2A04dBqMpJEK909AkL0CnO3jtBIeaRfcTZ4CZl2yFlK+D4ifVuQAhBUoi4a0L4VqsqeysiKn46jBTo/gj3UluO70B3t8OMaZl/QZ+8EpvcCjgt7kQsCcV/hcHMVY/HOxUkOkAw78An+tKXVJDGD4Wasjde5LyR1Hf39ZIH6ryijEejFfKehZFMnDgQPr27cvBgweJiIhgx44dzJs3jxUrVvDMM8+Y2wUFBdlcFxQURFRUFADHjx8nOjoaNzfbL4isrCzOnDlDQkICsbGxjB492sb3KCcnB51O8dc4deoUzZo1M4upgsYsjoCAAKZOncrUqVNZu3YtEyZMIDw8nKSkJDw8PACoU6fOLfV5M5MmTTIfN23aFE9PT5588kmz1UpSwUlPhhM/wd+HFGfwPKrcgIf+spR1i4oWU0LA5hsw/wqkWvlKDfCAN6qAeyHLYOnJsPlTSIlTymmusPpZcPOHXa7w0B1+3BsFrDhoEVM+bjA+uGAx9VemMn/rhMwA2RpI0sIIKzGl9oPXxoCTFFOSik2FEVRz5sxh27ZtREVF4eTkxI0bN/K1eemllzh06BB//vknDRs2NH9pF8WyZcv48ssv+e2330hNTbX5AgVl+/27777Lnj17iIuLo2rVqgwfPpwpU6bg5FTC3Sy3g53v3eu7FMd1dnamZ8+e9OzZk+nTpzNmzBhmzJhhI6gKIs/qYzQaadWqFeHh4fna+Pj4kJWlxKRZvnw5bdu2tTlvb4oWXRpG1mvXrrFhwwbWrVtHVFQUISEhhIaGmkUbFO9A3qlTJ3788ccSj9muXTtAsXxJQVWByUiBEz8rMZ5yDZZ6BzU0bwY151qSD7u8Cuqehfd11QCzLsFBK6uUj4PiJ1WYVQog9Tr836eQbcp1l+IGq0ZB32ow2wVcSmH57IcoOH5BOXZ2VHL0aW+ynMYZYMFV2HLDtl6lhqvuSmDOflugzhlTP1oYOB6cNHc+P4mkjKkwgio7O5tBgwYRFBTEypUrC2wjhGDUqFH8+uuv/P777wW2uZmMjAz69OlDnz59mDx5cr7z//zzD0ajkaVLl1KnTh3+/PNPwsLCSE9P58MPP7yjeyqSEi67lTcaNWrE5s2bbeqOHDnCyJEjbcotWrQAoGXLlnz99df4+voWaErV6XT4+/tz9uxZhg0bVuiY69evJzMzE41GYx6jOPR6PVu2bGHdunXs2LGDxo0bExoayrZt2/Dx8cnXvjiBnjd2SclznK9SpcotXScpJ2SmKjnx/twPOdZCygke6gLNOkHWCMgxWXScuoHrqwX3JQT8cENx2ra2SvX3UKxSuiKcs69dhQ2fgv0NpZzoCd+Oho+qQb9S+tF39JwiqEBJTTO2C/h7WM5n5MKqa7D2GmRZ/cBxcoAr7pDlrFzY5lcIMv1v2tlD7+eU3IQSyX1AhRFUs2bNAmDNmjWFtlmwYAEACQkJJRZUL7/8MgD79u0r8Hye2MqjVq1anD59msWLF99dQVXOuX79OoMGDWLUqFE0bdoUNzc3IiMjmTdvHgMGDLBpu3HjRlq3bk3Hjh0JDw/n6NGjZlE8bNgw5s+fz4ABA3jnnXeoVq0aMTExbNq0iddff51q1aoxc+ZMJk6ciLu7OyEhIej1eiIjI0lKSuKVV15h6NChTJkyhdGjRzN16lTOnz9fotdm/PjxbNu2jaFDhxIZGWnj+1UQd7LkFxERwZEjRwgODkan03Hs2DEmTZpE//79qVGjxm33KykDstIgajf8sQ9yrDZk2DvCQ52VHXsu7pD6JuT8ppyzqw7ui0BVgDCKN8A7l2G/1WYIbweYURW6Fu6vAcAfsbBrITibLFoJ3vBnGGzxL720LOevwSqrnXiDHoam1ZXjXAHfJ8HCeLhmtczpaAeJbpDiiqLAgL7nof1WS5vOQ6DqnS2jSyTliQojqMoTycnJeHl5lfU0yhStVkvbtm35+OOPOXPmDAaDgerVqxMWFsbbb79t03bWrFls2LCB8ePH4+fnR3h4OI0aNQLAxcWFAwcO8Oabb/LEE0+QmpqKv78/3bt3N1usxowZg4uLC/Pnz+eNN97A1dWVJk2amMWwVqtly5YtjB07lhYtWtCoUSPmzp3LwIEDi7yHyZMns3TpUhwc7v6/gVqt5uuvv2bWrFno9XoCAgIICwvjjTfeuOtjS0oJYYTffoITO5WwBHnYOyhRzVv0VtLFAGR+DZlrTA3UoFsFdp439Sdg6w14/yarVD8dvFUFdMW8L786A5cXg4vJTymuMniOh6+8Sy8A5o0MWLgbsk2hHjrUgd6mOFYRaUpMrH+tngs7IEcLF9wskd+rqGB6OqSHg950n826Kyl1JJL7CCmobpEzZ86wcOFCPvrooyLb6fV6m3ACKSkpd3tq9xS1Ws3777/P+++/X2zbqlWr8vPPhS9h+vn5mUMgFMbQoUMZOnRooefbtWuXb0muON+qO3UyvxVatmxZomVISTkl1wB71kH0cUudnQM06qAIKa2Hpd7wJ6RaCWW3ueB4k/UzwWSV2mdllarkANOrQrdirFIpAmb9BdVWgovpMya+GjzyArQtQWDNkmLIUcRUkkmw1fGFke3hnF5JxHzgpvAiag1ccIdc09eKE/CiM4w3wo4VSjgHgICHoN3jpTdPiaScUKZxqGbOnJkvFcfNj8jIyLKcog2XL1+mT58+DBo0iDFjxhTZ9v3330en05kf1atXv0ezlEgkpUp2JmxbZBFTKjto1AmGzYROT9uKKeMNSH4WMFltnEeCxhLuw2yVeizaVkw9ooPNdYoXU8dzYOhvUGM5OJvEVHogTHi5dMWUELDmMJwzObl7ucKwzjD3KjwRbSum3Jzgmjec9bKIqUccIcIdJjvBL6vghikJtGcV6PFsyXP9SSQViDK1UE2YMIHBgwcX2aZmzZr3ZjLFcPnyZYKDgwkKCmLZsmXFtp88eTKvvPKKuZySkiJFlURS0chIgW2fW+I6OThCrzEQ0CR/W2GElBfAGGNq2xzcZlvOXzNZpfZaiREve5juD92LEVK5AhZkwbdR8NRX4GjyV3KsDy+NLTrK+u3w4x8QYdqJ5+QANVrC4FhIs1qadHWAa25wSYPZT6qunZIuppspBMKh/4NYJYgvzq7wyDi5o09y31Kmgsrb2xtv7/K/w+PSpUsEBwfTqlUrVq9ejV0Jfl2p1WrU6lL+kKuAyLixkgpLcjxs/UzJwQegNgkCv1oFt8/4GLJ3KceqSqBbqYQLEAJ+TIb3rkByrqV9iA4mVwHPYj6GLxlhXDrcOAGD/w/s81LPNIEBYxRn+NLkRIyS9DiPuNrwi5WflJMKhBv852rxk3ID3tRAmBocTeLqrwOK4z7IHX2SB4IK40MVExNDYmIiMTEx5Obmmv1l6tSpY44PFB0dTVpaGnFxcWRmZprbNGrUCCcnJy5dukT37t1Zt24dbdoo2dbj4uKIi4szR8H+448/cHNzo0aNGnh5eXH58mW6du1KjRo1+PDDD0lISDDPyc/P7949ARKJ5N6REKNYpjJN1iStJ/SboCxZFYR+N6TPNxXsQLcE7KspO99mX7bkrgPFKjW1KvQswRLd1myYmAGBx+HpTZY0LbVbQfdnwL6Uc91dTIRl+yHvd9BFfyXsASgOIh5a+EsLRtO4KmCYE0zVgK/VD82Lp+Hg/1nKnYdA1bqlO1eJpJxRYQTV9OnTbRyX8+IY7d27l65duwLKbrD9+/fna3Pu3Dlq1qyJwWDg9OnTZGRYovcuWbLEHJIBoHPnzoCSjPeZZ57h559/Jjo6mujoaKpVq2Yzp9K2vkhrjsQa+X4oIy7+AzuWgsHko+RZRRFTWs+C2+degJTxmFWI62Rw7AQ7kmHOZbhhZZXq7Q5vVwWvYj56MwRMzYA12dD2CPTfYjnXIAi6DCt9P6SULPjfLtCblhOve8EVk4CsrIF/3CDWyhrW2h4+cIGWN93LjXj4ebmyBApyR5/kgUHm8rtHFJULKDc3l3///RdfX18ZMVti5vr168THx1OvXj1zVHjJXea/SNizFowmEeRXW1nmU7sU3F5kQtKjkPOHUnYKgZzlyvLeTiurlKfJKtWrBFapP3JgTDr8Z4SOByFkh+Vck67Q4UnFMb40ScqG6dshPUkpp7vAPw3ASwPxbnBFjdlPqrJKyQs4yCl/XkB9Bmyab3FCr9EYQsZJJ3RJhUbm8qtA2Nvb4+HhQXy8kgzZxcXFnJpF8uAhhCAjI4P4+Hg8PDykmLpX/L4HfvnGUq7ZFHqOUiKfF4QQkPqWRUzZ14Jjs+HdaEiyskr1dIcpVZWwCEVhFLBUD7MyIVtA993Qba/lfIve0LY/lOZnQ46Ajdfhm19BZxJT2Y5wpQHofOCkKcI5gCMwTg2vasCtgDkYc2HnStsdfT1HSTEleWCQgqqckOePlSeqJBIPDw/pp3cvEAJ+/V7Jx5dHww7QebDiTF0YWesha4OpoIF9/4OZNyznPewVIdWnBFapeCO8kA67cwABIT9Cx18s59v0h1Z9Cr38lhFCyRf4URykxUCA6XPHqIL05nCqCuRaCaFejjBbA3WKeD4Ofyt39EkeaKSgKieoVCqqVKmCr68vBoOh+Ask9zWOjo7SMnUvMOjhwFfw71FLXatH4OG+RVuCDL9B6hRLOWYOzLJKXtzDZJXyLsFH7C6DIqYSBKiM0P8HaHPMcr79k9CsW8nvqThOZ8FHVyAiHdyToV6M5dw/zeFff0u5th3McVEEVVH8dVDu6JM88EhBVc6wt7eXX6QSyb0gIQZ2rlLCIwCgUgJ1PtS56OuM1yB5DJCtlDOehXHNFasPwDgfGOdb/NKcXijLe0tMzu92uTD0O2h4wjKfLkOVaOylwTUDfBYP3yWBEXDOhNpnzCt6nK4H/wYox1rgNQ08rwZ1Mfdx6TQc+tpS7jxY7uiTPJBIQSWRSB4shBF+3wtHNluczx3U0G0k1G5RzLU5kDwWjJdM5YdhzHDIMompfrqSianTuRCWDn+axrfPgRe/AR+TP5bKDrqFQr2Hb+sWbcg0wrprsPKacpw3XoNocDCNf8UPTjVUjgc7wXQN+JXA9+nSafhpORhN/TbtpiyXSiQPIFJQSSSSB4eMZNizHmL/ttT51IAeo8DDt/jr0z8Aw0FTwRfenAImH2xausAs/6LFlBCwNhumZECmqc7VAFM2gPhHKds5QK9RENj81u7tZowCtt2AT6/C1RxLvasKGsSAnSlYZ7I7HG8FzR2UMAhtSvC1kJMNv/6gOPLnUaMxBD1xZ3OWSCowUlBJJJIHgwt/wd51lmCdAM17KA7f9iX4KNRvh4yFpoIDrHwXjpv8pqo7wSc1wKkIq06iEV7OgK1WPpKNDTDuC0hWAgtj7wh9nocajW7p1vIRmQ7zr8DfVhHO7YHWOrhyFuyum+7JCf5tB//TwdACwiAUREIM7F4LSVcsdf71FVEqd/RJHmCkoJJIJPc3uQaI2Ax/WIUgcHFXIo1Xa1CyPnLOQMqLlnLEJPiyjnLsbg+fBxSdQuagAcamwxWrsH9hRnh4LSScU8qOamVnXNV6JZtTQVzQw8dXbSOzA7TUQrw7HL8ALc4qdUYVVO0Ii6qArgRCyJir7ISM3GZZ4rN3gLaPQdOupR8bSyKpYEhBJZFI7l+SrsDO1XD9oqUu4CEIHgEat8Kvs8aYDsnPgkhTynGPwNTeyrGDCj6pDoGF5O00CPggCz7JsqRz8VLBJ0bIXAoJpnk5aaDfi1C55q3eoUJyDixJgA2JSmypPGqrwdsTvrcHj2vQ4aTl3CPt4KmAkvV/I14JeHr1nKXOu7oiSr0KSccjkTxgSEElkUjuP4SAU7/ALxshx7TEZu+g+Pg81KXkwTGFgNRJkHtaKevrQth4zFvjZlSFh7UFX3vO5Hj+m1WQzy4O8JEBjn4GSXFKnbMWHp0I3tUK7qcoDEZFRC1JgBSrcbwdoKUXfO8IiYBLOrQ5askF2LMRPFUC65wQSkiEiE2K3xQoz13LPtAqpGRLpRLJA4L8b5BIJPcXWemwLxzORVnqPKtAz2eh0i2KlszloP9eORZamDgNMkzBKsN84LFC8vt9rYfXM8Bk1MIBJYFwaBpsXQAp15R6Vx08+hJ43mIAVyFgTyr8Lw5isi31ziro4QW/aGC1STw5GKD9EVCb2j3kD0+VYPdg+g3Y+4WtA7/OV9l96Bd4a/OVSB4ApKCSSCT3D5f/hV1rFDGQR+NO0H5g4SlkCiP7CKRZEqfz8ZsQbQp62csdJhSwKzBFKEJqo5XIqWUHy1yh1nX4YQGkmVK8uFWC/i/degDMvzIVh/PjGbb1PXRw3Q2WCizriwL6/QaYHPH9dDC2C9gX4+8UHQkHNii5+fJo3BmCHld8vSQSST6koJJIJBWf3Fw4vh2O78AsJtSuEDwcApvdRn9XISUMMIUb+Hk4bGuvHDfVwJxq+XfEHc2B59PhgtFSN9RJCUWgvwKbF0CmyVnco7KyzKctxMJVEHEGWHAVttywrW/pAv5esE5AhpX/1EP2MPAfOGnajefqBC91B5ciBJE+QxFS0ZGWOhed4nN2pzsPJZL7HCmoJBJJxSblGuxabeswXbWe4jCt9bj1/oRBEVNGUwT1cw/D/JGmfh3h0wBwtrLw5Ar4OAvmZkGeG5O7Cj5ygYFOEH8Btn4G+nTlXCV/xQHdpfCs9TZk5MKqa7D2miWAKEANJ+jqDV/awRarei+VsrxYJxZW/aXU2algbDBULiKvYOwp2Lve1rpXpxV0Gqzk5pNIJEUiBZVEIqm4/HsMDn4F2aZ4Syo7aNMPmve6/ZhIae+A4VflOL0yvPoWGO1Ba6eER7DOz3fRqFilIqwCZ7a1h6WuUMMerkTDtkVgMM3PNwD6TiiZQMkV8H0SLIyHa1b9u9vDQG84pIb3czFb5OyA0Wp4yxkSr8Fcq+TKQ9pA46oFj2PIhiPfwZ/7LXVOGiWFTN1SiNQukTwgSEElkUgqHtlZcPBr+PdXS527N/R4FirfgcN01neQuUw5NjrC69Mh2UMJivlRdajjbGn7fbYSqDPZStC87gyvOivhFC7+Az8useyOq1JHiTPlpCl+HhFp8GEc/GsVmNNBBQO9IFkLH+RAjtWuvk4O8L4LNLKHxDRYuAdyTEuPXetDt4YFjxN/XvE5M+czRInNFTzi1pYjJRKJFFQSiaSCEX9eiS2VkmCpq9dGSWxcErFSGDmnIGWSpbxgApw2hRZ4uyq0N8WtShfwdgast3I8r2ZyPG9n+kg9/zv8vAJyTZal6g2h9/PgWIxj/Nks+OgqHEi1re/mBrW94PNcSLCyVlWzg3c10N9RCWegN8CC3ZBiymvTwA+GtssfJiI3F377UfE5Eybh5eCohJVo3EkG6ZRIbgMpqCQSScVAGCFqFxz9wRKp29EZOj8N9dreWd/GFEgehTnB3q4+sKWvchxaCZ7yUo5P5iixpaKtHM8fc4SPXSzRxqMjYfcayxxrNoVeo5W0MoWRmAOL4uGbRIsfFkAjZ3jUF1YD662ElDPwkjO86AwuJrFkFLDyEMQkKmUfNxgfDA43iaOkOGV+CTGWOt8A6PYMeFYu4kmSSCRFIQWVRCIp/6TfUPLHXTptqfOtqSzx6XzurG9hVNLK5JpSspyvCx9NBFQQ7AaT/BSxskgP72ZCXio+V2CuCwxxsliA/omAfV8ocaIA6rRW4jbZ2xc8tt4I4ddheQKkWYm0yg7wjC/84gQTDbbX9HdUrFLVb+pzSxREnleOnR1hYnfQWi1RCiP8sR+ObFbS8YBiiWr9CLTsDXaFzFEikZQIKagkEkn55tzvsG+9ErATABW07AWt+xUuVG6FjM8ge4dynO4GU2ZAthoaOsMH1eGagPHpsNfKQtTcHpa7Qm2r8f/cr/h15dGwA3QeUrBzvBDwUwp8EgeXrASTxg5CvUGvhbf1kGZ1rqGdEoKhUwGWrmPn4Pso5VgFPN8F/K18oNISYc96W0HqUVnZCelbwvQzEomkSKSgkkgk5ZOcbDi8Cf46YKlz9YDuoeBfv3TGyN4P6e8rx0IFsydDXBXwdYDPAuBQLkxIV0RVHhPV8LYGnKz8kk78rFh+8mgSDB2eLDjFTVQGfHgFTmZa6uyAxz2hiRd8kA1n9JZzOhW87QzPqhXH9Ju5cA1WHrSUn2wNzaqb7knAf8cUoZdtNV6TrtDusVsPdiqRSApFCiqJRFL+uH4Zdq2CxMuWusBm0HWYkvuuNMi9CMnjANNS29qRcLStYiX6Xw34nwGWWQkbPxUscoWuVhYiIeDYVjj+o6WuZW9o0z+/mLqUDZ9chR3JtvXtXGGwLywXsMBqV58KCHWCKRqoVIiTeHKG4oSebXK8al8b+jykHGelKUE6z/xmae/qAd1GKjv5JBJJqSIFlUQiKT8IoVikDm+y+PnYO0KHgdCoU8mTGhc7jh6SR4O4rpSPtIUvhiuWopeqwgs58LeVd3iIIyxwsRU2QsDhb+H3PZa6Nv2hVR/bsVJzYUUCfHEdsq0sXbXUML4yHLaHodkW3yxQdgt+oIGmRXxEG3Lgsz2QZEoPU9sHQtsrz9GFvxRfrgwr8Vb3YWUnpNqlJM+QRCK5RaSgkkgk5YPMNEUEnP/dUudVFXqOBq8qpTtW6lTIiVKOL1eB9yeDsIMuPvC6gCyTmHJGcQAfpbYVc8KoWH/+PmSp6zAImgZbyjlC2bW3KB6SrMSZpz2M9wXhCi9nwVWrc1VU8I4LPOFYtHgUAtYchjOm0BFerjChG5AD+zfC31ZLgGpX6DIEare8hSdIIpHcKlJQSSSSsufiadizBtKtLCpNukK7x5X4SKVJ5leQtU451jvBzJmQ5gaV3CDcaqyGdrBcqwTLtMaYq6Ro+feoqUIFXYcqTuigiJ2DafBRHJy1WjJ0VMGIStDGE97RwzErnyYnlBAILzmDtgRWuB1/QsQZ07UO8GJ3yIyDrWtt43PVaAxdh4NrESlnJBJJqSAFlUQiKTtyc+HYFjixE3MKFWctdBsBAU1KfzzD75D6pqX88SQ4UweEM/zuhuK4BDynhhka0NwcENOgBBU9F6WUVXaKk3xeipbTWYrD+ZF02+v66GCED6zIhdkZ5lsF4BFTGITAEu5YjIqBb6ySF49qD3GHFMf4vHANDk7QfiA06lh6y6QSiaRIpKCSSCRlQ3K8ktQ4/oKlrloDJW7T3bCoGJNMwTtNVqPv+8POXmBwgARPQAWVVPCZC/QuYPdbTjbsWAaxfytlOwclYGdgM0gwwGfx8F2SrVhqqlHiWB2zh0czwToAel07JV1Mt1uwwF1MgqX7LWP0DYAL/wfXYi1tKgcqIk/nW/J+JRLJHSMFlUQiubcIoeTgO/g1GEzixs4O2gyA5t3vTtoTYYSU8WA0CY+/G8LicZBrB9crKf5TXR2UXXx+BYyfnQU/LobL/yllB0fo8zx4N4Cl8bDyGmRaBeb0d4SX/ZRUOBMy4V+rNDVuwJsaCFMry4AlJTULFuwCfQ4g4GEDXN9sSW9jZ6fE5mrRUwbplEjKACmoJBLJvUOfCQc3KLGR8tD5KhHP72aAyfQPIdu0Gy/JA2bNAL1aEVN2Dsry3ng12BUgcPQZsPUzJYcgKOluQsbBb97w6b9w1Srgp9YOwnygowe8q4dtVkt/KmCYE0zVgO8tisacXFi0F66lgZMeGl4ErNLUeFZRgnT6VL+1fiUSSakhBZVEIrk3xJ1TYkulXrfUNQiCjoMUkXK30P8MGR8px7l2MHsqJPhAkicEOCsRz5sV8lGYkQpbF8L1i0pZ7QKBo+EVFfx9ydLOHnjSC57xgbU50CXNvLIIQGt7Jcp5y9v4yBUCvjgCp69ApesQEAP2eUpKBc26KeEaStt5XyKR3BJSUEkkkruL0QgnfoJj25SlNwAnZ+g8FOq2vrtj55yHlAmW8ooxENUCUtzhSR2851L4rrq0G7DlU7hx1TRnLZx+Cj7OxSaDcWc3eKUyRNlBn3S4bOVEVVmlWL+ecirY+lUSdp+Cw39BnfPgecNSr/VSgnT617u9fiUSSakiBZVEIrl7pCUqSY3zfI8A/GpB92fBvdLdHVtkKE7owhSK4UAn+L+nwOAKn1aGx9WFX5tyXRFTKdeUstEN1j8K160safWc4TU/JQHxxEyIsFr6cwTGqeFVDbjdwS67vy7Bjz/BQ+fA0ar/+u2UuFdqze33LZFIShUpqCQSyd3h7AnYF674IIGyfb9lCLQOuftO00JA3Otg/5dSjqkO819XBMiWGlCziPGTripiKv2GUk51h839lb8A3g4wsTJ0cIe5WbA21Zy9BoCeDjDHBerc4T3GxsP3y6FOvKXOWQtdhkKt5nfWt0QiKXWkoJJIJKWLIRsOf2MbRVzrqVilqta5N3M4shJqf6McZzorwTsdPWBHTSVSeWFcvwhbFkKmKb5Bkgf80B/SteCsglBvGFkJvs6Bdqlww2p5r7adIqR6lYIv09m/YdsK8LTK7RfQRMll6OJ+5/1LJJJSRwoqiURSely7CDtXWvyOAGq1UITAvcghlyZg4S8wYqalbv7rkFgbvg4EzyI+8uLPw/cLIccUwfxaJdjyKGS6QH8PeLEy/AeEpMMpK5OUFnhNA8+rQX2HQTRzDfDrFojaZfl0NtorjvtNSzGXoUQiKXWkoJJIJHeOEPDHXojYDEaTr4+DkyIEGrS/N0LgRA68HgP/Gw9OpkzDG5+EiGBYGQDVCwjWmcef/8D+JWBnihd11Re29oMmXvBaFXB3gsmZ8L3B9rrBTjBdU3Dsqlvl+kXYuQaSLpsDtpPhDk+MhcCad96/RCK5q0hBJZFI7oyMVNi7DmL+stR5V4Meo8DT7+6PbxTwmR7eT4WlL4OfyTp2siksD4P3/KF5IdaxjFxY9SuIDeBgEoKXqsLvj8HcGhCkhYV6+DQFrFbfaG4Kg9CmFD5CjUY4uUuxTAnT7kGjCq5Ug+GhEFj1zseQSCR3HSmoJBLJ7RPzN+xZB5kplrpm3aFtf7C/B3GRrhhhfDrsz4FXP4F2vyr11yrBu9NgbFV4xCP/dbkCvk+Cb49A0HZwMC3hXa4B9UfC9MqwIxeCUiHWannPW6VYpIbeQRgEa1KuKbsg485Y6jI0cKk+jOoLDaSYkkgqClJQSSSSWyfXAL/+ACd3W+o0bkpcpBqN780cfsyGFzMgUUCvnyBshVKfY69EQu9YC573yX9dRBp8GAfGP6DHLrAzOZYb6sOk5yDOCZ7KgANWYQocUFLFvOEMulJY3hMCTh1WnPfz0u8IIM4PDA3h9V5Q5S7kM5RIJHcNKagkEsmtkXRViXhunZC3eiNFTN2LHWiZAqZnwkqTEAk8C++/bTm/aDxoHoaZVW19t85kwUdxcDANGpyC7nstvkpVW0KnUJhngJUpNnE76eqgBABtUEqhHjJSlHASF/6w1GWp4VwgBNSHsV3BtYgYWRKJpFwiBZVEIikZQsA/EXDo/yDH5Lxt5wDtHoOmXe9OUuOb+TsXxqTBP6ZlOJd0WP0iuJpy5u3qDicGQXgNcDLNJzEHFsXDN6bcd01+h05WIR0adIDzT0CbdMXalUeAHczRQIhj6TnVn42C/V9CVpqlLsEbYmpA9ybw1MNgfw+eR4lEUupIQSWRSIpHn6EIgTO/Weo8KiuO5/ciIa8QsEKvWKbycuRpBGybDn4m/6OzgbDiNVhVEzwcQG+E8OuwPAHSTAKsxW8QdMTSr08XmNUHfrfyOHcBJjnDC85K7KnSQJ8Jv2yE01ZjGxwUq1SaF4wMgs4yhYxEUpGRgkoikRRNQizsWKqkkcmjYQfo8CQ43oOlqWtGxVfqJ6uQBY3tYf0X4LJNKae5wrvvwNz6EOAEO5Lhkzi4lHeNgA7HoFmkpY8r3WBKN2zCnA90hJku4F+KVqJL/yqO+9bPX5IHnK+pRD5/vRvUuwe7ISUSyV2lwtiW58yZQ/v27XFxccHDw6PANi+99BKtWrVCrVbTvHnzEvW7bNkyunbtiru7OyqVihs3bhTaVq/X07x5c1QqFVFRUbd8DxJJhcTFDXJMZiEnDfQaowTqvBdiaq8BOqXYiqmxavjxD9DMttR98BY89zA4qmD4WXg91iKm7ASEHrcVU3t6wWfdMTtRPWQP27SwXFt6YirHAL98Az98YhFTOfaKJS26Dvj5wvRHpZiSSO4TKoygys7OZtCgQYwbN67QNkIIRo0axdNPP13ifjMyMujTpw9vv/12sW3feOMNqlaV25glDxiuHtB1BFSpA09Pgdot7/6Y2QKmZ8DANLhq8mvyUcHXWng3GdKeA5XJc/yLYeAVAofSYMRZ+D3T0k87DbxzAlyPWuq29IPdXZRjLxX8zwX2ukFQKYZ5SIiFbz6A3/dY6lLc4K/GcN0bWgTA233B2630xpRIJGVKhVnymzVrFgBr1qwptM2CBQsASEhI4Pfffy9Rvy+//DIA+/btK7Ldjz/+yM8//8y3337Ljz/+WKK+JZL7hsCmULPJvYl4/l8uPJcOJ6222nVzgEWu4JMDCWPA7ppSH9kK1oaCXQrkWDmU11LDKz6QvQmiTZYpowo2PwbHWys/JUer4S1n8CzF35XGXDjxM0RuUwJ2Agg7iPWHq5UBFfRrCo+1LJ04VhKJpNxQYQRVWXL16lXCwsLYvHkzLi73IB+ZRFIeudtiSggIz4a3MiDDVOcEzDDlybNTQdJMwCSQrvrCnClKrjujSUx52sMLvvCYG+xcDbEnlfpcO9g4CP5oCp0c4H0XaFRKYRDyuH5ZiRifEGOp02vh35qQpQFHexjVEdrWKt1xJRJJuUAKqmIQQvDMM88wduxYWrduzfnz50t0nV6vR6/Xm8spKSlFtJZIHnBuGGFShm2uvLp2sNwVmpo+pjK+AcNK5TjbEWbOhBRT8EtHFYyoBGN8wCkH1i6B3H+Uczn2sGEwpD4EqzXQvxTDIIDJKrUTIrdb8hiigqtVIdZPsVB5uMCL3SHQu/TGlUgk5Yoy9aGaOXMmKpWqyEdkZGTxHd1FFi5cSEpKCpMnT76l695//310Op35Ub36PdhaLpFURCJMjufWYirUCfa4W8RUzl9w41XL+YUvwr/1leM+OvihLkzyg78yYe4Ci5jKdoQNI+HRlnDEHQY4la6YSrwMm+bD0R+skkJ7wN8NIKaqIqYCvWHao1JMSST3OWVqoZowYQKDBw8usk3NmjXvzWQKYc+ePRw5cgS12nZHU+vWrRk2bBhr164t8LrJkyfzyiuvmMspKSlSVEkk1uQImJcF/8uyRC7wUMGnLvCok6WdMRmuPAtqU6yo7SGwvS801cDrVZTEx3FGeDEB3JZD9YtKuyw1nB0FGxpB9VJe3jPmQtROOGZllVKpQNSHI66KkAJoVwue6QBOcjFAIrnfKdP/cm9vb7y9y/evtgULFjB7tmV79uXLl+nduzdff/01bdu2LfQ6tVqdT4RJJBITF0yO58esHM87OMASV9uwBcIIKRNAfUEpn64H374C86tDb3cwAAuyYFECPLUaqsQp7fQaaDQOJtUp/bknXlbiSln7Srn7wvlacMZ0PyrgiVbwyD1y5JdIJGVOhfnZFBMTQ2JiIjExMeTm5prjQNWpUwetVgtAdHQ0aWlpxMXFkZmZaW7TqFEjnJycuHTpEt27d2fdunW0adMGgLi4OOLi4oiOjgbgjz/+wM3NjRo1auDl5UWNGjVs5pE3Vu3atalWrdo9uHOJ5D7j22x4JR1STWV7YLIzvOQM9jeJj4wFkP2zcpylg/jP4ZuHQG0HOw0wJQPik+DZ1eCbYLpIC0MmQuVS/v8szCoV0AF2AjdMPpNqB3i+CzSvUWhXEonk/qPCCKrp06fbLK+1aNECgL1799K1a1cAxowZw/79+/O1OXfuHDVr1sRgMHD69GkyMjLMbZYsWWIOyQDQuXNnAFavXs0zzzxzt25HInnwSBXwZgZsyLbU1bSDZa7QuoCPIv0+SP/AVFBB5WUwsKliBZqSBj8bwDMRwlaBV5LSTOMBj72kpMUpTRIvw971EH/BUudRGXy6w/+dhRyTZcpbCxN7QDXP0h1fIpGUe1RCCFF8M8mdkpKSgk6nIzk5GXd397KejkRybzmeoyzxnbNK8/K0E8x1AfcClsRyYyGxFwhThHHXt8D4MvwvExbplaU+7wQYtQp0ph207t7w6EvgXqn05l2YVappd7hYBXb8Y2lb3w/GB4Obc+mNL5FIypySfn9XGAuVRCKpgOQKWKiH9zIhL6KAFvjIBQYV4mMosiB5tEVMOfWCrWNhVjLEmX7/VY6DMavAJV0pe1RWxJTWo/TmnnhFiSt1s1WqwxDYdAF+txJTXevD0LbgUMrO7xKJpMIgBZVEIrk7XDbCuHQ4mGOpa2WvxJaqWYTwSH0bckwBOXNqwvPvw/4sy/maF2H0GrAzpZjxrgZ9X1RyDpYGxlyI2gXHttlapZr1gJpd4PP9cPmGUm+ngiFtoVsD6XwukTzgSEElkUhKn23ZMDEDkkwWJRXwijO84awE4SyMzC8gK1w5NjjDk5/CaVfL+cGx0HwN5JoElm9N6DcB1KWUwaAwq1TwSEhyhvd2QLrJ+dzVCcYFQyOZ31MikUhBJZFISpMMAVMzYI2V43lVFSx1hQ7FJB82RCnWqTzefgdOm4J31rWDqTEQtxJyTAFAq9aFkHHgVAo+S8ZcOLkbjm69ySrVHR5+FA6egS/3K0uYAFV0MLE7VNbd+dgSieS+QAoqiURSOvyZA2PS4V8rx/N+jkqgzuISEKdcgxujwNlk/fliGGzpD27Amxro9Q/sXmURO9UbQe/nwNGp0C5LTOIV0w6+85a6PKuUdwB89SvstfKXesgfxnYFl1IYWyKR3DdIQSWRSO4MIWCpHmZmQp5hygV4zwVGFJHqJV3ATwb4PhMefw7aX1LqTzSHeW/CcCeYqoHk47BrrRLkEyCwGfQcBfbFWLyKo0irVD/IEvDxz3DqiuWa3o1hUGuwK9OsXRKJpBwiBZVEIrl9EozwQjrssnI8b2JyPK9XgON5poBdBvguW4kjlQFM/BTa/6Kcv1YJVi6E7ZWgpQOc+gX2fQmYltrqtYHgEWB3h7vpirJK+QUqTucLdkG8Kfqogx2MbA8d697ZuBKJ5L5FCiqJRHJ77DLAhHSItwpl94JasSqpraxSegF7DfCdAX7MhjSrPoL3wPjFyrHRHvRL4Ou6iqXo973wy0ZL20YdofNgUN2BdSjPKnVsK+TeFFeqTT9wcILfY2HJfsgy+Wq5O8OEblCnlIOFSiSS+wopqCQSya2hF/BOJizWW+p8VfC5K3Q3LcMZBOzPUSxR2wyQUkD84CYx8PGblrL7dPBTMhXw2w749QfLuabdoP3AOwtNkHQF9hRklRoBfrWUpcsdf8DGSLNBjOpeivN5Je3tjyuRSB4IpKCSSCQl599cCEuHP6ySGvd0gM9cwVMF+wywORu2GiCxABGlU0FfR3giF5q9BLmmJTV1f9A8r4iaoz/Abz9ZrmkVovg03a6YKsgqhclXKs8qZciBtYfh8BmrcQNgTCdQ36GvlkQieSCQgkoikRSPELAuG97OAFM8TZyAGRrFZ2puFmzJhoQCRJQWeMQJHneEYEdwBFImgP6Uct6+Hrh9rBz/shH+2Ge5tt1j0KLX7c+7IKuUzhe6jVSsUgDJGfDZHjiTYGnTv7nysJPBOiUSSckosaC6ePEi1aqVcvZ2iURS/kkywksZitUpDzugjQMszLKkg7HGBejjCI87KcuAzlbCJGPl/7d33+FRF4kfx9+7m2RTSAIhJLRAEKSJAqIoiHQpgnKKCBYEAQud0zvPco9wxdPzyu/k1FMsqKce54lyFkThKCqCNKMUQXpooaaSZJPdnd8f3002gSQEUjYJn9fz5LnM7Oxk5pZNPn6/szPget/63hYB0a9bT1j1rrUIvUCv2+Hyvhc25lKvSvWH7jdZV6UA9p+0Fp+n+g5MD3HAxOvh6lYX9nNF5KJV7kDVqVMn/v73vzN27NiqHI+I1CRf58MDp+HIGaHJC3ztLl4XCtzgC1GDgiG8hKs7+esh60l/OXIu2C6B5W/CzvVWnc0Gfe+G9j0ubMwlfYIvOg76j4XGrf116/fCa19Bnu/2ZYNwa71Uy9gL+7kiclErd6D6wx/+wNSpU1m0aBHz5s2jYcNKPNFdRGqWfAPP5sJfc/0LtEsSgnUF6pYQGBwMkWXcIvMcg/RJFJ6SHD4VggfDF6/Avh+sOrsdBoyHNled/5hLOoOvpKtSXgMfJVlfBVo3sj7JF11JR9iIyEXHZowp69dlMXv37mXixIls27aNefPmcfPNN1fl2OqUjIwMoqOjSU9PJyoqKtDDESndfo+14/lGT8mPBwF9g6wQdWMwRJdjGwOTD2mjIH+NVQ7uCRHvwBevwQHfWip7EAyeBIlXnP+YTx32XZU68wy+sf61UgCufHj1K9hYpF3P1jCuJwRrSamInK28f7/P6zdIq1atWL58Oc8//zwjR46kQ4cOBAUV72LTpk0XNmIRqRnGnoYtZ4QpO3C9L0QND4aY89wLKuspf5iyN4Gw52DxS3Bkl1UXFAJDH4Tm7c+vX68HkpbC+sUl73ZecFUK4GQW/P1/kHzK1w5r1/PBnSq2HYOICBfwKb/9+/ezcOFCYmJiGDFixFmBSkTqCBtwXRD8LARuCoZGF7ihZu5HkOPbvJNgCP07fLrAv8YpOBSGTYEmbc6v35OHYcVbcDzZX1d0t/Oidh21PsmXkWuVQ4PhgT7QOeFCZiQicpbzSkOvvPIKDz/8MAMHDmTLli00atSoqsYlIoHyfj3Y6IYuQdCkgmfWuX+CzJn+svMJWPwlnPSd2+eMgOHTIK5l+fv0euC7pbDhzKtSA31Xpc7YN+rrnfDWN+D2nQUYFwnTB0Kz+hc8LRGRM5U7UA0ZMoR169bx/PPPc88991TlmEQkkOLsMDTk3O3OxZsJ6feC8W1JYL8ZPkmBDN9+T2FRcNN0aNis/H2ePGStlSp6VapBY2utVPwZV6W8XmvX88+3+uvaN4Yp/aBe6IXNSUSkFOUOVB6Phx9++EF7UYnIuRkDmbPA41sjldMKPnJCkC9MRdSHm2dat+jKw+OBpC98V6V867tsNuhyA1w17OyrUtl58PJK2HzIX9e/PYy5xjroWESkkpU7UC1durQqxyEidUnOP8D1ifW9OwKWdYQg3y234Cj42cMQVc6tV04etHY7P3HAX9egie+qVOLZ7Y+mw9z/wZF0q+ywwZ3XQr/zXPAuInIetKJcRCqXayVk/c5fXn0l5PluseWEwqiHyhemPB747nPY+NkZV6UGwVU3nn1VCmDbYfjHCjidZ5UjnNYtvg5NKjQlEZFzUaASkcqTtxbSx2NtpQ5s6Qgn4qzvT4fD3Y9AbNy5+zlx0FordeZVqf5jIS7x7PbGwPLt8K9vrY07AZrWt3Y+j9O+byJS9RSoRKRy5CdB+l0Unp58sBns8N1my4qAex+H2AZl91F4VWqxtagcwGaHrjdYV6UcJVyVcnvh3bWwcoe/rnMC3N8bwiphcb2ISDkoUIlIxbm3QdoYMFlW+UhjWH81YIOMSHjgcagfXXYfJw74rkod9NfFNLXWSpW2rUJmLry4Anak+OuGdoKR3axjbEREqokClYhUjHs3pI4Ck2qVj8XCt9eA1wFp0TDtCYisV/rzPW7YtMT6KnpV6srB0G1IyVelAA6lwnPL4IQvxAXZYfx10PM8NwgVEakEClQicuE8yZB2G5gTVvlkDKzpCZ4gONUAZv0aIsJKf/6JA9Yn+E6ecVWq/z3QqEXpz0tKhpdXgcu3sWdUGEzvD63LsT5LRKQKKFCJyIXxHIHU28B72CqnRcPq68AdDCcawi9+DWHOUp7rho1L4LuSrkoNBUcpv5qMgc82w8KNUHCse8uGMH0AxERU6vRERM6HApWInD/vCUgbBd79VjkjEr7uBfkhcKwRPPYEhJSyIPz4AesMvpNFNt1s2MxaK1XWVal8N8xfDWv3+OuuToQJ14NTv8pEJLD0W0hEzo83DdJuB89Oq5wVAV9dD65QSImHJ56AkBJ+tXjc1p5Smz4H47sqZbdD1yG+tVJl/DpKy4a//w/2nvDX3dIVhne29qYSEQkwBSoRKT9vFqTdAW7f+XjZYVaYyg2DQ03hyUdLDlPHk2H5W3DqsL+uYXPfVamEsn/m3hPw/P8g1XcmYEgQ3Hc9dEuslCmJiFQGBSoRKR+TDeljwb3JKuc6rTCVHQEHmsNvfwVBjuLP8eTDhs/guy+KX5W6cqi1Xqqsq1IA6/bAa19Dvm+n9IYR1nqpFuU8tkZEpJooUInIuRkXpE+E/G+scl6wFaayImF/C/j9I2cfOnxsv7Wv1JlXpfqPhdhzXJXyGlj0HXzyvb+uTRxM6299ok9EpIZRoBKRshk3ZDwIecutcn6QtQA9PRr2t4KnHi4epjz5sGExfLe0+FWpbjdC18HgcJz9M4rKzYdXv4RNyf66XpfC2B4QfI7niogEiAKViJTOeCFjBrgWW2W3w9oa4WRDOHgp/GEGOIqEqWP7rbVSqUf8dbEJ1lqp2Obn/nknsmDuMjjo2yTUZoPRV8MNHbX4XERqNAUqESmZMZD5CLgWWmWPHdb0gOON4EhH+P1kf5hy58OGTyFpWZGrUg5rT6nyXJUC+OkovLDcOk4GICwYHuwLl5cjiImIBJgClYiczRjIehJy/2mVvTbrOJkjTeDEFfDbSf6z8lJ2w4q3Ie2o//mxCdZaqYblDENf/gT/XAMeXxiLj4IZA6BJ/UqbkohIVVKgEpGznf4j5MyzvjdYBx0fSIC0K+HJcVaYynfBuo/hhxUUbltuD4KrhkKXQeW7KuXxwr/Xw7Jt/rqOTWFyX4goZZd1EZEaSIFKRIo7PRey/89f3tgN9iVC1rXwxJ1gt8GhHbDyHcgostFmXCL0u9s6i688sl3wj5WwtcinAAd2gNHdi6/LEhGpBRSoRMQv+zU4/ZS/nNQZdrWBvOvgV7eDOxfWLIJtX/nbOIKh+01wRX//bcBzSUmH55bB0QxfHza4uwf0aVdpUxERqU4KVCJiyXkXsh73lzd3gm0dgd7w8C1wYBuseheyUv1tmrSBvndD/bjy/5wth+CllZCdZ5XrOWFqf2jXuDJmISISEApUIgK5H0LGQ1CwM8GP7eGHKyC4H0waYG3QuWOtv32QE3r8DC67HmzlvCpljLVWasF663uAZvVhxkBoFFmJkxERqX4KVCIXO9cSSJ8KNl/I2dkGNl4J4YNh/PWw6K/F95Vq3h763AVR53H8i9sDb6+1Ps1XoEsC3NfH2h5BRKSWqzUrP5966il69uxJeHg49evXL7HNzJkz6datG06nky5dupSr33nz5tG3b1+ioqKw2WykpaWV2O7TTz/lmmuuISwsjNjYWG699dYLm4hITZK3CtImgs13Vt6eVrDmWogeBhP7w5KX/WEqJBT63gXDp59fmMrIhT9/XjxMDbsCpg1QmBKROqPWBKq8vDxGjRrF5MmTS21jjGHChAmMHj263P1mZ2czZMgQHn/88VLbLFy4kLFjx3Lvvffy/fffs3r1au68887zGr9IjZO3Fk7dDTa3VU5OgK+vg0Y3wb39YMVbcGSX9VhYJNz2KHS47vx2LD9wCn73sbVpJ1iHJ9/fG0Z2sz4tKCJSR9SaW36/+c1vAHjjjTdKbTN37lwAjh8/zg8//FCufmfNmgXAypUrS3zc7XYzc+ZM/vSnPzFx4sTC+nbt9GkkqcXyv4OTY8DhWxh+qCmsHQIjp0JiY1jzAezeZD0WFAI3ToHo81h4DvDdfpj3Jbh8gS06zNqss1WjypuHiEgNUWuuUAXKpk2bOHToEHa7na5du9KkSROGDh3K1q1bAz00kQvj3grHR4IjxyqnxMOam2DC49CqCWxeCd//z3rMZoNBEyGuZfn7NwY+/h7+vtwfplrFwpM3K0yJSJ2lQHUOe/bsAWDOnDn8+te/5pNPPqFBgwb06dOHU6dOlfo8l8tFRkZGsS+RgHPvhqM/g6DTVvl4LKy5FSY+AeHhsOc7WP2+v33vO6Dl5eXvP88NL6+CDzf56665BH41FBqEV8oURERqooAGqjlz5mCz2cr82rBhQyCHiNdrnS32xBNPMHLkSLp168b8+fOx2Wz85z//KfV5Tz/9NNHR0YVfCQkJ1TVkkZJ5kuHIjRDsC/cnY2DNHTDhCXA64chuWPYGhcfIdBsKHXuVv//U0/DMZ7Bur79uZDdrzVRIrVldICJyQQL6W27atGmMGTOmzDaJiYnVM5hSNGnSBICOHTsW1jmdTi655BKSk5NLfd5jjz3GQw89VFjOyMhQqJLA8RyBg0MgLM0qp0XD2nvg3kesM/dSj8JnL4En33q87TVw9fDy97/nOPz9f5Duu43oDLKCVNfzuFUoIlKLBTRQxcbGEhsbG8ghnFPBNgw7duygVy/rv9bz8/PZt28fLVuW/sfC6XTidOpwV6kBPMch+QaIOGmVMyLh24kw7pfWUTHZ6fDp8+Dy3QZs3t7aHqG8n+ZbuxteX23tNQUQW89afN48pvLnIiJSQ9Wa6/DJycmcOnWK5ORkPB4PSUlJALRp04Z69eoBsGvXLrKyskhJSSEnJ6ewTceOHQkJCeHQoUMMGDCAt956i+7duwOQkpJCSkoKu3ZZHw/fvHkzkZGRtGjRgpiYGKKionjwwQeZPXs2CQkJtGzZkj/96U8AjBo1qnr/TxA5X+5TsG8gRB23ylkRsHEy3PVzK0zl58Lif0CmL2w1bAaD7wNHOX41eA18sBEWb/bXtY2HKf0hKrTy5yIiUoPVmkD15JNP8uabbxaWu3btCsCKFSvo27cvAJMmTWLVqlVntdm7dy+JiYnk5+ezY8cOsrOzC9u89NJLhVsyAPTu3RuA+fPnM378eAD+9Kc/ERQUxNixY8nJyeGaa65h+fLlNGjQoErmKlIp3OmweyA0SLHK2WGQNB1G/9wqez3wxWtw3Hfrul4DuHEqhISdu++cfHhlFSQd8Nf1bgt3X2vtNSUicpGxGVNwqJZUpYyMDKKjo0lPTycqKirQw5G6Lj8TdvaDWF/gyXXCDw/D8JlW2RjroOMfV1vlkDC45WGIaXruvo9nwtxlcCjNKttsMKY7DOxwfpt+iojUAuX9+11rrlCJSDnlZcH2gdDYF6bygmH7L60jYwpsWuIPU/YgGPJA+cLUjhR4YTlkuaxyeAhM7guXNavUKYiI1DYKVCJ1Sc5p2H4DNNtnlfODYPejMGiav832NbDuY3+5/z3QrO25+165A95ZAx7fRe3G0dbi88bRlTZ8EZHaSoFKpK44nQHbboSW1ma0uB2w/zHoUyRMHdgGq97xl6+9BS69qux+PV5YsA7+96O/rlMzeLAPhOuTrCIioEAlUjdkZMDWm6D1TqvsscPhx6FnkTB14gB8/gr4NqulUx/oMrDsfrNc8I8V8OMRf92gy2DUVeDQQQsiIgUUqERqu1OpsHUktNtulb02OPYYXFUkTGWegk9fhHzf2qdWneG6UWUvIj+SBs8tg2OZVtlhh3t6wPXluD0oInKRUaASqc1OHIfNd8JlvsO6DXDqUeg8w9/GlQ2fvmBt4AkQ3woG3mvtQ1WaHw7Cyyut7REAIkNhan9rnykRETmLApVIbXXkCGy5Fzr/4K/L+CV0nOUve/KtI2VSfbfsouNg6GQICim5T2Pgi63w3gbre4CEGJg+wNoBXURESqRAJVIbJSfD1snQ7Tt/3emZcOkv/GXjheVvwRHrFABC68GwqRBWSjDK98Bb38DqXf66K1vApN4QGlz5cxARqUMUqERqmz27Ydss6L7BX+eaAq0eL95uzSLYtdH6PigEhk2B6EYl95meY+0vteuYv+6mzjCiK9i1WaeIyLkoUInUJjt+hO2PwbXr/HXuiZAwu3i7zSvg+2XW9zYb3DAR4hJL7jP5JMz9H5zyHY4c7ICJvaD7JZU+fBGRukqBSqS22Pw97Pwt9FwLBReNvHdDk6eKt9uTBF+/7y9fPwYSLy+5z4374JWvIM9tlRuEW+ulEmMrefAiInWbApVIbbBpA+z+I/T6BuwFx2/eBvF/Lr71QcpuWDYf6+N+wJWD4bLrz+7PGPj4e1hUZA3WJY1gWn+oH15VsxARqbMUqERquvXfwp6/wvWrweHblNN2E8TOLR6mUo/C4pesT/YBtO0O3W8+uz+XG177Cjbs89f1aA3je0KwfiWIiFwI/fYUqcnWfAN7n4c+X0OQx6qzD4KGL4HN4W+XnQGfPg8u3zqoZu2g791nb9x5KstaL5V8yirbgNuugiGdyt7kU0REyqRAJVJTffklJL8Mfb+EYN8aJ0cfiHkVbEXeuvkuWPwiZJ60yg2bweD7wXHG23v3Mfj7csjIscrOIHigL3RJqPKpiIjUdQpUIjXR8hVwYD70+wpCfLfwHNdAzBtgK3IgsdcDS1+D48lWOaI+3DgVnGHF+1u9C95cDW7fLcNGkTBjADRrUNUzERG5KChQidQ0ny+Fw+9Avy8h1Hf2nqMrNHgXbEUWjBsDXy6A/VusckgYDJsG9er723i98P5GWLLFX9e+MUzuZx0nIyIilUKBSqQm+XQJpLxnhalw3605R0dosADsZ+xwvmkJ/Lja+t7ugCH3Q8Om/sdz8uDlVda5fAX6toM7r4WgMs7xExGR86ZAJVJT/PcTOLbIClP1fIvL7W2gwXtgr1+87fa1sO5jf7nfPdZC9ALHMqzF54fTfP3Y4M5roH+HKpyAiMjFS4FKpCZ4fxGkfQx9voKoTKvO3gIavA/2M46LOfAjrHrbX772Z9D2an/5xyPw4go47btdGBFi3eLr2BQREakaClQigWQMLPgAHAvghnUQlmvV25tYYcrRpHj7Ewfh81estVEAnfpAlxv8j6/YDu+uBY9vY88m0TBjIMRHVf1cREQuYgpUIoFiDLy9AJrNg8u2+Y+TscdD/ffB0bJ4+8xTsPgFyPeFrsQr4LpR1v5Rbi/861srUBW4ojnc3wfCQ6plOiIiFzMFKpFA8Bp4dx50eR7ij/nrg3tB1D/AEVe8vSsbPn0BTqdb5bhEGDgB7HbIyrVu8W1P8bcf0glu62Y9LiIiVU6BSqS6eb2waA5c/6b/Fp+xQcQvIOLnxXdAB+somSUvQ+oRqxzdCG6cDMEhcCgN5i6D4751V0F2GNcTrru0umYjIiIoUIlUr/x8+Ho8XLfMf4vPVQ/i3gBnSYcYe2H5P+HwTqscWs/aayosEr4/YG2LkOvb+DMqzDrcuE3c2f2IiEiVUqASqS6uw/DTSLhsj78utTW0WXT2Lb4Ca/8LuzZY3wcFw41TICoWPtsM728A39pzWsRYO5/H1Cu5HxERqVIKVCLV4fQKODEJ4rOssgGSb4Bub1qbcpZk80pIWmp9b7PBDRMhpjm8+hWs2e1vd1UiTOwFzuCqG7+IiJRJgUqkKhkPpD8Lrr9BwfF6OaGwZxz0/Y0VlEqyJwm+/o+/fP1oaNAGnl0Cu4/760d0gZu6WBt3iohIwChQiVQVz1FIfQC8a/zrpVLiIWUy3PBg6WEqZQ8sm0/h/byug6FeR/jtx5CabdWFBMGk662rUyIiEnAKVCJVIW8VpE0BTlhlA2y9DPImwOC7Sg9TaUfhs39Yn+wDaNsd7JfD04shz2PVxURY66VaNKzqWYiISDkpUIlUJuOG03+G7L9ReIUpOwzWdYcGI2Hw7aWHqexMa6+pXN85fs3aQUYneGeVv03rRjBtAESHldyHiIgEhAKVSGXxpEDGg5C/xl+XEg/rr4ZWQ6HfyNLDVL4LPnsRMnxXtBo0gQPtYeNmf5vr2sA9PSG4lEXsIiISMApUIpXBtQIypoI5aZW9NusW309toeMN0OfW0p/r9cDS1+DYfqscFg072sL+w1bZZoNRV8Hgy0oPZCIiElAKVCIVYdxw+lnIfs5fV3CL72QsdBoM148o4/kGvvo37N9ilR1O2NYaTvgWn4cFwwN9rXP5RESkxlKgErlQnsOQMRny1/rrjjSGDVdBnhM63wg9h5fdx6bPYdvX1vc2O/zYCtJ9t/TiImHGQGhav0qGLyIilUeBSuRCuP4HGdPAnLLKHrt1i2/npYANrhwO19xYdh87voV1H/nLuxIhPdL6vkMTmNwP6jmrYvQiIlLJFKhEzodxw+lnIPvv/rrMSNjQDU75tjG4agRcPbjsfg5uh5X/9JcPNPc/v397GHONddCxiIjUCgpUIuXlOeT7FN86f93eVrC5E+SHWOVrboErbyi7nxMHYck88Hqt8rFGkNIYHDa461ro275qxi8iIlVGgUqkPFxLIWM6mFSrbBywugccjaNwG/QeI6HLgLL7yToFi1+A/FyrnFof9reEeqEwpR+0b1JVMxARkSqkQCVSFpMPp5+G7Bf8dfmN4b/X+Y+TAbhuFFzRr+y+XNnwyQtwOt0qZ0XAnkugWQOYPtBahC4iIrWSApVIaTwHIf0BcG/w12X2gvfaQv10f931Y6BT73P0lQ+fvQypR6xyrtNawH5FItzXG8JCKn34IiJSfRSoREri+hwyZoBJ81UEw6H74b8eiD/ub9f7TrisV9l9GS988QYc2WmV84OsDT8HXQm3Xgl2LT4XEantFKhEijJ5kPUU5Lzkr7MnwJZHYNXW4mGq793Qoee5+1z2b9j3nfW9xw572sE9g6BH68odu4iIBEyt+U/jp556ip49exIeHk79+vVLbDNz5ky6deuG0+mkS5cu5ep33rx59O3bl6ioKGw2G2lpaWe1+emnnxgxYgSxsbFERUVx3XXXsWLFigufjNRMngOQOqJ4mAoZBt/81QpTcUXCVL97yhemPvsQdn1lfW+AlA4w/XaFKRGROqbWBKq8vDxGjRrF5MmTS21jjGHChAmMHj263P1mZ2czZMgQHn/88VLbDBs2DLfbzfLly9m4cSNdunRh+PDhpKSknNccpAZz74PU4eDe5KsIgXpPwZL7IWlZkTBlgwHjof21ZfdnDPznv7B3qb8uqyM8NB5aN6r04YuISGDVmlt+v/nNbwB44403Sm0zd+5cAI4fP84PP/xQrn5nzZoFwMqVK0t8/MSJE+zatYvXX3+dK664AoBnnnmGF198ka1bt9K4cePyTUBqLs8BSBsJXl9AtreEqHmw4DTsWwyNTvga2mDgeLj06rL7y3PD/P+Ce3mR/2RpDzMfBGetecuJiMh5qDVXqAKlYcOGdOjQgbfeeovTp0/jdrt5+eWXiY+Pp1u3boEenlSU5wik3Qbeg1bZ0R7qfwpvpcP+JcXD1A0Tzh2mUrPhT++DaxXYjVUX1gYemKowJSJSh+k3/DnYbDaWLl3KiBEjiIyMxG63Ex8fz5IlS0pdywXgcrlwuVyF5YyMjGoYrZwX7zErTHn2WWVHG4h8D17ZDCeXQ6zvnD7sMGgitO5adn97T8CLn0HTTRDstuoiW8Ad08HuqKpZiIhIDRDQK1Rz5szBZrOV+bVhw4Zzd1SFjDFMmTKFuLg4vvrqK9atW8eIESMYPnw4R44cKfV5Tz/9NNHR0YVfCQkJ1ThqOSfvKUi9HTy7rLK9JdRbAC99b4Wphr4wZbPD4EnnDlPf7oG/LIL47yHUF6Qj42HUDHAEV9k0RESkZgjoFapp06YxZsyYMtskJiZWz2BKsXz5cj755BNSU1OJiooC4MUXX2Tp0qW8+eabPProoyU+77HHHuOhhx4qLGdkZChU1RTedEgbDZ4frbK9OUS8B89vgdyvoaHveBmbHQbfD62uKKMvA4s2wcrV0HaX/8pUWDT8bDo4w6t2LiIiUiMENFDFxsYSGxsbyCGcU3Z2NgD2MzZftNvteAsOty2B0+nE6XRW6djkAnizIO0OcPs+tGCPh7B34bkt4FkDMQVhygFD7ofEy0vvKzcfXlkFhzZAuwP+NVP1YmDYFOt/RUTkolBrFqUnJyeTlJREcnIyHo+HpKQkkpKSyMrKKmyza9cukpKSSElJIScnp7BNXl4eAIcOHaJ9+/asW7eu8DkpKSkkJSWxa5d162fz5s0kJSVx6pR1y6dHjx40aNCAcePG8f333/PTTz/xy1/+kr179zJs2LBq/H9AKsxkQ/rd4N5olW0NIeRd+Ot28H7jD1N2Bwx9oOwwdSIT/vARpK2Clsn+MNWsHdz2KMQ0rdq5iIhIjVJrFqU/+eSTvPnmm4Xlrl2tNS0rVqygb9++AEyaNIlVq1ad1Wbv3r0kJiaSn5/Pjh07Cq86Abz00kuFWzIA9O5tnck2f/58xo8fT2xsLEuWLOGJJ56gf//+5Ofnc9lll/Hf//6Xzp07V9l8pZKZXEgbB/lrrLKtAQS/DX/ZCc710CDNqrcHwdAHoUXH0vvakQIvL4am2yDC/2+JLgPhmhFagC4ichGyGWNMoAdxMcjIyCA6Opr09PTCtVhSTUwepN8Lecussi0KHG/DX5Kh3ib/Qcf2IOtWXfP2pff15U/w4RJoVWS9lCMY+o2FS6+q2nmIiEi1K+/f71pzhUrkghg3ZDxYJEyFA6/Bs/sgOskfphzBcOMUaN6u5H48XliwDrasgEsPgM1XX68h3PgANGxetfMQEZEaTYFK6i7jgYxp4PrUVxEG3nnw50PQ8HuI9u0N5giGYVOhWduS+zntgpeWQc4aaHHKX5/QEQbeC6ERVToNERGp+RSopG4yXsh8CFwf+iqc4H4e/nwM4jb7w1RQCAybBk3blNzPkXR44WNo8B00zPHXXzkYrr4J7LXmcx0iIlKFFKik7jEGsh6D3AW+iiBw/RX+nApNt0BUpq/aCcOnQZPWJfez5RC8tQgStkOQx6pzhMDAcXDJOTb6FBGRi4oCldQtxkDWbMh5w1fhgOxn4S/Z0HyrP0wF+8JU4xLClDGwdCus+hgSi66XioVhkyGmSTVMREREahMFKqk7jIHTf4Ccl30VNsj6HfwlH1pug0jfnmXBoXDTdIhvdXYfbg+89SUcWQbNU/31CZ3ghnvBGVbl0xARkdpHgUrqjuz/g+y5/nL6k/BXG7QqEqZCwqwwFZd49vMzcuAfn0DQWogpsl6q241w9Y3WUTQiIiIlUKCSuiH7RTj9R3859RH4qxPa/Aj1Tlt1znC4aQY0anH285NPwav/hkbb/Oul7CEwaELZZ/mJiIigQCV1QfZrkOXf7Z6T0+Fv0dBm+xlhaiY0KuGA6g374ON/QeMi66UiGsFNU6BBfFWPXkRE6gAFKqndct6GrMf95eP3wXPx0Ha7/1gYZwTcPBNiz9h80xj4aD1sXQSN0/z1zS+HwfdCSGhVj15EROoIBSqpvXLfh8xf+MtHx8LcltBuhz9MhdazwlTDZsWf63LD64shZyU0yPXXdxsOVw8Fmw0REZHyUqCS2in3I8iYDviOoky5Df7etniYCou0wlRM0+LPTT0NL70Lkd9DmNeqs4XA0EnQslO1TUFEROoOBSqpfVxLIGMy4AtDR26CF66A9jsg3PfpvLBIuHnW2XtG7ToKC+ZDw2R/XXgj+Nk0iG5UHaMXEZE6SIFKahfXCki/D3Bb5cM3wD+ugnY/+cNUeLR1ZapB4+LP/WorrH4HGqb565peDjdOsDb6FBERuUAKVFJ75H0N6eOBPKt8uA/8o5cVpsJ866Aioq0rU/WLfDrPa+C9ZXBkMUS7rDoDdLsJug/ReikREakwBSqpHfLWQfpYwBecDl8LL/U7I0zVhxGzIDrO/7ycfHj1XbCth1DfLUJCYNh90PKy6hu/iIjUaQpUUvPlfwfpd4DxLTY/3A3mDYK2O/1hql4D68pU0XVQR9PhzZchcp+/zhkLI2dAdGx1jV5ERC4CClRSs+VvhbQxYHxHxxy5HF65ES7dBaG+23eRMVaYiioSkjbvgSWvQmSavy6uE9w8CYJDqmv0IiJykVCgkprLvQPSRoFJs8opHeDVm6HN7iJhqqF1my+yof95S76C7R9AvYL1UjboPAx6an8pERGpGgpUUjO590DabWBOWuWjreHVW+CSvf4wFRVrXZmKjPE9xwv/XACnvwGnb72UCYEh98ElWi8lIiJVR4FKah7PfkgbCd5jVvlYIrx6uxWmnL5P+EU3ssJUvQZWOSMb5r8IIXvA4evH0RDGzIKohoiIiFQlBSqpWTyHIfU28B62yieaw+u3Q6t9RcJUnC9M1bfKew/Ch/+AsFR/Pw0ug9vuh6Dgahy8iIhcrBSopObwHPVdmfLtYn6yMbw+Bloc8Iep+vFWmIqItsrfbID1b0OY73Fjgw5Doe8wrZcSEZFqo0AlNYP3hLUA3bPHKqfGwvw7IeEghORbdQ2awM0zrJ3QjYH3F8KxFRDiO8/PEwIDJ0L7ywMzBxERuWgpUEngedMgbTR4dljl9Bh4425odviMMDULwiPBlQdvvAjen8Du68PEwF2zoIH2lxIRkeqnQCWB5c20wpR7i1XOiLbCVOMUf5iKaWqdzRcWCSnH4L25EHzK30d4e7jzQe0vJSIiAaNAJYHjPQ3pd4I7ySpnRcKbd0P8UQj2HX4c2xyGz4CwevB9Enz5BgT71kt5bdBqENw4IgCDFxER8VOgksAwOdbZfPnrrHJ2BLx1FzQ6USRMJcBNMyA0Aj77CPZ8DkG+9VLuEOg9Djp3Dcz4RUREilCgkupnXJA+AfJXW+WcMPjnnRCT6g9TjVpYYcoeBG/Ohezt/vVS+Q3g9hnQOD4gwxcRETmTApVUL5MP6fdD3nKrnOuEd+6A6Ax/mIpLhOHTIDsb/vUc2E76n2+/FB6YAk5ntQ9dRESkNApUUn2MGzKmQN4Sq5wXDAvGQGQWBHmsuvhWMGwa7NsNS18FR5H1UnF94bbbtL+UiIjUOApUUj2MFzJngesjq5wfBP8eDWE5/jDV+BIYNhVWL4cfF4PDt14qLwSuuhOu6x6QoYuIiJyLApVUPeOFzIch9z9W2e2A/9wGIXlFwlRrGHI/LHwd0rZCwUWo3PowYgpc0jwQIxcRESkXBSqpWsYDmQ9B7gKr7LHDB7eAw+sPU03awHVj4J/PgqfIeqm8S2DiZIiKqP5xi4iInAcFKqk6xmPd5st9zyp77LDoZ4DNH6aatoV2veG9Z8Ge528X0RPuGwNB9hI6FhERqVkUqKRqGA9kzADX+1bZY4cPbwGv3bo6BdCsHUS2gOWvgd23XsrlhI63waDrAjNuERGRC6BAJZXPuCFjOrg+sMoFt/lMkTDVuDVkGzi01L9e6nQDGHYfdEgMxKhFREQumAKVVC7jhoyp4Fpkld0O68qUsfnDVP14OH4SPGn+52VfAuMfgNjI6h6xiIhIhSlQSeUx+dY+UwVbI7gd8MGt1vcFYcoRDKknwOZbQ+WxQ3APmDEagvXPUUREaif9BZPKYfIh40FwfWKV3Q7rNp/N+NdHAXjyi2yJ4IQ2t8Dw67VZp4iI1GoKVFJxJg8yHgDXYqucH2SFKfsZYaqozAYweAJ0bl194xQREakiClRSMSYP0u/zHyeTHwQLb7Vu8ZUapi6BcZMgvn61DVNERKQqKVDJhTMuSJ8EeV9Y5fwgWDgSHJ6Sw5THDlwD08dAWHC1DlVERKQq1ZpdE5966il69uxJeHg49evXL7HNzJkz6datG06nky5dupyzz1OnTjF9+nTatWtHeHg4LVq0YMaMGaSnpxdrl5qaytixY4mOjiY6OpqxY8eSlpZW8UnVZsYF6RP8YSovGN4vI0zlhELjkTDlboUpERGpc2pNoMrLy2PUqFFMnjy51DbGGCZMmMDo0aPL1efhw4c5fPgwf/7zn9m8eTNvvPEGS5YsYeLEicXa3XnnnSQlJbFkyRKWLFlCUlISY8eOrdB8ajWTC+n3Qt4yq5wXbN3mCy4lTKU3gF4Pwm39wK7F5yIiUvfYjDGlLHSpmd544w1mzZpV5hWiOXPmsGjRIpKSks67///85z/cfffdnD59mqCgIH788Uc6duzI2rVrueaaawBYu3YtPXr0YPv27bRr165c/WZkZBAdHU16ejpRUVHnPa4aw+RC+njIW2GVC65MhRT59F5hWyCtFYydAAkNq3mgIiIiFVfev99aQ3WGgv/DgoKs/2vWrFlDdHR0YZgCuPbaa4mOjuabb74pNVC5XC5cLldhOSMjo2oHXh1MDqSNg/xVVtkVYl2ZKilMuR3gvtraX6qes9qHKiIiUp1qzS2/6nDy5El+97vf8cADDxTWpaSkEBcXd1bbuLg4UlJSSu3r6aefLlxzFR0dTUJCQpWMudqYbEgbe0aYKuXKVHYYxIyAGXcrTImIyEUhoIFqzpw52Gy2Mr82bNhQLWPJyMhg2LBhdOzYkdmzZxd7zFbCppPGmBLrCzz22GOkp6cXfh04cKDSx1xtzGlIuxvyv7LKuU5fmMo7O0ylxsDVE+GugeBQXhcRkYtDQG/5TZs2jTFjxpTZJjExscrHkZmZyZAhQ6hXrx4ffvghwcH+T6E1btyYo0ePnvWc48ePEx8fX2qfTqcTp7MOXJ0pDFPfWOWCMOV0FQ9TBjjZCu4cB63PvqInIiJSlwU0UMXGxhIbGxvIIZCRkcHgwYNxOp189NFHhIaGFnu8R48epKens27dOrp37w7At99+S3p6Oj179gzEkKuP9zSk3wX5a6xyrtNaM3VmmHI7IPtKmD4a6ocHZKgiIiKBVGsWpScnJ3Pq1CmSk5PxeDyFn+Br06YN9erVA2DXrl1kZWWRkpJCTk5OYZuOHTsSEhLCoUOHGDBgAG+99Rbdu3cnMzOTQYMGkZ2dzdtvv01GRkbh4vFGjRrhcDjo0KEDQ4YM4b777uPll18G4P7772f48OHl/oRfreTNgvQ7If9bq5wTaoWpMFfxdtlhUP8GePAGCHZU/zhFRERqgFoTqJ588knefPPNwnLXrl0BWLFiBX379gVg0qRJrFq16qw2e/fuJTExkfz8fHbs2EF2djYAGzdu5NtvrcDQpk2bYj+v4DkA77zzDjNmzGDQoEEA3HzzzTz//POVP8mawpsJ6XdA/nqrXFqYOtkQrrkNBl6hw41FROSiVuv2oaqtas0+VN4MSBsD7o1WOTvMOui4aJgywLFWMPou6NA0IMMUERGpDtqHSs6fNwPSRoN7k1U+HW6FqfBcf5v8IMjoAtNGQWxkQIYpIiJS0yhQicWbDmm3gzvJKp8Oh7fvgthT/janwyG8H/xyEDh1Hp+IiEgBBSoBb5rvylSSVc6KgFcnwekIf6A60RC63ALDu2q9lIiIyBkUqC523lTflakfrHJWBLxyHxxtDBjY0RaCg+HOm6Bri4AOVUREpKZSoLqYeU9B2ihwb7HKmfWsMHWsYMNSG4QlwPQB0LR+oEYpIiJS4ylQXay8JyF1FHi2WuWzwhTQqRk82AfC68CO7yIiIlVIgepi5D0BqbeB50ernBFphanjRY6MGXo5jLwS7DqPT0RE5FwUqC423uO+MLXdKqdHWWHqRCOrHOKA8b3g2ksCN0YREZFaRoHqYuI9BqkjwfOTVU6Pgnn3w0nfeYoxETC9P7QM7PmKIiIitY0C1cXCcxRSbwXvLqucFm1dmSoIU23jYUo/iAoL3BhFRERqKQWqi4EnxRemdlvltGjrytSphla5X3u4ozsE6XBjERGRC6FAVdd5jsCpW8Dstcqp9a0wlRoDDjvcdS30bRfQIYqIiNR2ClR1meewL0zts8qnGli3+VJjICoUpvS3bvWJiIhIhShQ1VWeQ74wtd8qn4yxwlRaA2jZ0Fp8HlMvsGMUERGpIxSo6iLPQTh5C5BslU/GWLf50utb2yGMvw5C9NKLiIhUFv1VrWs8yb4wddAqn2hohanM+nB7NxjcSYcbi4iIVDIFqrrEsx9O3AK2Q1b5eKx1m8/dCH7e1zpKRkRERCqdAlVd4dnnC1OHrfKxRlaYqpcAMwZAfHRAhyciIlKXKVDVBSYfjo8C+xlhqvVlcF9vCAsJ7PhERETqOJ18WxfsToUFg8DtgKNx1pqpvtfDtAEKUyIiItVAV6hqu+1H4Lll4GoD2ePhZHO450a4KjHQIxMREbloKFDVZl4vvPIluNxWOa0rzBoACTGBHZeIiMhFRoGqNrPZIMIJqdnQvjFM7geRoYEelYiIyEVHgao2s9ngiWFwJB1aNAS79pcSEREJBAWq2s4ZDImxgR6FiIjIRU2f8hMRERGpIAUqERERkQpSoBIRERGpIAUqERERkQpSoBIRERGpIAUqERERkQpSoBIRERGpIAUqERERkQpSoBIRERGpIAUqERERkQpSoBIRERGpIAUqERERkQpSoBIRERGpoKBAD+BiYYwBICMjI8AjERERkfIq+Ltd8He8NApU1SQzMxOAhISEAI9EREREzldmZibR0dGlPm4z54pcUim8Xi+HDx8mMjISm80GWKk3ISGBAwcOEBUVFeARVq66PDfQ/Gqzujw3qNvzq8tzA82vpjLGkJmZSdOmTbHbS18ppStU1cRut9O8efMSH4uKiqpV/7jOR12eG2h+tVldnhvU7fnV5bmB5lcTlXVlqoAWpYuIiIhUkAKViIiISAUpUAWQ0+lk9uzZOJ3OQA+l0tXluYHmV5vV5blB3Z5fXZ4baH61nRali4iIiFSQrlCJiIiIVJAClYiIiEgFKVCJiIiIVJAClYiIiEgFKVCdp6effhqbzcasWbMK644ePcr48eNp2rQp4eHhDBkyhJ07d5bZT9++fbHZbGd9DRs2rNjPuvrqq4mMjCQuLo6f/exn7Nixo1g/48ePP6uPa6+9tlbMb86cOWc93rhx42L9GGOYM2cOTZs2JSwsjL59+7J169YaP7fExMQS20ydOrWwTU197QD+9re/0a5dO8LCwkhISODnP/85ubm5xdq8+OKLtGrVitDQULp168ZXX31V7PHKfO2qe37V/d6rzrlV9/uuuudX3e+9yppbfn4+v/3tb2ndujWhoaF07tyZJUuWnNWutr7vyjO/QPzNq1RGym3dunUmMTHRXHHFFWbmzJnGGGO8Xq+59tprzfXXX2/WrVtntm/fbu6//37TokULk5WVVWpfJ0+eNEeOHCn82rJli3E4HGb+/PmFbQYPHmzmz59vtmzZYpKSksywYcPO6nfcuHFmyJAhxfo6efJkrZjf7NmzzWWXXVas3bFjx4r188wzz5jIyEizcOFCs3nzZjN69GjTpEkTk5GRUaPnduzYsWJtli5dagCzYsWKwjY19bV7++23jdPpNO+8847Zu3ev+fzzz02TJk3MrFmzCtssWLDABAcHm1deecVs27bNzJw500RERJj9+/cXtqms1y4Q86vO9151z60633eBmF91vvcqc26PPPKIadq0qfn000/N7t27zYsvvmhCQ0PNpk2bCtvU5vddeeZX3X/zKpsCVTllZmaaSy+91CxdutT06dOn8B/Xjh07DGC2bNlS2NbtdpuYmBjzyiuvlLv///u//zORkZFl/oM8duyYAcyqVasK68aNG2dGjBhx3vM5UyDmN3v2bNO5c+dSn+P1ek3jxo3NM888U1iXm5troqOjzUsvvVSj53ammTNnmtatWxuv11tYV1Nfu6lTp5r+/fsXq3vooYdMr169Csvdu3c3Dz74YLE27du3N48++qgxpvJeu0DN70xV9d4LxNyq630XqPmdqaree5U9tyZNmpjnn3++WN2IESPMXXfdVViuze+78szvTFX5N68q6JZfOU2dOpVhw4YxcODAYvUulwuA0NDQwjqHw0FISAhff/11uft/7bXXGDNmDBEREaW2SU9PByAmJqZY/cqVK4mLi6Nt27bcd999HDt2rNw/t0Cg5rdz506aNm1Kq1atGDNmDHv27Cl8bO/evaSkpDBo0KDCOqfTSZ8+ffjmm29q/NwK5OXl8fbbbzNhwoTCg7EL1MTXrlevXmzcuJF169YBsGfPHhYvXlx4SzMvL4+NGzcWe10ABg0aVPi6VNZrF4j5laSq3nuBmlt1vO8COb8CVfneq+y5uVyuYs8BCAsLK3xObX/fnWt+JanKv3lVItCJrjb417/+ZTp16mRycnKMMaZYWs/LyzMtW7Y0o0aNMqdOnTIul8s8/fTTBjCDBg0qV//ffvutAcy3335bahuv12tuuumms/5LbMGCBeaTTz4xmzdvNh999JHp3Lmzueyyy0xubm6Nn9/ixYvN+++/b3744YfC/wqKj483J06cMMYYs3r1agOYQ4cOFXvefffdV+6fXRNeu3//+9/G4XCcNY+a/NrNnTvXBAcHm6CgIAOYyZMnFz526NAhA5jVq1cXe85TTz1l2rZta4ypnNcuUPM7U1W99wI1t+p43wVyfkVV1XuvKuZ2xx13mI4dO5qffvrJeDwe88UXX5iwsDATEhJijKn977tzze9MVfk3r6ooUJ1DcnKyiYuLM0lJSYV1Rf9xGWPMhg0bTOfOnQ1gHA6HGTx4sBk6dKgZOnRouX7G/fffbzp16lRmmylTppiWLVuaAwcOlNnu8OHDJjg42CxcuLBcP7umzM8YY7Kyskx8fLz5y1/+Yozx/3I4fPhwsXaTJk0ygwcPrjVzGzRokBk+fPg5+6opr92KFStMfHy8eeWVV8wPP/xgPvjgA5OQkGB++9vfGmP8v9i/+eabYs/7/e9/b9q1a2eMqfhrF8j5nakq3ns1ZW7GVP77ribNryree1U1t2PHjpkRI0YYu91uHA6Hadu2rZkyZYoJCwszxtT+99255nemqvqbV5UUqM7hww8/LPxHU/AFGJvNZhwOh3G73YVt09LSChd3du/e3UyZMuWc/Z8+fdpERUWZv/3tb6W2mTZtmmnevLnZs2dPucbcpk2bYvfQy1IT5lfUwIEDC9cI7N692wDFFi0aY8zNN99s7rnnnloxt3379hm73W4WLVp0zv6MqRmvXa9evcwvfvGLYnX//Oc/TVhYmPF4PMblchmHw2E++OCDYm1mzJhhevfubYyp+GsXyPkVVVXvvZowt6Iq831XU+ZXVe+9qv69kpOTYw4ePGi8Xq955JFHTMeOHY0xpta/7841v6Kq8m9eVdIaqnMYMGAAmzdvJikpqfDrqquu4q677iIpKQmHw1HYNjo6mkaNGrFz5042bNjAiBEjztn/e++9h8vl4u677z7rMWMM06ZN44MPPmD58uW0atXqnP2dPHmSAwcO0KRJkxo/vzO5XC5+/PHHwrG3atWKxo0bs3Tp0sI2eXl5rFq1ip49e9aKuc2fP5+4uLgy1+cUqCmvXXZ2NnZ78V8NDocDY/0HGCEhIXTr1q3Y6wKwdOnSwteloq9dIOcHVf/eC+TczlTZ77uaMr+qeu9V9e+V0NBQmjVrhtvtZuHChYXPqe3vu3PND6rnb16VClCQq9XOvPz53nvvmRUrVpjdu3ebRYsWmZYtW5pbb7212HPGjh1b+EmMonr16mVGjx5d4s+ZPHmyiY6ONitXriz2EdHs7GxjjPUpjIcffth88803Zu/evWbFihWmR48eplmzZhf0Ednqnt/DDz9sVq5cafbs2WPWrl1rhg8fbiIjI82+ffsK2zzzzDMmOjrafPDBB2bz5s3mjjvuuOCPAFfn3IwxxuPxmBYtWphf/epXZz1Wk1+72bNnm8jISPOvf/3L7Nmzx3zxxRemdevW5vbbby9sU/Dx7ddee81s27bNzJo1y0RERFTpa1ed8wvEe6+65haI9111zs+Y6n/vVcbc1q5daxYuXGh2795tvvzyS9O/f3/TqlUrk5qaWtimNr/vyjO/QP3NqywKVBfgzH9czz33nGnevLkJDg42LVq0ML/+9a+Ny+U66znjxo0rVlfw8dMvvviixJ8DlPhVsN9Rdna2GTRokGnUqFHhzx43bpxJTk6uFfMr2B8lODjYNG3a1Nx6661m69atxdp4vV4ze/Zs07hxY+N0Ok3v3r3N5s2ba/zcjDHm888/N4DZsWPHWY/V5NcuPz/fzJkzx7Ru3dqEhoaahIQEM2XKlGK/+Iwx5oUXXjAtW7Y0ISEh5sorryz20WZjKv+1q875BeK9V11zC8T7rjrnZ0z1v/cqY24rV640HTp0ME6n0zRs2NCMHTv2rMXlxtTe91155heov3mVxWZMKdeBRURERKRctIZKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKROQ8eTweevbsyciRI4vVp6enk5CQwK9//esAjUxEAkU7pYuIXICdO3fSpUsX5s2bx1133QXAPffcw/fff8/69esJCQkJ8AhFpDopUImIXKC5c+cyZ84ctmzZwvr16xk1ahTr1q2jS5cugR6aiFQzBSoRkQtkjKF///44HA42b97M9OnTdbtP5CKlQCUiUgHbt2+nQ4cOXH755WzatImgoKBAD0lEAkCL0kVEKuD1118nPDycvXv3cvDgwUAPR0QCRFeoREQu0Jo1a+jduzefffYZzz77LB6Ph2XLlmGz2QI9NBGpZrpCJSJyAXJychg3bhwPPPAAAwcO5NVXX2X9+vW8/PLLgR6aiASAApWIyAV49NFH8Xq9/PGPfwSgRYsW/OUvf+GXv/wl+/btC+zgRKTa6ZafiMh5WrVqFQMGDGDlypX06tWr2GODBw/G7Xbr1p/IRUaBSkRERKSCdMtPREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQqSIFKREREpIIUqEREREQq6P8BUvOzdfsxNOcAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V IBARDIN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V AGORRETA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LA TRINITE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MEABAN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V EMERAUDE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP ST MARIE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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TT4waNapA21122WWEhIQQExPD5s2bnQXYjTfeyB9//MFLL72Ev79/nncDM+V1jpfq2LFjef68//jjjwA57jC///77Lsvr169n//79XH/99QBcd911VKtWjZ07d+b5/fX29qZy5crccMMNbN26lVatWuXaLrOIvuGGG9ixYweJiYkux/7ggw+K4jLkcNNNN2GM4dChQ7nmdfXVVwOF+/+guL6Hbm5uGGNy5PDGG2+Qnp6e6zYX+h6KFIbugJVCQ4YMoWHDhgQFBfHDDz8wadIkEhMTnX1fctO+fXsWLlzIVVddxe+//86zzz5Lx44d2bFjh/OX8YwZM/D09GT06NG57iOzYHvqqaf4z3/+Q5s2bVi4cCHdu3fnhx9+4MorryQ6Ohp3d3feeOMN5y/Rt956i2rVqrFmzRp69uxZxFejfOnYsSPVq1dn5MiRPPnkk3h5efH+++/n+AOZmwYNGjBt2jSmTJnCnj176NWrF9WrV+f333/nu+++w8/Pj6effhqwhnK4+eab6dChA+PGjeOKK67gwIEDfPHFF84/Ipl/DGfOnMmwYcPw8vKiadOmNG3alAceeIBXXnkFd3d3evfuzb59+5g6dSr169cv1GPlatWqMXToUObOnUtwcDA333xzgbft3r07r7zyCpUqVeK6664DrDs7DRs2ZNWqVdxyyy14eub/KyxzpPv58+dTtWpVfH19adiwYa6PHgvj66+/ZsyYMQwZMoSOHTtSs2ZNkpKSWLRoEStXrmTo0KE57h4mJCRw//33c+edd3Lw4EGmTJnC5ZdfzsMPPwxAlSpVeOWVVxg2bBh//vknd9xxB7Vr1+aPP/4gMTGRP/74g7lz5wLW96xTp0507tyZhx56iAYNGnD8+HH+97//8cknnzgHBR47dixvvvkmffv25dlnn6VOnTq8//77ziKxqF133XU88MAD3HvvvSQkJNClSxf8/Pw4fPgw69at4+qrr+ahhx6iWbNmNG7cmIkTJ2KMoUaNGnzyySe5/o7L6+e0atWql5Srv78/Xbp04YUXXiAwMJAGDRoQFxfHggUL8hzw9ULfQ5FCsfcdgIrjueeeM35+fs6Pu7u78fHxcYllf3sqU0JCggHM5s2bC3y8EydOmDp16jjfRkpISDB16tQxhw4dcrYJDg42//3vf53LmW/0TJo0yWVfV199tZk4caIxxpiHH37YeHh4uOTt5+dn3NzczJw5c3Lkkf0Y5VFeb0G2aNEi1/br16834eHhpnLlyqZWrVrm/vvvN1u2bDGAeeutt5ztchuGwhjrba4bbrjB+Pv7Gx8fHxMcHGzuuOMOl2EKjLHeSOvdu7cJCAgwPj4+pnHjxmbcuHEubSZNmmTq1q1r3N3dXd6KS09PNzNmzDBXXXWV8fLyMoGBgebuu+82Bw8eLPB5ZlqzZo0BzPTp0/Ntl93HH39sAHPjjTe6xEeMGGEAM2vWrBzbkO0tSGOMefnll03Dhg2Nh4eHyzXOK/dhw4blGFohu4MHD5onnnjCXHfddSYoKMh4enqaqlWrmvbt25tXXnnFnDt3ztk28w26VatWmcjISFOtWjVTqVIl06dPH7N79+4c+46LizN9+/Y1NWrUMF5eXubyyy83ffv2NR9++KFLu71795rhw4ebyy+/3Hh5eZlatWqZjh075ngjb+fOnebGG280vr6+pkaNGua+++5zXtuCvgW5adOmXNf37ds312v15ptvmvbt2xs/Pz9TqVIl07hxYzN06FCTkJCQI6+qVaua6tWrmzvvvNMcOHAg1+9hXj+nwcHBpm/fvjmOD5hHHnkkx/UCzAsvvOCM/frrr6Z///6mevXqpmrVqqZXr17mhx9+MMHBwWbYsGE5rkNBv4ciBaECrIQcO3bM7N692/lp166dmTFjhkss6/g0WWVkZBgvLy8THR1dqGP26NHDjBw50hhjzH//+1/j5uZmPDw8nB/AuLu7O3+B7tmzxwDm3XffddnPgAEDzODBg40xxowcOdK0a9fOJe/Mz99//50jh4pQgBWXsWPHmpo1a9qdxiUbP368qVSpkjl69KjdqdjiQkWMlH76Hkpx0CPIElKjRg2Xt3IqVapE7dq1C9R5c8eOHaSlpeX5tlluUlNT2bVrF507dwYgMjIyR4fliIgIIiMjnVOpNGjQgLp16/LTTz+5tPv555/p3bs3AG3btmXx4sXUrl0bf3//AucjBZeUlER8fDxLliwhPDzc7nQu2oYNG/j555+ZM2cODz744CU/9hMRKU9UgJUyv/zyC++//z59+vQhMDCQnTt38uijj3LNNdc4+8GA1T/mtttuc3Zq/uc//8nNN9/MFVdcQVJSEs8++ywpKSnON4xq1qyZ4w+gl5cXQUFBzrfS3NzceOyxx3jyySdp3bo1bdq04Z133uHHH3/ko48+Aqz+aS+88AL9+vVj2rRp1KtXjwMHDrBkyRIee+wx6tWrx9mzZ9m5cycAZ8+e5dChQ2zbto0qVarobaECWLFiBaNGjaJDhw7MnDnT7nQuWnh4OJUrV+amm27i2WeftTsdEZHSxe5bcBVV165dXfr7ZDpw4IDp0qWLqVGjhvH29jaNGzc2o0ePNseOHXNpFxwc7NJPYuDAgeayyy4zXl5epm7duub22293mZomN3k9HoyKijL16tUzlStXNuHh4Wbt2rUu6w8fPmyGDh1qAgMDjY+Pj2nUqJEZMWKEc1TuzL4W2T9du3Yt0LUREREp79yMMcbWClBERESkgtE4YCIiIiIlTAWYiIiISAlTJ/xilJGRwW+//UbVqlXznK5FREREShdjDMePH6du3bqFmgu5MFSAFaPffvuN+vXr252GiIiIXISDBw/mmNWiqKgAK0aZU2UcPHhQY2aJiIiUESkpKdSvX/+Sp7zKjwqwYpT52NHf318FmIiISBlTnN2H1AlfREREpISpABMREREpYSrAREREREqY+oCJiEiFkJGRwdmzZ+1OQ0oBLy8vPDw8bM1BBZiIiJR7Z8+eZe/evWRkZNidipQS1apVIygoyLZxOlWAiYhIuWaM4fDhw3h4eFC/fv1iG1hTygZjDKdOnSIpKQmAyy67zJY8VICJiEi5du7cOU6dOkXdunWpXLmy3elIKVCpUiUAkpKSqF27ti2PI/XPABERKdfS09MB8Pb2tjkTKU0yi/G0tDRbjq8CTEREKgTNyStZ2f3zoAJMREREpISpABMREZFC2bdvH25ubmzbts3uVMosFWAiIiKlUFJSEg8++CBXXHEFPj4+BAUFERERQXx8vN2plUp//fUXkZGRBAQEEBAQQGRkJH///bfdaeVJb0GWRSnAMqAz0NDeVEREpHj079+ftLQ03nnnHRo1asTvv//Ol19+yZ9//ml3agXy66+/cvnll5dYX6vBgwfz66+/snLlSgAeeOABIiMj+eSTT0rk+IWlO2Bl0YPAMKAF8CZg7E1HRESK1t9//826deuYMWMGN9xwA8HBwbRr145JkybRt29fZzs3Nzfmzp1L7969qVSpEg0bNuTDDz902dehQ4cYOHAg1atXp2bNmvTr1499+/a5tHnrrbdo3rw5vr6+NGvWjDlz5ris/+6777jmmmvw9fUlLCyMrVu3XvAcpk6dSqNGjXjyySfZs2fPxV+MAti1axcrV67kjTfeIDw8nPDwcF5//XU+/fRTfvrpp2I99sWyvQCbM2cODRs2xNfXl9DQUNauXZtv+7i4OEJDQ/H19aVRo0bMmzcvR5uYmBhCQkLw8fEhJCSEpUuX5rm/qKgo3NzcGDt2rEv8xIkTjBo1inr16lGpUiWaN2/O3LlzL+oci1x1x39PA/cBd2PdFRMRkXKhSpUqVKlShWXLlpGamppv26lTp9K/f38SExO5++67ueuuu9i1axcAp06d4oYbbqBKlSp88803rFu3jipVqtCrVy/ntEyvv/46U6ZM4bnnnmPXrl08//zzTJ06lXfeeQeAkydPctNNN9G0aVM2b97MU089xT//+c8LnsOsWbOYOnUqcXFxXHnllXTp0oUFCxZw/PjxfM85r0/v3r3zPFZ8fDwBAQG0b9/eGevQoQMBAQGsX7/+grnawtgoOjraeHl5mddff93s3LnTjBkzxvj5+Zn9+/fn2n7Pnj2mcuXKZsyYMWbnzp3m9ddfN15eXuajjz5ytlm/fr3x8PAwzz//vNm1a5d5/vnnjaenp9mwYUOO/X333XemQYMGplWrVmbMmDEu6+6//37TuHFj8/XXX5u9e/ea1157zXh4eJhly5YV+PySk5MNYJKTkwu8TYGkGGM6GGPI8mlijEko2sOIiJQHp0+fNjt37jSnT58+Hww1xlxuwye04Hl/9NFHpnr16sbX19d07NjRTJo0ySQmJrq0AczIkSNdYu3btzcPPfSQMcaYBQsWmKZNm5qMjAzn+tTUVFOpUiXzxRdfGGOMqV+/vvnggw9c9vHMM8+Y8PBwY4wxr732mqlRo4Y5efKkc/3cuXMNYLZu3Vqgc9m3b5955plnzFVXXWUqV65shgwZYlatWuWS1+7du/P9/Prrr3nu/7nnnjNXXnlljviVV15pnn/++Vy3yfXnwqHY/n5nYWsB1q5duxw/OM2aNTMTJ07Mtf3jjz9umjVr5hJ78MEHTYcOHZzLAwYMML169XJpExERYQYNGuQSO378uLnyyitNbGys6dq1a44CrEWLFmbatGkusbZt25onnniiQOdmTDF/A/8y1v/IWYswL2PMy8aYjLw3ExGpaHL9Q3u5cf39WVKfywuf+6pVq8zTTz9twsPDjYeHh3nrrbec6wHzzjvvuGwzduxYc/311xtjjHn44YeNh4eH8fPzc/m4ubmZOXPmmKSkJAOYSpUquaz38fExtWvXdu7vhhtucDnGtm3bClWAZfX222+bKlWqGMD89ddfhd4+N88995y56qqrcsSbNGlioqKict3G7gLMtk74Z8+eZfPmzUycONEl3rNnzzxvF8bHx9OzZ0+XWEREBAsWLCAtLQ0vLy/i4+MZN25cjjYvv/yyS+yRRx6hb9++9OjRg2effTbHsTp16sTy5csZPnw4devWZc2aNfz888/MnDkzz3NKTU11uVWcklKMzwWrAauAbkCiI5YGjAW+wuobVrP4Di8iUqYFlY3j+vr6cuONN3LjjTfyr3/9i/vvv58nn3ySe+65J9/tMju+Z2RkEBoayvvvv5+jTa1atThz5gxgPYbM+vgOcE7PY8yldzQ+evQo0dHRLFy4kG3bttG7d2+GDRtGQECAs02VKlXy3Ufnzp35/PPPc10XFBTE77//niP+xx9/UKdOnUtLvpjYVoAdPXqU9PT0HBemTp06HDlyJNdtjhw5kmv7c+fOcfToUS677LI822TdZ3R0NFu2bGHTpk155jdr1ixGjBhBvXr18PT0xN3dnTfeeINOnTrluU1UVBRPP/10nuuLXA1gNXAD8EOW+HKgDbAIyDtdEZGKK8HuBC5OSEgIy5Ytc4lt2LCBoUOHuixfc801ALRt25bFixdTu3Zt/P39c+wvICCAyy+/nD179jBkyJA8j/nuu+9y+vRp5xyKGzZsuGCuqampfPLJJyxcuJCVK1fSokULhg0bxmeffUatWrVytL/QmGKZx85NeHg4ycnJfPfdd7Rr1w6AjRs3kpycTMeOHS+Yqx1sH4Yi++upxph8X1nNrX32eH77PHjwIGPGjGHVqlX4+vrmeZxZs2axYcMGli9fTnBwMN988w0PP/wwl112GT169Mh1m0mTJjF+/HjnckpKCvXr18/zGEUiEKsIux74MUv8V0fsaWAiUPLzjIqIyEU6duwYd955J8OHD6dVq1ZUrVqVhIQE/v3vf9OvXz+Xth9++CFhYWF06tSJ999/n++++44FCxYAMGTIEF544QX69evHtGnTqFevHgcOHGDJkiU89thj1KtXj6eeeorRo0fj7+9P7969SU1NJSEhgb/++ovx48czePBgpkyZwn333ccTTzzBvn37+M9//nPBc3j44Yf57LPPGDx4MAkJCbRq1Srf9k2aNLno69W8eXN69erFiBEjeO211wBrGIrMlwdKpWJ7uHkBqampxsPDwyxZssQlPnr0aNOlS5dct+ncubMZPXq0S2zJkiXG09PTnD171hhjdSZ86aWXXNq89NJL5oorrjDGGLN06VIDGA8PD+cHMG5ubsbDw8OcO3fOnDp1ynh5eZlPP/3UZT/33XefiYiIKPA5lsQzZKffjDFXmtz7HHR3rBcRqYDy6+tTWp05c8ZMnDjRtG3b1gQEBJjKlSubpk2bmieeeMKcOnXK2Q4ws2fPNjfeeKPx8fExwcHBZtGiRS77Onz4sBk6dKgJDAw0Pj4+plGjRmbEiBEuf5vef/9906ZNG+Pt7W2qV69uunTp4vL3OT4+3rRu3dp4e3ubNm3amJiYmAv2Adu9e7dJS0sruotyAceOHTNDhgwxVatWNVWrVjVDhgzJt49Zhe0D5u3tTWhoKLGxsdx2223OeGxsbI7qPlN4eHiOAdVWrVpFWFgYXl5ezjaxsbEu/cBWrVrlvAXZvXt3tm/f7rKPe++9l2bNmjFhwgQ8PDxIS0sjLS0Nd3fXUTo8PDzIyMi4+JMuTpdh9f3qAuzNtu5LrEeSC4GIkk1LREQKz8fHh6ioKKKioi7Ytm7duqxatSrP9UFBQc4hJfIyePBgBg8enOf6Dh065HhEaC7QN+xS7mhdjBo1avDee++V6DEvha2PIMePH09kZCRhYWGEh4czf/58Dhw4wMiRIwHrkd6hQ4dYuHAhACNHjuTVV19l/PjxjBgxgvj4eBYsWMCiRYuc+xwzZgxdunRhxowZ9OvXj48//pjVq1ezbt06AKpWrUrLli1d8vDz86NmzZrOuL+/P127duWxxx6jUqVKBAcHExcXx8KFC3nppZdK4tJcnHpYRVhX4EC2dUlAL6zHkdMAr5JNTURERM6ztQAbOHAgx44dY9q0aRw+fJiWLVuyYsUKgoODATh8+DAHDpyvJBo2bMiKFSsYN24cs2fPpm7dusyaNYv+/fs723Ts2JHo6GieeOIJpk6dSuPGjVm8eHGOtzsuJDo6mkmTJjFkyBD+/PNPgoODee6555zFYanVgPNF2KFc1k8H4rA66AeXXFoiIiJynpu50D1EuWgpKSkEBASQnJyc69snxepnrCIs9xdKrWEs3gRuy2O9iEg5cebMGfbu3eucdUUE8v+5KIm/37ZPRSTF5CqsO2FZ3/T1ybL8N3A7MAo4U6KZiYiIVHgqwMqz5lgd8DMHZE0FLgf6ZmkzGwjHumMmIlKO6YGPZGX3z4MKsPLuaiAW65EjwDasQuxlwDdLrC3wbolmJiJSIjJHdM+cfFoErInKAecoCiXN9oFYpQRcgzVtUQ8gBWvgVi9gLRCJNYDrSWAo1h2zV4H8Z4QQESkzPD09qVy5Mn/88QdeXl45hhiSisUYw6lTp0hKSqJatWrOAr2kqQCrKK4FVgI9gRPA51jf/XhgPPCWo907wAZgMdC65NMUESlqbm5uXHbZZezdu5f9+/fbnY6UEtWqVSMoyK5JQfUWZLGy9S3IvKzFGg/slGP5diAa+D9gJFZxBlaH/ZeAh4C8Z4YSESkzMjIy9BhSAOuxY353vkri77fugFU0nYFPsDrinwGWYD16fA9oBwwEtmL1E3sE603KNzjfh0xEpIxyd3fXMBRSauhBeEXUDfgY8HYsRwP3Ao2wHkn+I0vbGKxpjC488b2IiIgUkAqwiqon1t2vzJc/3gUedCzPApYC1R3r9mPdOfs3UEqnwhQRESlLVIBVZH2BDzn/IHoB1mNHA9yKNTxFR8e6c8AEoA/WvJIiIiJy0VSAVXT9sOaFzOyLOA8Yi1WEXQGsASZzviP+F1hvR35VkkmKiIiULyrABO4AFnK+yJoFPI5VhHkBz2EVXnUc649gjSn2L6w7YyIiIlIoKsDEMhhrLLDMIuw/wBNYRRjAjViPJG90LBvgGawO/b9iddZvADxdItmKiIiUaSrA5LxhwGtZlp/HKrIyBWEN5vo85x9ZrgWaYt1F2w/8t/jTFBERKetUgImrEVgTdGd6EojKsuwOTALigPqO2Kks6ysXa3YiIiLlggowyelhXO9kTcYaFT+r67AeSd6SLX4Y+KXYMhMRESkXVIBJ7sYCM7IsP4o1SXdWNYDhuWzbBmtw10ulSbJERKScUgEmeXsc1z5g/8C1jxjkvDMG1nySd2E9zjyVy/r8nMQapX841luXAcD6Qu5DRESklNNckJK/J4CznC/ERmINTTEc2AR8k8+2b2BNbbQYaJFPuyPAp1iF12qsOSqz+przA8KCdWdsDtZbl40c/610oRMREREpPVSAyYU9jVWEZT6SvB9rHslPC7DtDuBaYKZjOzesAmonsByr6NqYz/aXk/Mx5x/AqGyxy7CKseyfho51utcrIiKliAowuTA3rDchz2J1zjdAZCG2Pw08AEwFbsIaXb8gHfX9gc+xCqis9uTS9rDj820u63ywCrHshVnmf6sWIBcREZEipAJMCsYNeBGrCJt9gbZ5+R1rvsnsrsZ6m3IX1gThYD3mXOpYl11DrEFj92T7/J7HcVOBHx2f3NTifGEWAjwE1Mz/VERERC6FCjApODesaYqSsCbxzq4hsLcQ+/sv1lyUDYH3sKY8yvQW1ij7Bmuk/b+A445PCpCO9RamF1AXaIXVl+z7QuYA1iPNPzj/KHQX8H4h9yEiIlIIKsCkcNyBtuRegBW28PkS61HmV7j284oChji+vhNrmqOSFFzCxxMRkQpHBZgUTDpwFDiINRL+xViP9YjxP47lT4HAbG0eAiZkWY69yGN5YPUhq5rtkz2WfflyIOwijykiIlJAKsDEcgTrjtQRrL5U2f/7B5BxiccYAmzBerQ4FKugy6ov1iNOt2yxRY6vuwA3ULBiyjfbfkREREoRFWACfwNXYg2geikaYE3YvSGP9XuxHjXGYI0fFpJt/VGsQi/rW48Pcr4AcweeusQcRURESgGNjiTWwKeFHbE+N/uA7y7QZinWXa5Hclm3EWgNrMwS6wI0dXy9Bvj5kjIUEREpFVSAiXXXaiPWqPdDsCbavpyLe4SX/TFl9j5eYM0z+XUe2/8B9MbqB5bmyOGBLOvnX0ROIiIipYybMUZTHheTlJQUAgICSE5Oxt/f3+50Ci8VOIB1Zyvz8yPWCPbniuF4lbAGbc3UHmtS7ypYBeFZrPG5DmENrioiIlIMSuLvt/qASd58sPqGXZnH+jO4zsE4EWuE+41YhVthnc62vBFrjLC6WMUXwDGsPmSDL2L/IiIipYTtjyDnzJlDw4YN8fX1JTQ0lLVr1+bbPi4ujtDQUHx9fWnUqBHz5s3L0SYmJoaQkBB8fHwICQlh6dKlee4vKioKNzc3xo4dm2Pdrl27uOWWWwgICKBq1ap06NCBAwcuprIop7L2G+uBNX7X/wH7sQZQPYU1qOnn5JzPsTB+y7Y8hJwTdouIiJQhthZgixcvZuzYsUyZMoWtW7fSuXNnevfunWeRs3fvXvr06UPnzp3ZunUrkydPZvTo0cTEnB+pMz4+noEDBxIZGUliYiKRkZEMGDCAjRtzzvi8adMm5s+fT6tWrXKs++WXX+jUqRPNmjVjzZo1JCYmMnXqVHx9fYvuApR1+7J83SCX9ZWAZkAvcp9S6FLkNh+kiIhIGWFrH7D27dvTtm1b5s6d64w1b96cW2+9laioqBztJ0yYwPLly9m1a5czNnLkSBITE4mPjwdg4MCBpKSk8Pnnnzvb9OrVi+rVq7No0SJn7MSJE7Rt25Y5c+bw7LPP0qZNG15++WXn+kGDBuHl5cW777570edX5vuAXcgSoL/j62eBKfm0/Qt4Evgf1t2xldnW1wD+LOBxWwGJBU9TRESkMEri77dtd8DOnj3L5s2b6dmzp0u8Z8+erF+/Ptdt4uPjc7SPiIggISGBtLS0fNtk3+cjjzxC37596dGjR47jZGRk8Nlnn3HVVVcRERFB7dq1ad++PcuWLcv3nFJTU0lJSXH5lGtZpx5qcIG21bGGn1gB3J1tXQNyL77qA5Ox+nxlHTPse6yBXI8XPFUREZHSxLYC7OjRo6Snp1OnTh2XeJ06dThy5Eiu2xw5ciTX9ufOnePo0aP5tsm6z+joaLZs2ZLrXTaApKQkTpw4wfTp0+nVqxerVq3itttu4/bbbycuLi7Pc4qKiiIgIMD5qV+/ft4XoDzYl+XrhoXYLnsBlnU/lbHmh1ztiD8H3I41vth9Wdq9C4QC2wpxXBERkVLC9k74bm6ug00ZY3LELtQ+ezy/fR48eJAxY8bw3nvv5dmfKyPDGsyqX79+jBs3jjZt2jBx4kRuuummXDv9Z5o0aRLJycnOz8GDB/NsWy7sy/J1gwJucziPeFfgTaypjxYC3XH96fQD3gA+wBqWAmA31lAVs7Eea4qIiJQRthVggYGBeHh45LjblZSUlOMOVqagoKBc23t6elKzZs1822Tuc/PmzSQlJREaGoqnpyeenp7ExcUxa9YsPD09SU9PJzAwEE9PT0JCXOfKad68eb5vQfr4+ODv7+/yKdcyH0F6Yw3mWhAx2ZafwupQvwa4F2sex/zcBWwF2jqWzwKjsPqi/VXAHERERGxmWwHm7e1NaGgosbGxLvHY2Fg6duyY6zbh4eE52q9atYqwsDC8vLzybZO5z+7du7N9+3a2bdvm/ISFhTFkyBC2bduGh4cH3t7eXHvttfz0008u+/n5558JDg6+pPMuNwzn74AFU7CfJIN1lyvTeqyO+YV5fAnQxLHtmCyxpUAbIL6Q+xIREbGDsVF0dLTx8vIyCxYsMDt37jRjx441fn5+Zt++fcYYYyZOnGgiIyOd7ffs2WMqV65sxo0bZ3bu3GkWLFhgvLy8zEcffeRs8+233xoPDw8zffp0s2vXLjN9+nTj6elpNmzYkGceXbt2NWPGjHGJLVmyxHh5eZn58+eb3bt3m1deecV4eHiYtWvXFvj8kpOTDWCSk5MLvE2Z8YcxBsenZwG3WZtlm2uNMRlFkMfHxpgaWfbrYYyJMsakF8G+RUSkQiqJv9+2FmDGGDN79mwTHBxsvL29Tdu2bU1cXJxz3bBhw0zXrl1d2q9Zs8Zcc801xtvb2zRo0MDMnTs3xz4//PBD07RpU+Pl5WWaNWtmYmJi8s0htwLMGGMWLFhgmjRpYnx9fU3r1q3NsmXLCnVu5boA22TOFz0PFHCbO7Ns824R5nLAGNMpy74zi8IjRXgMERGpMEri77fmgixG5XocsNXAjY6vHwLmXKD9QaxHjelY/cX2Y/UdKyrngKex3prM/IkOAt7D6tAvIiJSQOV6HDAp464FvBxff8KF30Kcg1V8AYykaIsvsGY1fQaI5fwLAUewisQnKJ7Jw0VERC6SCjC5OAFY8z8C/ApsyqftaWC+42sv4MFizKs71thgmWPxGqy7Ytdj3YUTEREpBVSAycXrn+XrJfm0+4DzI90PpOBDVlysOlgTgE8HPByxb4HWwPJiPraIiEgBqACTi3cL53+CYsj9MaTBmoIo0+jiTsrBHZgArMUaJgOsccL6YQ1fkVpCeYiIiORCBZhcvFpAF8fX/wN+yKXNN1hzNwJ0wOo7VpLCsQZuvT1LbBbQEWskfRERERuoAJNLc6HHkHbc/cquOvAR1pRFPo7YFqzR9D+wKScREanQVIDJpbk1y9fZC7D9wDLH13WBO0ogn7y4AQ8DG4CrHLETwBCsSb5P2pSXiIhUSCrA5NLUw5oQG6xHjf/Lsm42kOH4+iHOD1thpzbAZiAyS+xNrEejuT1CFRERKQYqwOTSZe1flXkX7CTwuuNrb+CBEs0of1WAhcA7gJ8jtgurCJvPhcc0ExERuUQqwOTS5VaAvQ/87fj6LqB2SSZUQEOx7oa1ciyfwRqjbBCQbFdSIiJSEagAk0vXhPNFzEasAU+zdr7/R4lnVHBNsXJ+OEvs/7A66Oc3uKyIiMglUAEmRSPrXbDRwA7H19cBoSWfTqH4YvVX+whrhH+APVhDVbzI+X5sIiIiRUQFmBSNrMNRLMvytV1DT1yM/ljTGHVwLJ8D/gncDBy1KScRESmXVIBJ0WgBXJktVg+4zYZcLkUDrMFjJ2SJrcCaxijOjoRERKQ8UgEmRcMN18eQYPWrKg1DTxSWF9Y8kiuxRvsH+A3oBjwNpNuUl4iIlBsqwKToZC3AfIARdiVSRCKARKzCC6y+YE8BPbAKMhERkYukAkyKzrVAV8fXjwGBNuZSVC4DVgHPcP7/ljVYjyQ/tyknEREp81SASdFxw+ov9RMwzeZcipIH8ARW4VXPETsK9MHqpH/WnrRERKTsUgEmRasy1lyLbnYnUgw6Y70leXOW2IuO+B47EhIRkbJKBZhIYdQEPgb+y/kXDL4DrgE+tCspEREpa1SAiRSWGzAWWA80dsRSgAHASOC0PWmJiEjZoQJM5GKFAVuw5o7M9BrQHmtybxERkTyoABO5FP7AB8DrQCVHbDtWcfYWYGzKS0RESjUVYCKXyg24H2vy7haO2ClgOBAJHLcpLxERKbVUgIkUlRZYHfKzDkD7PtZk5FttyUhEREopFWAiRakyMB+IBqo6YruxJvh+BT2SFBERQAWYSPEYiHXXK8yxfBYYjTU5+Z92JSUiIqWFCjCR4tIY+BYYlyX2MdDGERcRkQpLBZhIcfIGXgI+wRrEFeAg1pyZz2NN8C0iIhWOCjCRknAT1jRGXRzL6cAUIAI4YlNOIiJiGxVgIiWlHvAl8C/Oz5W5GmgNxNqVlIiI2MH2AmzOnDk0bNgQX19fQkNDWbt2bb7t4+LiCA0NxdfXl0aNGjFv3rwcbWJiYggJCcHHx4eQkBCWLl2a5/6ioqJwc3Nj7NixebZ58MEHcXNz4+WXXy7oaYnkzhN4GqsQu8wRS8K6EzYZSLMpLxERKVG2FmCLFy9m7NixTJkyha1bt9K5c2d69+7NgQMHcm2/d+9e+vTpQ+fOndm6dSuTJ09m9OjRxMTEONvEx8czcOBAIiMjSUxMJDIykgEDBrBx48Yc+9u0aRPz58+nVatWeea4bNkyNm7cSN26dS/9hEUy3YD1SLKXY9kAUcD1wH57UhIRkRJkbNSuXTszcuRIl1izZs3MxIkTc23/+OOPm2bNmrnEHnzwQdOhQwfn8oABA0yvXr1c2kRERJhBgwa5xI4fP26uvPJKExsba7p27WrGjBmT43i//vqrufzyy80PP/xggoODzX//+99CnJ0xycnJBjDJycmF2k4qkHRjzL+NMZ7GGByfasaYpTbmJCJSwZXE32/b7oCdPXuWzZs307NnT5d4z549Wb9+fa7bxMfH52gfERFBQkICaWlp+bbJvs9HHnmEvn370qNHj1yPlZGRQWRkJI899hgtWrTItU12qamppKSkuHxE8uUOPAasBRo4Yn9jjRc2Gki1JSsRESlmthVgR48eJT09nTp16rjE69Spw5Ejub8WduTIkVzbnzt3jqNHj+bbJus+o6Oj2bJlC1FRUXnmN2PGDDw9PRk9enSBzykqKoqAgADnp379+gXeViq4DlgDt/bPEnsFCAd+tiUjEREpRrZ3wndzc3NZNsbkiF2offZ4fvs8ePAgY8aM4b333sPX1zfXY2zevJmZM2fy9ttv55tLdpMmTSI5Odn5OXjwYIG3FaEa8CEwB/BxxLZizSX5nk05iYhIsbCtAAsMDMTDwyPH3a6kpKQcd7AyBQUF5dre09OTmjVr5tsmc5+bN28mKSmJ0NBQPD098fT0JC4ujlmzZuHp6Ul6ejpr164lKSmJK664wtlm//79PProozRo0CDPc/Lx8cHf39/lI1IobsBDwEagqSN2AogE7gVO2pSXiIgUKdsKMG9vb0JDQ4mNdR0AKTY2lo4dO+a6TXh4eI72q1atIiwsDC8vr3zbZO6ze/fubN++nW3btjk/YWFhDBkyhG3btuHh4UFkZCTff/+9S5u6devy2GOP8cUXXxTVJRDJW2tgM3BPltjbWHNLfm9DPiIiUqQ87Tz4+PHjiYyMJCwsjPDwcObPn8+BAwcYOXIkYD3SO3ToEAsXLgRg5MiRvPrqq4wfP54RI0YQHx/PggULWLRokXOfY8aMoUuXLsyYMYN+/frx8ccfs3r1atatWwdA1apVadmypUsefn5+1KxZ0xmvWbOm845aJi8vL4KCgmjatCkiJcIPeAvoDozEuvv1I9AOeBl4kPMDuoqISJliawE2cOBAjh07xrRp0zh8+DAtW7ZkxYoVBAcHA3D48GGXMcEaNmzIihUrGDduHLNnz6Zu3brMmjWL/v3P91zu2LEj0dHRPPHEE0ydOpXGjRuzePFi2rdvX+LnJ1Ik7sYqugZijR2WivWY8kvgday+YyIiUqa4mcxe7FLkUlJSCAgIIDk5Wf3B5NKdwRqy4tUssQZANKB/X4iIFJmS+Ptt+1uQIlJAvlhDUyzh/F2vfUAn4AUgw5asRETkIqgAEylrbsN6FJn5rso54HHgJuAPm3ISEZFCUQEmUhYFA2uASZzviP851tuTX9uUk4iIFJgKMJGyygt4HvgCqO2IHcZ6a/JJrDtjIiJSKqkAEynrbgQSgcxpTQ0wDasQ+9WupEREJD8qwETKgyCsO2HPAR6O2DdAG+Azm3ISEZE8qQATKS/cgclYfcMy54E/htU5/1HgrD1piYhITirARMqbTlhvSd6SJfaSI77HjoRERCQ7FWAi5VENYBkwE/B2xDYB1wCLbcpJREScVICJlFduwGggHmjiiKUAg4AHgFM25SUiIirARMq9tsAWYHCW2OtY80vutCUjEZEKTwWYSEVQFXgPeBOo7IjtAMKABVhDV4iISIlRASZSUbgB9wIJQEtH7DRwPzAE6/GkiIiUCBVgIhVNc+A74MEssUVYjyo325KRiEiFowJMpCKqBMwD/g/wd8R+AcKBl9EjSRGRYqYCTKQiuxPYClzrWE4DxgH9sAZxFRGRYqECTKSiawSsA/6ZJfYJ1jRGa+1ISESk/FMBJiLWYK0vYM0bGeiI/QpcDzwLpNuTlohIeaUCTETO64M1jdH1juUMYCrQEzhsT0oiIuWRCjARcXU5sBp4ivO/Ib7CeiT5hT0piYiUNyrARCQnD+BJ4EugriOWBPQCJmJ11hcRkYumAkxE8nY91iPJPlliM4CuwH4b8hERKSdUgIlI/mphvRX5H8DTEYvHeiS5xKacRETKOBVgInJh7sCjwLdAQ0fsb6A/MAo4Y09aIiJllQowESm4dlgDt96ZJTYb6AD8ZEtGIiJlkgowESmcAGAx8Brg64glAqHAQruSEhEpW1SAiUjhuQEPYE3q3dwROwkMc3xO2JSXiEgZoQJMRC7e1cAmYHiW2EIgDOuumIiI5EoFmIhcGj9gAfA+UMUR+wloD8wBjE15iYiUYirARKRoDAa2AG0dy6nAI8AdwF92JSUiUjqpABORonMlsB4YnSW2BLgGa+wwEREBSkEBNmfOHBo2bIivry+hoaGsXbs23/ZxcXGEhobi6+tLo0aNmDdvXo42MTExhISE4OPjQ0hICEuXLs1zf1FRUbi5uTF27FhnLC0tjQkTJnD11Vfj5+dH3bp1GTp0KL/99ttFn6dIheEDzAQ+Bqo7YvuBzsC/sSb4FhGp4GwtwBYvXszYsWOZMmUKW7dupXPnzvTu3ZsDBw7k2n7v3r306dOHzp07s3XrViZPnszo0aOJiYlxtomPj2fgwIFERkaSmJhIZGQkAwYMYOPGjTn2t2nTJubPn0+rVq1c4qdOnWLLli1MnTqVLVu2sGTJEn7++WduueWWor0AIuXZLVjTGF3nWE4HJmBNa5RkU04iIqWEmzHGti6y7du3p23btsydO9cZa968ObfeeitRUVE52k+YMIHly5eza9cuZ2zkyJEkJiYSH2893xg4cCApKSl8/vnnzja9evWievXqLFq0yBk7ceIEbdu2Zc6cOTz77LO0adOGl19+Oc9cN23aRLt27di/fz9XXHFFgc4vJSWFgIAAkpOT8ff3L9A2IuXOOayJvaM43yE/CKvTfje7khIRyVtJ/P227Q7Y2bNn2bx5Mz179nSJ9+zZk/Xr1+e6TXx8fI72ERERJCQkkJaWlm+b7Pt85JFH6Nu3Lz169ChQvsnJybi5uVGtWrU826SmppKSkuLyEanwPIHngFVAHUfsCNADmIpVoImIVDC2FWBHjx4lPT2dOnXquMTr1KnDkSNHct3myJEjubY/d+4cR48ezbdN1n1GR0ezZcuWXO+y5ebMmTNMnDiRwYMH51sJR0VFERAQ4PzUr1+/QPsXqRB6YI0NdqNj2QDPYt0F+9WupERE7GF7J3w3NzeXZWNMjtiF2meP57fPgwcPMmbMGN577z18fX25kLS0NAYNGkRGRgZz5szJt+2kSZNITk52fg4ePHjB/YtUKHWAlViPIz0csbVAa+ATu5ISESl5thVggYGBeHh45LjblZSUlOMOVqagoKBc23t6elKzZs1822Tuc/PmzSQlJREaGoqnpyeenp7ExcUxa9YsPD09SU9Pd26XlpbGgAED2Lt3L7GxsRd8Duzj44O/v7/LR0SycQcmAt8Amd0p/8TqtD8Oa/wwEZFyzrYCzNvbm9DQUGJjY13isbGxdOzYMddtwsPDc7RftWoVYWFheHl55dsmc5/du3dn+/btbNu2zfkJCwtjyJAhbNu2DQ8P65/lmcXX7t27Wb16tbPAE5Ei0hHYCtyaJfYy1luT/7MhHxGREuRp58HHjx9PZGQkYWFhhIeHM3/+fA4cOMDIkSMB65HeoUOHWLhwIWC98fjqq68yfvx4RowYQXx8PAsWLHB5u3HMmDF06dKFGTNm0K9fPz7++GNWr17NunXrAKhatSotW7Z0ycPPz4+aNWs64+fOneOOO+5gy5YtfPrpp6SnpzvvqtWoUQNvb+9ivzYiFUINrIFaZwOPAmeBzVij6b8G3GVfaiIixcnWAmzgwIEcO3aMadOmcfjwYVq2bMmKFSsIDg4G4PDhwy5jgjVs2JAVK1Ywbtw4Zs+eTd26dZk1axb9+/d3tunYsSPR0dE88cQTTJ06lcaNG7N48WLat29f4Lx+/fVXli9fDkCbNm1c1n399ddcf/31F3/SIuLKDRiFdedrILAbOI41tdGXwCygsm3ZiYgUC1vHASvvNA6YSCEdx5o/8t0ssRBgMdAy1y1ERIpcuR4HTEQkh6rAQuBtzt/12glcC7zO+YFcRUTKOBVgIlL6DMPqC5Y5S9gZ4AGsPmHJdiUlIlJ0VICJSOnUDNgAPJQlthirg36CLRmJiBQZFWAiUnpVAuYAHwEBjtgerCEs/oseSYpImaUCTERKv/5YY4ZlvsycBozHGrz1qF1JiYhcPBVgIlI2NMSatuixLLFPgTZYo+qLiJQhKsBEpOzwAv4NrAACHbFDwA3ANCA9j+1EREoZFWAiUvb0BhKxCi+ADOBJ4EbgN7uSEhEpOBVgIlI21QVise58Zf4m+xrrkeRKm3ISESkgFWAiUnZ5AFOxCq/LHbE/sO6QPY7VWV9EpBRSASYiZV8XYBtwU5bYC0BnYK8dCYmI5E8FmIiUD4HAcuAlrM76ABuBa7DGERMRKUVUgIlI+eEGjAPWA40csWTgTqwR9U/blJeISDYqwESk/AkDtgADs8TmAR2AH23JSETEhQowESmfAoBFwOtYUxoBfA+EAm+jaYxExFYqwESk/HID7gc2ASGO2CngXmAocNymvESkwlMBJiLlXwusIuz+LLH3sO6GbbMjIRGp6FSAiUjFUBnrceQioKojthtrgu9X0SNJESlRKsBEpGIZhNVBP9SxfBb4B9Af+MuupESkolEBJiIVTxPgW2BslthSrGmM1tuQj4hUOCrARKRi8gH+izV4aw1H7ADWqPrTsSb4FhEpJirARKRiuxmrI34nx3I6MAnoBfxuU04iUu6pABMRqY81ofcTWENXAMQCrYHVdiUlIuWZCjAREQBP4BmsgivIEfsd6AlMAc7ZlJeIlEsqwEREsuoGJAIRjmUDPA9cj9VHTESkCKgAExHJrjawApiBdWcMrLcm2wAf25STiJQrBS7Afv311+LMQ0SkdHEHHgfWAsGO2F/ArcBoINWetESkfChwAdayZUvefffd4sxFRKT06QBsBW7PEnsFCMcaSV9E5CIUuAB7/vnneeSRR+jfvz/Hjh0rzpxEREqX6sBHwBys8cPAKsraAh/YlZSIlGUFLsAefvhhEhMT+euvv2jRogXLly8vzrxEREoXN+AhYCPQ1BE7AQwB7gNO2pSXiJRJbsaYQk9B++qrrzJu3DiaN2+Op6eny7otW7YUWXJlXUpKCgEBASQnJ+Pv7293OiJSVE4Ao4B3ssSaA4uBq23JSESKUEn8/S70W5D79+8nJiaGGjVq0K9fvxyfwpozZw4NGzbE19eX0NBQ1q5dm2/7uLg4QkND8fX1pVGjRsybNy9Hm5iYGEJCQvDx8SEkJISlS5fmub+oqCjc3NwYO3asS9wYw1NPPUXdunWpVKkS119/PTt27Cj0+YlIOVQFeBtYCPg5YruAdsBrWENXiIjkxxTC/PnzTdWqVc1tt91mkpKSCrNprqKjo42Xl5d5/fXXzc6dO82YMWOMn5+f2b9/f67t9+zZYypXrmzGjBljdu7caV5//XXj5eVlPvroI2eb9evXGw8PD/P888+bXbt2meeff954enqaDRs25Njfd999Zxo0aGBatWplxowZ47Ju+vTppmrVqiYmJsZs377dDBw40Fx22WUmJSWlwOeXnJxsAJOcnFzgbUSkjPnRGNPaGEOWz53GmL9tzElELklJ/P0ucAEWERFhqlevbt55550iO3i7du3MyJEjXWLNmjUzEydOzLX9448/bpo1a+YSe/DBB02HDh2cywMGDDC9evVyaRMREWEGDRrkEjt+/Li58sorTWxsrOnatatLAZaRkWGCgoLM9OnTnbEzZ86YgIAAM2/evAKfnwowkQritDHmEeNahDU0xmy0MykRuVgl8fe7wI8g09PT+f777xk6dGiR3Hk7e/YsmzdvpmfPni7xnj17sn79+ly3iY+Pz9E+IiKChIQE0tLS8m2TfZ+PPPIIffv2pUePHjmOs3fvXo4cOeKyHx8fH7p27ZpnbgCpqamkpKS4fESkAvAFXgVigGqO2F7gOuBFIMOetESk9CpwARYbG0u9evWK7MBHjx4lPT2dOnXquMTr1KnDkSNHct3myJEjubY/d+4cR48ezbdN1n1GR0ezZcsWoqKi8jxO5nYFzQ2s/mQBAQHOT/369fNsKyLl0O1Yw1N0cCyfA/4J3Az8YVdSIlIa2T4VkZubm8uyMSZH7ELts8fz2+fBgwcZM2YM7733Hr6+vkWa26RJk0hOTnZ+Dh48mO/+RaQcagB8A0zIEluBNY3RmpJPR0RKJ9sKsMDAQDw8PHLcUUpKSspx5ylTUFBQru09PT2pWbNmvm0y97l582aSkpIIDQ3F09MTT09P4uLimDVrFp6enqSnpxMUFARQqNzAekzp7+/v8hGRCsgLmA6sBGo5Yr8B3YGngHR70hKR0sO2Aszb25vQ0FBiY2Nd4rGxsXTs2DHXbcLDw3O0X7VqFWFhYXh5eeXbJnOf3bt3Z/v27Wzbts35CQsLY8iQIWzbtg0PDw8aNmxIUFCQy37Onj1LXFxcnrmJiOQQASRiFV5g9QV72rF8yK6kRKRUKLbu/QWQOQzFggULzM6dO83YsWONn5+f2bdvnzHGmIkTJ5rIyEhn+8xhKMaNG2d27txpFixYkGMYim+//dZ4eHiY6dOnm127dpnp06fnOQxFpuxvQRpjDUMREBBglixZYrZv327uuusuDUMhIhfnnDHmWWOMuzn/lmSgMeYzO5MSkbyUxN9vzwsVaMVp4MCBHDt2jGnTpnH48GFatmzJihUrCA4OBuDw4cMcOHDA2b5hw4asWLGCcePGMXv2bOrWrcusWbPo37+/s03Hjh2Jjo7miSeeYOrUqTRu3JjFixfTvn37QuX2+OOPc/r0aR5++GH++usv2rdvz6pVq6hatWrRnLyIVBwewBSgK3AX8CtwFOgLPAo8D3jblp2I2OCipiKSgtFURCKSwzFgOJB1Ot1rgWigkS0ZiUg2pXIqIhERuQQ1gWXAy1id9QE2AdcAH9qTkoiUPBVgIiIlzQ0YA8QDTRyxFGAAMBI4bVNeIlJiVICJiNglFNgMDM4Sew1ojzW5t4iUWyrARETs5A+8BywAKjli24Ew4E1AvXRFyiUVYCIidnPD6pi/CWjhiJ0C7gPuBo7blJeIFBsVYCIipUUL4DvggSyxD4C2wBZbMhKRYqICTESkNKmM1Q8sGuvxJMD/gHBgFnokKVJOqAATESmNBgJbsfqCAZzFenPyNuBPu5ISkaKiAkxEpLRqBHwLjM8S+xhoA6yzIyERKSoqwERESjNv4EXgU6xBXAEOAtcDzwHp9qQlIpdGBZiISFnQF9gGdHEspwNPABHAEZtyEpGLpgJMRKSsqAd8BTyJNXQFwJdAa2CVXUmJyMVQASYiUpZ4AE9hFWKXOWJJWHfCJgFp9qQlIoWjAkxEpCy6HkgEemeJTXfE99uQj4gUigowEZGyqhZW5/wXAE9HbD3WW5LL7ElJRApGBZiISFnmDvwTa1iKBo7Y31jjhf0DOGNLViJyASrARETKg/ZYA7femSX2KtYI+j/bkpGI5EMFmIhIeVENWAzMA3wcsW1Yc0m+Z09KIpI7FWAiIuWJG/Ag1qTezRyxk0AkcA9wwp60RMSVCjARkfKoFZCAVXRlegdrbsnv7UhIRLJSASYiUl75AW8B7wJVHLGfgHbAXMDYlJeIqAATESn37gY2A9c4llOBh7E67P9tU04iFZwKMBGRiuAqIB5raIpMMVhF2UZbMhKp0FSAiYhUFD7ALGApUN0R2wd0whrMNcOetEQqIhVgIiIVza1Yw1N0dCyfAx4H+mLNKykixU4FmIhIRXQFsAaYjDV0BcBKrGmMvrYnJZGKRAWYiEhF5QU8B3wB1HHEDgPdgSex7oyJSLFQASYiUtHdiPVI8kbHsgGmYRViv9qUk0g5pwJMREQgCOsR5POAhyP2DdYjyU9tykmkHFMBJiIiFndgEhAH1HfEjgE3A+OBszblJVIOqQATERFX12E9kuyXJfZfR/wXOxISKX9sL8DmzJlDw4YN8fX1JTQ0lLVr1+bbPi4ujtDQUHx9fWnUqBHz5s3L0SYmJoaQkBB8fHwICQlh6dKlLuvnzp1Lq1at8Pf3x9/fn/DwcD7//HOXNidOnGDUqFHUq1ePSpUq0bx5c+bOnXvpJywiUhbUwBovbBbg7YglYA3cutiupETKD1sLsMWLFzN27FimTJnC1q1b6dy5M7179+bAgQO5tt+7dy99+vShc+fObN26lcmTJzN69GhiYmKcbeLj4xk4cCCRkZEkJiYSGRnJgAED2Ljx/FDP9erVY/r06SQkJJCQkEC3bt3o168fO3bscLYZN24cK1eu5L333mPXrl2MGzeOf/zjH3z88cfFd0FEREoTN6yR8+OBJo7YcWAQ8ABwyqa8RMoBN2OMbdOxtm/fnrZt27rcWWrevDm33norUVFROdpPmDCB5cuXs2vXLmds5MiRJCYmEh8fD8DAgQNJSUlxuaPVq1cvqlevzqJFi/LMpUaNGrzwwgvcd999ALRs2ZKBAwcydepUZ5vQ0FD69OnDM888U6DzS0lJISAggOTkZPz9/Qu0jYhIqXQceAh4P0usBdbdsBa2ZCRSbEri77dtd8DOnj3L5s2b6dmzp0u8Z8+erF+/Ptdt4uPjc7SPiIggISGBtLS0fNvktc/09HSio6M5efIk4eHhzninTp1Yvnw5hw4dwhjD119/zc8//0xERESe55SamkpKSorLR0SkXKgKvAu8CVR2xHYA1wJvYA1dISIFZlsBdvToUdLT06lTp45LvE6dOhw5ciTXbY4cOZJr+3PnznH06NF822Tf5/bt26lSpQo+Pj6MHDmSpUuXEhIS4lw/a9YsQkJCqFevHt7e3vTq1Ys5c+bQqVOnPM8pKiqKgIAA56d+/fp5thURKXPcgHux+oJd7YidBkYAgwH9m1OkwGzvhO/m5uaybIzJEbtQ++zxguyzadOmbNu2jQ0bNvDQQw8xbNgwdu7c6Vw/a9YsNmzYwPLly9m8eTMvvvgiDz/8MKtXr84zt0mTJpGcnOz8HDx4MM+2IiJlVnNgIzAySywaaItVnInIBXnadeDAwEA8PDxy3JlKSkrKcQcrU1BQUK7tPT09qVmzZr5tsu/T29ubJk2sXqVhYWFs2rSJmTNn8tprr3H69GkmT57M0qVL6du3LwCtWrVi27Zt/Oc//6FHjx655ufj44OPj08Br4CISBlWCZgLdAPux7r79QvWBN//BsZwfo5JEcnBtjtg3t7ehIaGEhsb6xKPjY2lY8eOuW4THh6eo/2qVasICwvDy8sr3zZ57TOTMYbU1FQA0tLSSEtLw93d9fJ4eHiQkZFx4ZMTEako7sQaM6ydYzkNGIc1htgxm3ISKQuMjaKjo42Xl5dZsGCB2blzpxk7dqzx8/Mz+/btM8YYM3HiRBMZGelsv2fPHlO5cmUzbtw4s3PnTrNgwQLj5eVlPvroI2ebb7/91nh4eJjp06ebXbt2menTpxtPT0+zYcMGZ5tJkyaZb775xuzdu9d8//33ZvLkycbd3d2sWrXK2aZr166mRYsW5uuvvzZ79uwxb731lvH19TVz5swp8PklJycbwCQnJ1/KZRIRKf1SjTH/NMaQ5VPPGPONnUmJXJyS+PttawFmjDGzZ882wcHBxtvb27Rt29bExcU51w0bNsx07drVpf2aNWvMNddcY7y9vU2DBg3M3Llzc+zzww8/NE2bNjVeXl6mWbNmJiYmxmX98OHDncesVauW6d69u0vxZYwxhw8fNvfcc4+pW7eu8fX1NU2bNjUvvviiycjIKPC5qQATkQpnhTEm0JwvwtyNMc8YY87ZmZRI4ZTE329bxwEr7zQOmIhUSL8BQ4A1WWLdgPeAy+xISKRwyvU4YCIiUk7VBVYDT3P+r8xXQGvgC7uSEildVICJiEjR8wD+hVV41XXE/gB6AROwOuuLVGAqwEREpPh0BRKBvlli/wa6APvsSEikdFABJiIixSsQWA68CHg5YhuAa4AldiUlYi8VYCIiUvzcgfHAt0BDR+xvoD/wCHDGnrRE7KICTERESs61wFZgQJbYHKAD8JMtGYnYQgWYiIiUrACsuSNfA3wdsUQgFHjHrqRESpYKMBERKXluwAPAd1iTewOcBO4BhgIn7ElLpKSoABMREftcDWwC7ssSexfrbtg2OxISKRkqwERExF5+wBvAB0AVR+xnrH5hswHN1yLlkAowEREpHe7C6qDf1rGcCowC7gD+sispkeKhAkxEREqPJsB6YEyW2BKsMcPibclIpFioABMRkdLFB3gZ+Bio4YjtBzoDM4AMe9ISKUoqwEREpHS6BasjfifHcjowEegDJNmUk0gRUQEmIiKlV33ga+AJrKErAL4AWgNf2pWUyKVTASYiIqWbJ/AMEAsEOWJHgBuxCrNzNuUlcglUgImISNnQHeuRZE/HsgGeA24ADtqUk8hFUgEmIiJlRx3gc2A64OGIrQPaAMttyknkIqgAExGRssUdmACsBa5wxP4E+gFjscYPEynlVICJiEjZFI71SPK2LLGZQEfgf3YkJFJwKsBERKTsqg7EAK8C3o7YFqzR9BfZlZTIhakAExGRss0NeATYCFzliB0HBmNN8n3SprxE8qECTEREyoc2wGYgMkvsTaAd8IMdCYnkTQWYiIiUH1WAhcA7gJ8jthO4Fngda+gKkVJABZiIiJQ/Q7HuhrVyLJ8BHgDuApLtSkrkPBVgIiJSPjXF6hf2cJbYYqwO+ptsyUjESQWYiIiUX77AbOAjIMAR2wNcB7yEHkmKbVSAiYhI+dcfa8ywDo7lNOBR4GbgqE05SYWmAkxERCqGBsA3WKPoZ/oM6+3Jb2zIRyo0FWAiIlJxeGHNI/k5UMsRO4Q1ofc0IN2mvKTCUQEmIiIVTy+sR5I3OJYzgCeBHsBvNuUkFYrtBdicOXNo2LAhvr6+hIaGsnbt2nzbx8XFERoaiq+vL40aNWLevHk52sTExBASEoKPjw8hISEsXbrUZf3cuXNp1aoV/v7++Pv7Ex4ezueff55jP7t27eKWW24hICCAqlWr0qFDBw4cOHBpJywiIqVDXSAW685X5l/DNUBrrDtkIsXI1gJs8eLFjB07lilTprB161Y6d+5M79698yxy9u7dS58+fejcuTNbt25l8uTJjB49mpiYGGeb+Ph4Bg4cSGRkJImJiURGRjJgwAA2btzobFOvXj2mT59OQkICCQkJdOvWjX79+rFjxw5nm19++YVOnTrRrFkz1qxZQ2JiIlOnTsXX17f4LoiIiJQsD2AqVuF1uSN2FOgDPAactSctKf/cjDG2vYTbvn172rZty9y5c52x5s2bc+uttxIVFZWj/YQJE1i+fDm7du1yxkaOHEliYiLx8fEADBw4kJSUFJc7Wr169aJ69eosWpT3zKw1atTghRde4L777gNg0KBBeHl58e677170+aWkpBAQEEBycjL+/v4XvR8RESkBx4B7gE+zxNoB0UBDOxISu5TE32/b7oCdPXuWzZs307NnT5d4z549Wb9+fa7bxMfH52gfERFBQkICaWlp+bbJa5/p6elER0dz8uRJwsPDAcjIyOCzzz7jqquuIiIigtq1a9O+fXuWLVuW7zmlpqaSkpLi8hERkTKiJrAc+C9WZ32A74BrsMYREylCthVgR48eJT09nTp16rjE69Spw5EjR3Ld5siRI7m2P3fuHEePHs23TfZ9bt++nSpVquDj48PIkSNZunQpISEhACQlJXHixAmmT59Or169WLVqFbfddhu33347cXFxeZ5TVFQUAQEBzk/9+vULdjFERKR0cAPGAuuBxo5YMnAn8BBw2p60pPyxvRO+m5uby7IxJkfsQu2zxwuyz6ZNm7Jt2zY2bNjAQw89xLBhw9i5cydg3QED6NevH+PGjaNNmzZMnDiRm266KddO/5kmTZpEcnKy83Pw4ME824qISCkWBmwBBmWJzcMayPVHWzKScsa2AiwwMBAPD48cd6aSkpJy3MHKFBQUlGt7T09PatasmW+b7Pv09vamSZMmhIWFERUVRevWrZk5c6YzN09PT+cdsUzNmzfP9y1IHx8f55uVmR8RESmj/IEPgNeBSo7Y90Ao8DaaxkguiW0FmLe3N6GhocTGxrrEY2Nj6dixY67bhIeH52i/atUqwsLC8PLyyrdNXvvMZIwhNTXVmdu1117LTz/95NLm559/Jjg4+MInJyIi5YMbcD/W5N0tHLFTwL3AUOC4TXlJ2WdsFB0dbby8vMyCBQvMzp07zdixY42fn5/Zt2+fMcaYiRMnmsjISGf7PXv2mMqVK5tx48aZnTt3mgULFhgvLy/z0UcfOdt8++23xsPDw0yfPt3s2rXLTJ8+3Xh6epoNGzY420yaNMl88803Zu/eveb77783kydPNu7u7mbVqlXONkuWLDFeXl5m/vz5Zvfu3eaVV14xHh4eZu3atQU+v+TkZAOY5OTkS7lMIiJSGpw0xowwxpDlc6UxZoudSUlxKIm/37YWYMYYM3v2bBMcHGy8vb1N27ZtTVxcnHPdsGHDTNeuXV3ar1mzxlxzzTXG29vbNGjQwMydOzfHPj/88EPTtGlT4+XlZZo1a2ZiYmJc1g8fPtx5zFq1apnu3bu7FF+ZFixYYJo0aWJ8fX1N69atzbJlywp1birARETKoWhjTFVzvgjzNsbMMsZk2JmUFKWS+Ptt6zhg5Z3GARMRKad+weqgn5AldiuwAKhhR0JSlMr1OGAiIiJlVmPgW2BcltgyrDHDch92UsSFCjAREZGL4Q28BHzC+bteB4AuQBTWBN8ieVABJiIiciluAhKBzo7ldGAy0Av43a6kpLRTASYiInKp6gFfYU3snTnudyzQ2vFfkWxUgImIiBQFT2AasBoIcsR+ByKw7oidsykvKZVUgImIiBSlbliPJCMcywarT1hXrD5iIqgAExERKXq1gRXAv7HujIH1dmQb4GObcpJSRQWYiIhIcXAHHgPWAg0csb+wxgsbDaTakpWUEirAREREilMHYCvQP0vsFSAc2G1LRlIKqAATEREpbtWAD4E5gI8jthVoC7xvU05iKxVgIiIiJcENeAjYCDR1xE4AdwPDgZM25SW2UAEmIiJSkloDm4F7ssTeAq4FttuRkNhBBZiIiEhJ88Mqut51fA2wC2gHvIY1dIWUayrARERE7HI3sAVreAqAM8BIYCDwtz0pSclQASYiImKnq4B4YFSW2IfANcB3tmQkJUAFmIiIiN18sYamWIL1xiTAPuA64D9Ahi1ZSTFSASYiIlJa3AZswxojDKz5Ix8DbgL+sCknKRYqwEREREqTYCAOmJgl9jlWP7E1NuQjxUIFmIiISGnjhTWB9xdY80oC/IY10feTQLpNeUmRUQEmIiJSWvUEEoHujmUDTHMsH7IrKSkKKsBERERKsyCsO2HPAR6OWBzWI8kVNuUkl0wFmIiISGnnAUzG6gNW3xE7CvQF/gmctSctuXgqwERERMqKTlhvSd6SJfaiI77HjoTkYqkAExERKUtqAMuAmYC3I7YJa+DW/7MpJyk0FWAiIiJljRswGmsE/SaOWArWFEYPAqdtyksKTAWYiIhIWdUWay7JwVli87Em9d5pS0ZSQCrAREREyrKqwHvAm0BlR+wHIMwRMzblJflSASYiIlLWuQH3AglAS0fsNHAfcDfW40kpVVSAiYiIlBfNge+w+oFl+gAIBTbbkpHkQQWYiIhIeVIJmAcsBvwdsf9hTfA9Ez2SLCVUgImIiJRHA4CtwLWO5TRgLHArcMyelOQ82wuwOXPm0LBhQ3x9fQkNDWXt2rX5to+LiyM0NBRfX18aNWrEvHnzcrSJiYkhJCQEHx8fQkJCWLp0qcv6uXPn0qpVK/z9/fH39yc8PJzPP/88z2M++OCDuLm58fLLL1/UOYqIiNiiEbAOeDRLbDnWNEbr7EhIMtlagC1evJixY8cyZcoUtm7dSufOnenduzcHDhzItf3evXvp06cPnTt3ZuvWrUyePJnRo0cTExPjbBMfH8/AgQOJjIwkMTGRyMhIBgwYwMaNG51t6tWrx/Tp00lISCAhIYFu3brRr18/duzYkeOYy5YtY+PGjdStW7foL4CIiEhx8wb+A3wK1HTEfgWux5pfMt2etCo6N2OMbU+D27dvT9u2bZk7d64z1rx5c2699VaioqJytJ8wYQLLly9n165dztjIkSNJTEwkPj4egIEDB5KSkuJyR6tXr15Ur16dRYsW5ZlLjRo1eOGFF7jvvvucsUOHDtG+fXu++OIL+vbty9ixYxk7dmyBzy8lJYWAgACSk5Px9/e/8AYiIiLF6RAwBGsy70zdsYaxCLIlo1KpJP5+23YH7OzZs2zevJmePXu6xHv27Mn69etz3SY+Pj5H+4iICBISEkhLS8u3TV77TE9PJzo6mpMnTxIeHu6MZ2RkEBkZyWOPPUaLFi0KdE6pqamkpKS4fEREREqNy4EvgSc5XwF8CbQGVtmVVMVkWwF29OhR0tPTqVOnjku8Tp06HDlyJNdtjhw5kmv7c+fOcfTo0XzbZN/n9u3bqVKlCj4+PowcOZKlS5cSEhLiXD9jxgw8PT0ZPXp0gc8pKiqKgIAA56d+/foX3khERKQkeQBPYRVemb1rkoAIYBJWZ30pdrZ3wndzc3NZNsbkiF2offZ4QfbZtGlTtm3bxoYNG3jooYcYNmwYO3da8zZs3ryZmTNn8vbbb+ebS3aTJk0iOTnZ+Tl48GCBtxURESlR1wPbgD5ZYtOBrsB+G/KpYGwrwAIDA/Hw8MhxZyopKSnHHaxMQUFBubb39PSkZs2a+bbJvk9vb2+aNGlCWFgYUVFRtG7dmpkzZwKwdu1akpKSuOKKK/D09MTT05P9+/fz6KOP0qBBgzzPycfHx/lmZeZHRESk1KoFfILVSd/TEYvHektyaR7bSJGwrQDz9vYmNDSU2NhYl3hsbCwdO3bMdZvw8PAc7VetWkVYWBheXl75tslrn5mMMaSmpgIQGRnJ999/z7Zt25yfunXr8thjj/HFF18U6jxFRERKNXesYSq+BRo6Yn8DtwOjgDP2pFXeeV64SfEZP348kZGRhIWFER4ezvz58zlw4AAjR44ErEd6hw4dYuHChYD1xuOrr77K+PHjGTFiBPHx8SxYsMDl7cYxY8bQpUsXZsyYQb9+/fj4449ZvXo169adH/Bk8uTJ9O7dm/r163P8+HGio6NZs2YNK1euBKBmzZrOO2qZvLy8CAoKomnTpsV9WUREREpeO6yBW0cAHzpis7EKs8XAVTblVU7ZWoANHDiQY8eOMW3aNA4fPkzLli1ZsWIFwcHBABw+fNhlTLCGDRuyYsUKxo0bx+zZs6lbty6zZs2if//+zjYdO3YkOjqaJ554gqlTp9K4cWMWL15M+/btnW1+//13IiMjOXz4MAEBAbRq1YqVK1dy4403ltzJi4iIlDYBWMVWD2AM1t2vbUBbYC4QaVtm5Y6t44CVdxoHTEREyqztwEBgV5bYMOBVoIotGZWYcj0OmIiIiJRiVwObgOFZYu8AYUCiLRmVKyrAREREJHd+wAKskfIz73r9BLQH5gB6hnbRVICJiIhI/oYAW4BrHMupwCPAnVhvTF6sH7HmqMy4lOTKJhVgIiIicmFXYo0RlnWCmBisMcM2XMT+/gJCgZuBWZeaXNmjAkxEREQKxgeYCSwDqjti+4HOwAsU7k7WTuCU4+s3iyi/MkQFmIiIiBROP6zhKa5zLJ8DHgf6Ys0rWRB/Zfl6O7C7kDmcxBq3LL2Q25USKsBERESk8K4A1gCTgcxpk1diPZL8qgDb/51tuSBTH2UA32C9mRmENT7ZAwXYrhRSASYiIiIXxxN4DlgFZE65fBhrINd/Yd0Zy8tf2ZaX5NN2L/A00ARrsvC3gBOOdfsKlXGpoQJMRERELk0PrLHBMieUMcAzQDfg1zy2+Tvb8sZsbU9gjTt2A9AIeAqrEMuqCvDSReZsMxVgIiIicunqYD2CjAI8HLG1WI8kP82lffY7YGDdBYsD7sV6xHgP1mPO3HgA/we0vsh8baYCTERERIqGOzARq5/WFY7YMayhJsYBZ7O0za0AGwNcD7yN1ck+01VYjx6zehXofakJ20cFmIiIiBStjsDn2WIvAy2x3nb8GqvIyk8AVgf79Vh3ujZnWfdPYGQR5GkjT7sTEBERkXLop1xiu7HuZuUnAuvRYz+gEnAIa+qjzE73/YEZRZOinVSAiYiISNHrhdV5fk8B2z8PRAL1ssSOAzdhFWFgFWLvUi6e36kAExERkaJXCfgFa2DW8cD72da/AZwGamPd1fLItv4cMAhrwFeAhsByx37LARVgIiIiUnxqYU1TdD/WhN7rsDrg35+lTUsgAWuqI7CGsRgDrHAsVwM+wyrWygkVYCIiIlL0PgT+DfzI+f5bedkBnOF8AfZfYI7jay+s4SmaF0OONlIBJiIiIkXrC2Ag1p2sgliC9dYjWFMS/TPLutexBmMtZ8pBNzYREREpNQ4Bd3Ph4msY1hATGcCtQCpW4TYky7b/crQrh3QHTERERIrGX7i+xZhda6yxvSKw5nBcD8zF6mi/C9e5I+/Gmn6onFIBJiIiIhfPAJuwHhW+kUebakA7rKrjeeCRC+yzi2NfbkWTYmmkAkxEREQuzttYI9wnXqDd38CqfNZ7YnWybwN0AIZzvkN+OaUCTERERArOAEewHhveexHbB2AVWq0d/20DhFDuC67sVICJiIhI7tKxhpHYhnWXa5vj80cBt2+Ia7HVGgimXD9aLCgVYCIiIpLTCSAc+KGQ2z0FdANacX5oCclBBZiIiIjk9DO5F1+BwDVYd7N+Az5wxD2BtVh9uOSCVICJiIhITtcA/YCPHcvuwKdYk2y7AQcdbTLNQMVXIWggVhEREcnJDYjGepwI1oCp9wC7gTSsibKPOdbdAowr4fzKOBVgIiIikjtfrDtg4Y7lJKAHMBJrEFWwOtW/jTrWF5IKMBEREclbFWAF1luMYD16fNPxtRfwf0D1kk+rrFMBJiIiIvmrhjVPY9Ns8X9jjXAvhWZ7ATZnzhwaNmyIr68voaGhrF27Nt/2cXFxhIaG4uvrS6NGjZg3b16ONjExMYSEhODj40NISAhLly51WT937lxatWqFv78//v7+hIeH8/nnnzvXp6WlMWHCBK6++mr8/PyoW7cuQ4cO5bfffiuakxYRESlragOrscb2ArgDGGNfOmWdrQXY4sWLGTt2LFOmTGHr1q107tyZ3r17c+DAgVzb7927lz59+tC5c2e2bt3K5MmTGT16NDExMc428fHxDBw4kMjISBITE4mMjGTAgAFs3LjR2aZevXpMnz6dhIQEEhIS6NatG/369WPHjh0AnDp1ii1btjB16lS2bNnCkiVL+Pnnn7nllluK94KIiIiUZvWwBmSNw+qgr35fF83NGGPsOnj79u1p27Ytc+fOdcaaN2/OrbfeSlRUVI72EyZMYPny5ezatcsZGzlyJImJicTHxwMwcOBAUlJSXO5o9erVi+rVq7No0aI8c6lRowYvvPAC9913X67rN23aRLt27di/fz9XXHFFgc4vJSWFgIAAkpOT8ff3L9A2IiIiYq+S+Ptt2x2ws2fPsnnzZnr27OkS79mzJ+vXr891m/j4+BztIyIiSEhIIC0tLd82ee0zPT2d6OhoTp48SXh4eK5tAJKTk3Fzc6NatWp5tklNTSUlJcXlIyIiIpKdbQXY0aNHSU9Pp06dOi7xOnXqcOTIkVy3OXLkSK7tz507x9GjR/Ntk32f27dvp0qVKvj4+DBy5EiWLl1KSEhIrsc9c+YMEydOZPDgwflWwlFRUQQEBDg/9evXz7OtiIiIVFy2d8J3c3N9gGyMyRG7UPvs8YLss2nTpmzbto0NGzbw0EMPMWzYMHbu3JnjeGlpaQwaNIiMjAzmzJmT77lMmjSJ5ORk5+fgwYP5thcREZGKybapiAIDA/Hw8MhxZyopKSnHHaxMQUFBubb39PSkZs2a+bbJvk9vb2+aNGkCQFhYGJs2bWLmzJm89tprzjZpaWkMGDCAvXv38tVXX13wObCPjw8+Pj75thERERGx7Q6Yt7c3oaGhxMbGusRjY2Pp2LFjrtuEh4fnaL9q1SrCwsLw8vLKt01e+8xkjCE1NdW5nFl87d69m9WrVzsLPBEREZFLZetk3OPHjycyMpKwsDDCw8OZP38+Bw4cYOTIkYD1SO/QoUMsXLgQsN54fPXVVxk/fjwjRowgPj6eBQsWuLzdOGbMGLp06cKMGTPo168fH3/8MatXr2bdunXONpMnT6Z3797Ur1+f48ePEx0dzZo1a1i5ciUA586d44477mDLli18+umnpKenO++q1ahRA29v75K6RCIiIlIeGZvNnj3bBAcHG29vb9O2bVsTFxfnXDds2DDTtWtXl/Zr1qwx11xzjfH29jYNGjQwc+fOzbHPDz/80DRt2tR4eXmZZs2amZiYGJf1w4cPdx6zVq1apnv37mbVqlXO9Xv37jVArp+vv/66wOeWnJxsAJOcnFzgbURERMReJfH329ZxwMo7jQMmIiJS9pTrccBEREREKioVYCIiIiIlTAWYiIiISAlTASYiIiJSwlSAiYiIiJQwW8cBK+8yXzDVpNwiIiJlR+bf7eIcKEIFWDE6fvw4gCblFhERKYOOHz9OQEBAsexb44AVo4yMDH777TeqVq2a7wTjZVlKSgr169fn4MGDGussG12b3Om65E3XJne6LnnTtcnbpVwbYwzHjx+nbt26uLsXT28t3QErRu7u7tSrV8/uNEqEv7+//ufPg65N7nRd8qZrkztdl7zp2uTtYq9Ncd35yqRO+CIiIiIlTAWYiIiISAlTASaXxMfHhyeffBIfHx+7Uyl1dG1yp+uSN12b3Om65E3XJm+l/dqoE76IiIhICdMdMBEREZESpgJMREREpISpABMREREpYSrAREREREqYCjABIDU1lTZt2uDm5sa2bdsu2H7Xrl3ccsstBAQEULVqVTp06MCBAwec6+fPn8/111+Pv78/bm5u/P333y7br1mzBjc3t1w/mzZtcmn79ttv06pVK3x9fQkKCmLUqFFFccoFUpqvC8CxY8eoV69ervsqbqXx2iQmJnLXXXdRv359KlWqRPPmzZk5c2ZRnvYFlcbrAnDgwAFuvvlm/Pz8CAwMZPTo0Zw9e7aoTrtASvraZPrss89o3749lSpVIjAwkNtvv91l/aZNm+jevTvVqlWjevXq9OzZs0D5FZXSel3A3t+/ULqvDVza72AVYALA448/Tt26dQvU9pdffqFTp040a9aMNWvWkJiYyNSpU/H19XW2OXXqFL169WLy5Mm57qNjx44cPnzY5XP//ffToEEDwsLCnO1eeuklpkyZwsSJE9mxYwdffvklERERl3ayhVBar0um++67j1atWl3cyV2i0nhtNm/eTK1atXjvvffYsWMHU6ZMYdKkSbz66quXfsIFVBqvS3p6On379uXkyZOsW7eO6OhoYmJiePTRRy/9hAuhpK8NQExMDJGRkdx7770kJiby7bffMnjwYOf648ePExERwRVXXMHGjRtZt24d/v7+REREkJaWdvEnWwil8bqA/b9/ofRem0yX9DvYSIW3YsUK06xZM7Njxw4DmK1bt+bbfuDAgebuu+8u0L6//vprA5i//vor33Znz541tWvXNtOmTXPG/vzzT1OpUiWzevXqAh2rqJXW65Jpzpw5pmvXrubLL78s0L6KUmm/Nlk9/PDD5oYbbijQsS9Vab0uK1asMO7u7ubQoUPO2KJFi4yPj49JTk4u0PEvlR3XJi0tzVx++eXmjTfeyHPbTZs2GcAcOHDAGfv+++8NYP73v/8V6PiXorReF7t//xpTeq9Npkv9Haw7YBXc77//zogRI3j33XepXLnyBdtnZGTw2WefcdVVVxEREUHt2rVp3749y5Ytu6Q8li9fztGjR7nnnnucsdjYWDIyMjh06BDNmzenXr16DBgwgIMHD17SsQqiNF8XgJ07dzJt2jQWLlxYbBPF5qW0X5vskpOTqVGjxiUdqyBK83WJj4+nZcuWLncSIiIiSE1NZfPmzZd0vIKw69ps2bKFQ4cO4e7uzjXXXMNll11G79692bFjh7NN06ZNCQwMZMGCBZw9e5bTp0+zYMECWrRoQXBwcGFPtVBK83Wx8/cvlO5rA0X0O7hQ5ZqUKxkZGaZXr17mmWeeMcYYs3fv3gv+K+Pw4cMGMJUrVzYvvfSS2bp1q4mKijJubm5mzZo1OdoX9F/tvXv3Nr1793aJRUVFGS8vL9O0aVOzcuVKEx8fb7p3726aNm1qUlNTC32+BVXar8uZM2dMq1atzLvvvluofRWF0n5tslu/fr3x8vIyq1atuuC5XYrSfl1GjBhhbrzxxhxtvb29zQcffHDhE7wEdl6bRYsWGcBcccUV5qOPPjIJCQnmrrvuMjVr1jTHjh1ztvvhhx9M48aNjbu7u3F3dzfNmjUz+/fvL5Lzz0tpvy52/f41pvRfm6L6HawCrBx68sknDZDvZ9OmTWbmzJmmY8eO5ty5c8aYgv2QHzp0yADmrrvuconffPPNZtCgQTnaF+QH8+DBg8bd3d189NFHLvHnnnvOAOaLL75wxpKSkoy7u7tZuXJlAa6Eq/JyXcaNG2cGDhxYqH1dSHm5Nln98MMPplatWs5f4hejvFyXESNGmJ49e+Zo7+XlZRYtWpTPFchbWbg277//vgHMa6+95oydOXPGBAYGmnnz5hljjDl16pRp166dGTp0qPnuu+9MfHy86d+/v2nRooU5depUhb0uRf3715jyc22K6newZ253xaRsGzVqFIMGDcq3TYMGDXj22WfZsGFDjnmywsLCGDJkCO+8806O7QIDA/H09CQkJMQl3rx5c9atW3dR+b711lvUrFmTW265xSV+2WWXAbgcq1atWgQGBrq81VJQ5eW6fPXVV2zfvp2PPvoIAOOYTSwwMJApU6bw9NNPF/pY5eXaZNq5cyfdunVjxIgRPPHEExd1DCg/1yUoKIiNGze6xP766y/S0tKoU6fORR2rLFyb3H6H+Pj40KhRI+fvkA8++IB9+/YRHx/vfJT0wQcfUL16dT7++OMLnmN25eW6FPXvXyg/16aofgerACuHAgMDCQwMvGC7WbNm8eyzzzqXf/vtNyIiIli8eDHt27fPdRtvb2+uvfZafvrpJ5f4zz//fFH9JYwxvPXWWwwdOhQvLy+Xdddddx0AP/30E/Xq1QPgzz//5OjRoxd1rPJyXWJiYjh9+rRzedOmTQwfPpy1a9fSuHHjQh8Lys+1AdixYwfdunVj2LBhPPfcc4Xef1bl5bqEh4fz3HPPcfjwYecfmFWrVuHj40NoaGihjwVl49qEhobi4+PDTz/9RKdOnQBIS0tj3759zv2cOnUKd3d33NzcnNtlLmdkZBT4WJnKy3Up6t+/UH6uTZH9Di7U/TIp1/K6zdu0aVOzZMkS5/KSJUuMl5eXmT9/vtm9e7d55ZVXjIeHh1m7dq2zzeHDh83WrVvN66+/bgDzzTffmK1bt7r0uzDGmNWrVxvA7Ny5M9ec+vXrZ1q0aGG+/fZbs337dnPTTTeZkJAQc/bs2aI78Qsojdclq5LsA5Zdabs2mY8dhwwZYg4fPuz8JCUlFe2JX0Bpuy7nzp0zLVu2NN27dzdbtmwxq1evNvXq1TOjRo0q2hMvgJK+NmPGjDGXX365+eKLL8yPP/5o7rvvPlO7dm3z559/GmOM2bVrl/Hx8TEPPfSQ2blzp/nhhx/M3XffbQICAsxvv/1WvBcji9J2XYwpHb9/jSmd1yYr9QGTS5bXDzlg3nrrLZfYggULTJMmTYyvr69p3bq1WbZsmcv6vJ71Z9/PXXfdZTp27JhnTsnJyWb48OGmWrVqpkaNGua2225zeV28JJTG65JVaSzA7Lo2ee0jODj4Es+0cErbdTHGmP3795u+ffuaSpUqmRo1aphRo0aZM2fOXMppXpSSvjZnz541jz76qKldu7apWrWq6dGjh/nhhx9c9rNq1Spz3XXXmYCAAFO9enXTrVs3Ex8fX5SnfUGl8bqUht+/xpTOa5PVxf4OdnOchIiIiIiUEI0DJiIiIlLCVICJiIiIlDAVYCIiIiIlTAWYiIiISAlTASYiIiJSwlSAiYiIiJQwFWAiIiIiJUwFmIiIiEgJUwEmIlJA6enpdOzYkf79+7vEk5OTqV+//iVN/C0iFYtGwhcRKYTdu3fTpk0b5s+fz5AhQwAYOnQoiYmJbNq0CW9vb5szFJGyQAWYiEghzZo1i6eeeooffviBTZs2ceedd/Ldd9/Rpk0bu1MTkTJCBZiISCEZY+jWrRseHh5s376df/zjH3r8KCKFogJMROQi/PjjjzRv3pyrr76aLVu24OnpaXdKIlKGqBO+iMhFePPNN6lcuTJ79+7l119/tTsdESljdAdMRKSQ4uPj6dKlC59//jn//ve/SU9PZ/Xq1bi5udmdmoiUEboDJiJSCKdPn2bYsGE8+OCD9OjRgzfeeINNmzbx2muv2Z2aiJQhKsBERAph4sSJZGRkMGPGDACuuOIKXnzxRR577DH27dtnb3IiUmboEaSISAHFxcXRvXt31qxZQ6dOnVzWRUREcO7cOT2KFJECUQEmIiIiUsL0CFJERESkhKkAExERESlhKsBERERESpgKMBEREZESpgJMREREpISpABMREREpYSrAREREREqYCjARERGREqYCTERERKSEqQATERERKWEqwERERERKmAowERERkRL2/8aWeVU3LOn6AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NICOLAS JEREMY\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LE DOLMEN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MERCATOR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PENDRUC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAREDO\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RIO DA BOUZA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OTTER BANK F/V\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE AMETZA II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA AVENIR\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARPESCA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE MARMOUSET 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "VIA ALIZE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NOTRE DAME DE B\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TOURMALET\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MARIA MAGDALENA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA MISTRAL\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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f++WXXwBtXfT29ttv++wvXLiQv/76i+7duwNw1llnUbduXVatWlXkz7d27dokJiZyzjnn8MMPP9CuXbuA5VzB9TnnnMPKlSsLtbq/8847FXEbCunbty8iwqZNmwLWq23btkDp/h9U1s8wJiYGESlUh1deeYUjR44EPKekn6GpnqzFLMqJCNdccw0333wzp59+esCM5f5c3+L8uw8aNWoU1FgZF9e079GjRzN+/HhatGjBU089Rbdu3fjtt98KdQ2Y0uvSpQv16tXj5ptvZtSoUcTGxvL2228H1V3dokULHn74YR544AHWrl1Lnz59qFevHlu3buX7778nKSmJhx56CNCUExdddBGdOnXi7rvv5uijj2b9+vV88cUX7g8X14fkM888w5AhQ4iNjaVVq1a0atWKG2+8kYkTJ1KjRg3OP/98/vzzTx588EGaNWvG3XffHfT7rVu3LoMHD+bFF1+kefPmXHTRRUGfe+655zJx4kQSEhI466yzAG0JatmyJV9++SUXX3wxtWoV/yfRldn/5ZdfJjk5mfj4eFq2bBmwC7M05s2bx5133snAgQPp0qULRx11FNu2bePdd99l1qxZDB48uFBr49KlS7n++uu58sor2bBhAw888ABNmjTh1ltvBaBOnTpMnDiRIUOGsGvXLq644goaNmzI9u3b+fHHH9m+fTsvvvgioD+zv/3tb5x99tnccssttGjRgj179rBmzRo+/vhjd7Lju+66i9dee40LL7yQRx99lEaNGvH222+7g8eKdtZZZ3HjjTdy7bXXsnTpUrp27UpSUhJbtmzh22+/pW3bttxyyy2ceOKJHHvssdx///2ICPXr1+fjjz92jx/0VtTvqWuIRlmlpKTQtWtXxo0bR2pqKi1atGDBggW8+uqrRSayLelnaKqp0M07MOXhmmFX3GPJkiXyzDPPSJcuXeTw4cMiotPyAfnhhx+KfG3XzCD/KfvXX399wNll8+bNE6DQFO+3335bAHnppZfcxw4ePCipqakyadKksr/5KFfUrMyTTz45YPmFCxdK586dJTExURo0aCDXX3+9LF++XACZMmWKu1ygdBkiOrvsnHPOkZSUFImLi5PmzZvLFVdc4ZNOQURnyJ1//vnicDgkLi5Ojj32WLn77rt9yowYMULS09OlRo0aPrP0jhw5Io8//riccMIJEhsbK6mpqXL11VfLhg0bgn6fLvPnzxdAxo4dW2w5f//73/8EkJ49e/ocv+GGGwSQZ599ttA5+M3KFBGZMGGCtGzZUmrWrOlzj4uq+5AhQwqlgPC3YcMGGTlypJx11lmSlpYmtWrVkuTkZOnYsaNMnDjR/f9XxDOj78svv5RBgwZJ3bp1JSEhQS644AL5/fffC732ggUL5MILL5T69etLbGysNGnSRC688EKZPn26T7l169bJ0KFDpUmTJhIbGysNGjSQLl26FJohuGrVKunZs6fEx8dL/fr15brrrnPf22BnZS5ZsiTg8xdeeGHAe/Xaa69Jx44dJSkpSRISEuTYY4+VwYMHy9KlSwvVKzk5WerVqydXXnmlrF+/PuDPsKjf0+bNm8uFF15Y6PqA3HbbbYXuFyDjxo1zH9u4caNcfvnlUq9ePUlOTpY+ffrIzz//LM2bN5chQ4YUug/B/gxN9WKBWYTavn27rF69utjHgQMH5JJLLpEaNWpIzZo13Q9AatasKYMHDw742n/88YcAsnz5cp/jF198ccBzigrMvvrqKwHkm2++8Tl+5pln+qRIMFXjrrvukqOOOirU1Si3e+65RxISEmTHjh2hrkpIlBTcmPBnP0NTHOvKjFCpqamFBk0H8uyzz/Loo4+69zdv3kzv3r1577336NixY8BzWrZsSVpaGrNnz+aUU04B4NChQyxYsIDHH3886DqedtppxMXF8euvv7qnwefn5/Pnn38WO9jcVKxt27aRkZHBjBkz6Ny5c6irU2aLFi3it99+44UXXuCmm24qd/ehMcaEIwvMotzRRx/ts+/K93Tsscf6jFk58cQTeeyxx7j00kuJiYnhrrvuYsyYMRx//PEcf/zxjBkzhsTERJ98RVlZWWRlZblnPmVmZpKcnMzRRx9N/fr1SUlJcY99atasGc2bN3fnY3ItbWMq32effcawYcPo1KkTzzzzTKirU2adO3cmMTGRvn37+nzZMMaYaBIjIhLqSpiq8+eff9KyZUt++OEHOnTo4D4eExPDlClT3ElARYSHHnqIl156id27d9OxY0eef/559+Bn0EH9rsHh3rxfJz8/nxEjRvDmm29y4MABOnbsyIQJE4pd29AYY4ypriwwM8YYY4wJE5bHzBhjjDEmTFhgZowxxhgTJmzwf4QpKChg8+bNJCcnF7l0jTHGGGPCi4iwZ88e0tPT3WsRB2KBWYTZvHkzzZo1C3U1jDHGGFMGGzZsKLSShzcLzCKMa9mQDRs2kJKSEuLaGGOMMSYYubm5NGvWrMTlvywwizCu7suUlBQLzIwxxpgIU9IwJBv8b4wxxhgTJiwwM8YYY4wJExaYGWOMMcaECRtjFoWOHDlCfn5+qKthwkBsbCw1a9YMdTWMMcYEyQKzKCIiZGVlkZ2dHeqqmDBSt25d0tLSLO+dMcZEAAvMoogrKGvYsCGJiYn2QVzNiQj79+9n27ZtADRu3DjENTLGGFMSC8yixJEjR9xB2VFHHRXq6pgwkZCQAMC2bdto2LChdWsaY0yYs8H/UcI1piwxMTHENTHhxvU7YeMOjTEm/FlgFmWs+9L4s98JY4yJHBaYGWOMMcaECQvMjCnGn3/+SUxMDCtWrAh1VYwxxlQDFpiZkNu2bRs33XQTRx99NHFxcaSlpdG7d28yMjJCXbWwtHv3bgYNGoTD4cDhcDBo0CBLkWKMMVHCZmWakLv88svJz8/n9ddf55hjjmHr1q3MnTuXXbt2hbpqQdm4cSNNmjSpsrFcAwYMYOPGjcyaNQuAG2+8kUGDBvHxxx9XyfWNMdXALiAD2ARcBdQNaW2qFWsxMyGVnZ3Nt99+y+OPP84555xD8+bNOfPMMxkxYgQXXnihu1xMTAwvvvgi559/PgkJCbRs2ZLp06f7vNamTZv4xz/+Qb169TjqqKO45JJL+PPPP33KTJkyhdatWxMfH8+JJ57ICy+84PP8999/zymnnEJ8fDynn346P/zwQ4nv4cEHH+SYY45h1KhRrF27tuw3IwirV69m1qxZvPLKK3Tu3JnOnTszefJkPvnkE3799ddKvbYxJkoJ8AfwOnAjcDJwFNAXuMn5MFXGAjMTUnXq1KFOnTp8+OGH5OXlFVv2wQcf5PLLL+fHH3/k6quvpn///qxevRqA/fv3c84551CnTh2+/vprvv32W+rUqUOfPn04dOgQAJMnT+aBBx7g//7v/1i9ejVjxozhwQcf5PXXXwdg37599O3bl1atWrFs2TJGjx7NP//5zxLfw7PPPsuDDz7IggULOP744+natSuvvvoqe/bsKfY9F/U4//zzi7xWRkYGDoeDjh07uo916tQJh8PBwoULS6yrMcaQD3wPjAcuBxoDxwHXAJOBVX7lHVVZOWNdmdHudCArBNdNA5aWXKxWrVpMnTqVG264gUmTJnHqqafSrVs3+vXrR7t27XzKXnnllVx//fUAPPLII8yePZuJEyfywgsvMG3aNGrUqMErr7zi7lKcMmUKdevWZf78+fTq1YtHHnmEp556issuuwyAli1bsmrVKl566SWGDBnC22+/zZEjR3jttddITEzk5JNPZuPGjdxyyy3Fvofk5GSGDh3K0KFD+euvv3jzzTd54oknuOOOO7j00ksZMmQI5513nrteJU0kcCWFDSQrK4uGDRsWOt6wYUOyskLxgzbGhL1sYCHwnfPxPXAgyHNbAGMrpVamCBaYRbssdIxAGLv88su58MIL+eabb8jIyGDWrFk88cQTvPLKK1xzzTXucp07d/Y5r3Pnzu4gZ9myZaxZs4bk5GSfMgcPHuSPP/5g+/btbNiwgeuuu44bbrjB/fzhw4dxOPTr4OrVq2nfvr1Pkl7/a5akefPmjBw5kpEjR/L6668zbNgw3n77bXbv3k3dunUBOO6440r1mv4CjWUTEctXZozRbsl1eIKw74CVzuNFcQCdgbOA34E3nMfjgRlA/cqqrAnEArNolxYZ142Pj6dnz5707NmT//znP1x//fWMGjXKJzALxBWMFBQUcNppp/H2228XKtOgQQMOHjwIaHemdzcg4F6mSKS4v1zB2bFjB9OmTeONN95gxYoVnH/++QwZMsQd/IF2ZRbn7LPP5vPPPw/4XFpaGlu3bi10fPv27TRq1Kh8lTfGRJ584EfgWzyB2JYSzmmBBmF/c/57MjqwaSnwqFe5ScApFVtdUzILzKJdEN2J4eikk07iww8/9Dm2aNEiBg8e7LN/yin6V+PUU0/lvffeo2HDhqSkpBR6PYfDQZMmTVi7di0DBw4s8ppvvvkmBw4ccHcnLlq0qMS65uXl8fHHH/PGG28wa9YsTj75ZIYMGcKnn35KgwYNCpUvT1dm586dycnJ4fvvv+fMM88EYPHixeTk5NClS5cS62qMiXA56GxJVxC2GNhfTPmaQAd8A7H0AOV2oOPNXEN9bwWGVEiNTWmJiSg5OTkCSE5Ojs/xAwcOyKpVq+TAgQMhqlnZ7NixQ8455xx588035ccff5S1a9fKf//7X2nUqJEMHTrUXQ6Q1NRUefXVV+XXX3+V//znP1KjRg1ZuXKliIjs27dPjj/+eOnevbt8/fXXsnbtWpk/f77ccccdsmHDBhERmTx5siQkJMiECRPk119/lZ9++klee+01eeqpp0REZM+ePZKamir9+/eXlStXyqeffirHHXecAPLDDz8U+R6GDh0qjRo1krvvvlt+/PHHyrtZTn369JF27dpJRkaGZGRkSNu2baVv375Flo/U3w1jqr0CEVknIm+JyC0i0k5EYkSEYh7JItJLRB4WkbkisieI6+SLyLler9FZRPIq7m0YVdTntz8LzCJMtAVmBw8elPvvv19OPfVUcTgckpiYKK1atZKRI0fK/v373eUAef7556Vnz54SFxcnzZs3l3fffdfntbZs2SKDBw+W1NRUiYuLk2OOOUZuuOEGn3v19ttvS4cOHaR27dpSr1496dq1q8yYMcP9fEZGhrRv315q164tHTp0kA8++KDEwOz333+X/Pz8irspJdi5c6cMHDhQkpOTJTk5WQYOHCi7d+8usnyk/m4YU+3ki8hSEXlGRK4SkSZSfBCGiBwtIv1F5HkRWSEih8tw3fu8Xq+hiGwsz5swRQk2MIsRqYCBNabK5Obm4nA4yMnJ8emyO3jwIOvWraNly5bEx8eHsIaVIyYmhpkzZ/L3v/891FWJONH+u2FMxMoFFuHpllwE7CumfA2gPb7dkk3LWYcZaBcmaLfnV0DXcr6mCaioz29/NsbMGGOMqQrr8Z0t+RNQUEz5OkAnPEFYRyC5mPKl9Qu+48iexIKyMGCBmTHGGFPRjqCBlysI+xbYWMI5TfFtDWtL5X1K7wEuBfY69/sBd1bStUypWGBmIoL1uBtjwtoedIakKxDLwBP0BFIDDbxcQdhZwNGVXEcXAa5FW8wA2gCvAJYKMSxYYGaMMcaU1kZ8uyVXUHy3ZBLaFekKxDoBRQ8zqlzjgA+c2w5gJlo/ExYsMIsy1rJk/NnvhDHldAT4Gd9uyfUlnJOOb2tYe8LjE3cuMMJr/y10nUwTNsLh18RUgNjYWEAX8y4uQampfvbv1+yTrt8RY0wJ9uHplvwWnS2ZW0z5GLRb8iyvR3PCr2twPTqWzNWy9yDQN3TVMYFZYBYlatasSd26ddm2bRsAiYmJtnZiNSci7N+/n23btlG3bl330lPGGD+b8W0NW4G2khUlAe2KdAVhnYC6lVrD8juIpsXY4dw/HxgVuuqYollgFkXS0nSBSldwZgxA3bp13b8bxlR7Beii3t6B2J8lnNMY39awDkCkNUDfjmeJvpZoF6Z9VwtLFphFkZiYGBo3bkzDhg3Jz88PdXVMGIiNjbWWMlO97Qe+xxOEZaDrTRYlBl3U2zsQa0n4dUuWxmR01iVAPJpUtn7oqmOKZ4FZFKpZs6Z9GBtjqqcsPEHYd8APwOFiyicAZ+IJwjoD9Sq5jlXpe2CY1/5ktMXPhC0LzIwxxkSmAmA1voHY2hLOaYRva9gpQO1KrGMobQeuAA4594cBV4euOiY4FpgZY4yJDAeAJXiCsAxgdwnnnIRvIHYskd0tGazD6AzMDc79LsBToauOCZ4FZsYYY8LTNnxbw5YDxQ2fjcO3W7IL1Xcs1b/RBckB0oDpRG/LYJSxwMwYY0x4+AUNwlyB2JoSyjfAtzXsVDQ4q+7eR7P7g37KT0cT3pqIYIGZMcaY0LsHeLqEMifiCcL+hmasrw7dkqWxGl0H0+Up9F6ZiGGBmTHGmNCbXcTxWsDNaNdc46qrTkTKBS7Fs3j6QDR/mYkoNUJdAWOMMYZXgHMonPT0MPAcOoh/MLrg9v6qrVpEEOAa4FfnfjvgZaxFMQJZYGaMMSb0OqKD1bcCU4CL8B0vlg28CVwGpDr/fZOSZ2VWF4+jQSvo8lAzgMSQ1caUgwVmxhhjwsdRaMvPR+i6jv8F+gMpXmUOoEHIYKAh0At4EdhSlRUNI7OBB7z230LTgpiIZIGZMcaY8FQHuBJ4B02d8RlwAxqMuRxGA5Nb0ZmHXdAZiSXN6IwWf6GBa4FzfzRwYchqYypAxARmu3fvZtCgQTgcDhwOB4MGDSI7O7vYc0SE0aNHk56eTkJCAt27d2flypU+ZfLy8rj99ttJTU0lKSmJiy++mI0bN5b62jExMYUekyZNcj8/f/58LrnkEho3bkxSUhIdOnTg7bffLtc9McaYaiMOOB8dN7UZ+Bq4G2jhVy4DuBc4Hh1nNQpYgY7BijYHgcuBnc79C4EHQ1cdUzEiJjAbMGAAK1asYNasWcyaNYsVK1YwaNCgYs954oknGD9+PM899xxLliwhLS2Nnj17smfPHneZu+66i5kzZzJt2jS+/fZb9u7dS9++fTly5Eiprz1lyhS2bNnifgwZMsT93MKFC2nXrh0ffPABP/30E0OHDmXw4MF8/PHHFXB3jDGmGqkJnA2MR5dgWo4GJG38ymUCD6PLLh0LDEfzoxUQ+QS4DVjm3D8GHXMXMZ/qpkgSAVatWiWALFq0yH0sIyNDAPnll18CnlNQUCBpaWkyduxY97GDBw+Kw+GQSZMmiYhIdna2xMbGyrRp09xlNm3aJDVq1JBZs2aV6tqAzJw5s1Tv64ILLpBrr722VOfk5OQIIDk5OaU6zxhjqoXfRORxEekoIhTxaCQiN4rILBHJC001y+0l8byfBBH5MbTVMSUL9vM7ImLrjIwMHA4HHTt2dB/r1KkTDoeDhQsXBjxn3bp1ZGVl0atXL/exuLg4unXr5j5n2bJl5Ofn+5RJT0+nTZs27jKlufawYcNITU3ljDPOYNKkSRQUFP+1LCcnh/r1q+t6IcYYUwmOR7syFwEbgeeBc/FNw7EV7RLtg45XGwh8AOyr0pqW3WJ0QXKXV9BuWxMVIiLBbFZWFg0bNix0vGHDhmRlZRV5DkCjRo18jjdq1Ii//vrLXaZ27drUq1evUBnX+cFe+5FHHuHcc88lISGBuXPnMnz4cHbs2MHIkSMD1u/9999nyZIlvPTSS0W9bUDHwOXl5bn3c3Nziy1vjDHGqQk6KeBWYBfwCTqbcxY6PgsgB51c8A4QD/RGk7ReRHius7kNHVfmWjP0DmBA6KpjKl5IW8xGjx4dcNC892Pp0qWADq73JyIBj3vzfz6Yc/zLBHPtkSNH0rlzZzp06MDw4cN5+OGHGTduXKHzQCcCXHPNNUyePJmTTz652Lo89thj7kkHDoeDZs2aFVveGGNMAPXxJKjdgbaQDQQcXmUOAv9D03U0BM5DW9w2VWVFi3EY+Aee+pwNPBm66pjKEdIWs2HDhtGvX79iy7Ro0YKffvqJrVu3Fnpu+/bthVrEXNLS0gBt8Wrc2LOOx7Zt29znpKWlcejQIXbv3u3TarZt2za6dOniLlPaa4N2d+bm5rJ161afcgsWLOCiiy5i/PjxDB48uLi3DsCIESO455573Pu5ubkWnBljTHkkoQlqLwMOAfPRhKz/A1wdIUeAuc7HMDQB7qXOxwlVW123+9G6gi5P9V8gNkR1MZWnCsa7lZtrAP7ixYvdxxYtWhTU4P/HH3/cfSwvLy/g4P/33nvPXWbz5s0BB/+X5toiIhMnTpT4+Hg5ePCg+9i8efMkKSlJnnvuuVLeAQ8b/G+MMZXkiIh8JyLDReQYKXrywMkiMlJElolIQRXV7T2v69dy1tNElGA/vyMiMBMR6dOnj7Rr104yMjIkIyND2rZtK3379vUp06pVK5kxY4Z7f+zYseJwOGTGjBmSmZkp/fv3l8aNG0tubq67zM033yxNmzaVOXPmyPLly6VHjx7Svn17OXz4cNDX/uijj+Tll1+WzMxMWbNmjUyePFlSUlLkjjvucJeZN2+eJCYmyogRI2TLli3ux86dO0t1HywwM8aYKlAgIitEZJSItJOig7TmInKXiCwQkcMBXqci/CwiSV7XnFhJ1zGVKuoCs507d8rAgQMlOTlZkpOTZeDAgbJ7926fMoBMmTLFvV9QUCCjRo2StLQ0iYuLk65du0pmZqbPOQcOHJBhw4ZJ/fr1JSEhQfr27Svr168v1bU///xz6dChg9SpU0cSExOlTZs2MmHCBMnPz3eXGTJkiKCZZ3we3bp1K9V9sMDMGGNCYI2IjBORLiISI4GDtAYicr2IfCoiBwO/TKlli8gJXtcYJFXXSmcqVLCf3zEiEo35kKNWbm4uDoeDnJwcUlJSSj7BGGNMxdqCjkebiS68fjhAmWQ0E/9l6IoFdcpwnQLn+f9z7rcHFmKLk0eoYD+/IyKPmTHGGBM2GgM3A1+g6SveRAOoBK8ye4BpwFVAKpp+Ywo6IzRYY/EEZfXQCQoWlEU9C8yMMcaYsqoHXI2m39iBtqINBup6lclDc6gNBRoB5wATgQ3FvO6XgCsNZgzwNrrskol6FpgZY4wxFSER+DvwOtqSNhtNbtvYq0wBmvLiDuBo4AzgMeAXrzJ/Av3xLLz+ENodaqoFG2MWYWyMmTHGRJgC4Hu0NW0GsKaIcieiAdjTXscuAj7EmlGiQLCf3xGxJJMxxhgTsWoAnZyPscBKPEHaCq9yv+DbcgZwHRrYWWBWbdiP2hhjjKkqMUAb4EHgB2At8BTwtyLK/x3tCr0OHad2sIhyJmpYYGaMMcaESkvgHuCJYsrsAF5DuzUboOtlTgNyK712JgQsMDPGGGNCaStwhdf+3UA28I7zeJLXc3vRNTL7o0HahcAr6GQDExUsMDPGGGNCJR9tAdvs3O8KPA440OBrOrAdzWd2DVDf69xDwGfADWh3ZzfgGeCvKqi3qTQWmBljjDGhch+wwLmdjraGxfqVSQAuRhPUbgXmAsOAJl5lCoCvgbuAFsBpwP8Bq/Ck3TARwQIzY4wxJhSm4UmNEQu8jyagLU4toAeaoHY9sBi4HzjBr9xyNEHtyWgajhFoyo7SBGkC7CtFeVMhLDAzxhhjqtoWdKaly5lATeBIKV6jhvM8V4LalcCjaGuZt9/QNB0dgWbA7RS9xqfLYeBKdI3P04AXgN2lqJspM0swG2EswawxxkSBeWjLl7/6QE+gN9AL3+7K0vgLTUw7A/gW7eoMdK2LgUud1/Re6/NfwJN+5ePRNUGHostKWdNOqQT7+W2BWYSxwMwYY6LAYXSQ/5vAr8WUa4MGab2Bs9HgqLS2Ax+hQdocdNKAvyR01YFL0QXYby7hNVsC16ITEpqVoU7VkAVmUcoCM2OMiTJ/oouWf4EGTkXlJ0tAZ166ArUT0YS1pZELfI4GaZ+h6TeK8yBwOZpH7S1gl9/zMWjL3nVo61tcKetTjVhgFqUsMDPGFOkPYCE6NqgsLSsm9A6jA/q/cD6WUPSA/WZ4grRzgXqlvNZBdIbnDLRFbUeAMjHAWWhL2gXAT8Cr6ALt/vU6Crga7epsV8q6VAMWmEUpC8yMMQHtQltQtqP5r94JbXVMBdmJtqK5ArXNRZSrgQ7udwVqZ6CTCYJ1CEgB8koo1wEN0k4HlqIpPP4MUO50NEDrD9QtRT2imAVmUcoCM2NMQA8AY5zbMegsPf8UCiayCTrz0hWkfU3RgVQ94Dw8gVrTEl57BDpzEyAVmIy21s0EVhdxznHAJc5r/ews61+feLQr9Dq0G7YaTxiwwCxKWWBmjClkOzoY2zvn1I3AS6Gpjqki+9HgzBWoFRVAAZyEJ0jriu8MzOnAVc7tmmgLXXev539Bg66ZaLAWSDoaeB0E1gCZAcocg2fCQEmBYhSywCxKWWBmjCnkn8BTfsfi0JQJJSUsNdFjA54gbQ663mYg8Whw5mpJG4onqJ8A3FnCNT5Eg7SvCZx3rZ7zdXejXxr8W9FqOK89FJ0wULuY60URC8yilAVmxhgfm4Fj0ZYKV7fR287nHkATjprq5zDauuUK1L4ncC4zb1cDbxD8TM8dwMdokPYlgbtVa5Rw3VTnda9DU4NEMQvMopQFZsYYH8OA553b9wB3o92ah9GWi/Vo9nZTve1CZ2C6ArWNAcrsoey/K3uAWWiQ9olzv7TOQAO0fugi7lEm2M/vajwMzxhjItxfwMvO7SR0QeymwEDnsd1oagNj6qNpVF5Bg/UOfs93pHwBfLLz9d9Buy8/A24AGpTiNZagiW0bA4PRxd2rYdORBWbGGBOpHgXyndt3Ag2d2//0KjPeq4wxAC8CK/yOza3A149DVxF4GV0T9Gu0Jbd5kOcfQFdE6A4cj8423lSB9QtzFpgZY0wkWoPmkALNPzXc67k2aDJQ0NaR6VVYLxPeMoDb/I7tRFtcK0NNdCmp8cA6YDm6msDJQZ7/BzpW8mjgQjQZbqAlpaKIBWbGGBOJHsIzI2442lXl7V9e2+Ooll1Cxk8W0MXv2EYK/+5UlhjgFOBhNO/Zb+h6oR2DOLcA7R69HO2uHw6sqpxqhpoFZsYYE2lW4Zl5WR+4K0CZbuhgatBuqzmVXisTzg6hY7e8/QA0CUFdXI4H7gUWoQHi8+jSUiWtWLAdbYE7GeiEJsMtan3RCGSBmTHGRJrReFrA7kO7Mv3FULjVzFRPBRReXHw6hScAhFIT4Fb0C8Q24HV0VYGS1nxdjCZTbowmrv2aiG8dtsDMGGMiyQo8Y8YaUni8kLfL0GzroItO/1B51TJhStA1VL2NAK4IQV2CVR+dlfkhmivtA3SmcXEpNPajwVw3oBW6vFRR64qGOQvMjDFl8ys69X53qCtSzfzHa/vfFD9ouya+kwKerJQamXB2HfC7135HPGuqRoIk9AvGW2hL2izgJopf0eJ3NPhsBlyE5laLoJnJlmA2wliCWRNyeWiahrFoEtPz0UG5pvJ9j2egdBN0ZmZJXT370TQFO9BA7Q+CT1tgItvTaNJhbwUEn9k/nB1Bx6a51vBcW0L5hsAgNFBtXblVK4olmDXGVLzv0HEpj6JBGcDnwLJQVaiaedBvu6SgDCARXR0A9MPs6YqulAlLMygclO0hOoIy0C8ZZ6GtwGvQLv5RQLsiym9D15M9CZ2Z+gplW52gCliLWYSxFjMTEnvQroEXCDyw9krgv1Vao+rna3T8DEALtCs52MWfd6B5oA6ggdoGqi5Fgql684Fz/I79DhxX9VUJiT/wtKQtLKZcInAV2op2FpUetFqLmTGmYnyKfst8Hk9QdibareYa5/E+vuNYTMUSfFvLRhF8UAa6UPRQ5/Z+NPO7iU7LKRyUfUr1CcoAjkVXv/gOnQDwItALqOVXbj8wFU2AeyKaU21LldWySBaYGWMC247OhOqLZ8HjRDR/0EI0R9ZdzuOCDSyvTHPRFjOAE4Cry/Aa9+D5i/8scLAC6mXCy+/AaX7HRuNZBaI6aoyuv/kF2p35JjqZIMGv3G/A/eiEgWvRsbQhYoGZMcaXoDOgWqMLErv0RLN1340nAeQteHJoTSUsvm1GHQFGeu0/ROFv/sE4Bk+KhG3AG+Wslwkvmymc1b8PvrN4q7t66JeaD9Du/ZnohIC6XmWOoH/LvqniunmxwMwY4/EXuh7dIHT9PNA/ZlPRb5wt/co70G+joJnFn6n8KlY7n6JJNEHXwLyqHK/lnXD2STxLOpnIthvtqtvhdawxOu4zWgb7V7RE4O/oF5RtaJ6/W9G/cWdRuOWxCllgZozRD+iJ6BInn3sdvxJYDQyh6D/wd+EZ7/QikFM5VayWCvBt8XiY8v3VPh3P+KPfgY/K8VomPOxHhxus9Ds+H0iu8tpEpljgPHQc7VrgW/QLaYhYYGZMdbcKHfx6B7DPeSwdzbr9X4pP5Aj6zXyIczsXmFTxVay2ZuLJ1n8q+g2/vLxbzZ4g4pevqdby0S9P/jMPP0bHIpqIZIGZMdXVIXS8Ugcgw+v4TWiwdkkpXuufeFrUnsYGlleEI/i2lj1KxXRL9UG7REETdH5XAa9pql4BOtPWP7nzQ2gLmolYFpgZUx0tQltgRuNZquR4tPtjEsWvSRfICcDlzu2t2MDyijANDZBBB3X3qaDX9V/c/IkKel1TdQRdaustv+MX4ztRxEQkC8yMqU72omPCuuAZk1ITnSb+I54EpmVxn9f2OGxgeXkcRoNml0eo2EHc/YCmzu2P0XGEJnI8BkzwO9YK/UJkn+oRz36ExlQXX6JdWM/gGVd0KrAE/UPvn9entE4HznVur0GXhDFl8wZ6D0EH6/eo4NevjScHHVgOukjyMvCA37FkdExoaVu6TViywMyYaLcTHZzfG02HAbrG4hNoGoZTKvBa3q1mY7GB5WWRh44Tcnmkkq5zA54P8rfQPFgmvH2A5g709waaud5EBQvMjIlWAryHJor1HvN1DpCJjjMqS6LS4pyHtsKBLg0zt4Jfvzp4FVjv3D4fzalUGVLwzUH3bCVdx1SMr4AB6KB/bw9SMbN1TdiImMBs9+7dDBo0CIfDgcPhYNCgQWRnZxd7jogwevRo0tPTSUhIoHv37qxc6ZvsJS8vj9tvv53U1FSSkpK4+OKL2bhxo0+ZYK4dExNT6DFpUuC8AWvWrCE5OZm6deuW9jYYE5yN6KzKfujSSqCtI5PRYKmy1s2LoXCrmQneAeD/vPYfruTr3YEnB90kNN2JCT9L0f/Ph/yOX4DvWEQTFSImMBswYAArVqxg1qxZzJo1ixUrVjBo0KBiz3niiScYP348zz33HEuWLCEtLY2ePXuyZ88ed5m77rqLmTNnMm3aNL799lv27t1L3759OXLEM3I52GtPmTKFLVu2uB9DhgwpVCY/P5/+/ftz9tlnl+NuGFOEAjTJ60nooG6XS9EZftdT+ZnAL0cXEQYNApdV8vWiySQ8XYp/R8ftVaZ0POtu5qCBuwkvv6Itp3v9jh8HvE0EfYqboEkEWLVqlQCyaNEi97GMjAwB5Jdffgl4TkFBgaSlpcnYsWPdxw4ePCgOh0MmTZokIiLZ2dkSGxsr06ZNc5fZtGmT1KhRQ2bNmlWqawMyc+bMEt/LvffeK1dffbVMmTJFHA5HUO/fW05OjgCSk5NT6nNNlPtFRM4WEbweaSLyfgjqMsmrDleG4PqRaI+INBC9ZzEi8lMVXXeVeH5WTUUkr4qua0q2UUSOFt//04hIkoj8HMJ6mTIJ9vM7ImLtjIwMHA4HHTt2dB/r1KkTDoeDhQv9Ux6rdevWkZWVRa9evdzH4uLi6Natm/ucZcuWkZ+f71MmPT2dNm3auMuU5trDhg0jNTWVM844g0mTJlFQ4DsY4KuvvmL69Ok8//zzZbwTxgSQD4wB2uO78O51aCvZ5YFOqmRD8KwY8D66/I8p3kQ83c7/ANpW0XVbAxc5tzei+dNM6O1C179cH+C519Hl00xUiojALCsri4YNGxY63rBhQ7Kysoo8B6BRI9/1ZBo1auR+Lisri9q1a1OvXr1iywRz7UceeYTp06czZ84c+vXrx/DhwxkzZoz7+Z07d3LNNdcwdepUUlJSgnnbgI6By83N9XkY47YUOAOdPp/nPHYM2oX4CqFb7y0eTzoGwdIxlCQHzf0G+ld5dBVf/16v7XHYbNpQ2wdciCfBsLcRhObLlqkyIQ3MRo8eHXDQvPdj6dKlgA6u9yciAY97838+mHP8ywRz7ZEjR9K5c2c6dOjA8OHDefjhhxk3bpz7+RtuuIEBAwbQtWvXYq/t77HHHnNPOnA4HDRr1qxU55sotR9dBqkjmhgW9H/zP9EZlxWd96osbkFn/gFMBbaEriph72lgt3N7EJostCqdBXRybv8MzKri6xuPQ8AV6Ooc/npTeelTTNgIaWA2bNgwVq9eXeyjTZs2pKWlsXXr1kLnb9++vVCLmEtaWhpAoRa1bdu2uc9JS0vj0KFD7N69u9gypb02aHdnbm6u+9yvvvqKJ598klq1alGrVi2uu+46cnJyqFWrFq+99lqRrzNixAhycnLcjw0bNhRZ1lQTc9FurqfwTJ1vh+YkGwckhqhe/hz4pmN4JoR1CWc7gfHO7Vr4ro9ZVWIo3Gpmql4BcA2BA+NjgHfQlTpMdKuC8W7l5hqAv3jxYvexRYsWBTX4//HHH3cfy8vLCzj4/7333nOX2bx5c8DB/6W5tojIxIkTJT4+Xg4ePOh+nczMTPfj0UcfleTkZMnMzJRdu3YFfS8qbfD/IRHJr9iXNBVsl4gMFd9BwHEi8n+iP79wtFlEaovWNUVEskNbnZDZW8xz94nn53lT1VQnoMMicrxXXZaEsC7VUYGI3C6FB/ojIoki8mPoqmYqRrCf3xERmImI9OnTR9q1aycZGRmSkZEhbdu2lb59+/qUadWqlcyYMcO9P3bsWHE4HDJjxgzJzMyU/v37S+PGjSU3N9dd5uabb5amTZvKnDlzZPny5dKjRw9p3769HD58OOhrf/TRR/Lyyy9LZmamrFmzRiZPniwpKSlyxx13FPl+wmpW5m4RaSH6wfmMiBypuJc2FeR90RmW3n+szxadiRnubhBPnceWUDba7BKRvqLvfVSA57NEP3QRDWDXV1nNAntJPD+rq0Jcl+rmYQkclCEi7xVznokYUReY7dy5UwYOHCjJycmSnJwsAwcOlN27d/uUAWTKlCnu/YKCAhk1apSkpaVJXFycdO3aVTIzM33OOXDggAwbNkzq168vCQkJ0rdvX1m/3vevY0nX/vzzz6VDhw5Sp04dSUxMlDZt2siECRMkP7/oJqiwCsz+J75/BM4TkQ0V9/KmHDaJyKXi+/NJFpEXJXIC6N9E0z8gIo1E5EBoq1NlfhWRE8Tzc+scoMxdXs8X/T2u6hwQkYai9akhIn+EtjrVxgtSdFB2bwjrZSpUsJ/fMSJi828iSG5uLg6Hg5ycnFLN7izWTOAyv2N1gReA/hVzCVNKgs6q/Bc6Y8/lIvTn0jQUlSqHK9G0GQAvATeGsC5VYQ76nrO9jt2C/uxcNqJJQvPQBeTXAmlVVL/i/B8w0rl9G/BcCOtSHUxH06ME+iTuCXyOjSuLEsF+fkdEugwTAtnoumz90Hw6puqsQWdV3ognKGuA5pf6H5EXlIHvMk3jgCNFFYwCLwB98A3KAPwnZP8fnhQntxMeQRloAJnk3H4N2BHCukS7OcBAAgdlLYB3saCsGrLAzPi6H99WsvfQGYBfhKY61cph4An0fs/3Oj4YWI1+q67s5ZQqy+nAuc7tNcCMENalsuSjLUy3ETjw9F6FbR26WDlAHbRlNFzUR5fuAl270/JhV44l6LJb+QGeS0B7Mo6qygqZcGGBmfFVD52SPQ1PctLNaAvAMDR/lql4K9CcZPcBB53HmqPT5l8nOv5A3++1PZboSmK6G13P0Lur8k4g1rl9DNDE67lH8Hwg3w2kVnYFS+luPC01z2H/7yvaL+jvyz7nfiq+X7peATpUcZ1M2LDAzAT2DzRRaS+vY88Dp6Df9EzFOIBm8j4dWO48FoNmzf8ZTSgZLc4FTnVuL0fzsUWDX9Gg2vV+aqMJdS/HE3x5d2P+hgbboGM576n0GpZec/RvAGhX5tTQVSXqbED/ru507h+Ptpa7vqjcgw4jMdWWBWamaE3QFpvn0KZ10A+VzuiSMYGa4E3wFqDrW47F0/V1MpCBZoKvE6J6VZYYCreaRbrZaMZ811qgDYB56FqhX3uV8+7GHI0nMfC/0OAsHHl3rz5FdI8LrCo70S9brjzhJ6GtqtnO/R7A41VfLRNeLDAzxYtBx8z8gK7JCPoH+iF0GZdfQ1SvSJaDZsTvjucDPRa9p8vR1pdodRk6ExG0hWlpCOtSHoJ+YTkfz4dqO7Q1uYtz33tBeVeL2c94FglPBe6o1FqWTwd0ViDojNFoHBdYlfYCF6DjRQGOBU7Asx7m0ejvRq2qr5oJLxaYmeC0Ar5Dv+27xp4sQbs2nyO6xgtVpv+h35Jf8jrWGR1j9h+0Gyya1cS3JSYSWwfygVvRmZSuVqRL0P8fzZ37h537oLMtj3Vuj8Lzf+V+wr9V1PtnVRGLm/+OrgP5YjlfJ9IcQru2v3fupwFXAR869+PRwf4NqrxmJgxZYGaCF4t+sGTgWWT5APoB1QfYFKJ6RYKt6B/iv6OTKUBTEjyLtqycFJpqhcRgwLXM7Ad4Wg0jwS70d32S17H70dYk7yDrR7SFBLS1LAZtDXW1OjVG01KEu/PwDEJfgna/l8dE9Gd+GzoztTo4gv7Of+ncdwAPo93DLi/jGX9pqj0LzEzpnYF+yAzzOvYlmubhvZDUKHwJOnC6NZpI0qUPsBINaqtbnqJ4dHID6P2JlAWzf0G7mb9y7tcG3gAeo/BfUu/xZa5uTO/FyR8gfBabL04MhVvNysM1VlXQHF7RTtDZua6/i/FompTRaCsaaHf2oCqvmQljFpiZsklEv/1+AaQ7j+1GE9IOcG5Xd+vQgb7X4rkfRwFvAp/h6faqjm4BXImvXwe2hLAuwfgSHeS/xrnfEM01V9QHqv/A/wzgU+d+Mzx5wiLBlXh+Vz9Dx8mVVRuv7WiZlVuch/HkgauJpiKagKfVvCvwZNVXy4Q3C8xM+fRC02r08zr2Ltp6NjskNQq9I+isyjb43oMB6MDfq4ncRLEVxYFOgABtOZgQuqoUS9Du5vPxrMLQHu3W61zMOa6B/3XR34MHvZ7/DxBX0RWtRLFoXjOX8gQSJ3ttf4Vndmo0egFtGXN5DQ1Gv3XuNwX+iyfXnTFOFpiZ8quPBmPv4Jn6vwkN2u6geiWnzEQ/sO/B876bAZ8Ab2ODe73dhWeywyR81wQNB/lo8HgnngDi7+gH69HFnLcaT46qs9HWM1fr0LFoKo1Icx2ehNNvo+t8lkVrPF9KtqP/X6LRNHyHerjSjbhaz+LQ8YaNMKYQC8xMxemP/qHt6XVsIjqoNVLTIgQrD20VORVPAl5XqpGVwIUhqlc4a4wnSMnFd0B9qO1Ev1i87HXs3+jA9ZJmUvp3Y3q3lo0mMltI6qAzUUFnnD5TxtdJwDNDFaKzO/NLdLC/9+zbs/Gd7PEinvRDxvixwMxUrKZoUtpn0YGuoLnOOqPjLQ6HqF6V6Tt05tqjeN7fiWh31nNAcmiqFRH+hacF5Wk8y1GF0mp0kP98534c8Ba66HgwfzG985cdwNN11RrfdWgjze14umBfouwtnNE8zmwxcCme5NvXoy3Dl+FZsP5WdNypMUWwwMxUvBroH/Ef0KWGQAOWUWhS2t9CVK+KtgftrjgbnbEHmhzyQfS9nxWiekWS49H8TqApRd4IYV1Av1R0Av5w7jdCA7SBQZ4veFJKJOCblPUhInsGbiM8LZx78M3FVxre48y+JnpWEFmFJpB1DWG4FO0x+Aeert+z0C8gxhTDAjNTeU4EFqKDnV0fSN+jrUsvENlJaT9Fc489j+d9uNKIPIyntdCU7D6v7XGEZukfQScgXIh2q4L+ni5BA7Vg/Yknn98hNJ8Z6ISBywOdEGGG42nhnICnFag0vFvM9uJJuhrJ1qMzsHc5989Bx9zejydQTwfeJ/qTSJtys8DMVC7XUkML0dYR0O6d29CZbpuLOC9cbUdbT/ri+RacCIxHUyK0DVG9Itnp6ALnoOkoqnrpn0PAjejMQ9cg/0vRLshmpXwt725M7wDzEaLjr+0J6AQI0BQn75ThNdr47Ud6d+YOdDyi6+/BqWhG/+l4xuLFouMT06q6ciYSRcOfChMJzkS79271OvYFGsj8NyQ1Kh1Bxxm1xvfD6Dw0r9PdRHY3Vaj5L25eVa2prg/VV7yOjURbNpLK8HpfBzh2JhrIR4t7vbbHUfqUFyfgux5kJAdme9DuS9eawccBn6OrWdzoVe55Stfyaqo1C8xM1UlC/0DNQmfkgTb9/wPN7ZUdmmqV6C+0i2sQnjQI9YAp6AysliGqVzQ5F8+SNMupmg/rVeggf1dXUxyaCqI8rVuBArNHiK68dZ2Avzm3V6NJZ0ujNhqcuWQA+yqgXlUtDx3U75qF3RjNWxjjPO6ayHIjcEOV185EMAvMTNXrjabVuMrr2Nto61k4fXs+gg7ePRn9FuxyJfqhfg3R9YEbSjEUbjWrTJ+hAcZa534aGqANKMdrZlF43c+z8U0fEy28W82eKMP53hMA8vHtAo4ER9Avaq5lpeqiX9Kaol801zuPd0JnqBtTChaYmdA4Ck3C+DaaBR50jMZ56PTyA6Gpltsq9EP1Djzf5tPRsSP/xcaKVIbL0K4g0AC9MnLfCToe8CK0Gwo8uec6lvO1AwUXjxKdwfuF6OQe0Pe9qJTnR/I4M0FnY7vWvk1AJwO1QSeyzHMeT0PHlUXSKg8mLFhgZkInBm2hyMQz+Bt0wOxpwLIQ1OkQOlmhA9rF4nITGqxdEoI6VRc18V0w+/EKfv1DaF6p4XjGRV2Bdj82rYDX9w/MeuJZwDza1KB8i5uf7LcfSYHZKDzJkGuh4xG7oGNPx/sdTy90tjElssDMhF4ztBvgGTxpJlaj3QDeSVsr2yK09WQ0ntxKx6N5rCbhadkzlWcwnmVqPqBw12BZbUdbY1/zOvYg8B5lG+QfiP/4skcq6HXD1UA8Y0VnUrqflX+L2Qo84zfD2bP4/lynooP/V+C7MP2zWB5DU2YWmJnwUAPtNlyOtpaBBmQPol2KFfUBHchetPu0C7p8Emjrzf1oHqpulXht4ysez4LZQulbYgL5GZ0Z6WrRikfXdn2YivsLmA385LXfl/J3jYa7OHQdUdCf1VOlOPdYfPN5CZ4uwHD1Dp73C5rHbSAaUF6KZ/jFUHSNVWPKyAIzE15ao12ID+JJP7EI7VqcRMWnUfgS/fb+jNdru8YcPYaOHzFV62Ygxbn9Opovq6w+RZcD+9O53xgd5N+vHK8ZyHf4/m4+XMGvH65uwrN26FR09YZg1EL/r3ubE6hgmPgc38XnH0CDtMPo79KfzuNnoDPPo3FcoakyFpiZ8BOLfrB9i2cw+H50EeALKd8HtctO9A9tbzQdBmhLyuPoenenVMA1TNk48Cz4fAhtmSgtAZ5EB/nvdR47DQ24zyxn/QLx7sa8gurz+1MXDc5A00c8V4pzI2WcWQa6aoNrSMWNeLozH8ATUDZEu99t1Q9TThaYmfDVCR27cYvXsc/RFq73y/iago4rao3vuozd0UkI9+Kb/NKExp14uromUboFs/OA69DB6a5WrCvR4KlJRVXQj6sbqwY6RrE6uRPP/5nn8QTCJfEfZ7YGT5qJcLES/TLo+vleji4nF4POznalCqmFztIs7UoRxgRggZnRD6srnY9WIa6LvyT0D+FneFJU7ELrOojSJaXdiM6q7IcOBgdtnZkMfIWndc6EXmM0Txzo2pUvBnmea5D/FK9jo9DULIkVVbkAHgTuQdOp+LcERbtmePK/7cZ3gkVxAt2ncGo1+wttUd/t3O+BpvepiX6Ju9ar7HiidwauqXIxIhLJS0lXO7m5uTgcDnJyckhJSSn5hGiyE209m+51rBk6tqVHMecVAC+hOYb2eB2/FO16sSnt4el39IuCoDM1/6T4bqJMtOvSu2v6dXwTGZvKkQm0c243R1u/Smp5XotOAvA2EF36LNS2o6sb/ObcPw2dnJCMfjE8A09y4sHo3yAbV2ZKEOznt7WYmchxFNoN+Rae1BUb0Bxod+NZAsXbr2g35a14grI0tCt0BhaUhbPj0fFaoIPKXy+m7MforFpXUJaOzsK0oKxqtAXOd27/he+Xp6K0oHAr5lyqbp3UouxB34srKDsBHUKRjGb8H4gnKDsN7Wq3oMxUIAvMTGSJQf8wZuLbSjYB/WBe49zPB8YA7fFN/DkUTRR7eWVX1FSI+7y2x6EfjN5cKTUuwTO26XTge+e/pur4J5wtKcCqAZzkdywLzWEYKgeBv+NJbt0EnbndwLn/H3StX4BU9Mudzdw2FcwCMxOZmqELBk/As+TJD2iqi/vQroYH0IHgAMegs6deRRcgN5HhNHTMGMAf6Kw3lzx0nM+9eIKAq9B0GJU1yN8UrTueYPgHdNxmSQKNMwtV2gxXa5ir3vWAL9CuWdDfvTHO7Zro4P+jq7KCprqwwMxErhrojLAleCYt7EFnSv3oVeafFF72yUQO71azx9EgbBv68/Tu3nyIyh/kb4oWg2+rWTCLm/vPzITQTAAQdPzqDOd+IjrhyBU4rsQ3j9mTwDlVVjtTzVhgZiJfW4r+EHgH7VaxD+vIdS7aEgq6MsTTaC6y75zHEtDWi/9gY31C7TK0dRq0C/DHYspC4MBsPlW3DJvLg+jsbNBJCx+g6XpAZ35fCuxz7g/EdwUAYyqYBWYmsgm6KHVRi4vfSNlznpnwEIMuj+UyHM8g/yboGMIrq7pSJqBaaNoQl5KW1ArUlZmLZ4xXVXgG+D+v/deBPs7tAuBqPEvCdQBexr4AmEplgZmJbBvQHEIuKWgr2QnO/Vz0Q/t2POPNTOS5LMCxM9BB/qcFeM6EzrXoDGrQruW/iinbFM/yW96qqjvzLXSdXJdn8eRkA+0e/9S5XR9drN1a300ls8DMRLZ0fGdn5qITAt4B+nsdfw44Cx1AbiLLQXQ2rb8FWLqTcJQIDHNuH6H4JbViCF2i2c/wTRL7IPoFzuV/eNY8rYGm6mlRBfUy1Z4FZiay1UKnr4/Cs+j598DZaCD2Ep5Zm8vQsUofYCLFVjTwfsPveAy6koMJT7fhSSMxGU/2/EACjTP7Ds8ySJXhOzRHnmss281o65jLL+jKIi6P45kdbEwls8DMRL5YdH3ChWhSUtA/6sPQWVYzvY7non+Q78S6NsPdj2h3ZYZzP9G5D578ZSY8NcDTGrWP4pfU8m4xc30i5eGZ3FHRMoG+eAK/q9AWdde4sVw0l5krIfU/0HGNxlQRC8xM9DgTzZ90q9exL9BZVPeha2S6PIsuubIWE44+RFs8Nzj3mwLfornrXGOSXge2VHnNTLDuwfMJ8yyBV+YA3xazhl7bldGduQ5d/zLbuX8e2hrram0vQJdY+tW53xbNfWiD/U0VssDMRJck4Hm0e7Ox89hu4Hr0t/1xPF2bS9GuzRmYcCHAY/imJ+iIdk+fgi7FdYvz+CGKH79kQutYPCtsbAXeLKKcd4tZZQZmW4FeeIL5M9DW9DivMv+Hji0DTTA7E/2bYkwVssDMRKfeaJeFdxqFd4CJaPbu45zHctAPjzvRD3oTOgfRcT3/9jo2AF08urHXsTuB2s7tSejP0IQn74SzT6ItUv4a4ZnFuR1tpQIdE5pdQfXIRde/dC3Z1god/F/Hq8wn6FhV0Baydym8yLoxVcACMxO9Ai16vhEdL9IVuNirrKtrc11VVtC4ZaGZ1N/2OvZ/6M/Ofy3CxsA1zu1cih+/ZELrDHSpJtBFwT8KUMZ7ZuYWPMmEC9Bks+V1EM1z+INzvyma/DbVq8xv6JAH19JeY9Avd8aEgAVmJroVtej5a2jSyBvwdGUsQT8UPqzC+kWyLWj3VHY5X+cHdHzgIud+Ijpz9t8UPbbnn17PTaDo8Usm9O712i5qwob3OLM0r+3ydmceRltd5zv366NBmfcal3vQrvNc5/4V+C4DZkwVs8DMVA/ei57HO4+tBqagM7RaOI9lo3+k78a6NouzBc2CPhi4oxyvMwNtqXQN8m+GzsYLlFDW2/HoByjo2KHXiylrQqsPnsBrIYFnW3qPM6uPZzB+eRY0FzQNxkznfhLafdnar8w1wCqvekzBBvubkIqYwGz37t0MGjQIh8OBw+Fg0KBBZGdnF3uOiDB69GjS09NJSEige/furFy50qdMXl4et99+O6mpqSQlJXHxxRezcaNvgqRgrh0TE1PoMWnSpEL1efLJJznhhBOIi4ujWbNmjBkzpsz3xJSSa9FzVz4z0G/UH6B/tE/1KjsBzYX2Z9VVL2IUoAs6b3Puf4KnCyhYgnZVXg7sdx5zDfLvEORreLdqjEOTmZrw47+4eaBWM+8Ws/VoCypoPrFNZbzuv9EZlaApdWagv2PexuKZ/ONAg7g6GBNaEiH69Okjbdq0kYULF8rChQulTZs20rdv32LPGTt2rCQnJ8sHH3wgmZmZ8o9//EMaN24subm57jI333yzNGnSRGbPni3Lly+Xc845R9q3by+HDx8u1bUBmTJlimzZssX92L9/v0+Z22+/XVq1aiX/+9//ZO3atfLDDz/I7NmzS3UfcnJyBJCcnJxSnWf85InIAyJSQ0RwPhJFpL2I1PY6VldEPgxNFcPWk+K5P67H76U4f7+I9Pc7f6CIHChDXc7zeo33ynC+qRp5ItJEPD+r1X7P7/B6rruIjPTaf6MM13vK6/wYEZkWoMznzudcZT4pw3WMKYVgP78jIjBbtWqVALJo0SL3sYyMDAHkl19+CXhOQUGBpKWlydixY93HDh48KA6HQyZNmiQiItnZ2RIbGyvTpnn+127atElq1Kghs2bNKtW1AZk5c2ax76FWrVpF1jdYFphVsIUicqz4BgmNRSTJ79jdoh8u1d1SEYmVwoHZO0Gev1lEzhTfD83HRKSgjPWZ7fVap5bjdUzl8w7orw/wfJrzuVQRme9Vdkgpr/O6+P5uPh+gzBrRL12uMo+U8hrGlEGwn98R0ZWZkZGBw+GgY0dPO3SnTp1wOBwsXLgw4Dnr1q0jKyuLXr16uY/FxcXRrVs39znLli0jPz/fp0x6ejpt2rRxlynNtYcNG0ZqaipnnHEGkyZNoqDAMzf8448/5phjjuGTTz6hZcuWtGjRguuvv55du3aV486YcusMrABu8jq2BR1fVtPr2NPoTM7iFmSOdnvR9UfznfudvJ5bEsT5y9Euqu+d+0loN9L9lH1Mz7l4FjFfTvnGJJnC5gIXoF1+e0ooW5Ib8CQHfoPCyYFd48x2AMfgmY07l+C7yj/Gd13V0fgmnAb9Pf47nkkrf8c3RYsxIRYRgVlWVhYNGzYsdLxhw4ZkZWUVeQ5Ao0aNfI43atTI/VxWVha1a9emXr16xZYJ5tqPPPII06dPZ86cOfTr14/hw4f7jB9bu3Ytf/31F9OnT+eNN95g6tSpLFu2jCuuuKLQa3vLy8sjNzfX52EqWB00H9YnaE4l0ODDf8zSYjTJ6cdVV7Wwchc6kxXgdHzXHC0pMPsAHeTvGr7pGuT/93LWKQbfsWaPl/P1jK+7gc+BEegEmccoe4CWgm9y4Il+z3uPM/sdHeMJ+jvzOyX7Bl1eyfX/9jbgP35lBLgO+Nm5fyI6cSQiPglNdRHSX8fRo0cHHDTv/Vi6dCmgg+v9iUjA4978nw/mHP8ywVx75MiRdO7cmQ4dOjB8+HAefvhhxo3zjHItKCggLy+PN954g7PPPpvu3bvz6quvMm/ePH799ddCr+/y2GOPuScdOBwOmjVrVmzdTTlciKbVKG5G4G40/9k/8bQcVQfT8QykTkKT9abjmc26HM+C0N4EeASdQelam7AzGsi1r6C6XYYnYfBcdEUHU36CJyErwC60ZaklZW9BuwMdiA/wgt9reM/MXIm2hrqUlDbjJ+AiPGlT/oHmJvT/0/0k8F/ndjKaGicFY8JKSAOzYcOGsXr16mIfbdq0IS0tja1btxY6f/v27YVaxFzS0jQZjn+L2rZt29znpKWlcejQIXbv3l1smdJeG7S7Mzc3131u48aNqVWrFieccIK7TOvWOm97/fr1Rb7OiBEjyMnJcT82bNhQZFlTARoA76PfopOLKfcU1adr8y+0G8rlOTyLwrsWFd+PzqDzdgDNIeXdajEI+ApPy2RFqInvrD9rNasY2XiC6RQ8nxY70Ra0sgRo6ejvAOiKDa94PefdYvYzvoFZcV3Ua9FksK4VIHqhXaX+n26z0W5zl7fQFQCMCTdVMN6t3FwD8BcvXuw+tmjRoqAG/z/++OPuY3l5eQEH/7/3nmc61+bNmwMO/i/NtUVEJk6cKPHx8XLw4EEREfniiy8EkDVr1rjLrFixQgD59ddfg74XNvi/Cv0pIt2k8EB370c9Efk4RPWrCodF5G/ieb//EN8B9k94Pfea1/FNInKG+A7yHyuVNzj/gHgGj8eISPD/pUxRMsV3AP4vInK1+M5kRkSOEv3Z7gnydVd5ndtMRA45j+d4HT9L9Hevnnj+nx0u9EoiW8R38k7HIuqxVkTqe5UbFWRdjalAUTUrU0RTVrRr104yMjIkIyND2rZtWyhlRatWrWTGjBnu/bFjx4rD4ZAZM2ZIZmam9O/fP2C6jKZNm8qcOXNk+fLl0qNHj4DpMoq79kcffSQvv/yyZGZmypo1a2Ty5MmSkpIid9xxh7vMkSNH5NRTT5WuXbvK8uXLZenSpdKxY0fp2bNnqe6DBWZV7IjobDLvFBqBHv8UzwdMNHlIPO+xuYjs9nt+ntfztziPLRWRdK/jSSLyv0qvqQYHrmveUAXXi3azxHM//+11vCICtIu8znvT63gz5zGHaBB/mVe5pX6vkS2a3sb1fGvRtBv+9opIO69yfUX/XxtTxaIuMNu5c6cMHDhQkpOTJTk5WQYOHCi7d+/2KYMzl5hLQUGBjBo1StLS0iQuLk66du0qmZmZPuccOHBAhg0bJvXr15eEhATp27evrF+/vlTX/vzzz6VDhw5Sp04dSUxMlDZt2siECRMkPz/f53U2bdokl112mdSpU0caNWok11xzjezcubNU98ECsxD5SXw/BAI9OovIXyGqX2X4VjwfvjWc+/5yxJML6nQR+a+IJIjnnhwtIj9WRWVFP6hTnNetLZqaw5Tdq1J8yonVovnn/AO0VBF5XIoP0L72Kt9WPC2p53sd3ygiL3jtP+51/n4R6er1XDMR8f2zrQrEN2feCaK/J8aEQLCf3zEiUtqc3SaEcnNzcTgc5OTkkJJio1arVB4wCniCoqfv10fHp/WtqkpVkhx0cL5rDN1o9L0H0prC48sAzkLTYRSe1Fx57sczxuxebLxZeTyCZ3zgh+hC4IH8AjwKvIuuCuGSio79u5XC2fQF6IJnfdRZ6Dixf6ED9F3HWuIZB9YL+AKdZHI5ngXRjwK+RWdY+hsPDHdu10FnVp9UxPswppIF+/ltk4SNCVYcOtj5a/QDI5Bd6Oywe4ncWZuuNQZdQdnfgAeKKd8mwLEh6Ey6qgzKQJfcci1KPwnPgHBTet5LITUpptyJ6ED6lcBAPDMhd6CpTFqiX2b2ep3jv0zTE85/vX+XVqKTTJo6979BZ13eiCcoS0LTeQQKyr7yu8brWFBmIoIFZsaU1t+AH9F8SEUZB3THszh3JHkDmObcdqAfurWKKLsJncXq7Ql0Iei4wsUrXWM0KATIBV4MQR2iRbCBmYsrQFuFzsYNFKCNA/Y5j1+CZ3bvV+gatt4pM352voZrduYBoBv6uwWaduNDPDODvf2F5jRzteA9QPFpcIwJIxaYGVMWyehU//+hKTYCWYguyP1ZFdWpIqxBE3O6vAw0L6LsEgp/KDZAWynKmsm/IvzT6/oT8OS2MqXjCsxqUrqWzxOBt9EWL/8A7V48AdpBPN2MOI+19iq/0vmvd9oM16oRMc5rnBfg+geAS9G0HgDnAw+Vov7GhJgFZsaUx8XoN/uLi3h+F5q49n7Cv2vzELrkkqtFYyja6hDIe2geN/9ldSoyP1lZHY8mtAXYinZhmdJzBWaN8V2eLFit8QRo/fEEXNvxBGjb0O5I0CTG2/AME1iJtnh5B2YuLwBXBjguaFfnD879Y511KEv9jQkRC8yMKa+GaJfKqxQe5OzyOHAOniWJwtF/8GTNPx54JkCZAnQSQD88LVF/w9PVtQpPYBdK3ss0jaPw8lqmeIfQIAmC68YsTmt0pYhAAdp/8Py+FKCD9V3jzPYB6ym8ksO/0DGQgUxEu1NBA74PgXpFlDUmTFlgZkxFiEFbmH5EA5VAvkO7Nj+vojqVxlw8A7Bj0Rl2/kHmfnSpm4e9jl2LZmW/wLlfgC7PFGqn4enm+gPfdT1NybxbQssbmLm4ArSf0cA+UHf3c/gukfQChVttuxbx+guAe7z2pxB4YooxYc4CM2Mq0jHAfLSFLDbA8zvRIGYEgdeWDIUd6DI5rhQgY9DAxttGdFFp10D/GDStwavoIH/vsWYlLWheVfwXN7fEQMEr7cD/0jgJDfyLCtDe8toeh6ap8RZo3cwNaNemq2X0fgJ3dRoTASwwM6ai1UTH0Cyh6G/sY9GuzU1FPF9VBJ1d6mohOQ/fVgfQAddn4mkJSwY+Rgduuz5UvQOzcFlE/Fw8AeZyil9v0fiqzMDMxRWgZQIdSyjb2WvbPzA7iM643O7c74XmVTMmQllgZkxlaY8GZ96zBL19i3ZtzqrCOvmbhCcnVCqFF3+ehqYocAVuLYEMdEKDt5OBeOd2uLSYxVC41cwEpyoCM5eT0USzg4op0xVPKo1MdFIH6BeLW/B8GWiJBns22N9EMAvMjKlM8Wh3zDzg6ADP70Cn8z9A1Xdt/kzhMTmNndsFwIPoYG3XIP+z0czp3rmmXGLRIBM05cbuCq5rWV0GHOfcnkv4tOaFu6oMzFzeQJPIBvI4nvQZoHnPQPPUTXVuJ6KD/etXQt2MqUIWmBlTFboBP+FJfupvDNCDquvaPIBv0DUMzzJS+9AB197dQdehXYFF5WyD8OzOrIlv9ndrNQtOKAKzfejYy2AMAL5EV3pweRVoV9GVMqbqWWBmTFVxoN/uP0DX9/P3DXAK+oFT2e5DW8xAx8GNc25vQFvGXLMYa6ApDCYDtUt4zXCcAAAwGEhzbn8A/BbCukSKig7MCoAsdLziB8DTaGvtFej4ssbo2MVvS/GavfG0Mv8TnUhgTBQoaqGVQjZu3EjTpk1LLmiMKd5l6ALO1wOf+j23HegD/BtdODzo/6Gl8Ama7wm0q/Vd57+Lgb+jH6CgH5TT8KTCKEm4BmbxwF3oTD1BZ5O+HMoKRQBXvj0HngSwxclBc45tcD7W+/27geATLNdBV59wtW4+gs6w7I8ncay/OLQVOCHIaxgTxmJEJKhJ5HXr1mXixIkMGlTcCE1T2YJdnd5EAEFbou4hcFLWrmjQlF6B19yCdvfscO4/D9yK5pcaiic1wTHozMvSLPpcgCbzzEVbWcIpmW4OOsYvF235+xPPeDrjS9AAJw/9+S9Hf5b+wZb3v3vKcb0Y9GfRDB0P+E/0Z+Qay/gPPGu3XotnTFkgD6LdoRagmTAU7Od30N/Hx4wZw2233caHH37Iyy+/zFFHBeqLMcYELQZdPqYH2t2W4ff81+iA+reBnhVwvQJ0jJsrKLsYzaD+ADrGzaUbmq8stZSvXwNNTzEP7QrbQvgEPw509t7jaFb7Cdh4M/B0MXoHWivwBOir8My2Lau6aFDcrIh/0yncTZ6PTijJx3fQf0mDbx5xPixAMxEs6BYzgHXr1nHdddexatUqXn75ZS6+uKgFAk1lsRazKHUYzbw/isKzM2OAkc7nypMG4Ek8A+Ebo4Hg3cBMrzLXo61oJY0nK8q9eMarfQRcVMbXqQxb0HQKeWg37Xo0aKguFqCpWbyDsE2Ubw3XOIoPuppR9DJlJWmHpsaIRVuUl6KrahR4lVkDDES74QMZiQ4LsADNhIFgP79LFZi5PPfcc9x99920bt2aWrV8G92WLw+H9ViilwVmUW45ms9pVYDnuqNdjmVphVqGJunMRwO919BWox+dz9cAnkJnuQXKuRas6XiW0HkQ3+WbwsFNeMaXPYaOO6sOfgNalfHczhQdeKVSvt+X4vTH04U5B/1/scWvzAo0X+CfzvKLingtC9BMGKjwrkyXv/76iw8++ID69etzySWXFArMjDHlcCraMvBvNHDyNh/t2nyL0nVt7kU/tFwtI2ejAYkrSWcK+gF4fhnq6y9cJwC4/At4BW11mYBOCihvV10kSHQ+9hdT5nS0xXQRnnFcL6BdwKHgvWrGeUWUmYsGZi3QFuD16O/6Qr9yjzof/0aDNAvQTBgrVYvZ5MmTGT58OOeddx4vvfQSDRoUl9TIVAZrMatG5gLXUHgQfWm7Nq9DW8i8z3f9rz8WHeTfujwV9SJAQ3Qc21HoLNPKalEpq6vQlj3QlQ9uCmFdqtIf6HjFTyg6aHaN63L5HzoWMRQ+BC71O9YMTUR7jnP/AgrPbAbtph1A0ek3/o226FaHoNyEjQrvyuzTpw/ff/89EyZMYPDgwRVWUVM6FphVM9nA7fgu7OxyDvpBW1zX5n/RWW2BdEcH+Vf0PJ4LgM+d22vRcV3hZBnaOgQamP5K9VvCZwv6M/oEzZsXaFawy3B0rGAXNHCrKmuA473249BA6zR0wkAWOn5tVzH12oQGaF8X8fwI4D9YgGaqRLCf30EnmD1y5Ag//fSTBWXGVKW6wJvAe2gqCm/z0IS0/os6u/yFzvoM5EbgCyo+KANP0APhswKAt9PwdI39gSeZbnXSGE2PMgPYif4uDEO7BP09hQbxDdFuwred51S27X77k9DfrRh0gXrQbvrvi3mNJuikh03oe/D3GNqtOQLPKhjGhFjQgdns2bMtwawxoXIVmqm/t9/xreh4s9HAEa/jh4Gr0fxd3moAz6AfcmWdeVmScB9nBr6D/h/H07VbHcUBvdCkw2speuRxNjoW8Wo0SDsbzxqWFX3/tqJJZb15Z/Y/12t7ThCvl45+kdmMpqfxNxYN0O7HAjQTcrYkkzGRIh3tfnoe38HLAjyEfri6svaPofD4GgfwGXAHlTvuKxICsx5oyxnoTNhgPtyrgxg8KUSaoWMF30KDIodXuQL09+t+dJD+MWiX+xd4cqCVVT4alPmvG/uL17Z3YFZUi3EgjZ3lswg8geZx9P/WvViAZkLGAjNjIkkMmql/BXCm33NfobM2H0UDNW/HobPt/FvcKkMa4GpcX4Zv3qlwEUPhVjOjQZUrAXETtKt7ILoCxXZ0ZvA/gRP9zvsTeA5dTuwodNmx1/B8USiN4ei6sf68E80ejf5Og/5eFzdGLpBG6Ni6regXGn/j0ADtX1iAZqqcBWbGRKITgO/QAMx74PpWdLaZdzB0DpqA0//DtDK5Ws32oIPrw9GleAaXzyU8x8NVtc1e2/6Ll8eiq0KMA1YDv6MpR87Dd/D9PjRp8XVoC9WZaD675ZTc5fk6nnVca6MD811+9ivrajXLJ3AgF4yGaCufa41af0+iAdo/sQDNVBkLzIyJVLXQD64Mik4eein6wVO/qirlFAndmTXxrIQA1moGvt2H/oGZv+PQhMSz0Va299Elv/yzKC1BU7uchrak3oiuCuHfyrUM39QlL6ATFFxW+hYvc3dmIKnoMIEd6Kxif0+hAdpwyt9Va0wJLDAzJtKdgbZGDAvwXAZF53KqTOE+M9NlENr1Cjo787cQ1iUclCYw85YCXI4mpt2C/t49gCZ/9bYZmAxcgnZ5XoAGYMvQLxGuoOdmtMXtaDxLOvm3mJ2DZ6xkeQMzl6PQvGg7gb4Bnh+Ppta4BwvQTKWxwMyYaJCIdgH5t/pkoV1Nj+A7a7OyeQdm4dpiBvohe5dzW9Cuq+qsrIGZt5pAJ3Ss4wo0G/+LwIX45gvLQ1upbkN/XzY4j8egAZBr+2Tn9jp8W9lS0TGVOK+zg4pTH028vIvA670+jb6Xu7EAzVQ4C8yMiSb3ot/2vVMLFKBdnn3wLMNU2erhGZy9gvItlF3ZbkZbfEDHOPmvx1idVERg5q8Zeo8/QX83P0a7LIt6fUFbyoagKzQc7fWc/xqy53qdM6+C6uutHtrtmg38PcDzE9AA7U4sQDMVxgIzY6JNfXQW3Tt4Uh+ApoTogM6sqwqucWYHKdwNFU4ceNaDPEThNUqrk8oIzLwlol2Ek9AWsn8WUW4HuvSS9/JZULnjzIrjQCc05FB4mSiAZ9EA7Q4sQDPlZoGZMdGqP5CJ7wLQWeiH2aNUfhqLSJgA4HInmmgVtNstO3RVCanKDsy8rUBz8rk8BExBx6rVCXQCvrnMQJPcumaEVmZg5pKCrpaQi9bT30Q0QBuGBWimzCwwMyaaNUVnZbq+0YMGZA+iXZvbKvHakTLODDStwxDn9h60Rac6cgVmddHWrcqyA215OuDcvx79nbwGnd25A53teSeavNblZHwloePZQNfWXF851S0kGa3nHrRVz9/z6P+329BWWGNKwQIzY6JdDTQr+3I82e5BP/g6oGsJVoZT8fyFCeeZmS7/wlPfCVS/vFWCJ49ZZbaWHUbHQP7l3O+IJqf1Xo0iDm3pnYAGXKvR399BAV6vqrozA6mDrmO7F/hHgOdfQN/LLViAZoJmgZkx1UVrNI3Bg3iS0m5BlycaQ8V3bSYBJzm3M/G0joSr4/B0T21FJwJUJzvxdL9VZmA2Ak8A1QhNUxJXdHFi0OTIpxTxfCgDM5ckdB3RfegQAn+T0Pd4ExagmRJZYGZMdRKLZmH/Fs+syQI059QlVHxw5hpndgQdUxTu7vPaHkfVphgJtaoYXzYNT0qSWujA/vJeqyOeMWlzCe2C9InopJt96FJW/l5GA7QbsQDNFMkCM2Oqo05ooHSL17FPgIUVfJ1ImgAA2tXrmizxB9qaU11UdmD2I76Z/Cegg/fLKxbo6tzOonBKjVBIRBd/30/g7tfJaIB2PRagmUIsMDOmukpCx8B8ho41OxtoV8HXiLTADHwXNx9LaFtgqlJlBma78B3sfw1wawW+fjh0ZwaSgKb9OIBncom3V9EA7TosQDNuFpgZU92dD/wAfI0n0WpFaYsnnUGkBGY98EyS+AHN/1YdVFZgdgQdd7XOuX86mpIkpsgzSi9cAzOXeHS5qoPAtQGefw0N0K7FAjRjgZkxphLF4Vkv8Vc0QWe4i6Fwq1l1UFmB2UjgS+d2AzQPWHzRxcukLbpEE2gC5cMV/PoVJQ4NwvLQVjJ/U51lhhDeq2WYSmWBmTGmcnl3Zy4PWS1K51LgeOf2V0RGuo/yqozAbDqewLamc79ZBb22txpoSydo8tdllXCNilQbeAUN0K4P8PwbzjKDsACtGrLAzBhTuSJxnFlNNK+Zi//i8NHIFZjFoi1b5fUzvt1244FuFfC6RQn37sxAaqMTAQ6hqTT8veUsczUWoFUjFpgZYypXJAZmoK0Vac7tD4DfQliXquAKzBpT/k+G3eii3/uc+4PQJMeVyXvpsUgbFxiL5jrLx3emtMvbaIA2AAvQqgELzIwxletEPMv7RFJgFg/c7dwWPPm3otFBNMEslL8b8wiaw+sP5/4pwEtU7GD/QI4BWji3FxL+CY0DqYXOlM4n8KzVd9EArR8WoEUxC8yMMZWrFro8E+gyPNtDWJfSugnPTNXX0ZUSotFmr+3yBmajgc+d20cBM9G0EVXB1Z2ZB3xXRdesDLXQ9TYPowui+3sPDdCuwgK0KGSBmTGm8kVqd6YDT8vFITQpajSqqIH/M4FHnds1gP8CzcvxeqUViePMilMTmIgGaHcGeH46GqBdgQVoUSRiArPdu3czaNAgHA4HDoeDQYMGkZ2dXew5IsLo0aNJT08nISGB7t27s3LlSp8yeXl53H777aSmppKUlMTFF1/Mxo0bS33tmJiYQo9Jkyb5lPniiy/o1KkTycnJNGjQgMsvv5x169ZhTNTzDswibYbjnXjWcnwRyA5dVSpNRQRmq4HBXvvj8MyUrCre14uGwMylJvql4AhwV4DnP0ADtMuwAC0KRExgNmDAAFasWMGsWbOYNWsWK1asYNCgQGtdeDzxxBOMHz+e5557jiVLlpCWlkbPnj3Zs2ePu8xdd93FzJkzmTZtGt9++y179+6lb9++HDniWSQv2GtPmTKFLVu2uB9DhnhSPa9du5ZLLrmEHj16sGLFCr744gt27NjBZZddVgF3x5gwF6ktZqATAK5xbu9BB2lHm/IGZjnoYP+9zv3+eMbnVaVGQBvn9jKiL4iuATyNBmj3BHh+Jhqg/R0L0CKZRIBVq1YJIIsWLXIfy8jIEEB++eWXgOcUFBRIWlqajB071n3s4MGD4nA4ZNKkSSIikp2dLbGxsTJt2jR3mU2bNkmNGjVk1qxZpbo2IDNnzizyPUyfPl1q1aolR44ccR/76KOPJCYmRg4dOhTknRDJyckRQHJycoI+x5iQKxCRuiKCiDRy7keS30WkhnjqfyC01alwd4u+N0RkfinPPSIiF3md315E9lVk5UrpTq+6zAxhParCERH5p3jer//jYhHJC1ntjJ9gP78josUsIyMDh8NBx44d3cc6deqEw+Fg4cLAqy6vW7eOrKwsevXq5T4WFxdHt27d3OcsW7aM/Px8nzLp6em0adPGXaY01x42bBipqamcccYZTJo0iYKCAvdzp59+OjVr1mTKlCkcOXKEnJwc3nzzTXr16kVsbCzGRLUYdCkegK3AxmLKhqPj0HE8oPV/PYR1qQzlaTF7BPjYuV0fbbVJLLp4pYvktBmlVQPtMi4A7g3w/EdoN3xfbKmnCBIRgVlWVhYNGzYsdLxhw4ZkZWUVeQ5Ao0aNfI43atTI/VxWVha1a9emXr16xZYJ5tqPPPII06dPZ86cOfTr14/hw4czZswY9/MtWrTgyy+/5N///jdxcXHUrVuXjRs3Mm3atGLfe15eHrm5uT4PYyJSJHdnAtzntT0O7U6KFmUNzD5CZ2GCfppMA1pWUJ3Kqis6Jguia5xZcWLQJMgF+P6eunyKBmgXYgFaBAhpYDZ69OiAg+a9H0uX6kjhmJjCSXBEJOBxb/7PB3OOf5lgrj1y5Eg6d+5Mhw4dGD58OA8//DDjxo1zP5+VlcX111/PkCFDWLJkCQsWLKB27dpcccUViEiRdXnsscfckw4cDgfNmlXGeibGVIFID8xOBXo6t/9AB1xHC1dgVo/gU1v8iiaOdXkMz/0JpRTgTOf2L/gGndEuBl0CqwD4d4DnP0MDtPOxAC2MhTQwGzZsGKtXry720aZNG9LS0ti6dWuh87dv316oRcwlLU1Tdvu3qG3bts19TlpaGocOHWL37t3FlinttUG7O3Nzc93nPv/886SkpPDEE09wyimn0LVrV9566y3mzp3L4sWLi3ydESNGkJOT435s2LChyLLGhLVInpnp4t0aMRZNPBvpBE8es2Bby3LRAeauBvwr8V3CKtS802Z8FbJahE4M8H9ogDYywPOz0ACtN5rzzYSVkAZmqampnHjiicU+4uPj6dy5Mzk5OXz//ffucxcvXkxOTg5dunQJ+NotW7YkLS2N2bNnu48dOnSIBQsWuM857bTTiI2N9SmzZcsWfv75Z3eZslwb4IcffiA+Pp66desCsH//fmrWrOlTxrXvPRbNX1xcHCkpKT4PYyJSEzxLHC0lMoOaHsBpzu0fiI4xTDvwtJ40DaJ8ATAEbY0CnQX5GpWf2b80oi2fWVnFoGMAC4AHAzz/JbrCRU8sQAsnlT8PoWL06dNH2rVrJxkZGZKRkSFt27aVvn37+pRp1aqVzJgxw70/duxYcTgcMmPGDMnMzJT+/ftL48aNJTc3113m5ptvlqZNm8qcOXNk+fLl0qNHD2nfvr0cPnw46Gt/9NFH8vLLL0tmZqasWbNGJk+eLCkpKXLHHXe4y8ydO1diYmLkoYcekt9++02WLVsmvXv3lubNm8v+/fuDvg82K9NEtL7imTF2nYgslsiboTldPO+hR4jrUhF+EN+fSUke9SpfV3TGarg5KCIJonVsKpH3O1ZZCkRktASewdkphPWqJoL9/I6YwGznzp0ycOBASU5OluTkZBk4cKDs3r3bpwwgU6ZMce8XFBTIqFGjJC0tTeLi4qRr166SmZnpc86BAwdk2LBhUr9+fUlISJC+ffvK+vXrS3Xtzz//XDp06CB16tSRxMREadOmjUyYMEHy8/N9Xufdd9+VU045RZKSkqRBgwZy8cUXy+rVq0t1HywwMxFtrBT+QGgjIuNFZFsI61Uah0XkePHU//vQVqfcPhHPe/lPCWU/FZEYZ9kYEfmscqtWLj3F874CZ1WqvgpE5CHx/X/oCGWFqodgP79jRIoZeW7CTm5uLg6Hg5ycHOvWNJFnDzqt/01gn99zscDFwHVALzwz68LRZOBG5/blwPshrEt5vYyuCQq62PiNRZRbg6Y8yXHu/x+BB5iHiwnAh2i35nVAeigrE8YeQSdyDCE8Jm9EsWA/vy0wizAWmJmosAdd5+9VIFAqwiZotv1rgWOrrlpBO4imhchCx/H8ApwQ0hqV3SjgYef2J2hKBX97gU6Aa0W7y9BgNJzGlRkT5oL9/I6IPGbGmCiTDAwFvkPXWPwX4J0ucBPaInMccA7wFrC/iutYnHg8Sw4JmtcsUpWUw0zQANkVlLUGpmJBmTGVxAIzY0xonQg8ga4G8CFwEb7dmPPRfFnpwC2Ez4zOm9CcWQBv4Ek5EWlKCsyewNNVm4L+jJIruU7GVGMWmBljwkMscAmaTX4DmifMu3swB11A/AygPfAMmuohVBzArc7tQ+iYpkjkCsxqA6l+z30BjPDaf5vI7bI1JkJYYGaMCT+N0WSuvwDfoOPNvNdfzATuQlt4rkITZoZiiaQ70USdoEFjdgjqUF6uwCwd3+7JtUB/PK2TD6FrLhpjKpUFZsaY8BUD/A2Ygg60nwx09nr+EDqJ4HygBZpEc20V1i8NDRpBJzRMqsJrV4QDwC7ntnc35j7gUsC1KMrFBM4gb4ypcBaYGWMiQzJwPTqLcyUwHGjg9fxG4FF0Fue5aLfbgSqo1z/x/CWdgM7YjBTe4+JcgZmg9/kn534rdAydfVoYUyXsv5oxJvKcBDyJBmMz0BQP3n/NvgKuRrvnbgOWUXkTBo4DrnBubwVer6TrVIZAA//HA9Oc28noYH9HFdbJmGrOAjNjTOSqjXa5fYJOGBiDBkou2cALaGLUU4BngZ2VUA/vxc3HEZrxbmXhH5jNQRMAu7yBzpo1xlQZC8yMMdEhHZ1B+BuwAM1k7j1h4Ed0sH468A90AeeKCqBOxZM1/Q/ggwp63crmHZgdBvqhC16Djtf7e1VXyBhjgZkxJrrEAF3RJKhb0GWGOno9fwj4L9AbOAbNfP9nBVzXu9VsLOGRa60k3oHZ/XhaEy8ARld5bYwxWGBmjIlmKejaj4vQFBv34Juraz26HFFL4DzgXco+eL8H2mUK8APaLRjuNgU4dhw6ccI+HYwJCfuvZ4ypHtoAT6HByPtoq5D3X8C5wAA0h9owNLgqjRgKt5qFO//ArA462L9uldfEGONkgZkxpnqpDVwOfAr8ha7J6b1QejbwPDpu7BTgOTy5vkpyKXC8c/srYEn5q1up/BeQfx04ORQVMca4WGBmjKm+mgL/RicMzEfX5Ezwen4FcDs6YaA/MBvP4PhAaqILsrs8XnFVrXB/+u3/G7gsBPUwxviIEZFIGKJqnHJzc3E4HOTk5JCSklLyCcaY0slB83i9SuAWr+bAtWjG/+YBns9Dx6xtQbs3fyH81pc8gCaO3eB17DC+i8cbYypUsJ/f1mJmjDHeHMBNwPdo9vu7gKO8nv8LnbHYEuiFBnHeEwbinOeAzswcV5mVLQMBbsY3KLscC8qMCRMWmBljTFHaAk+jg+SnA33wLPQtaNdmf7Sr8w606xM08HFly38D36WPQu15tE7e2oSiIsaYQCwwM8aYksShyy59jraYPYK2mLnsBiaikwVOA95EAzbQvGkTqqqiJfgauDvA8SYBjhljQsICM2OMKY1mwEhgDTrzciAQ7/X8cjTdxiSvY5PQ2Z6htBG4Eh1L5s8CM2PChgVmxhhTFjWAc4C30IH+rjU5A9kDvFhF9QrkMDqObJtzvye6ZJWLBWbGhA0LzIwxprzqAregszhXoOPN6vuV+apqq+Tja3QyA0ALdIWDLK/nLTAzJmxYYGaMMRWpPfAMOuD/PXTm5tFojrRQ8Z58cDc6y9SV9T8O31mnxpiQqhXqChhjTFSKA65yPkJtt9e2qyXPFZil45lpaowJOWsxM8aYaJfttV0XTTDrCtasG9OYsGKBmTHGRLtsr+26+C5eboGZMWHFAjNjjIl22V7bdbHAzJgwZoGZMcZEu2yv7bpYYGZMGLPAzBhjol2213ZdLDAzJoxZYGaMMdEu2/lvTSAJC8yMCWMWmBljTLTLdv5bF02NYYGZMWHLAjNjjIl22c5/6zr/3ej1XHqV1sQYUwILzIwxJpoJnsCsnvNfV4tZKpoI1xgTNiwwM8aYaLYXKHBu13Vub3HuWzemMWHHAjNjjIlm2V7bdYFtwGHnvgVmxoQdC8yMMSaaea+TWRcb+G9MmLPAzBhjolm213ZdLDAzJsxZYGaMMdEs22u7LhaYGRPmLDAzxpholu21XRcLzIwJcxaYGWNMNMv22q6LBWbGhDkLzIwxJpple23XxQIzY8KcBWbGGBPNsr226+IJzOKA+lVdGWNMSSwwM8aYaJbttV0PT2DWBF030xgTViwwM8aYaJbttR0L5Di3rRvTmLBkgZkxxkSzbK/tfV7bFpgZE5YiJjDbvXs3gwYNwuFw4HA4GDRoENnZ2cWeIyKMHj2a9PR0EhIS6N69OytXrvQpk5eXx+23305qaipJSUlcfPHFbNy4sUzXnjp1Ku3atSM+Pp60tDSGDRvm83xmZibdunUjISGBJk2a8PDDDyMiZbofxhgTlGznv7H4rgJggZkxYSliArMBAwawYsUKZs2axaxZs1ixYgWDBg0q9pwnnniC8ePH89xzz7FkyRLS0tLo2bMne/bscZe56667mDlzJtOmTePbb79l79699O3blyNHjpTq2uPHj+eBBx7g/vvvZ+XKlcydO5fevXu7n8/NzaVnz56kp6ezZMkSJk6cyJNPPsn48eMr6A4ZY0wA2c5/62IzMo2JBBIBVq1aJYAsWrTIfSwjI0MA+eWXXwKeU1BQIGlpaTJ27Fj3sYMHD4rD4ZBJkyaJiEh2drbExsbKtGnT3GU2bdokNWrUkFmzZgV97V27dklCQoLMmTOnyPfwwgsviMPhkIMHD7qPPfbYY5Keni4FBQVB34ucnBwBJCcnJ+hzjDHVWD0RQUSOF5Gxzm1E5L1QVsqY6ifYz++IaDHLyMjA4XDQsWNH97FOnTrhcDhYuHBhwHPWrVtHVlYWvXr1ch+Li4ujW7du7nOWLVtGfn6+T5n09HTatGnjLhPMtWfPnk1BQQGbNm2idevWNG3alKuuuooNGzb4vIdu3boRFxfnPta7d282b97Mn3/+WY67Y4wxRSjAWsyMiTAREZhlZWXRsGHDQscbNmxIVlZWkecANGrUyOd4o0aN3M9lZWVRu3Zt6tWrV2yZkq69du1aCgoKGDNmDBMmTOD9999n165d9OzZk0OHDrlfJ1BdvOsaSF5eHrm5uT4PY4wJyh7ANYy1LhaYGRMBQhqYjR49mpiYmGIfS5cuBSAmpnDCHREJeNyb//PBnONfpqRrFxQUkJ+fz7PPPkvv3r3p1KkT7777Lr///jvz5s0rti5Fvb7LY4895p504HA4aNasWbF1N8YYt2yv7br4BmbpVVoTY0yQaoXy4sOGDaNfv37FlmnRogU//fQTW7duLfTc9u3bC7VCuaSlpQHaGtW4cWP38W3btrnPSUtL49ChQ+zevdun1Wzbtm106dLFXaaka7te/6STTnI/36BBA1JTU1m/fr37dfxbxrZt2wYUbtXzNmLECO655x73fm5urgVnxpjgZHtt1wUynNsNgNpVXRljTDBC2mKWmprKiSeeWOwjPj6ezp07k5OTw/fff+8+d/HixeTk5LgDKH8tW7YkLS2N2bNnu48dOnSIBQsWuM857bTTiI2N9SmzZcsWfv75Z3eZYK591llnAfDrr7+6y+zatYsdO3bQvHlz9+t8/fXX7q5NgC+//JL09HRatGhR5D2Ki4sjJSXF52GMMUHJ9tpOAbY4t60b05jwVfnzECpGnz59pF27dpKRkSEZGRnStm1b6du3r0+ZVq1ayYwZM9z7Y8eOFYfDITNmzJDMzEzp37+/NG7cWHJzc91lbr75ZmnatKnMmTNHli9fLj169JD27dvL4cOHS3XtSy65RE4++WT57rvvJDMzU/r27SsnnXSSHDp0SER0BmijRo2kf//+kpmZKTNmzJCUlBR58sknS3UfbFamMSZoH4pnFubtXtsXhrJSxlRPwX5+R0xgtnPnThk4cKAkJydLcnKyDBw4UHbv3u1TBpApU6a49wsKCmTUqFGSlpYmcXFx0rVrV8nMzPQ558CBAzJs2DCpX7++JCQkSN++fWX9+vWlvnZOTo4MHTpU6tatK/Xr15dLL7200Ov89NNPcvbZZ0tcXJykpaXJ6NGjS5Uqw3UdC8yMMUGZKp5gbKjX9o2hrJQx1VOwn98xIpZ6PpLk5ubicDjIycmxbk1jTPGeAe5ybv8DeM+5/RDwn1BUyJjqK9jP74hIl2GMMaYMsr22vdfJbFrF9TDGBM0CM2OMiVbZXtu2gLkxEcECM2OMiVbZXtsWmBkTESwwM8aYaJXttW2BmTERwQIzY4yJVru9tl2BWQKabNYYE5YsMDPGmGiV7fy3NrDLud0EKH5VOmNMCFlgZowx0Srb+W8skOvctm5MY8KaBWbGGBOtsp3/7vc6ZoGZMWHNAjNjjIlGBXhaybzTiFtgZkxYs8DMGGOiUS6+AZmLBWbGhDULzIwxJhplF3HcAjNjwpoFZsYYE42yizhugZkxYc0CM2OMiUbZRRy3wMyYsGaBmTHGRKPsAMdigMZVXA9jTKlYYGaMMdEoO8CxhmhOM2NM2LLAzBhjolF2gGPWjWlM2LPAzBhjotHuAMcsMDMm7FlgZowx0Sg7wDELzIwJexaYGWNMNMoOcMwCM2PCngVmxhgTjbIDHLPAzJiwZ4GZMcZEo+wAxywwMybsWWBmjDHRKDvAMQvMjAl7FpgZY0w0yg5wzAIzY8KeBWbGGBONsv32EwFHCOphjCkVC8yMMSbaHAFy/Y41QZdkMsaENQvMjDEm2vgHZWDdmMZECAvMjDEm2mQHOGaBmTERwQIzY4yJNtkBjllgZkxEsMDMGGOija2TaUzEssDMGGOiTXaAYxaYGRMRLDAzxphokx3gmAVmxkQEC8yMMSbaZAc4ZoGZMRHBAjNjjIk22X77MUBaCOphjCk1C8yMMSbaZPvtNwJiQ1APY0ypWWBmjDHRJttv37oxjYkYFpgZY0y0yfbbt8DMmIhhgZkxxkSbbL99C8yMiRgWmBljTLTJ9tu3wMyYiGGBmTHGRJtsv30LzIyJGBaYGWNMtMn227fAzJiIYYGZMcZEk8PAHr9jFpgZEzEsMDPGmGiSE+CYBWbGRAwLzIwxJppk++0nASkhqIcxpkwsMDPGmGiS7bffBF2SyRgTESwwM8aYaJLtt2/dmMZElIgJzHbv3s2gQYNwOBw4HA4GDRpEdnZ2seeICKNHjyY9PZ2EhAS6d+/OypUrfcrk5eVx++23k5qaSlJSEhdffDEbN24s07WnTp1Ku3btiI+PJy0tjWHDhrmfmz9/PpdccgmNGzcmKSmJDh068Pbbb5f5fhhjTEDZfvsWmBkTUSImMBswYAArVqxg1qxZzJo1ixUrVjBo0KBiz3niiScYP348zz33HEuWLCEtLY2ePXuyZ49nytJdd93FzJkzmTZtGt9++y179+6lb9++HDlypFTXHj9+PA888AD3338/K1euZO7cufTu3dv9/MKFC2nXrh0ffPABP/30E0OHDmXw4MF8/PHHFXSHjDEGC8yMiXQSAVatWiWALFq0yH0sIyNDAPnll18CnlNQUCBpaWkyduxY97GDBw+Kw+GQSZMmiYhIdna2xMbGyrRp09xlNm3aJDVq1JBZs2YFfe1du3ZJQkKCzJkzp1Tv64ILLpBrr722VOfk5OQIIDk5OaU6zxhTTTwpIng9ng1tdYwxKtjP74hoMcvIyMDhcNCxY0f3sU6dOuFwOFi4cGHAc9atW0dWVha9evVyH4uLi6Nbt27uc5YtW0Z+fr5PmfT0dNq0aeMuE8y1Z8+eTUFBAZs2baJ169Y0bdqUq666ig0bNhT7vnJycqhfv34p74YxxhQj22/fWsyMiSgREZhlZWXRsGHDQscbNmxIVlZWkecANGrUyOd4o0aN3M9lZWVRu3Zt6tWrV2yZkq69du1aCgoKGDNmDBMmTOD9999n165d9OzZk0OHDgWs3/vvv8+SJUu49tpri3vr5OXlkZub6/MwxpgiZfvtW2BmTEQJaWA2evRoYmJiin0sXboUgJiYwvO9RSTgcW/+zwdzjn+Zkq5dUFBAfn4+zz77LL1796ZTp068++67/P7778ybN6/QufPnz+eaa65h8uTJnHzyycXW5bHHHnNPOnA4HDRr1qzY8saYai7bb98CM2MiSq1QXnzYsGH069ev2DItWrTgp59+YuvWrYWe2759e6EWMZe0tDRAW7waN27sPr5t2zb3OWlpaRw6dIjdu3f7tJpt27aNLl26uMuUdG3X65900knu5xs0aEBqairr16/3OW/BggVcdNFFjB8/nsGDBxf73gFGjBjBPffc497Pzc214MwYU7Rsr+0aQFqI6mGMKZOQtpilpqZy4oknFvuIj4+nc+fO5OTk8P3337vPXbx4MTk5Oe4Ayl/Lli1JS0tj9uzZ7mOHDh1iwYIF7nNOO+00YmNjfcps2bKFn3/+2V0mmGufddZZAPz666/uMrt27WLHjh00b97cfWz+/PlceOGFjB07lhtvvDGoexQXF0dKSorPwxhjipTttd2IEH/9NsaUWhVMRKgQffr0kXbt2klGRoZkZGRI27ZtpW/fvj5lWrVqJTNmzHDvjx07VhwOh8yYMUMyMzOlf//+0rhxY8nNzXWXufnmm6Vp06YyZ84cWb58ufTo0UPat28vhw8fLtW1L7nkEjn55JPlu+++k8zMTOnbt6+cdNJJcujQIRERmTdvniQmJsqIESNky5Yt7sfOnTtLdR9sVqYxplgni2dG5ukhrosxxi3Yz++ICcx27twpAwcOlOTkZElOTpaBAwfK7t27fcoAMmXKFPd+QUGBjBo1StLS0iQuLk66du0qmZmZPuccOHBAhg0bJvXr15eEhATp27evrF+/vtTXzsnJkaFDh0rdunWlfv36cumll/q8zpAhQwQo9OjWrVup7oMFZsaYYjURT2B2SWirYozxCPbzO0ZEJFStdab0cnNzcTgc5OTkWLemMaawOsA+5/atwPMhrIsxxi3Yz++ISJdhjDEmCPl4gjKwGZnGRCALzIwxJlrk+O1bYGZMxLHAzBhjokW2374FZsZEHAvMjDEmWmT77VtgZkzEscDMGGOiRbbfftNQVMIYUx4WmBljTLTI9tpOdj6MMRHFAjNjjIkW2V7b1o1pTESywMwYY6JFtte2BWbGRCQLzIwxJlpke21bYGZMRLLAzBhjosVur20LzIyJSBaYGWNMtMj22rbAzJiIZIGZMcZEi2yvbQvMjIlIFpgZY0y0yPbatsDMmIhkgZkxxkSLbK9tC8yMiUgWmBljTLTIdv5bE2gUwnoYY8rMAjNjjIkW2c5/09DgzBgTcSwwM8aYaHAY2O/ctm5MYyKWBWbGGBMNagGnObcvCGVFjDHlUSvUFTDGGFNBvgFWAaeEuiLGmLKywMwYY6JFAp5WM2NMRLKuTGOMMcaYMGGBmTHGGGNMmLDAzBhjjDEmTFhgZowxxhgTJiwwM8YYY4wJExaYGWOMMcaECQvMjDHGGGPChAVmxhhjjDFhwgIzY4wxxpgwYYGZMcYYY0yYsMDMGGOMMSZMWGBmjDHGGBMmLDAzxhhjjAkTtUJdAVM6IgJAbm5uiGtijDHGmGC5Prddn+NFscAswuzZsweAZs2ahbgmxhhjjCmtPXv24HA4inw+RkoK3UxYKSgoYPPmzSQnJxMTExPq6pRJbm4uzZo1Y8OGDaSkpIS6OhHJ7mH52T0sH7t/5Wf3sPwi6R6KCHv27CE9PZ0aNYoeSWYtZhGmRo0aNG3aNNTVqBApKSlh/x8p3Nk9LD+7h+Vj96/87B6WX6Tcw+Jaylxs8L8xxhhjTJiwwMwYY4wxJkxYYGaqXFxcHKNGjSIuLi7UVYlYdg/Lz+5h+dj9Kz+7h+UXjffQBv8bY4wxxoQJazEzxhhjjAkTFpgZY4wxxoQJC8yMMcYYY8KEBWbGGGOMMWHCAjPj44UXXqBly5bEx8dz2mmn8c033xRbfsGCBZx22mnEx8dzzDHHMGnSpEJlPvjgA0466STi4uI46aSTmDlzZqmum5+fz3333Ufbtm1JSkoiPT2dwYMHs3nzZneZXbt2cfvtt9OqVSsSExM5+uijueOOO8jJySnH3SibSL2H3kSE888/n5iYGD788MPS3YAKEOn3MCMjgx49epCUlETdunXp3r07Bw4cKMOdKJtIvn9ZWVkMGjSItLQ0kpKSOPXUU3n//ffLeCfKLhzvIcDo0aM58cQTSUpKol69epx33nksXrzYp0xeXh633347qampJCUlcfHFF7Nx48Yy3IXyidR7GPLPEzHGadq0aRIbGyuTJ0+WVatWyZ133ilJSUny119/BSy/du1aSUxMlDvvvFNWrVolkydPltjYWHn//ffdZRYuXCg1a9aUMWPGyOrVq2XMmDFSq1YtWbRoUdDXzc7OlvPOO0/ee+89+eWXXyQjI0M6duwop512mvs1MjMz5bLLLpOPPvpI1qxZI3PnzpXjjz9eLr/88kq6W4FF8j30Nn78eDn//PMFkJkzZ1bcDQpCpN/DhQsXSkpKijz22GPy888/y2+//SbTp0+XgwcPVsLdKizS7995550nZ5xxhixevFj++OMPeeSRR6RGjRqyfPnySrhbgYXrPRQRefvtt2X27Nnyxx9/yM8//yzXXXedpKSkyLZt29xlbr75ZmnSpInMnj1bli9fLuecc460b99eDh8+XAl3K7BIvoeh/jyxwMy4nXnmmXLzzTf7HDvxxBPl/vvvD1j+3nvvlRNPPNHn2E033SSdOnVy71911VXSp08fnzK9e/eWfv36lfm6IiLff/+9AEX+JxcR+e9//yu1a9eW/Pz8IstUtGi4hytWrJCmTZvKli1bQhKYRfo97Nixo4wcObLIcypbpN+/pKQkeeONN3zK1a9fX1555ZUiX6eiRdI9zMnJEUDmzJkjIhoAx8bGyrRp09xlNm3aJDVq1JBZs2YV+ToVLZLvYSBV+XliXZkGgEOHDrFs2TJ69erlc7xXr14sXLgw4DkZGRmFyvfu3ZulS5eSn59fbBnXa5blugA5OTnExMRQt27dYsukpKRQq1bVLAkbDfdw//799O/fn+eee460tLTi33AliPR7uG3bNhYvXkzDhg3p0qULjRo1olu3bnz77bclv/kKEOn3D+Bvf/sb7733Hrt27aKgoIBp06aRl5dH9+7di33vFSWS7uGhQ4d4+eWXcTgctG/fHoBly5aRn5/v8zrp6em0adOm2J9FRYr0exhIVX6eWGBmANixYwdHjhyhUaNGPscbNWpEVlZWwHOysrIClj98+DA7duwotozrNcty3YMHD3L//fczYMCAIhet3blzJ4888gg33XRTEe+44kXDPbz77rvp0qULl1xySRDvuOJF+j1cu3YtoGNYbrjhBmbNmsWpp57Kueeey++//x7MLSiXSL9/AO+99x6HDx/mqKOOIi4ujptuuomZM2dy7LHHBnEHyi8S7uEnn3xCnTp1iI+P5+mnn2b27Nmkpqa6r1O7dm3q1asXdP0rWqTfQ39V/XligZnxERMT47MvIoWOlVTe/3gwrxnsdfPz8+nXrx8FBQW88MILAeuUm5vLhRdeyEknncSoUaOKrHtlidR7+NFHH/HVV18xYcKEIutaVSL1HhYUFABw0003ce2113LKKafw9NNP06pVK1577bUi61/RIvX+AYwcOZLdu3czZ84cli5dyj333MOVV15JZmZmkfWvDOF8D8855xxWrFjBwoUL6dOnD1dddRXbtm0r9v2UVP/KEA33MBSfJxaYGQBSU1OpWbNmoW8V27ZtK/TtwyUtLS1g+Vq1anHUUUcVW8b1mqW5bn5+PldddRXr1q1j9uzZAVvL9uzZQ58+fahTpw4zZ84kNjY2iHdfMSL9Hn711Vf88ccf1K1bl1q1armb7C+//PIq60aK9HvYuHFjAE466SSfc1q3bs369euLfe8VIdLv3x9//MFzzz3Ha6+9xrnnnkv79u0ZNWoUp59+Os8//3wp7kTZRcI9TEpK4rjjjqNTp068+uqr1KpVi1dffdV9nUOHDrF79+6g61/RIv0euoTq88QCMwNA7dq1Oe2005g9e7bP8dmzZ9OlS5eA53Tu3LlQ+S+//JLTTz/d/QtcVBnXawZ7Xdcf899//505c+a4/6N6y83NpVevXtSuXZuPPvqI+Pj4IN99xYj0e3j//ffz008/sWLFCvcD4Omnn2bKlClB3oXyifR72KJFC9LT0/n11199jv/22280b968pLdfbpF+//bv3w9AjRq+H001a9Z0t0ZWtnC/h4GICHl5eQCcdtppxMbG+rzOli1b+Pnnn0t8nYoS6fcQQvx5UunTC0zEcE0zfvXVV2XVqlVy1113SVJSkvz5558iInL//ffLoEGD3OVd05vvvvtuWbVqlbz66quFpjd/9913UrNmTRk7dqysXr1axo4dW+T05qKum5+fLxdffLE0bdpUVqxYIVu2bHE/8vLyREQkNzdXOnbsKG3btpU1a9b4lAnFFPFIvIeBEMJ0GZF6D59++mlJSUmR6dOny++//y4jR46U+Ph4WbNmTWXfuqDeRzjfv0OHDslxxx0nZ599tixevFjWrFkjTz75pMTExMinn35aFbcvqPcSqnu4d+9eGTFihGRkZMiff/4py5Ytk+uuu07i4uLk559/dr/OzTffLE2bNpU5c+bI8uXLpUePHiFLlxGJ9zDUnycWmBkfzz//vDRv3lxq164tp556qixYsMD93JAhQ6Rbt24+5efPny+nnHKK1K5dW1q0aCEvvvhiodecPn26tGrVSmJjY+XEE0+UDz74oFTXXbdunQABH/PmzRMRkXnz5hVZZt26dRVyb4IVqfcwkFAEZiKRfw8fe+wxadq0qSQmJkrnzp3lm2++Kd8NKaVIvn+//fabXHbZZdKwYUNJTEyUdu3aFUqfURXC8R4eOHBALr30UklPT5fatWtL48aN5eKLL5bvv//e5zUOHDggw4YNk/r160tCQoL07dtX1q9fX847UnqReg9D/XkSI+IcXWeMMcYYY0LKxpgZY4wxxoQJC8yMMcYYY8KEBWbGGGOMMWHCAjNjjDHGmDBhgZkxxhhjTJiwwMwYY4wxJkxYYGaMMcYYEyYsMDPGGGNMVOjevTsxMTE+j379+hV7zmOPPcYZZ5xBcnIyDRs25O9//3uhZdX27t3LsGHDaNq0KQkJCbRu3ZoXX3zRp8wff/zBpZdeSoMGDUhJSeGqq65i69atpX4PFpgZY0yIHDlyhC5dunD55Zf7HM/JyaFZs2aMHDkyRDUzJnx1796dqVOnFvn8DTfcwJYtW9yPl156qdjXW7BgAbfddhuLFi1i9uzZHD58mF69erFv3z53mbvvvptZs2bx1ltvsXr1au6++25uv/12/ve//wGwb98+evXq9f/t3V1IFGsYB/D/zG6um58Mq20fsJpfSAbqldCigYJQVJQXXmxooJaWa5TZ0o1eVVBUUHRhBIvFRnemNynG+oGyN0qIH4EghmWKlBAFkhs+5+oMLXqOLniYkfP/wVzMs8877/PePcy8swNFURAMBjEyMoK1tTWcOnUq6u+8WqPKJiKiHWOxWNDR0YH8/HwEAgF4PB4AgNfrhaZpaG1tNbhCot1n7969cDqd287v6emJOPf7/UhNTcXY2BiKi4sBAKFQCNXV1Th+/DgA4OLFi2hvb8fo6CjOnDmDkZERfPz4Ee/fv0diYqJ+HU3TEAwGUVZWtu16eMeMiMhAWVlZuHv3LrxeL758+YKuri68fv0aHR0diImJMbo8ol0nEAjA4XDgyJEjuHHjBn78+BHV+O/fvwMANE3TY263G93d3VhYWICIoL+/HzMzMygvLwcA/Pr1C4qiwGaz6WNiY2OhqiqGh4ejmp93zIiIDOb1etHZ2YmqqipMTEygtbUV+fn5RpdFtOt4PB6kp6fD6XRicnISt27dwvj4OPr6+rY1XkRw/fp1uN1u5OXl6fHHjx+jrq4Ohw4dgtVqhaqqeP78OdxuNwCgqKgIcXFx8Pl8uHPnDkQEPp8P6+vrWFxcjG4R//ln0omIaEsfPnwQAHL06FEJh8NGl0NkGrdv35a4uDj9UFVVbDZbRGxoaGjTsaOjowJAxsbGtjXX5cuXxeVyyadPnyLi9+/fl+zsbOnu7pbx8XF58uSJxMfHS19fn57T29srhw8fFkVRxGKxyPnz56WwsFAaGhqiWq8iIhJdK0dERDvt5s2bePr0KVRVxcTEBNLS0owuicgUVlZWsLKyop97PB5UVFTg3LlzeuzgwYOw2+0bxooIbDYbXr58icrKyn+dx+v14s2bNxgaGkJ6eroeX11dRVJSEjo7O3Hy5Ek9Xltbi8+fP2/Yo/b161dYrVYkJyfD6XSiubkZLS0t214vH2USERksFArh0aNHePv2Le7du4eamhq8e/cOiqIYXRqR4TRNi9jvZbfbkZqaiszMzC3HTk1NIRwOY//+/f+YIyL6doKBgYGIpgwAwuEwwuEwVDVyW77FYtn0jUuHwwEACAaDWF5exunTp7es809szIiIDLS6uorq6mpcunQJZWVlyM7ORl5eHtrb21FfX290eUS7xuzsLAKBAE6cOAGHw4Hp6Wk0NzejoKAAx44d0/NKS0tx9uxZNDY2AgCuXLmCV69eoaurCwkJCVhaWgIAJCUlwW63IzExESUlJWhpaYHdbofL5cLg4CBevHiBhw8f6tf1+/3Izc1FSkoKQqEQrl69imvXriEnJye6hUT14JOIiHZUU1OTZGRkyM+fP/XYs2fPJD4+Xubm5owrjMikSkpKxO/3b4jPz89LcXGxaJomMTExkpGRIU1NTfLt27eIPJfLJW1tbfo5gE2PP+dYXFyUCxcuyIEDByQ2NlZycnLkwYMHsr6+ruf4fD7Zt2+f7NmzR7Kysjb8vl3cY0ZEZJDBwUGUlpZiYGBAf7vrb+Xl5fj9+zcfaRL9z7AxIyIiIjIJ/sEsERERkUmwMSMiIiIyCTZmRERERCbBxoyIiIjIJNiYEREREZkEGzMiIiIik2BjRkRERGQSbMyIiIiITIKNGREREZFJsDEjIiIiMgk2ZkREREQmwcaMiIiIyCT+Apzgsn/EleytAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.L.RAPHAEL 2\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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/VeVkGv/yyy9xcHDA2toaPz+/Al13pWHXrl38+9//Zty4cfTq1Yt69epx48YNvv32W7Zt28b48ePzWe+OHDnC5MmTGTVqFNHR0cyYMQMvLy+ef/55AOzt7Vm0aBFBQUHExcXx+OOP4+Hhwc2bNzlx4gQ3b95kyZIlgPyf9enTh759+/Lcc8/RuHFjkpKSuHDhAps3bzYkdX3xxRdZvnw5Q4cOZc6cOdSvX5/Q0FCDyCtvevfuzb/+9S+eeeYZjhw5Qr9+/bCzs+Pq1avs37+f9u3b89xzz9GqVSuaNm3Km2++iRACV1dXNm/ebIhvM6aw96mDg0OZ5uro6Ei/fv1YsGABbm5uNG7cmD179rBs2bJCE3YW9z9UKACVxkChKCmFrcJr27Ztgf0PHDgg/P39ha2trXB3dxeTJ08Wf/31lwDEihUrDP0KSmMghFxNFBAQIBwdHYWVlZXw9fUVjz/+uMkydyHkiqjAwEDh5OQkrKysRNOmTcVLL71k0mf69OmiYcOGQqvVmqzKys7OFvPmzRMtWrQQFhYWws3NTTz11FMiOjq6xNeZw+7duwUg/vOf/xTZLy8//vijAMTAgQNN2oODgwUgPvnkk3zHkGcVnhBCfPTRR8LPz0+YmZmZvMaFzT0oKCjf0vy8REdHi5kzZ4revXsLT09PYW5uLhwcHESPHj3EokWLRFZWlqFvzgqu7du3i6efflo4OzsLGxsb8dBDD4nz58/nG3vPnj1i6NChwtXVVVhYWAgvLy8xdOhQsW7dOpN+ly5dEhMnThReXl7CwsJCuLu7i169euVbEXb69GkxcOBAYW1tLVxdXcWkSZMMr21JV+EdPny4wP1Dhw4t8LVavny56NGjh7CzsxM2NjaiadOmYvz48eLIkSP55uXg4CBcXFzEqFGjRFRUVIH/w8Lep76+vmLo0KH5zg+IF154Id/rBYgFCxYY2mJiYsTIkSOFi4uLcHBwEEOGDBH//POP8PX1FUFBQfleh5L+DxV1G40QQlS+bFMoFDm89NJLrFmzxiSxYE3klVdeYcmSJURHR5fZ8lMTWblyJc888wyHDx8uMBBbUf1R/0NFaVAuPIWiirhx4wZhYWFs2LABf3//qp7OPXPw4EHOnTvH4sWLefbZZ+ukeFIoFHUPJaAUiiril19+YerUqfTs2ZOPP/64qqdzz/j7+2Nra8uwYcOYM2dOVU9HoVAoKgXlwlMoFAqFQqEoJSqNgUKhUCgUCkUpUQJKoVAoFAqFopQoAaVQKBQKhUJRSlQQeTmg0+m4cuUKDg4OhZa7UCgUCoVCUb0QQpCUlETDhg0NdUZLihJQ5cCVK1fw8fGp6mkoFAqFQqG4B6Kjo0tdmF0JqHIgp9RAdHQ0jo6OVTwbhUKhUCgUJSExMREfH597KhmkBFQ5kOO2c3R0VAJKoVAoFIoaxr2E36ggcoVCoVAoFIpSogSUQqFQKBQKRSlRAkqhUCgUCoWilKgYKIVCoVDUKrKzs8nMzKzqaSiqARYWFpiZmVXI2EpAKRQKhaJWIITg2rVr3Llzp6qnoqhGODs74+npWe55GpWAUigUCkWtIEc8eXh4YGtrqxIb13GEEKSkpHDjxg0AGjRoUK7jKwGlUCgUihpPdna2QTzVq1evqqejqCbY2NgAcOPGDTw8PMrVnaeCyBUKhUJR48mJebK1ta3imSiqGznvifKOi1MCSqFQKBS1BuW2U+Slot4TSkApFAqFQqFQlBIloBQKhUKhUBRIZGQkGo2G48ePV/VUqh1KQCkUCoVCUYXcuHGDZ599lkaNGmFlZYWnpyeDBw8mLCysqqdWLZk7dy69evXC1tYWZ2fnKpuHElAKhUJRHbiZAP/7ES5ereqZKCqZkSNHcuLECVatWsW5c+f46aefuP/++4mLi6vqqZWImJgYhBCVdr6MjAxGjRrFc889V2nnLAgloBQKhaI6sPkQnL8CCzfBn+eqejaKSuLOnTvs37+fefPmERAQgK+vL927d2f69OkMHTrU0E+j0bBkyRICAwOxsbHBz8+PdevWmYwVGxvLk08+iYuLC/Xq1WPEiBFERkaa9FmxYgWtW7fG2tqaVq1asXjxYpP9hw4donPnzlhbW9OtWzeOHTtW7DWEhITQpEkTZs2aRURExL2/GCXknXfe4aWXXqJ9+/YVfq6iUAJKoVAoqpqom3Dkgnxubw0dGlfpdBSVh729Pfb29mzatIn09PQi+4aEhBisVU899RRjxowhPDwcgJSUFAICArC3t2fv3r3s378fe3t7hgwZQkZGBgBLly5lxowZzJ07l/DwcN5//31CQkJYtWoVAMnJyQwbNoyWLVty9OhRZs+ezauvvlrsNXzyySeEhISwZ88emjdvTr9+/Vi2bBlJSUlFXnNhj8DAwNK8hFWGSqSpUCgUVc2mg7nPA7uCjWXVzaW20SMLrlfBeesDfxZ/izU3N2flypUEBwfz+eef06VLF/r378/o0aPp0KGDSd9Ro0YxefJkAN577z127NjBokWLWLx4MWvXrkWr1fLVV18Zlu2vWLECZ2dndu/ezaBBg3jvvfdYuHAhjz32GAB+fn6cPn2aL774gqCgIEJDQ8nOzmb58uXY2trStm1bYmJiinWVOTg4MHHiRCZOnMjly5dZs2YN8+fPZ9q0aTz66KMEBQUxYMAAw7yKC0jPSX5Z3VECSqFQKKqS8Gg4EyOf13OAPm2rdj61jetAbFVPomhGjhzJ0KFD2bdvH2FhYWzbto358+fz1VdfMWHCBEM/f39/k+P8/f0NYuTo0aNcuHABBwcHkz5paWlcvHiRmzdvEh0dzaRJkwgODjbsz8rKwsnJCYDw8HA6duxokow07zmLw9fXl5kzZzJz5kxWrVrF1KlTCQ0NJT4+3hDw3axZs1KNWV1RAkqhUCiqCp0wtT493AMsKqZyfJ2lfs04r7W1NQMHDmTgwIG8/fbbTJ48mVmzZpkIqILIserodDq6du1KaGhovj7u7u6kpaUB0o3Xo0cPk/055U3KIxD81q1brF27ltWrV3P8+HECAwMJCgoyiDSQLryi6Nu3L1u3bi3zXCoaJaAUCoWiqjh6AaJvyec+btC1dvwyr1aUwI1WHWnTpg2bNm0yaTt48CDjx4832e7cuTMAXbp04bvvvsPDwwNHR8d84zk5OeHl5UVERATjxo0r9Jxr1qwhNTXV4EY7ePBggX2NSU9PZ/PmzaxevZpt27bRtm1bgoKC2LJlC+7u7vn6KxeeQqFQKO6drGz46c/c7Ud6glaVIalr3L59m1GjRjFx4kQ6dOiAg4MDR44cYf78+YwYMcKk77p16+jWrRt9+vQhNDSUQ4cOsWzZMgDGjRvHggULGDFiBO+++y7e3t5ERUWxYcMGXnvtNby9vZk9ezbTpk3D0dGRwMBA0tPTOXLkCPHx8bz88suMHTuWGTNmMGnSJGbOnElkZCQffvhhsdfw/PPPs2XLFsaOHcuRI0fyxW7lpawuvKioKOLi4oiKiiI7O9sgyJo1a1asdatcEYoyk5CQIACRkJBQ1VNRKBQ1hZ0nhXhusXx8/FNVz6bGk5qaKk6fPi1SU1OreiqlIi0tTbz55puiS5cuwsnJSdja2oqWLVuKmTNnipSUFEM/QHz22Wdi4MCBwsrKSvj6+opvv/3WZKyrV6+K8ePHCzc3N2FlZSWaNGkigoODTe5NoaGholOnTsLS0lK4uLiIfv36iQ0bNhj2h4WFiY4dOwpLS0vRqVMnsX79egGIY8eOFXoN58+fF5mZmeX3ohRDUFCQAPI9du3aVWD/ot4bZbl/a4SoxOxXtZTExEScnJxISEgo0HSqUCgUJqRmwKxQuCvjUnjzcWiU39WhKDlpaWlcunQJPz8/rK2tq3o65Y5Go2Hjxo088sgjVT2VGkdR742y3L9VHiiFQqGobH4/niueujVT4kmhqIEoAaVQKBSVSUIK/H5CPjfTypV3CoWixqGCyBUKhaIy2XAA0rPk875twU25/RXFo6Jtqh/KAqVQKBSVxdkYOHxePre1klnHFQpFjUQJKIVCoagMMrPh272524/2BIeake9GoVDkRwkohUKhqAx+Ow43EuRzv/rg37pKp6NQKMqGElAKhUJR0dxMgG1H5XOtBsb0V0kzFYoajhJQCoVCUZEIAd/tky48gIAO4F2vauekUCjKjBJQCoVCUZEci4DT0fK5sx0M7Va181EoFOWCElAKhUJRUaRmwLo/crdH9QFry6qbj0JRSiIjI9FoNMUWAK6LKAGlUCgUFcWmg5CQLJ+3bQSd/Kp2PopqyY0bN3j22Wdp1KgRVlZWeHp6MnjwYMLCwqp6atWOyMhIJk2ahJ+fHzY2NjRt2pRZs2aRkZFR6XNRiTQVCoWiIjgTA/tOyeeW5vBkX9CowHFFfkaOHElmZiarVq2iSZMmXL9+nd9//524uLiqnlqJiImJwcvLC00lvL/PnDmDTqfjiy++oFmzZvzzzz8EBweTnJzMhx9+WOHnN0ZZoBQKhaK8SU2HNbtytx/1VxnHFQVy584d9u/fz7x58wgICMDX15fu3bszffp0hg4dauin0WhYsmQJgYGB2NjY4Ofnx7p160zGio2N5cknn8TFxYV69eoxYsQIIiMjTfqsWLGC1q1bY21tTatWrVi8eLHJ/kOHDtG5c2esra3p1q0bx44dK/YaQkJCaNKkCbNmzSIiIuLeX4wSMGTIEFasWMGgQYNo0qQJDz/8MK+++iobNmyo0PMWhBJQCoVCUd78cADi78rnLb1kyRaFogDs7e2xt7dn06ZNpKenF9k3JCSEkSNHcuLECZ566inGjBlDeHg4ACkpKQQEBGBvb8/evXvZv38/9vb2DBkyxODeWrp0KTNmzGDu3LmEh4fz/vvvExISwqpVqwBITk5m2LBhtGzZkqNHjzJ79mxeffXVYq/hk08+ISQkhD179tC8eXP69evHsmXLSEpKKvKaC3sEBgaW5iUkISEBV1fXUh1THmiEKrBTZhITE3FyciIhIQFHR/UrU6Go0/wdCUu2yufWFjDjSajnUKVTqgukpaVx6dIl/Pz8sLa2zt0x7Q+IL1qYVAguVvBJ7xJ1Xb9+PcHBwaSmptKlSxf69+/P6NGj6dChg6GPRqNhypQpLFmyxNDWs2dPunTpwuLFi1m+fDnz588nPDzc4ErLyMjA2dmZTZs2MWjQIBo1asS8efMYM2aMYYw5c+bwyy+/cODAAb788kumT59OdHQ0tra2AHz++ec899xzHDt2jE6dOhV7LZcvX2bNmjWsWbOGmJgYHn30UYKCghgwYIBhXhcuXChyDBsbG7y8vEr02l28eJEuXbqwcOFCJk+eXGCfQt8blO3+rWKgFAqForxIToPQPbnbI3sr8VTVxKfD7SoQUKVg5MiRDB06lH379hEWFsa2bduYP38+X331FRMmTDD08/f3NznO39/fsDru6NGjXLhwAQcH0/dbWloaFy9e5ObNm0RHRzNp0iSCg4MN+7OysnBycgIgPDycjh07GsRTQecsDl9fX2bOnMnMmTNZtWoVU6dOJTQ0lPj4eJydnQFo1qxZqcYsjCtXrjBkyBBGjRpVqHiqSJSAUigUivJACPh6NySmyO22jaBXqyqdkgJpCaoB57W2tmbgwIEMHDiQt99+m8mTJzNr1iwTAVUQOVYdnU5H165dCQ0NzdfH3d2dtLQ0QLrxevToYbLfzMwMgPJwSN26dYu1a9eyevVqjh8/TmBgIEFBQQaRBtKFVxR9+/Zl69atRfa5cuUKAQEB+Pv78+WXX5Z53veCElAKhUJRHvx2Ak5cks9trWDc/WrVXXWghG606kabNm3YtGmTSdvBgwcZP368yXbnzp0B6NKlC9999x0eHh4FuqKcnJzw8vIiIiKCcePGFXrONWvWkJqaio2NjeEcxZGens7mzZtZvXo127Zto23btgQFBbFlyxbc3d3z9S8up1TOuQsjNjaWgIAAunbtyooVK9BqqyicW9Qijh49KgYMGCCcnJyEq6urCA4OFklJSUUek5SUJF544QXh5eUlrK2tRatWrcTixYtLdd6EhAQBiISEhLJMX6FQ1FTOxQrxwhIhnlssH39HVvWM6hypqani9OnTIjU1taqnUipu3bolAgICxJo1a8SJEydERESE+P7770X9+vXFxIkTDf0A4ebmJpYtWybOnj0r3n77baHVasWpU6eEEEIkJyeL5s2bi/vvv1/s3btXREREiN27d4tp06aJ6OhoIYQQS5cuFTY2NuKjjz4SZ8+eFSdPnhTLly8XCxcuFELI+6Gbm5sYM2aMOHXqlNiyZYto1qyZAMSxY8cKvYaJEyeK+vXri5deekmcOHGi4l4sIURsbKxo1qyZeOCBB0RMTIy4evWq4VEYRb03ynL/rjUCKjY2Vri4uIgpU6aIM2fOiEOHDolevXqJkSNHFnnc5MmTRdOmTcWuXbvEpUuXxBdffCHMzMzEpk2bSnxuJaAUijrMnWQh3liZK55++rOqZ1QnqakCKi0tTbz55puiS5cuwsnJSdja2oqWLVuKmTNnipSUFEM/QHz22Wdi4MCBwsrKSvj6+opvv/3WZKyrV6+K8ePHCzc3N2FlZSWaNGkigoODTe5NoaGholOnTsLS0lK4uLiIfv36iQ0bNhj2h4WFiY4dOwpLS0vRqVMnsX79+mIF1Pnz50VmZmb5vShFsGLFCgEU+CiMihJQtWYV3pdffklISAhXr141mPOOHz9O586dOX/+fKFBa+3atePJJ58kJCTE0Na1a1ceeugh3nvvvRKdW63CUyjqKNk6+GQznL8it1t5w9ShUFUuhTpMUSutagMajYaNGzfyyCOPVPVUahwVtQqv1nzK09PTsbS0NPGF5vhR9+/fX+hxffr04aeffiI2NhYhBLt27eLcuXMMHjy4yHMlJiaaPBQKRR1k86Fc8eRsB88MUOJJoagj1JpP+gMPPMC1a9dYsGABGRkZxMfH89ZbbwFw9erVQo/75JNPaNOmDd7e3lhaWjJkyBAWL15Mnz59Cj3mgw8+wMnJyfDw8fEp9+tRKBTVnJOXYLs+S7NWC5MGgUPRwa8KhaL2UO0F1OzZs9FoNEU+jhw5Qtu2bVm1ahULFy7E1tYWT09PmjRpQv369Q1LNAvik08+4eDBg/z0008cPXqUhQsX8vzzz/Pbb78Vesz06dNJSEgwPKKjoyvi0hUKRXXlZgKs2pm7/VhPaOpZdfNR1HqEEMp9V82o9jFQt27d4tatW0X2ady4sYlf8/r169jZ2aHRaHB0dGTt2rWMGjUq33Gpqak4OTmxceNGk5pDkydPJiYmhm3btpVojioGSqGoQ2RkwYcbIUb/vdSlKUwaqFIWVDG1PQZKce/U2Uzkbm5uuLm5leqY+vXrA7B8+XJDcrKCyMzMJDMzM18OCTMzM3Q63b1NWKFQ1F50AkJ354onDyeV70mhqKNUexdeafj000/566+/OHfuHJ999hlTp07lgw8+MKSPB2jVqhUbN24EwNHRkf79+/Paa6+xe/duLl26xMqVK1m9ejWPPvpoFV2FQqGoluSIp8Pn5balOfxrMNhYVum0FApF1VDtLVCl4dChQ8yaNYu7d+/SqlUrvvjiC55++mmTPmfPniUhIcGwvXbtWqZPn864ceOIi4vD19eXuXPnMmXKlMqevkKhqK7oBHy7B8LOyG2tBiY8CA3rVe28FApFlVGrBNTq1auL7ZM35MvT05MVK1ZU1JQUCkVNJ0c8/REut7UamDgQOjWp2nkpFIoqpVa58BQKhaJc0QlYu9dUPD0zQAaOKxSKOo0SUAqFQlEQQsB3+2D/abmt0cCEAdC14KoGCkVtJDIyEo1GU2wB4LqIElAKhUKRF52A7/fDvlNyW6OPeeqmxJOi/Llx4wbPPvssjRo1wsrKCk9PTwYPHkxYWFhVT61a8vDDD9OoUSOsra1p0KABTz/9NFeuXKn0eSgBpVAoFMZk6+DrXbDnH7mt0cCEB+C+5lU7L0WtZeTIkZw4cYJVq1Zx7tw5fvrpJ+6//37i4uKqemolIiYmJl98cUUSEBDA999/z9mzZ1m/fj0XL17k8ccfr7Tz56AElEKhUOSQmQVLf4WDZ+W2RgPjH4D7WlTtvBS1ljt37rB//37mzZtHQEAAvr6+dO/enenTp5skeNZoNCxZsoTAwEBsbGzw8/Nj3bp1JmPFxsby5JNP4uLiQr169RgxYgSRkZEmfVasWEHr1q2xtramVatWLF682GT/oUOH6Ny5M9bW1nTr1o1jx44Vew0hISE0adKEWbNmERERce8vRgl56aWX6NmzJ76+vvTq1Ys333yTgwcPkpmZWeHnNkYJKIVCoQBIzYDPtsDJSLltroXJg6CHEk+KisPe3h57e3s2bdpEenp6kX1DQkIM1qqnnnqKMWPGEB4uFzikpKQQEBCAvb09e/fuZf/+/djb2zNkyBAyMjIAWLp0KTNmzGDu3LmEh4fz/vvvExISwqpVqwBITk5m2LBhtGzZkqNHjzJ79mxeffXVYq/hk08+ISQkhD179tC8eXP69evHsmXLSEpKKvKaC3sEBgaW+PWLi4sjNDSUXr16YWFhUeLjyoNqX8qlJqBKuSgUNZykVCmeom7KbStzeDYQWnlX7bwUJabQch3/+QESUyp/Qo628GbJ3Err168nODiY1NRUunTpQv/+/Rk9ejQdOnQw9NFoNEyZMoUlS5YY2nr27EmXLl1YvHgxy5cvZ/78+YSHh6PRZ8bPyMjA2dmZTZs2MWjQIBo1asS8efMYM2aMYYw5c+bwyy+/cODAAb788kumT59OdHQ0tra2AHz++ec899xzHDt2jE6dOhV7LZcvX2bNmjWsWbOGmJgYHn30UYKCghgwYIBhXhcuXChyDBsbG7y8vIrs88Ybb/Dpp5+SkpJCz549+fnnn6lXr+C8bHW2lItCoVBUKHF3YdFmuH5HbttZwQtDoXH9Kp2WopxITIE7yVU9iyIZOXIkQ4cOZd++fYSFhbFt2zbmz5/PV199xYQJEwz9/P39TY7z9/c3rI47evQoFy5cwMHBwaRPWloaFy9e5ObNm0RHRzNp0iSCg4MN+7OysnBycgIgPDycjh07GsRTQecsDl9fX2bOnMnMmTNZtWoVU6dOJTQ0lPj4eENVkGbNyr4Y47XXXmPSpElcvnyZd955h/Hjx/Pzzz8bRFploASUQqGou1yPh09+hvi7ctvZDv5vGDRwrdp5KcoPR9vi+1SD8+bUbR04cCBvv/02kydPZtasWSYCqiByBINOp6Nr166Ehobm6+Pu7k5aWhog3Xg9evQw2W9mZgbkTzR9L9y6dYu1a9eyevVqjh8/TmBgIEFBQQaRBtKFVxR9+/Zl69atRfbJqZPbokULWrdujY+PDwcPHiy14CsLSkApFIq6SdRN+PRnuCtvLLg7wbRhUE+54WsVJXSjVTfatGnDpk2bTNoOHjzI+PHjTbY7d+4MQJcuXfjuu+/w8PAo0BXl5OSEl5cXERERjBs3rtBzrlmzhtTUVGxsbAznKI709HQ2b97M6tWr2bZtG23btiUoKIgtW7bg7u6er39xOaVyzl1ScoRfcTFk5Y0SUAqFou5x7gp8/guk6VfteLvB1KFVZ61Q1Flu377NqFGjmDhxIh06dMDBwYEjR44wf/58RowYYdJ33bp1dOvWjT59+hAaGsqhQ4dYtmwZAOPGjWPBggWMGDGCd999F29vb6KiotiwYQOvvfYa3t7ezJ49m2nTpuHo6EhgYCDp6ekcOXKE+Ph4Xn75ZcaOHcuMGTOYNGkSM2fOJDIykg8//LDYa3j++efZsmULY8eO5ciRIyaxWwVRFhfeoUOHOHToEH369MHFxYWIiAjefvttmjZtWqnWJwCEoswkJCQIQCQkJFT1VBQKRXGcuCTEtC+EeG6xfHy4QYjktKqelaKMpKamitOnT4vU1NSqnkqpSEtLE2+++abo0qWLcHJyEra2tqJly5Zi5syZIiUlxdAPEJ999pkYOHCgsLKyEr6+vuLbb781Gevq1ati/Pjxws3NTVhZWYkmTZqI4OBgk3tTaGio6NSpk7C0tBQuLi6iX79+YsOGDYb9YWFhomPHjsLS0lJ06tRJrF+/XgDi2LFjhV7D+fPnRWZmZvm9KEVw8uRJERAQIFxdXYWVlZVo3LixmDJlioiJiSn0mKLeG2W5f6tVeOWAWoWnUNQQDp6Br3fLTOMAbRtB8CCwrNzlz4ryp6iVVrUBjUbDxo0beeSRR6p6KjUOtQpPoVAo7hUhYPsx+PHP3Lb7msP4ANAH0CoUCkVpUAJKoVDUbnQ6WPdHbmkWgPvbw+O9QVt5S54VCkXtQgkohUJRe8nMgpW/wzGj8hKP9ISBnWSZFoWihqCibaofSkApFIraSUo6fLENzuurtGs18NT90LNVlU5LoVDUDpSAUigUtY87d+HTLXBFX83e0lwGi7f1rdp5KRSKWoMSUAqFonZxNU6Kp5zs4vbW8PxDqjSLQqEoV5SAUigUtYcLV+HzrdJ9B1DPQZZm8XCu0mkpFIrahxJQCoWidnA8Alb8BpnZctvHTRYFVtnFFQpFBaAElEKhqPns+Qe+3wc5C5Va+8iYJ2vLKp2WQqGovWiregIKhUJxzwghk2N+ZySeureA5wKVeFIoyoHIyEg0Gk2xBYDrIkpAKRSKmkl2NqzZBb/+lds2qDMEPQDmKru4ouZw48YNnn32WRo1aoSVlRWenp4MHjyYsLCwqp5atSY9PZ1OnTpVmcBTLjyFQlHzSMuEZdvhVJTc1gCj+sgM4wpFDWPkyJFkZmayatUqmjRpwvXr1/n999+Ji4ur6qmViJiYGLy8vNBUcnLa119/nYYNG3LixIlKPW8OygKlUChqFkkp8NGPueLJ3AwmDVLiSVEjuXPnDvv372fevHkEBATg6+tL9+7dmT59OkOHDjX002g0LFmyhMDAQGxsbPDz82PdunUmY8XGxvLkk0/i4uJCvXr1GDFiBJGRkSZ9VqxYQevWrbG2tqZVq1YsXrzYZP+hQ4fo3Lkz1tbWdOvWjWPHjhV7DSEhITRp0oRZs2YRERFRbP/yYOvWrWzfvp0PP/ywUs5XEEpAKRSKmsPNBPhwI0TdlNs2ljJNQZemVTsvheIesbe3x97enk2bNpGenl5k35CQEEaOHMmJEyd46qmnGDNmDOHh4QCkpKQQEBCAvb09e/fuZf/+/djb2zNkyBAyMjIAWLp0KTNmzGDu3LmEh4fz/vvvExISwqpVqwBITk5m2LBhtGzZkqNHjzJ79mxeffXVYq/hk08+ISQkhD179tC8eXP69evHsmXLSEpKKvKaC3sEBgYWeb7r168THBzMmjVrsLWtulW2GqEK7JSZxMREnJycSEhIwNHRsaqno1DUTi7fgM+2wN00ue1sB1OHQsN6VTsvRbUgLS2NS5cu4efnh7W1de6OrSGQeqfyJ2TjDIHvlajr+vXrCQ4OJjU1lS5dutC/f39Gjx5Nhw4dDH00Gg1TpkxhyZIlhraePXvSpUsXFi9ezPLly5k/fz7h4eEGV1pGRgbOzs5s2rSJQYMG0ahRI+bNm8eYMWMMY8yZM4dffvmFAwcO8OWXXzJ9+nSio6MNwuTzzz/nueee49ixY3Tq1KnYa7l8+TJr1qxhzZo1xMTE8OijjxIUFMSAAQMM87pw4ULRL52NDV5eXgXuE0Lw0EMP0bt3b2bOnElkZCR+fn5Fzq/Q9wZlu3+rGCiFQlH9ORUFX/0K6Vlyu4ELvDAMXO2rdl6K6k/qHUiNr+pZFMnIkSMZOnQo+/btIywsjG3btjF//ny++uorJkyYYOjn7+9vcpy/v78hePro0aNcuHABBwcHkz5paWlcvHiRmzdvEh0dzaRJkwgODjbsz8rKwsnJCYDw8HA6duxoYtXJe87i8PX1ZebMmcycOZNVq1YxdepUQkNDiY+Px9nZGYBmzZqVakxjFi1aRGJiItOnT7/nMcoLJaAUCkX15uAZ+HoP6HRyu1kDmBIItlZVOy9FzcDGuUac19ramoEDBzJw4EDefvttJk+ezKxZs0wEVEHkWHV0Oh1du3YlNDQ0Xx93d3fS0qTldunSpfTo0cNkv5mZXLVaHg6pW7dusXbtWlavXs3x48cJDAwkKCjIINJAuvCKom/fvmzdurXAfTt37uTgwYNYWZl+/rt168a4ceMM7sjKQAkohUJRPRFCpij46VBuW+cmMOFBsFBfXYoSUkI3WnWjTZs2bNq0yaTt4MGDjB8/3mS7c+fOAHTp0oXvvvsODw+PAl1RTk5OeHl5ERERwbhx4wo955o1a0hNTcXGxsZwjuJIT09n8+bNrF69mm3bttG2bVuCgoLYsmUL7u7u+foXl3Ig59wF8cknnzBnzhzD9pUrVxg8eDDfffddPmFY0ahvIYVCUf3Q6eD7/bD3VG5b/3Ywqjdo1doXRe3h9u3bjBo1iokTJ9KhQwccHBw4cuQI8+fPZ8SIESZ9161bR7du3ejTpw+hoaEcOnSIZcuWATBu3DgWLFjAiBEjePfdd/H29iYqKooNGzbw2muv4e3tzezZs5k2bRqOjo4EBgaSnp7OkSNHiI+P5+WXX2bs2LHMmDGDSZMmGeKLSrLK7fnnn2fLli2MHTuWI0eOmMRuFURZXHiNGjUy2c6xZjVt2hRvb+97HvdeUAJKoVBUL9LS4Lvv4c/k3LZHesLATlDJeWYUiorG3t6eHj168L///Y+LFy+SmZmJj48PwcHBvPXWWyZ933nnHdauXcvzzz+Pp6cnoaGhtGnTBgBbW1v27t3LG2+8wWOPPUZSUhJeXl48+OCDBovU5MmTsbW1ZcGCBbz++uvY2dnRvn17XnzxRcNcNm/ezJQpU+jcuTNt2rRh3rx5jBw5sshrmD59Ol988QXm5nVLUqhVeOWAWoWnUJQTSQmw80Wwi4bd98Mdd3j6fujRsoonpqjuFLXSqjag0WjYuHEjjzzySFVPpcahVuEpFIrazc3rcOBFcL4qt/v8AT6LoO29m/sVCoWiolACSqFQVD1Rl+D4a+B8S25nmYPf69BSiSeFQlE9UQJKoVBULeF/w4WZ4JQgtzOtoOX74NO1auelUFQjVLRN9UMJKIVCUXUcCYMbc8BRHzCeYQcdF4JHq6qdl0KhUBSDElAKhaJqWL0NPD4CO31plgwn6L4InBoVeZhCoVBUB5SAUigUlUuqDuZ/D/7LwUoWOSXDHfp8BjYeVTs3hUKhKCFKQCkUisrjeBasWg5DvwcLfV27mz7w8CKwdK7SqSkUCkVpUAJKoVBUPDoB/0uHK5/B8C1gpq9rF9cChv8PLO2qdn4KhUJRSlRNBIVCUbFECXjoLtyZD8N+zhVPmZ1hxCKwUuJJoVDUPGqMgJo7dy69evXC1tYWZ2fnAvtERUUxfPhw7OzscHNzY9q0aWRkZBQ5bnp6Ov/3f/+Hm5sbdnZ2PPzww8TExFTAFSgUdQwh4Bsd3H8T7p8LA3aCVr8U27oPPLgAtFZFj6FQKKqUyMhINBpNsQWA6yI1RkBlZGQwatQonnvuuQL3Z2dnM3ToUJKTk9m/fz9r165l/fr1vPLKK0WO++KLL7Jx40bWrl3L/v37uXv3LsOGDSM7O7siLkOhqBvECRing+lR8O854G9U0d35Iej+LmhUBIFCAXDjxg2effZZGjVqhJWVFZ6engwePJiwsLCqnlq1pHHjxmg0GpPHm2++WenzqDHfYO+88w4AK1euLHD/9u3bOX36NNHR0TRs2BCAhQsXMmHCBObOnVtgjZuEhASWLVvGmjVrGDBgAABff/01Pj4+/PbbbwwePLhiLkahqM38poNJOrA7C299Aq3O5u6rPwZa/ksVBVYojBg5ciSZmZmsWrWKJk2acP36dX7//Xfi4uKqemolIiYmBi8vLzSV+Ll+9913CQ4ONmzb29tX2rlzqDEWqOIICwujXbt2BvEEMHjwYNLT0zl69GiBxxw9epTMzEwGDRpkaGvYsCHt2rXjwIEDhZ4rPT2dxMREk4dCUedJFfBSNgRmQ8ND8NqHpuLJ91lo9awSTwqFEXfu3GH//v3MmzePgIAAfH196d69O9OnT2fo0KGGfhqNhiVLlhAYGIiNjQ1+fn6sW7fOZKzY2FiefPJJXFxcqFevHiNGjCAyMtKkz4oVK2jdujXW1ta0atWKxYsXm+w/dOgQnTt3xtramm7dunHs2LFiryEkJIQmTZowa9YsIiIi7v3FKAUODg54enoaHkpAlYFr165Rv359kzYXFxcsLS25du1aocdYWlri4uJi0l6/fv1CjwH44IMPcHJyMjx8fHzKfgEKRU3mLwE9smFxFjzwO7ywGJpckvuEBpq/Bo3HVO0cFYpqiL29Pfb29mzatIn09PQi+4aEhDBy5EhOnDjBU089xZgxYwgPDwcgJSWFgIAA7O3t2bt3L/v378fe3p4hQ4YYYoGXLl3KjBkzmDt3LuHh4bz//vuEhISwatUqAJKTkxk2bBgtW7bk6NGjzJ49m1dffbXYa/jkk08ICQlhz549NG/enH79+rFs2TKSkpKKvObCHoGBgcWec968edSrV49OnToxd+7cYuOdK4IqdeHNnj3b4JorjMOHD9OtW7cSjVeQ+VAIUWqzYnHHTJ8+nZdfftmwnZiYqESUom6SLWCBgHd0oE2HYVvhiXXgeV3uF2bQJgQ87q/SaSrqMEf/BRlV4AqzdIWuXxbbzdzcnJUrVxIcHMznn39Oly5d6N+/P6NHj6ZDhw4mfUeNGsXkyZMBeO+999ixYweLFi1i8eLFrF27Fq1Wy1dffWW4f61YsQJnZ2d2797NoEGDeO+991i4cCGPPfYYAH5+fpw+fZovvviCoKAgQkNDyc7OZvny5dja2tK2bVtiYmIKjT3OwcHBgYkTJzJx4kQuX77MmjVrmD9/PtOmTePRRx8lKCiIAQMGGOZVXEC6jY1Nkfv//e9/06VLF1xcXDh06BDTp0/n0qVLfPXVV0UeV95UqYCaOnUqo0ePLrJP48aNSzSWp6cnf/75p0lbfHw8mZmZ+SxTxsdkZGQQHx9vYoW6ceMGvXr1KvRcVlZWWFmp1UOKOk6EgAnZEAbYJ8HDP8LDm8Httr6DJXSYA67dq3KWirpORhxk3KrqWRTJyJEjGTp0KPv27SMsLIxt27Yxf/58vvrqKyZMmGDo5+/vb3Kcv7+/QYwcPXqUCxcu4ODgYNInLS2NixcvcvPmTaKjo5k0aZJJ7FBWVhZOTk4AhIeH07FjR2xtbQs9Z3H4+voyc+ZMZs6cyapVq5g6dSqhoaHEx8cbVtA3a9asVGPm5aWXXjI879ChAy4uLjz++OMGq1RlUaUCys3NDTc3t3IZy9/fn7lz53L16lUaNGgAyMByKysrunYtuKp7165dsbCwYMeOHTzxxBMAXL16lX/++Yf58+eXy7wUilqHELBSwMs6uAu43YQRmyBwGzgnyD4aW+g4D5zaV+VMFQppCaoB57W2tmbgwIEMHDiQt99+m8mTJzNr1iwTAVUQOVYdnU5H165dCQ0NzdfH3d2dtDRZc3Lp0qX06NHDZL+ZmRkgvS9l5datW6xdu5bVq1dz/PhxAgMDCQoKMog0KD7gu2/fvmzdurXE5+zZsycAFy5cqDsCqjRERUURFxdHVFQU2dnZBtXdrFkz7O3tGTRoEG3atOHpp59mwYIFxMXF8eqrrxIcHGxYgRcbG8uDDz7I6tWr6d69O05OTkyaNIlXXnmFevXq4erqyquvvkr79u0Nq/IUCoURNwU8p4Mf9V+0jS7Dwz/Bg7+Dw13ZZuYEnT4E++ZVN0+FIocSuNGqI23atGHTpk0mbQcPHmT8+PEm2507dwagS5cufPfdd3h4eBS46tzJyQkvLy8iIiIYN25coedcs2YNqampBjfawYMHC+xrTHp6Ops3b2b16tVs27aNtm3bEhQUxJYtW3B3d8/Xv6wuvLzkBLrnGE8qDVFDCAoKEkC+x65duwx9Ll++LIYOHSpsbGyEq6urmDp1qkhLSzPsv3TpUr5jUlNTxdSpU4Wrq6uwsbERw4YNE1FRUaWaW0JCggBEQkJCWS9Toai+/JwtRMNMIcz1j/YnhHhtnhC/DBFid3/5+ONxIZJL9/lRKMqD1NRUcfr0aZGamlrVUykVt27dEgEBAWLNmjXixIkTIiIiQnz//feifv36YuLEiYZ+gHBzcxPLli0TZ8+eFW+//bbQarXi1KlTQgghkpOTRfPmzcX9998v9u7dKyIiIsTu3bvFtGnTRHR0tBBCiKVLlwobGxvx0UcfibNnz4qTJ0+K5cuXi4ULFwohhEhKShJubm5izJgx4tSpU2LLli2iWbNmAhDHjh0r9BomTpwo6tevL1566SVx4sSJinuxhBAHDhwQ//3vf8WxY8dERESE+O6770TDhg3Fww8/XOgxRb03ynL/rjECqjqjBJSiVpOkE2JKVq5wMs8QYsB+Id6aI8S2Qbni6c+nhEi9XtWzVdRRaqqASktLE2+++abo0qWLcHJyEra2tqJly5Zi5syZIiUlxdAPEJ999pkYOHCgsLKyEr6+vuLbb781Gevq1ati/Pjxws3NTVhZWYkmTZqI4OBgk3tTaGio6NSpk7C0tBQuLi6iX79+YsOGDYb9YWFhomPHjsLS0lJ06tRJrF+/vlgBdf78eZGZmVl+L0oRHD16VPTo0UM4OTkJa2tr0bJlSzFr1iyRnJxc6DEVJaA0QpSD07OOk5iYiJOTEwkJCQWaThWKGstBAc9kwwX9tlkWjNkNjf6EPvvBMlO22zWHDvPB0qWwkRSKCiUtLY1Lly7h5+eHtbV1VU+n3NFoNGzcuJFHHnmkqqdS4yjqvVGW+3eNiYFSKBSVSKaA93XwgYCcqkYuqRC0AxyPQa8DYK7f4dge2n8A5pWfyE6hUCiqCiWgFAqFKWf16QmOGLX1SYCe28DxH+h5MLcosEt3aPsumNW+X/wKhUJRFEpAKRQKiRDwuYA3dJCqbzMDXr8Bqb9CvVPQ7Qjk5Jh1D4BWb4HWooomrFDUHVS0TfWj1pRyUSgUZeCqgOE6mGYknloAqy/BnZ/B5xjcZySeGgyD1jOVeFIoFHUWZYFSKOo6G3Uyt9Nto7YpwJCTsOUgtP8b2oTn7vMeDU1UUWCFQlG3UQJKoairJAp4UQdrjFwDnsCXwJ0/YMsp6HoUml3M3e8XDD5jlXhSKBR1HiWgFIq6yD59eoLLRm2PauB/2bBpB5yOhJ5/gm+UfqcGmr8IDUdU/lxrCkLAlTg4EyMfiSnQ2gf6toF6+uXRxwSs0MEuASM0MMesauesUCjuGSWgFIq6RLqA2TpYKGQufwAH4CMtDE+Bz7fClWvQOwy8rug7aKHVdKg/sIomXY2JS8oVTGdjISnVdH/0LdhxDOwbwV+tYY83CH3o6XkBswWYK2ueQlETUQJKoagr/CMgKBtOGrX1AVaYgWU8fLgFkuKh3z7wuCn3ayygzTvg1qsqZlz9SE6Dc7F60RQLNxOKP0YASVHQPAo87SG8NZxtCTY2SjwpFDUYJaAUitqOTsAnAmbqIF3fZgG8q4WXNHD5Ovz3F8hKhIA94Bov+5jZQLv3wblzVc286snIgrN/wtX1oIuAky0g0q/gvtYW4NMQbnnBtgZw3hpanoVWZ3ILLTvche6HZWxZgh9caAdNG6iYMkW1JTIyEj8/P44dO0anTp2qejrVCiWgFIraTLSASfqYmxzaAqvMoKMGTkfBl7+CWSI8sAecEmUfc0doPx8cW1XJtKsMnQ6ibsGZKLiyHxzCwOM6WOn3dzsCNzwgxQ7MtOBXH5p7QZwXbHKHxZrczO0AxzvD5Y4wOgYanIboaNlupgPXi/Dfi9DABfq1g+4twMaysq9YUQ24ceMGISEhbN26levXr+Pi4kLHjh2ZPXs2/v7+VT29asmWLVt49913OXnyJHZ2dvTr148NGzZU6hyUgFIoaivf6uD/dGDsZXpRA+9pwVoDRy7Aqt/BJgH67wH7ZNnH0g06LAC7QiwttQkh4EaCPoYpBs5fhvrnocU5aJqYv7+ZDgbGgveLIBpAqBn8V8D1AsZ+UAPPaGCEGVg3AZrAujvwv9PSMmWTJvtdjYfv9sGmMOjeEh7uDnYqs3tdYuTIkWRmZrJq1SqaNGnC9evX+f3334mLi6vqqZWImJgYvLy80FSSJXX9+vUEBwfz/vvv88ADDyCE4O+//66UcxujEmkqFLWNeAFPZcN4I/HkDWzXwgIzKZ72/gMrdoB9HDywM1c8WTeETotqt3hKSIFD52D1Tpj5NbzzrVx5mLkZBmyQCUOdjMRTpitYPglmDnLb6jjMSYHOWvgwj3jyBmZo4JwZbDODJ/ViNYerjnC4O3wzFpo+AE09c/elZ8G+U/DJZkhJR1E3uHPnDvv372fevHkEBATg6+tL9+7dmT59OkOHDjX002g0LFmyhMDAQGxsbPDz82PdunUmY8XGxvLkk0/i4uJCvXr1GDFiBJGRkSZ9VqxYQevWrbG2tqZVq1YsXrzYZP+hQ4fo3Lkz1tbWdOvWjWPHjhV7DSEhITRp0oRZs2YRERFx7y9GCcjKyuLf//43CxYsYMqUKbRo0YKWLVvy+OOPV+h5C0JZoBSK2sTvOumyizVqG62BT7TgopEWl61H4efDUO8W9NsLlpmyn50ftP8QrOpVydQrjLQMOH8ld6XcFaNf9Y4J0O0cNI6U1iVjbNuC3xhw9Ye/tPCnK3ReAhoB3b6CH+bJfubAw3pr00ANmBXxKzxC70rVmUGPFtCnJcTchn3/wKHzkJ4pV+4t/gWmDpNxVYoy0g24VgXn9cS0oGTB2NvbY29vz6ZNm+jZsydWVlaF9g0JCeE///kPH3/8MWvWrGHMmDG0a9eO1q1bk5KSQkBAAH379mXv3r2Ym5szZ84chgwZwsmTJ7G0tGTp0qXMmjWLTz/9lM6dO3Ps2DGCg4Oxs7MjKCiI5ORkhg0bxgMPPMDXX3/NpUuX+Pe//13sNXzyySesW7eO1atXM2fOHHr37k1QUBBPPPEEDg4OBV5zUfTt25etW7cWuO+vv/4iNjYWrVZL586duXbtGp06deLDDz+kbdu2xc61PNEIVWCnzCQmJuLk5ERCQgKOjo5VPR1FXSRVwAwdLDL6ODsDn2qlFQRkMPn6P2DX31D/GvT+Ayyy5D6H1tB+HljUgvdvVjZEXper5M7GwKUbMrbJgID616UbrUHeG6sWPALAexRktoRQfd6mvwGLDFg+MfeYz/4D/t1hnAY8Sui6GJ4N2/T/oygzaGB03LV4+O8muKt37bX0gucfAgv1O7ckpKWlcenSJfz8/LC2NnaBemP6i6Ky8AJiStQzxyWVmppKly5d6N+/P6NHj6ZDhw6GPhqNhilTprBkyRJDW8+ePenSpQuLFy9m+fLlzJ8/n/DwcIMrLSMjA2dnZzZt2sSgQYNo1KgR8+bNY8yYMYYx5syZwy+//MKBAwf48ssvmT59OtHR0dja2gLw+eef89xzz5U4iPzy5cusWbOGNWvWEBMTw6OPPkpQUBADBgwwzOvChQtFjmFjY4OXl1eB+9auXcuYMWNo1KgR//3vf2ncuDELFy5k+/btnDt3DldX13zHFP7eKNv9W30yFYqazjEBE7LhtFHbAxpYpgVv/Q06OxvW7JauK68Y8A/Ltbg4d4F2c8DMtpInXk4IAbFxUiydiYELV6Q7LC/abGgUDe0ugN1t031mdrK+X8PH4IA7zBWwKTt31SJApiWEToRX35fbry+FrveBphSREBf14skWaaAwxtMF/m84fPQjpGZIa9nS7fCvwWCuEm7eO3lf6Op33pEjRzJ06FD27dtHWFgY27ZtY/78+Xz11VdMmDDB0C9vQLm/vz/Hjx8H4OjRo1y4cCGfxSctLY2LFy9y8+ZNoqOjmTRpEsHBwYb9WVlZODk5ARAeHk7Hjh0N4qmgcxaHr68vM2fOZObMmaxatYqpU6cSGhpKfHw8zs7OADRr1qxUYxqj0/8YmjFjBiNHjgSkW9Lb25t169bx7LPP3vPYpUUJKIWippItZELM2TrQe+GwAt7XwlQNaPXiKSMLvtoO/1yGxpfgvsOg1d/I6/WBNiGgLdxtUC25nZQrmApKYGmMlzV0jAXHIyDumO6zqg/ej4PuIVhjAyt1EKnLP0YP4BktjHoQzv8Ad89B8kW4/ht4Di7ZnLMEROqfN6Xg1AU+bjB1qIyDSs+S/7OVv8PEgbn/T0UpKd6NVh2wtrZm4MCBDBw4kLfffpvJkycza9YsEwFVEDlWHZ1OR9euXQkNDc3Xx93dnbQ0adlcunQpPXr0MNlvZiYFenk4pG7dusXatWtZvXo1x48fJzAwkKCgIINIg7K58Bo0aABAmzZtDG1WVlY0adKEqKioAo+pKJSAUihqIpf0VqcDRm0dgdVm0MboRpuSLrOLX7gKzc9BF6OA0PqDoeVroKkBXwPZOrh4FU5cgn+iik5g6WgLrbyhhTk4HoL4TaBLz828DtJl2eAJCOsDc7WwXeRx8wH1gKc0Uji1NXpNmzwHJ1+SzyOXgfv9YFYCARpNrtBtWoQY8vOE5x6Cz7ZAZjb8dRHcHOGRnsWfQ1FraNOmDZs2bTJpO3jwIOPHjzfZ7txZ5mnr0qUL3333HR4eHgW6opycnPDy8iIiIoJx48YVes41a9aQmpqKjY2N4RzFkZ6ezubNm1m9ejXbtm2jbdu2BAUFsWXLFtzd3fP1z7GaFUbOuQuia9euWFlZcfbsWfr06QNAZmYmkZGR+Pr6FjvX8qQGfHMqFAoDQsAqAS/pQJ+bEQ3wugbe1oKl0Y05IQU++xlibkHbU9DuVO4+r8eg6dTSuZ8qm4xMOB0DJy/B35GQXMjKNGsLaN5QiqaWXmATDbHr4PYBuG2smrTg1geyn4CvW8PXAm6CibLSIAPBn9HAcA1YFSB0XDqDa0+IOwjpNyB2AzQak79fXi4anadpMX1beEHwYCl+dQK2H4P6zuBfx/Jy1QFu377NqFGjmDhxIh06dMDBwYEjR44wf/58RowwrT25bt06unXrRp8+fQgNDeXQoUMsW7YMgHHjxrFgwQJGjBjBu+++i7e3N1FRUWzYsIHXXnsNb29vZs+ezbRp03B0dCQwMJD09HSOHDlCfHw8L7/8MmPHjmXGjBlMmjSJmTNnEhkZyYcffljsNTz//PNs2bKFsWPHcuTIEZPYrYIoiwvP0dGRKVOmMGvWLHx8fPD19WXBggUAjBo16p7HvReUgFIoago3BTyvg01GN+LGyFIsffLc6G8lwqLN0lLT6Ti0PJe7zzcIfCdUz+zXd1Ph78vS0hQeA5kFxTJpoUl9KZhaeYOvu1wZd2sPxHwGSWfz9LcGt4fgyGMQ4glhYGqOAhoBE7QQpIFGJXhdmvwL4g4BOoj6Gho8BBZORR9z0eh5URaoHNr5wqg+MkcUwDd7ZFHiFg2LP1ZRY7C3t6dHjx7873//4+LFi2RmZuLj40NwcDBvvfWWSd933nmHtWvX8vzzz+Pp6UloaKjBlWVra8vevXt54403eOyxx0hKSsLLy4sHH3zQYJGaPHkytra2LFiwgNdffx07Ozvat2/Piy++aJjL5s2bmTJlCp07d6ZNmzbMmzfPEGtUGNOnT+eLL77A3LxyJMWCBQswNzfn6aefJjU1lR49erBz505cXFwq5fw5qFV45YBahaeocLbqIFhnmnNoggYWasExz8049jZ8+jMk3pXxTn6RufuaviBXmFUnbifCiUgpmi5clVa2vFhZQNtG0NEP2jUCG73LLOsuXP1ZWoHSb5geY+kG2Y/B2qEQapdrsTPsB0borU0PFJN+oCDOzodrv8jnXqOg2QtF9389G/6nv7ZftfBACa1/3+2DPf/I53ZW8NpI8ChGrNVBilppVRvQaDRs3LiRRx55pKqnUuNQq/AUirpIsoDXdfClkahwA5Zo4ZECbsAR12TsTHoq+B8En5xl1Fpo8aq0lFQ1QkiRd+KSFE4xtwru52gDHfygY2No4Q0WRivRUq9C7Hq4tgWy8wSQWzeHM6Pg437wdwFfcW2RcU3jNOBWBitc4wlw43cZX3Vlo3SL2jQovH9pLVA5PN5bWhJPR0s35pJf4LXHwLaGBf4rFLUMJaAUiurKnwKeyYbzRm2BGvhSC54F3IBPRcHSXyE7DfruB0+9uUpjDq1DwL1/pUy7UG4lyjQKh87J8ikF4e4krUyd/KBx/fwrzxJPQcw6uLkXyBP0ne0PWx6HJR0gM89x9sCT+oDw7pSP+9LKQ1rzor4GkQWRX8nXuTByYqAskamJSoqZFiYNhA83yrIv1+9A6G6YPKh6umEVijqCElAKRXUjU8AHOnhf5BamtQXma+FfmoJvmkfOw8qdYJYG9+8FN32eI601tH0PXO+rrNmbkpIuV5H9eRYuFpIN2tdDWpk6+slcSHmvT2TDrf1SOCX+Y7pPYwmxg+HTx+CQT/6xewETtfC4BuwqQGz4jIarmyEzQVqjvEeBQwGB3kJAToULP0rvLrSxkivz/vODfE2PRcC+09CvcjMvK6oOFW1T/VACSqGoTpzTpyc4bNR2H7DSDFoUctPd8w98vw+sUmVRYGe9dcfMTmYXd2pX0bM2JSsbTkfBn+fk6rmsPJYiDdCsIXRpCu0bg2shOWGyU+DqVoj9AdKu5tnnAn88Ah8Pg4Q88UAewNMaGRTeqoItNOb2Mij/widyO+IL6PDf/CLwKpDjaSyN+84YN0d4KgC+3Ca3f/gDmniCdy0rvaNQ1BCUgFIoqgNCyDin13WQom8zA2ZoYboGzAu46Qoha9ptPQq2yXD/bnDQR0pbuECHBWB/78uFSz3/yBvSPXfkAiSn5e/TwAW6t4D7WhQumkCfGmAjXPkJspNN9yX6QehI+OkBmRk8By0wWAMTNTBUAxaV6NpqMBxifoC0K3DnmFydV880UaFp/FMZztXJD/q3k6I5KxuWbYc3H5dB9gpAWWoU+amo94QSUApFVXNNwL90sNXoQ94caXXqXogQyM6Gb/ZC2BlwSJTiyVZv4rCqDx0Wgm1pAm3ukduJsgjun2cLjmtysIFuzaBHS5llu6iYnaRzEPM93Nwl3XbGnOsGyx6Ho12RJiw9fsi4pqc1uWVrKhutBfgFQ/g7cvvS5+DaDTRGQe8XjP63Tco4z8f8pTs05paMh/p+PzwdULYxawEWFlJEpqSkFJmIUVH3SEmRv0pz3iPlhRJQCkVVskkHU3RgXJrtWQ3M0xYes5OWCV/9KldlucRBv71grU8yaeMjxZO1R8XNOSeu6dA5mXYgLxZmMp6pewto7Q1mRdRxEzq4fVAKp4TjpvuyLWDng/DdSIj0y223Ah7VW5v6a6pHiRP3+yHmO0g6A8mX4Pp28AzM3R9hJKDKahS0MJdB5f9ZJ8u9hJ2RCUS7tyjjwDUbMzMznJ2duXFDprOwtbU1lDlR1E2EEKSkpHDjxg2cnZ0NJWvKCyWgFIqqIFHAyzqZVTyH+sBSLQQWkR/oejws/w2ib4H7Dei7Dyz0ySbtW0D7+WDpXP7zFULWnNt/Gk5GSvdRXpo3hJ4toVMTsLHMv9+Y7DS4/qt0faVGm+676wgbH4YfR8Ado8R4HZAB4WM04FrNbowaDTSZAidelNuXloF7AJjpc87cawqDwqjvDKP7waqdcvvbvdDYAzycyz52DcbTUxbwzRFRCgWAs7Oz4b1RnigBpVBUNvv16Qkijdoe0cBiLbgXcnPV6eD3E7D5sBQvDa5A7wNgphcyTh2g3fsyqLk8ydbBXxdgx4mC8zV56uOaujcHV4f8+/OScRtiN8GVHyEr0XRftA/8MBJ+GwDpeuHhiBRMz2ihC9V72b5zJ6jXS5aQybgl81Q10tccy3HhaYHyKtfVo6UUtQfPQnomLNsBrz5mmi+rjqHRaGjQoAEeHh5kZmYWf4Ci1mNhYVHulqcclIBSKCqLDAHv6GCByK0k4gD8TwvjC0lPAHA1DtbskkHaAD5R0PMgaPWDuPaANu/kWjvKg7RMOBAOO09CXJLpPntr6NYcerSARu4lEzV3I2R9uuu/gchzYzvWCX54HA51B6G3vvVDiqbHNGBbjUVTXvz+JV2S6CAqFDyHyhIvOSkMfDGtV1hWnugLl67LWKjoW7ApTJZ/qeOYmZlV2E1TochBCSiFojI4JSAoG04YtfVG1rHzKyxQXAc7jsMvh3NTATS9AF3/krXfQLqJWr0lA5nLg8QU2P037D0lY52MaeQOAzvJlWAluTkJAfGHZf6m+MOm+7LMYFcArB8JF5rLNk+kkJygheY1SDQZY9dYZnu/+rNMwxC1BpynQk58fVkDyPNibSHjoeZvkJbJXX/LeKgOfsUfq1AoyoQSUApFRaITsEjADB3k6BELYLYWXimi/lrsbWl1irqZ29YtEpoezd1uMByav2i62uteuX5HuggPns0f39S2kRROzRuWzNqky5CWppjvISXSdF+SPWwZCpsegVvuMlXDcH09usBC0jXUNHwnyOvXpcGVTXDzUaQ6pGwpDArD2w1G9sotOrxmF0x3LzpVhEKhKDNKQCkUFUWMgEk62GkUKN4GmZ6gcxHpCX49JnM7ZeutThpg+DWw+TO3n88Y6S4qa0zQpWuw/TicvJTrVgTQamVc04CO0LCEiRoz78jcTbEbITPedN+VBrDhMdg2BNJs5Eq0l/TpBxrUAtFkjJUbeD8BUatlOoY7XwEz5b5mFXSt/drCmRhZXzA5HVbsgBdHyDIwCoWiQlACSqGoCL7TwVQd3DFqm6aBOVqwKeQmGn1LWg+Mg7UbOMFDl+Duntw2v+Dc4OR75Wws/Hwof3kVawvo0wYCOoBLCS0YKVHSTXf9V2l9MuaftjK+6UAvsDSDkRq5kq4v1TsgvKz4jIarP0lRabsbWo2EM62hSQWdT6ORuaCib8mYtYvX4JcjMLx7BZ1QoVAoAaVQlCfxAqbpYK2ROccLWK6FBwqxBmRlw7ajsO2YXG0HMrfRwA7Q7De4pV+qjka67BqOuPf5ZWTCxoMyk7UxTrZSNPVpA7ZWxY8jBNw5Lt10cWGm+7K1sK+vFE5nWsvVcx9rYbQGnGuxaDLG3Fa68i58JLeDl8IrC8snhUFh2FrBxAHw303SdbztqHS7tqqEhKoKRR1ECSiForzYqZMuuxijtic1sEgLLoXcOKNuwuqdcCUut62hKzzVG5I+hVsH9Y1aGSxef8C9z+/SdVj1u2nGcE8X6aa7r0XJlr/rsuDmToheB8nnTfcl28LWQNj4KKR7wlgNrNFCpzoimvLSYJis45caAx1PypWTTSp4hVwTT2l1+vFP6ZJd+TvMGAUOthV7XoWiDqIElEJRVtIEzNTBx0ZWJyfgUy2MLsTqlJktXSw7jklrAci4oyGdYUArOBMCCfole1pLaDNb5hi6F7KyZUzVtr+k5QikWHrEX9ZVK0km78wkuLoZLm8AXZ58UDfcZXzT1kDo7gALNDKvVWGuyrqC1lzGqZ1+W24/txRs/Knwr92BneHcFQiPlqsqV+2E54dWj4ztCkUtQgkohaIsHBcwIRtOGbUFaGCZFnwKuWFFXpexTleNAq2968HTD0B9c/j7Vbh7Trab2coEmc6d7m1+V+Kk1SnaSPT4ekDQA9L6VBypVyByHVzbCto8BYLPtoB1o+BiX3jKAuZqy3+Zfk3Hsg+cagNtT4NXFFzbJi1TFYlWI/+/738Piamy5M9vx2FQ54o9r0JRx1ACSqG4F7IF/FfALB3k5IW0QgaJTyukPltmFvx8GH47kWsJMtNCYFcY3BmybsOJaTIoG8DcETrMB4dWpZ+fELDrJGz6MzctgVYLD3WFwV2KXp0lBCT8A/98D1l/gEYnM2gD6DQQ5g8bRoFfe7mSblAtST9QEURo4Mt/wccvyu3I5eDxIJhVcLFbR1uYMAAWbZauvJ8OQfMG4Ff+5SwUirqKElAKRWmJ1Jdi2W/U1gFYZQbtChESEdek1en6ndw2HzcY/wB41ZNxMidegfTrcp+lG3T4UCZmLC3Z2bI22oEzuW0NXCDoQZkMszBEFkTugzPfg224bMu5nFRr+HUwHH8UhjWCLRqor0RTsVwUcKod7OsDffdDRpxcseg7vuLP3cobBnWBX/+SixOW/wbTR5VskYBCoSgWJaAUipIiBKwW8JIOcqqbaIBXNTBLC1YFCIqMTFm/bueJ3DxL5lp4qJtMTmlmBncvwslXc3MnWTeEDgvBpkHp55iaDku3y5xAOTzQAUb0AItCPu4Zd+GPXyB5AzhcA+N449uu8MsjYDEcnnKG/1K70w+UNzklXJZNgj4HpDUv+lvpxrN0rfjzD7sPLlyRaQ1uJ0Hobpg8SP0PFYpyoMZkWZs7dy69evXC1tYWZ2fnAvtERUUxfPhw7OzscHNzY9q0aWRkZBTYFyAuLo7/+7//o2XLltja2tKoUSOmTZtGQkJCocco6ii3BDypg8lG4skX2GkG75sVLJ4uXIG562SG7xzx1NgD3hwFQ7pK8ZRwCk78O1c82TWBTovuTTzFJcHCTbniyVwrl7U/3rtg8RR5Db75DHY+AdrFUjzlcLEJfP86xH8D/30alrhA7yLq9SkKJqeIcIwPWOpjn7JT4fLqyjm/mRaeGZBrdToWAftOV865FYpaTo2xQGVkZDBq1Cj8/f1ZtmxZvv3Z2dkMHToUd3d39u/fz+3btwkKCkIIwaJFiwoc88qVK1y5coUPP/yQNm3acPnyZaZMmcKVK1f44YcfKvqSFDWFbToI1oFxzsmnNfCRFhwLEBTpmXIZ+Z6/jaxOZtIa8GDH3PijuCNwaqYs+QHg0Aba/wcsHEs3PyHgRCSs3StXXQHYWcGzgdAsjxDLFLDtDFz5HprvAS+d6f6/ukPqKBjWVSa8VJSNi0YrM1sEQfh2fYmXn8DrMbBtVPFzcHWApwLgy21y+4c/ZLoD7xJmmFcoFAWiEUKI4rtVH1auXMmLL77InTt3TNq3bt3KsGHDiI6OpmHDhgCsXbuWCRMmcOPGDRwdS3ZTWrduHU899RTJycmYm5dMXyYmJuLk5ERCQkKJz6OoAaQIeEMHnxt9ROoBi7XwWCHi4lwsfL0bbiXmtvnVl1mijVe93dwL4e+B0EegO3eBdnPkqrvScOMOfL9frrTKwd0JXngIPJxz285kwS8HwHYdtP7bdIwMCzg9EHweh6F+BVvTFPeGX5bMC+YGXDWHyFVweYXc59YP2r5beXP5fr8sFA1Q3xnefBysyqkItUJRQynL/bvGWKCKIywsjHbt2hnEE8DgwYNJT0/n6NGjBAQElGicnBexKPGUnp5OenpupfrExMRC+ypqKIf0geLnjNqGaOBLbcG129IyYVMY7DXKZ2BhBg/3gID2cgVcDte2wtkFgN7649YXWofIfE8lJT1T5nX6/ThkGVmRWvvAMw+CvQ0kC1ifAie3QecN0DXWdIxEZ4gbAX1HwMBKiMepa6SK3KSqOUWEfUbB1R9lMPmtvXK1o1O7ypnPoz3hwlVZKuj6HSmoni7Z96JCochPrRFQ165do379+iZtLi4uWFpacu3atUKOMuX27du89957PPvss0X2++CDD3jnnXfuea6KakyWgP8ImKMD/ep/bID5Wni2kBigMzHS6hSXlNvW1FPenIytQAAxP8DFT3O36w+Glq+BpoQfRSHg+CVY/wfE3c1td7GHkb2gkx8c0cC31yHrRxi0GYYnmY4R1wgcRsHggWBpXbLzKkpPhNHznPxYZrbg+wycX6jv87mMeauM2DILc5g0EP6zDtKzIOwMtPSC7i0q/twKRS2kSoMcZs+ejUajKfJx5MiREo+nKeBLSAhRYHteEhMTGTp0KG3atGHWrFlF9p0+fToJCQmGR3R0dJH9FTWE8wL6Z8M7RuKpG3DYDKZo89/kUjPgmz3wyeZc8WRpDqN6w0uPmIonISByhal48hoJLd8ouXi6fgc+3QJLf80VT2ZamUNq6pOw3w+GnYcf34eh4+Dxb8DRSDwldQGf/8AjK2HAcCWeKpoII9dvM6P2BoG5sU+J/8Dt/VQa9Z1hdL/c7W/3SjewQqEoNVVqgZo6dSqjR48usk/jxo1LNJanpyd//vmnSVt8fDyZmZn5LFN5SUpKYsiQIdjb27Nx40YsLIqOC7CyssLKSuVSqTUIAUsFvKYDfQw2ZsB0DbylBYsCBPjpKAjdA/FGVqDmDeGp+2UMksn4Orj4GcSuz23zDZLFZktieUjPlIVhfzsB2Ubuulbe4NMbvnOA/x6GET/AG3+ZHpttDhYPQKdR4NC8+HMpyo8LRs+NiwhrzMHvWTg1Q25HfAmu/rL0S2XQoyWcjYWDZ+V7a9kO+L9h0u2rUChKTJUKKDc3N9zc3MplLH9/f+bOncvVq1dp0ECuPNq+fTtWVlZ07dq10OMSExMZPHgwVlZW/PTTT1hbq1/ldYrrAp7VwZY81oIVZtCzAHGTkg7rD0j3Rw5W5rKuXN+2+TOQiyw4+yFc35bb1nQqeD9e/NyEkMvO1x8wFWqO9qD1h8UNoMXv8PgP4Btlemy2A3gNh8aPgVX5fMYUpcR4BV7eEjf1eoFTB0g4CanRcG0LNBxReXN7oq8sLn39jizz89Ya6NIU+raRK/RUugqFolhqTAxUVFQUcXFxREVFkZ2dzfHjxwFo1qwZ9vb2DBo0iDZt2vD000+zYMEC4uLiePXVVwkODjZE1sfGxvLggw+yevVqunfvTlJSEoMGDSIlJYWvv/6axMREQ0C4u7s7ZmYlqE6vqLn8pJPiybg2brBGxjvZF3AD+fsyfLsH7iTntrX0klanegWs3tBlyJV2t/bpG7Qy3skzsPi5XYuXQb7GCTE1WrjTETY0hod+gf/8BC53TI8z8wK/UeA5uOLLhSiKxjgGqlmefRoNNJkCx56X25ErwWMgmJdyFea9Ym0h46EWbpJWqKxsOHROPhq6yh8D3VuATSkWNigUdYwak8ZgwoQJrFq1Kl/7rl27uP/++wEpsp5//nl27tyJjY0NY8eO5cMPPzS42yIjI/Hz8zMcs3v37kJX5126dKnE7kOVxqCGIQS8q4M5Rm99D2CpFh4qICwwJR3W7Yc/jZbkWVvAY72gd+uCf61np8A/IXDnqNzWWMiVdu798vc1Jk3vrvs9j7vumjdcaARDfoWBO8Ay0/Q4hw7Q6Amo5w8aJfyrBS2zpIhyAG6bFfw+OTULbu2Rz32DoPEzlTlDmW5jzz9w8Awkp5vuszKHbs2hX1vwKaIEkEJRgynL/bvGCKjqjBJQNYgsAS/oYLnR2/5hDXyuBfcCbnAnL8E3RgkqAdr4wNj+MkFhQWQmwt9vQpI+47PWGtrOAdduhc8rx133wx+mFq4kO7jjAn33Qo/DeQ7Sgvv94P0EON5DwWFFxZEpwCFbLkboBBwuxNifEgNHgkBky/dJ91CwqoIElxlZcOyizFIeUcCq5cYe0irVtSlYqtxRitqDygOlUJSEFAHjdPCzkXhaoIV/F5Ce4G6atDodPp/bZmMpUwX4tyo8RiTjNpx8DZL1/htze2g3D5zaFj6vq/Hw/T4Z2JuDEKARELAbmkaY9jezgwZD5So+66IXSCiqiMvkruRsVkQ8ka03NHgYrmyUGcovr4QWr1TCBPNgaS6Dy3u0lHmi9p2W7rx0vaUz8oZ8/PAH9GwpxZRxYliFog6iBJSibnBbwCPZcFC/bQGs0MKTBbjsjkXIsihJqblt7XxhbD9wti/8HGlX4cQrkHZFfw4X6PAh2DctpH8mbD0Cv58End5dZ5kO9W5Du3/ANd60v1V9GXzu+RCY25XkqhVVhUkAeTF9fcfD9V+l2/fqFvB6HOx8K3R6ReLtBmP6ycSbh8/DvlMQc1vuS82AXX/LR/OGUkh18pOlihSKOoYSUIraz2UBw7IhZ+GcA7BeCwF5xFNSKny3D/66mNtmYwmj+kCPFkWvTEq+DCdfgQx9RLpVfeiwUFoY8iIEHL0IGw7kuuvsk6DxJWh2EazyFMB2aC3ddO59S54zSlG1FJbCoCAsXcBnDEQuA3Rw6UtoN7ciZ1cyrC2lQOrTBiKvS6vU0QuQqTetnb8iHw420KuV7FfQYgpF6RA6SL4Fd2LgTrR83mNSVc9KUQDq21hRu/lbL570RiE8gc1m0MnopiaEFE3f7ZOuuxw6NJa/xJ2KsfYknYGTr0OWvqSPbSNpebLyyN/3apxcXXc2FhDgdgtanAOvWNAahyNqZIkX71Hg2E4tK69pmCTRLMH/znsUXPlRCvDbf8Cdk+DcoeLmVxo0GvDzlI+RvWT+qH2n4EaC3J+UCr8eg+3HoE0jKbraNTItX6QomLQEKZLuxOQKpoRYyEoz7dfxcbB2KngMRZWhBJSi9rJXwGPZoP+epzmwxQz8jG5oiSnSXXf8Um6bnRU80UeuQCpOuNw5Dv+8Jd0vAPYtoP18sHQ27ZeWAb8cgZ1/y9xQPjHQ6kx+N53GGho+JOObbLxKf82K6oGREbNYFx6AmbVcgXdugdyOWAKdF1c/4WxnDQ92hAc6wLkrUkgdvyRd0AI4FSUfLvbSItWrVfE/QOoCmalSGN2JNhVM6SWso3onBjyVgKpuqFV45YBahVcNWa+D8TrI8YbdB/xolrvSTgg4cl5ag4yXb3fyk6UuHEuQj+d2GJyeJfM9ATh1lK4Xc6M4KSGk22N9GKTEQ5MIaH4e7FJMxxL1oMlIaDAcLApZ3aeoOXTIgnDAGkgwy59gtSBEFhyZDCmRcrvNbLnKsrqTkAJh4bD/tGl9RpBWqI6NpVWqhVfJXoeaTHYWJF6FhDxCKflmycew9wBnb3DykX+dvcGxQeVlqq9jqDQGVYwSUNWMz3Twkv4XMUCgBr7Vgp3+yzshWdYAOxmZe4y9NTzZV2ZjLsmv/hu/w5n35fJzANee0OYdMDMq8XMlTq6uizkv3XRNIsAiy3Sc5GbQ8QloEABatTy8VpAtwDFbive2wPFS3Phuh8E/0+VzGy/otrLmvC90OjgVLa1Spy7nfv5y8HCSQqpHS/l5q8kIHdy9pXe5xeSKpcSrud8JxWHtpBdIPuCU89cLLGr4a1PDUGkMFAqQ1p63dfAfo2/u8focTxYauf/PczI9QapRoHaXplI8OZQwc/eVH+H8RxjuEO4PQKvpuTe6tAzYcgRO7ILmZ6BjTJ74JiCyJ/g/Ac07Vz83jaJsxJJr+cxbwqU4XHuCUydIOA6psXB1M3g9Vr7zqyi0WmjvKx+3k+CP03AgHBL1q1lvJMiyRD/+KT9z/dqCX/3q/f4XQh+nFJNHLMVCdnrxxwOYW0txZCKWvMFa/diu6SgLVDmgLFDVgEwBU3Sw2ujtPF0D72jlF/Sdu7L47ymjmnEONtJd17kkQSp6okLh0tLc7QbDofmLMvu3EHD4LBz4Drz/BvdbpsemW8KhQdDjcRjY+F6uUlET2K2Dgfq0FC9qYEEpl/gnnoFjU+RzCyfo/k3NTVuRlS0tvftOmeY5y8Grnqy/172FXPVXlWSmSGGU16qUnlSy47Vm4OiV63Zz8pGCya5e9RaJdRxlgVLUbZIFjNbBNr140gAfaeF5rRQ1f4TLX75pRlan+5rL9AQldSUIIZeXR3+b2+YzFvyC5ZdjTAzs/gpcDkPnZNNj451hyyPQ6mF4zQWs1JdpraY0KQwKwrGVtGre3AmZCfI95ze53KZXqZibSWtTl6ZwPV6mQjh4VpZHAoi9DWv3wcaD8jPZty34VHDx6+xMSLySa1W6EyMFU/Kt4o8FQAP27qZWJWcfcKiv4pTqGOq/rajZ3BQwIhtyqpxYAqu1MFILcUnS6hQendvf0VYmxOzgV/JziGzpsru6ObfNLxgajZMraw58AeZh4JOnPl2UD3z/BNgNgHnW4KuEU53AOIlmITlUi8VvMtzaKwPLY9ZBwxFgVcPr0dV3gcd7w8M94K8LUkxdui73pWfKIPT9p6Vbr28b6NJMZki/V3Q6SL5hKpTuREPSNRnDVBJsnHNdbjmCyclLuuUUdR4loBQ1l0sChmZDTrUVJ2CDGfRFugw2hsls3zn0aCG/wO1K8eWny5TB4jd36Rs00mXn0Br2vwGZh8A2jxf8n7bw9VMQ3w0+MoMhKh9OncK48s69WKAAbBpCw0cg9gfQpUPkCmj5ennMruqxNIeereQj+pb8rB4+B+n6BRaXrsvHDwf0ZWPaSPFVGEJA2h0joZRjVYqF7IzCjzPGwiY3kNs4VslarYgtd3RCegPupkFKGiSnwd303OfJ6Xn+6p9bmsHY+2V+vmqCioEqB1QMVBVwTMDD2ZBT97Qh8LMZNEyCr3ebxls428GY/jK4tTRkp8Hp2RCXU/9FCx4PyF+wqf/k6auFo11g2SSIbQ7TtfCyBqyV1anO0TULTiJ/niaZgfk9vgcyE+DPsZCdDGih21dgV4p4vZpEakZu2ZjY2/n3t/SS7r1WHnA3J02AkWUp427+YwpCay4tSHmtSrYqTqnUCCFFb3KOEEo3EkV5xI/x85R0eey90K0ZTBxYrpeh0hhUMUpAVTI7dfC4DnJiO1sBP2sh8jRsCsv9JQuy8O/IXmBrVdBIhZN1VybITDhZdL90SzjaFb4MhphGMFwDC7WmyToVdQchwCUbkoFmQHgZjfxR38jYO5Ar9Nr/p6wzrN4IIa1Pe0/AmVNglQS2KfJhl5y/zFGhaGRMUt40AQ71ZbC3wpTM7FwhdDfdVBQVKoTSIKuErtDyoLGHtEB51yvXYVUQuaLu8J0OntFBjmeuJ7D8LmzYI+ty5eBiD+P6y9ISpSXjDvz9Otw9V3ifRAc40QHWPA0RzcAP2KSFocpdV6e5gRRPcO/uO2O8RsKVjZB+U1pC44+BS+eyj1td0Ong7vXcQO4ci5LlNWhf0jgllwLyKTUE81L+aKoNZOukhacgIZTPOmS03/hHZ0VhbSl/yN5Jzi2eXhSOttDGB1p7QyufkqeZqUSUgFLUHD7WwatGH7zhwLOn4LNDkGH0BdCnDTzqLwsBl5b0G3DyVUiJKnj/dQ8IbwVbhsLJjmBuDm9r4VUN2CirU53HZAVeOYxnZgWNJ8FZveXp0ufgvAQ0NUyoCwGp8fnzKSXEylVxJRrDApJsINkWUoweji7Quw00bQ1OJaggUBMQQro1U/TCx9g6VJRlKLWkFroyYGEuy13ZW0tBZGetfxTw3NYasrLg8k04EwNnYwoXT+ZaaNpAL5oagZdrtXerKgGlqP7oBLylg4VG3uZJidBsD/x4LbfN1QGeuh9aed/bedKuw/FpkH49z/k1ENUIzrWAv7rAwZ5w1wEe0sD/tKVPlqiovRivwCuv90X9gXIlXvJFSDorFzR4PFg+Y1cE6cmm1qQcwZSRXPyxIBPSOjU0WvXmAy7eYOMqa1ceOCNX6yXq457i7sLmQzJ5bSc/fdmYhtXj5iuE/HFnLHJSShArlJIuv/cqEq0W7HOETgmEkL2V/FvcysiMLLhwBY5FyBXQV+ML71vfGVr7SNHUvCFY1ZCs+3qUgFJUbzIEBOvgG6MvkzdvQfLPEGH0y7VfW3ikZ9mS8cWuNxVPGRZwsSmcbw7XPOFAL4jxgcbAGi0Mq2FWAEXFE2H0Pm1WTmNqzKDJs9KtDHDpK3DrC9oqTjyZlQGJsfnTBKQWccM0RqMBB8/8Ad32RcQpOdlBYFcY3Bn+iZJB56ejZFEAnQ7+uigfOWVjerYs3arbIq8329TtVWyskP5vVglLu9wrGnIFUHFCyPi5lUX5iEwhpEgKj4bT0VI8ZRZyzTaW8gduax/5qFezVzmWWEDFxMTg7X2Pv+wVinshScCTOtihvylpgQWJELM1Nz2Bm6O0OrXwKvv5spqCzgxSrKW16ZIfpFlLq9Pf7WVSwBkaeF0LttXg162i+nHR6Hl5WiZd7gPnrnDnKKRdleWEvEeV3/hFocvOjVMyFkp3r5d8NZWta/40AY4NwfweRaBWK5ezd2gMtxOlRerAGUjKUzbmpz+hazOZCqGxvmyMTgcpGYULobt6C1BeQZReQldjWbC2MBVCJm6yQgSRjaV8PSqTu2nSJRceLR93CrEuajQy+Lu1t3TLNfYAs9rzw7PEq/CcnZ1ZtGgRTz/9dEXPqcahVuFVANf1aQr+0m9bA1+lwt8/ygSZAE094YVh8kunLKSkSxfA3lNANgj9BzzCT7rrku1hsEZmN2+mhJOiCPyz4AjSKpBoVr5pLJLOw1/B8rm5I/QIBfNy/AUvBKTGQXyMaZqAhCsyH1pJsLTNLWFiHNhtVQGlaISQP6RyXF4JyVJEnbhU/ucqLRZmeSxCJbAM2VrJH2nVkWwdRF6XFqbwaLh8I3+x6Byc7aRLrk0jmX6ivCyAFUSlrMJ7//33eeGFF9i0aRNffvkl9eqV71JChcLARX2CzJxf887A2kw4sCVXPHnVg+ceKrt4Oh4B3+yRv6gA0MIdJ+mui/WGRsAqLTysqR4xFYrqTU4STR/KPweYQ3PwGAg3dkBWokxx0OTZexsr/a5+5VveOKWUkh1vZmHqesuxLtk4l//nJOKaLP+SmJLfRVaS1VxlQaspxBpUjCiyrFmxPPlITZcFoSNvSBfp2djCA9QtzGT8Uk4sk6dLnfmuLFUeqEuXLjFp0iROnz7Nl19+ycMPP1yRc6sxKAtUOXJUb3m6od/2BjbqYMfPuWUf3BzhlUdkPERZOBsLizbnBmtmmsOxztJdZ2YGr2jgTS3Y1Y0vA0UZiRfgoY/9uF8DOyrAmpB2DQ49DSITNBbQPRSsPQrvn5UuLUh5C+SWKk6pQX6hZO9R8W6jbB1sPQJb/7r3xIslwd0R+rSVlpO8QsjasvaJgZwVfnFJUiTdTjJ9fjux+NV8DV1zBVPTBmUruVPFVFoeKD8/P3bu3Mmnn37KyJEjad26NebmpkP89ddfhRytUBTDbzoYpYOcpMJtgR+Bn3fkiidHG/i/YWUXT7cTYen2XPF0uRH80Vu66wZo4GMttKhlX5yKisU4/qk8UhgUhLUneD0GMd9JERW5HFq9KeOUkq7lTxOQdIPCfS15sK2Xp+abDzg1ALMqCFaPS4IVv8HFa/n3WZmbur1KYhGytYKY2zJWyrhsDMDNRNj+lywt07cNeDhX2mVWCJlZEH9XPuLuFvA8qfR5n+ysZC6mnLxMzvYVM/caRqll4+XLl1m/fj2urq6MGDEin4BSKO6Jb3QwSQc5n+s+wA9a+GknnNLnZLK2lDFP7k5lO1dGJszfJoNGQRb93TEQvLSwXAuPKned4h4wTmFQUbFyQoDbELjyE+hS4fo2uHQV7iSAroQ3RUv7/ELJ2VvGL1UHjkVA6G4Z1wTSjTb0PujVSi6jt7hHy14jdxjbHx7tCYf0ZWOuxMl9yenw+wn5aOklV/V2aCwt0dUJnU66Mo0FkYlISjIKR7gHtBqZhLieA9RzlN+1rbyhkVvlB6rXAEqlfpYuXcorr7zCgAED+Oeff3B3r+HVwRXVg//p4HWjWIZHNLBKAz/tl/WxQH5pPhcIPm5lO9dFHby3C2z19bYSHGFfALxqBm9pwV4JJ8U9YrICrxzGS08yXfWWk607MxXsLcFZv+JMewZ0BXwXm1nKum/GAd3O3mDtXD1/IGRkwfo/YN/p3DZXB5g4AJp4lt95bKygfzspkiKuyfP9dSG3LMnZWPlwtIXereXDtRKW2xtca3orUUEWpJJm8S4MC3NwsZPXkyOUXB30gslBWvZr0Sq5iqbEAmrIkCEcOnSITz/9lPHjx1fknBR1BZ2Qwuljo1/uz2rgI438It17SrZpNTBpoAxUvFdSBXwoYPNx6Ka/02VYwJ3BcNAWWlfDG4qiZmFsgSpNGZesNJmRO2+agLSEwo+5aw/2d8E8G6zTwdUe7NsaiSVvGadUUzKWX4mDZdtNky52aSotRqWtY1lSNBoZv9O0ATzeC8LOwv5T0qUH0tKz9Shs+wvaNZJ5pdr43LslJjML4pMLF0fxd8uWKkGjkZnYXR3k+8HZXv51MfprZ109xXMNpcQCKjs7m5MnT6pcUIryIV3AZB2sNbrpvKuFN4AfDsCef2SbRgPjH4AOfvd+rl908JIO0mNgyKHc9i4B8Jyqwq4oJ0wEVAH7dVmQdB3io01Xv929SYnjlOzccgO5LW7B7XWy3SMburxQcwRTDkLIuKQf/shNvmhhDqN6S8tPZX027W1gYCd4sKMsN7LvFJyMlD/yhIC/L8tHPQdZNqZXK2mhykEn9K61JCmS4goQSTk5qu4VOytwcTC1IBmLI2U9qnRKtQpPUTBqFV4pSRQyWHyn/q1nBizWwjMa+UW662/ZrkGKpx4t7+08kQJe0cFPAhwS4ZFN8tc6wICu8Fj3Ml6IQmGETxZcA+oLOJOgD+bOEUoxkHil5HFKVg5GMUo57jcvsDC6aQsd/PUvuKsvwNdqhiz7UlNISZexTscictsaukprcwPXKpuWgTvJcCBcCry8iSLNtDJWKkMfsH0nWa4avFcszIwEkV4kuTjkiiMX+xpX5qSmUJb7txJQ5YASUKXgmoBh2XBCv20DfKuVdeXWH4CdJ2W7Bng6QK6MKS1pAv4r4AMdpAHmmTDiR3DVuwc6NIZ/DZGuQYWiLKQlSnF0IwoWRYN3DDSKBcsSBvKaWxWcT8nasWTWl/gjsvg1gFV96L4atBXk8ipPLlyVq+zi7+a29W8Hj/lLC1R1IlsHpy7LkILw6BIbCw3kuNbyiqMc65Grcq1VJZWWxkChKBPn9OIpJ1GwK/CjGfQANoSZiqen7lE8/aqDF3VwIadBwJA9ueKpvjMEPajEk6J0ZKbpUwPEmOZTMo5Tur+I4zVm4Ngg/+o3e7eyud1cuskyL/GHZR3H2E3g8+S9j1fR6HQypmjLkdzcTrZW8vPeqQxu+orETCtDCDr4wa2csjHhuavd7KxyrUQFiSRn2+q3mk9RLigBpagcDgkYkQ239Nu+wM9m0BLYGCaXD+cw7n7wL6V4ihLwqg42Gv08NAOePQGZesVmbQlTAmXtKIWiIHRZkHg1fz6luzdLPkamGzQ2LmXiI8WTWQV93TZ5Fo4eAQRErQHPQLCohpbw+Luw8nc4fyW3rVkDmDBAWmFqAm6Osmj5sPuk287epuzVEBQ1FiWgFBXPNp0sCpxTJaIdsMUM3LLh630Qdia377j+0Kt1ycdOF/CRgLk6MI7R7AO8EgNbD8ttDfDMAGmBUiiEDpJv5V/5lnRVJqUsCdaOuS63Q17wsRdcaQhL7eD+SgzmtW8G9QfB9V8h6y5EhULT5yrv/CXh5CVYs0vmWwLprnqoKwR2rZn5hczNpJhS1GmUgFJULKt18C8d5NyT+gHrzSD9DszfnpvIDuSS5d5tSj72Dr277pxRW31gnhZ634RFv+fGKwzvDu19y3IlippKWkIB+ZRiZfqAkmBubRTMbZxPySih67JsiNC/2UqTwqC8aDwJbuyU2cljN4DXI2DdoPLnkZfMLOmez1lVC9Kt9cyD0KwMaUkUimqAElCKikEIWCBghtHKlJEaWKmFvy/IAr45OU8szaV46t6iZGNHC3hNB+uN3HVa4HkNzNLC9Vj4eFvu+J2bwOAu5XJZimpMZqo+n1K0kWCKgfTEkh2vNQPHhkar3vR/7eoVH6dUGWVcisLaA7wfh+hvpYi6tBxaz6iCiRiRnAafbZEFaXPo6AdP3S+DphWKGo4SUIryJ1ufPuAzI4HzvAbm6WDjftNMww1cYPKgki1bzhAy6eYcI3cggD+wyAw6auSS6BU7crMKN2sATz+gVrjUJrJz4pTypAlILkWckr2HaRkTZx9w8Lz3OKUc65ML4FpF77VGY+HqFshKhBs7wPsJcGheNXNJTIFPNudamM3NZLLKvm3VZ1FRa1ACSlG+pAl4Rgc/GImnuVoISoT/7YDoW7ntPVrA6H4ly2+yUwf/1oFRuBTuwH+08JRGrqr74zR8szd3dU+HxjBxYI2uFF6nEToZvG0S0B0jxZMoaZySk6k1yclbljexKEcLSLoAfbnGKrE+5WDuAL5Pw8XP5HbEEuiwsPIFS/xdKZ6u35HbjjayhmVZyzApFNUMdWdRlB8JAkbqYI9RgswvtND+EszbBWl6l5qFGTzZV660K+7LPVZf7uX7PO66ZzXwjhZcNFIwbT8Gmw7m9unZUq7mU5l5qz9C6OOU8qx8uxML2eklG8PcOr9QcvaWgd4VzSVyY+2qIv7JmIYjZAxU2lW485dMb+BaiQljbyXCxz/B7SS57WIP/x4OHs6VNweFopJQAkpRPlzR53jSJxHHFvhGwN0/4CujANL6ztJl51Wv6PEyBSwS8J4OjHLt0QP4xAy66G9UGVmwdi8cPJvb58GO8Ki/yvVUHclMyXW5GYul9LvFHwv6OCWv3HpvOWkC7KqwJE+EkbivSgsUgNYS/CZD+HtyO+ILcOkq81BVNNfipeUpJ2u3uyNMe1iWP1EoaiFKQCnKzhkBQ7Nz3RhuwNfJcHgHRBnFpdzXHMb0k/mYimKPDqbpwChUCjfgfS0EaXKF0a1E+PJXiDFyCz7SU9a0UnEWVUt2pixdkjdNQMrtEg6gAQePPCvffMChPmir2dfWBaPnTarB+849AGK+h6SzkHwRru8AzyEVe86Y27Boc269N08XmDYcnO0q9rwKRRVSzb6JFDWOMAGPZENONoLGwMdR8MsuSM2QbeZmsjhonzZFC5urenedcYFhDRCsgfe0psG5/1yWSflS9C4eS3O5uqdbFQXN1lV0Oki+kT9NQNI1GcNUEmyc8698c2oo3XI1ARMLVDUQUBot+E2Bky/J7chlUlSZVVCJl2vx8PGPuTmevN3g/4aBg03FnE+hqCYoAaW4d7boYIxRAstO2TD1CPx8MrePuxNMHgg+7oWPkyXgUwHv6iDJqL0bcnVdN6Obkk7AL0dg65HcuBMPJ1nbrmE1KEBaWxECUu8YxScZ5VPKzijZGBY2pvXectxwVjXcxWOcwqBZlc3CFJfO4NoT4g5C+k2IXS9X6ZU3iSkyVUGOePKrDy8MleVZFIpajhJQintjuQ6eN0qQOSgZ+vwGfxrlfOnSVAZyF1U6Zb+A/8sGozApXJEr9yZqTOOYktOk1elUVG5bRz8YHwA26gu73MhIlgHcJgHdMZBR0jglC2lBymtVsnWtna7Vi3olb4dM5FpdaPIviDsE6GR28gYPgYVz+Y2fnglLtuYGjHu7wdRhqlSSos6gBJSidAgBHwiYZeSeGRcNbrsgWv8r1FwLI3tDvyJyvlwT8KYOQvO46yZqYI4W3PIcF31TxjvlfFlrNDCih4p3KgvZGZBwNb9QKlWcUv38q98c6stg77pAloBI/fMmVK/3ol0TGft07RfITobLX0OzqeUztk4HK36Dy/ofTM528PxDSjwp6hQ1RkDNnTuXLVu2cPz4cSwtLblz506+PlFRUbzwwgvs3LkTGxsbxo4dy4cffoilZfEfaiEEDz30ENu2bWPjxo088sgj5X8RNZ1sIYO7v9SLHo0OphyBrBO5iS3rOchVdr4eBY+RJWCJgNk6ME4Q3QW5uq5HATegsDNypV2m3txlby3zO7XyLqcLq+XodHD3ev6Vb0nXcnNmFYeNi2kZE6ecOKU6bvmLBvTZOWhWjcRTDo2fgRu/gy4drmwCr8fAphxKqPxwAE5GyufWltJtpwLGFXWMGiOgMjIyGDVqFP7+/ixbtizf/uzsbIYOHYq7uzv79+/n9u3bBAUFIYRg0aJFxY7/0UcfoalOvx6rG6kCxutgU4674i5M3AVp13L7dPSDpwMKj3/4Q8C0bDAKkcIFGSA+WQNmeV7/zGxYtx/2Gy3Ha+wBkwfXnOrtlYkQkBpvFJ+UI5hi5aq4kmBhayqUcqxKVur1LpCLRgK0SdVNo1Cs3MF7FER9DSILLn0Fbd4u25g7T8Bufb4SrRb+Nbj4tCQKRS2kxgiod955B4CVK1cWuH/79u2cPn2a6OhoGjaUv7AWLlzIhAkTmDt3Lo6OhSfUO3HiBP/97385fPgwDRpUgwKc1Y14AY9mwx/6bd9oeGg3pOmLsWq18FhPCOhQsAvjhoDpOlidx9rxjEbGOrkXcMyV2/D1btM6Wn3bwON9ZCLOuk56slEZEyPBlJFcsuNz4pSMhZKzN9jU0jilisKkBl41fd18xsDVzZCZADd3QuIT4Njq3sY6HgHrD+Ruj+uvLMGKOkuNEVDFERYWRrt27QziCWDw4MGkp6dz9OhRAgICCjwuJSWFMWPG8Omnn+Lp6Vmic6Wnp5OenpshOTGxhMVKayLRAoZnwymky67nUWh3HLL0+13tYdIgufomL9kCvtDHS90xau+EdNf5F3DDuXMXNh+WiTFz3EsWZrLki/89funXZLIyIDEWk+K4d6KlpakkaDSyxlvegG77+lL4KsqGsQWquqzAy4u5HfgGwYVP5HbEEuj4UemF8qXrMu4p55IDu9bNz6RCoafWCKhr165Rv77pTdzFxQVLS0uuXbtWyFHw0ksv0atXL0aMGFHic33wwQcGi1it5pQ+u3gMYJMCQ3aC29Xc/e18IeiBgiurH9Svrjtu1OYEvKuVZVjyuutS02H7cdh5EjKzctvdHCF4UNFpEGoDumzTOKWcv3evlzxOydbVtIyJsw84NgRzFdhbYRhboKpDEs3CaDBcpjJIjYWEEzK9QT3/kh9/KxGW/JIbh9i9BQy7r2LmqlDUEKpUQM2ePbtYIXL48GG6detWovEKimESQhQa2/TTTz+xc+dOjh07VqLxc5g+fTovv/yyYTsxMREfH59SjVHt2a93290BGsbCwF1gqU/4pNWvgHuwU/5yKTcFzNDBijw3/fEa+EALHnn6Z2XDvtMyr9PdtNx2G0sY3AXub1+7igELASlx+QO6E66AroRxSpZ2BedTslRBvJVOjgXKEqjOniytBfgFw+nZcjviC1kjryQlXpLTZK6nnM9n84Yyaa1y9SrqOFV6Z5o6dSqjR48usk/jxo1LNJanpyd//vmnSVt8fDyZmZn5LFM57Ny5k4sXL+Ls7GzSPnLkSPr27cvu3bsLPM7Kygorq1q8+uhHHTylg3QddDkGXf6SKQZArrSZNBCa5okVyxbwlYAQHRh7l9ojk2H2LiBA/M+zsgjwLSMXqLkW+reX4sm+hmSiLoz0uwUUyI2R9eBKgpklOHmZBnM7+8jM3ermVfXoBETonzchv1W1uuHWHxxaQ1I4pETCtV9lbqiiyMyCL7bB9Tty29MFnh0iqwsoFHWcKhVQbm5uuLm5lctY/v7+zJ07l6tXrxoCwbdv346VlRVdu3Yt8Jg333yTyZMnm7S1b9+e//3vfwwfPrxc5lXj+EJfh84qBQJ3gdeV3H1tfGDCg2Cfp0TDYb277qhRmyMwWwvPacDc6MaSlgn7T8HvJ/+/vTuPj6q+9z/+mkx2sgGBECAkCEjYhCCi7MguiNq6QLWoXEu1uOKPttCioi3XXetyba1LRb0tet2gapFFEFF2CAKybyEhAQSy75Pz++NMMpMNssySSd7PxyOPnnPmzJnvt5jkne/3ez4HsqoseL6iB0wdbE7b+ZLSIvNOt0phKbUe65T8zHVKVcsEhLXXOqWmLB1HFf6mPH1XzmKBS+6BnQ+a+8fehvZjwFrLHyplBry3Bg7Zp+0jQuDeyaoyLmLnM3MjKSkpnDt3jpSUFGw2G8nJyQB0796dsLAwJkyYQO/evZkxYwbPPvss586dY+7cucyaNaviDry0tDTGjh3Lu+++y+DBg+nQoUONC8e7dOlC165dPdk97zPsj1L5swEd0mHsagi1/3awWMxgMyGp8pTdWQMWlMFbhmNhKcBtFnjKDzo4nZtbaN76vHaX4/l15RI7mw8B7tLE1zmV2czaSdXqKZ2m8v8BFxDatnqZgIhYc7RJfMsRp+1uXmtF/UT1h7bD4Ox3UPwTpH4E8b+s+dxlm2Cr/UnJgf7wm8nQ1sf+uBFxI58JUI8++iiLFy+u2E9KSgJgzZo1jB49GqvVyhdffMHs2bMZNmxYpUKa5UpKSti/fz/5+XWcQmkpSg24t8x8PMuAZLh8G/jZA0FkKMwcD5c6Fd8rM+Bt+1qnc07X6YM5XTfCKThl5pqjTev3QJHT4nCAAV3Nqbraim56i2GY1bidF3NnpdrXKZVe/P0AgWE111MKDHVv28VzDjWxhwjXVddfw9kNQBmc+CfEXguBUZXP+XqnOb0O5h9Q/zW+6X2finiZxTDqeouP1CY7O5vIyEiysrIuWG+qSco34LYyWJUPo9dCXKrjtcTOMHMshDv90t9mn67b4nSNcOBRP7jXAgH2XySnM2FlsrnOqdTpsS9+fjC4B4xPgtjWbutWnRXlVA5K5fWUSgou/l4wn3Af1an6gu7gKK1Tau4W2OBp+4/Pf/vBJB+abj3wvFkbCszq5N0fcLy25aBZrqDc9BEwsq9n2yfiIY35/e0zI1DiBmcNuMEGRzPgZ19DmH1NkgWYcgVMGuhYg3POgEftj3FxjtzTLfC0H3S0mCNTe47D2t3wY0rl8wKsMLQXjBtgPu7F00oLK69TKv/fwqy6vd/iZ061Vaun1M58TVqeSlN4PhaW4++EUyuhrBBOLrU/4qUz/HgC3v3acd7kQQpPIrVQgGqpjhtwbSkE/gDXbnFM2YWHwMxxjurCZQYsNuAPZfCT0/t7Ay/7wSg/c03T1/vgmz1wpkogCQ6EUX3MKuURHpi+KiuFbPs6JedK3blnqPM6pVbR1csERMSCNcCtTRcfUz6FZwXivdqS+gtqC3HT4PhiMGzmI15CZ8Mby8FmHzEe3hum1K2EjEhLpADVEu0y4Gd5kLgWupxwHO/REf5rHETa6wntsD+7bqPTe1thTtfdb4HT5+Cfu2HzASiusjaoTZj5l+uI3hDihrt2DAPyfqq+oDv7pLnYuy6CwquvUYrqZD4PTuRCDKcSBl2AQB8bgQLoPA1OLoOS83BmLXwXCkX20eEBXc2pO01Di9RKAaqlWWfAr07C0NWOKTswH8swZZA5ZZdpf/zK3wxwWr7ELRZ4Ejh7FF7dDQdPVr069OxkFr/sF++6W/ALs6s/IDcz1ZyWqwv/oMrVucvLBARH6BeENMxZoHyw1dem78r5h0LCnXDwRXO/xxZIvRq6dzRHoVVCQ+SCFKBako9s8PQPMGaTY8ouNNgcdeodZ/5V/W6Z+eBfp2f4kgg8UwTsg7/tgcwq9ZuCAuCqnuaIU2MWhpcUOmooOY8qFdbxWYMWqznVVq2eUrTWKYlrHXLavsRrrWi8yHFQ+CYE50D7M9DTBrOugQD9ahC5GH2XtBQvF8DyNXDFccexrh1g1niICoMf7NN13zm9JxSYXwI9d8KKXdXLEMREwai+cGVP89ErdWUrhZz06qNKuWfqfo2wdtUXdIfHglX/SYsHHHF+iLCPjkCVlML/vgs9cs39MguE91WhTJE60m+b5s4w4A+nIHUlJOQ6jo9LgusHQ64FHrbBawY4Lx26sRRu2A1bdkJKseO4BeiXYE7T9ex04Skwo8y+TqlKmYCc9LqvUwqOqP6A3MhOEBBy8feKuIvzQ4R9pYimM1sZvPMFdPrcMRq9YSj8PMm77RLxIQpQzVlxGdy7C/w2Qrh9MZMlCO4ZA33j4Z8G/N4Gp5ze07MU7t0HR3fAOqc1RlY/866ccf1rrkZckFX5rrfMVLNsQJ3XKQXbp9yq1lOKbHD3RdzGuYimLzzGxVn5I1r8P3OsgzwZC5fcDolR3myZiE9RgGqufiqEuWsh9KjjWEgM/HE8nAyDsTb41un80DK4/wDYtsMupzVOFou5vmnyILN+U0kB/HTIHpLKA1MqFNVxnZKfFSI6Vi8T0Kqt1imJ73CewvOlNVCGAUvWQdrXMNz+s6E4APb9Eh691LttE/ExClDN0Q9n4KUVEOoUarpcBndfCf9tgVdslafrbvoJEr+FU06FnixlMCgaBraBstOw6+9mUMqrzzql9jXUU+oAfvrPTnxc+RReJyDUR0agDAM+2QBbt8HErY7j6ybAfWPA6iP9EGki9JusOTEM+GwPfPU9BNkTUnEgjLka/BKgfxmkO/3lfGkxzNwKJ7dBSR50zofQfGhTAv455hqm3XX43ODI6vWUIjtBQC1PeRfxZdkGlP8d4UujT19shdXJMGILBNsf6H2gB4y9FWK0plCkvhSgmovCYvifb+DwISifCctsB5PGwz/CYK0NIrOgTyokpML4/RB4GIJyIbas+vVqKtrtH1w5KFXUU/LCo1lEvKXSAnIfGbVZmQxfboVuh6FjunkstxXk3QmjO3mzZSI+SwGqOUg9Cy9/Bbn2yn7WUsiKgS4RsPYTuDINbkyF8NwLX6ecnz9EdqxeJiC0rQpPihz2sRIG6/bApxsgPBsGJDuOb7we5g/2WrNEfJ0ClC8rLYZvv4dvvoW2uRBnn4IrH56/GAMoC4PYbtC+q1M9pRitUxKpjfMIVFOfwtu031w0bimDqzaCv31qf0cS/OJmCNXzHUUaSr8lfVVhEXx0D1hKoEcdzi8OgLxWkB9qflnawORxMKiXRpVE6sN5BKopT+HtOALvrjG3++yBNufN7bNtoN1d0LsRTw0QEQUon3TyHLy5AmICIayk8mv5IZDaCXLCIbwEijADU6n9L8024TB+AAxJhED984vUW6UA5b1mXNCeFHh7pXljSdufoPde87jND/ZMhz/09m77RJoB/Qb1NRv3wZJvobgUAtpAbhjs7gs7+0N6B2h3Bi7/AUJywbmGZWxrmDAQBnUDq9VrzRfxeeVTeNFAZBMcgTp4Ev6+3Kw27l8Cw7eBxR76Ng+HX11rFsYVkUZRgPIVxSXwwXrYsM9xLHkArB4LBSHQay9MWgEhBZXf1zUGJg40K4/7NcEf9iK+pMCANPt2Uxx9OnYa/vollNjXOl19CIIzze20jnDFryA21GvNE2lOFKB8wanz8MYKc+qu3N5EM0D12gu9f4TAKlN5vePMEacesVrjJOIqR5y2m9r6p7Sz8OrnUGj/WXBlEbT5wdwuDoDT/wW/iPNe+0SaGQWopm7LAfjnN1BU6jiWFwrhOXDz/znuqgEzKCVdAhOTIK6d59sq0twdaaLrn05lwiv/hnz7Hbi9IiHuX47XN0+CB0fpjykRF1KAasqWb4Nlm6sfb5VvfpXz94Mre5qLw9tHeap1Ii3PIaftpjICdTYHXv43ZNun7xPaweXfQ0mOuX+wO0y9E8JUskDElRSgmrLv9l749ZBAGNoLxvaHqFaeaZNIS9bUShhk5Znh6by9SG6ntvAz4OR2cz8vFILugcvaeq2JIs2VAlRTdv1VsHoXrA+A7HCwhsNN4TA5AtpGQFiwhuRFPKnSGiivtcKUW2CGpzP2JxC0j4RZA2D3fVB+o+3Om+C3A73VQpFmTQGqKRvU3fwaa8B+A663QJgCk4jXlI9ARWCWMfCWgiJ49QtItxfHbBMO90+GPf8PrMXmsV1JcPs0c4pfRFxOAcoXDLKYXyLiPSUGHLdvX4L3Rn+LSuC1LyHljLkfGQoPToVT/weGvUjVudZw6WzopKl9EXfRnyYiInVxHCi/6dVbDxEuscHry+FwhrnfKhgemAoBqXDqn+axMgucuAPGd/dOG0VaCAUoEZG68PYjXGw28/Es+1LN/eBAuP9aaB8C258AvzLz+I6RMHOy1keKuJkClIhIXTiXMLjEw+GkzDAfDLzzqLkf6A/3ToEu7WDHX8B6yjx+MhbGzIbwQM+2T6QFUoASEakL5yKanpzCMwxYsg62HDT3/f3gnmugWwdIXw95X5nHiwOg9B4YEOO5tom0YApQIiJ1cdhp21NTeIYBn2yA9T+a+34W+NUESOwMxefhx6cd5+6eDNNHeKhhIqIAJSJSF+VroIKBWA995hdbYfVOc9sC3DEWLutqBqtNi8DfXm38SHe46VcQoB/pIp6i7zYRkYuxGY4imt0wR4LcbVUyfLnVsX/raLiih7l9eCmU2V/LC4UOD0JcuPvbJCIVFKBERC4mDbDXp/TII1y+32tO3ZW7aRgM62Vu56XC8dccrx2dBpP6ur9NIlKJApSIyMU4lzC4xM2fdfQU/GudY3/qYBhzmbltlMLGx8Dfnub2JcEvf6GSBSJeoAAlInIxlRaQuzGs5OTDG1+BzV7TaXQ/mOT0LLudb4O/vTHno2DQwxCpkgUi3qAAJSJyMc4jUO4q8G0rg7dWQmae/XNi4cYhjtGls3vg/BJzu8wCObPg8jg3NUZELkYBSkTkYo44bburiOayTXDgpLkdGQp3TQCr1dy3FcC2xx3VxveOgumT3NMOEakTBSgRkYs5ZB+B8ge6uOH6Ow7DymRz28/PrPUUGep4feOLEHTa3M6IhckPQoDVDQ0RkbpSgBIRuRDDcKyB6gr4u3gEKuO8+ZiWcjcOhW5OhaZSvoXSFeZ2iT+EPQgJrV3bBhGpNwUoEZELOQ3YlyW5fPqusBheXw5FJeb+FT1gtFNJgqLzsO8Zx/6R62Dyla5tg4g0iAKUiMiFOD9E2JWPcDEMeG8NnMo09zu2gVtHORaNGwZ8+ycIslcbP94dbv61ShaINBEKUCIiF+J8B54rSxh8txd22FenhwTCrydBUIDj9T2fQsB2czs/BBJ/B62DXff5ItIoClAiIhdyxDlAueiaeYWwdKNj/46x0D7SsZ9zAjL+5tg/OwMGX+qiDxcRV/CZALVo0SKGDh1KaGgoUVFRNZ6TkpLC1KlTadWqFdHR0TzwwAMUFxfXeK6zDRs2MGbMGFq1akVUVBSjR4+moKDAxT0QEZ/kjiKan2+BvCJz+4oecFmC4zWjFL57DALsP7uODIRbprnmc0XEZfy93YC6Ki4u5uabb2bIkCG89dZb1V632WxMmTKFdu3asX79es6ePcsdd9yBYRi88sortV53w4YNTJo0ifnz5/PKK68QGBjIzp078fPzmWwpIu5UXsLAgnkXXmOlnoV1e8ztIH/42VWVX9/4FoTYp/Yyo2Dk7yFQJQtEmhqfCVCPP/44AO+8806Nr69YsYIff/yREydO0LFjRwCef/557rzzThYtWkRERESN75szZw4PPPAA8+bNqzjWo0cP1zZeRHxXeRHNOCCokSNQhgH/t978X4BJl0NUmOP19N1Q+IE5N1BmAb97oVtM4z5TRNyi2QyzbNiwgb59+1aEJ4CJEydSVFTEtm3banzP6dOn2bRpE+3bt2fo0KHExMQwatQo1q9ff8HPKioqIjs7u9KXiDRD5ww4Z992xfTd9sNw0F5tvF0EjOnveK20AJKdqo0fHwNTxjX+M0XELZpNgMrIyCAmpvJfaq1btyYwMJCMjIwa33PkiPmn5cKFC5k1axbLly9n4MCBjB07loMHD9b6WU8++SSRkZEVX3Fxeh6VSLPkvP7pkkZeq6QUPtng2L9pWOVq4mufh9Az5vbpWJg6B/xUskCkqfJqgFq4cCEWi+WCX1u3bq3z9Sw11EcxDKPG4wBlZeZfenfffTczZ84kKSmJF198kZ49e/L222/X+jnz588nKyur4uvEiRN1bqOI+BDnO/C6NzLMrNsD53PN7d5x0C/B8dr+byBglbld4g+dfwttw6pdQkSaDq+ugbrvvvuYPn36Bc9JSEio07U6dOjApk2bKh07f/48JSUl1UamysXGmo9L6N27d6XjvXr1IiUlpdbPCgoKIigoqE7tEhEfVukOvEZcp6AYlttrOlmAG4Y4Xss/D0efhRD7/pmfw7iBjfgwEfEErwao6OhooqOjXXKtIUOGsGjRItLT0yuC0YoVKwgKCuLyyy+v8T0JCQl07NiR/fv3Vzp+4MABrrnmGpe0S0R82CGnEajGPMZldbJZ+wlgUA/o3NbcNgxY8wSE2UemTnaHG37d8M8REY/xmTVQKSkpJCcnk5KSgs1mIzk5meTkZHJzzR88EyZMoHfv3syYMYMdO3awevVq5s6dy6xZsyruwEtLSyMxMZHNmzcD5pTfb3/7W15++WU++ugjDh06xCOPPMK+ffu46667vNZXEWkiXFFEMycfVv9gbvv5wbVXOF7b8hGE7TC3C0Lg8j9CiM/cHC3SovnMd+qjjz7K4sWLK/aTkpIAWLNmDaNHj8ZqtfLFF18we/Zshg0bRkhICLfeeivPPfdcxXtKSkrYv38/+fn5FcceeughCgsLmTNnDufOnaN///6sXLmSbt1c+dArEfFJ5VN4HYCwBo5ALd/ueFjw8F7Qzl5x/KfjkPUGBNrPK/0vuNQVhaZExBMshmEYFz9NLiQ7O5vIyEiysrJqrTclIj4mz4Aom7k9FPimAX9vns2Bx/8JpWUQ6A+P3wqRraCsFD6fBZFHzfPSBsH0Z3XXnYiHNeb3t89M4YmIeJQrHuHyxRYzPAFc3c8MTwBrXneEp+xIGDtf4UnExyhAiYjU5HAjSxikn4NNB8zt0CAYn2S/7k6wfGxul1mg9RyIadu4toqIxylAiYjU5IjTdkOKaC7b7Hhky4QkM0QVFcCPfwarfVTqzDgYPrqRDRURb1CAEhGpiXMJg/pO4R09BTvtU3SRoTC6r7m94lmIsFcbPxsL1z7c+HaKiFcoQImI1MR5DVT3erzPMGDpRsf+5EEQGADbv4aIr81jJf7Q848QGlLzNUSkyVOAEhGpSXkNqNZA63qMQO1LhQPlDwyOhKGJkHkWTr3gOKfgFujT12VNFRHPU4ASEamqyIDypznVpyScYcBSp0dKTb0CLBb4+gkItVcbP9MDrlGhXhFfpwAlIlLVUaB8CVR97sDbcQRS7GucOkfDwO6w9kNou9M8VhgCQx8Df6srWysiXqAAJSJSlfMjXOp6B56tDP692bF//WBIPQa2tx3HQu6Gjp1d0UIR8TIFKBGRqg45bdf1DryN++FUprndPRYujYWtj0NgsXns7GAYeYMLGyki3qQAJSJSlXMRzUvqEKBKSs2q4+Wuvwq+/Bu0PWbu50bCuD+4tIki4l0KUCIiVTkX0axLCYN1eyAzz9zuFw+5aRD+mblvAHG/g4golzZRRLxLAUpEpKryEahWQMxFzi0oguXbzW0LML4fHH3KUW08dxJcNsxNDRURb1GAEhFxVmqYd+GBuYDccpEpvFU7Ia/Q3L7iUtj2JrS234mXFQsTVW1cpDny93YDRESalBNAqX37YiUMcgvg6x/MbasfxORC6DfmfqkVBjwKAYHuaqmIeJFGoEREnDkvIL9YEc1VO6GoxNy+vDOUveF4ze9W6NLL5c0TkaZBAUpExJnzM/AudAdeTgF8s8vc9rdA4H8gzF5tPOtSGD3TbU0UEe9TgBIRceY8AnWhO/BWJkORfa6vTzZ02m1uFwXDiMfBoh+vIs2ZvsNFRJw5j0DVVkQzOx++sQem8ALousrxWvR90DrWbc0TkaZBAUpExFn5CFQg0KmWc1Ymm8UzLWVw+VYIslcbz7sKBl7rgUaKiLcpQInIhRUUmw/JbQnKDEcRzUsAaw0jUFl5sM4++tTzIMScNLfzo2Csqo2LtBQKUCJSu4JiePVzeOMr+HaPt1vjfulAgX27tum7FTugxAZR56GvvYSBAVw6H4IiPNBIEWkKFKBEpGYFRWZ4OnrK3P/3Zsgv8m6b3M15oO2SGl7PzINvfwQ/G1y5yVFt3JgC3a70RAtFpIlQgBKR6gqK4NUvHOGpVTA8MBVCg7zbLnc75FwDqoYRqK+2Q6kNLvsBorLMY3kdYeQDnmmfiDQZqkQuIpUVFMErn8Ox0+Z+q2B4cCp0jvZuuzzhQiUMzufCdz9C+1PQ84B5rNQKgxaCtZkHSxGpRgFKRBxqDE/XQee23m2Xp1SawnMagTp5Dt5ZBZZCc+quXMTt0P5SjzVPRJoOBSgRMVUNT2HB8EALCk/gmMKzAvGYd+Wt/QE+22RO3V21DULtq8wLEmHkDG+1VES8TAFKRBSeAAzDUUQzHsjLg3e/hv1p5rEuxyE+xdwuVrVxkZZOAUqkpcu3323nHJ4evA46taDwBHAWyLZv9zsCf/7WLOMAEJoHA7c7zo17AFrFeLqFItKEKECJtGQKTw6HgMAiGPo9tD/kqAcVEQKXfe+oNm4bAomTvdVKEWkiFKBEWqp8+7TdcYUnALalwo1rICzPcezy7lCyHTqdMPcLo2CMqo2LiAKUSMtUU3h66Dro2ALDU4kN/r0J9uyEMPsx/0CYMQJOZkDYCvOYAfT7AwSEe6ulItKEKECJtDQKTw5pZ+Efq8wyBeVOdoDfJYDf5xC0Evxt5vGg66DjYK80U0SaHgUokZZE4clUZsDXO2HZJii1P44lqNB8RMsNS6HkGJQAIfbzizrBiPu81FgRaYoUoERaivwiePnfkHLG3G+p4elcLry7Gg6cBGspdEmDnmkQlQp+RuVzS62Q0QuufwT8Ar3TXhFpkhSgRFqCGsPT9dCxjXfb5WlbDsCSdRCWBlccg7gTEFBa/bzUTrC7LxztBc+Og7Cw6ueISIumACXS3FUNT+Eh5t12LSk85RfBx59CzjoYewxa5Vc/J70DfH015LeGc/aF4vf1gTiFJxGpTgFKpDlr6eGpJBt2fQInvoAuZ6q/bg2FdqNh33i4vQ/03wntfjJfu6o9XBPn0eaKiO9QgBJprmoKTw9dB7HNPDyVlcC5TZC+HM5uAIsNopxPsECbwRAzAdoOA2swfFYGRhkcj4f4HAgCHuwLFkvNnyEiLZ4ClEhz1NLCk2FA7n44tQJOr4aSLPO4c/4piIZLroP4KRBUZeH8TAtc4QeHomHkMLAWQmSQx5ovIr5HAUqkuckvgpeWwQn7VFSEfdquOYanotNwaqUZnPKPV3+9IBhOJEC362DCNeBXy4hSewuMscAYMIefFJ5E5MIUoESak7xCc+SpOYcnWz78tB4yvoLM7Zglwp1f94O0TnAsAax94M7xLa9Ug4i4nQKUSHNRY3i6HmJbe7ddrmDYIDPZDE1nvgGjqPo5p9uZa5hOxEFEWxiSCOOTIMDq8eaKSPPn5+0G1NWiRYsYOnQooaGhREVF1XhOSkoKU6dOpVWrVkRHR/PAAw9QXFx8wetmZGQwY8YMOnToQKtWrRg4cCAfffSRG3og4kbNNTzlHYcjf4f1N8MP/w9Or6gcnnLCYFdf+HwK7L8JEqfBb2+DJ26DyYMUnkTEbXxmBKq4uJibb76ZIUOG8NZbb1V73WazMWXKFNq1a8f69es5e/Ysd9xxB4Zh8Morr9R63RkzZpCVlcWyZcuIjo7mn//8J9OmTWPr1q0kJSW5s0sirtHcwlNJJqSvhpTPwXa0+uvFAeYo07EEiOgL/S+BaV2hXaSnWyoiLZjFMAzj4qc1He+88w4PPfQQmZmZlY7/5z//4dprr+XEiRN07NgRgCVLlnDnnXdy+vRpIiIiarxeWFgYf/3rX5kxY0bFsbZt2/LMM89w11131alN2dnZREZGkpWVVevniLhFTeHpoeuhg4+Fp7JiyFgPR/4NpTvBUlbldQukx0JKVwi7Ai7rAf0TILKVV5orIs1DY35/+8wI1MVs2LCBvn37VoQngIkTJ1JUVMS2bdu4+uqra3zf8OHD+eCDD5gyZQpRUVF8+OGHFBUVMXr06Fo/q6ioiKIixzRCdna2y/ohUmfVwlOoWarAV8KTYcCpZDjwKZRsBv9C87jzjXLno+BENwgdCn37wQ3xEKo75ETE+5pNgMrIyCAmJqbSsdatWxMYGEhGRkat7/vggw+YNm0abdu2xd/fn9DQUD799FO6detW63uefPJJHn/8cZe1XaTecu3hKdUHw1P6Ydj3KRR/B8HnzWPOP4kKgiGtG4QMgz5DYHJnCAzwSlNFRGrj1QC1cOHCiwaRLVu2MGjQoDpdz1JD1WDDMGo8Xm7BggWcP3+eVatWER0dzWeffcbNN9/Mt99+S79+/Wp8z/z583n44Ycr9rOzs4mL0yMfxEN8LTwZBpw8CXuWQeF6iEwzb18Jdjqn1Aqn4yF4OCSOg/GdwKoF4CLSdHk1QN13331Mnz79guckJCTU6VodOnRg06ZNlY6dP3+ekpKSaiNT5Q4fPsyrr77K7t276dOnDwD9+/fn22+/5X/+53/429/+VuP7goKCCArSNIJ4QU3hac51ENPEwlOZAccy4MdVkPcNRB+FIFv1+pTnYyFwGPScAlcn1F7oUkSkifFqgIqOjiY6Otol1xoyZAiLFi0iPT2d2NhYAFasWEFQUBCXX355je/JzzefyO7nV7mag9VqpaysrKa3iHhP1fAUaR95airhyWaDg+mwZyPkfAMxhyC8AMKrnFcQCdYh0PMGGNlTz5sTEZ/kM2ugUlJSOHfuHCkpKdhsNpKTkwHo3r07YWFhTJgwgd69ezNjxgyeffZZzp07x9y5c5k1a1bFyvq0tDTGjh3Lu+++y+DBg0lMTKR79+7cfffdPPfcc7Rt25bPPvuMlStX8vnnn3uxtyJV5BbCy8sg9ay531TCU3Ep7D0Bu3ZD1jroeAiiz0PVv4tKg8BvEHS/HjpfodAkIj7PZwLUo48+yuLFiyv2y2s0rVmzhtGjR2O1Wvniiy+YPXs2w4YNIyQkhFtvvZXnnnuu4j0lJSXs37+/YuQpICCAL7/8knnz5jF16lRyc3Pp3r07ixcvZvLkyZ7toEhtcgvsI09NJDzlF8Hu47DzAJzfBJ0PQ6d0iKtSEcXwA7++kHAddB4JfoHeaa+IiBv4XB2opkh1oMRtagxP10NMlGfbkZUPPxyF5CPw007ochS6pEBgSfVz/RKg82ToNAECPdxOEZF6UB0okeYotwBe+jeklYenVvaRpyjPfP6ZLEg+CjuPwulD0OU4dD0Gl+VWP9fSGjpOhNhJ0CrBM+0TEfEiBSiRpsgb4ckwzM+rCE3p0DkVEo7BFWeqn28JgnYjocNEiEoCi8oOiEjLoQAl0tTUFJ7mXAfto1z/WWUGHM1whKazmRBzygxNV6WBv63KGyxmWIqZCO1GgDXU9W0SEfEBClAiTUluAfxlGZw8Z+67IzyV2uBAmhmafjgK2QUQmWmGpqHHIaSw+ntCu5ihqf14CG7vuraIiPgoBSiRpiKnAF5yCk9R9mk7V4SnohL4McUMTbuPQ0ExBBVC/HG46hi0zqz+Hv8IaD/WDE7hqtckIuJMAUqkKcjKM++2S7c/G84V4SmvEHYdM0PT3hNQYgNrKXQ8aY42dcgAvyo34Vr8oe0QMzS1uRL89Aw6EZGaKECJeFtmrjltdzrL3G9MeDqfa65l2nkUDp401zhhQPRPZmiKO1Fz6YHwXvYpuqshILIRnRERaRkUoES86WyOOW33U7a53ybcDE/R9ahHcuq8YxH4sdOO461yzdCUcAzC8qq/LygGYsZDzARzjZOIiNSZApSIt/yUbY48ncsx96MjzPDUpurD42px4CR88j2kOJUYCCg2R5kSjkG7n6q/xxoC0aPM0aao/mDxq36OiIhclAKUiDeczjTDU6Z9ZKh9pBmeosIu/t6fsuHTDbDjiLlvKTPXMyUcg84nwa+G0gOtB5kjTdHDzRAlIiKNogAl4mnp580HA2eZz2QktjU8cJ35mJYLKSyGr7bD6h+gtBSiMs3Q1PUEBBZUPz80wRxpihkHQe1c3AkRkZZNAUrEk9LPw0tLzdpLAJ3awgNTIfwCo0JlBmzeD0s3QdFZ6HbcDE5RWdXPDYhylB4I66HSAyIibqIAJeIpGVXCU1w03D8VwoJrf8/hDPhkLdiSof8xs0p4tdIDAdB2qPlIldaDwU/f1iIi7qaftCKekHHeXPPkHJ4emAqtaglPZ7Phqw+h6DtIOgEBpdXPiehrrmtqdzUE1HHhuYiIuIQClIi7nSoPT/Y1TxcKT1lHYfP7ULIROtVQeiC4g+ORKqGd3dtuERGplQKUiDtVDU+dawhPJdlweg0cWQZlhyEQ86tCMMSMMafoIvup9ICISBOgACXiLqcyzfCUVUN4KiuFc5vh1HL46XugyhSdYYHiHtDrRug4CqwXWCclIiIepwAl4g7ldZ4qwlNbuP9aMI7DoRVwehWU1HAXXWYkFCTB8BnQuZtHmywiInWnACXiaqcz4cVl5gOCAboGwc8KYN9vIP9Y9fMLgiGlC2RfBtdMhT7xnmytiIg0gAKUiCudzjJHnnKzID4VeqZB6zRIq1J6wOYHaZ3gWAJkdYHJV8KoPmC1eqXZIiJSPwpQIq5yJgv+stR8PMu4NdD2XPVzTreD4/FwIg5Kg2BEb7j2CgjT41VERHyJApSIK5zNhheXOp5tl30ptN1obpe2gX0d4Vg85NmfddezE9w0zKxELiIiPkcBSqSxSm3wxgpHeIptDZOvgT0W+D4C0iIB+yNV2kXAz4fCZQl6zIqIiA9TgBJprGWbIOWMud0uAsb2h9e+h9NdHOcEB8A1l8PoyyBA65xERHydApRIY+xJgVU7HfvFpfD+Wse+BRiSCNddCRGhnm6diIi4iQKUSENl5cHi1VWO5Tu2u8ea65y6tPNsu0RExO0UoEQaosyAxV9DbmH119qEw8+HQNIlWuckItJMKUCJNMTKHbAvtfKxQH+YONBcAxWoby0RkeZMP+VF6qugGL7YUvnY4EvhhishKsw7bRIREY9SgBKpL6sFggPN6buuMeY6p64x3m6ViIh4kAKUSH0FBsAj0+F8LnSOBj+tcxIRaWkUoEQaIjzE/BIRkRbJz9sNEBEREfE1ClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJP/t5uQHNgGAYA2dnZXm6JiIiI1FX57+3y3+P1oQDlAjk5OQDExcV5uSUiIiJSXzk5OURGRtbrPRajIbFLKikrK+PkyZOEh4djsVi83RzATNVxcXGcOHGCiIgIbzfH49R/9V/9V//Vf/X/Yv03DIOcnBw6duyIn1/9VjVpBMoF/Pz86Ny5s7ebUaOIiIgW+Q1UTv1X/9V/9b+lUv/r1v/6jjyV0yJyERERkXpSgBIRERGpJwWoZiooKIjHHnuMoKAgbzfFK9R/9V/9V//Vf/XfnbSIXERERKSeNAIlIiIiUk8KUCIiIiL1pAAlIiIiUk8KUCIiIiL1pADlY5588kksFgsPPfRQxbHc3Fzuu+8+OnfuTEhICL169eKvf/3rRa/1l7/8hZ49exISEkJcXBxz5syhsLDQja1vPFf1v6SkhCeeeIJu3boRHBxM//79Wb58uZtb33g19f/UqVPceeeddOzYkdDQUCZNmsTBgwcveq2PP/6Y3r17ExQURO/evfn000/d2HLXcFX/9+zZw4033khCQgIWi4W//OUv7m24i7iq/2+88QYjRoygdevWtG7dmnHjxrF582Y3t77xXNX/Tz75hEGDBhEVFUWrVq0YMGAA7733nptb33iu/P4vt2TJEiwWCzfccIPrG+xirur/O++8g8ViqfZV399/ClA+ZMuWLfz973/nsssuq3R8zpw5LF++nPfff5+9e/cyZ84c7r//fpYuXVrrtf73f/+XefPm8dhjj7F3717eeustPvjgA+bPn+/ubjSYK/u/YMECXn/9dV555RV+/PFH7rnnHn72s5+xY8cOd3ejwWrqv2EY3HDDDRw5coSlS5eyY8cO4uPjGTduHHl5ebVea8OGDUybNo0ZM2awc+dOZsyYwS233MKmTZs80ZUGcWX/8/PzueSSS3jqqafo0KGDJ5rfaK7s/9q1a/nFL37BmjVr2LBhA126dGHChAmkpaV5oisN4sr+t2nThj/+8Y9s2LCBH374gZkzZzJz5ky++uorT3SlQVzZ/3LHjx9n7ty5jBgxwp1NdwlX9z8iIoL09PRKX8HBwfVrlCE+IScnx+jRo4excuVKY9SoUcaDDz5Y8VqfPn2MJ554otL5AwcONBYsWFDr9e69915jzJgxlY49/PDDxvDhw13abldxdf9jY2ONV199tdKx66+/3rjttttc2m5Xqa3/+/fvNwBj9+7dFeeWlpYabdq0Md54441ar3fLLbcYkyZNqnRs4sSJxvTp093S/sZydf+dxcfHGy+++KIbWu067ux/+XvCw8ONxYsXu7rpLuHu/huGYSQlJV3wZ4Y3uaP/paWlxrBhw4w333zTuOOOO4zrr7/ejT1oHFf3/x//+IcRGRnZ6HZpBMpH3HvvvUyZMoVx48ZVe2348OEsW7aMtLQ0DMNgzZo1HDhwgIkTJ9Z6veHDh7Nt27aKYfsjR47w5ZdfMmXKFLf1oTFc3f+ioqJqf22EhISwfv16l7fdFWrrf1FREUClvlitVgIDAy/Ylw0bNjBhwoRKxyZOnMj333/vwla7jqv772vc3f/8/HxKSkpo06aNaxrsYu7sv2EYrF69mv379zNy5EjXNdqF3NH/J554gnbt2nHXXXe5vsEu5o7+5+bmEh8fT+fOnbn22msbNPughwn7gCVLlrB9+3a2bNlS4+svv/wys2bNonPnzvj7++Pn58ebb77J8OHDa73m9OnTOXPmDMOHD8cwDEpLS/nNb37DvHnz3NWNBnNH/ydOnMgLL7zAyJEj6datG6tXr2bp0qXYbDZ3daPBLtT/xMRE4uPjmT9/Pq+//jqtWrXihRdeICMjg/T09FqvmZGRQUxMTKVjMTExZGRkuLz9jeWO/vsST/R/3rx5dOrUqcY/ULzNXf3PysqiU6dOFBUVYbVaee211xg/fry7utFg7uj/d999x1tvvUVycrIbW+4a7uh/YmIi77zzDv369SM7O5uXXnqJYcOGsXPnTnr06FHntmkEqok7ceIEDz74IO+//36t87Mvv/wyGzduZNmyZWzbto3nn3+e2bNns2rVqlqvu3btWhYtWsRrr73G9u3b+eSTT/j888/505/+5K6uNIi7+v/SSy/Ro0cPEhMTCQwM5L777mPmzJlYrVZ3daVBLtb/gIAAPv74Yw4cOECbNm0IDQ1l7dq1XHPNNRfti8ViqbRvGEa1Y97mzv77Ak/0/5lnnuFf//oXn3zySf3XgLiZO/sfHh5OcnIyW7ZsYdGiRTz88MOsXbvWTT1pGHf0Pycnh1/+8pe88cYbREdHu7sLjeKuf/+rrrqKX/7yl/Tv358RI0bw4Ycfcumll/LKK6/Ur4GNngQUt/r0008NwLBarRVfgGGxWAyr1Wrk5uYaAQEBxueff17pfXfddZcxceLEWq87fPhwY+7cuZWOvffee0ZISIhhs9nc0peGcFf/yxUUFBipqalGWVmZ8bvf/c7o3bu3u7rSIBfrf2lpacW5mZmZxunTpw3DMIzBgwcbs2fPrvW6cXFxxgsvvFDp2AsvvGB06dLFPR1pIHf131lTXgPl7v4/++yzRmRkpLFlyxa39aExPPHvX+6uu+4yJkyY4NL2N5Y7+r9jx45q17RYLBXXPHTokEf6Vhee/Pf/1a9+VW1d6MVoCq+JGzt2LLt27ap0bObMmSQmJvL73/8em81GSUkJfn6VBxOtVitlZWW1Xjc/P7/G9xiGgdGEHo/orv6XCw4OplOnTpSUlPDxxx9zyy23uLT9jXWx/jv/lRUZGQnAwYMH2bp16wVHE4cMGcLKlSuZM2dOxbEVK1YwdOhQF/egcdzVf1/hzv4/++yz/PnPf+arr75i0KBBrm+8C3jy398wjIo1NU2FO/qfmJhY7ZoLFiwgJyeHl156ibi4OBf3ouE89e9vGAbJycn069evfg2sV9ySJqHqXWijRo0y+vTpY6xZs8Y4cuSI8Y9//MMIDg42XnvttYpzZsyYYcybN69i/7HHHjPCw8ONf/3rX8aRI0eMFStWGN26dTNuueUWT3alQVzR/40bNxoff/yxcfjwYWPdunXGmDFjjK5duxrnz5/3YE8apmr/P/zwQ2PNmjXG4cOHjc8++8yIj483fv7zn1d6T9X+f/fdd4bVajWeeuopY+/evcZTTz1l+Pv7Gxs3bvRUNxrMFf0vKioyduzYYezYscOIjY015s6da+zYscM4ePCgp7rRYK7o/9NPP20EBgYaH330kZGenl7xlZOT46luNJgr+v/f//3fxooVK4zDhw8be/fuNZ5//nnD39+/3nfueYMr+l9VU78Lz5kr+r9w4UJj+fLlxuHDh40dO3YYM2fONPz9/Y1NmzbVqy0agWoGlixZwvz587nttts4d+4c8fHxLFq0iHvuuafinJSUlEqjNAsWLMBisbBgwQLS0tJo164dU6dOZdGiRd7oQqM0pP+FhYUsWLCAI0eOEBYWxuTJk3nvvfeIioryQg8aJz09nYcffphTp04RGxvL7bffziOPPFLpnKr9Hzp0KEuWLGHBggU88sgjdOvWjQ8++IArr7zS081vtIb0/+TJkyQlJVXsP/fcczz33HOMGjWqya2DuZiG9P+1116juLiYm266qdJ5jz32GAsXLvREs12mIf3Py8tj9uzZpKamEhISQmJiIu+//z7Tpk3zdPMbrSH9b04a0v/MzEx+/etfk5GRQWRkJElJSaxbt47BgwfX67MthtGE5mtEREREfEDzjKQiIiIibqQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIiIi9aQAJSIiIlJPClAiIlXYbDaGDh3KjTfeWOl4VlYWcXFxLFiwwEstE5GmQpXIRURqcPDgQQYMGMDf//53brvtNgBuv/12du7cyZYtWwgMDPRyC0XEmxSgRERq8fLLL7Nw4UJ2797Nli1buPnmm9m8eTMDBgzwdtNExMsUoEREamEYBmPGjMFqtbJr1y7uv/9+Td+JCKAAJSJyQfv27aNXr17069eP7du34+/v7+0miUgToEXkIiIX8PbbbxMaGsrRo0dJTU31dnNEpInQCJSISC02bNjAyJEj+c9//sMzzzyDzWZj1apVWCwWbzdNRLxMI1AiIjUoKCjgjjvu4O6772bcuHG8+eabbNmyhddff93bTRORJkABSkSkBvPmzaOsrIynn34agC5duvD888/z29/+lmPHjnm3cSLidZrCExGp4ptvvmHs2LGsXbuW4cOHV3pt4sSJlJaWaipPpIVTgBIRERGpJ03hiYiIiNSTApSIiIhIPSlAiYiIiNSTApSIiIhIPSlAiYiIiNSTApSIiIhIPSlAiYiIiNSTApSIiIhIPSlAiYiIiNSTApSIiIhIPSlAiYiIiNSTApSIiIhIPf1/fbmGTPeeXpUAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 6\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VJANVIER L.RAPHAEL\n",
+      "PRINS BERNHARD\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JULIEN COLEOU\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUERIDEN\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MANUREVA\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MADELEINE\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANDRE LEDUC\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FISHER BANK\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PAX DEI II\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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MTGTgwIHF/uwFF1zAjBkziIuLo0ePHoB/z0aLFi1Ys2YN//d//0dMTOH/6cm+0/MLL7xAtWrViI2NpUWLFvke+iqJDz74gDvuuIOhQ4fSvXt3ateuzaFDh1i6dCmrV69m+PDhefaeff7554waNYqrrrqKPXv28NBDD9G4cWNuueUWAKpWrcqMGTNISkri8OHDXHnlldSrV49ffvmFLVu28MsvvzB79mzA/zc755xzOPfcc7n55ptp3rw5R44cYdeuXbzxxhvBm3LeeeedzJs3jwEDBvDoo49Sv359lixZEizSQq1Hjx7ceOON3HDDDXz++ef07NmTKlWqcODAAT766CPOPPNMbr75Zlq3bk3Lli158MEHMcZQq1Yt3njjjeD5XScqaDutVq1aqeZavXp1evbsyZNPPkmdOnVo3rw569evZ+7cuQXecLGov6FEqciegy0SOQVdBdauXbt8+2/cuNF069bNxMfHm7p165pRo0aZL7/80gBm/vz5wX75XQZvjP9qlt69e5vq1asbl8tlEhMTzZVXXpnrMmlj/Ffk9O/f3yQkJBiXy2Vatmxp7rrrrlx9xo0bZxo1amRsNluuq4K8Xq+ZMmWKOf30043D4TB16tQx1113ndmzZ0+xv2e2devWGcA88cQThfb7s//85z8GMH369Mm1fPTo0QYw06dPz/MZ/nQVmDHGPP3006ZFixbGbrfnWscFzT0pKSnPpd1/tmfPHjN+/HjTo0cP06BBAxMTE2OqVatmunbtambMmGE8Hk+wb/YVRGvWrDHDhg0zNWrUMHFxcebiiy82O3fuzDP2+vXrzYABA0ytWrWMw+EwjRs3NgMGDDCvv/56rn67d+82I0aMMI0bNzYOh8PUrVvXdO/ePc8VSdu2bTN9+vQxsbGxplatWmbkyJHBdVvcq8A+++yzfN8fMGBAvutq3rx5pmvXrqZKlSomLi7OtGzZ0gwfPtx8/vnneeZVrVo1U7NmTXPVVVeZn376Kd+/YUHbaWJiohkwYECe/IC59dZb86wvwDz55JPBZXv37jWDBg0yNWvWNNWqVTP9+vUz33zzjUlMTDRJSUl51kNx/4YSXSxjjCn7skuk8rrrrrtYvHhxrhvDVUT33HMPs2fPZs+ePaXe81IRLViwgBtuuIHPPvss3xOJpfzT31AKo0NgIiFy6NAhNm3axPLly+nWrVukp3PSPv74Y7777jtmzZrFTTfdFJXFj4hUfiqARELk7bff5rbbbuPss8/mmWeeifR0Tlq3bt2Ij4/nkksu4dFHH430dEREwkKHwERERCTq6DJ4ERERiToqgERERCTqqAASERGRqKOToPPh8/nYv38/1apVK/BxASIiIlK+GGM4cuQIjRo1Cj5nsSAqgPKxf/9+mjZtGulpiIiIyEnYs2dPkQ+WVgGUj+xbte/Zs4fq1atHeDYiIiJSHGlpaTRt2rRYj1xRAZSP7MNe1atXVwEkIiJSwRTn9BWdBC0iIiJRRwWQiIiIRB0VQCIiIhJ1dA5QKXi9XrKysiI9DSkHHA4Hdrs90tMQEZFiUgF0EowxHDx4kD/++CPSU5FypEaNGjRo0ED3jhIRqQBUAJ2E7OKnXr16xMfH6wcvyhljOH78OIcOHQKgYcOGEZ6RiIgURQVQCXm93mDxU7t27UhPR8qJuLg4AA4dOkS9evV0OExEpJzTSdAllH3OT3x8fIRnIuVN9jah88JERMo/FUAnSYe95M+0TYiIVBwqgERERCTqqACScuGHH37AsiySk5MjPRUREYkCKoCiyKFDh7jpppto1qwZLpeLBg0a0LdvXzZt2hTpqZVLv//+O8OGDSMhIYGEhASGDRumWx+IiFQSKoCiyKBBg9iyZQsLFy7ku+++Y9WqVZx33nkcPnw40lMrlr1792KMKbN81157LcnJyaxevZrVq1eTnJzMsGHDyiy/iEilZA5Bxvng/Sii01ABFCX++OMPPvroI6ZMmULv3r1JTEykS5cujBs3jgEDBgT7WZbF7Nmz6d+/P3FxcbRo0YLXX38911j79u1j8ODB1KxZk9q1a3PppZfyww8/5Oozf/582rRpQ2xsLK1bt2bWrFm53v/000/p2LEjsbGxdO7cmc2bNxf5HSZMmMApp5zCpEmTSElJOfmVUQzbt29n9erVvPjii3Tr1o1u3boxZ84c3nzzTXbs2BHW3CIilZr7PvB9Apl9wbMoYtNQARQlqlatStWqVVm5ciWZmZmF9p0wYUJwb9F1113HkCFD2L59OwDHjx+nd+/eVK1alQ0bNvDRRx9RtWpV+vXrh9vtBmDOnDk89NBD/OMf/2D79u089thjTJgwgYULFwJw7NgxLrnkElq1asUXX3zB5MmTuffee4v8DtOnT2fChAmsX7+e0047jZ49ezJ37lyOHDlS6Hcu6NW/f/8Cc23atImEhAS6du0aXHb22WeTkJDAxo0bi5yriIjkw/MWeP8dCGqBvW/EpqIbIYZKdzf8XHaHZ4LqW7DRWWS3mJgYFixYwOjRo3nuuefo1KkTvXr14pprruGss87K1feqq65i1KhRADzyyCOsXbuWGTNmMGvWLF555RVsNhsvvvhi8LLv+fPnU6NGDdatW8dFF13EI488wrRp07jiiisAaNGiBdu2beP5558nKSmJJUuW4PV6mTdvHvHx8bRr1469e/dy8803F/odqlWrxogRIxgxYgQ//vgjixcvZurUqYwdO5bLL7+cpKQkLrzwwuC8ijqhOvvmhfk5ePAg9erVy7O8Xr16HDx4sNBxRUQkHyYVsu7IiZ1TwKofsemoAAqVnw3si0Ti4hddgwYNYsCAAXz44Yds2rSJ1atXM3XqVF588UWuv/76YL9u3brl+ly3bt2CxcQXX3zBrl27qFatWq4+GRkZfP/99/zyyy/s2bOHkSNHMnr06OD7Ho+HhIQEwH94qX379rluJvnnnEVJTExk/PjxjB8/noULF3LbbbexZMkSfv/9d2rUqAHAqaeeWqIx/yy/+/oYY3S/HxGRk+F+CMwBf9vWB+xDIjodFUChUt+iJMVIaPMWX2xsLH369KFPnz5MnDiRUaNGMWnSpFwFUH6yf/R9Ph9/+ctfWLJkSZ4+devWJSMjA/AfBjvx8BEQfDxEKE5k/vXXX3nllVdYtGgRycnJ9O/fn6SkpGCRBf5DYIU599xzeeedd/J9r0GDBvz88895lv/yyy/Urx+5/2MREamQvOvAOz8QVAXnDIjw/0yqAAqVYhyGKo/atm3LypUrcy37+OOPGT58eK64Y8eOAHTq1IlXX32VevXqUb169TzjJSQk0LhxY1JSUhg6dGiBORcvXkx6enrwMNTHH39c5FwzMzN54403WLRoEatXr6Zdu3YkJSXx1ltvUbdu3Tz9S3MIrFu3bqSmpvLpp5/SpUsXAD755BNSU1Pp3r17kXMVEZEAcxzct+XEjkfA1jRy88lmJI/U1FQDmNTU1Dzvpaenm23btpn09PQIzOzk/frrr6Z3795m8eLFZsuWLSYlJcW89tprpn79+mbEiBHBfoCpU6eOmTt3rtmxY4eZOHGisdlsZuvWrcYYY44dO2ZOO+00c95555kNGzaYlJQUs27dOjN27FizZ88eY4wxc+bMMXFxcebpp582O3bsMF999ZWZN2+emTZtmjHGmCNHjpg6deqYIUOGmK1bt5q33nrLnHrqqQYwmzdvLvA7jBgxwtSvX9/cddddZsuWLeFbWQH9+vUzZ511ltm0aZPZtGmTOfPMM80ll1xSYP+Kum2IiIRV5oPGHIv3v9IvNMbnDVuqwn6//0wFUD4qYwGUkZFhHnzwQdOpUyeTkJBg4uPjTatWrcz48ePN8ePHg/0AM3PmTNOnTx/jcrlMYmKiWbp0aa6xDhw4YIYPH27q1KljXC6XOeWUU8zo0aNzra8lS5aYDh06GKfTaWrWrGl69uxpli9fHnx/06ZNpn379sbpdJoOHTqYZcuWFVkA7dy502RlZYVupRTht99+M0OHDjXVqlUz1apVM0OHDjW///57gf0r6rYhIhI2ns+MOVY1UADVNMa7I6zpSlIAWcaU4Z3lKoi0tDQSEhJITU3Nc5gnIyOD3bt306JFC2JjYyM0w/CxLIsVK1Zw2WWXRXoqFU5l3zZERErEuCGjOxj/bVRw/B0c94Q1ZWG/33+m+wCJiIhI6Hn+mVP8WB0g5o5Cu5c1FUAiIiISWr6tkDU1ENjBNQus8nXdVfmajUScjoiKiEipGC+4bwGy/HHM3WBrH9Ep5Ud7gERERCR0PDPB97m/bbUCx4ORnU8BVACJiIhIaPhSIOvvgcAC50ywyudFISqAREREpPSMAfetQLo/jhkD9pI95qgsqQASERGR0vMuBN8Gf9tqCo7JEZ1OUVQAiYiISOn49oN7XE7sfBaswp/HGGkqgEREROTkGQNZdwBp/th+HdgvjOiUikMFkJQLP/zwA5ZlFfkAUxERKWe8y8D7diCoB87HIzqd4lIBFEUOHTrETTfdRLNmzXC5XDRo0IC+ffuyadOmSE+t3Hrrrbfo2rUrcXFx1KlThyuuuCLSUxIRKT/Mr+A+4fEWzn+BVSty8ykB3QgxigwaNIisrCwWLlzIKaecws8//8z777/P4cOHIz21Ytm7dy+NGzfGsqwyybds2TJGjx7NY489xvnnn48xhq+//rpMcouIVAju+4Ff/W37pRBzWSRnUyLaAxQl/vjjDz766COmTJlC7969SUxMpEuXLowbN44BAwYE+1mWxezZs+nfvz9xcXG0aNGC119/PddY+/btY/DgwdSsWZPatWtz6aWX8sMPP+TqM3/+fNq0aUNsbCytW7dm1qxZud7/9NNP6dixI7GxsXTu3JnNmzcX+R0mTJjAKaecwqRJk0hJSTn5lVEMHo+HO+64gyeffJIxY8Zw+umn06pVK6688sqw5hURqTC8q8H7aiCoAc6nIjmbElMBFCWqVq1K1apVWblyJZmZmYX2nTBhAoMGDWLLli1cd911DBkyhO3b/Q+0O378OL1796Zq1aps2LCBjz76iKpVq9KvXz/cbjcAc+bM4aGHHuIf//gH27dv57HHHmPChAksXLgQgGPHjnHJJZfQqlUrvvjiCyZPnsy9995b5HeYPn06EyZMYP369Zx22mn07NmTuXPncuTIkUK/c0Gv/v37F5jryy+/ZN++fdhsNjp27EjDhg3p378/W7duLXKeIiKVnkkD99ic2PkEWA0iN5+TYBk9/CmPtLQ0EhISSE1NpXr16rney8jIYPfu3bRo0YLY2BPubnm0F5hDZTxTwKoHVdcXq2v2IZ309HQ6depEr169uOaaazjrrLNyhrMsxowZw+zZs4PLzj77bDp16sSsWbOYN28eU6dOZfv27cFDUW63mxo1arBy5UouuugimjVrxpQpUxgyZEhwjEcffZS3336bjRs38sILLzBu3Dj27NlDfHw8AM899xw333wzmzdvpkOHDkV+lx9//JHFixezePFi9u7dy+WXX05SUhIXXnhhcF67du0qdIy4uDgaN26c73uvvPIKQ4YMoVmzZjz11FM0b96cadOmsWbNGr777jtq1cp7jLvAbUNEpLJx3wmeOf627XxwrYIyOj2hMIX9fv+ZzgEKFXMIzP5Iz6JQgwYNYsCAAXz44Yds2rSJ1atXM3XqVF588UWuv/76YL9u3XLfubNbt27Bq7O++OILdu3aRbVq1XL1ycjI4Pvvv+eXX35hz549jBw5ktGjRwff93g8JCQkALB9+3bat28fLH7yy1mUxMRExo8fz/jx41m4cCG33XYbS5Ys4ffff6dGjRoAnHrqqSUa80Q+nw+Ahx56iEGDBgH+w3pNmjTh9ddf56abbjrpsUVEKjTvRznFD1UC9/yJfPFTUiqAQsWqVyHyxsbG0qdPH/r06cPEiRMZNWoUkyZNylUA5ZsmsHH7fD7+8pe/sGTJkjx96tatS0ZGBuA/DNa1a9dc79vtdiA0T5z/9ddfeeWVV1i0aBHJycn079+fpKSkYJEF/kNghTn33HN555138n2vYcOGALRt2za4zOVyccopp/DTTz+Vev4iIhWSSQ887iLAMRlsiRGbTmmoAAqVYh6GKm/atm3LypUrcy37+OOPGT58eK64Y8eOAHTq1IlXX32VevXq5bt7MSEhgcaNG5OSksLQoUMLzLl48WLS09OJi4sL5ihKZmYmb7zxBosWLWL16tW0a9eOpKQk3nrrLerWrZunf1H3FMrOnZ+//OUvuFwuduzYwTnnnANAVlYWP/zwA4mJFfMfu4hIqWX9A0zg9ALb2RBTgfeGG8kjNTXVACY1NTXPe+np6Wbbtm0mPT09AjM7eb/++qvp3bu3Wbx4sdmyZYtJSUkxr732mqlfv74ZMWJEsB9g6tSpY+bOnWt27NhhJk6caGw2m9m6dasxxphjx46Z0047zZx33nlmw4YNJiUlxaxbt86MHTvW7NmzxxhjzJw5c0xcXJx5+umnzY4dO8xXX31l5s2bZ6ZNm2aMMebIkSOmTp06ZsiQIWbr1q3mrbfeMqeeeqoBzObNmwv8DiNGjDD169c3d911l9myZUv4VlbAHXfcYRo3bmzeffdd8+2335qRI0eaevXqmcOHD+fbv6JuGyIixeL5wphjVY05Fm/MsRrGeLdHekZ5FPb7/WcqgPJRGQugjIwM8+CDD5pOnTqZhIQEEx8fb1q1amXGjx9vjh8/HuwHmJkzZ5o+ffoYl8tlEhMTzdKlS3ONdeDAATN8+HBTp04d43K5zCmnnGJGjx6da30tWbLEdOjQwTidTlOzZk3Ts2dPs3z58uD7mzZtMu3btzdOp9N06NDBLFu2rMgCaOfOnSYrKyt0K6UIbrfb3HPPPaZevXqmWrVq5sILLzTffPNNgf0r6rYhIlIkn9uY410CxU+8Me4pkZ5RvkpSAOkqsHyc1FVglYRlWaxYsYLLLrss0lOpcCr7tiEiUSxrCmT93d+2zoTYD8FyRHZO+SjJVWC6D5CIiIgUzLcdsp4IBHZwzS6XxU9JqQASERGR/Blv4Kov/41uibkDbB0jOqVQ0VVgkouOiIqISJDnefB94m9bp4Ljb5GdTwhpD5CIiIjk5fsRsiblxM6ZYBV8+5CKJqIF0IYNGxg4cCCNGjXCsqw896PJz5IlS4J3EW7YsCE33HADv/32W64+y5Yto23btrhcLtq2bcuKFSvC9A1EREQqIWMCh76O++OY0WA/J6JTCrWIFkDHjh2jffv2PPvss8Xq/9FHHzF8+HBGjhzJ1q1bef311/nss88YNWpUsM+mTZsYPHgww4YNY8uWLQwbNoyrr76aTz75JFxfQ0REpHLxLgbfB/621QQcf4/sfMIgoucA9e/fv9Ancv/Zxx9/TPPmzRk71v8E2hYtWnDTTTcxderUYJ+nn36aPn36MG7cOADGjRvH+vXrefrpp1m6dGlov4CIiEhlYw6Ae1xO7HwGrMIvKa+IKtQ5QN27d2fv3r28/fbbGGP4+eef+fe//82AAQOCfTZt2sRFF12U63N9+/Zl48aNBY6bmZlJWlparpeIiEhUct8D/OFv268Be79IziZsKlwBtGTJEgYPHozT6aRBgwbUqFGDGTNmBPscPHiQ+vXr5/pc/fr1OXjwYIHjPv744yQkJARfTZs2Ddt3EBERKbc8K8D7n0BQB5xTIjqdcKpQBdC2bdsYO3YsEydO5IsvvmD16tXs3r2bMWPG5OqX/eTybMaYPMtONG7cOFJTU4OvPXv2hGX+UrAffvgBy7KKfICpiIiEiTkM7rtyYudTYNWJ3HzCrEIVQI8//jg9evTgvvvu46yzzqJv377MmjWLefPmceDAAQAaNGiQZ2/PoUOH8uwVOpHL5aJ69eq5XpXRoUOHuOmmm2jWrBkul4sGDRrQt29fNm3aFOmplTvr1q3Dsqx8X5999lmkpyciEnruB4Ff/G37JWC/IqLTCbcKVQAdP34cmy33lO12O5BzA79u3bqxdu3aXH3WrFlD9+7dy2aS5digQYPYsmULCxcu5LvvvmPVqlWcd955HD58ONJTK5a9e/eW2Y0au3fvzoEDB3K9Ro0aRfPmzencuXOZzEFEpMx414J3SSBIAMfTUMiRk8ogogXQ0aNHSU5ODh722L17N8nJyfz000+A/9DU8OHDg/0HDhzI8uXLmT17NikpKfzvf/9j7NixdOnShUaNGgFwxx13sGbNGqZMmcK3337LlClTeO+997jzzjvL+uuVK3/88QcfffQRU6ZMoXfv3iQmJtKlSxfGjRuX6yRyy7KYPXs2/fv3Jy4ujhYtWvD666/nGmvfvn0MHjyYmjVrUrt2bS699FJ++OGHXH3mz59PmzZtiI2NpXXr1syaNSvX+59++ikdO3YkNjaWzp07s3nz5iK/w4QJEzjllFOYNGkSKSkpJ78yiiH7HLPsV+3atVm1ahUjRowo9HCqiEiFY46A+/ac2PkY2BpGbj5lJZyPpS/KBx98YIA8r6SkJGOMMUlJSaZXr165PjN9+nTTtm1bExcXZxo2bGiGDh1q9u7dm6vP66+/blq1amUcDodp3bq1WbZsWYnmlZqaagCTmpqa57309HSzbds2k56eXqIxIy0rK8tUrVrV3HnnnSYjI6PAfoCpXbu2mTNnjtmxY4cZP368sdvtZtu2bcYYY44dO2ZOO+00M2LECPPVV1+Zbdu2mWuvvda0atXKZGZmGmOMeeGFF0zDhg3NsmXLTEpKilm2bJmpVauWWbBggTHGmKNHj5q6deuawYMHm2+++ca88cYb5pRTTjGA2bx5c4FzS0tLM3PnzjW9evUyNpvNnHvuuebFF180aWlp+favUqVKoa9+/foVe/39+9//Njabzfz0008F9qmo24aIRLnMu405Fu9/pfc3xueL9IxOWmG/339mGaOHP/1ZWloaCQkJpKam5jkfKCMjg927d9OiRQtiY2NPeOMcMD+X8UwBqz7EflSsrsuWLWP06NGkp6fTqVMnevXqxTXXXMNZZ52VM5xlMWbMGGbPnh1cdvbZZ9OpU6fg+VZTp05l+/btwT0hbrebGjVqsHLlSi666CKaNWvGlClTGDJkSHCMRx99lLfffpuNGzfywgsvMG7cOPbs2UN8fDwAzz33HDfffDObN2+mQ4cORX6XH3/8kcWLF7N48WL27t3L5ZdfTlJSEhdeeGFwXrt27Sp0jLi4OBo3blysdXfxxRcD8PbbbxfYp8BtQ0SkvPJuhMyL8O9/iIPYz8DWItKzOmmF/X7/mR6GGirmZzD7Iz2LQg0aNIgBAwbw4YcfsmnTJlavXs3UqVN58cUXuf7664P9unXrlutz3bp1Cx6m/OKLL9i1axfVqlXL1ScjI4Pvv/+eX375hT179jBy5EhGjx4dfN/j8ZCQkADA9u3bg48zKShnURITExk/fjzjx49n4cKF3HbbbSxZsoTff/+dGjVqAHDqqaeWaMyC7N27l3fffZfXXnstJOOJiJQLJiPwuIvAfhDHpApd/JSUCqBQsQq+yqw85Y2NjaVPnz706dOHiRMnMmrUKCZNmpSrAMo3TWCvis/n4y9/+QtLlizJ06du3bpkZGQAMGfOHLp27Zrr/T+fsF4av/76K6+88gqLFi0iOTmZ/v37k5SUFCyyAKpWrVroGOeeey7vvPNOkbnmz59P7dq1+b//+79Sz1tEpNzIegLMd/62rTPE3BLZ+ZQxFUChUszDUOVN27Zt8zyE9uOPP8518vnHH39Mx44dAejUqROvvvoq9erVy3f3YkJCAo0bNyYlJYWhQ4cWmHPx4sWkp6cTFxcXzFGUzMxM3njjDRYtWsTq1atp164dSUlJvPXWW9StWzdP/6LuKZSduzDGGObPn8/w4cNxOBxF9hcRqRB8yeB5KhA4wDkbLHskZ1T2wnw+UoVUGU+C/vXXX03v3r3N4sWLzZYtW0xKSop57bXXTP369c2IESOC/QBTp04dM3fuXLNjxw4zceJEY7PZzNatW40xOSdBn3feeWbDhg0mJSXFrFu3zowdO9bs2bPHGGPMnDlzTFxcnHn66afNjh07zFdffWXmzZtnpk2bZowx5siRI6ZOnTpmyJAhZuvWreatt94yp556apEnQY8YMcLUr1/f3HXXXWbLli3hW1kneO+99wwQPAm8MBV12xCRKONzG3P87JwTn92PRXpGIVOSk6BVAOWjMhZAGRkZ5sEHHzSdOnUyCQkJJj4+3rRq1cqMHz/eHD9+PNgPMDNnzjR9+vQxLpfLJCYmmqVLl+Ya68CBA2b48OGmTp06xuVymVNOOcWMHj061/pasmSJ6dChg3E6naZmzZqmZ8+eZvny5cH3N23aZNq3b2+cTqfp0KGDWbZsWZEF0M6dO01WVlboVkoxDBkyxHTv3r1YfSvqtiEiUcb9ZE7xc7yzMb7Mkx8r8yVjvL+Ebm6lpKvASumkrgKrJCzLYsWKFVx22WWRnkqFU9m3DRGpBHzfQcbZQCZgA9cHYD/Jm7t6k+FYLyAeXA+A686QTfNkleQqsAp1J2gRERE5ScYXuOor0x/H3HbyxQ9A5pOBxnGwqpR2dmVOBZCIiEg08MwB30Z/2zoFHBNOfizv1+B5MzBWQ3AMK/38ypiuApNcdERURKQS8v0EWRNzYuezYMUX3L8omVNy2q67wKp4h/21B0hERKQyMwbcY4Gj/jhmBNh7nfx43m/A84a/bTUAR1KppxgJKoBOkvaUyJ9pmxCRcsn7MvjW+ttWQ3A8WrrxMqfmtJ13Vsi9P6ACqMSyb4Z3/PjxCM9EypvsbUI3TBSRcsP8DO4HcmLHdLASCu5fFO828PzH37bqgfP6Uk0vknQOUAnZ7XZq1KjBoUOHAIiPjw8+JkKikzGG48ePc+jQIWrUqBF85IeISMS57wV+97ftV0HMxaUbL3jlF+C8A6yi76hfXqkAOgkNGjQACBZBIgA1atQIbhsiIhHnWQXe5YGgNjifLLR7kbzfgmeFv23VBeeI0o0XYSqAToJlWTRs2JB69eqRlZUV6elIOeBwOLTnR0TKD/M7uO/MiZ1P+ouW0sh8kuCT451jS3cVWTmgAqgU7Ha7fvRERKT8cf8N+NnftvUD+9WlG8/7HXiW+dtWbXCOLN145YBOghYREalMvP8F76JAUA2c06G056q6/0nO3p/bK+Sdn/9MBZCIiEhlYY6B+7ac2PEPsDUu3ZjeXZD1ur9t1QLn6NKNV06oABIREakssh4G86O/bTsXYm4o/ZjufwI+f9t5G1hVSz9mOaACSEREpDLwfgKeWYEgNvC4i1L+zPu+h6zX/G2rJjhvLN145YgKIBERkYrOZIL7FoLn6TgmgO3U0o+bOQ3w+tvOW8GqVvoxywkVQCIiIhVd1lQw3/rbtk4Qc1vh/YvDtxuyXgkECZVq7w+oABIREanYfF+D55+BIAacs8AKwV1uTtz747q1dI/QKIdUAImIiFRUxhM49OXxxzH3gu3M0o/r+xGylgaCBHDeVPoxyxkVQCIiIhWVZwb4vvS3rTbguD8042ZOI1hUOceAVSM045YjKoBEREQqIt8uyHo0EFiBQ1+uEIz7E2S9HAiqg+vm0o9ZDqkAEhERqWiML3DDwwx/HHML2LuEZuzMfwGB51w6b/Jf/l4JqQASERGpaDzzwfehv20lgmNSaMb17YWsxYGgKrhuCc245ZAKIBERkYrEtxeyHsqJnc+G7tlcufb+3Oh/9EUlpQJIRESkojAG3HcAR/yxPQns54dmbN8+yMp+iGoV/2MvKjEVQCIiIhWF9zXwrfa3rQbgfCx0Y7ufAdz+tnM02GqHbuxySAWQiIhIRWB+Afd9ObHj6dBdnu47AO4FgSAenLeHZtxyTAWQiIhIReC+F/jN37ZfATEDQzj2M0Cmv+0cCbY6oRu7nFIBJCIiUt553gLvvwNBLXD+s9DuJeI7CO75gSAOnGNDN3Y5pgJIRESkPDOpkHVHTuycAlb90I3vnk7wfkLOkWCrF7qxyzEVQCIiIuVZ1ngwB/xtWx+wDwnd2L5D4J4XCGKjZu8PqAASEREpv7zrwZNdoFQF53SwrNCN754OpPvbzhFgC+GepXJOBZCIiEh5ZI4HHncR4Pg72JqFbnzfL+CeGwhcUbX3B1QAiYiIlE9Zj4BJ8bdt3SFmdGjHd08HjvvbzuvB1jC045dzKoBERETKG+/n4Hk2ELjAOROsEP5k+34G95xA4ATnnaEbu4JQASQiIlKeGDe4bwZ8/tjxN7CdHtoc7mnknPszEmyNQjt+BaACSEREpDzx/BPMNn/bag8xdxTev6R8e0647088OO8O7fgVhAogERGR8sK3FbKmBgI7uGaB5Qhtjsyp5Dzz66aoue/Pn6kAEhERKQ+MF9y3AFn+OOZusHUIbQ7f95C1JBBUB1d0Xfl1IhVAIiIi5YFnFvg+97et08HxYOhzZE4BvP626zawaoU+RwWhAkhERCTSfCmQ9XAgsMA5C6zY0Obwboes1wIpaoHz5tCOX8GoABIREYkkY8B9K8GrsmJuAnu30OfJfAww/rbzTrCqhz5HBaICSEREJJK8C8G3wd+2moLj4cL7n1SOZPCsCuSoD84Q31SxAlIBJCIiEim+/eAelxM7Z4BVNfR5Mv+R03bdC1Z86HNUMBEtgDZs2MDAgQNp1KgRlmWxcuXKQvtff/31WJaV59WuXbtgnwULFuTbJyMjI8zfRkREpASMgaw7gTR/bB8K9j6hz+P5BDxr/G2rKTiSQp+jAopoAXTs2DHat2/Ps88+W3Rn4JlnnuHAgQPB1549e6hVqxZXXXVVrn7Vq1fP1e/AgQPExob4ZDIREZHS8C4D71uBoB44nwhPnsxHctqu+8FyhSdPBRMTyeT9+/enf//+xe6fkJBAQkJCMF65ciW///47N9xwQ65+lmXRoEGDkM1TREQkpMyv4L4nJ3b+KzyXpHvWg/dDf9t2CjiGhD5HBVWhzwGaO3cuF154IYmJibmWHz16lMTERJo0acIll1zC5s2bCx0nMzOTtLS0XC8REZGwcT8A/Opv2y+FmMtCn8OYP+39+Vvo7ypdgVXYAujAgQO88847jBo1Ktfy1q1bs2DBAlatWsXSpUuJjY2lR48e7Ny5s8CxHn/88eDepYSEBJo2bRru6YuISLTyrgbvK4GgBjinhSePZw14P/O3bW0g5orw5KmgLGOMifQkwH/YasWKFVx22WXF6v/4448zbdo09u/fj9PpLLCfz+ejU6dO9OzZk+nTp+fbJzMzk8zMzGCclpZG06ZNSU1NpXr16L5PgoiIhJBJg4zOYPb5Y+dsiBkehjw+ONYTfF/747iXwDEw9HnKmbS0NBISEor1+x3Rc4BOljGGefPmMWzYsEKLHwCbzcZf//rXQvcAuVwuXC6dFCYiImGWNTGn+LGdD/Zh4cnjWZVT/Ng6QMwl4clTgVXIQ2Dr169n165djBw5ssi+xhiSk5Np2LBhGcxMRESkAN6PwDMnEFQB57NgWaHPY7yBuz4HxE4IT54KLqJ7gI4ePcquXbuC8e7du0lOTqZWrVo0a9aMcePGsW/fPhYtWpTrc3PnzqVr166cccYZecZ8+OGHOfvssznttNNIS0tj+vTpJCcnM3PmzLB/HxERkXyZ9MDjLgIck8GWWGD3Usl6HXw7/G372WC/IDx5KriIFkCff/45vXv3DsZ33303AElJSSxYsIADBw7w008/5fpMamoqy5Yt45lnnsl3zD/++IMbb7yRgwcPkpCQQMeOHdmwYQNdunQJ3xcREREpTNZjYAL/w2/r6n/eVziYLMh8PCd2jdfenwKUm5Ogy5OSnEQlIiJSKN9myOgFeAEnxG4CW+vw5HLPh4w7/W37eVDlP+HJU06V5Pe7Qp4DJCIiUiGYLMgcg7/4ARzjwlf8mAzIfDIndk0IT55KQgWQiIhIuHj+BeYbf9s6A2LuCl8u9/ycK8xi+kNM5/DlqgRUAImIiISD71vIyj4fxwau58J3J2ZzDNwn3FDR9bfw5KlEVACJiIiEmvGC+xbA7Y9j7gBbx/Dlcz8P5pdArsvBflb4clUSKoBERERCzfM8+D7xt61TwfFQ+HKZVMjMvjLapr0/xaQCSEREJJR8P0LWpJzYOROsuPDly5wF/OFvO64B++nhy1WJqAASEREJFWPAfRtw3B/HjAb7OeHL5zsM7uwb/caA6/7w5apkVACJiIiEincx+P7rb1uNwfH38OZzPw0c8bcdw8DWIrz5KhEVQCIiIqFgDoB7XE7snA5WGG+m6zsI7hcCgQtc94UvVyWkAkhERCQU3PcQPBfHfg3Y+4U531NAur/tHAm2xuHNV8moABIRESktz0rwZj92og44p4Q3n2+P/8aHAMSD8+7w5quEVACJiIiUhjkM7hPu8OycBlad8ObMnErwHkPOMWCrG958lZAKIBERkdJwPwgc8rftA8A+KLz5fN9D1pJAkACuseHNV0mpABIRETlZ3rXgPaEYcTwDlhXenJlPEHy4qus2sGqGN18lpQJIRETkZJgj4L49J3Y+BraG4c3p3Q5Zr/vbVi1w3hzefJWYCiAREZGTkfUwmD3+tq0n2JPCnzPzH4Dxt513gVUt/DkrKRVAIiIiJeXdBJ7nAkFc4HEXYT705d0Mnjf8basBOEeFN18lpwJIRESkJExG4EnvgT0xjolgOyX8eTP/kdN23QtWfPhzVmIqgEREREoi6wkw3/nbts4Qc2v4c3o+Bs9af9tqCo7h4c9ZyakAEhERKS7fFvA8FQgc4JwFlj28OY2BzEdzYtcDYLnCmzMKqAASEREpDuOBzJsJXoLuuB9s7cKfN+s18H7ob9tagmNI+HNGARVAIiIixeF5GswWf9tqCzH3hj+nbx9knPCQU9fDYMWEP28UUAEkIiJSFN93kPVYILCBczZYzvDmNAbSbwVS/bHjanAMDG/OKKICSEREpDDGB+5bgUx/HHMb2DuHP2/Wi+D9wN+2GkHs1PDnjCIqgERERArjeRF8G/1tqwU4JoQ/p/d7yDghT9yzeuRFiKkAEhERKYjvJ8g6oRBxzgz//XeMFzLGAOn+2DESYi4Ib84opAJIREQkP8aAeyxw1B/bbwB7r/DndT8D3k/9basFxD4S/pxRSAWQiIhIfrxLwZd988GG4PxH4f1DkvNryDzhZOu458GqEv68UUgFkIiIyJ+Zn8H9QE7smA5WQphzZkL6GCDLHzvHQkzX8OaMYiqARERE/sx9L3DY37ZfCTEXhz9n5uPg+8bftrUD19/CnzOKqQASERE5kWcVeJcHgtrg/GcZ5PzEf+4PAI7AoS897iKcVACJiIhkM7+D+86c2PkkWHXDnPNY4Kovnz92jQP7meHNKSqAREREgtwPAT/727Z+YL86/DkzJoIvxd+2/xWcd4Q/p6gAEhERAfx3XfYuDATVwPkMWFZ4c3re99/xGYB4iH1ez/oqIyqAREREzDFw35YTOx4FW5Mw5/wd0k/IGft3sLcMb04JUgEkIiKS9TCYH/xt2zkQMyL8OTMeALPf37af57/js5QZFUAiIhLdvJ+CZ1YgiA087iLMP49Z/4GsVwNBAsSVQU7JRWtbRESil8kE9y2A8ceO8WA7Nbw5fYcg486cOHZq+A+3SR4qgEREJHplTQWz3d+2dYSY28ObzxjIGAsmcJPFmIHgGBzenJIvFUAiIhKdfF+DJ/smhzHgnBX+K7CyloDnHX/bqguxT4f/SjPJlwogERGJPsYTOPTl8ccx94LtrPDm9P0EGQ/mxLHPgK1OeHNKgVQAiYhI9PE8C74v/W2rNTjuD28+44P0W4Aj/tgxFBwDwptTCqUCSEREootvF2Q9EgiswKGvMD93y/08eD8MpGwKsY+HN58USQWQiIhED+ML3PAwwx/H3Az2ruHN6f0OMifnxHEzwUoIb04pkgogERGJHp754MveE5MIjsnhzWc8kH4TwYLLOQZieoU3pxSLCiAREYkOvn2Q9VBO7HwWrCrhzel+KudcI9up4JoU3nxSbCqARESk8jMG3GMJnoRsHw7288Ob07sZMqcEAjvEvQBWfHhzSrGpABIRkcrP+xr4VgeC+uB8LLz5TAakjyF4mb3zbrD/Jbw5pURUAImISOVmfgH3fTmx82mwaoY3Z+Yj4PvW37adBa4wX2YvJRbRAmjDhg0MHDiQRo0aYVkWK1euLLT/9ddfj2VZeV7t2rXL1W/ZsmW0bdsWl8tF27ZtWbFiRRi/hYiIlGvu+4Df/G37FRDzf+HN5/kfuGcGAifEPQ+WM7w5pcQiWgAdO3aM9u3b8+yzzxar/zPPPMOBAweCrz179lCrVi2uuuqqYJ9NmzYxePBghg0bxpYtWxg2bBhXX301n3zySbi+hoiIlFeet8H7eiCoCc5/Ftq91MwRSL+Z4MNVXePB3ja8OeWkWMYYE+lJAFiWxYoVK7jsssuK/ZmVK1dyxRVXsHv3bhITEwEYPHgwaWlpvPPOO8F+/fr1o2bNmixdurRY46alpZGQkEBqairVq1cv0fcQEZFywqRCRmcw+/2x8wWIGRrenOljIWuhv23vBvFvgWUPb04JKsnvd4U+B2ju3LlceOGFweIH/HuALrroolz9+vbty8aNGwscJzMzk7S0tFwvERGp4LLG5xQ/tj5gvzbM+dbkFD9UgbjZKn7KsQpbAB04cIB33nmHUaNG5Vp+8OBB6tevn2tZ/fr1OXjwYIFjPf744yQkJARfTZs2DcucRUSkjHjXg2deIKgKzunhfeq67zBk3JYTx/4DbC3Cl09KrcIWQAsWLKBGjRr5HjKz/rSRG2PyLDvRuHHjSE1NDb727NkT6umKiEhZMccDj7sIcPwdbM3CmzPjHjA/+9sxfcBxfXjzSanFRHoCJ8MYw7x58xg2bBhOZ+4z6xs0aJBnb8+hQ4fy7BU6kcvlwuUK84PwRESkbGQ9CibF37Z1g5jRYc73b/AsDwQ1IHZGePc2SUhUyD1A69evZ9euXYwcOTLPe926dWPt2rW5lq1Zs4bu3buX1fRERCRSvF+AZ0YgcAWe9B7GnzrfAUi/JyeOmwa2huHLJyET0T1AR48eZdeuXcF49+7dJCcnU6tWLZo1a8a4cePYt28fixYtyvW5uXPn0rVrV84444w8Y95xxx307NmTKVOmcOmll/Kf//yH9957j48++ijs30dERCLIuME9BvD5Y8c4sJ0exnwGMm4H/vDHMZeD48rw5ZOQiugeoM8//5yOHTvSsWNHAO6++246duzIxIkTAf+Jzj/99FOuz6SmprJs2bJ89/4AdO/enVdeeYX58+dz1llnsWDBAl599VW6du0a3i8jIiKR5ZkGZpu/bbWHmDvDmy9rAXgCRxys+hD7VHjzSUgV+z5Ae/fupUmTJuGeT7mg+wCJiFQwvm2Q0R3IAuwQuwFsHcKYbzcc7QEc88dxr4PjokI/IuEXlvsAnXHGGSxevLjUkxMREQkp4wX3LfiLHyDmrvAWP8YbuNtzoPhxJKn4qYCKXQA99thj3HrrrQwaNIjffvstnHMSEREpPs8s8H3mb1un+8/9CSf3TPBuCuRL9N/zRyqcYhdAt9xyC1u2bOH333+nXbt2rFq1KpzzEhERKZpvN2Q9HAiswFVfseHL593mf9J7dr642WBVC18+CZsSXQXWokUL/vvf//Lss88yaNAg2rRpQ0xM7iG+/PLLkE5QREQkX8aA+1Yg3R/H3OR//lbY8rkh/SbA7Y+dt0JMj/Dlk7Aq8WXwP/74I8uWLaNWrVpceumleQogERGRMuFdCL71/rbVFByTw5sv80nwfeVv21qDa0J480lYlah6mTNnDvfccw8XXngh33zzDXXr1g3XvERERArm2w/uE871cc4I76Eo7xfgnhYIYiDuufAeapOwK3YB1K9fPz799FOeffZZhg8fHs45iYiIFMwYyLoTSPPH9qFg7xPGfOmBQ19ef+y6H+wdw5dPykSxCyCv18tXX30VNfcCEhGRcsq7HLxvBYK64HwivPkyHwbfTn/b1hGcd4c3n5SJYhdAf36+loiISJkzv4H7hALE+S+waoUvX9a74J4dCGIh7nmwHOHLJ2WmQj4MVUREopT7fuBXf9v+f2C/LHy5fCmQfsKT5F2Twd4qfPmkTKkAEhGRisG7GryvBIIa4HwKLCs8ucxxOD4MSPXHMQPBOSY8uSQiVACJiEj5Z9LAfUdO7HwcrIZhymUg407wfeOPbadB3KzwFVsSESqARESk/MuaBGavv23rDfZhYcw1B7JeDQRVIO4lsPRg7MpGBZCIiJRv3o/A80IgiAfns+HbG+P5GDJOuL9Q3Eywtw5PLokoFUAiIlJ+mfTA4y4CHJPB1jw8uXw/Q3oS4PHHztvBcXl4cknEqQASEZHyK+sxMLv8bVtXiAnTicgmC9KvB3PQH9vP9V/1JZWWCiARESmffJvB80wgcIJzJlj28OTKnAjejf621Qji5oOlZ11WZiqARESk/DFZkHkzwcdPOB4EW5vw5Mr6N7hnBQIHxC0Cm551WdmpABIRkfLH8y8wX/vb1hkQc1d48ni3QfrtOXHsExDz1/DkknJFBZCIiJQvvm8h6/FAYAPnbLCcoc9jUiH9OuC4P3ZcC46Roc8j5ZIKIBERKT+MF9y3AG5/HHMH2DuFIY8P0m8G3/f+2HYWxIbxztJS7qgAEhGR8sPzAvg+8betluB4KDx53E+BJ/uJ8jUgfjFYceHJJeWSCiARESkffD/67/iczTkzPEWJ533IfDQQWBA/N3z3FpJySwWQiIhEnjHgvg045o9jRvnvxRNqvh8hfSRg/LHrbxBzYejzSLmnAkhERCLP+xL4/utvW43B8Ujoc5gM/xPeze/+OKYfOO8NfR6pEFQAiYhIZJmD4H4wJ3ZOD/3DR42BjHvAt8UfWy0g7nmw9DMYrfSXFxGRyHLfDfzhb9sHg71f6HNkLYCslwJBHMS/BFaN0OeRCkMFkIiIRI5nJXj/EwjqgHNq6HN4v4CM+3PiuOlgPyP0eaRCUQEkIiKRYQ6D+4Q7PDv/CVad0Obw/QrHhxO8r5DzJnBcHdocUiGpABIRkchwjwMO+dv2AWC/MrTjGw+k3wBmbyDH2eB6tPDPSNRQASQiImXP+57/yi8AqoPj6dDfhTnzEfBu8Let+hC3MDyP1JAKSQWQiIiULXMU3Cc8gNT5GNgahTZH1ipwPx0IYiBuAdgahDaHVGgqgEREpGxlTQbzk79t6wn260M7vvc7/3O+srkehZjuoc0hFZ4KIBERKTveTeB5LhDEBR53EcJDX+ZI4AnvR/1xzJXgHBO68aXSUAEkIiJlw2SA+1aCj6FwTATbKSEc30D6reDb4Y9tbf2XvOsJ75IPFUAiIlI2sp4Ak12cdIaYW0M7vnsGeLLvKVQd4l4Cq0poc0iloQJIRETCz7cFPE8FAgc4Z4FlD934ng2QecKT5OOeB3vL0I0vlY4KIBERCS/jgcybAa8/dtwPtnahG9+3z3+/H3z+2HkvOC4O3fhSKakAEhGR8PI8Ayb7IaRtISaET2A3mZA+HMyv/th+Abj+FrrxpdJSASQiIuHj+w6y/hEIbOCcHdqbEWaMA+/n/rbVDOJeDO2hNam0VACJiEh4GF/gqq9MfxxzK9g7h25898uQNTcQuCB+MdhqhW58qdRUAImISHh4XgTfRn/bauG/7D1UvMmQccKDVGOfAnuH0I0vlZ4KIBERCT3fHsiakBM7Z4IVH6KxD8HxoUCGP3bcAM7rQjO2RA0VQCIiElrGgHsswbsx228Ae68QjZ3pv9Nz8Anvf4XYKaEZW6KKCiAREQkt71LwrfG3rYbgfDQ04xoDGXeD95PA2I0CNzt0hWZ8iSoqgEREJHTMz+B+ICd2PANWjdCM7X4esl4KBLEQv0RPeJeTpgJIRERCx30fcNjftl8JMQNCM67nA8g84f4+cTPB3ik0Y0tUUgEkIiKh4XkDvMsCQW1wPhmacX3fw/HrCd5J2nkXOK4MzdgStVQAiYhI6Zk/IOvOnNg5Fax6IRg3DY4PAf7wxzH9wDWhsE+IFEtEC6ANGzYwcOBAGjVqhGVZrFy5ssjPZGZm8tBDD5GYmIjL5aJly5bMmzcv+P6CBQuwLCvPKyMjI4zfREQkyrn/Buagv23rC/bBpR/TeCF9FPiynyDfCuLm6E7PEhIxkUx+7Ngx2rdvzw033MCgQYOK9Zmrr76an3/+mblz53Lqqady6NAhPB5Prj7Vq1dnx44duZbFxsaGbN4iInIC7wfgXRgIqoFzOlhW6cfNfAQ87waCGhC/FKzqpR9XhAgXQP3796d///7F7r969WrWr19PSkoKtWr5b3fevHnzPP0sy6JBA10ZICISduYYuG/LiR2Pgq1J6cfN+je4/xUI7BC/EGwtSz+uSECFOgdo1apVdO7cmalTp9K4cWNOP/107r33XtLT03P1O3r0KImJiTRp0oRLLrmEzZs3FzpuZmYmaWlpuV4iIlIMWX8H84O/bTsHYkaUfkzvl5B+a07segxiziv9uCIniOgeoJJKSUnho48+IjY2lhUrVvDrr79yyy23cPjw4eB5QK1bt2bBggWceeaZpKWl8cwzz9CjRw+2bNnCaaedlu+4jz/+OA8//HBZfhURkYrP+yl4ZgaCWHA+C1Yp/7/ad/BPj7kYBs6bSjemSD4sY4yJ9CTAf9hqxYoVXHbZZQX2ueiii/jwww85ePAgCQkJACxfvpwrr7ySY8eOERcXl+czPp+PTp060bNnT6ZPn57vuJmZmWRmZgbjtLQ0mjZtSmpqKtWr63iziEgeJhMyeoDZ7o8dj4Dj7lKOmQHHB4D3c39sPxviV+lOz1JsaWlpJCQkFOv3u0LtAWrYsCGNGzcOFj8Abdq0wRjD3r17893DY7PZ+Otf/8rOnTsLHNflcuFy6R+YiEixZT2ZU/zYOkLM2NKNZ4z/6e7ZxY/VBOIWq/iRsKlQ5wD16NGD/fv3c/To0eCy7777DpvNRpMm+Z90Z4whOTmZhg0bltU0RUQqN9/X4Mm+yWEMOGeBVcr/n3bPhKyXA0EcxL8MthDcR0ikABEtgI4ePUpycjLJyckA7N69m+TkZH766ScAxo0bx/Dhw4P9r732WmrXrs0NN9zAtm3b2LBhA/fddx8jRowIHv56+OGHeffdd0lJSSE5OZmRI0eSnJzMmDFjyvz7iYhUOsYD7luAwO1HYu4B21mlG9PzHmSecHPDuFlgb1+6MUWKENFDYJ9//jm9e/cOxnff7T9+nJSUxIIFCzhw4ECwGAKoWrUqa9eu5fbbb6dz587Url2bq6++mkcfzXnS8B9//MGNN94YPE+oY8eObNiwgS5dupTdFxMRqaw8z4LvS3/bag2OBwrvXxTvLjg+AvD5Y+d94LiidGOKFEO5OQm6PCnJSVQiIlHD9z1kdMF/hZYFrvfB3vXkxzN/wLELwRc4RzNmAMS9VPorySRqleT3W1uZiIgUzfjAfSvBy9Njbi5l8eOF4yNzih9bW4h7XsWPlBltaSIiUjTPfPB96G9bieCYVLrxMieB973AeLUCj7moVroxRUpABZCIiBTOtw+yHsqJnTPAqnry47lfAfeMQBADcYvA1rw0MxQpMRVAIiJSMGPAPRY44o/tw8B+wcmP5/kcMk64Z1DsExBzbqmmKHIyVACJiEjBvK+Db3UgqA/Ox09+LN9+SB8KBO6877gBHKNKO0ORk6ICSERE8md+Afd9ObHzabBqnuRY6f5nfJmD/tjeA2KngmWVepoiJ0MFkIiI5M99H/Crv22/HGL+7+TGMcZ/2Ct4/6Bm/vN+LGdIpilyMlQAiYhIXp63/Ye/AKgJzn+e/Fju6ZD1WiCo4r/iy1antDMUKRUVQCIikptJhaw7cmLnFLAanNxYWWv8l7xni3sO7GeUbn4iIaACSEREcsuaAGa/v227EOzXntw43h2QPhIIPHDANQ4cJ3kYTSTEVACJiEgO7wbwzA0EVQL3/DmJE5XN75B+DZDmj2P+D5z3h2qWIqWmAkhERPzM8cDjLgIcfwdbs5MYxwPHbwBfij+2nek/9KXHXEg5oq1RRET8sh4Fk120dIOYG09unMyJ4P3A37bqQPzLYFUJzRxFQkQFkIiIgPcL8GQ/nsIFzlknt8fG/RK4ZwaCGIhbfHJ7kUTCTAWQiEi0M25w3wz4/LFjHNhOL/k4nk8g466cOPafENM9JFMUCTUVQCIi0c4zDcxWf9s6C2LuLPkYvr2Qfh3g9seO0eC8IVQzFAk5FUAiItHMtw2ypgQCO7hmg+Uo2RjmKBwfAuZQYJhzIbYUzwwTKQMqgEREopXxgvsWIMsfx9wFtg4lHyN9FPi+8sdWYuAxFyUsokTKmAogEZFo5ZkNvs/8bes0/7k/JZX5EHjeCQQJEP8a2GqFbIoi4aICSEQkGvl2Q9bDObFzFlixJRvD/QK4ZweCGIhfCPbWIZuiSDipABIRiTbGBG54eNwfx9wE9hJerZX1LmQ8kBPH/gtieodsiiLhpgJIRCTaeBeBb72/bTUFx8OF98/z+a8g/QaCl8077wbn8JBOUSTcVACJiEQT3wFwn3Cuj3M6WNVK8Pl9cPxq4Jg/jrkMXBNCOUORMqECSEQkWhgDWXcCqf7Yfi3YLyrB54/A8cFgDgQ+/1c940sqLG21IiLRwrscvG8GgrrgfKL4nzUeSB8Bvq/9sZUIcUvBigv5NEXKggogEZFoYH4D9905sfMpsGoX//MZ48CzJhAkQPzrYKsb0imKlCUVQCIi0cD9APCrv23/P7BfXvzPZj4HWS8EghiIXwz2VqGeoUiZUgEkIlLZed8F79JAkBDY+2MV77NZb0Pmgzlx7DMQ0yvkUxQpayqAREQqM5MG7rE5sfNxsBoW77PezZA+EjCBz94LzutCPkWRSFABJCJSmWVNArPX37b1Bnsx79fj2wvHryHnZomDwPVQWKYoEgkqgEREKivv/8CTfe5OPDifLd6hr+Dl7gf9sb0rxM3S5e5SqWhrFhGpjEx64EnvAY7JYGtejM95/Hd59n3jj63mEPdyyZ8TJlLOqQASEamMsh4Ds8vftnWBmDFFf8YYyLgfPGsDC2pA/L/BVidcsxSJGBVAIiKVjW8zeJ4JBM7Ak97tRX/OPQuy5gYCB8S/BPbTwjVLkYhSASQiUpmYLMi8GfD6Y8cDYGtT9Oey3oTME05yjp0BMeeGZYoi5YEKIBGRysTzNJjsx1WcATF3F9odAO+XkD6KnMvdHwDnkHDNUKRcUAEkIlJZ+L71n/sDgA2cs8FyFvGZPYHL3dP9ccxV4BpX6EdEKgMVQCIilYHxBq76cvvjmLFg71TEZ9Lg+NVgfvbH9m4QV8xL5UUqOBVAIiKVgecF8H3ib1stwVHETQtNFhxPAt82f2w7BeKW6HJ3iRoqgEREKjrfj/47PmdzzgQrvuD+xkDGfeD9rz+2akLcv8FWgqfDi1RwKoBERCoyY8B9O3DMH8eMAnsRV2+5Z0DW/EDg8O/5sbcM5yxFyh0VQCIiFZn3JfC9729bjcHxSOH9s1ZB5sScOHYmxPQI3/xEyikVQCIiFZU5CO4Hc2LndLCqF9zf+wWk30jwcnfXOHAODusURcorFUAiIhWV+x7gD3/bfjXY+xXc1/ej/wGn2Ze7Owb77/cjEqVUAImIVESeleBdGQjqgPPJgvuaPwKXu//ij+09/Hd61uXuEsVUAImIVDTmMLjvyomd/wSrgAeWBi93/9Yf21pC3EtgucI/T5FyTAWQiEhF4x4HHPK37ReD/cr8+xkDGXeDd50/tmpB/Otgq1UWsxQp11QAiYhUJN73/Fd+AVAdHM8UfCjL/QxkLQoEToh72b8HSERUAImIVBjmaOCePwHOx8DWKP++WSsh84SbI8bNhphuYZ2eSEUS0QJow4YNDBw4kEaNGmFZFitXrizyM5mZmTz00EMkJibicrlo2bIl8+bNy9Vn2bJltG3bFpfLRdu2bVmxYkWYvoGISBnKmgzmJ3/b1hPs1+ffz/MZpN+UE7seAkcBh8lEolREC6Bjx47Rvn17nn322WJ/5uqrr+b9999n7ty57Nixg6VLl9K6devg+5s2bWLw4MEMGzaMLVu2MGzYMK6++mo++eSTcHwFEZGy4d0EnucCQRw4C3hoqTGQOQHI8MeOIeC8r6xmKVJhWMYYE+lJAFiWxYoVK7jssssK7LN69WquueYaUlJSqFUr/5P4Bg8eTFpaGu+8805wWb9+/ahZsyZLly4t1lzS0tJISEggNTWV6tULuamYiEhZMBmQ0R3MDn/seAwcdxTc33cY0ocCdohfDpazTKYpEmkl+f2uUOcArVq1is6dOzN16lQaN27M6aefzr333kt6enqwz6ZNm7joootyfa5v375s3LixrKcrIhIaWVNyih9bZ4i5rfD+tloQvxLiX1LxI1KAmEhPoCRSUlL46KOPiI2NZcWKFfz666/ccsstHD58OHge0MGDB6lfv36uz9WvX5+DBw8WOG5mZiaZmZnBOC0tLTxfQESkpHxbwPNUIHCAcxZY9qI/Z7kA3etHpCAVag+Qz+fDsiyWLFlCly5duPjii3nqqadYsGBBrr1A1p+Oixtj8iw70eOPP05CQkLw1bRp07B9BxGRYjMeyLwF8PjjmPvA1i6iUxKpLCpUAdSwYUMaN25MQkJCcFmbNm0wxrB3714AGjRokGdvz6FDh/LsFTrRuHHjSE1NDb727NkTni8gIlISnmfAJPvbVhtw3BvR6YhUJhWqAOrRowf79+/n6NGjwWXfffcdNpuNJk2aANCtWzfWrl2b63Nr1qyhe/fuBY7rcrmoXr16rpeISET5dkLWPwKBDZyz9fgKkRCKaAF09OhRkpOTSU5OBmD37t0kJyfz00/++1yMGzeO4cOHB/tfe+211K5dmxtuuIFt27axYcMG7rvvPkaMGEFcXBwAd9xxB2vWrGHKlCl8++23TJkyhffee48777yzrL+eiMjJMT5w3woEzk2MuRXsf43olEQqm4gWQJ9//jkdO3akY8eOANx999107NiRiRMnAnDgwIFgMQRQtWpV1q5dyx9//EHnzp0ZOnQoAwcOZPr06cE+3bt355VXXmH+/PmcddZZLFiwgFdffZWuXbuW7ZcTETlZnhfB9z9/22oBjgmRnY9IJVRu7gNUnug+QCISMb49kNEZCBzqd70F9vMiOSORCqPS3gdIRKRSMwbcYwkWP/brVfyIhIkKIBGR8sL7CvjW+NtWQ3D+o/D+InLSVACJiJQH5hC478+JHc+AVSNi0xGp7FQARUqqgbuy4HEP+HQalkjUc98LHPa37VdCzICITkeksqtQj8KoVF7xwWyfvx0L3KU/hUjU8rwB3mWBoBY4n4zodESigfYARconvpz259oDJBK1zB+QdWdO7JwKVr1IzUYkaqgAioQsE3y0DwDD9WcQiVruh8AEHt9j6wv2ayI7H5EooeMuZe0dL1zuyb2sesEPahWRSsz7AXgXBIKq4JwOhTy4WURCRwVQWVrjy138WMDtduiq/+CJRB1zDNy35cSOR8HWJHLzEYkyKoDK0re+3PFHDviLDn+JRKWsv4P5wd+2nQMxIyM6HZFoowKoLN1oBzfwhYG/2eFMFT8iUcn7KXhmBoJYcD4Llv57IFKWVACVpVgL7tUqF4lqJhPctwCBqz8dD4HttIhOSSQa6X85RETKUtaTYLb721YHiBkb0emIRCsVQCIiZcX3NXiyb3IYA67ZYGmvsEgkqAASESkLxhM49BW4EjTmbrCdFdEpiUQzFUAiImXBMxN8X/rbVitwPBjZ+YhEORVAIiLh5vvef9k7ABY4Z4HliuiURKKdCiARkXAyPnDfCmT445gxYD87olMSERVAIiLh5V0Avg/9bSsRHJMjORsRCVABJCISLr59/oedZnPOAKtq5OYjIkEqgEREwsEYcN8BpPlj+zCwXxDRKYlIDhVAIiLh4H0dfO8EgvrgfDyi0xGR3FQAiYiEmvddcJ9wh2fnv8CqGbn5iEgeKoBEREIpazZkXgkc8cf2KyDm0ohOSUTy0j3YRURCwXgg637wPJ+zzH4pOJ+L3JxEpEAqgERESsukQuYw8L2fsyzmXnBMAks72kXKIxVAIiKl4dsNmVflPOEdBzifhZjrIjotESmcCiARkZPl3QiZQ4BfAwtqgWsp2M+J5KxEpBi0b1ZE5GR4XobMAQSLH+t0iF2n4kekglABJCJSEsYH7ofBPRpw+5fZzoPY/4KtZSRnJiIloENgIiLFZY6D+ybwLs9ZFjMSHNPAckRuXiJSYiqARESKwxyAzMHg+yKwwALHExBzK1hWRKcmIiWnAkhEpCi+rwJXeu0NLKgKrgVg7x/JWYlIKagAEhEpjOdtcF8PHPPHVhNw/RtsZ0ZyViJSSjoJWkQkP8ZA1nRwX02w+LF1htj1Kn5EKgHtARIR+TOTBVl3g2dezjL7lf7HWlhxkZuXiISMCiARkROZ3yFzKPjW5yyLGQeOv+mxFiKViAogEZFsvu8hcxCYnYEFTnDOhphrIjotEQk9FUAiIgDeDyHzWuBwYEEdcL0K9rMjOSsRCRPtzxUR8SyCzIEEix+rjf9kZxU/IpWWCiARiV7GB+4J4L4ZyPIvs/WB2PfB1jySMxORMNMhMBGJTuYYuEeBd1XOspgx4JgClv7TKFLZ6V+5iEQf3/7AnZ2TAwts4HgSHGMiOSsRKUMqgEQkuvg2B4qfA4EF1cG1EOwXRXRaIlK2VACJSPTwvAHuEcBxf2wlBh5r0Tai0xKRsqeToEWk8jMGsqaBewjB4sd2NsSuU/EjEqW0B0hEKjfjBvdY8C7OWWYfDM5ZYMVGbl4iElEqgESk8jK/+W9u6PsoZ5ljIsTcD5YVuXmJSMSpABKRysn3XeCxFimBBbHgfAFiBkV0WiJSPqgAEpHKx/sBZF4H/BFYUA9cr4O9cwQnJSLlSURPgt6wYQMDBw6kUaNGWJbFypUrC+2/bt06LMvK8/r222+DfRYsWJBvn4yMjDB/GxEpFzzzIfMygsWPdQbEblDxIyK5RHQP0LFjx2jfvj033HADgwYVf7f0jh07qF69ejCuW7durverV6/Ojh07ci2LjdXJjiKVnvsf4HksJ7b1B9d8sKpFbk4iUi5FtADq378//fv3L/Hn6tWrR40aNQp837IsGjRoUIqZiUiFZO8BnhjAAzG3geMxsOyRnpWIlEMV8j5AHTt2pGHDhlxwwQV88MEHed4/evQoiYmJNGnShEsuuYTNmzcXOl5mZiZpaWm5XiJSAdnPA+d0cEwH5xQVPyJSoApVADVs2JAXXniBZcuWsXz5clq1asUFF1zAhg0bgn1at27NggULWLVqFUuXLiU2NpYePXqwc+fOAsd9/PHHSUhICL6aNm1aFl9HRMIhJgkcIyM9CxEp5yxjjIn0JMB/2GrFihVcdtllJfrcwIEDsSyLVatW5fu+z+ejU6dO9OzZk+nTp+fbJzMzk8zMzGCclpZG06ZNSU1NzXWukYiIiJRfaWlpJCQkFOv3u0LtAcrP2WefXejeHZvNxl//+tdC+7hcLqpXr57rJSIiIpVXhS+ANm/eTMOGDQt83xhDcnJyoX1EREQkukT0KrCjR4+ya9euYLx7926Sk5OpVasWzZo1Y9y4cezbt49FixYB8PTTT9O8eXPatWuH2+3mpZdeYtmyZSxbtiw4xsMPP8zZZ5/NaaedRlpaGtOnTyc5OZmZM2eW+fcTERGR8imiBdDnn39O7969g/Hdd98NQFJSEgsWLODAgQP89NNPwffdbjf33nsv+/btIy4ujnbt2vHWW29x8cUXB/v88ccf3HjjjRw8eJCEhAQ6duzIhg0b6NKlS9l9MRERESnXys1J0OVJSU6iEhERkfIhqk6CFhERESkpFUAiIiISdVQAiYiISNRRASQiIiJRRwWQiIiIRB0VQCIiIhJ1VACJiIhI1InojRDLq+xbI6WlpUV4JiIiIlJc2b/bxbnFoQqgfBw5cgSApk2bRngmIiIiUlJHjhwhISGh0D66E3Q+fD4f+/fvp1q1aliWFenphFxaWhpNmzZlz549UX+na60LP62HHFoXfloPObQu/CrCejDGcOTIERo1aoTNVvhZPtoDlA+bzUaTJk0iPY2wq169erndiMua1oWf1kMOrQs/rYccWhd+5X09FLXnJ5tOghYREZGoowJIREREoo4KoCjkcrmYNGkSLpcr0lOJOK0LP62HHFoXfloPObQu/CrbetBJ0CIiIhJ1tAdIREREoo4KIBEREYk6KoBEREQk6qgAEhERkaijAqgCmTx5MpZl5Xo1aNAg+L4xhsmTJ9OoUSPi4uI477zz2Lp1a6FjnnfeeXnGtCyLAQMGFDtvJIRjXQA8/fTTtGrViri4OJo2bcpdd91FRkZGrj6zZs2iRYsWxMbG8pe//IUPP/ww5N+vuCK1HqJlm8jKyuLvf/87LVu2JDY2lvbt27N69eo8/Sr7NlGc9VARt4nly5fTt29f6tSpg2VZJCcnF2vcZcuW0bZtW1wuF23btmXFihV5+pSnbQIity7K43YRZKTCmDRpkmnXrp05cOBA8HXo0KHg+0888YSpVq2aWbZsmfn666/N4MGDTcOGDU1aWlqBY/7222+5xvvmm2+M3W438+fPL3beSAjHunjppZeMy+UyS5YsMbt37zbvvvuuadiwobnzzjuDfV555RXjcDjMnDlzzLZt28wdd9xhqlSpYn788cewft+CRGo9RMs2cf/995tGjRqZt956y3z//fdm1qxZJjY21nz55ZfBPtGwTRRnPVTEbWLRokXm4YcfNnPmzDGA2bx5c5Fjbty40djtdvPYY4+Z7du3m8cee8zExMSYjz/+ONinvG0TxkRuXZTH7SKbCqAKZNKkSaZ9+/b5vufz+UyDBg3ME088EVyWkZFhEhISzHPPPVfsHP/6179MtWrVzNGjR4uVN1LCsS5uvfVWc/755+dadvfdd5tzzjknGHfp0sWMGTMmV5/WrVubBx988CS+RelFaj1EyzbRsGFD8+yzz+Zadumll5qhQ4cG42jYJoqzHiraNnGi3bt3F/tH/+qrrzb9+vXLtaxv377mmmuuCcblbZswJnLrojxuF9l0CKyC2blzJ40aNaJFixZcc801pKSkALB7924OHjzIRRddFOzrcrno1asXGzduLPb4c+fO5ZprrqFKlSrFyhtJoV4X55xzDl988QWffvopACkpKbz99tvBw4Fut5svvvgi17gAF110UYnWcaiV9XooKm8khXpdZGZmEhsbm2tZXFwcH330ERA920RR66GovJEU6jlt2rQpz9+7b9++wfVXXrcJKPt1Ea68oaICqALp2rUrixYt4t1332XOnDkcPHiQ7t2789tvv3Hw4EEA6tevn+sz9evXD75XlE8//ZRvvvmGUaNGFTtvpIRjXVxzzTU88sgjnHPOOTgcDlq2bEnv3r158MEHAfj111/xer2lWsehFon1UFTeSAnHuujbty9PPfUUO3fuxOfzsXbtWv7zn/9w4MABIHq2iaLWQ1F5IyUcczp48GCh6688bhMQmXURrrwhE+ldUHLyjh49aurXr2+mTZtm/ve//xnA7N+/P1efUaNGmb59+xZrvBtvvNGcccYZJcpbXoRiXXzwwQemfv36Zs6cOearr74yy5cvN02bNjV///vfjTHG7Nu3zwBm48aNuT736KOPmlatWoX+S52EslgPReUtL0KxLg4dOmQuvfRSY7PZjN1uN6effrq55ZZbTFxcnDEmeraJotZDUXnLi4LmVJLDPg6Hw7z88su5lmWfN2dMxdgmjCmbdVGSvJGgPUAVWJUqVTjzzDPZuXNn8Kz6P/8fxqFDh/JU6Pk5fvw4r7zySp69P0XlLS9CsS4mTJjAsGHDGDVqFGeeeSaXX345jz32GI8//jg+n486depgt9tPeh2XhbJYD0XlLS9CsS7q1q3LypUrOXbsGD/++CPffvstVatWpUWLFgBRs00UtR6KyltehGJODRo0KHT9VYRtAspmXYQrb6ioAKrAMjMz2b59Ow0bNqRFixY0aNCAtWvXBt93u92sX7+e7t27FznWa6+9RmZmJtddd12J8pYXoVgXx48fx2bL/U/Cbrdj/BcL4HQ6+ctf/pJrXIC1a9cWax2XhbJYD0XlLS9C+e8jNjaWxo0b4/F4WLZsGZdeeilA1GwT2QpaD0XlLS9CMadu3brl+XuvWbMmuP4qwjYBZbMuwpU3ZCK7A0pK4p577jHr1q0zKSkp5uOPPzaXXHKJqVatmvnhhx+MMf7LWxMSEszy5cvN119/bYYMGZLn8tZhw4bleyXCOeecYwYPHnxSeSMhHOti0qRJplq1ambp0qUmJSXFrFmzxrRs2dJcffXVwT7Zl7fOnTvXbNu2zdx5552mSpUqEVsXkVoP0bJNfPzxx2bZsmXm+++/Nxs2bDDnn3++adGihfn999+DfaJhmyjOeqiI28Rvv/1mNm/ebN566y0DmFdeecVs3rzZHDhwIDjGn9fF//73P2O3280TTzxhtm/fbp544okCL4MvL9uEMZFbF+Vxu8imAqgCyb5fh8PhMI0aNTJXXHGF2bp1a/B9n89nJk2aZBo0aGBcLpfp2bOn+frrr3ON0atXL5OUlJRr2Y4dOwxg1qxZc1J5IyEc6yIrK8tMnjzZtGzZ0sTGxpqmTZuaW265Jdd/5I0xZubMmSYxMdE4nU7TqVMns379+nB+1UJFaj1Eyzaxbt0606ZNG+NyuUzt2rXNsGHDzL59+/LkruzbRHHWQ0XcJubPn2+APK9JkyYF++T338zXX3/dtGrVyjgcDtO6dWuzbNmyPLnL0zZhTOTWRXncLrJZxhSwT1tERESkktI5QCIiIhJ1VACJiIhI1FEBJCIiIlFHBZCIiIhEHRVAIiIiEnVUAImIiEjUUQEkIiIiUUcFkIiIiEQdFUAiUul5vV66d+/OoEGDci1PTU2ladOmjB8/PkIzE5FI0Z2gRSQq7Ny5kw4dOvDCCy8wdOhQAIYPH86WLVv47LPPcDqdEZ6hiJQlFUAiEjWmT5/O5MmT+eabb/jss8+46qqr+PTTT+nQoUOkpyYiZUwFkIhEDWMM559/Pna7na+//prbb79dh79EopQKIBGJKt9++y1t2rThzDPP5MsvvyQmJibSUxKRCNBJ0CISVebNm0d8fDy7d+9m7969kZ6OiESI9gCJSNTYtGkTPXv25J133mHq1Kl4vV7ee+89LMuK9NREpIxpD5CIRIX09HSSkpK46aabuPDCC3nxxRf57LPPeP755yM9NRGJABVAIhIVHnzwQXw+H1OmTAGgWbNmTJs2jfvuu48ffvghspMTkTKnQ2AiUumtX7+eCy64gHXr1nHOOefkeq9v3754PB4dChOJMiqAREREJOroEJiIiIhEHRVAIiIiEnVUAImIiEjUUQEkIiIiUUcFkIiIiEQdFUAiIiISdVQAiYiISNRRASQiIiJRRwWQiIiIRB0VQCIiIhJ1VACJiIhI1FEBJCIiIlHn/wHBUkdqRFit3wAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 7\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index 112 is out of bounds for axis 0 with size 112",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[31], line 7\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcm\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ScalarMappable\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m200\u001b[39m):\n\u001b[0;32m----> 7\u001b[0m     df_ \u001b[38;5;241m=\u001b[39m df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvessel_name\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m) \u001b[38;5;241m&\u001b[39m (df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m7.5\u001b[39m)]\n\u001b[1;32m      8\u001b[0m     \u001b[38;5;28mprint\u001b[39m(df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39munique()[j])\n\u001b[1;32m      9\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_[df_[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m20\u001b[39m :\n",
+      "\u001b[0;31mIndexError\u001b[0m: index 112 is out of bounds for axis 0 with size 112"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import Normalize\n",
+    "from matplotlib.cm import ScalarMappable\n",
+    "\n",
+    "for j in range(200):\n",
+    "    df_ = df[(df['vessel_name'] == df['vessel_name'].unique()[j]) & (df['position_speed'] < 7.5)]\n",
+    "    print(df[(df['position_speed'] >=0)]['vessel_name'].unique()[j])\n",
+    "    if len(df_[df_['position_speed'] >= 0]) > 20 :\n",
+    "        x = df_['position_latitude']\n",
+    "        y = df_['position_longitude'] \n",
+    "        speed = df_['position_speed']\n",
+    "        num_points = len(df_)\n",
+    "\n",
+    "        # Define speed thresholds for heatmap\n",
+    "        speed_thresholds = [0,1,2,3,4,5,6,7]  # Example thresholds\n",
+    "\n",
+    "        # Calculate speed segments\n",
+    "        speed_segments = np.digitize(speed, speed_thresholds)\n",
+    "\n",
+    "        # Create colormap for heatmap\n",
+    "        cmap = plt.get_cmap('spring') #hot\n",
+    "\n",
+    "        # Plot trajectory as lineplot with segments colored by speed\n",
+    "        for i in range(1, len(speed_thresholds) + 1):\n",
+    "            mask = speed_segments == i\n",
+    "            if np.any(mask):\n",
+    "                segment_x = x[mask]\n",
+    "                segment_y = y[mask]\n",
+    "                segment_speed = speed[mask]\n",
+    "                segment_color = cmap(Normalize(vmin=min(speed), vmax=max(speed))(segment_speed))\n",
+    "                plt.plot(segment_x, segment_y, color=segment_color[0], linewidth=2, label=f'Speed >= {speed_thresholds[i-1]}')\n",
+    "\n",
+    "        # Add colorbar\n",
+    "        sm = ScalarMappable(cmap=cmap, norm=Normalize(vmin=min(speed), vmax=max(speed)))\n",
+    "        sm.set_array(speed)\n",
+    "        #plt.colorbar(sm, label='Speed')\n",
+    "\n",
+    "        # Add labels and legend\n",
+    "        plt.xlabel('X')\n",
+    "        plt.ylabel('Y')\n",
+    "        plt.title('Trajectory with Speed Heatmap')\n",
+    "        plt.legend()\n",
+    "\n",
+    "        # Show plot\n",
+    "        plt.show();\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "6c12d636",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD-JEAN 3\n",
+      "2267     42.51664\n",
+      "16267    42.51664\n",
+      "18619    42.51664\n",
+      "12123    42.51664\n",
+      "7531     42.51664\n",
+      "           ...   \n",
+      "11451    42.51664\n",
+      "21195    42.51664\n",
+      "6411     42.51664\n",
+      "17051    42.51664\n",
+      "1371     42.51664\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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lSho4cKBmzZqlkJAQ9erVq9DLdurUSTNmzFC5cuXUrl07SZePbISGhmrDhg3685//rLJlr/1PT+6Tnj/44ANVrFhRvr6+Cg0NzffU14346quv9Nxzz2nAgAFq27atqlatqtOnT2vZsmWKi4vTwIED8xw9S0xM1JNPPqmHH35YycnJGjNmjO644w49/fTTkqQKFSpoxowZio6O1i+//KKHHnpI/v7+OnPmjPbt26czZ85o1qxZki7vs3vuuUf33nuvhg8frlq1aikjI0P/+te/9Omnn7oeyvn8889r/vz56tGjh958800FBARoyZIlrpB2u7Vr105Dhw7VE088ocTERLVv317ly5dXSkqKtm3bpiZNmmj48OFq2LCh6tSpo1dffVXGGFWpUkWffvqp6/quKxX0Oa1YseIt1epwONS+fXu9++67qlatmmrVqqUtW7boww8/LPCBi9fbh7Aoz16DDXhOQXeBNW7cON/+27dvNxEREcbPz89Ur17dPPnkk2bPnj1GklmwYIGrX363wRtz+W6WDh06GIfDYex2uwkJCTEPPfSQ223Sxly+I6d79+7G6XQau91u6tSpY1544QW3PqNGjTI1a9Y0Xl5ebncFZWdnm8mTJ5v69esbb29vU61aNfPYY4+Z5OTkQo8z1+bNm40kM2nSpGv2u9rq1auNJBMZGenWPmTIECPJTJ8+Pc8yuuouMGOMmTp1qgkNDTVlypRxe48Lqj06OjrPrd1XS05ONmPHjjXt2rUzgYGBpmzZsqZixYqmdevWZsaMGebSpUuuvrl3EG3YsMFERUWZSpUqmXLlypkHHnjAHD58OM+6t2zZYnr06GGqVKlivL29zR133GF69OhhPv74Y7d+P/zwgxk0aJC54447jLe3t6levbpp27ZtnjuSDh48aCIjI42vr6+pUqWKGTx4sOu9LexdYAkJCfnO79GjR77v1fz5803r1q1N+fLlTbly5UydOnXMwIEDTWJiYp66KlasaCpXrmwefvhhc+zYsXz3YUGf05CQENOjR48825dkRowYkef9kmTeffddV9vx48dNnz59TOXKlU3FihVNt27dzDfffGNCQkJMdHR0nvehsPsQ1mIzxpjij13AH9cLL7ygxYsXuz0YrjR66aWXNGvWLCUnJ9/ykZfSKCYmRk888YQSEhLyvZAYJR/7ENfCKTDgNjl9+rTi4+O1cuVKRUREeLqcm7Zjxw59//33ev/99/XUU09ZMvwA+OMjAAG3ybp16zRy5Ei1adNG06ZN83Q5Ny0iIkJ+fn7q2bOn3nzzTU+XAwBFglNgAADAcrgNHgAAWA4BCAAAWA4BCAAAWA4XQecjJydHJ0+eVMWKFQv8uQAAAFCyGGOUkZGhmjVrun5nsSAEoHycPHlSwcHBni4DAADchOTk5Ov+sDQBKB+5j2pPTk6Ww+HwcDUAAKAw0tPTFRwcXKifXCEA5SP3tJfD4SAAAQBQyhTm8hUuggYAAJZDAAIAAJZDAAIAAJbDNUAAgBIvOztbFy9e9HQZKAF8fHyue4t7YRCAAAAlljFGqampOnv2rKdLQQnh5eWl0NBQ+fj43NJ6CEAAgBIrN/z4+/vLz8+Ph9NaXO6DilNSUnTnnXfe0ueBAAQAKJGys7Nd4adq1aqeLgclRPXq1XXy5EldunRJ3t7eN70eLoIGAJRIudf8+Pn5ebgSlCS5p76ys7NvaT0EIABAicZpL1zpdn0eCEAAAMByCEAAAFjE0aNHZbPZlJSU5OlSPI4ABADAbXT69Gk99dRTuvPOO2W32xUYGKiuXbsqPj7e06WVSL/++quioqLkdDrldDoVFRVVLI894C4wAABuoz59+ujixYtauHChateurVOnTumLL77QL7/84unSCuX48eO64447iu3aq/79++v48eOKi4uTJA0dOlRRUVH69NNPi3S7HAECAOA2OXv2rLZt26bJkyerQ4cOCgkJUatWrTRq1Cj16NHD1c9ms2nWrFnq3r27ypUrp9DQUH388cdu6zpx4oT69eunypUrq2rVqurdu7eOHj3q1mfBggVq1KiRfH191bBhQ73//vtu83ft2qXmzZvL19dXLVq00N69e687hnHjxql27dp6/fXXdeTIkZt/Mwrh22+/VVxcnObNm6eIiAhFRERo7ty5Wrt2rQ4dOlSk2yYAAQBwm1SoUEEVKlTQJ598oqysrGv2HTdunPr06aN9+/bpscce06OPPqpvv/1WknT+/Hl16NBBFSpU0NatW7Vt2zZVqFBB3bp10++//y5Jmjt3rsaMGaO33npL3377rd5++22NGzdOCxculCRlZmaqZ8+eatCggXbv3q3x48frP/7jP647hunTp2vcuHHasmWL6tWrp/bt2+vDDz9URkbGNcdc0NS9e/cCtxUfHy+n06nWrVu72tq0aSOn06nt27dft9ZbwSkwAEDp0UJSqge2Gygp8frdypYtq5iYGA0ZMkSzZ8/W3Xffrfvuu0+PPPKIwsPD3fo+/PDDevLJJyVJb7zxhjZu3KgZM2bo/fffV2xsrLy8vDRv3jzXqagFCxaoUqVK2rx5s7p06aI33nhDU6ZM0V//+ldJUmhoqA4ePKg5c+YoOjpaS5YsUXZ2tubPny8/Pz81btxYx48f1/Dhw685hooVK2rQoEEaNGiQfvzxRy1evFjvvPOOnn32WT344IOKjo5W586dXXVd74LqcuXKFTgvNTVV/v7+edr9/f2Vmlq0O5oABAAoPVIlnfB0EdfWp08f9ejRQ19//bXi4+MVFxend955R/PmzdPjjz/u6hcREeG2XEREhCtM7N69W//6179UsWJFtz4XLlzQv//9b505c0bJyckaPHiwhgwZ4pp/6dIlOZ1OSZdPLzVt2tTtQZJXb/N6QkJCNHbsWI0dO1YLFy7UyJEjtWTJEv3666+qVKmSJKlu3bo3tM6r5XetkTGmyK9BIgABAEqPwNKxXV9fX0VGRioyMlKvvfaannzySb3++utuASg/uV/6OTk5+tOf/qQlS5bk6VO9enVduHBB0uXTYFeePpKkMmXKSLocIm7VTz/9pNjYWC1atEhJSUnq3r27oqOjXSFLunwK7FruvfderV+/Pt95gYGBOnXqVJ72M2fOKCAg4NaKvw4CEACg9CjEaaiSKCwsTJ988olb244dOzRw4EC3182bN5ck3X333Vq+fLn8/f3lcDjyrM/pdOqOO+7QkSNHNGDAgAK3uXjxYv3222+u01A7duy4bq1ZWVn69NNPtWjRIsXFxalx48aKjo7WZ599purVq+fpfyunwCIiIpSWlqZdu3apVatWkqSdO3cqLS1Nbdu2vW6tt8Qgj7S0NCPJpKWleboUALCs3377zRw8eND89ttvni6l0H766SfToUMHs3jxYrNv3z5z5MgR8/e//90EBASYQYMGufpJMtWqVTMffvihOXTokHnttdeMl5eXOXDggDHGmMzMTFOvXj1z//33m61bt5ojR46YzZs3m2effdYkJycbY4yZO3euKVeunJk6dao5dOiQ+ec//2nmz59vpkyZYowxJiMjw1SrVs08+uij5sCBA+azzz4zdevWNZLM3r17CxzDoEGDTEBAgHnhhRfMvn37iu7N+l/dunUz4eHhJj4+3sTHx5smTZqYnj17Ftj/Wp+LG/n+JgDlgwAEAJ5XGgPQhQsXzKuvvmruvvtu43Q6jZ+fn2nQoIEZO3asOX/+vKufJDNz5kwTGRlp7Ha7CQkJMcuWLXNbV0pKihk4cKCpVq2asdvtpnbt2mbIkCFu301LliwxzZo1Mz4+PqZy5cqmffv2ZuXKla758fHxpmnTpsbHx8c0a9bMrFix4roB6PDhw+bixYu37025jp9//tkMGDDAVKxY0VSsWNEMGDDA/PrrrwX2v10ByGbMbThJ+AeTnp4up9OptLS0fA89AgCK3oULF/TDDz8oNDRUvr6+ni7ntrLZbFq1apX+8pe/eLqUUudan4sb+f7mOUAAAMByCEAAAMByPBqAZs2apfDwcDkcDjkcDkVERBR4q5wkrVy5UpGRkapevbqr/+eff+7WJyYmRjabLc+Ue8sgAACeZozh9JeHeTQABQUFadKkSUpMTFRiYqI6duyo3r1768CBA/n237p1qyIjI7Vu3Trt3r1bHTp0UK9evfL8tonD4VBKSorb9Ec7fwwAAG6eR58D1KtXL7fXb731lmbNmqUdO3aocePGefpPnTrV7fXbb7+t1atX69NPP3U9O0G6fHFZYKCnnpYFALiduFcHV7pdn4cScw1Qdna2YmNjlZmZWehHdefk5CgjI0NVqlRxaz937pxCQkIUFBSknj17XvfXb7OyspSenu42AQA8y9vbW9LlHwYFcuX+GGzuE69vlsefBL1//35FRETowoULqlChglatWqWwsLBCLTtlyhRlZmaqb9++rraGDRsqJiZGTZo0UXp6uqZNm6Z27dpp3759qlevXr7rmThxoiZMmHBbxgMAuD3KlCmjSpUq6fTp05IkPz+/Iv99KJRsOTk5OnPmjPz8/FS27K1FGI8/B+j333/XsWPHdPbsWa1YsULz5s3Tli1brhuCli1bpieffFKrV69W586dC+yXk5Oju+++W+3bt9f06dPz7ZOVlaWsrCzX6/T0dAUHB/McIADwMGOMUlNTdfbsWU+XghLCy8tLoaGh8vHxyTPvRp4D5PEjQD4+Pq5fkm3RooUSEhI0bdo0zZkzp8Blli9frsGDB+vjjz++ZviRLr9RLVu21OHDhwvsY7fbZbfbb24AAIAiY7PZVKNGDfn7++vixYueLgclgI+Pj7y8bv0KHo8HoKsZY9yOxlxt2bJlGjRokJYtW6YePXoUan1JSUlq0qTJ7SwTAFCMypQpc8vXfABX8mgAGj16tLp3767g4GBlZGQoNjZWmzdvVlxcnCRp1KhROnHihBYtWiTpcvgZOHCgpk2bpjZt2ig1NVXS5V+adTqdkqQJEyaoTZs2qlevntLT0zV9+nQlJSVp5syZnhkkAAAocTwagE6dOqWoqCilpKTI6XQqPDxccXFxioyMlCSlpKTo2LFjrv5z5szRpUuXNGLECI0YMcLVHh0drZiYGEnS2bNnNXToUKWmpsrpdKp58+baunWrWrVqVaxjAwAAJZfHL4IuifgxVAAASh9+DBUAAOAaCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByPBqAZs2apfDwcDkcDjkcDkVERGj9+vUF9l+5cqUiIyNVvXp1V//PP/88T78VK1YoLCxMdrtdYWFhWrVqVVEOAwAAlDIeDUBBQUGaNGmSEhMTlZiYqI4dO6p37946cOBAvv23bt2qyMhIrVu3Trt371aHDh3Uq1cv7d2719UnPj5e/fr1U1RUlPbt26eoqCj17dtXO3fuLK5hAQCAEs5mjDGeLuJKVapU0bvvvqvBgwcXqn/jxo3Vr18/vfbaa5Kkfv36KT093e1IUrdu3VS5cmUtW7asUOtMT0+X0+lUWlqaHA7HjQ8CAAAUuxv5/i4x1wBlZ2crNjZWmZmZioiIKNQyOTk5ysjIUJUqVVxt8fHx6tKli1u/rl27avv27QWuJysrS+np6W4TAAD44/J4ANq/f78qVKggu92uYcOGadWqVQoLCyvUslOmTFFmZqb69u3raktNTVVAQIBbv4CAAKWmpha4nokTJ8rpdLqm4ODgmxsMAAAoFTwegBo0aKCkpCTt2LFDw4cPV3R0tA4ePHjd5ZYtW6bx48dr+fLl8vf3d5tns9ncXhtj8rRdadSoUUpLS3NNycnJNzcYAABQKpT1dAE+Pj6qW7euJKlFixZKSEjQtGnTNGfOnAKXWb58uQYPHqyPP/5YnTt3dpsXGBiY52jP6dOn8xwVupLdbpfdbr+FUQAAgNLE40eArmaMUVZWVoHzly1bpscff1xLly5Vjx498syPiIjQxo0b3do2bNigtm3b3vZaAQBA6eTRI0CjR49W9+7dFRwcrIyMDMXGxmrz5s2Ki4uTdPnU1IkTJ7Ro0SJJl8PPwIEDNW3aNLVp08Z1pKdcuXJyOp2SpOeee07t27fX5MmT1bt3b61evVqbNm3Stm3bPDNIAABQ4nj0CNCpU6cUFRWlBg0aqFOnTtq5c6fi4uIUGRkpSUpJSdGxY8dc/efMmaNLly5pxIgRqlGjhmt67rnnXH3atm2r2NhYLViwQOHh4YqJidHy5cvVunXrYh8fAAAomUrcc4BKAp4DBABA6VMqnwMEAABQXAhAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcjwagGbNmqXw8HA5HA45HA5FRERo/fr1BfZPSUlR//791aBBA3l5een555/P0ycmJkY2my3PdOHChSIcCQAAKE08GoCCgoI0adIkJSYmKjExUR07dlTv3r114MCBfPtnZWWpevXqGjNmjJo2bVrgeh0Oh1JSUtwmX1/fohoGAAAoZcp6cuO9evVye/3WW29p1qxZ2rFjhxo3bpynf61atTRt2jRJ0vz58wtcr81mU2Bg4O0tFgAA/GGUmGuAsrOzFRsbq8zMTEVERNzSus6dO6eQkBAFBQWpZ8+e2rt37zX7Z2VlKT093W0CAAB/XB4PQPv371eFChVkt9s1bNgwrVq1SmFhYTe9voYNGyomJkZr1qzRsmXL5Ovrq3bt2unw4cMFLjNx4kQ5nU7XFBwcfNPbBwAAJZ/NGGM8WcDvv/+uY8eO6ezZs1qxYoXmzZunLVu2XDcE3X///WrWrJmmTp16zX45OTm6++671b59e02fPj3fPllZWcrKynK9Tk9PV3BwsNLS0uRwOG54TAAAoPilp6fL6XQW6vvbo9cASZKPj4/q1q0rSWrRooUSEhI0bdo0zZkz57as38vLSy1btrzmESC73S673X5btgcAAEo+j58Cu5oxxu1ozO1YX1JSkmrUqHHb1gkAAEo3jx4BGj16tLp3767g4GBlZGQoNjZWmzdvVlxcnCRp1KhROnHihBYtWuRaJikpSdLlC53PnDmjpKQk+fj4uE6ZTZgwQW3atFG9evWUnp6u6dOnKykpSTNnziz28QEAgJLJowHo1KlTioqKUkpKipxOp8LDwxUXF6fIyEhJlx98eOzYMbdlmjdv7vrv3bt3a+nSpQoJCdHRo0clSWfPntXQoUOVmpoqp9Op5s2ba+vWrWrVqlWxjQsAAJRsHr8IuiS6kYuoAABAyXAj398l7hogAACAokYAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAAgAAllPoAHT8+PGirAMAAKDYFDoA3XXXXVq8eHFR1gIAAFAsCh2A3n77bY0YMUJ9+vTRzz//XJQ1AQAAFKlCB6Cnn35a+/bt06+//qrGjRtrzZo1RVkXAABAkSl7I51DQ0P15Zdf6r333lOfPn3UqFEjlS3rvoo9e/bc1gIBAAButxsKQJL0448/asWKFapSpYp69+6dJwABAACUdDeUXubOnauXXnpJnTt31jfffKPq1asXVV0AAABFptABqFu3btq1a5fee+89DRw4sChrAgAAKFKFDkDZ2dn65z//qaCgoKKsBwAAoMgV+i6wjRs33vbwM2vWLIWHh8vhcMjhcCgiIkLr168vsH9KSor69++vBg0ayMvLS88//3y+/VasWKGwsDDZ7XaFhYVp1apVt7VuAABQunn0pzCCgoI0adIkJSYmKjExUR07dlTv3r114MCBfPtnZWWpevXqGjNmjJo2bZpvn/j4ePXr109RUVHat2+foqKi1LdvX+3cubMohwIAAEoRmzHGeLqIK1WpUkXvvvuuBg8efM1+999/v5o1a6apU6e6tffr10/p6eluR5K6deumypUra9myZYWqIT09XU6nU2lpaXI4HDc8BgAAUPxu5Pu7xPwYanZ2tmJjY5WZmamIiIibXk98fLy6dOni1ta1a1dt3769wGWysrKUnp7uNgEAgD8ujweg/fv3q0KFCrLb7Ro2bJhWrVqlsLCwm15famqqAgIC3NoCAgKUmppa4DITJ06U0+l0TcHBwTe9fQAAUPJ5PAA1aNBASUlJ2rFjh4YPH67o6GgdPHjwltZps9ncXhtj8rRdadSoUUpLS3NNycnJt7R9AABQsnn8Mc4+Pj6qW7euJKlFixZKSEjQtGnTNGfOnJtaX2BgYJ6jPadPn85zVOhKdrtddrv9prYHAABKH48fAbqaMUZZWVk3vXxERIQ2btzo1rZhwwa1bdv2VksDAAB/EB49AjR69Gh1795dwcHBysjIUGxsrDZv3qy4uDhJl09NnThxQosWLXItk5SUJEk6d+6czpw5o6SkJPn4+LiuG3ruuefUvn17TZ48Wb1799bq1au1adMmbdu2rdjHBwAASiaPBqBTp04pKipKKSkpcjqdCg8PV1xcnCIjIyVdfvDhsWPH3JZp3ry56793796tpUuXKiQkREePHpUktW3bVrGxsRo7dqzGjRunOnXqaPny5WrdunWxjQsAAJRsJe45QCUBzwECAKD0KZXPAQIAACguBCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5Hg1As2bNUnh4uBwOhxwOhyIiIrR+/fprLrNlyxb96U9/kq+vr2rXrq3Zs2e7zY+JiZHNZsszXbhwoSiHAgAASpGyntx4UFCQJk2apLp160qSFi5cqN69e2vv3r1q3Lhxnv4//PCDHnjgAQ0ZMkQfffSR/vGPf+jpp59W9erV1adPH1c/h8OhQ4cOuS3r6+tbtIMBAAClhkcDUK9evdxev/XWW5o1a5Z27NiRbwCaPXu27rzzTk2dOlWS1KhRIyUmJuq//uu/3AKQzWZTYGBgkdYOAABKrxJzDVB2drZiY2OVmZmpiIiIfPvEx8erS5cubm1du3ZVYmKiLl686Go7d+6cQkJCFBQUpJ49e2rv3r3X3HZWVpbS09PdJgAA8Mfl8QC0f/9+VahQQXa7XcOGDdOqVasUFhaWb9/U1FQFBAS4tQUEBOjSpUv66aefJEkNGzZUTEyM1qxZo2XLlsnX11ft2rXT4cOHC6xh4sSJcjqdrik4OPj2DRAAAJQ4Hg9ADRo0UFJSknbs2KHhw4crOjpaBw8eLLC/zWZze22McWtv06aNHnvsMTVt2lT33nuv/v73v6t+/fqaMWNGgescNWqU0tLSXFNycvJtGBkAACipPHoNkCT5+Pi4LoJu0aKFEhISNG3aNM2ZMydP38DAQKWmprq1nT59WmXLllXVqlXzXb+Xl5datmx5zSNAdrtddrv9FkYBAABKE48fAbqaMUZZWVn5zouIiNDGjRvd2jZs2KAWLVrI29u7wPUlJSWpRo0at71WAABQOnn0CNDo0aPVvXt3BQcHKyMjQ7Gxsdq8ebPi4uIkXT41deLECS1atEiSNGzYML333nt68cUXNWTIEMXHx+vDDz/UsmXLXOucMGGC2rRpo3r16ik9PV3Tp09XUlKSZs6c6ZExAgCAksejAejUqVOKiopSSkqKnE6nwsPDFRcXp8jISElSSkqKjh075uofGhqqdevW6YUXXtDMmTNVs2ZNTZ8+3e0W+LNnz2ro0KFKTU2V0+lU8+bNtXXrVrVq1arYxwcAAEomm8m9ihgu6enpcjqdSktLk8Ph8HQ5AACgEG7k+7vEXQMEAABQ1AhAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcjwagGbNmqXw8HA5HA45HA5FRERo/fr111xmy5Yt+tOf/iRfX1/Vrl1bs2fPztNnxYoVCgsLk91uV1hYmFatWlVUQwAAAKWQRwNQUFCQJk2apMTERCUmJqpjx47q3bu3Dhw4kG//H374QQ888IDuvfde7d27V6NHj9azzz6rFStWuPrEx8erX79+ioqK0r59+xQVFaW+fftq586dxTUsAABQwtmMMcbTRVypSpUqevfddzV48OA881555RWtWbNG3377ratt2LBh2rdvn+Lj4yVJ/fr1U3p6utuRpG7duqly5cpatmxZoWpIT0+X0+lUWlqaHA7HLY4IAAAUhxv5/i4x1wBlZ2crNjZWmZmZioiIyLdPfHy8unTp4tbWtWtXJSYm6uLFi9fss3379gK3nZWVpfT0dLcJAAD8cXk8AO3fv18VKlSQ3W7XsGHDtGrVKoWFheXbNzU1VQEBAW5tAQEBunTpkn766adr9klNTS2whokTJ8rpdLqm4ODgWxwVAAAoyTwegBo0aKCkpCTt2LFDw4cPV3R0tA4ePFhgf5vN5vY69wzele359bm67UqjRo1SWlqaa0pOTr6ZoQAAgFKirKcL8PHxUd26dSVJLVq0UEJCgqZNm6Y5c+bk6RsYGJjnSM7p06dVtmxZVa1a9Zp9rj4qdCW73S673X6rQwEAAKWEx48AXc0Yo6ysrHznRUREaOPGjW5tGzZsUIsWLeTt7X3NPm3bti2aggEAQKnj0SNAo0ePVvfu3RUcHKyMjAzFxsZq8+bNiouLk3T51NSJEye0aNEiSZfv+Hrvvff04osvasiQIYqPj9eHH37odnfXc889p/bt22vy5Mnq3bu3Vq9erU2bNmnbtm0eGSMAACh5PBqATp06paioKKWkpMjpdCo8PFxxcXGKjIyUJKWkpOjYsWOu/qGhoVq3bp1eeOEFzZw5UzVr1tT06dPVp08fV5+2bdsqNjZWY8eO1bhx41SnTh0tX75crVu3LvbxAQCAkqnEPQeoJOA5QAAAlD6l8jlAAAAAxYUABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALIcABAAALMejAWjixIlq2bKlKlasKH9/f/3lL3/RoUOHrrvczJkz1ahRI5UrV04NGjTQokWL3ObHxMTIZrPlmS5cuFBUQwEAAKVIWU9ufMuWLRoxYoRatmypS5cuacyYMerSpYsOHjyo8uXL57vMrFmzNGrUKM2dO1ctW7bUrl27NGTIEFWuXFm9evVy9XM4HHnClK+vb5GOBwAAlA4eDUBxcXFurxcsWCB/f3/t3r1b7du3z3eZxYsX66mnnlK/fv0kSbVr19aOHTs0efJktwBks9kUGBhYdMUDAIBSq0RdA5SWliZJqlKlSoF9srKy8hzJKVeunHbt2qWLFy+62s6dO6eQkBAFBQWpZ8+e2rt37zXXmZ6e7jYBAIA/rhITgIwxevHFF3XPPfforrvuKrBf165dNW/ePO3evVvGGCUmJmr+/Pm6ePGifvrpJ0lSw4YNFRMTozVr1mjZsmXy9fVVu3btdPjw4XzXOXHiRDmdTtcUHBxcJGMEAAAlg80YYzxdhCSNGDFCn332mbZt26agoKAC+/32228aMWKEFi9eLGOMAgIC9Nhjj+mdd97RqVOn5O/vn2eZnJwc3X333Wrfvr2mT5+eZ35WVpaysrJcr9PT0xUcHKy0tDQ5HI7bM0AAAFCk0tPT5XQ6C/X9XSKOAD3zzDNas2aNvvrqq2uGH+ny6a758+fr/PnzOnr0qI4dO6ZatWqpYsWKqlatWr7LeHl5qWXLlgUeAbLb7XI4HG4TAAD44/JoADLGaOTIkVq5cqW+/PJLhYaGFnpZb29vBQUFqUyZMoqNjVXPnj3l5ZX/cIwxSkpKUo0aNW5X6QAAoBTz6F1gI0aM0NKlS7V69WpVrFhRqampkiSn06ly5cpJkkaNGqUTJ064nvXz/fffa9euXWrdurV+/fVX/e1vf9M333yjhQsXutY7YcIEtWnTRvXq1VN6erqmT5+upKQkzZw5s/gHCQAAShyPBqBZs2ZJku6//3639gULFujxxx+XJKWkpOjYsWOuednZ2ZoyZYoOHTokb29vdejQQdu3b1etWrVcfc6ePauhQ4cqNTVVTqdTzZs319atW9WqVauiHhIAACgFSsxF0CXJjVxEBQAASoZSdxE0AABAcSIAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAy/HogxBLqtxHI6Wnp3u4EgAAUFi539uFecQhASgfGRkZkqTg4GAPVwIAAG5URkaGnE7nNfvwJOh85OTk6OTJk6pYsaJsNpuny/lDSU9PV3BwsJKTk3nKdgnGfio92FelA/upeBhjlJGRoZo1axb4A+m5OAKUDy8vLwUFBXm6jD80h8PBPwKlAPup9GBflQ7sp6J3vSM/ubgIGgAAWA4BCAAAWA4BCMXKbrfr9ddfl91u93QpuAb2U+nBviod2E8lDxdBAwAAy+EIEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEIrcxIkTZbPZ9Pzzz7vaVq5cqa5du6patWqy2WxKSkryWH247Or9dPHiRb3yyitq0qSJypcvr5o1a2rgwIE6efKkZwu1uPz+nsaPH6+GDRuqfPnyqly5sjp37qydO3d6rkjku5+u9NRTT8lms2nq1KnFWhf+DwEIRSohIUEffPCBwsPD3dozMzPVrl07TZo0yUOV4Ur57afz589rz549GjdunPbs2aOVK1fq+++/15///GcPVmptBf091a9fX++9957279+vbdu2qVatWurSpYvOnDnjoUqtraD9lOuTTz7Rzp07VbNmzWKuDFciAKHInDt3TgMGDNDcuXNVuXJlt3lRUVF67bXX1LlzZw9Vh1wF7Sen06mNGzeqb9++atCggdq0aaMZM2Zo9+7dOnbsmAcrtqZr/T31799fnTt3Vu3atdW4cWP97W9/U3p6uv75z396qFrrutZ+kqQTJ05o5MiRWrJkiby9vT1QIXIRgFBkRowYoR49ehBySrgb2U9paWmy2WyqVKlS0RcGN4XdT7///rs++OADOZ1ONW3atJiqQ65r7aecnBxFRUXp5ZdfVuPGjT1QHa7Ej6GiSMTGxmrPnj1KSEjwdCm4hhvZTxcuXNCrr76q/v3782OOxaww+2nt2rV65JFHdP78edWoUUMbN25UtWrVirFKXG8/TZ48WWXLltWzzz5bzJUhPwQg3HbJycl67rnntGHDBvn6+nq6HBTgRvbTxYsX9cgjjygnJ0fvv/9+MVUIqfD7qUOHDkpKStJPP/2kuXPnqm/fvtq5c6f8/f2LsVrrut5+2r17t6ZNm6Y9e/bIZrN5oEJcjZ/CwG33ySef6MEHH1SZMmVcbdnZ2bLZbPLy8lJWVpZr3tGjRxUaGqq9e/eqWbNmHqrYmgq7ny5evKi+ffvqyJEj+vLLL1W1alUPVm09N/L3dKV69epp0KBBGjVqVHGWa1nX20+TJ0/Wyy+/LC8vL7f5Xl5eCg4O1tGjRz1QtbVxBAi3XadOnbR//363tieeeEINGzbUK6+8ku8/1ih+hdlPueHn8OHD+uqrrwg/HnCzf0/GGGVlZRVHidD191ONGjXUtWtXt/ldu3ZVVFSUnnjiieIsFf+LAITbrmLFirrrrrvc2sqXL6+qVau62n/55RcdO3bM9UyZQ4cOSZICAwMVGBhYvAVb1PX206VLl/TQQw9pz549Wrt2rbKzs5WamipJqlKlinx8fDxRtuVcbz9lZmbqrbfe0p///GfVqFFDP//8s95//30dP35cDz/8sIeqtp7C/Lt39f9AeHt7KzAwUA0aNCi2OvF/uAsMHrFmzRo1b95cPXr0kCQ98sgjat68uWbPnu3hypDr+PHjWrNmjY4fP65mzZqpRo0armn79u2eLg//q0yZMvruu+/Up08f1a9fXz179tSZM2f09ddfc6cRcA1cAwQAACyHI0AAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAAAMByCEAA/vCys7PVtm1b9enTx609LS1NwcHBGjt2rIcqA+ApPAkagCUcPnxYzZo10wcffKABAwZIkgYOHKh9+/YpISGB3zYDLIYABMAypk+frvHjx+ubb75RQkKCHn74Ye3atUvNmjXzdGkAihkBCIBlGGPUsWNHlSlTRvv379czzzzD6S/AoghAACzlu+++U6NGjdSkSRPt2bNHZcuW9XRJADyAi6ABWMr8+fPl5+enH374QcePH/d0OQA8hCNAACwjPj5e7du31/r16/XOO+8oOztbmzZtks1m83RpAIoZR4AAWMJvv/2m6OhoPfXUU+rcubPmzZunhIQEzZkzx9OlAfAAAhAAS3j11VeVk5OjyZMnS5LuvPNOTZkyRS+//LKOHj3q2eIAFDtOgQH4w9uyZYs6deqkzZs365577nGb17VrV126dIlTYYDFEIAAAIDlcAoMAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYzv8H4sK8d3eVOdQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ASPIN\n",
+      "16263    43.321483\n",
+      "12455    43.321483\n",
+      "17271    43.321483\n",
+      "11223    43.321483\n",
+      "14583    43.321483\n",
+      "           ...    \n",
+      "7303     43.321483\n",
+      "23       43.321483\n",
+      "10775    43.321483\n",
+      "1591     43.321483\n",
+      "3383     43.321483\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Xl5d69uyp3bt3a9y4cYqKitKYMWMqvb21a9fW4MGD9fbbbys6Olp33HFHpeft2rWrpk+fLn9/f3Xs2FHSmSMvjRo10tdff60+ffrIx+fc/yk7+yT0d955R0FBQapZs6YaNWpU7qm+C5GRkaHRo0dr0KBBiouLU0hIiPbv36+PPvpI6enpGjx4cJmje9nZ2RoxYoT69++vvLw8Pffcc7rmmms0cuRISVKtWrU0ffp0DRkyRIcOHdLdd9+t8PBwHThwQBs3btSBAwf09ttvSzqzz2655Rb96U9/0iOPPKKYmBgdPXpUO3bs0Jdfful8yOzjjz+uefPmqVevXvrrX/+qevXqacGCBc7Qd7F17NhRDz74oB544AFlZ2fr1ltvVWBgoPLz87Vy5UrdcMMNeuSRR9SsWTM1btxYY8eOlTFGdevW1Zdffum8Pu63KvqcBgUFWeo1ODhYt956q/72t78pNDRUMTExWrFihebOnVvhA0TPtw9RTbn3mnjg6lHRXX4tWrQot37VqlUmNjbWBAQEmLCwMDNixAizfv16I8m8++67zrryHptgzJm7lbp06WKCg4ONn5+fiY6ONnfffbfLbfXGnLnjqmfPnsZutxs/Pz/TuHFjM2bMGJealJQUU79+fePl5eVy11dpaamZOnWque6664yvr68JDQ01999/v8nLy6v0dp61fPlyI8m89NJL56z7vS+++MJIMt26dXMZn5SUZCSZN954o8w8+t1dfsYY89prr5lGjRoZb29vl/e4ot6HDBlS5lEAv5eXl2eef/5507FjRxMREWF8fHxMUFCQad++vZk+fbo5deqUs/bsHWJff/21SUxMNLVr1zb+/v7m9ttvN9u3by+z7BUrVphevXqZunXrGl9fX3PNNdeYXr16mU8++cSlbteuXWbYsGHmmmuuMb6+viYsLMzExcWVuePs+++/N926dTM1a9Y0devWNcOHD3e+t5W9y2/t2rXlTu/Vq1e579W8efNM+/btTWBgoPH39zeNGzc2gwcPNtnZ2WX6CgoKMnXq1DH9+/c3ubm55e7Dij6n0dHRplevXmXWL8k8+uijZd4vSeZvf/ubc9yePXvMXXfdZerUqWOCgoJMQkKC2bRpk4mOjjZDhgwp8z5Udh+ierEZY8zlj3EAKmvMmDF6//33XR506ImefPJJvf3228rLy7N8ZMgTpaWl6YEHHtDatWvLvbAbVz72Ic6FU37AFWr//v3KzMzU559/rtjYWHe3U2VZWVnatm2bZsyYoYceeqhahikAVz8CFXCFWrJkiZKTk9WhQwe9/vrr7m6nymJjYxUQEKDevXvrr3/9q7vbAYBLglN+AAAAFvHYBAAAAIsIVAAAABYRqAAAACziovTL5PTp09q7d6+CgoIq/IkOAABwZTHG6OjRo6pfv77zt1LLQ6C6TPbu3auoqCh3twEAAKogLy/vnD82T6C6TM7+PEJeXp6Cg4Pd3A0AAKiMwsJCRUVFnfdnjghUl8nZ03zBwcEEKgAAPMz5LtfhonQAAACLCFQAAAAWEagAAAAs4hoqAEC1U1paqpKSEne3gSuAr6+vvL29LS+HQAUAqDaMMSooKNCRI0fc3QquILVr11ZERISl50QSqAAA1cbZMBUeHq6AgAAetFzNGWN04sQJ7d+/X5IUGRlZ5WURqAAA1UJpaakzTIWEhLi7HVwh/P39JUn79+9XeHh4lU//cVE6AKBaOHvNVEBAgJs7wZXm7GfCynV1BCoAQLXCaT783sX4TBCoAAAALCJQAQCAKtu9e7dsNptycnLc3YpbEagAALjC7d+/Xw899JAaNmwoPz8/RUREqEePHsrMzHR3a1ekw4cPKzExUXa7XXa7XYmJiZf8URnc5QcAwBXurrvuUklJiebPn69rr71W+/bt0zfffKNDhw65u7VK2bNnj6655prLdv3awIEDtWfPHqWnp0uSHnzwQSUmJurLL7+8ZOvkCBUAAFewI0eOaOXKlZo6daq6dOmi6OhotWvXTikpKerVq5ezzmaz6e2331bPnj3l7++vRo0a6ZNPPnFZ1s8//6x7771XderUUUhIiO68807t3r3bpebdd99V8+bNVbNmTTVr1kwzZsxwmb5mzRq1adNGNWvW1M0336wNGzacdxvGjRuna6+9VhMmTNDOnTur/mZUwpYtW5Senq45c+YoNjZWsbGxmj17tr766itt3br1kq2XQAUAwBWsVq1aqlWrlv7xj3+oqKjonLXjxo3TXXfdpY0bN+r+++/Xfffdpy1btkiSTpw4oS5duqhWrVr69ttvtXLlStWqVUsJCQkqLi6WJM2ePVvPPfecJk+erC1btujFF1/UuHHjNH/+fEnS8ePH1bt3bzVt2lTr1q1Tamqq/vKXv5x3G9544w2NGzdOK1as0B/+8Afdeuutmjt3ro4ePXrOba5o6NmzZ4XryszMlN1uV/v27Z3jOnToILvdrlWrVp2316rilB8AoHq7WVKBG9YbISn7/GU+Pj5KS0tTUlKSZs6cqbZt26pTp04aMGCAWrVq5VLbv39/jRgxQpI0adIkLV26VNOnT9eMGTO0cOFCeXl5ac6cOc5Tb++++65q166t5cuXq3v37po0aZKmTZumP//5z5KkRo0a6fvvv9esWbM0ZMgQLViwQKWlpZo3b54CAgLUokUL7dmzR4888sg5tyEoKEjDhg3TsGHD9NNPP+n999/Xyy+/rFGjRqlfv34aMmSI4uPjnX2d7wL3sw/jLE9BQYHCw8PLjA8PD1dBwaXb0QQqAED1ViDpZ3c3cW533XWXevXqpf/85z/KzMxUenq6Xn75Zc2ZM0dDhw511sXGxrrMFxsb6wwn69at044dOxQUFORS8+uvv+rHH3/UgQMHlJeXp+HDhyspKck5/dSpU7Lb7ZLOnE678cYbXR6O+vt1nk90dLSef/55Pf/885o/f76Sk5O1YMECHT58WLVr15YkNWnS5IKW+XvlXatljLmk13ARqAAA1VuEZ6y3Zs2a6tatm7p166bx48drxIgRmjBhgkugKs/ZEHH69GnddNNNWrBgQZmasLAw/frrr5LOnPb77ekySc6fYzHGXFjT5fjll1+0cOFCvffee8rJyVHPnj01ZMgQZ2iTzpzyO5c//elP+te//lXutIiICO3bt6/M+AMHDqhevXrWmj8HAhUAoHqrxGm3K9H111+vf/zjHy7jsrKyNHjwYJfXbdq0kSS1bdtWH3/8scLDwxUcHFxmeXa7Xddcc4127typQYMGVbjO999/XydPnnSedsvKyjpvr0VFRfryyy/13nvvKT09XS1atNCQIUP0z3/+U2FhYWXqrZzyi42NlcPh0Jo1a9SuXTtJ0urVq+VwOBQXF3feXqvM4LJwOBxGknE4HO5uBQCqpZMnT5rvv//enDx50t2tXJBffvnFdOnSxbz//vtm48aNZufOneb//b//Z+rVq2eGDRvmrJNkQkNDzdy5c83WrVvN+PHjjZeXl9m8ebMxxpjjx4+bP/zhD6Zz587m22+/NTt37jTLly83o0aNMnl5ecYYY2bPnm38/f3Na6+9ZrZu3Wr++9//mnnz5plp06YZY4w5evSoCQ0NNffdd5/ZvHmz+ec//2maNGliJJkNGzZUuA3Dhg0z9erVM2PGjDEbN268dG/W/y8hIcG0atXKZGZmmszMTHPDDTeY3r17V1h/rs9GZb+/CVSXCYEKANzLUwPVr7/+asaOHWvatm1r7Ha7CQgIME2bNjXPP/+8OXHihLNOknnrrbdMt27djJ+fn4mOjjYfffSRy7Ly8/PN4MGDTWhoqPHz8zPXXnutSUpKcvluWrBggWndurWpUaOGqVOnjrn11lvN559/7pyemZlpbrzxRlOjRg3TunVr89lnn503UG3fvt2UlJRcvDflPA4ePGgGDRpkgoKCTFBQkBk0aJA5fPhwhfUXI1DZjLkIJ0RxXoWFhbLb7XI4HOUeagUAXFq//vqrdu3apUaNGqlmzZrubueis9lsWrRokfr27evuVjzOuT4blf3+9pjnUE2ePFlxcXEKCAhw3gVwPseOHVNycrIaNGggf39/NW/eXG+//bZz+qFDh/TYY4+padOmCggIUMOGDTVq1Cg5HA6X5cTExMhms7kMY8eOvZibBwAAPJjHXJReXFys/v37KzY2VnPnzq3UPGPGjFFGRoY++OADxcTE6Ouvv9bIkSNVv3593Xnnndq7d6/27t2rV155Rddff71++uknPfzww9q7d68+/fRTl2W98MILLreRnu8OBAAAUH14TKCaOHGiJCktLa3S82RmZmrIkCHq3LmzpDO/5TNr1ixlZ2frzjvvVMuWLfXZZ5856xs3bqzJkyfr/vvv16lTp+Tj839vT1BQkCIi3HVvLQAA58YVPO7lMaf8quKWW27R4sWL9fPPP8sYo4yMDG3btk09evSocJ6z50h/G6YkaerUqQoJCVHr1q01efJk52P6K1JUVKTCwkKXAQAAXJ085ghVVbzxxhtKSkpSgwYN5OPj43zk/i233FJu/cGDBzVp0iQ99NBDLuNHjx6ttm3bqk6dOlqzZo1SUlK0a9cuzZkzp8J1T5kyxXlUDQBw5eBIDn7vYnwm3HqEKjU1tczF3r8fsrOr/sS1N954Q1lZWVq8eLHWrVunadOmaeTIkVq2bFmZ2sLCQvXq1UvXX3+9JkyY4DJtzJgx6tSpk1q1aqURI0Zo5syZmjt3rg4ePFjhulNSUuRwOJxDXl5elbcDAGCdr6+vpDM/Egz81tnPxNnPSFW49QhVcnKyBgwYcM6amJiYKi375MmTevbZZ7Vo0SL16tVLktSqVSvl5OTolVdeUXx8vLP26NGjSkhIUK1atbRo0aLzvqEdOnSQJO3YsUMhISHl1vj5+cnPz69KvQMALj5vb2/Vrl1b+/fvlyQFBARc0t92w5XPGKMTJ05o//79ql27tvMndqrCrYEqNDRUoaGhl2TZJSUlKikpkZeX60E4b29vnT592vm6sLBQPXr0kJ+fnxYvXlypZ5Ns2LBBkhQZGXlxmwYAXFJnby46G6oASapdu7blG8885hqq3NxcHTp0SLm5uSotLXX+zk+TJk2cjzBo1qyZpkyZon79+ik4OFidOnXSU089JX9/f0VHR2vFihV677339Oqrr0o6c2Sqe/fuOnHihD744AOXi8fDwsLk7e2tzMxMZWVlqUuXLrLb7Vq7dq3GjBmjPn36qGHDhm55LwAAVWOz2RQZGanw8HCVlJS4ux1cAXx9fS0dmTrLYwLV+PHjNX/+fOfrsz/2mJGR4XwswtatW10eyrlw4UKlpKRo0KBBOnTokKKjozV58mQ9/PDDkqR169Zp9erVks4Es9/atWuXYmJi5Ofnp48//lgTJ05UUVGRoqOjlZSUpKeffvpSbi4A4BLy9va+KF+iwFn89Mxlwk/PAADgea66n54BAAC4UhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABZ5TKCaPHmy4uLiFBAQoNq1a1dqnmPHjik5OVkNGjSQv7+/mjdvrrffftulpnPnzrLZbC7DgAEDXGoOHz6sxMRE2e122e12JSYm6siRIxdpywAAgKfzmEBVXFys/v3765FHHqn0PGPGjFF6ero++OADbdmyRWPGjNFjjz2mL774wqUuKSlJ+fn5zmHWrFku0wcOHKicnBylp6crPT1dOTk5SkxMvCjbBQAAPJ+PuxuorIkTJ0qS0tLSKj1PZmamhgwZos6dO0uSHnzwQc2aNUvZ2dm68847nXUBAQGKiIgodxlbtmxRenq6srKy1L59e0nS7NmzFRsbq61bt6pp06ZV2yAAAHDV8JgjVFVxyy23aPHixfr5559ljFFGRoa2bdumHj16uNQtWLBAoaGhatGihf7yl7/o6NGjzmmZmZmy2+3OMCVJHTp0kN1u16pVqypcd1FRkQoLC10GAABwdfKYI1RV8cYbbygpKUkNGjSQj4+PvLy8NGfOHN1yyy3OmkGDBqlRo0aKiIjQpk2blJKSoo0bN2rp0qWSpIKCAoWHh5dZdnh4uAoKCipc95QpU5xH1QAAwNXNrUeoUlNTy1wQ/vshOzu7yst/4403lJWVpcWLF2vdunWaNm2aRo4cqWXLljlrkpKSFB8fr5YtW2rAgAH69NNPtWzZMq1fv95ZY7PZyizbGFPu+LNSUlLkcDicQ15eXpW3AwAAXNnceoQqOTm5zB11vxcTE1OlZZ88eVLPPvusFi1apF69ekmSWrVqpZycHL3yyiuKj48vd762bdvK19dX27dvV9u2bRUREaF9+/aVqTtw4IDq1atX4fr9/Pzk5+dXpd4BAIBncWugCg0NVWho6CVZdklJiUpKSuTl5XoQztvbW6dPn65wvs2bN6ukpESRkZGSpNjYWDkcDq1Zs0bt2rWTJK1evVoOh0NxcXGXpHcAAOBZPOYaqtzcXB06dEi5ubkqLS1VTk6OJKlJkyaqVauWJKlZs2aaMmWK+vXrp+DgYHXq1ElPPfWU/P39FR0drRUrVui9997Tq6++Kkn68ccftWDBAt1+++0KDQ3V999/ryeffFJt2rRRx44dJUnNmzdXQkKCkpKSnI9TePDBB9W7d2/u8AMAAGcYDzFkyBAjqcyQkZHhrJFk3n33Xefr/Px8M3ToUFO/fn1Ts2ZN07RpUzNt2jRz+vRpY4wxubm55tZbbzV169Y1NWrUMI0bNzajRo0yBw8edFn3wYMHzaBBg0xQUJAJCgoygwYNMocPH76g/h0Oh5FkHA5HVd8CAABwmVX2+9tmjDHui3PVR2Fhoex2uxwOh4KDg93dDgAAqITKfn9f1c+hAgAAuBwIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLPCZQTZ48WXFxcQoICFDt2rUrNc+xY8eUnJysBg0ayN/fX82bN9fbb7/tnL57927ZbLZyh08++cRZFxMTU2b62LFjL/YmAgAAD+Xj7gYqq7i4WP3791dsbKzmzp1bqXnGjBmjjIwMffDBB4qJidHXX3+tkSNHqn79+rrzzjsVFRWl/Px8l3neeecdvfzyy+rZs6fL+BdeeEFJSUnO17Vq1bK+UQAA4KrgMYFq4sSJkqS0tLRKz5OZmakhQ4aoc+fOkqQHH3xQs2bNUnZ2tu688055e3srIiLCZZ5Fixbp3nvvLROYgoKCytQCAABIHnTKrypuueUWLV68WD///LOMMcrIyNC2bdvUo0ePcuvXrVunnJwcDR8+vMy0qVOnKiQkRK1bt9bkyZNVXFx8znUXFRWpsLDQZQAAAFcnjzlCVRVvvPGGkpKS1KBBA/n4+MjLy0tz5szRLbfcUm793Llz1bx5c8XFxbmMHz16tNq2bas6depozZo1SklJ0a5duzRnzpwK1z1lyhTnUTUAAHB1c+sRqtTU1AovCj87ZGdnV3n5b7zxhrKysrR48WKtW7dO06ZN08iRI7Vs2bIytSdPntSHH35Y7tGpMWPGqFOnTmrVqpVGjBihmTNnau7cuTp48GCF605JSZHD4XAOeXl5Vd4OAABwZXPrEark5GQNGDDgnDUxMTFVWvbJkyf17LPPatGiRerVq5ckqVWrVsrJydErr7yi+Ph4l/pPP/1UJ06c0ODBg8+77A4dOkiSduzYoZCQkHJr/Pz85OfnV6XeAQCAZ3FroAoNDVVoaOglWXZJSYlKSkrk5eV6EM7b21unT58uUz937lz16dNHYWFh5132hg0bJEmRkZEXp1kAAODRPOYaqtzcXB06dEi5ubkqLS1VTk6OJKlJkybOO/KaNWumKVOmqF+/fgoODlanTp301FNPyd/fX9HR0VqxYoXee+89vfrqqy7L3rFjh7799lstWbKkzHozMzOVlZWlLl26yG63a+3atRozZoz69Omjhg0bXvLtBgAAVz6PCVTjx4/X/Pnzna/btGkjScrIyHA+FmHr1q1yOBzOmoULFyolJUWDBg3SoUOHFB0drcmTJ+vhhx92Wfa8efN0zTXXqHv37mXW6+fnp48//lgTJ05UUVGRoqOjlZSUpKeffvoSbCUAAPBENmOMcXcT1UFhYaHsdrscDoeCg4Pd3Q4AAKiEyn5/X9XPoQIAALgcCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAizwmUE2ePFlxcXEKCAhQ7dq1KzXPvn37NHToUNWvX18BAQFKSEjQ9u3bXWqKior02GOPKTQ0VIGBgerTp4/27NnjUnP48GElJibKbrfLbrcrMTFRR44cuUhbBgAAPJ3HBKri4mL1799fjzzySKXqjTHq27evdu7cqS+++EIbNmxQdHS04uPjdfz4cWfd448/rkWLFmnhwoVauXKljh07pt69e6u0tNRZM3DgQOXk5Cg9PV3p6enKyclRYmLiRd9GAADgmWzGGOPuJi5EWlqaHn/88fMeIdq2bZuaNm2qTZs2qUWLFpKk0tJShYeHa+rUqRoxYoQcDofCwsL0/vvv695775Uk7d27V1FRUVqyZIl69OihLVu26Prrr1dWVpbat28vScrKylJsbKx++OEHNW3atFJ9FxYWym63y+FwKDg4uOpvAAAAuGwq+/3tMUeoLlRRUZEkqWbNms5x3t7eqlGjhlauXClJWrdunUpKStS9e3dnTf369dWyZUutWrVKkpSZmSm73e4MU5LUoUMH2e12Z01F6y8sLHQZAADA1emqDVTNmjVTdHS0UlJSdPjwYRUXF+ull15SQUGB8vPzJUkFBQWqUaOG6tSp4zJvvXr1VFBQ4KwJDw8vs/zw8HBnTXmmTJnivObKbrcrKirqIm4dAAC4krg1UKWmpspms51zyM7OrtKyfX199dlnn2nbtm2qW7euAgICtHz5cvXs2VPe3t7nnNcYI5vN5nz9239XVPN7KSkpcjgcziEvL69K2wEAAK58Pu5ceXJysgYMGHDOmpiYmCov/6abblJOTo4cDoeKi4sVFham9u3b6+abb5YkRUREqLi4WIcPH3Y5SrV//37FxcU5a/bt21dm2QcOHFC9evUqXLefn5/8/Pyq3DsAAPAcbg1UoaGhCg0NveTrsdvtkqTt27crOztbkyZNknQmcPn6+mrp0qW65557JEn5+fnatGmTXn75ZUlSbGysHA6H1qxZo3bt2kmSVq9eLYfD4QxdAACgenNroLoQubm5OnTokHJzc1VaWqqcnBxJUpMmTVSrVi1JZ66bmjJlivr16ydJ+uSTTxQWFqaGDRvqu+++0+jRo9W3b1/nReh2u13Dhw/Xk08+qZCQENWtW1d/+ctfdMMNNyg+Pl6S1Lx5cyUkJCgpKUmzZs2SJD344IPq3bt3pe/wAwAAVzePCVTjx4/X/Pnzna/btGkjScrIyFDnzp0lSVu3bpXD4XDW5Ofn64knntC+ffsUGRmpwYMHa9y4cS7L/fvf/y4fHx/dc889OnnypLp27aq0tDSX66wWLFigUaNGOYNYnz599Oabb16qTQUAAB7G455D5al4DhUAAJ6n2j+HCgAA4HIhUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgUaUD1Z49ey5lHwAAAB6r0oGqZcuWev/99y9lLwAAAB6p0oHqxRdf1KOPPqq77rpLBw8evJQ9AQAAeJRKB6qRI0dq48aNOnz4sFq0aKHFixdfyr4AAAA8hs+FFDdq1Ej//ve/9eabb+quu+5S8+bN5ePjuoj169df1AYBAACudBcUqCTpp59+0meffaa6devqzjvvLBOoAAAAqpsLSkOzZ8/Wk08+qfj4eG3atElhYWGXqi8AAACPUelAlZCQoDVr1ujNN9/U4MGDL2VPAAAAHqXSgaq0tFT//e9/1aBBg0vZDwAAgMepdKBaunTppewDAADAY/HTMwAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABY5DGBavLkyYqLi1NAQIBq165dqXn27dunoUOHqn79+goICFBCQoK2b9/unH7o0CE99thjatq0qQICAtSwYUONGjVKDofDZTkxMTGy2Wwuw9ixYy/m5gEAAA/mMYGquLhY/fv31yOPPFKpemOM+vbtq507d+qLL77Qhg0bFB0drfj4eB0/flyStHfvXu3du1evvPKKvvvuO6WlpSk9PV3Dhw8vs7wXXnhB+fn5zuH555+/qNsHAAA8l4+7G6isiRMnSpLS0tIqVb99+3ZlZWVp06ZNatGihSRpxowZCg8P10cffaQRI0aoZcuW+uyzz5zzNG7cWJMnT9b999+vU6dOycfn/96eoKAgRUREXLwNAgAAVw2POUJ1oYqKiiRJNWvWdI7z9vZWjRo1tHLlygrnczgcCg4OdglTkjR16lSFhISodevWmjx5soqLi8+7/sLCQpcBAABcna7aQNWsWTNFR0crJSVFhw8fVnFxsV566SUVFBQoPz+/3HkOHjyoSZMm6aGHHnIZP3r0aC1cuFAZGRlKTk7Wa6+9ppEjR55z/VOmTJHdbncOUVFRF23bAADAlcVmjDHuWnlqaqrzVF5F1q5dq5tvvtn5Oi0tTY8//riOHDly3uWvW7dOw4cP18aNG+Xt7a34+Hh5eZ3JkEuWLHGpLSwsVPfu3VWnTh0tXrxYvr6+FS73s88+0913361ffvlFISEh5dYUFRU5j5KdXX5UVJTzCBgAALjyFRYWym63n/f7263XUCUnJ2vAgAHnrImJiany8m+66Sbl5OTI4XCouLhYYWFhat++vUtAk6SjR48qISFBtWrV0qJFi84ZpiSpQ4cOkqQdO3ZUGKj8/Pzk5+dX5d4BAIDncGugCg0NVWho6CVfj91ul3TmQvXs7GxNmjTJOa2wsFA9evSQn5+fFi9e7HLNVUU2bNggSYqMjLw0DQMAAI/iMXf55ebm6tChQ8rNzVVpaalycnIkSU2aNFGtWrUknbluasqUKerXr58k6ZNPPlFYWJgaNmyo7777TqNHj1bfvn3VvXt3SWeOTHXv3l0nTpzQBx984HLxeFhYmLy9vZWZmamsrCx16dJFdrtda9eu1ZgxY9SnTx81bNjw8r8RAADgiuMxgWr8+PGaP3++83WbNm0kSRkZGercubMkaevWrS4P5czPz9cTTzyhffv2KTIyUoMHD9a4ceOc09etW6fVq1dLOhPMfmvXrl2KiYmRn5+fPv74Y02cOFFFRUWKjo5WUlKSnn766Uu1qQAAwMO49aL06qSyF7UBAIArR2W/v6/axyYAAABcLgQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCKPCVSTJ09WXFycAgICVLt27UrNs2/fPg0dOlT169dXQECAEhIStH37dpeazp07y2azuQwDBgxwqTl8+LASExNlt9tlt9uVmJioI0eOXKQtAwAAns5jAlVxcbH69++vRx55pFL1xhj17dtXO3fu1BdffKENGzYoOjpa8fHxOn78uEttUlKS8vPzncOsWbNcpg8cOFA5OTlKT09Xenq6cnJylJiYeNG2DQAAeDYfdzdQWRMnTpQkpaWlVap++/btysrK0qZNm9SiRQtJ0owZMxQeHq6PPvpII0aMcNYGBAQoIiKi3OVs2bJF6enpysrKUvv27SVJs2fPVmxsrLZu3aqmTZta2CoAAHA18JgjVBeqqKhIklSzZk3nOG9vb9WoUUMrV650qV2wYIFCQ0PVokUL/eUvf9HRo0ed0zIzM2W3251hSpI6dOggu92uVatWXeKtAAAAnsBjjlBdqGbNmik6OlopKSmaNWuWAgMD9eqrr6qgoED5+fnOukGDBqlRo0aKiIjQpk2blJKSoo0bN2rp0qWSpIKCAoWHh5dZfnh4uAoKCipcf1FRkTPUSVJhYeFF3DoAAHAlcesRqtTU1DIXhP9+yM7OrtKyfX199dlnn2nbtm2qW7euAgICtHz5cvXs2VPe3t7OuqSkJMXHx6tly5YaMGCAPv30Uy1btkzr16931thstjLLN8aUO/6sKVOmOC9it9vtioqKqtJ2AACAK59bj1AlJyeXuaPu92JiYqq8/Jtuukk5OTlyOBwqLi5WWFiY2rdvr5tvvrnCedq2bStfX19t375dbdu2VUREhPbt21em7sCBA6pXr16Fy0lJSdETTzzhfF1YWEioAgDgKuXWQBUaGqrQ0NBLvh673S7pzIXq2dnZmjRpUoW1mzdvVklJiSIjIyVJsbGxcjgcWrNmjdq1aydJWr16tRwOh+Li4ipcjp+fn/z8/C7iVgAAgCuVx1yUnpubq5ycHOXm5qq0tFQ5OTnKycnRsWPHnDXNmjXTokWLnK8/+eQTLV++3PnohG7duqlv377q3r27JOnHH3/UCy+8oOzsbO3evVtLlixR//791aZNG3Xs2FGS1Lx5cyUkJCgpKUlZWVnKyspSUlKSevfuzR1+AABAkgddlD5+/HjNnz/f+bpNmzaSpIyMDHXu3FmStHXrVjkcDmdNfn6+nnjiCe3bt0+RkZEaPHiwxo0b55xeo0YNffPNN3r99dd17NgxRUVFqVevXpowYYLLdVYLFizQqFGjnEGsT58+evPNNy/l5gIAAA9iM8YYdzdRHRQWFsput8vhcCg4ONjd7QAAgEqo7Pe3x5zyAwAAuFIRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWeUygmjx5suLi4hQQEKDatWtXap59+/Zp6NChql+/vgICApSQkKDt27c7p+/evVs2m63c4ZNPPnHWxcTElJk+duzYi72JAADAQ3lMoCouLlb//v31yCOPVKreGKO+fftq586d+uKLL7RhwwZFR0crPj5ex48flyRFRUUpPz/fZZg4caICAwPVs2dPl+W98MILLnXPP//8Rd9GAADgmXzc3UBlTZw4UZKUlpZWqfrt27crKytLmzZtUosWLSRJM2bMUHh4uD766CONGDFC3t7eioiIcJlv0aJFuvfee1WrVi2X8UFBQWVqAQAAJA86QnWhioqKJEk1a9Z0jvP29laNGjW0cuXKcudZt26dcnJyNHz48DLTpk6dqpCQELVu3VqTJ09WcXHxpWkcAAB4HI85QnWhmjVrpujoaKWkpGjWrFkKDAzUq6++qoKCAuXn55c7z9y5c9W8eXPFxcW5jB89erTatm2rOnXqaM2aNUpJSdGuXbs0Z86cCtdfVFTkDHWSVFhYeHE2DAAAXHHceoQqNTW1wovCzw7Z2dlVWravr68+++wzbdu2TXXr1lVAQICWL1+unj17ytvbu0z9yZMn9eGHH5Z7dGrMmDHq1KmTWrVqpREjRmjmzJmaO3euDh48WOH6p0yZIrvd7hyioqKqtB0AAODK59YjVMnJyRowYMA5a2JiYqq8/Jtuukk5OTlyOBwqLi5WWFiY2rdvr5tvvrlM7aeffqoTJ05o8ODB511uhw4dJEk7duxQSEhIuTUpKSl64oknnK8LCwsJVQAAXKXcGqhCQ0MVGhp6yddjt9slnblQPTs7W5MmTSpTM3fuXPXp00dhYWHnXd6GDRskSZGRkRXW+Pn5yc/Pr4odAwAAT+Ix11Dl5ubq0KFDys3NVWlpqXJyciRJTZo0cd6R16xZM02ZMkX9+vWTJH3yyScKCwtTw4YN9d1332n06NHq27evunfv7rLsHTt26Ntvv9WSJUvKrDczM1NZWVnq0qWL7Ha71q5dqzFjxqhPnz5q2LDhpd1oAADgETwmUI0fP17z5893vm7Tpo0kKSMjQ507d5Ykbd26VQ6Hw1mTn5+vJ554Qvv27VNkZKQGDx6scePGlVn2vHnzdM0115QJWtKZI00ff/yxJk6cqKKiIkVHRyspKUlPP/30Rd5CAADgqWzGGOPuJqqDwsJC2e12ORwOBQcHu7sdAABQCZX9/r5qn0MFAABwuRCoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABZ5RKDavXu3hg8frkaNGsnf31+NGzfWhAkTVFxcfM75jDFKTU1V/fr15e/vr86dO2vz5s0uNUVFRXrssccUGhqqwMBA9enTR3v27HGpOXz4sBITE2W322W325WYmKgjR45c7M0EAAAeyiMC1Q8//KDTp09r1qxZ2rx5s/7+979r5syZevbZZ88538svv6xXX31Vb775ptauXauIiAh169ZNR48eddY8/vjjWrRokRYuXKiVK1fq2LFj6t27t0pLS501AwcOVE5OjtLT05Wenq6cnBwlJiZesu0FAAAexniol19+2TRq1KjC6adPnzYRERHmpZdeco779ddfjd1uNzNnzjTGGHPkyBHj6+trFi5c6Kz5+eefjZeXl0lPTzfGGPP9998bSSYrK8tZk5mZaSSZH374odL9OhwOI8k4HI5KzwMAANyrst/fHnGEqjwOh0N169atcPquXbtUUFCg7t27O8f5+fmpU6dOWrVqlSRp3bp1KikpcampX7++WrZs6azJzMyU3W5X+/btnTUdOnSQ3W531gAAgOrNx90NVMWPP/6o6dOna9q0aRXWFBQUSJLq1avnMr5evXr66aefnDU1atRQnTp1ytScnb+goEDh4eFllh8eHu6sKU9RUZGKioqcrwsLC8+zVQAAwFO59QhVamqqbDbbOYfs7GyXefbu3auEhAT1799fI0aMOO86bDaby2tjTJlxv/f7mvLqz7ecKVOmOC9it9vtioqKOm+vAADAM7n1CFVycrIGDBhwzpqYmBjnv/fu3asuXbooNjZW77zzzjnni4iIkHTmCFNkZKRz/P79+51HrSIiIlRcXKzDhw+7HKXav3+/4uLinDX79u0rs/wDBw6UOfr1WykpKXriiSecrwsLCwlVAABcpdwaqEJDQxUaGlqp2p9//lldunTRTTfdpHfffVdeXuc+uNaoUSNFRERo6dKlatOmjSSpuLhYK1as0NSpUyVJN910k3x9fbV06VLdc889kqT8/Hxt2rRJL7/8siQpNjZWDodDa9asUbt27SRJq1evlsPhcIau8vj5+cnPz69S2wYAADybR1yUvnfvXnXu3FlRUVF65ZVXdODAARUUFJS5hqlZs2ZatGiRpDOn6R5//HG9+OKLWrRokTZt2qShQ4cqICBAAwcOlCTZ7XYNHz5cTz75pL755htt2LBB999/v2644QbFx8dLkpo3b66EhAQlJSUpKytLWVlZSkpKUu/evdW0adPL+0YAAIArkkdclP71119rx44d2rFjhxo0aOAyzRjj/PfWrVvlcDicr59++mmdPHlSI0eO1OHDh9W+fXt9/fXXCgoKctb8/e9/l4+Pj+655x6dPHlSXbt2VVpamry9vZ01CxYs0KhRo5x3A/bp00dvvvnmpdpcAADgYWzmt4kEl0xhYaHsdrscDoeCg4Pd3Q4AAKiEyn5/e8QpPwAAgCsZgQoAAMAiAhUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgAAAIsIVAAAABYRqAAAACwiUAEAAFhEoAIAALCIQAUAAGARgQoAAMAiH3c3UF0YYyRJhYWFbu4EAABU1tnv7bPf4xUhUF0mR48elSRFRUW5uRMAAHChjh49KrvdXuF0mzlf5MJFcfr0ae3du1dBQUGy2WzO8YWFhYqKilJeXp6Cg4Pd2CHKw/65srF/rmzsnysb+6dyjDE6evSo6tevLy+viq+U4gjVZeLl5aUGDRpUOD04OJgP9BWM/XNlY/9c2dg/Vzb2z/md68jUWVyUDgAAYBGBCgAAwCIClZv5+flpwoQJ8vPzc3crKAf758rG/rmysX+ubOyfi4uL0gEAACziCBUAAIBFBCoAAACLCFQAAAAWEagAAAAsIlC5wZQpU2Sz2fT44487x33++efq0aOHQkNDZbPZlJOT47b+qrvf75+SkhI988wzuuGGGxQYGKj69etr8ODB2rt3r3sbrabK+/tJTU1Vs2bNFBgYqDp16ig+Pl6rV692X5PVWHn757ceeugh2Ww2vfbaa5e1L5xR3v4ZOnSobDaby9ChQwf3NemhCFSX2dq1a/XOO++oVatWLuOPHz+ujh076qWXXnJTZ5DK3z8nTpzQ+vXrNW7cOK1fv16ff/65tm3bpj59+rix0+qpor+f6667Tm+++aa+++47rVy5UjExMerevbsOHDjgpk6rp4r2z1n/+Mc/tHr1atWvX/8ydwbp3PsnISFB+fn5zmHJkiVu6NCzEaguo2PHjmnQoEGaPXu26tSp4zItMTFR48ePV3x8vJu6Q0X7x263a+nSpbrnnnvUtGlTdejQQdOnT9e6deuUm5vrxo6rl3P9/QwcOFDx8fG69tpr1aJFC7366qsqLCzUf//7Xzd1W/2ca/9I0s8//6zk5GQtWLBAvr6+buiwejvf/vHz81NERIRzqFu3rhu69GwEqsvo0UcfVa9evQhNV6gL2T8Oh0M2m021a9e+9I1BUuX3T3Fxsd555x3Z7XbdeOONl6k7nGv/nD59WomJiXrqqafUokULN3SH8/39LF++XOHh4bruuuuUlJSk/fv3X+YOPR8/jnyZLFy4UOvXr9fatWvd3QrKcSH759dff9XYsWM1cOBAflD0MqnM/vnqq680YMAAnThxQpGRkVq6dKlCQ0MvY5fV1/n2z9SpU+Xj46NRo0Zd5s4gnX//9OzZU/3791d0dLR27dqlcePG6bbbbtO6det4ivoFIFBdBnl5eRo9erS+/vpr1axZ093t4HcuZP+UlJRowIABOn36tGbMmHGZOqzeKrt/unTpopycHP3yyy+aPXu27rnnHq1evVrh4eGXsdvq53z7Z926dXr99de1fv162Ww2N3RYvVXm7+fee+91/rtly5a6+eabFR0drX/+85/685//fLla9XwGl9yiRYuMJOPt7e0cJBmbzWa8vb3NqVOnnLW7du0yksyGDRvc13A1U9n9U1xcbPr27WtatWplfvnlFzd3XX1cyN/PbzVp0sS8+OKLl7nb6ud8++eVV15x/vu30728vEx0dLS727/qWfn7eemlly5zt56NI1SXQdeuXfXdd9+5jHvggQfUrFkzPfPMM/L29nZTZ5Aqt39KSkp0zz33aPv27crIyFBISIibuq1+qvr3Y4xRUVHR5WixWjvf/omMjFSPHj1cpvfo0UOJiYl64IEHLmer1VJV/n4OHjyovLw8RUZGXq42rwoEqssgKChILVu2dBkXGBiokJAQ5/hDhw4pNzfX+WyjrVu3SpLzjgtcOufbP6dOndLdd9+t9evX66uvvlJpaakKCgokSXXr1lWNGjXc0Xa1cb79c/z4cU2ePFl9+vRRZGSkDh48qBkzZmjPnj3q37+/m7quPirz37ff/w+Ir6+vIiIi1LRp08vWZ3V1vv1z7Ngxpaam6q677lJkZKR2796tZ599VqGhoerXr5+buvZMBKorxOLFi13+b23AgAGSpAkTJig1NdVNXUGS9uzZo8WLF0uSWrdu7TItIyNDnTt3vvxNwcnb21s//PCD5s+fr19++UUhISH64x//qP/85z/cUQach7e3t7777ju99957OnLkiCIjI9WlSxd9/PHHCgoKcnd7HsVmjDHubgIAAMCT8RwqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsIhABQAAYBGBCgAAwCICFQAAgEUEKgC4QKWlpYqLi9Ndd93lMt7hcCgqKkrPP/+8mzoD4C48KR0AqmD79u1q3bq13nnnHQ0aNEiSNHjwYG3cuFFr167lNx6BaoZABQBV9MYbbyg1NVWbNm3S2rVr1b9/f61Zs6bMbz4CuPoRqACgiowxuu2225w/MPvYY49xug+opghUAGDBDz/8oObNm+uGG27Q+vXr5ePj4+6WALgBF6UDgAXz5s1TQECAdu3apT179ri7HQBuwhEqAKiizMxM3XrrrfrXv/6ll19+WaWlpVq2bJlsNpu7WwNwmXGECgCq4OTJkxoyZIgeeughxcfHa86cOVq7dq1mzZrl7tYAuAGBCgCqYOzYsTp9+rSmTp0qSWrYsKGmTZump556Srt373ZvcwAuO075AcAFWrFihbp27arly5frlltucZnWo0cPnTp1ilN/QDVDoAIAALCIU34AAAAWEagAAAAsIlABAABYRKACAACwiEAFAABgEYEKAADAIgIVAACARQQqAAAAiwhUAAAAFhGoAAAALCJQAQAAWESgAgAAsOj/A0Vb643uWU/MAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CHRISDERIC V\n",
+      "6572     42.6208\n",
+      "9148     42.6208\n",
+      "19900    42.6208\n",
+      "13292    42.6208\n",
+      "8028     42.6208\n",
+      "          ...   \n",
+      "5004     42.6208\n",
+      "16092    42.6208\n",
+      "14188    42.6208\n",
+      "20348    42.6208\n",
+      "17324    42.6208\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERALD JEAN IV\n",
+      "12670    42.516608\n",
+      "1022     42.516608\n",
+      "14350    42.516608\n",
+      "9198     42.516608\n",
+      "13790    42.516608\n",
+      "           ...    \n",
+      "17822    42.516608\n",
+      "350      42.516608\n",
+      "18606    42.516608\n",
+      "12110    42.516608\n",
+      "16702    42.516608\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V  J.M.CHRISTIAN 4\n",
+      "7909     43.399867\n",
+      "7461     43.399867\n",
+      "965      43.399867\n",
+      "1413     43.399867\n",
+      "9813     43.399867\n",
+      "           ...    \n",
+      "21237    43.400393\n",
+      "21349    43.400373\n",
+      "21461    43.400397\n",
+      "21573    43.400410\n",
+      "21685    43.400392\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GLENAN\n",
+      "7390    -4.616523\n",
+      "1566    -4.616523\n",
+      "20718   -4.616523\n",
+      "4926    -4.616523\n",
+      "3246    -4.616523\n",
+      "           ...   \n",
+      "18702   -4.616523\n",
+      "8846    -4.616523\n",
+      "5262    -4.616523\n",
+      "16126   -4.616523\n",
+      "4142    -4.616523\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT VINCENT\n",
+      "5610    -4.620093\n",
+      "2362    -4.620093\n",
+      "2026    -4.620093\n",
+      "6506    -4.620093\n",
+      "2138    -4.620093\n",
+      "           ...   \n",
+      "20058   -3.184188\n",
+      "12218   -3.184188\n",
+      "15914   -3.184188\n",
+      "16362   -3.184188\n",
+      "15242   -3.184188\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TH0MAS NICOLAS 2\n",
+      "2128     50.351902\n",
+      "2912     50.351902\n",
+      "2352     50.351902\n",
+      "3472     50.351902\n",
+      "3024     50.351902\n",
+      "           ...    \n",
+      "18928    50.725885\n",
+      "15792    50.725885\n",
+      "16240    50.725885\n",
+      "20944    50.725885\n",
+      "16688    50.725885\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AVEL VAD\n",
+      "5119    -4.61601\n",
+      "4559    -4.61601\n",
+      "7584    -4.61601\n",
+      "7023    -4.61601\n",
+      "3551    -4.61601\n",
+      "          ...   \n",
+      "5007    -4.61601\n",
+      "10159   -4.61601\n",
+      "11615   -4.61601\n",
+      "4895    -4.61601\n",
+      "3103    -4.61601\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTRE DAME CEDEIRA\n",
+      "7910     43.679835\n",
+      "3430     43.679835\n",
+      "11718    43.679835\n",
+      "15974    43.679835\n",
+      "21126    43.679835\n",
+      "           ...    \n",
+      "6118     43.679835\n",
+      "4662     43.679835\n",
+      "17094    43.679835\n",
+      "20790    43.679835\n",
+      "9814     43.679835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STEMARIELAMERII\n",
+      "212      50.062538\n",
+      "660      50.062538\n",
+      "548      50.062538\n",
+      "436      50.062538\n",
+      "100      50.062538\n",
+      "           ...    \n",
+      "21268    49.972723\n",
+      "21380    49.982907\n",
+      "21492    49.996132\n",
+      "21604    50.004495\n",
+      "21716    50.010063\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP HORIZON\n",
+      "8440     43.401667\n",
+      "2616     43.401667\n",
+      "1496     43.401667\n",
+      "2392     43.401667\n",
+      "152      43.401667\n",
+      "           ...    \n",
+      "21208    43.403055\n",
+      "21320    43.403108\n",
+      "21432    43.403105\n",
+      "21544    43.403067\n",
+      "21656    43.403080\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCAPIRIA 1\n",
+      "3378     43.681505\n",
+      "1810     43.681505\n",
+      "4050     43.681505\n",
+      "578      43.681505\n",
+      "466      43.681505\n",
+      "           ...    \n",
+      "15810    43.656040\n",
+      "14130    43.656040\n",
+      "19170    43.656040\n",
+      "18946    43.656040\n",
+      "16482    43.656040\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ERIC MARIN\n",
+      "13044    43.404427\n",
+      "11812    43.404427\n",
+      "18196    43.404427\n",
+      "15284    43.404427\n",
+      "5092     43.404427\n",
+      "           ...    \n",
+      "19540    43.404427\n",
+      "21332    43.404427\n",
+      "6996     43.404427\n",
+      "3860     43.404427\n",
+      "8900     43.404427\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VAUBAN\n",
+      "1163     49.345000\n",
+      "1051     49.345000\n",
+      "603      49.345000\n",
+      "155      49.345000\n",
+      "715      49.345000\n",
+      "           ...    \n",
+      "20987    49.346347\n",
+      "21435    49.346347\n",
+      "21099    49.346347\n",
+      "20427    49.346347\n",
+      "21323    49.346347\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ROSE DE CASCIA\n",
+      "464      49.836320\n",
+      "912      49.836320\n",
+      "1136     49.836320\n",
+      "1024     49.836320\n",
+      "800      49.836320\n",
+      "           ...    \n",
+      "21184    50.723430\n",
+      "21296    50.723433\n",
+      "21408    50.723462\n",
+      "21520    50.723415\n",
+      "21632    50.723470\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CHRISDERIC2\n",
+      "16069    43.403542\n",
+      "16629    43.403542\n",
+      "8677     43.403542\n",
+      "16181    43.403542\n",
+      "3637     43.403542\n",
+      "           ...    \n",
+      "10133    43.403542\n",
+      "10805    43.403542\n",
+      "1173     43.403542\n",
+      "2069     43.403542\n",
+      "13269    43.403542\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GRAND ST BERNARD\n",
+      "1295     43.32218\n",
+      "11935    43.32218\n",
+      "2975     43.32218\n",
+      "10031    43.32218\n",
+      "15407    43.32218\n",
+      "           ...   \n",
+      "17423    43.32218\n",
+      "6111     43.32218\n",
+      "18319    43.32218\n",
+      "13503    43.32218\n",
+      "13951    43.32218\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PUNTA VIXIA\n",
+      "9765     42.258372\n",
+      "2485     42.258372\n",
+      "4613     42.258372\n",
+      "18165    42.258372\n",
+      "15701    42.258372\n",
+      "           ...    \n",
+      "1141     42.258372\n",
+      "17493    42.258372\n",
+      "21       42.258372\n",
+      "1365     42.258372\n",
+      "11557    42.258372\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 3\n",
+      "1923     43.399565\n",
+      "3603     43.399565\n",
+      "579      43.399565\n",
+      "18723    43.399565\n",
+      "3715     43.399565\n",
+      "           ...    \n",
+      "12675    43.399565\n",
+      "16931    43.399565\n",
+      "8195     43.399565\n",
+      "2371     43.399565\n",
+      "3491     43.399565\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CORONA DEL MAR\n",
+      "3272     14.684228\n",
+      "2040     14.684228\n",
+      "6072     14.684228\n",
+      "5176     14.684228\n",
+      "1144     14.684228\n",
+      "           ...    \n",
+      "21192    14.684775\n",
+      "21304    14.684753\n",
+      "21416    14.684767\n",
+      "21528    14.684745\n",
+      "21640    14.684762\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ROSSOREN\n",
+      "1268     52.754833\n",
+      "148      52.754833\n",
+      "3172     52.754833\n",
+      "3284     52.754833\n",
+      "1492     52.754833\n",
+      "           ...    \n",
+      "17172    53.586865\n",
+      "16276    53.586865\n",
+      "17956    53.586865\n",
+      "20084    53.586865\n",
+      "15044    53.586865\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V BIKAIN\n",
+      "14591    43.334165\n",
+      "7871     43.334165\n",
+      "13135    43.334165\n",
+      "11119    43.334165\n",
+      "21423    43.334165\n",
+      "           ...    \n",
+      "13807    43.334165\n",
+      "20415    43.334165\n",
+      "16719    43.334165\n",
+      "8879     43.334165\n",
+      "13471    43.334165\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GERARD LUC 4\n",
+      "18003    43.294732\n",
+      "21027    43.294732\n",
+      "4227     43.294732\n",
+      "2099     43.294732\n",
+      "12628    43.294732\n",
+      "           ...    \n",
+      "9267     43.294732\n",
+      "8147     43.294732\n",
+      "5795     43.294732\n",
+      "11843    43.294732\n",
+      "9939     43.294732\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JANVIER GIORDANO\n",
+      "9831     43.400828\n",
+      "20471    43.400828\n",
+      "6135     43.400828\n",
+      "8039     43.400828\n",
+      "10279    43.400828\n",
+      "           ...    \n",
+      "21367    43.400835\n",
+      "21255    43.400835\n",
+      "21703    43.400835\n",
+      "21591    43.400835\n",
+      "21479    43.400835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V G SAINTE RITA\n",
+      "958      49.547598\n",
+      "1070     49.547598\n",
+      "2302     49.547598\n",
+      "1406     49.547598\n",
+      "286      49.547598\n",
+      "           ...    \n",
+      "21230    50.723503\n",
+      "21342    50.723503\n",
+      "21454    50.723503\n",
+      "21566    50.723503\n",
+      "21678    50.723500\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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tpZdeyowZMwgODqZr166A44hJo0aN+Oyzz7jiiivw8yv/V9WJO3S/8sorhIWFERQURKNGjUqdfjsTq1at4p577mHw4MF06dKFqKgo0tPTWbx4MStWrGDIkCEljspt3LiRW265hWuuuYbdu3czfvx46tWrx5133glAaGgoM2bMYOjQoRw8eJCrr76a2NhYMjIy2LJlCxkZGcyZMwdw/MwuuugiunXrxh133ME555xDdnY2v/76Kx999JHzBqn33nsvr732Gv379+fxxx8nLi6ORYsWOQPd2da1a1duvfVWbr75ZjZu3Ej37t2pVasWqampfPXVV7Ru3Zo77riD5s2b06RJE8aOHYsxhsjISD766CPn+WgnK+tzGhYW9pd6DQ8Pp3v37jzzzDNER0dzzjnnsGbNGubNm1fmzS9P9zOUGsja88tFPEdZV8O1atWq1PHr1q0ziYmJJiQkxMTExJhbbrnFfPvttwYwr7/+unNcabcOMMZxVU+PHj1MeHi4CQwMNAkJCebqq692u7TcGMeVSf369TN2u90EBgaaJk2amNGjR7uNGTdunKlbt67x8fFxuzqqqKjITJ061Zx33nnG39/fREdHmxtvvNHs3r27wtt5wurVqw1gnnrqqXLHneqDDz4wgOnVq5dbfcSIEQYw06dPL/EaTrkazhhjXnzxRdOoUSPj6+vrto/L6n3o0KElLoc/1e7du82ECRNM165dTXx8vPHz8zNhYWGmU6dOZsaMGaawsNA59sSVVJ999plJSkoytWvXNsHBweayyy4z27ZtK7HuNWvWmP79+5vIyEjj7+9v6tWrZ/r372/eeecdt3E7duwww4YNM/Xq1TP+/v4mJibGdOnSpcSVWT/++KPp1auXCQoKMpGRkWb48OHOfVvRq+E2bNhQ6vP9+/cvdV+99tprplOnTqZWrVomODjYNGnSxAwZMsRs3LixRF9hYWEmIiLCXHPNNWbXrl2l/gzL+pwmJCSY/v37l3h/wNx1110l9hdgnnnmGWdtz5495qqrrjIREREmLCzM9O3b13z//fcmISHBDB06tMR+qOjPUGoOmzHGVH1EE5ETRo8ezRtvvOF2kz5PdN999zFnzhx27979l4/oeKL58+dz8803s2HDhlJPkpbqTz9DKYum4UQskp6eTnJyMsuWLSMxMdHqdv60r7/+ml9++YXZs2dz22231cigJCLeTWFJxCLLly9n5MiRdO7cmWnTplndzp+WmJhISEgIAwYM4PHHH7e6HRGRs07TcCIiIiLl0K0DRERERMqhsCQiIiJSDoUlERERkXLoBO+zoLi4mD/++IOwsLAyvxJCREREqhdjDNnZ2dStW9f5vZulUVg6C/744w8aNGhgdRsiIiLyJ+zevbvcLyVXWDoLTtyOf/fu3YSHh1vcjYiIiFREVlYWDRo0OO3X6igsnQUnpt7Cw8MVlkRERDzM6U6h0QneIiIiIuVQWBIREREph8KSiIiISDl0zlIVKioqoqCgwOo2pBoICAgo9zJVERGpPhSWqoAxhrS0NA4fPmx1K1JN+Pj40KhRIwICAqxuRURETkNhqQqcCEqxsbGEhIToxpU13ImbmKamptKwYUN9HkREqjmFpUpWVFTkDEpRUVFWtyPVRExMDH/88QeFhYX4+/tb3Y6IiJRDJ01UshPnKIWEhFjciVQnJ6bfioqKLO5EREROR2GpimiqRU6mz4OIiOdQWBIREREph8KSeJydO3dis9lISUmxuhUREakBFJakVOnp6dx22200bNiQwMBA4uPj6dOnD8nJyVa3Vi0dOnSIpKQk7HY7drudpKQk3SpCRMRLKCxJqa666iq2bNnCggUL+OWXX/jwww+55JJLOHjwoNWtVciePXswxlTZ+91www2kpKSwYsUKVqxYQUpKCklJSVX2/iIiXmMvcD3wudWNuCgsSQmHDx/mq6++YurUqfTo0YOEhAQuvPBCxo0bR//+/Z3jbDYbc+bMoV+/fgQHB9OoUSPeeecdt3Xt3buXQYMGERERQVRUFAMHDmTnzp1uY15//XVatGhBUFAQzZs3Z/bs2W7Pr1+/nnbt2hEUFETHjh3ZvHnzabdh4sSJNG7cmEmTJrF9+/Y/vzMqYOvWraxYsYJXX32VxMREEhMTmTt3Lh9//DE///xzpb63iIhXyQbqA28DvYCt1rZzgsKSlBAaGkpoaCjvv/8+eXl55Y6dOHGi8yjUjTfeyPXXX8/WrY5P99GjR+nRowehoaGsXbuWr776itDQUPr27Ut+fj4Ac+fOZfz48TzxxBNs3bqVJ598kokTJ7JgwQIAcnJyGDBgAM2aNWPTpk1MnjyZ+++//7TbMH36dCZOnMiaNWto2rQp3bt3Z968eWRnZ5e7zWUt/fr1K/O9kpOTsdvtdOrUyVnr3LkzdruddevWnbZXERE57rJTHleTu+7oppRW6AikWfC+8cDG0w/z8/Nj/vz5jBgxgpdeeon27dtz8cUXc91113HBBRe4jb3mmmu45ZZbAHjsscdYuXIlM2bMYPbs2bz99tv4+Pjw6quvOi+Vf/3116lduzarV6+md+/ePPbYYzz33HP84x//AKBRo0b8+OOPvPzyywwdOpRFixZRVFTEa6+9RkhICK1atWLPnj3ccccd5W5DWFgYw4YNY9iwYfz++++88cYbPP3004waNYr/+7//Y+jQofTs2dPZ1+lOFg8ODi7zubS0NGJjY0vUY2NjSUuz4gctIuKhTv761JZAAnDwRaAQwq4C/0aWtKWwZIU0HHOy1dhVV11F//79+fLLL0lOTmbFihU8/fTTvPrqq9x0003OcYmJiW6vS0xMdAaPTZs28euvvxIWFuY2Jjc3l99++42MjAx2797N8OHDGTFihPP5wsJC7HY74JjiatOmjdtNPU99z9NJSEhgwoQJTJgwgQULFjBy5EgWLVrEoUOHqF27NgDnnnvuGa3zVKXdN8kYo/spiYicieeAl4HewI1AcS5kvg7mCGQuhIT14BNU5W0pLFkh3jPeNygoiF69etGrVy8efvhhbrnlFiZNmuQWlkpzIiAUFxfToUMHFi1aVGJMTEwMubm5gGMq7uQpLABfX1+As3KS9v79+3n77bdZuHAhKSkp9OvXj6FDhzoDGTim4crTrVs3Pv3001Kfi4+PZ9++fSXqGRkZxMXF/bXmRURqkq7HlxOOfuYISgC1+lkSlEBhyRoVmAqrjlq2bMn777/vVvv6668ZMmSI2+N27doB0L59e5YsWUJsbCzh4eEl1me326lXrx7bt29n8ODBZb7nG2+8wbFjx5xTYV9//fVpe83Ly+Ojjz5i4cKFrFixglatWjF06FA++eQTYmJiSoz/K9NwiYmJZGZmsn79ei688EIAvvnmGzIzM+nSpctpexURkTJkL3P9d9hV1vVh5C/LzMw0gMnMzCzx3LFjx8yPP/5ojh07ZkFnf87+/ftNjx49zBtvvGG2bNlitm/fbv71r3+ZuLg4M2zYMOc4wERHR5t58+aZn3/+2Tz88MPGx8fH/PDDD8YYY3JyckzTpk3NJZdcYtauXWu2b99uVq9ebUaNGmV2795tjDFm7ty5Jjg42Lz44ovm559/Nv/73//Ma6+9Zp577jljjDHZ2dkmOjraXH/99eaHH34wn3zyiTn33HMNYDZv3lzmNgwbNszExcWZ0aNHmy1btlTezjqub9++5oILLjDJyckmOTnZtG7d2gwYMKDM8Z74uRARqVIFe435rYkxvzU25vdLjCkuOutvUd7f75MpLJ0F3haWcnNzzdixY0379u2N3W43ISEhplmzZmbChAnm6NGjznGAmTVrlunVq5cJDAw0CQkJZvHixW7rSk1NNUOGDDHR0dEmMDDQNG7c2IwYMcJtXy1atMi0bdvWBAQEmIiICNO9e3ezbNky5/PJycmmTZs2JiAgwLRt29YsXbr0tGFp27ZtpqCg4OztlNM4cOCAGTx4sAkLCzNhYWFm8ODB5tChQ2WO98TPhYhIlTo4yxGUfmtszMHplfIWFQ1LNmOq8M59XiorKwu73U5mZmaJ6abc3Fx27NhBo0aNCAqyZq61sthsNt577z2uvPJKq1vxON78uRAR+cuMgT09oWCn43GDNeBf/6y/TXl/v0+mc5ZERETEGqYIClMdoejEUvg7FOxwBaWgzpUSlM6EwpKIiIhUHlPsCkSFO6Hg95PC0W4gv/zXh11d6S2ejsKS/GmawRURETf5P0PupuNB6HgoKtwF5jSB6FS2IPBPgOCuEHpFZXR6RhSWRERE5K8xBXDwBch8ueKvsQWCX0PwP+eUJQF848BWfb6RTWFJRERE/rzCVNh3D+RtKvmcLQD8EhwB6EQQOhGKfOOrVSAqj2d0edzatWu5/PLLqVu3LjabrcQNEk+1evVqbDZbieWnn35yG7d06VJatmxJYGAgLVu25L333qvErRAREfESR9fAnitOCkp+UPtuqLMQGn4J5/wADVZA/MsQNQ7Cb4DgLuBX12OCEnhYWMrJyaFNmzbMnDnzjF73888/k5qa6lyaNm3qfC45OZlBgwaRlJTEli1bSEpK4tprr+Wbb7452+2LiIh4B1MIB5+FtGFQfNBR86sLdd+GyHsd5xp5WCAqj0dNw/Xr149+/fqd8etiY2OdX5h6qhdffJFevXoxbtw4AMaNG8eaNWt48cUXWbx48V9pV0RExPsU7oP00ZB70kGFkL9DzDPgW9uytiqTd0S+02jXrh116tTh0ksvZdWqVW7PJScn07t3b7danz59WLduXZnry8vLIysry20RERHxekf/C3svPyko+ULkgxD3stcGJfDysFSnTh1eeeUVli5dyrJly2jWrBmXXnopa9eudY5JS0sr8c3wcXFxpKWllbneKVOmYLfbnUuDBg0qbRukpJ07d2Kz2U775bciInKWmCI4OA3ShkLRAUfNNx7qvgW1b/Wa6bayePXWNWvWjBEjRtC+fXsSExOZPXs2/fv359lnn3UbZ7PZ3B4bY0rUTjZu3DgyMzOdy+7duyulfyulp6dz22230bBhQwIDA4mPj6dPnz4kJydb3Vq19MQTT9ClSxdCQkLKnPIVEfFIhRmQOhQOTweO318vuDvU/wiCOlraWlXxqHOWzobOnTvz5ptvOh/Hx8eXOIqUnp5e4mjTyQIDAwkMDKy0HquDq666ioKCAhYsWEDjxo3Zt28f//nPfzh48KDVrVXInj17qFevXrmh92zKz8/nmmuuITExkXnz5lXJe4qIVLpjyY7zk4oyjhd8IGIM1L7N648mnazmbOlxmzdvpk6dOs7HiYmJrFy50m3MZ599RpcuXaq6tWrj8OHDfPXVV0ydOpUePXqQkJDAhRdeyLhx4+jfv79znM1mY86cOfTr14/g4GAaNWrEO++847auvXv3MmjQICIiIoiKimLgwIHs3LnTbczrr79OixYtCAoKonnz5syePdvt+fXr19OuXTuCgoLo2LEjmzdvPu02TJw4kcaNGzNp0iS2b9/+53dGBT3yyCOMHj2a1q1bV/p7iYhUOlMMh2ZA6hBXUPKNhTqLIOKOGhWUwMPC0pEjR0hJSXGeq7Jjxw5SUlLYtWsX4JgeGzJkiHP8iy++yPvvv8+2bdv44YcfGDduHEuXLmXkyJHOMffccw+fffYZU6dO5aeffmLq1Kl8/vnn3HvvvVW5adVKaGgooaGhvP/+++Tl5ZU7duLEiVx11VVs2bKFG2+8keuvv56tW7cCcPToUXr06EFoaChr167lq6++IjQ0lL59+5Kf77j1/dy5cxk/fjxPPPEEW7du5cknn2TixIksWLAAcNwuYsCAATRr1oxNmzYxefJk7r///tNuw/Tp05k4cSJr1qyhadOmdO/enXnz5pGdnV3uNpe1/JmrMEVEPFLRfki7GQ69CBQ7asEXOabdgi+0sjPrGA+yatUqg2PC1G0ZOnSoMcaYoUOHmosvvtg5furUqaZJkyYmKCjIREREmIsuush88sknJdb7zjvvmGbNmhl/f3/TvHlzs3Tp0jPqKzMz0wAmMzOzxHPHjh0zP/74ozl27Jir2CfDmPZpVb/0yajwNr377rsmIiLCBAUFmS5duphx48aZLVu2uI0BzO233+5W69Spk7njjjuMMcbMmzfPNGvWzBQXFzufz8vLM8HBwebf//63McaYBg0amLfeesttHY899phJTEw0xhjz8ssvm8jISJOTk+N8fs6cOQYwmzdvrtC27Ny50zz22GPmvPPOMyEhIWbw4MHms88+c+tr27Zt5S579uyp0Hu9/vrrxm63n3ZcqZ8LERGrHf3GmJ2JxvzW+PhyrjEHpxtTXGh1Z5WivL/fJ7MZo29D/auysrKw2+1kZmYSHh7u9lxubi47duygUaNGBAUFOYod9kFqcdU3WscHNpV9LtapcnNz+fLLL0lOTmbFihWsX7+eV199lZtuuglwTMMtWLDA7Wje6NGjSUlJYdWqVdx11128/PLLru0+7ujRo8yaNYurr76a2NhYgoOD8fFxHeQsLCzEbrezb98+Ro8ezZYtW/jiiy+cz2/ZsoW2bduyefNm2rZte0a7YMGCBYwcOZIjR45w6NChs34y9vz587n33ns5fPhwueNK/VyIiFjFFMPhl+HQC0CRo+YbDbEvQnCilZ1VqvL+fp+sxp3gXS3E+HrE+wYFBdGrVy969erFww8/zC233MKkSZOcYaksJ06qLi4upkOHDixatKhkKzEx5ObmAo6puE6dOrk97+vr6PVsZPn9+/fz9ttvs3DhQlJSUujXrx9Dhw7Fbrc7x4SGhpa7jm7duvHpp5/+5V5ERKqdooOQfj8cW+OqBXV2BCW/GMvaqk4UlqywItrqDv6Uli1blvg+vq+//trtyNLXX39Nu3btAGjfvj1LliwhNja21MRut9upV68e27dvZ/DgwWW+5xtvvMGxY8cIDg52vsfp5OXl8dFHH7Fw4UJWrFhBq1atGDp0KJ988gkxMSX/8Z/unk0n3ltExKvkbnR8CW7RiavCbVB7JETcDTaL/se+GlJYkhIOHDjANddcw7Bhw7jgggsICwtj48aNPP300wwcONBt7DvvvEPHjh256KKLWLRoEevXr3deOj948GCeeeYZBg4cyKOPPkr9+vXZtWsXy5Yt44EHHqB+/fpMnjyZUaNGER4eTr9+/cjLy2Pjxo0cOnSIMWPGcMMNNzB+/HiGDx/OhAkT2LlzZ4n7ZJXmzjvv5JNPPuGGG25g48aNXHDBBeWOP/fcc//8DgN27drFwYMH2bVrF0VFRc7wde655572qJWISJUzBjJfhYPP4Jx284mE2Bcg5CJLW6uWquIEKm93xid4V3O5ublm7Nixpn379sZut5uQkBDTrFkzM2HCBHP06FHnOMDMmjXL9OrVywQGBpqEhASzePFit3WlpqaaIUOGmOjoaBMYGGgaN25sRowY4bavFi1aZNq2bWsCAgJMRESE6d69u1m2bJnz+eTkZNOmTRsTEBBg2rZta5YuXXraE7y3bdtmCgoKzt5OOY2hQ4eWevHBqlWrSh3viZ8LEfEShYeMSR1x0kncjY3Ze50xBWlWd1bldIJ3FTrjE7y9hM1m47333uPKK6+0uhWP482fCxGpxnI3Q/ooKPzDVat9B0TcC7aaN9mkE7xFRETEwRjIfB0OTgUKHTWfCIh9DkIutrQ1T6CwJCIi4s2KMiHjQTh60rdVBHaAuGngV6fs14mTwpL8aZrBFRGp5vL+B/vuhsI9rpr9VogcAzZ/6/ryMApLIiIi3sYYyFoIB6YABY6ajx1inoVaf7e0NU+ksCQiIuJNirMhYxzknHQj3cB2EDcd/Opa15cHU1gSERHxFnnfH5922+Wq2YdD5P1gC7CuLw+nsCQiIuLpjIHst2D/40C+o+YTDjFPQ61elrbmDRSWREREPFnxEch4CHI+cdUCL4DY6eDfwLq+vIjCkoiIiKfK2wrpI6Fgp6sWPhSixmra7SzysboBkTO1c+dObDbbab/8VkTEaxkDWW/DH1e5gpItFGJnQfTDCkpnmcKSlCo9PZ3bbruNhg0bEhgYSHx8PH369CE5Odnq1qqlc845B5vN5raMHTvW6rZExBsV50DG/bB/PJg8Ry2gFdT/EEL7Wtubl9I0nJTqqquuoqCggAULFtC4cWP27dvHf/7zHw4ePGh1axWyZ88e6tWrh81mq7L3fPTRRxkxYoTzcWhoaJW9t4jUEPk/O652K/jNVQu/ESIfAp9A6/rycjqyJCUcPnyYr776iqlTp9KjRw8SEhK48MILGTduHP3793eOs9lszJkzh379+hEcHEyjRo1455133Na1d+9eBg0aREREBFFRUQwcOJCdO3e6jXn99ddp0aIFQUFBNG/enNmzZ7s9v379etq1a0dQUBAdO3Zk8+bNp92GiRMn0rhxYyZNmsT27dv//M44A2FhYcTHxzsXhSUROauy34W9/3AFJVsoxE6D6EcUlCqZwpKUEBoaSmhoKO+//z55eXnljp04cSJXXXUVW7Zs4cYbb+T6669n69atABw9epQePXoQGhrK2rVr+eqrrwgNDaVv377k5zsubZ07dy7jx4/niSeeYOvWrTz55JNMnDiRBQsWAJCTk8OAAQNo1qwZmzZtYvLkydx///2n3Ybp06czceJE1qxZQ9OmTenevTvz5s0jOzu73G0ua+nXr99p33Pq1KlERUXRtm1bnnjiCec2ioj8JcXHIP2fju93M7mOWkALqP8+hA6wtLWawmb0BV9/WVZWFna7nczMTMLDw92ey83NZceOHTRq1IigoCBHcc9AKNpf9Y36RkP9Dyo0dOnSpYwYMYJjx47Rvn17Lr74Yq677jouuOAC5xibzcbtt9/OnDlznLXOnTvTvn17Zs+ezWuvvcbTTz/N1q1bndNh+fn51K5dm/fff5/evXvTsGFDpk6dyvXXX+9cx+OPP87y5ctZt24dr7zyCuPGjWP37t2EhIQA8NJLL3HHHXewefNm2rZte9pt+f3333njjTd444032LNnD//3f//H0KFD6dmzp7OvX3/9tdx1BAcHU69evTKff+GFF2jfvj0RERGsX7+ecePGMXDgQF599dVSx5f6uRAROVX+r7BvJBRsc9XCroOoieCj3x1/VXl/v0+mc5asULQfitKs7qJcV111Ff379+fLL78kOTmZFStW8PTTT/Pqq69y0003OcclJia6vS4xMdF5ldqmTZv49ddfCQsLcxuTm5vLb7/9RkZGBrt372b48OFu5/oUFhZit9sB2Lp1K23atHEGpdLe83QSEhKYMGECEyZMYMGCBYwcOZJFixZx6NAhateuDcC55557Rus81ejRo53/fcEFFxAREcHVV1/tPNokInLGst+D/RPBHHM8toVAzBMQeoW1fdVACktW8I32iPcNCgqiV69e9OrVi4cffphbbrmFSZMmuYWl0pw4WlNcXEyHDh1YtGhRiTExMTHk5joOJ8+dO5dOnTq5t+rrC8DZOPC5f/9+3n77bRYuXEhKSgr9+vVj6NChzkAGpz8Zu1u3bnz66afljjlZ586dAccRK4UlETkjxblw4BHI/per5n8exM2EgCbW9VWDKSxZoYJTYdVNy5Ytef/9991qX3/9NUOGDHF73K5dOwDat2/PkiVLiI2NLfXwpt1up169emzfvp3BgweX+Z5vvPEGx44dIzg42Pkep5OXl8dHH33EwoULWbFiBa1atWLo0KF88sknxMTElBh/uns2nXjvijpxEnqdOnXO6HUiUsPlb3fcZDL/Z1ct7BqImgQ+Z/Z7SM4ehSUp4cCBA1xzzTUMGzaMCy64gLCwMDZu3MjTTz/NwIED3ca+8847dOzYkYsuuohFixaxfv165s2bB8DgwYN55plnGDhwII8++ij169dn165dLFu2jAceeID69eszefJkRo0aRXh4OP369SMvL4+NGzdy6NAhxowZww033MD48eMZPnw4EyZMYOfOnTz77LOn3YY777yTTz75hBtuuIGNGze6nWtVmr8yDZecnMzXX39Njx49sNvtbNiwgdGjR3PFFVfQsGHDP71eEalhjnwIGRPA5Dge24Ih+lEI+4e1fQkY+csyMzMNYDIzM0s8d+zYMfPjjz+aY8eOWdDZn5Obm2vGjh1r2rdvb+x2uwkJCTHNmjUzEyZMMEePHnWOA8ysWbNMr169TGBgoElISDCLFy92W1dqaqoZMmSIiY6ONoGBgaZx48ZmxIgRbvtq0aJFpm3btiYgIMBERESY7t27m2XLljmfT05ONm3atDEBAQGmbdu2ZunSpQYwmzdvLnMbtm3bZgoKCs7eTinHpk2bTKdOnYzdbjdBQUGmWbNmZtKkSSYnJ6fM13ji50JEKklRrjHpE4z5rbFr2dXHmLxfrO7M65X39/tkuhruLDjjq+G8hM1m47333uPKK6+0uhWP482fCxE5AwU7HTeZzP/RVQv9P8cRJZ+QMl8mZ4euhhMREanOjiyHjHFgjjge2wIh6hEIuxqq8NsH5PQUlkRERKqSyYMDUyDrDVfNv/Hxq92aWdeXlElhSf40zeCKiJyhgl3Hp92+d9VCr4Dox8BHX5FUXSksiYiIVIWcfzu+sqT4+Ncu2QIg6mHHHbk17VatKSxVER2FkZPp8yBSg5h8ODAVsua7an4Jjmm3wJaWtSUVp7BUyfz9/QHHl8qe6Y0NxXud+JLdE3cqFxEvVbAH0kdB3hZXrdZlEPMk+ISV/TqpVhSWKpmvry+1a9cmPT0dgJCQEOfXgUjNVFxcTEZGBiEhIfj56Z+giNfK+RwyHoDirOOFAIgaD+GDNe3mYfSbugrEx8cDOAOTiI+PDw0bNlRwFvFGpgAOPguZr7pqfg0hbjoEtrauL/nTFJaqgM1mo06dOsTGxlJQUGB1O1INBAQE4OPjY3UbInK2Ff4B+0ZB3mZXLaQPxE7VtJsHU1iqQr6+vjpHRUTEWx1dBen3Q/Hh4wV/iBoL4UM17ebhPOp/bdeuXcvll19O3bp1sdlsvP/+++WOX7ZsGb169SImJobw8HASExP597//7TZm/vz52Gy2Ektubm4lbomIiHgNUwgHnoa0W1xBya8e1F0C9psUlLyAR4WlnJwc2rRpw8yZMys0fu3atfTq1Yvly5ezadMmevToweWXX87mzZvdxoWHh5Oamuq26Pu6RETktArTIHUwZL7sqoX0hHofQVAb6/qSs8qjpuH69etHv379Kjz+xRdfdHv85JNP8sEHH/DRRx/Rrl07Z91mszlPwhYREamQo2sh/T4oPni84AeR/wT7MB1N8jIedWTpryouLiY7O5vIyEi3+pEjR0hISKB+/foMGDCgxJGnU+Xl5ZGVleW2iIhIDWGK4ODzkDbMFZR860DdxVB7uIKSF6pRYem5554jJyeHa6+91llr3rw58+fP58MPP2Tx4sUEBQXRtWtXtm3bVuZ6pkyZgt1udy4NGjSoivZFRMRqhemQmgSHZwHH78Qf0gPqfwRB7S1tTSqPzXjo9y7YbDbee+89rrzyygqNX7x4MbfccgsffPABPXv2LHNccXEx7du3p3v37kyfPr3UMXl5eeTl5TkfZ2Vl0aBBAzIzMwkPDz+j7RAREQ9x7L+QPhqKDhwv+ELkfWAfAbYadezBa2RlZWG320/799ujzln6s5YsWcLw4cN55513yg1K4LhZ4N/+9rdyjywFBgYSGBh4ttsUEZHqyBQ5jiQdmo7zaJJvPMRNg6COlrYmVcPro/DixYu56aabeOutt+jfv/9pxxtjSElJoU6dOlXQnYiIVGuF+yHtJjg0DWdQCu4G9T9UUKpBPOrI0pEjR/j111+dj3fs2EFKSgqRkZE0bNiQcePGsXfvXhYuXAg4gtKQIUOYNm0anTt3Ji0tDYDg4GDsdjsAjzzyCJ07d6Zp06ZkZWUxffp0UlJSmDVrVtVvoIiIVB/Hvob0e6Eo43jBByJGQ+3bNe1Ww3jUT3vjxo20a9fOedn/mDFjaNeuHQ8//DAAqamp7Nq1yzn+5ZdfprCwkLvuuos6deo4l3vuucc55vDhw9x66620aNGC3r17s3fvXtauXcuFF15YtRsnIiLVgymGQzMdJ3KfCEq+sVDnTYi4U0GpBvLYE7yrk4qeICYiItVc0QHHvZOOfemqBXeFmOfBL9q6vqRS6ARvERGRM3FsA6TfA0X7jhdsEHEP1L4TbPpez5pMYUlERGo2UwyZc+Hgc0CRo+YbDbEvQHAXS1uT6kFhSUREaq6iQ5B+Pxxb7aoFdYbYF8EvxqqupJpRWBIRkZopdxPsGwVFaccLNqh9F0SM0rSbuFFYEhGRmsUYyHwVDj4LFDpqPpEQ+zyEdLO0NameFJZERKTmKDoMGf+Eo/9x1YL+BrHTwC/OsrakelNYEhGRmiE3BdJHQeFeV632HRBxL9j051DKpk+HiIh4N2Mgaz4cmAoUOGo+ERD7LIRcYmFj4ikUlkRExHsVZUHGg3D0M1ctsL3jS3D96lrXl3gUhSUREfFOef9zXO1WuNtVs4+AyPvA5m9dX+JxFJZERMS7GANZb8CBKUC+o+Zjh5hnodbfLW1NPJPCkoiIeI/ibMh4CHKWu2qBbSF2OvjXs6wt8WwKSyIi4h3yfoB9I6Fwl6tmHwaRD4AtwLq+xOMpLImIiGczBrIXw4HHwJyYdguDmKehVm9rexOvoLAkIiKeq/gIZEyAnI9ctcDWEDsD/BtY15d4FYUlERHxTHk/QfpIKNjhqoUPgaixYAu0ri/xOgpLIiLiWYyB7H/BgUfA5DlqtlCIeQpC+1nbm3glhSUREfEcxUdh/0Q48r6rFtAK4maAf4JlbYl3U1gSERHPkP8L7LsbCn511cIHQ+R48NG0m1QehSUREan+st+F/ZPA5Doe22pBzJMQOsDavqRGUFgSEZHqq/iYIyQdWeqqBTSH2JkQ0Mi6vqRGUVgSEZHqKf9Xx00mC7a5amGDIOph8Amyri+pcRSWRESk+sl+33EitznqeGwLgejHIWygpW1JzaSwJCIi1UdxLhx4FLKXuGr+TSFuFgQ0sa4vqdEUlkREpHrI3+G4yWT+T65a6NUQPRl8gi1rS0RhSURErHfkY8h4CEyO47EtCKIfhbCrrO1LBIUlERGxUnEeHHgcst9y1fzPddxkMuA86/oSOYnCkoiIWKNgJ+wbBfk/uGqhVzqOKPnUsqorkRIUlkREpOod+RQyxoI54nhsC4SoyRB2DdhslrYmciqFJRERqTomDw5Mgaw3XDX/Ro6bTAY2t64vkXIoLImISNUo2A3pd0Ped65arcsh5nHwCbWuL5HTUFgSEZHKl/MZZPwTirMdj20BEDURwq7XtJtUewpLIiJSeUw+HHwGMl9z1fwSHFe7Bbayri+RM6CwJCIilaNgL6SPgrwUV63WZRDzJPiEWdaWyJlSWBIRkbMv5wvIuB+KM48XAiDqIQi/UdNu4nEUlkRE5OwxBXDwWch81VXza3B82q21dX2J/AUKSyIicnYU/gH77oG8b121kN4QMxV8w63rS+Qv8rG6gTOxdu1aLr/8curWrYvNZuP9998/7WvWrFlDhw4dCAoKonHjxrz00kslxixdupSWLVsSGBhIy5Ytee+99yqhexERL3Z0Ney54qSg5A9REyButoKSeDyPCks5OTm0adOGmTNnVmj8jh07uOyyy+jWrRubN2/moYceYtSoUSxdutQ5Jjk5mUGDBpGUlMSWLVtISkri2muv5ZtvvqmszRAR8R6m0HG1W9pwKD7kqPnVg7pLwH6zzk8Sr2Azxhirm/gzbDYb7733HldeeWWZYx588EE+/PBDtm7d6qzdfvvtbNmyheTkZAAGDRpEVlYWn376qXNM3759iYiIYPHixRXqJSsrC7vdTmZmJuHh+j8oEakhCtMg/V7I3eCqhfQ8Pu1W26quRCqson+/PerI0plKTk6md+/ebrU+ffqwceNGCgoKyh2zbt26Mtebl5dHVlaW2yIiUqMc/RL2XH5SUPKDyHEQ95KCkngdrw5LaWlpxMXFudXi4uIoLCxk//795Y5JS0src71TpkzBbrc7lwYNGpz95kVEqiNTBAdfgLSbofigo+ZbB+ouhtq3aNpNvJJXhyVwTNed7MSs48n10sacWjvZuHHjyMzMdC67d+8+ix2LiFRThemQmgSHZwLHz+AIvgTqfwRB7a3sTKRSefWtA+Lj40scIUpPT8fPz4+oqKhyx5x6tOlkgYGBBAYGnv2GRUSqq2PrIH00FO0/XvCFyPvAPgJsXv//3VLDefUnPDExkZUrV7rVPvvsMzp27Ii/v3+5Y7p06VJlfYqIVFumCA5Nh9QhrqDkGwd134LatykoSY3gUUeWjhw5wq+//up8vGPHDlJSUoiMjKRhw4aMGzeOvXv3snDhQsBx5dvMmTMZM2YMI0aMIDk5mXnz5rld5XbPPffQvXt3pk6dysCBA/nggw/4/PPP+eqrr6p8+0REqpXC/ZAxBo7911UL7gaxz4FvlHV9iVQxj/pfgo0bN9KuXTvatWsHwJgxY2jXrh0PP/wwAKmpqezatcs5vlGjRixfvpzVq1fTtm1bHnvsMaZPn85VV13lHNOlSxfefvttXn/9dS644ALmz5/PkiVL6NSpU9VunIhIdXLsG9h7+UlByQcixkD8awpKUuN47H2WqhPdZ0lEvIYphsMvwaEXgGJHzTcGYl+E4M5WdiZy1lX077dHTcOJiEglKjoA6ffBsS9dteAuEPMC+EVb15eIxRSWREQEcjc6vgS36MTVwTaIGAW17wKbr6WtiVhNYUlEpCYzxZA5Fw4+BxQ5ar5REPsCBHe1tDWR6kJhSUSkpio6BBkPwNFVrlpQJ8f5SX6xlrUlUt0oLImI1ES538K+UVCUerxgg9p3OqbebPrTIHIy/YsQEalJjIHMeXDwGaDQUfOJhNjnIaSbpa2JVFcKSyIiNUVRJmT8E45+7qoF/e34tFu8ZW2JVHcKSyIiNUHuFki/Gwr3umq1b4eI0Zp2EzkN/QsREfFmxkDWAjjwFFDgqPnUhthnIaSHlZ2JeAyFJRERb1WUBRlj4ei/XbXAdhA3HfzqWteXiIdRWBIR8UZ53zmudit0fV8m9lsg8n6w+VvXl4gHUlgSEfEmxkDWm3DgSSDfUfOxQ8wzUOtSS1sT8VQKSyIi3qI4GzIegpzlrlpgG4idAf71rOtLxMMpLImIeIO8H2HfSCj83VULvxmi/gm2AOv6EvECCksiIp7MGMheDAceA3Ni2i0MYqZCrT7W9ibiJRSWREQ8VXEO7J8ARz501QLOh7gZ4N/Qur5EvIzCkoiIJ8r/2THtVrDdVQtPgqhxYAu0ri8RL6SwJCLiSYyB7HfgwGQweY6aLRRipkDoZZa2JuKtFJZERDxF8VHYPxGOvO+qBbQ8Pu12jlVdiXg9hSUREU+Q/wvsuxsKfnXVwm6AqAngo2k3kcqksCQiUt1lL4X9k8Acczy21YKYxyH0Cmv7EqkhFJZERKqr4mNw4BHHOUonBDSD2JkQ0Ni6vkRqGIUlEZHqKP+341e7/eKqhV0LUZPAJ8i6vkRqIIUlEZHq5siHkDEezFHHY1swRD8OYVda2pZITaWwJCJSXRTnwoFHIXuJq+bfFOJmQsC51vUlUsMpLImIVAf5OyD9bsjf6qqFXgXRk8EnxLK2RERhSUTEekc+hoyHwOQ4HtuCIPoRCLva2r5EBFBYEhGxTnEeHHwCsha5av5NHDeZDGhmXV8i4kZhSUTECgW/O24ymf+DqxZ6JUQ/Cj61LGtLREpSWBIRqWpHVkDGg2COOB7bAh23BAi7Fmw2a3sTkRIUlkREqorJgwNTIWuBq+bfyHGTycDm1vUlIuVSWBIRqQoFuyF9FOT9z1WrNQBingCfUOv6EpHTUlgSEalsOSsh459QnOV4bAuAqIkQdr2m3UQ8gMKSiEhlMflw8BnIfM1V82vouMlkYCvr+hKRM6KwJCJSGQr/cFztlpfiqtXqBzFTwCfMsrZE5MwpLImInG05X0DG/VCcebzgD1EPQXiSpt1EPJCP1Q2cqdmzZ9OoUSOCgoLo0KEDX375ZZljb7rpJmw2W4mlVSvX4e/58+eXOiY3N7cqNkdEvIkpgANPwb4RrqDk1wDq/QvsQxSURDyUR4WlJUuWcO+99zJ+/Hg2b95Mt27d6NevH7t27Sp1/LRp00hNTXUuu3fvJjIykmuuucZtXHh4uNu41NRUgoKCqmKTRMRbFKbCH4Mhc66rFtIL6n0IgRdY15eI/GUeFZaef/55hg8fzi233EKLFi148cUXadCgAXPmzCl1vN1uJz4+3rls3LiRQ4cOcfPNN7uNs9lsbuPi4+OrYnNExFscXQN7Loe8TccLfhA1AeLmgG+4pa2JyF/nMWEpPz+fTZs20bt3b7d67969WbduXYXWMW/ePHr27ElCQoJb/ciRIyQkJFC/fn0GDBjA5s2bz1rfIuLFTCEcfBbShkHxIUfNry7UXQL2mzXtJuIlPOYE7/3791NUVERcXJxbPS4ujrS0tNO+PjU1lU8//ZS33nrLrd68eXPmz59P69atycrKYtq0aXTt2pUtW7bQtGnTUteVl5dHXl6e83FWVtaf2CIR8WiF+yD9Xshd76qFXAoxT4Nvbau6EpFK4DFh6QTbKf+nZowpUSvN/PnzqV27NldeeaVbvXPnznTu3Nn5uGvXrrRv354ZM2Ywffr0Utc1ZcoUHnnkkTNvXkS8w9GvIH00FB88XvCFyAfAfouOJol4IY+ZhouOjsbX17fEUaT09PQSR5tOZYzhtddeIykpiYCAgHLH+vj48Le//Y1t27aVOWbcuHFkZmY6l927d1d8Q0TEc5kiOPgCpN3kCkq+8VB3MdQeoaAk4qU8JiwFBATQoUMHVq5c6VZfuXIlXbp0Kfe1a9as4ddff2X48OGnfR9jDCkpKdSpU6fMMYGBgYSHh7stIuLlCjMgdQgcngkYRy34Yqj/EQR1sLQ1EalcFZ6G27NnD/Xr16/MXk5rzJgxJCUl0bFjRxITE3nllVfYtWsXt99+O+A44rN3714WLlzo9rp58+bRqVMnzj///BLrfOSRR+jcuTNNmzYlKyuL6dOnk5KSwqxZs6pkm0TEAxxb55h2K9p/vOALkWPAfivYPOb/OUXkT6pwWDr//POZMWMGSUlJldlPuQYNGsSBAwd49NFHSU1N5fzzz2f58uXOq9tSU1NL3HMpMzOTpUuXMm3atFLXefjwYW699VbS0tKw2+20a9eOtWvXcuGFF1b69ohINWeK4PBsODQdKHbUfOMgdhoE/83S1kSk6tiMMaYiA2fPns3YsWPp1asXr7zyClFRUZXdm8fIysrCbreTmZmpKTkRb1G0H9Lvg2NfuWrB3SD2WfCNtq4vETlrKvr3u8LHj++88062bNnCoUOHaNWqFR9++OFZaVREpNo5tt5xk0lnUPKBiNEQ/5qCkkgNdEa3DmjUqBFffPEFM2fO5KqrrqJFixb4+bmv4ttvvz2rDYqIVBlTDIdfhkPP45p2i4HYFyA40dLWRMQ6Z3yfpd9//52lS5cSGRnJwIEDS4QlERGPVHTw+LTbWlctKBFiXwQ/HU0SqcnOKOnMnTuX++67j549e/L9998TExNTWX2JiFSd3I2w7x4oOnEfNxvUvhsiRoLN19LWRMR6FQ5Lffv2Zf369cycOZMhQ4ZUZk8iIlXDFEPmXDj4HFDkqPlGQcwLENLV0tZEpPqocFgqKirif//7n+X3WhIROSuKDkHGA3B0lasW1MlxfpJf+d8KICI1S4XD0ql3zhYR8Vi5myF9FBT+4arVvhMi7gGbzsMUEXf6rSAiNYcxkPk6HJwKFDpqPpEQ+xyEdLe0NRGpvhSWRKRmKMqEjH/C0c9dtaCOx692K/u7IEVEFJZExPvl/g/S74bCPa6a/TbH97tp2k1ETkO/JUTEexkDWQvgwFNAgaPmU9vxlSUhPazsTEQ8iMKSiHin4mzIGAs5K1y1wHYQNx386lrXl4h4HIUlEfE+ed/DvruhcJerZh8OkQ+Azd+6vkTEIyksiYj3MAayFsGBJ4B8R80nHGKegVo9LW1NRDyXwpKIeIfibMgYDzmfuGqBbSB2OvjrZroi8ucpLImI58vbCukjoWCnqxZ+E0Q9CLYAq7oSES+hsCQinssYyH4bDjwK5sS0WxjETIVafaztTUS8hsKSiHim4hzYPwGOfOiqBZwPcTPAv6F1fYmI11FYEhHPk/8z7BsJBdtdtfAkiBoHtkDr+hIRr6SwJCKeJftd2D8JTK7jsS0UYp6E0P7W9iUiXkthSUQ8Q/FRR0g6ssxVC2jpuMmkfyPr+hIRr6ewJCLVX/42x00mC7a5amHXQ9RE8NG0m4hULoUlEanest+D/RPBHHM8ttWCmMch9Apr+xKRGkNhSUSqp+JcOPAIZP/LVQtoBrEzIaCxdX2JSI2jsCQi1U/+dsdNJvN/dtXCroWoh8En2Lq+RKRGUlgSkerlyIeOry0xRx2PbcEQ/RiE/Z+1fYlIjaWwJCLVQ3Ge407c2W+7av5NHTeZDGhqXV8iUuMpLImI9Qp2OK52y9/qqoX+A6IfAZ8Q6/oSEUFhSUSsduQTyHgIzBHHY1uQIySFXW1tXyIixyksiYg1TB4cmAJZb7hq/o0hbqbjqjcRkWpCYUlEql7BLsd3u+X/4KqFDnScyO1Ty7q+RERKobAkIlUr59+Q8SAUZzse2wIgahKEDQKbzdreRERKobAkIlXD5MOBpyBrgavmf47jJpOBLSxrS0TkdBSWRKTyFeyB9Lsh73+uWq3+EPME+IRZ15eISAUoLIlI5cpZCRn/hOKs44UAiJ4AYTdo2k1EPILCkohUDlMAB5+BzHmuml9Dx00mA8+3ri8RkTOksCQiZ1/hH7BvFORtdtVq9YWYpzTtJiIex8fqBs7U7NmzadSoEUFBQXTo0IEvv/yyzLGrV6/GZrOVWH766Se3cUuXLqVly5YEBgbSsmVL3nvvvcreDBHvdXQV7Ln8pKDk7/gC3NiZCkoi4pE8KiwtWbKEe++9l/Hjx7N582a6detGv3792LVrV7mv+/nnn0lNTXUuTZu6vmcqOTmZQYMGkZSUxJYtW0hKSuLaa6/lm2++qezNEfEupgAOPA1pt0DxYUfNrz7U/RfYh+r8JBHxWDZjjLG6iYrq1KkT7du3Z86cOc5aixYtuPLKK5kyZUqJ8atXr6ZHjx4cOnSI2rVrl7rOQYMGkZWVxaeffuqs9e3bl4iICBYvXlyhvrKysrDb7WRmZhIeHn5mGyXiDQpTYd89kLfJVQvpCTFPg6/dur5ERMpR0b/fHnNkKT8/n02bNtG7d2+3eu/evVm3bl25r23Xrh116tTh0ksvZdWqVW7PJScnl1hnnz59yl1nXl4eWVlZbotIjXV0Dey54qSg5AeR4yHuJQUlEfEKHhOW9u/fT1FREXFxcW71uLg40tLSSn1NnTp1eOWVV1i6dCnLli2jWbNmXHrppaxdu9Y5Ji0t7YzWCTBlyhTsdrtzadCgwV/YMhEPZQrh4LOQNgyKDzpqfnWh7ttQe5im3UTEa3jc1XC2U34BG2NK1E5o1qwZzZq5vpAzMTGR3bt38+yzz9K9e/c/tU6AcePGMWbMGOfjrKwsBSapWQr3QfpoyD3p3L6Qv0PMM+Bb27K2REQqg8eEpejoaHx9fUsc8UlPTy9xZKg8nTt35s0333Q+jo+PP+N1BgYGEhgYWOH3FPEqR/8LGaOh6MDxgi9E3g/2W8DmMQerRUQqzGN+swUEBNChQwdWrlzpVl+5ciVdunSp8Ho2b95MnTp1nI8TExNLrPOzzz47o3WK1AimCA5Og7ShrqDkGw9134LatyooiYjX8pgjSwBjxowhKSmJjh07kpiYyCuvvMKuXbu4/fbbAcf02N69e1m4cCEAL774Iueccw6tWrUiPz+fN998k6VLl7J06VLnOu+55x66d+/O1KlTGThwIB988AGff/45X331lSXbKFItFWYcn3ZLdtWCu0Psc+AbaV1fIiJVwKPC0qBBgzhw4ACPPvooqampnH/++SxfvpyEhAQAUlNT3e65lJ+fz/3338/evXsJDg6mVatWfPLJJ1x22WXOMV26dOHtt99mwoQJTJw4kSZNmrBkyRI6depU5dsnUi0dS3YEpaKM4wUfiBgDtW/T0SQRqRE86j5L1ZXusyReyRTD4dlwaBpQ7Kj5xkLsNAi+0NLWRETOhor+/faoI0siUkWK9kP6fXDspOno4IuOT7tFW9eXiIgFFJZExN2x9ZB+LxTtO17wgYhRUPtOsPla2ZmIiCUUlkTEwRTD4Zfh0AtAkaPmGw2xL0JwopWdiYhYSmFJRKDoIKTfD8fWuGpBnR1ByS/GsrZERKoDhSWRmi53o+NLcItO3JzVBrVHQsTdmnYTEUFhSaTmMgYyX4WDz+CcdvOJhNgXIOQiS1sTEalOFJZEaqKiw5DxTzj6H1ct6MLj024V//ogEZGaQGFJpKbJ3Qzpo6DwD1et9h0QcS/Y9CtBRORU+s0oUlMYA5mvw8GpQKGj5hPhuHdSyMWWtiYiUp0pLInUBEWZkPEgHD3pS6MDO0DcNPCrU/brREREYUnE6+X9D/bdDYV7XDX7rRA5Bmz+1vUlIuIhFJZEvJUxkLUQDkwBChw1HzvEPAu1/m5payIinkRhScQbFWdDxjjI+dRVC2wHcdPBr651fYmIeCCFJRFvk/f98Wm3Xa6afThE3g+2AOv6EhHxUApLIt7CGMheDPsfA/IdNZ9wiHkaavWytDUREU+msCTiDYqPQMZ4yPnYVQu8AGKng38D6/oSEfECCksini5vK6SPhIKdrlr4UIgaq2k3EZGzQGFJxFMZA9lL4MCjYPIcNVsoxEyF0L7W9iYi4kUUlkQ8UXEO7H8YjrzvqgW0grgZ4J9gWVsiIt5IYUnE0+T/7LjareA3Vy38Roh8CHwCretLRMRLKSyJeJLsd2H/JDC5jse2UIh5AkIHWNuXiIgXU1gS8QTFxxwh6chSVy2gxfFpt0bW9SUiUgMoLIlUd/m/wr6RULDNVQu7DqImgk+QdX2JiNQQCksi1Vn2e7B/Iphjjse2kOPTbldY25eISA2isCRSHRXnwoFHIPtfrpr/eRA3EwKaWNeXiEgNpLAkUt3kb3fcZDL/Z1ct7BqImgQ+wdb1JSJSQyksiVQnRz6EjAlgchyPbcEQ/SiE/cPavkREajCFJZHqoDgPDjwO2W+5av7nHp92a2pdXyIiorAkYrmCnY6bTOb/6KqF/p/jiJJPiGVtiYiIg8KSiJWOLIeMcWCOOB7bAiHqEQi7Gmw2a3sTERFAYUnEGiYPDkyBrDdcNf/Gx6fdmlnXl4iIlKCwJFLVCnYdn3b73lULvQKiHwOfUOv6EhGRUiksiVSlnH9DxoNQnO14bAuAqIcdd+TWtJuISLWksCRSFUw+HJgKWfNdNb8Ex7RbYEvL2hIRkdNTWBKpbAV7IH0U5G1x1WpdBjFPgk+YdX2JiEiFKCyJVKaczyHjASjOOl4IgKjxED5Y024iIh7Cx+oGztTs2bNp1KgRQUFBdOjQgS+//LLMscuWLaNXr17ExMQQHh5OYmIi//73v93GzJ8/H5vNVmLJzc2t7E0Rb2YKHFe77bvNFZT8GkK9f4H9RgUlEREP4lFhacmSJdx7772MHz+ezZs3061bN/r168euXbtKHb927Vp69erF8uXL2bRpEz169ODyyy9n8+bNbuPCw8NJTU11W4KCgqpik8QbFf4Bf1wPma+6aiF9oP6HENjaur5ERORPsRljjNVNVFSnTp1o3749c+bMcdZatGjBlVdeyZQpUyq0jlatWjFo0CAefvhhwHFk6d577+Xw4cN/uq+srCzsdjuZmZmEh4f/6fWIFzi6CtIfgOJDxwv+EDUWwofqaJKISDVT0b/fHnNkKT8/n02bNtG7d2+3eu/evVm3bl2F1lFcXEx2djaRkZFu9SNHjpCQkED9+vUZMGBAiSNPIqdlCuHA05B2iyso+dWDukvAfpOCkoiIB/OYE7z3799PUVERcXFxbvW4uDjS0tIqtI7nnnuOnJwcrr32WmetefPmzJ8/n9atW5OVlcW0adPo2rUrW7ZsoWnT0r/ANC8vj7y8POfjrKysUsdJDVGYBun3QO5GVy2kJ8Q8Db526/oSEZGzwmPC0gm2U/4P3RhTolaaxYsXM3nyZD744ANiY2Od9c6dO9O5c2fn465du9K+fXtmzJjB9OnTS13XlClTeOSRR/7kFohXOboW0u+D4oPHC34Q+U+wD9PRJBERL+Ex03DR0dH4+vqWOIqUnp5e4mjTqZYsWcLw4cP517/+Rc+ePcsd6+Pjw9/+9je2bdtW5phx48aRmZnpXHbv3l3xDRHvYIrg4POQNswVlHzrQN3FUHu4gpKIiBfxmLAUEBBAhw4dWLlypVt95cqVdOnSpczXLV68mJtuuom33nqL/v37n/Z9jDGkpKRQp06dMscEBgYSHh7utkgNUpgOqUlweBZw/PqIkB5Q/yMIam9payIicvZ51DTcmDFjSEpKomPHjiQmJvLKK6+wa9cubr/9dsBxxGfv3r0sXLgQcASlIUOGMG3aNDp37uw8KhUcHIzd7jiX5JFHHqFz5840bdqUrKwspk+fTkpKCrNmzbJmI6V6O/ZfSB8NRQeOF3wh8j6wjwCbx/y/h4iInAGPCkuDBg3iwIEDPProo6SmpnL++eezfPlyEhISAEhNTXW759LLL79MYWEhd911F3fddZezPnToUObPnw/A4cOHufXWW0lLS8Nut9OuXTvWrl3LhRdeWKXbJtWcKXIcSTo0HefRJN94iJsGQR0tbU1ERCqXR91nqbrSfZa8XOF+yBgNx066RUVwN4h9DnyjrOtLRET+kor+/faoI0siVe7Y15B+LxRlHC/4QMRoqH27pt1ERGoIhSWR0phiODwbDk0Dih0131iIfRGCO1nZmYiIVDGFJZFTFR1w3Dvp2Elf0hzcFWKeB79o6/oSERFLKCyJnOzYBsfduIv2HS/YIOIeqH0n2HwtbU1ERKyhsCQCjmm3zLlw8DmgyFHzjYbYFyC47Pt4iYiI91NYEik6BOn3w7HVrlpQZ8f5SX4xVnUlIiLVhMKS1Gy5m2DfKCg68TU6Nqh9F0SM0rSbiIgACktSUxkDmfPg4DNAoaPmEwmxz0NIN0tbExGR6kVhSWqeosOQ8U84+h9XLehvEDsN/Mr/UmYREal5FJakZslNgfRRULjXVat9B0TcCzb9cxARkZL010FqBmMgaz4cmAoUOGo+ERD7LIRcYmFjIiJS3SksifcryoKMB+HoZ65aYHvHl+D61bWuLxER8QgKS+Ld8v7nuNqtcLerZh8BkfeBzd+6vkRExGMoLIl3Mgay3oQDTwL5jpqPHWKegVqXWtqaiIh4FoUl8T7F2ZDxEOQsd9UC20LsdPCvZ1lbIiLimRSWxLvk/QD7RkLhLlfNPgwiHwBbgHV9iYiIx1JYEu9gDGQvhgOPgTkx7RYGMU9Drd7W9iYiIh5NYUk8X/ERyJgAOR+5aoGtIXYG+Dewri8REfEKCkvi2fJ+gvSRULDDVQsfAlFjwRZoXV8iIuI1FJbEMxkD2f+CA4+AyXPUbKEQ8xSE9rO2NxER8SoKS+J5io/C/olw5H1XLaAVxE0H/3Os6kpERLyUwpJ4lvxfYN/dUPCrqxY+GCLHg4+m3URE5OxTWBLPkf0u7J8EJtfx2FYLYp6E0AHW9iUiIl5NYUmqv+JjjpB0ZKmrFtAcYmdCQCPr+hIRkRpBYUmqt/xfHTeZLNjmqoUNgqiHwSfIur5ERKTGUFiS6iv7fceJ3Oao47EtBKIfh7CBlrYlIiI1i8KSVD/FuXDgUche4qr5N4W4WRDQxLq+RESkRlJYkuolf4fjJpP5P7lqoVdD9GTwCbasLRERqbkUlqT6OPIxZDwEJsfx2BYE0Y9C2FXW9iUiIjWawpJYrzgPDj4BWYtcNf9zIW4GBJxnXV8iIiIoLInVCn533GQy/wdXLfRKxxEln1qWtSUiInKCwpJY58inkDEWzBHHY1sgRE2GsGvAZrO0NRERkRMUlqTqmTw4MAWy3nDV/Bs5bjIZ2Ny6vkREREqhsCRVq2A3pN8Ned+5arUuh5jHwSfUur5ERETKoLAkVSfnM8j4JxRnOx7bAiBqIoRdr2k3ERGpthSWpPKZfDj4DGS+5qr5JTiudgtsZV1fIiIiFaCwJJWrYC+kj4K8FFet1mUQ8yT4hFnWloiISEX5WN3AmZo9ezaNGjUiKCiIDh068OWXX5Y7fs2aNXTo0IGgoCAaN27MSy+9VGLM0qVLadmyJYGBgbRs2ZL33nuvstqvWXK+gL2XnxSUAhxXu8VOV1ASERGP4VFhacmSJdx7772MHz+ezZs3061bN/r168euXbtKHb9jxw4uu+wyunXrxubNm3nooYcYNWoUS5cudY5JTk5m0KBBJCUlsWXLFpKSkrj22mv55ptvqmqzvI8pcFzttm8EFGc6an4NoN6/wJ6k85NERMSj2IwxxuomKqpTp060b9+eOXPmOGstWrTgyiuvZMqUKSXGP/jgg3z44Yds3brVWbv99tvZsmULycnJAAwaNIisrCw+/fRT55i+ffsSERHB4sWLK9RXVlYWdrudzMxMwsPD/+zmeYfCP2DfPZD3rasW0htipoJvDd83IiJSrVT077fHHFnKz89n06ZN9O7d263eu3dv1q1bV+prkpOTS4zv06cPGzdupKCgoNwxZa0TIC8vj6ysLLdFgKOrYc8VJwUlf4iaAHGzFZRERMRjeUxY2r9/P0VFRcTFxbnV4+LiSEtLK/U1aWlppY4vLCxk//795Y4pa50AU6ZMwW63O5cGDRr8mU3yHqbQcbVb2nAoPuSo+dWDukvAfrOm3URExKN5TFg6wXbKH15jTIna6cafWj/TdY4bN47MzEznsnv37gr373UK0yD1Rjh80onzIZdCvQ8hqI11fYmIiJwlHnPrgOjoaHx9fUsc8UlPTy9xZOiE+Pj4Usf7+fkRFRVV7piy1gkQGBhIYGDgn9kM73L0S0gfA8UHjxf8IPIBsA/X0SQREfEaHnNkKSAggA4dOrBy5Uq3+sqVK+nSpUupr0lMTCwx/rPPPqNjx474+/uXO6asdQpgiuDgC5B2syso+daBuouh9i0KSiIi4lU85sgSwJgxY0hKSqJjx44kJibyyiuvsGvXLm6//XbAMT22d+9eFi5cCDiufJs5cyZjxoxhxIgRJCcnM2/ePLer3O655x66d+/O1KlTGThwIB988AGff/45X331lSXbWO0VpkP6vZB70q0Vgi+B2GfBN8KqrkRERCqNR4WlQYMGceDAAR599FFSU1M5//zzWb58OQkJCQCkpqa63XOpUaNGLF++nNGjRzNr1izq1q3L9OnTueqqq5xjunTpwttvv82ECROYOHEiTZo0YcmSJXTq1KnKt6/aO7YO0kdD0f7jBV+IvA/sI8DmMQcpRUREzohH3WepuvL6+yyZIjg8Cw5NB45/XHzjIG46BHW0tDUREZE/q6J/vz3qyJJYoHA/ZIyBY/911YK7Qexz4BtlXV8iIiJVRGFJynbsG8f5SUXpxws+EHEv1L5D024iIlJjKCxJSabYcd+kQy8AxY6abwzEvgjBna3sTEREpMopLIm7ogOQfh8c+9JVC+4CMS+AX7R1fYmIiFhEYUlccjc6vgS36MRNOm0QMQpq3wU2X0tbExERsYrCkjim3TLnwsHngCJHzTcKYl+A4K6WtiYiImI1haWarugQZDwAR1e5akGdHOcn+cVa1paIiEh1obBUk+V+C/tGQVHq8YINat/pmHqz6aMhIiICCks1kzGQOQ8OPgMUOmo+kRD7PIR0s7Q1ERGR6kZhqaYpyoSMf8LRz121oL8dn3aLt6wtERGR6kphqSbJ3QLpd0PhXlet9u0QMVrTbiIiImXQX8iawBjIWgAHngIKHDWf2hD7LIT0sLIzERGRak9hydsVZUHGWDj6b1ctsJ3jS3D96lrXl4iIiIdQWPJmed85rnYr3OWq2W+ByPvB5m9dXyIiIh5EYckbGQNZb8KBJ4F8R83HDjHPQK1LLW1NRETE0ygseZvibMh4CHKWu2qBbSB2BvjXs64vERERD6Ww5E3yfoR9I6Hwd1ct/GaI+ifYAqzrS0RExIMpLHkDYyB7MRx4DMyJabcwiJkKtfpY25uIiIiHU1jydMU5sH8CHPnQVQs4H+JmgH9D6/oSERHxEgpLniz/Z8e0W8F2Vy08CaLGgS3Qur5ERES8iMKSJzIGst+FA5PA5DlqtlCImQKhl1nbm4iIiJdRWPI0xUdh/8Nw5D1XLaDl8Wm3cyxrS0RExFspLHmS/F9g391Q8KurFnYDRE0AH027iYiIVAaFJU+RvRT2TwJzzPHYVgtiHofQK6ztS0RExMspLFV3xcfgwCOQ/Y6rFtAMYmdCQGPr+hIREakhFJaqs/zfjl/t9ourFnYtRE0CnyDr+hIREalBFJaqq9xvIXUomKOOx7ZgiH4cwq60tC0REZGaxsfqBqQMAS3Ar77jv/2bQr33FZREREQsoLBUXfkEQ9wsx9Vu9ZZBwLlWdyQiIlIjaRquOgtoDDGPWd2FiIhIjaYjSyIiIiLlUFgSERERKYfCkoiIiEg5FJZEREREyqGwJCIiIlIOhSURERGRcnhMWDp06BBJSUnY7XbsdjtJSUkcPny4zPEFBQU8+OCDtG7dmlq1alG3bl2GDBnCH3/84TbukksuwWazuS3XXXddJW+NiIiIeAqPCUs33HADKSkprFixghUrVpCSkkJSUlKZ448ePcq3337LxIkT+fbbb1m2bBm//PILV1xxRYmxI0aMIDU11bm8/PLLlbkpIiIi4kE84qaUW7duZcWKFXz99dd06tQJgLlz55KYmMjPP/9Ms2bNSrzGbrezcuVKt9qMGTO48MIL2bVrFw0bNnTWQ0JCiI+Pr9yNEBEREY/kEUeWkpOTsdvtzqAE0LlzZ+x2O+vWravwejIzM7HZbNSuXdutvmjRIqKjo2nVqhX3338/2dnZZ6t1ERER8XAecWQpLS2N2NjYEvXY2FjS0tIqtI7c3FzGjh3LDTfcQHh4uLM+ePBgGjVqRHx8PN9//z3jxo1jy5YtJY5KnSwvL4+8vDzn46ysrDPYGhEREfEklh5Zmjx5comTq09dNm7cCIDNZivxemNMqfVTFRQUcN1111FcXMzs2bPdnhsxYgQ9e/bk/PPP57rrruPdd9/l888/59tvvy1zfVOmTHGeaG6322nQoMEZbrmIiIh4CkuPLI0cOfK0V56dc845/O9//2Pfvn0lnsvIyCAuLq7c1xcUFHDttdeyY8cOvvjiC7ejSqVp3749/v7+bNu2jfbt25c6Zty4cYwZM8b5OCsrS4FJRETES1kalqKjo4mOjj7tuMTERDIzM1m/fj0XXnghAN988w2ZmZl06dKlzNedCErbtm1j1apVREVFnfa9fvjhBwoKCqhTp06ZYwIDAwkMDHQ+NsYAmo4TERHxJCf+bp/4O14m4yH69u1rLrjgApOcnGySk5NN69atzYABA9zGNGvWzCxbtswYY0xBQYG54oorTP369U1KSopJTU11Lnl5ecYYY3799VfzyCOPmA0bNpgdO3aYTz75xDRv3ty0a9fOFBYWVri33bt3G0CLFi1atGjR4oHL7t27y/07bzPmdHGqejh48CCjRo3iww8/BOCKK65g5syZble22Ww2Xn/9dW666SZ27txJo0aNSl3XqlWruOSSS9i9ezc33ngj33//PUeOHKFBgwb079+fSZMmERkZWeHeiouL+eOPPwgLC6vQOVRWOTFduHv37tNOR4r215nS/joz2l9nRvvrzGh/VYwxhuzsbOrWrYuPT9mncXtMWJK/LisrC7vdTmZmpv7xVID215nR/joz2l9nRvvrzGh/nV0ecZ8lEREREasoLImIiIiUQ2GpBgkMDGTSpEluV/JJ2bS/zoz215nR/joz2l9nRvvr7NI5SyIiIiLl0JElERERkXIoLImIiIiUQ2FJREREpBwKSyIiIiLlUFjyElOmTMFms3Hvvfc6a/v27eOmm26ibt26hISE0LdvX7Zt23badR0+fJi77rqLOnXqEBQURIsWLVi+fHkldl+1zua+evHFF2nWrBnBwcE0aNCA0aNHk5ubW4ndV43Jkydjs9nclvj4eOfzxhgmT55M3bp1CQ4O5pJLLuGHH3447XqXLl1Ky5YtCQwMpGXLlrz33nuVuRlVojL21dy5c+nWrRsRERFERETQs2dP1q9fX9mbUiUq67N1wttvv43NZuPKK6+shO6rXmXtL2//PX+2KSx5gQ0bNvDKK69wwQUXOGvGGK688kq2b9/OBx98wObNm0lISKBnz57k5OSUua78/Hx69erFzp07effdd/n555+ZO3cu9erVq4pNqXRnc18tWrSIsWPHMmnSJLZu3cq8efNYsmQJ48aNq4pNqXStWrUiNTXVuXz33XfO555++mmef/55Zs6cyYYNG4iPj6dXr15kZ2eXub7k5GQGDRpEUlISW7ZsISkpiWuvvZZvvvmmKjanUp3tfbV69Wquv/56Vq1aRXJyMg0bNqR3797s3bu3Kjan0p3t/XXC77//zv3330+3bt0qs/0qd7b3l7f/nq8UFf62WKmWsrOzTdOmTc3KlSvNxRdfbO655x5jjDE///yzAcz333/vHFtYWGgiIyPN3Llzy1zfnDlzTOPGjU1+fn5lt17lzva+uuuuu8zf//53t9qYMWPMRRddVCn9V6VJkyaZNm3alPpccXGxiY+PN0899ZSzlpuba+x2u3nppZfKXOe1115r+vbt61br06ePue66685Kz1apjH11qsLCQhMWFmYWLFjwV9u1XGXtr8LCQtO1a1fz6quvmqFDh5qBAweexa6tUxn7y5t/z1cWHVnycHfddRf9+/enZ8+ebvW8vDwAgoKCnDVfX18CAgL46quvylzfhx9+SGJiInfddRdxcXGcf/75PPnkkxQVFVXOBlShs72vLrroIjZt2uScHtm+fTvLly+nf//+ldB91du2bRt169alUaNGXHfddWzfvh2AHTt2kJaWRu/evZ1jAwMDufjii1m3bl2Z60tOTnZ7DUCfPn3KfY2nONv76lRHjx6loKDgjL7guzqrjP316KOPEhMTw/Dhwyu1dyuc7f3lzb/nK4uf1Q3In/f222/z7bffsmHDhhLPNW/enISEBMaNG8fLL79MrVq1eP7550lLSyM1NbXMdW7fvp0vvviCwYMHs3z5crZt28Zdd91FYWEhDz/8cGVuTqWqjH113XXXkZGRwUUXXYQxhsLCQu644w7Gjh1bmZtSJTp16sTChQs577zz2LdvH48//jhdunThhx9+IC0tDYC4uDi318TFxfH777+Xuc60tLRSX3NifZ6qMvbVqcaOHUu9evVKBH1PVBn767///S/z5s0jJSWlMlu3RGXsL2/9PV+ZFJY81O7du7nnnnv47LPP3I6InODv78/SpUsZPnw4kZGR+Pr60rNnT/r161fueouLi4mNjeWVV17B19eXDh068Mcff/DMM8947D+iytpXq1ev5oknnmD27Nl06tSJX3/9lXvuuYc6deowceLEytqcKnHytrdu3ZrExESaNGnCggUL6Ny5MwA2m83tNcaYErVT/ZnXVHeVta9OePrpp1m8eDGrV68u9fPrac72/srOzubGG29k7ty5REdHV17jFqmMz5c3/p6vbApLHmrTpk2kp6fToUMHZ62oqIi1a9cyc+ZM8vLy6NChAykpKWRmZpKfn09MTAydOnWiY8eOZa63Tp06+Pv74+vr66y1aNGCtLQ08vPzCQgIqNTtqgyVta8mTpxIUlISt9xyC+D4RZaTk8Ott97K+PHj8fHxnlnuWrVq0bp1a7Zt2+a8yigtLY06deo4x6Snp5f4P9yTxcfHlziKdLrXeKKzsa9OePbZZ3nyySf5/PPP3S5K8CZ/dX/99ttv7Ny5k8svv9xZKy4uBsDPz4+ff/6ZJk2aVN4GVLGz8fnyxt/zlc17fpvXMJdeeinfffcdKSkpzqVjx44MHjyYlJQUt38EdrudmJgYtm3bxsaNGxk4cGCZ6+3atSu//vqr85cNwC+//EKdOnU89h9QZe2ro0ePlghEvr6+GGMwXvaVi3l5eWzdupU6derQqFEj4uPjWblypfP5/Px81qxZQ5cuXcpcR2JiottrAD777LNyX+OJzsa+AnjmmWd47LHHWLFiRbmh3dP91f3VvHnzEv++r7jiCnr06EFKSgoNGjSoqk2pEmfj8+WNv+crnXXnlsvZdvIVXsYY869//cusWrXK/Pbbb+b99983CQkJ5h//+Ifba5KSkszYsWOdj3ft2mVCQ0PNyJEjzc8//2w+/vhjExsbax5//PGq2owqcTb21aRJk0xYWJhZvHix2b59u/nss89MkyZNzLXXXltVm1Fp7rvvPrN69Wqzfft28/XXX5sBAwaYsLAws3PnTmOMMU899ZSx2+1m2bJl5rvvvjPXX3+9qVOnjsnKynKu49T99d///tf4+vqap556ymzdutU89dRTxs/Pz3z99ddVvn1nU2Xsq6lTp5qAgADz7rvvmtTUVOeSnZ1d5dt3tlXG/jqVN10NVxn7q6b8nj+bFJa8yKkBYNq0aaZ+/frG39/fNGzY0EyYMMHk5eWVeM3QoUPdauvWrTOdOnUygYGBpnHjxuaJJ54whYWFVbAFVeds7KuCggIzefJk06RJExMUFGQaNGhg7rzzTnPo0KGq2YhKNGjQIFOnTh3j7+9v6tata/7xj3+YH374wfl8cXGxmTRpkomPjzeBgYGme/fu5rvvvnNbR2mfrXfeecc0a9bM+Pv7m+bNm5ulS5dWxeZUqsrYVwkJCQYosUyaNKmKtqryVNZn62TeFJYqa3/VhN/zZ5PNGC+bLxARERE5i3TOkoiIiEg5FJZEREREyqGwJCIiIlIOhSURERGRcigsiYiIiJRDYUlERESkHApLIiIiIuVQWBIREREph8KSiMgpioqK6NKlC1dddZVbPTMzkwYNGjBhwgSLOhMRK+gO3iIipdi2bRtt27bllVdeYfDgwQAMGTKELVu2sGHDBn3hqEgNorAkIlKG6dOnM3nyZL7//ns2bNjANddcw/r162nbtq3VrYlIFVJYEhEpgzGGv//97/j6+vLdd99x9913awpOpAZSWBIRKcdPP/1EixYtaN26Nd9++y1+fn5WtyQiVUwneIuIlOO1114jJCSEHTt2sGfPHqvbEREL6MiSiEgZkpOT6d69O59++ilPP/00RUVFfP7559hsNqtbE5EqpCNLIiKlOHbsGEOHDuW2226jZ8+evPrqq2zYsIGXX37Z6tZEpIopLImIlGLs2LEUFxczdepUABo2bMhzzz3HAw88wM6dO61tTkSqlKbhREROsWbNGi699FJWr17NRRdd5PZcnz59KCws1HScSA2isCQiIiJSDk3DiYiIiJRDYUlERESkHApLIiIiIuVQWBIREREph8KSiIiISDkUlkRERETKobAkIiIiUg6FJREREZFyKCyJiIiIlENhSURERKQcCksiIiIi5VBYEhERESnH/wMVstQH6HqBnQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PIER JO SALVADOR\n",
+      "3102     43.403957\n",
+      "4447     43.403957\n",
+      "862      43.403957\n",
+      "4894     43.403957\n",
+      "1870     43.403957\n",
+      "           ...    \n",
+      "21246    43.403928\n",
+      "21358    43.403943\n",
+      "21470    43.403943\n",
+      "21582    43.403962\n",
+      "21694    43.403948\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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z6dWrF0uWLIn6mEuWLKFBgwY0bdqU888/P6bR6Vu2bOGNN96gc+fOQUWKPxs2bOCzzz5jyJAhhWM///wz+/fv59RTTy0ca9CgAYcddlhIS8327duL3DGlAtZF3f9H/KWXXip23549e1KuXDmWLl3KUUcdFfAB0LJlS5o1a8Yrr7xCfn5+0ONZc/C/c7TcOK+//rrP+Ny5c1m4cGGhiAiHSy+9lPLly9O/f38WLVrEsGHDwtqvfv36HHroobz//vv8/PPPhUKlR48ebNq0iSeffJKsrKyg1iWLYK+xpGzevDmo6/Gvv/4C5Hvs5I033vBZnzFjBitXriy8GenSpQvVqlVjwYIFQT/f8uXLU6lSJbp3786vv/5K+/btA25nic3u3bvz559/8ttvv/mc+80334zF21CE0047DWMMa9euDTivdu3aAZH9H8TrM/R4PBhjiszh5Zdf5uDBgwH3Ke4zVNKTUmNRCcXSpUt56623WLNmTeGP20033cSUKVMYN24cDz30UMTHPPbYY5kwYQItW7Zkw4YNPPDAA3Tu3Jk///wzoLk7XG699Vaee+45du/ezXHHHVeYBhgOr776KlWrVuWss84qHPvnn38oX7481atX99m2bt26Qe/6li5dysiRI3niiSeiexEu0rlzZ6pXr87QoUO59957ycjI4I033ihyIQlEbm4u//vf/7jzzjtZtmwZvXr1onr16mzYsIE5c+ZQuXJl7rvvPkBSfPv168dxxx3H9ddfT+PGjVm1ahVffPFF4Y+tddF45plnGDRoEBkZGbRq1YpWrVpx+eWXM3LkSMqUKUPv3r1ZsWIFd999Nzk5OT6WteKoVq0aAwcOZNSoUTRp0oR+/fqFve/JJ5/MyJEjqVixIl26dAHEUtC0aVO+/PJLTj/9dMqVC/0TYVWeHT16NFWrVqVChQo0bdq0RP8DILEf//3vf+nfvz+dO3emZs2abNy4kbfeeospU6YwcODAItaon376iUsvvZRzzz2X1atXc+edd9KwYUOuuuoqAKpUqcLIkSMZNGgQW7Zs4ZxzzqFOnTps2rSJ3377jU2bNjFq1ChAPrPjjz+eE044gSuvvJLc3Fx27NjB33//zSeffFJYfPC6667jlVdeoW/fvjzwwAPUrVuXN954o1BMxZouXbpw+eWXc8kll/DTTz9x4oknUrlyZdavX88PP/xAu3btuPLKK2ndujXNmjXjtttuwxhDjRo1+OSTTwrjj5wE+55WrVq1RHPNysrixBNP5LHHHqNWrVrk5uYyffp0xo4dG7SwXHGfoZKmuBvLGx8A8+GHHxauv/POOwYwlStX9nmUK1euMJNj+fLlxUbfX3311UHPuXPnTlO3bl2faPwrrrjC53wej8dUqFDBZ8zKsLDYtGmTWbRokfnyyy9Nly5dTJ8+fUxBQUFYr7tVq1Zm2LBhPmNvvPGGKV++fJFtTznlFHPFFVcUGV+7dq1p3ry5GTJkSFjnTATBsn7atm0bcPsZM2aYTp06mUqVKpnatWubSy+91Pzyyy8GMOPGjSvcLlB6sjGSvdC9e3eTlZVlMjMzTZMmTcw555zjk75qjGRg9O7d22RnZ5vMzEzTrFkzc/311/tsc/vtt5sGDRqYMmXK+GSBHDx40DzyyCOmZcuWJiMjw9SqVctcdNFFZvXq1WG/Totp06YZwDz88MMht/Pno48+MoDp0aOHz/hll11mAPPss88W2Qe/rB9jjHn66adN06ZNTdmyZX3e42BzHzRoUJGUW39Wr15t7rrrLtOlSxdTr149U65cOVO1alVz7LHHmpEjR5oDBw4UbmtljHz55ZdmwIABplq1aqZixYqmT58+ZsmSJUWOPX36dNO3b19To0YNk5GRYRo2bGj69u1r3n33XZ/tli9fbgYPHmwaNmxoMjIyTO3atU3nzp2LZKAsWLDA9OjRw1SoUMHUqFHDDBkypPC9DTfrZ+7cuQGf79u3b8D36pVXXjHHHnusqVy5sqlYsaJp1qyZGThwoPnpp5+KzKtq1aqmevXq5txzzzWrVq0K+BkG+542adLE9O3bt8j5A/0eWr+hjz32WOHYmjVrzNlnn22qV69uqlatanr16mXmz59vmjRpYgYNGlTkfQj3M1TSi7QQKhMnTjRly5Y1f/31l1myZInPY/369cYYY/bt22cWLlwY8uGsURCIU045xQwdOrRwfcOGDT7natiwoXn99dd9xvbv3x/0eKtXrzaAmTFjRrGv+bvvvjNAkTTJr7/+2gCF6ZQW7du3N/fcc4/P2Nq1a03Lli3NgAEDzMGDB4s9Z6pz3XXXmZo1a7o9jRJzww03mIoVK5p///3X7am4QnEXeyX50c9QCUVauH4OP/xwDh48yMaNGznhhBMCbpORkUHr1q2jPkd+fj4LFy70OX6dOnWoU6dO4Xq5cuVo2LBh2IFhxpjCYxfH2LFjOfLII4ukSR555JFkZGTw1Vdfcd555wESxDl//nweffTRwu3Wrl1L9+7dOfLIIxk3bpxP5c/SxsaNG5k5cyYffPABnTp1cns6UTNr1iwWL17MCy+8wBVXXFFid4uiKEoyUmqEys6dO30i2pcvX868efOoUaMGLVu2pH///gwcOJAnnniCww8/nH///ZdvvvmGdu3a0adPn4jPd9NNN9GvXz8aN27Mxo0beeCBB8jLy/OJsI+EOXPmMGfOHI4//niqV6/OsmXLuOeee2jWrJnPxbR169aMGDGCM888s3AsLy+Pd999N2BMSXZ2NkOGDOHGG2+kZs2a1KhRg5tuuol27doVZnSsW7eObt260bhxYx5//PHC9FuIPM0yFfj8888ZNmwYxx13HM8884zb04maTp06UalSJU477TQeeOABt6ejKIoSH9w26cSKb7/9NmBcieUH3bdvn7nnnntMbm6uycjIMPXq1TNnnnmm+f3336M63//93/+Z+vXrm4yMDNOgQQNz1lln+ZRYD0STJk2C+qx///130717d1OjRg2TmZlpcnNzzdChQ30qQhpjisRZGGPMSy+9ZCpWrGi2bdsW8Nh79uwxw4YNMzVq1DAVK1Y0p512mlm1alXh86GqYyqKoiiKm3iM8foXFEVRFEVRkozSG4igKIqiKErKo0JFURRFUZSkJaWDaQsKCli3bh1Vq1YNWmZcURRFUZTkwhjDjh07aNCgQbFZpiktVNatW0dOTo7b01AURVEUJQpWr15dbIPXlBYqVonn1atXk5WV5fJsFEVRFEUJh7y8PHJycsJq1ZDSQsVy92RlZalQURRFUZQUI5ywDQ2mVRRFURQlaVGhoiiKoihK0qJCRVEURVGUpCWlY1QURVGU5KGgoIB9+/a5PQ0lCcjIyKBs2bIxOZYKFUVRFKXE7Nu3j+XLl1NQUOD2VJQkoVq1atSrV6/Edc5UqCiKoiglwhjD+vXrKVu2LDk5OcUW8FJKN8YYdu/ezcaNGwGoX79+iY6nQkVRFEUpEQcOHGD37t00aNCASpUquT0dJQmoWLEiABs3bqROnTolcgOp7FUURVFKxMGDBwEoX768yzNRkglLtO7fv79Ex1GhoiiKosQE7bmmOInV90GFiqIoiqIoSYsKFUVRFEVJMlasWIHH42HevHluT8V1VKgoiqIoacnGjRu54ooraNy4MZmZmdSrV4+ePXsyc+ZMt6eWlGzdupUBAwaQnZ1NdnY2AwYMYNu2bXE/r2b9BGI38DZQADQCcryP4ps8KoqQB7wHdAWauTwXRVECcvbZZ7N//35effVVDjnkEDZs2MDXX3/Nli1b3J5aWKxZs4aGDRsmLDbowgsvZM2aNUyZMgWAyy+/nAEDBvDJJ5/E98Qmhdm+fbsBzPbt22N74FuNMQR4ZBlj2hpjehpjLjXG3GeMGWuM+dIYs9AYsyO201BSmIFGvjN1jDGbXZ6LosSZPXv2mAULFpg9e/a4PZWw2bp1qwHMtGnTQm4HmBdeeMH06tXLVKhQweTm5pp33nnHZ5s1a9aY8847z1SrVs3UqFHDnH766Wb58uU+27zyyiumdevWJjMz07Rq1co8//zzPs/Pnj3bdOzY0WRmZpojjzzSfPDBBwYwv/76a9C5XXzxxSY3N9fcc889ZunSpRG9/khZsGCBAcysWbMKx2bOnGkA89dffwXcJ9T3IpLrt7p+AlE9yHge8CfwBfAycC8wBDgVaINYXKoD7YA+wBXA/cB4YCqwCNgVx3krycNs79+NwF1uTkRRlEBUqVKFKlWqMGnSJPLz80Nue/fdd3P22Wfz22+/cdFFF3HBBRewcOFCAHbv3k337t2pUqUK3333HT/88ANVqlShV69ehe0ExowZw5133smDDz7IwoULeeihh7j77rt59dVXAdi1axennXYarVq14ueff2b48OHcdNNNxb6GZ599lrvvvpvp06fTokULTjzxRMaOHcuOHTtCvuZgj969ewc918yZM8nOzubYY48tHDvuuOPIzs5mxowZxc61RESvr9wnbhaVA8aYx4wxmaaoVaVMgLFIH9WNMe2NMX2MMVcYYx4wxow3xnxtjFlkjNkV25ejJJgCY0xlY3/eHmPMz67OSFHiSsA75yONMQ1deBwZ/rzfe+89U716dVOhQgXTuXNnc/vtt5vffvvNZxvADB061Gfs2GOPNVdeeaUxxpixY8eaVq1amYKCgsLn8/PzTcWKFc0XX3xhjDEmJyfHvPnmmz7HuP/++02nTp2MMca89NJLpkaNGmbXLvvHf9SoUcVaVJysWLHC3H///aZly5amUqVKpn///ubLL7/0mdeSJUtCPtasWRP0+A8++KBp0aJFkfEWLVqYhx56KOA+sbKoaIxKIMoCNwGnAYMBZ1xVLvAY0BRYDazx+2sth+rLtdX7+D3ENjWx42OccTLWckOgYkSvSkkU2/C1nBlgGPADGr6upA//AGvdnkRozj77bPr27cv333/PzJkzmTJlCo8++igvv/wyF198ceF2nTp18tmvU6dOhdk4P//8M3///TdVq/oGMe7du5elS5eyadMmVq9ezZAhQ7jssssKnz9w4ADZ2dkALFy4kA4dOvhU9fU/Z3E0adKEu+66i7vuuotXX32VYcOG8cYbb7B161aqVasGQPPmzSM6pj+BYmGMMXGPkVGhEorWwPfAM8CdwF5gGXA2cuEZAVQJsJ8BNlFUvDiX1wChivVt9j5+C7FNLYILmUbeR2axr1KJNWsCjM0EJgAXJ3YqiuIa9VLjvBUqVKBHjx706NGDe+65h0svvZR7773XR6gEwro4FxQUcOSRR/LGG28U2aZ27drs3bsXEPeP020CFJaVN8ZENukA/Pvvv0ycOJEJEyYwb948evfuzaBBgwrFEIjrJxQnnHACkydPDvhcvXr12LBhQ5HxTZs2Ubdu3ZJNvhhUqBRHWeAGxLoyBLkrBngO+AwYC3T328cD1PE+jghy3AJEzPgLGaegWQscCDG3f72PX0NsU4fQlpkGqJiJNasdy8djf2duAf4DVEvwfBTFDX5yewLRceihhzJp0iSfsVmzZjFw4ECf9cMPPxyAI444grfffps6deqQlZVV5HjZ2dk0bNiQZcuW0b9//6DnfO2119izZ09hj5xZs2YVO9f8/Hw++eQTJkyYwJQpU2jbti2DBg3is88+o3bt2kW2L64mi3XuQHTq1Int27czZ84cjjnmGABmz57N9u3b6dy5c7FzLRHFOoeSmLjFqATjoDHmGWNMReMbc3KlMSYvTudbZ4yZY4x53xjztDHmJmPM/xljuhhjGhtjypqSx8zUNcYcZYz5jzHmGmPMI8aYN40x3xtjlhtj9sXhtZVmXjL2e/uSMeYcx/o1Ls5LUeJEKmb9/Pvvv6Z79+7mtddeM7/99ptZtmyZeeedd0zdunXN4MGDC7cDTK1atczYsWPNokWLzD333GPKlClj/vzzT2OMMbt27TItWrQw3bp1M999951ZtmyZmTZtmrn22mvN6tWrjTHGjBkzxlSsWNE8/fTTZtGiReb33383r7zyinniiSeMMcbs2LHD1KpVy1xwwQXmzz//NJ999plp3rx5sTEqgwcPNnXr1jXXX399kdiaeNCrVy/Tvn17M3PmTDNz5kzTrl07c9pppwXdPlYxKipUomGJMeZE43uxb2KM+Sqx0zDGSODvWmPMLGPMe8aYp4wxNxhjzjPGdDLGNDIlDwD2GGPqGWOONsacZYy51kiw8VvGmB+MMSuNihkndxn7vfvMyPtTydjB2PH/PVGUhJKKQmXv3r3mtttuM0cccYTJzs42lSpVMq1atTJ33XWX2b17d+F2gHn++edNjx49TGZmpmnSpIl56623fI61fv16M3DgQFOrVi2TmZlpDjnkEHPZZZf5XJveeOMN07FjR1O+fHlTvXp1c+KJJ5oPPvig8PmZM2eaDh06mPLly5uOHTua999/v1ihsmTJErN///7YvSnFsHnzZtO/f39TtWpVU7VqVdO/f3+zdevWoNvHSqh4jImBc8wl8vLyyM7OZvv27QFNbnGlAHgBuBUpEGdxORJsm+DphOQAEtgWKGbG+rseeU3RUgbxDfvHyThdTfVJD2fjJUhKOkjAdDvgISTOCcQd9B3iIlSUUsDevXtZvnw5TZs2pUKFCm5PJ6Z4PB4+/PBD/vOf/7g9lZQj1Pcikut3Olw24kMZJKC2D3Ap8K13fDQwGamzcqo7UytCOezg2uOCbHMAESuBAn+t5X+QQOFAFADrvI/ZQbYpg4gV/zgZ53I9JC4olXHGqDTy/r0RES9LkJiVN4CLEjstRVGUVESFSkk5BCnmNhq4GdiJXKh6IsG3TwDZQfdOHsphi4Zg7EeESCjLzAZCi5m13kewOLGySIBvKMtMXZJbzFhZP5WxA2czgWcBq57SzcDpJJflTVEUJQlRoRILygBDgV6IdeVr7/hYYAoiYvq4M7WYkgE08T6CsQ8RM8EsM2sQMROMg459glEOW8wEEzR1cKdmicGeeyN83Tu9kKyfSYh16j5EyCpKMvIP8AlihW3n8lxcJIWjI0oNKlRiSS7wFTAGKRi3A7Ee9EXqZzxJ8PL8pYXyyPuQG2KbfOR9CVYsbzWSuh2MA8Aq7yMYGUhRvGA1ZnKA2sRezGzDjlkKZJ16ChGve5H6PIOBtjGeg6KUhEVIDSmLSsj/azVXZqMoKlRijgcJqO0FXAZ86R0fj/QIegno58rMkodMxGV2SIht9iI/jqEsM/+G2H8/sML7CEZ5RMwEi5fJQYrqRRL0Gig+xUkucDvSJ+ogEuf0TYTnUJR48CMS6O3PbsL+fqr1QXESq++DCpV40Ri5cx4HXI80NFyPxCUMAJ4Garg1uRSgAtDM+wjGHuwqv8EETahu7fuA5d5HMDKxA5GDWWZqYv+QO6vSBov3uQV4FalyPA14Gzg/xBwUJZ68D5wT4vlvKTbOzqqwum/fvpBFw5T0YvduMS9nZGSU6DianpwI1iBWFmdl4nrAi8AZrswofdhNaCGzBum7VBIqYIuWbx3jpwP/8z5XA9+70k+xLWsNEHN76OrWihI7DBLcfV2Ibb4nsIUl0OGMYdWqVezfv58GDRpQpow2tUpnjDHs3r2bjRs3Uq1aNerXr19km0iu3ypUEoVB7qKvA7Y7xi9AfjBquTAnRdhJ8ZaZ7UH3Do+KFLXGPOh4/jLELaguICWeHEQsek+G2GYhvjEqYbJv3z6WL19OQUFJCjIppYlq1apRr169gE0LVagkM2uRDKFPHWN1gFHAWa7MSAmHHRQVMv6CJi8G52lF6EaT2aiYUSJnL1K35/0gzzcC5iB1jkpAQUEB+/aFah2vpAsZGRmFLsFAqFBJdgxS8OtafN0O/weMRLJRlNQjD7kTXe9d/y8icJyiZmcJz1GF0DVmctDaLIrNVqAH8HOQ57sgLumqCZuRogAqVFKH9cCVwEeOsdrA88C5rsxIKSmtgMWIoMjD1/phvGNOK8xi4PEYzyGL0EKmEXphKu2sAo4ieJr/hUigf/mEzUhRfNAS+qlCfeBDYCKSproF+WE5D4nCfx5xCympgcHO+vEv9oZ3Pdv7OMwx3hnb7ZcDzES+C4HaGFjLe0LMIw9Y4H0EI5viLTOVQ+yvJCfzgMNDPH8bEhulsa5KCqEWlWRhA3AV8IFjrCbwHOIS0riE5GcL8pmBmNu/DLGtE4OU1v/Cu34HvoG2gbbfSvA2Btby3gjmHohqhK7+2wgpBqa4z1eE7i32PGK91d8RJUlQ10+qYoB3gavxLWZ2JtKpuZ4bk1LC5negg3f5EuCVCPZdjFhZ9iPm+PlAixLMxQCbCd2XaQ1SJbgk1CB0jZlGSMaTEnsMMAGpeh2MD5DfD0VJMtT1k6p4ELdPd8QV9I53/ENgOpLGfCF6V5SsOKvShmruGIiWSNuFEUghumuBz4n+s/YgKe+1gI5BtjGIIA5VY2aNdz7B2OJ9/B5im5qEtsw0RGrRJBvrkWqtvUiuGjcHgEeBO0Ns8wMSKKsopQAVKslIbaRa6bmIO2gTcjG4yDv+IlIkTEkunFVpA5XPL447gde8x5kCfEx8CwJ6kO9abeCIINsUIN+/UJaZtYglKBibvY95IbapTWjLTEOkSnCiMMBJwF9IjZvRCTx3MPYANyKlDAJRDhGMbRI2I0VJCOr6SXb+Ba5BAm4tqiEN7Qag1pVk4i7s2JLJyJ14pLyLWNVA+gItIPldJwXARoJbZlYjHbUPlPA8dQidydSQ2GWxbMduwlcLeX1u/a9tRf7XPwvyfDPE4towYTNSlBKjrp/SRC3gLeTidSUSdLsNGIRYV0ajP1DJQkktKiDZXicDXyMNFR8G7ivZtOJOGSR+qh5wdJBtDiLf3VCWmXXe7YKx0fsIVhPEA9QltGWmAdJZuzicPaL+BZYCzcPYL5asQYKs5wd5/mRE2Jb2juxK2qMWlVRiM1KC/3XHWDbwFBJQp9YVdzkZ6YQMIiaLaeQWlIVAe8QCkQn8SejmjKWFg8A/hI6ZWYdYcKLFgwiqUJaZBsBvSB0SiwmIVSMRzEfiS4JVOr4YyQbU9HElhdGsn9LOx8AVyI+6RU9gDJEHcSqxoyWwhMDF3iLlZuxCcP2Qz1wR8bae0H2Z1iMxJtFShsBi6B1sQVMfCF4dPDqmA91CPH8XcDdapE0pFahQSQe2ANcjd3oWVYEngEtR60qiMcgd7h4kmDFUsbVw2IGU41/nXf8U6FvCY6YL+xGxEsoy8w8lEzNlEbESyjJTj+LFTAHSf+e8ENs8j9yYxFoYKYqLqFBJJz4DLse+oIEUGxsDNHFlRunJZuwO2JEUewvFW0g6OsAhiAsoGdN4U5F9yP9MMMvMTzE4RznEjRQoJbsuIj4fDrH/u8DZ6E2HUirRYNp0oi9yAbsRu8DYV0jxsMcREaM/dPHHGUgbK/fb+cBLiEtgGfAYYvpXSk55JKsqN8jzD1D0ve6JFOFzCpqNIc5xAOm5syrCuZ2FlCLIQQKQ66Al75W0RoVKaaAaMBapu3IZ8gO6ExiK+NVfBpq6Nbk0wVnsLdqMH388SNBkRyTQ9CEkoDM3RsdXgrMlwNgJFC2ythepIxMqZuZfIuMDfFtpZCDfqVB9mWqjNyRKqUWFSmmiF5IxcBMiTkCyUNoBjyDpzXpnFh/iYVEBsYxdAzyNXBRvwPcipsSHQEJlZoCxCkhGVrCsrBVAf2BGCeayH1jufQSjPIHbFzgFTS1UzCgpiQqV0kY2Ep9iWVdWAbuQkvzvIpaXdEh1TTTxsKhYDEfiVTYg7RS+QNwQSvxwCpVMpCfSTCQAN5yL/e9ITZwlQZ7vhfwvWhWmdyOWmVCNJreGON8+xD24LMQ2mYSuMZOD9G5SMaMkGSpUSiunAn8AtyIl90FiHdoj/WSGodaVWBIviwqI+HwMGOhdvwb5bBNZUj7dcAqVbog43II0j2wVZB8DfIf87wXrjzQE6dNTw2+8EhL/EqoR5S4CN5Z0ipttIfbPRwrXLQ2xTUV83Uw5SHr8sSH2UZQ4o0KlNJOF9AU5B0lZXoHcuf0XeA+5oytJh17FJp4WFZDgypeQJnlLkCJ/t8XhPIpgCZUqwImIUAGxqvgLlQJgEpKhE4y7kJuGkjQ3rOw9dzChBBKbFqr672qCF5IDSa9fgq8l6DHvfnWinbiilAwVKunAycgd+G1ITQaA74EOSG+aa9EaDSXFsqhUJfqKtKHwIJ/dEciF8X4k9kEL/MUHS6jUADo5xmcilWFBLBTjkaD1YDyD1EBJlPWrClJ/p3WIbfKwO2P7C5o5FLXKVEWtd4qrqPE/XaiCZJB8i50BtAcJzjwRWOTSvEoDBtuiEg9rikUHpJs2iGXsxjieK50xSF0cEKFyNLaQn4lc6P+HBNIGEymvI+nJ15J8F/ks4FDERTUEiYF6CGiMNGN00gcJBI6H+FaUMFGhkm50Q6wr1zrGZiApsI8TuimcEpgtSEYOxN/CcT+SigoSHD01zudLR3Zid3qugYj89t71P5CL9r1B9v0UsXj1JzWslPuAJxEX8MvY1XpbIsUkP/MuK4qLqFBJRyojJunvsDvC7kX6yxyPNMVTwife8SlOqiGp5hbXEDxwU4kOZyBtDeBv4NcQ29dA/pcMUoAxVbJmJiMC7EbsuJUspA3HH4g1RVGSABUq6cwJSJfY67F/XGcBhyMXwwNB9lN8iWfGTyAGYWdh/AU8m4BzphNOofIewQPOOwC/IG6iE+I9qRiyGBFUfbBdvh4k4H4x4g7WxodKEqFCJd2phJh+v8f+Qc5HAm87I+X5ldAk0qIC8l/7PLa4vA/fXk9K9Bjg7TC2WwzMQ0R9qrAdKQbZFvjcMd4FmIvUX6rrwrwUpRhUqChCF8S6chP2t2IukmXyEGpdCUWiLSoARyLZJCAxFTcl6LyllYOIQCmDr2stENVIraKJB5FSBC0Rt471v9wIKST4PfJ9UpQkRYWKYlMRqZnwI3Z64z6kv8lxiN9aKUqiLSoWDwI1vctvAdMSeO7Swh6kIGI5pAlkIG4BNgFneNe3kTpZcj8AxyBuHauBYgXgHsRteD6pE1OjpC2uCpXc3Fw8Hk+Rx9VXX+3mtJTjkODBW7G/IT8jd133I71HFBs3LCogQZwPOdavQT+bcNmGCL1KSA+sYExALCy18K2nUpLePYlgNXAhEjvzi2P8XCRY/j4kqF5RUgBXhcrcuXNZv3594eOrr74C4Nxzz3VzWgrIXdfDSN2IQ71j+5E7sWMQ/7wiWBaVqkjWRCIZAhzlXZ6PXdBPCcxa4DqgOlItNhBVHctNHMv+hd+SkT3IzURrxMpm0QGxuL2Ddt9WUg5XhUrt2rWpV69e4ePTTz+lWbNmdO3a1c1pKU6OQe7I7sCuCzEPKYI1HE2NNdgWFTeqxJbFN7D2XuAfF+aR7CxELAyNkNT8QLyJiPFzHGPOnjxHYdfyTjahYpC6Om2Qm4nd3vGaiGvrZyDdflYPIK0PPsWuD6OkJEkTo7Jv3z5ef/11Bg8ejMcT2Gman59PXl6ez0NJAJmImXw2cJh37ABiPj4aX9NyurEZu9hbIuNTnByDWFZA6mHc4tI8kpFZSAuJQ/G1MFjUAT5BirRdgAgR/zoqFpWQwogACwjdADCR/AZ0B84DVnrHyiI9vZYgQdepUHwuVqwA7kasYb2QporvuDkhpaQkjVCZNGkS27Zt4+KLLw66zYgRI8jOzi585ORoo5OEciTwE/IjYN1Z/o5cKO9G0prTDbfiU/x5CMlGAXgNCaJMVwySftsWcdd8E2Cbjogr5B/gNHwDSoMJFfB1/8wu4TxLyr9IfM0RSGd0i1OR/8unERdXOrAf+ADoDRwCPIBvyn5JmkEqrpM0QmXs2LH07t2bBg0aBN3m9ttvZ/v27YWP1atXB91WiROZSJ+TOYjfGyT98QHENP6TS/NyC7cyfvypjVi9LIaRfinl+5EeOzWRgmYLAmzTE/mO/oq4QgIZby2hUgmJ1XKSDAG1+xH3VQvErVPgHW8GfAxMwY4rK+0sQ9zSOUj36in4unkqAKOR74OSsiSFUFm5ciVTp07l0ksvDbldZmYmWVlZPg/FJQ5HxMpwbOvKfCRj6A5sd0hpJ1ksKiAmfqsA2W/IRSwd2AWMRKqpDgC2BtimP5KOO4Xia4Y4Oyf743ZA7ZfIDcJ12K6nKkhm0p+Im6O0pxvvQ+JxeiDibASwIcB2rZHfqMsSNzUlPiSFUBk3bhx16tShb1+VvSlFeSR48yds3/1B5IfjCNw3jSeCZLGogMQhPOdYvwu7dkZpZDMSJ1UF3yabTq4BViGWllZhHNMQWqg0Aep7l2djWzPizd9IHZee+PbiuhipknsLydelOdYsQV5nIyQeJ1RDzoFIwcp2CZiXEndcFyoFBQWMGzeOQYMGUa5cueJ3UJKPDsidy/1AhndsIVKC/1ZKt3UlmSwqIO/5IO/yduB2F+cSL1YigaK1EIteIO5ERNqzRPa57MGOtQokVDzYVpU8AruXYskO5H/oUMStY3Ec8j83Dls4lUbygYnASUhl3ceQ4nvBqIS8J6+icSmlCNeFytSpU1m1ahWDBw92eypKSchA7uCtwnAgd5uPItaWZEvnjBVOi0oyCBUQN0C2d/kVJPOlNPAHcBFSByRYI8ZHEIH2ABK3EymhAmktEuH+KQDGIxfnR7EL+TVAgqV/RDLuSit/IV2dGyLZWN86nstAAqCb+O3TFrGiXJyA+SkJxXWhcuqpp2KMoWXLlm5PRYkF7ZAL40PYHVgXIb2EbsSu71BasCwqWfgWCnOTukjAs8XViEsuFTFIL5peQHvgjQDbeIAXEGvILZSs6N5mx3I4QiUeAbWzEIvJJdg1cTKR2K9FiFhz/Zc7DuxBXHQnIvVgnsT382gJPI7E6SzDTsUGSc+fQ/oEEacZpfHrrrhNOcTl8AuSugxywXkSsa6UltRZt4u9heIqbP/8L0hn3FSiAPgIySQ7ESnc5U9d5MK2D0nT9c/QiYZwLCpHYrs4Y2lRWYfEVnRCLAMWZyIupgcpne6MPxFXXkMkGPp7x3OZSKG+aYiVpRrQB9vlVhn5DryMuH2UUokKFSV+tEVM1I9gB/otQS4815P61pVkKPYWjHL4Btbeie/dabKyD4kxaAL8h8DFBA9DRMw6JJsnlqFt4QiVCkiwOIiFY0uQ7cJlL2KBbIm4dSwOQwJGP0Bqg5QmdiOurS7I63wW32ytNsBTSMuDN5D3ewDSXHGPd5v2iKu5f0JmrLiIChUlvpRDzPHzEHM2iCXiaeSH5jtXZhUbkjE+xcmJ2D/iWxDXQbKyA3gCia0ZjG+QskVXpHjb78DpxOfXyyk6agbdytf9E20MkAE+RNwVdyJp1iBF2p5Dar2cHOWxk5XfkBo/DRDXltN1VgGxKP2AWFmuQz6D3xDLmtPtNxR538PJ5FJSHhUqSmJojfwAPY5tol+KXHyuAXa6NK+SkEypycF4DDt2ZgzJV5BvA3KRzgJuInCG2JlI/ME0pFR8POuEhGNRgZIH1M5H6oCcBSz3jpVB4omWeP+WliTIncBY4FjE9fs8EvBsYVlU1iHZOl2Qz9ggtYCORVKwQb7LbwOjgIrxn7qSHKhQURJHWSSg9jfkx8jiOcS68m2gnZKYZEtNDkR97BReg1wAE1X7IxTLkDiaeojbIxCDkFiED0hchks0QiWSgNotiEWhA/C1Y/wkxOr4HKEtOanEL4jlowHispnjeK4SYlGZiVjIrsG33H8ecD4Se2Slix/hPeZ5cZ21koSoUFEST0ukN8lT2HdFy5Ef66sQN0AqkAoWFZCLgJUNYdXecItfkQtQM+SuOBDDkMZy45FYhUQSrlDJQYI/Qd7T4rKqDiCWhBbev5ZYbIoIsamUjuJkO5CS9UchQccv4fv/3BHJ0FqHpM4fR1EL2c+IKHE2ErwGEYTN4zFpJdlRoaK4Q1nEB/07cIJjfBTyg/11gH2SjVSwqIBkqDgDa2+j5AGgkWCQz/NU5AL0dpDtbkdcQSMpWiMjUYQrVECK64G4NuaH2O4bpLXBMMfxKyNZPAsQ11Yql703SJbSZYgF7wpEbFhU9j43F7GIXIld58f/OCOR93WpdywbeB9xDZX2yrtKUFSoKO7SHIk9eBY7vXAlcApiNs5zZ1phkSoWFZDYjv/zLv+LdLuONweRnixHI5/nVwG2yUBaLmxDXEB1EjCvUEQiVIqLU1mOxKCcjK+QGYBkC91BbFKq3WI7Yh05AilD8DJ2QDCIVeUlYD22lSWYINsGnIO0QtjnHTsascCdFeN5KymHChXFfcogpt0/gG6O8ZeQQLsvXZhTOFgWlWySp9hbKB5H7m5BghR/jdN59iIXphZIPMHPAbapg1h5tiMWnkB32G5gpXBnUnywZjChshMJEG6DZPVYHI24LyZgu41SDYO81sGI9eRqJLbGoipyg/EzYkG5nOL/N+YgFqcPHGM3IMH3TWMxaSXVUaGiJA+HIC6C57EvqKuRRmyX4psp4DbOYm/Jbk2xaIRtSSkg9oG124GHkeDJK7CzWZy0RDI71njPn2yZG86GhMW5Yw7Hrr48A/lOWM0PH8IOAq2LxAXNwlfcpBJbEbdMe8Q1Mw67nglIZs5YJPZkFHadmVBYRSC7IDFJIAG1HyOp6uUD76akHypUlOSiDBJQ+wcSXGsxFrGuTHZjUgH4F/tClMzxKf5cj117Yia+BcaiZR1SK6cGEmeyNcA2RyHWhYVIrYyMANskA5ZQCSfzJhO7r9XfiAgbgLwfIK/xFiS19mJS79fWIFaNgYj4vBZfF1Y2EnfzGyLCBhN+5dwtSDfoG5FAYxARNw/oV8J5K6WOVPvXUdKFpkgmxEvYP35rkPLZlxD4YphIUik+xUl55M7Y4hYkPiAaFiNBkg2Rei2BrDMnIZ/jHKTSbDL/4uzBthIUF59i4awY+7dj+XSkaNkjlKz3kBtsRjLy2iKB7q/hW9+mM5KRtQ7byhIJM5Dsn08cY7cgmYCNo5mwUtpJ5p8NJd3xID5uqziWxXjEuvKpC3OySJWMn0D0AM72Lm8E7o1w/zne/VshAZSBOAO5y/4aCSZNhawWp/gtTqjkI12N/ZsktgGmICX+W8RuanHHIEKhP2I9uQGxfllUR/rxzEfaYgwi8t46BYhwOxFb6NcCPveOJ6uVTXEdFSpK8tMEaUo3Bjswbx1iIh5IYlNtLVLVomLxJHZ8yHNImngoDHIB7o7EI3wQZLsByMVskne7VCKcjB+DWAIOA24N8PxvSExVqrAJCbJujQSyv4mddQMiKl5Heu48jVhZoj3PaUjgtFVz5gTE1dM7ymMqaYMKFSU18CABtX8CvRzjryE/nh8leD6pbFEBMbHf6V0uQGINTIDtDiAXr8ORC8q0IMe7Cqk2O4HoL2ZuU5xQWYh8907HdvM4f0ErkRqWowLE0vV/iNvuZuwS9SDxOZZFxbKylCTo+TvE1WPFl3mAu5D6Mqma/aQkFBUqSmqRg5iKx2GntP6DxD/0J3EdglPdogLSW8eq9Pk9IkgsdiOWlhbI+/pbgP3LI1aF9UimVqqnkgYTKluR4oTt8E2VPxFJw7Xq0+ymeMtUItmJ/J9YLpwNiIulJVLX5h1gv2P77sBbiPXkCcTKUhIOAg94j2sFGNdBrKP3U3p6GSlxR4WKknp4kCyKP4G+jvE3kVLxwdwSscRpUUlVoZKJFNqzuAm7wN6ZSG2bFQH2q4FcgDYg6cj14jfFhOIUuTWQC+1LyIX9GWyXRWPkIj8NsRR0duwXTYPCeLAFEVKDkf+Js5Hv6W3YVV8BamNnJn2DtDeIRQXYDYj16W7sIOvuiKunR5B9FCUIKlSU1KUhEi/wKlDNO7YR+VE+H/GLxwvLopIqxd6C0RtxZYBYpu5FqskGKrKXgwib1YjbqFoC5pdInBaV+Ujq8VAkFR3E/XEf8BdwLrabp6SdlGPNZkScOAv6fYCdBgwiFt5BBPcjxDbw9xtEwE31rpdB3revkCJxihIhKlSU1MaDBNQuwL7ggvSTaYtcdGONs9hbKsan+PM09i/B0xTtTtsKcSH8jVhZIs32SBWcQuU5fN1dFyBl7++haLxGB+xS+G4KlYNIjFAtxKLhTz2kzs1SRIieS2yLqh1EhO4piOi1zvk18r6VjeG5lLRChYpSOqiPZJq8gR1fsAm56J6LWFpixSbszIhUdftY7EIqgQaqgXIk8B7iYruY0l0pdDfixvLncOz4nWCitDxS0A4koDiQSIgnqxGLRRaSNhyID4BVSMXcQ4JsUxLWIQLlf9hB2aciYq9bHM6npBUqVJTSgwe4ELmwnukYfw8xhb9N4MyWSEn1jB+QANH7kdTv6wI8PwTp1XI2pftO2AATsav1OhmDvAfHh3GcRLt/DiBuz35ALjAcEVuBeAr5f4hXnZIvEVfPNO96GaQz9GTcbzKplApUqCilj3pIa/iJ2KXQNyNxK2djm6WjJZUzftYjwZONEXN8sCypKfh2wi2N/ILU8rgAX/GJd/1SwhdpiQqoXYl8bk0QV+enBLaGneJY7hCnuRxAYpV6YceDNUQEyx3o1UWJGfpVUkonHiRtdAHSPt7iQyR25Q2it66kokVlGXAlkkL8GJK6CvILcCGSVluAtCgASVF9IMFzTBQbkdL/RyFVVv3JQKqzRkI8LSr7ke9tH+Tzux873defhkgGj7NoWzyEyhoki+ch7P+jPkhWzwlxOJ+S1qhQUUo3dZCA2neQVEyQoMmLkNor66M4ZipZVOYjr7Ul8CJ2I8XySIfjxYhoa4eIu2ewY1GeRAJISwv7kNfUAin9b11gWwKfYfeZCadzsj91sevIzMW3Pkm0LEcsFo2BsxBXijXnssBxfts3QqwZzbEDgRsRft+icPkccfX84F0vh7QT+AQJ5FWUGKNCRUkPzkViV/7PMfYxErsygcisK6lgUZmF9NtphwgRqwZIFaQS6QpEuDTz26854hoCudheQ2zietxmMtI870bsWjFZSGGzPxBrgOUGi/bCbllV9iKWhWjYh8RUnYoEvT6Er6uyCWJRmQNsd4znYIuUVY7nYmlN2Y98N/piv1eNkcqzN6NXEyVu6FdLSR9qI3Er72MH+W1DMiX6Ie6OcEhWi4pBalWchFw0P3Y8VxPJyFiF3P2GqmdxO7Z14SsSU0AvXixGLqx9sK1DVjuGxUip+PKIpcmKySmpUIHI3T9LkCq/OYio/srxXDnEojIFceFdilQLtirONkZEiiU6nWnVkXY2DsZKpIDcY46x05FaLZ0C7qEoMUOFipJ+nIXErlzoGPsMiV0ZR/EWBMuiUg2xULhNASImjkbuxL91PNcQyfpYiVQJrR7G8Sp597G4nuAZJcnKdqTSblvEVWHRBXHNjEHcNRaRdE4ORqQBtfmIcD4ZcT89im8a/SHACEQYv480O9yAxIb85d3GEinOlGNnGf9YWFQ+QtK0Z3nXM5B6O5OIvVtJUQKg3RaU9KQm4hI5D6k++g9ycRuMxLOMJrBbpwBbqISypuQhsTHGey7/RyxSRfcjr+ER7AuXRQukXPpFRFf/5ExE9HyJXCgfIjWCaw8C45GsE+dFvxEiBM4ncPyJs9hbzQDPh0N7ROTtJrRQWYQIpfEUzbrKQN77yxDLmPNWch0iUqwGgk0QUerfY8lpUSmJUNmHuHqecYw1RdL8jy7BcRUlQlSoKOnNGUiWwvVIrAqIib0tEng5BN8L27/YGRWh4lOuB14J8XwWgQWM81HLb72ydy67gbHA44grx0lH5CJ9FiWrf+IBRgKHIYLoMcRFFstS67HmB+C/SNqxRQXkYnsL8v4Fo7jOyeFQDrmAT0csWOuws4f2IlaR0UhMhz8tgMuRKsuBao/4i5RcRKTkBtjWEioVif7zWobEc/3kGDsbCUKuFuUxFSVKVKgoSg2kX9C5SCbMOmAHclf7DvLjbMVshBufUlytljzvY3kU8w3G+UhNkFpIufuaiKsnWsHSEgk+fRgRZ/9FXGSRZsTEm9VIfMdbfuPnIlaU3DCOEQuhAhKvMd27PBPpQDwGEcFb/bYtj1z8Lwe6Evx9XYuIlCXe9aaISGkSYNtdyGcPIjKj+ezfRyyLVtBxeUS0XxVijooSR1SoKIrFaUg67w2IWR4kqLEtYr24nPAzfpwXkSFI88LNAR5biF1WzUTvw4kHESvFWW/8LThW75o7gdeR1z0ZSUF19lRykz3I5/IwvjE0HRB3RdcIjhVLoWJxTpBtWiPfpQEUn85r1SuxxEdTJCalcZDt/8D+PkXq9tmLxPU87xhrjoj1wyM8lqLEEBUqiuKkOhJQex5iUVmLFEcbStEf7FAWFadQOZWijf4sCpDMo38pKmJ+RnrMlASDXIS3YN+Rh0MlbNHiFGdnIAGejSgqdLJJzB23QVJ4b0ZcLBY1kdLtkVSUtYiFUPmd4J9XJvIduBwJ6A3nfVqNiJSl3vVDEJESSiBHm/GzBHH1ODsunw+8hLgpFcVFVKgoSiB6I3VXbkJcPyDt679xbBOuRWVl0K0kWLIGvhfHBYiV4G2/bcsjcSK3IOnFgSw0mwksejbjW3ejOHZ7H6sDPHd7kH3Kel+Hf2xNKOtNDSILLP4NcUFNd4yVBYYhnXvDyWoKRLRCZRfyOY0GZgd4voV3bhdFeNxViEhZ5l1vhoiU4tLhowmknYgIqB3e9QqIReoy1NWjJAUqVBQlGNlIfME5yI+2/0V7X5E9bHIdy6GEipM5iLVikt94ZSR25gYk3dg5HswFEIj9SJxEKDET6HEgzOMfRHq+bCpuQz+CBRY7BY9BUmLn+O3bwzt+aITn9MeZfROOoPgV+W68jn2BD8QEilaQLY6ViEix4peaIzEp4dTscaYmF2dR2YM0pBztGGuFWA5jVX9FUWKAChVFKY6eSOzKzfj+qPcFngWupmhFIqdFZUWIYxvESjMC+NrvueqI9WAY0afMOslAMkoi6WhrkKDKzUiApdOSYTU1DCR6ImloWJLA4vXI+x+O9aYawV1C4VhUdiABu2PwzYaxaI8Iyjxsq9NMIhMqK4Fu2N+ZFohIaRhkeycF2EKlCaGzc/5CXFF/OMYGAC+QHLWBFMWBChVFCYcsxF8/2m/8WqReyivIna9FXcRVs4/AFpUCpHLsCIpaCRog2TaX4/5Fw4NYlrKRQNpW2P2RjkHEWiDyCd8lVZLA4vkRbBsqsPgdx3a/I6LEem4+8rm/SVEBVhnJtLoMSU32IOXznULl+jDntwKxpKzwrrdEREq4DRJXYFt3Qrl9XkMaVFqvpSISQHsx6upRkhIVKooSLgWIVcK/4dz3yN30g4hwKYtYWBoj2RorkQuwx7vvRCQGZYHfcZohabYDkeDLZKMqkmXT37v+X6SqaoUA22YiF9hIuhAfRAKLZyMXzUAupOORz8ApevIDbBeIcAOL/xPm8eogvZByvfOYi1hvGiMCZhfhl9JfjogUS9S2Qixtkbx/xcWn7PLOd5xj7FBEpLWN4DyKkmBUqChKuGzCFil9kEDbIchFZg8SQ/IeYl1phVzA/kbuctcDHyKF0/wtLO2RO/BzSP7/yAsQy9J3SDbK48BdMTr2bqTuyVP4isHjEBdboGqoxrtfJEHFkQYWB2Mj0pYgFGuQlOIOBC/kl4fUU7EEV2tEpITqxxSIUBk/fyKuHqc4HowU9asU4XkUJcEk+8+ioiQP/sXeuiNugjuQH3yAGUh12AfwDX4MFGPQxbtvb1LH5O4BnkPStA8ipfUHELj4WLgUIEGnt+NbKK8B0h7gQoJ3JfMg1otoA4v/RQRXPGvDrCB0nJI/q5A08HBr31RC3odAFhWDWFCGIWIa5L0ahXxuipICqFBRlEDsQprZHQIcgVwIAhV7q4Lc7Z+NWFeWYhfOCkZv5KJ8QmynnDDaIRe+Z7AtSe9HeaxZiLtsrmMsE4nRuZ34xeiUQ9w/VuyJP1lISvFliPAE38Di4iw4U0swt934vh/FkYmIlnWOsUeRbuF/IzFUFu2RdOrWJZifoiQYFSqKEginL78p4pbZ4HjeP1W0K3JHeyciXAIFhZ6HNAosDVU+70NibTYgnZu/RArbhcs65L14zW/8TMSddEiRPWLDFsR6M4aiMUIW45Dy+/69gZyBxcXNbzN21dmOSOsBp5iZjbxOJ82Q+KZIA4vz8RUpYNf+cXIF4larGOZxFSVJUKGiKIFw/pgvR2JLnKzDDpC1qIzU9DgH8f87Azb7UrSAWyqTjdy1D/KuX4O4wYoLAt6L9I15CN8MmsOQ9+7kmM5SMEhMzRgkhihU8O0AJJC3pNRE4pQWIfEhNbADY5cg9UssDkNS051p41ZgcagsKacFx5lm7E9VxHJ0fvQvR1HcRIWKogTicSSV9XECX9juRIJKz/E+jsWOozgesa68htzFgqQqlzYuQt6DGUhX36cQK0kgDFLI7kZ866VUB+5H3qdY/xr9izSbHIMIBn9OQFw7DYBTvGMl6fPjTyfvefcjHZ07I+9Td2wLSDtEpNT227csdhxKOLyA1JMB+QzOw65n0znA8RUlhQgWoqYo6U1FJCDWKowViFWIdaAzEkx6PfAjEhxaEbGqWAXGwq1Om0qUQepvWL8i9+Mbx2MxH6kgexa2SCmDXFiXeP/GSqQUIBkz5yMBzDfhK1JqIJ/TAsTKMgA7yBRiU1jPwtmgcKZ3Ht2wRUp7AouUaHAG0p6GuBdPQYJyVaQoKY4KFUUJRS7isvmumO3WIK6L45Hsk/8iFyfL3L8iLrNzn45I8TCQINAbHc9tQYJuO+BbdfckpCjac8ROGGxAMoRaIe6jt/FtcdANCZpdi4jLNn7ztIi1RcViHGJJsYrlWe9JrEREtM0IFSUFUNePooRDF8Q6cjCMbdciAbXPOsa2ILU7smM/Nde5HxEG/yLFw4YglpJ78BUBTYEnkIJqsUjHLkAu9qMRt5J/T6JawCVIN+WWIY4TL6FyKBIfsgOJU7HoiGQFxUqkFWDHqBziPaeilCJUqChKOGzEFiknIMLlSYo2JqyGWBYCNSysBlyFZJScQPC+M6lGdaTS7qXe9Z5+z1dG6sXcQOAqtpGyHrFQvEzg/kAnI+0HziC8Cr/xEiplEWHqbFp4OPAVsXUxLUW+cxB+x2RFSSHU9aMo4eCMvTgU6dGzEIm7cLINcTPcT+AiYi8gLoAGiMvkG8LvTpzMdAsyfhESm3EHJRMpB4HJSPpyDhLM7BQpdZEg0r8Ra8V5hN+GIF5CZQFFY3ZiaUmxKK50vqKkOCpUFCUc/KvSgpjZ30caxzkvEF8igbiHIYIlEBuBF5G7/wZI1stUUk+07EREQ6BeMe8jmU/hdP4NxlrkPTwEaVswCduy5UGsN+8jn88IpBZJpMRDqPxJUfF2UQyP70SFilLKUaGiKOEQqCqtRTfgZyRWwgqOzEdqhTh7wVwJvIVYYZzWhU3efXsA9ZCU2S8p2vwwmTDA60jw6kMETuGOtlrtAeBTxCLVGIl1WeV4vj4ijpYCU5D3MyPKc0Hshcp8xGrm31TxrxgcOxAqVJRSjgoVRQmHQBYVJ2URgbEEuJnAF85PkLTZ95GL2NtIDRZncbnNSOxFT0S0DEEuxskkWuYiMToDsFNtM4BbEHeMdbF/E5gewXFXAfcimVb9kPerwPucB9uisgqxWDWNcv7+bHaco6TBzn/gK1KOxm4uOA/fVOhYYQmVqpSs55KiJCkqVBQlHEJZVJxYFVsXIMGc/se4ALnQVkHiKN5FLmrveNednWy3IJ2YeyMxGJcg/YcCBeomgn+8czgGSb22OB1xdTyCZNpc5nhuGKHdWfsR8dEXESj/Q9w9Fo0Q8bICKUN/BrFPAbAsKtUp2S/i74hI+de7fgxiGevjXT8A/FSC4wdiK7a1qT36i66USvRrrSjhUJxFxZ/myAXYvzndRMRdcg92CfnKSCbQ24hoeQ/4P3x7zWwFxiMX9LpImfdPCV0OPlbkI+KrhXcOTtohVXcvRNxeVRHBYjEfmac/y4G7EAvAmYgAs3rblEHEzyfe7YYTWWfkSLGESkmCXH9D6sNY1pljEZFSjaKF32KJs3S+un2UUoqmJytKOFgWlRr4Wj2K42TE/O/shrsXCRB9BUnrvRD7lqES0on5bMRNMAWxunyCBK6CZBa96n1kIxf1c5CmgCVN/92BWC9WICLhOXx7FvnzB6H7zIAtAPYDHyPxOF9RtOleYyTF+RLCE4OxwOqpA9HHp8xDPmdL8BwHfIF0YIb4ChWNT1HSABUqilIcBdjuiGguoM2whcppiPg44D3mAEQMPI1c4JxURKwNZyLi5gtEtHyMXZtjO5JZ8xpizbBESy8Ci5Y8bCHifKz0/t0SYJ9wKIO8N00QF471OA6xuNyG1D7Z6LdfWe+cL0eCiRNdW2abYzkaofIrIlK2etc7IZ9vlmOb1ohlZRvSF8m/mWVJUKGipAEqVBSlODZiB7OGik8JhjPA8VqkOutNiJUEYDZygeuPWFgCiaEKSHzGGYho+QoRLR8h4gNEvLzhfTjP3RopMb8S+4IaLV0pKkZyvXN2BhDne+d2Lb7l8y2aIrEsF2MHm7pBSTJ+fkH66VjvaRek1ot/ZdgyiCvoC+S7tBxJt44FllDxIOnwilIKUaGiKMURaXyKP06hshKxHHyMxDBYDfJABMYHwK1I5pC/i8kgd+UrEZfFEUgcy8sED1hdSckbIj4KXEd4KcCLkW7F47GDSi3KIdahyxArRDJEyEUrVH5GRMo27/rxSJxNsPL1nRGhAuL+iYVQOYDEAIHERFUOsa2ipDAqVBSlOMLN+AlGrmPZKRpORe6IX8Lui7MHCR4djsS2HIftllmBbT0pKYchdV3aeo//KL79aCoi7pqb8U2fDsReRGCNJnA6cnNEnAxCAoGTiWiEyk+I2NzmXT8ByUgK1WPHP06lf5jnCsUS5L0HdfsopRoVKopSHLG0qPzsfazANzYkkBiYi28QbijKIcGoud5HQ2CZd//FAbafD1wd5FgXIJk7xYmyBYj1ZAJFY1vKI4XYLkfcRclgPQnEZsdyOEJlLiJStnvXT0RESpVi9jsWcc8YYhdQ+7tjWYWKUopRoaIoxRGuRcUgF74Vfo8Fjm0mex/RUBFxIeT6PZogZfiDBaLuR8r8v4dYPjYH2Q6kaeLDBLcO7EFiY8YAPwR4vhViPRmIXaU3mYnEojIbsYJZVq2uiEgJx+WShViv5iNWtF1h7hcKDaRV0gQVKopSHE6LSiZyV72CwFkzu4iO8vhaRBYCP/ptUwYpKHYDxbtjnGQgF9geiAVgQIhtXwDGIkXmzkEqxGYhKchjkOyibX77ZHq3vRxxg8QqoyUROIVKqDoqs5BqwZZI6YbUh4lEbHRChMpB5DvULYJ9A6FCRUkTXBcqa9eu5dZbb2Xy5Mns2bOHli1bMnbsWI488ki3p6akGwYpuLbC7zHRsc3xMTjPxUjxtFzHox5F3SP7gVFIZdZtiAi6CxEMjyJF4sIVBb8gGThO8eMBOgJtkMJ0VupwPlKsblIxxzwUEScDiE+zvUQQjkVlJiJSrJTwk5CMrUjq6YBYw8Y4jtktwv39sYRKNaKLnVKUFMFVobJ161a6dOlC9+7dmTx5MnXq1GHp0qVUq1bNzWkppRWDpOmuwDdAdYVjLNpeLJn4umJy/R5XAx96t7X62RRHBiIu+nv3eRG5G1+JVK4didRfCaXpNyIN/MbiW2CtN/AU4qrBe9zvEbfOC2HM7TPvMVLJehKI4oTKDKQmjSVSTkYytiIVKRDbwm+bsWv7tCf1PwdFCYGrQuWRRx4hJyeHcePGFY7l5ua6NyEltSnAFiIrKCpGVmJnSURLLwKLkTqEDhjNdSyvJDyhYlETKQp3JeL2+dI7/gOSGXQx0sG4nmMfAzyLZBM5M4VaIgKlD77sAf4m/ODd/yCupHO8y9XD3C+WGGA38vp2eP/6L1dCKv9mBjlGKKHyI/J5WxWBT0Fqw0QjUkDe+xrec86kZIXf1O2jpBGuCpWPP/6Ynj17cu655zJ9+nQaNmzIVVddxWWXXRZw+/z8fPLz7eYmeXmxytVUUoICpDHeCgKLkZVE3/umIoGDVDOR2h8gfXYC9a0Jh1zH8gokEDNS2iJVTz9DBMsS5GI3DrGE3IHUZamAdGi+zrFvFiJarkHiYSx+RtKK38S+IFtUQholHoY0vnsf+y5+P1I35HPE/XMK4oo6g9CxHgb5jIIJix0hxgItF1A8bxDcCuIUKtUcyz8gFiPrPemBiJRIYoP88SDp5p8jNWaWIqnb0aAZP0oa4apQWbZsGaNGjeKGG27gjjvuYM6cOVx77bVkZmYycODAItuPGDGC++67z4WZKgmhAFhP8EDVlUTfObgSRYVILrZlpDaB727nOJZLEgfgX/QtWjxIGf5TgeeB+5BU2Z2IUBkDPEbRrB0P0hcoA7nIv+nd9pcA5+gIXIFYIqxS8PsRofMl4kZyVps9gAioKcAQx/jRiNDzFxn7SSxfI0HBgeJKLKFSDTtr6ntEpFiB0T0Rt11JRIpFJ0SogLiVohUqalFR0giPMca/NVjCKF++PEcddRQzZswoHLv22muZO3cuM2cWdeIGsqjk5OSwfft2srKyimyvJBkHCSxEVmBXUI32IlaZwELEetQkOjP7B0iDQIAHkHiPaJgHHO5dHoxc7GPBJiR+5SV8rQtdkYviU0RmZaqPBPruwNe6EW3sTqypjIinLESMhVr2ALdju766I2LFmalTExErhyAWju8Qt5glUnohIqWkzR4tvkHiXACGIsHS0XAE0meoDCJSYyGiFCWB5OXlkZ2dHdb121WLSv369Tn00EN9xtq0acP7778fcPvMzEwyM4M5mxXXOQisI7AQWYGk+UYrRKoQWojUID4Bhc7U5JJYVHIdy6EsKuHEXQRyj9TCt+HfdAJXiS2O9d5HPGmDNGr0FxbFCY8qRN608Ejs2iffItYoK624ALtPTw3k/eqDvP8gVpUPiJ1IATgGERcFRB9Qux+7inArVKQopR5XhUqXLl1YtGiRz9jixYtp0qRJkD0UV7E6/q4gcNbMaoL3nCmOqkijukAZM7lIsKYbmQ3OYm+hqtLmU3xMhcXXSDxHSeIu4k05wrdc+IuNxUhfmy+wK7g6WYSU0u+NVK+tF2CbWHEs0sDxVO9cpiGxRp8hbkTLnvw7viKlDyJSYn1fVAVoh7hu/kA+71Cl9wOxCNsF2j52U1OUZMVVoXL99dfTuXNnHnroIc477zzmzJnD6NGjGT16tJvTSl8OIBfmFQQWI6sRq0k0ZCFCJJfAYqQaiRci+/F1cQQSDY87tr8ZucAG2j5SS9F7JZl4jDkBqctSC1t4ZBL953E84t4ySAzMe0iw71Lv8wWIYJgGDPOe/1zExRaPTsrHIGLFKn1vWU6edWyzD/vi3xcJHI6X8bYTIlQKkCyrkyLcX+NTlDTD1RgVgE8//ZTbb7+dJUuW0LRpU2644YagWT/+ROLjUpCLqVOIrMBXjKwheiFSjcBBqtajWpTH9acA8cnHImMk2eIuIrFcWMtVEWvAW0iQZjjBxhUp+tpbI12Yu5TspQTFIHE6lmhZEmAbj/f8lmhpGOM5+DcTrEDRdPV+3vnF08M8AWnQCHA/UsQvEm5BAqZBLEP+qeaKkgJEcv12XaiUBBUqfuxHrB4rCCxG1hC9W6E6wbNmmhBaiFhxF+EKiFDL/im0blGByIXFnYjZHqTabS+ii7sASW+dgGTu/BXg+S5I2vA5iCvmesSCEQoPUpjuISJ3R0SCQcSVJVoWBdmuMyJaziG6ZpCB+BkRK1sDPHe6dz7lAzwXS/5GApZBRMZnEe7fC3GrgfxPx1rQKUoCUKFSWtlHYCGyAhEja4leiNSgqAip7x234kOiERbW32SKuwhXYFRGqsKCvP5l2FaMaC5mjyPuI5D04Asi3N8gYmM0Ej/hbz2pjtypX4aUt/ff90PgJmB5MefJQbKIekc4v2gwSP+bd72PQKILxF1yjvfRuITn/IXA1Xzzib9IAXnNdRCxWcP7NxI3W32knlBNJOtLq9IqKUjKZP0ofuQjhbUCBaquQDJqYiUryyM/dDW8D4MIil8RH74b9S4C4SE6l0ig5UjjLtY5lvsSWTXZQERbS2Uj8CpiPQnkMumKiJOzCZ6h4kECV/sgZfcfJLh1arV3u4uQ9OZaEcw1UjxIcGk74H9INoslWpxdp2d6HzciAbKWaMmN4pybgozvJTFCxYMIr0+Q1OjF2K0MimMjIlJA4lNUpChpgAqVRLIXESIrCCxG1hM7IVIc+4hvKqp/3EW0AqMSoUvTxxNnxk8smr7lOpZXFLNtAZIdNAZpDugvGmthW0/CvciBCJnbkLL7dyJVbYN9515Hirg9C5xPYi6Kbb2P4YhQsdxD8x3bzPY+bkaKyp2DuIiahnH8KUjJ/0D09D6fHfm0I8YSKiACLNzPUANplTREhUo8MMiP0CyKCpFkJpPYWC6ijbtINpw1VGIRIxGOReUfRDyMIbCL5iQk9uQ/lCzgsx5SdO5q4L9IyfhA/ItUqH0TKU4Wq1iRcDgUqYZ7D+ISskSLs3z8XO/jVsSdY8W0NAtwvMnI+xYs4HgWIla+IP5ixdmgcAYiHMPBKVQ0NVlJE1SoxIPXsKP6401Z5Ec1WE2LSOpfJMLsnUrE2qJSGzvjxilUDiLps6MRgetfi6YOcAlwKdGXXA/GEUg11vcQC0UwAfUp4hJ8BCmvn2grV2skO+YuxFViiZZ5jm1+9j5uQ6oAW6KlBZIRdSa2SDkX+d+Z6Hee2UjNlS+IXaZaII72nv8gkRV+U4uKkoZoMG08eBsxlQfDGXdR0viLCqifOl7cBDzhXf4GKcFeUtog1oGKyAV3HGLZCCQQTkWsJ/1IjIjcg8SkPIRdQj4QJyCpzC0TMKfi+BtbtPwS5j7nIW6tM7Ezbr4G/g+xIIEIiS+Jr1g5EpmzB8lCCseK0wGxKJVDYoy0ULeSomgwrduch/QOWUNggeFm3IUSPrG2qIC4Tv5CREGgY9ZDiqUNQb5DiaQi0tjwYu/fV4Ns9z3idhiOBLdmJGBuwWiOWFBuQwrKvY+Ilp9C7NMaEThbHGMnIiX2T0KCbeciacxfItlU8aATIlQM0vyyRzHb7wMWepdboyJFSRv0chkPPMgd2ZlIA7KjkR+WBkj8hr7rqYEzRqWktSpWIxf2qQGe8yCpwB8iwdYPkniR4qQBMB65eHYOsk0+0vDvGMK3ZMSbZkgxtLlIKvkJQbb7HxL/4nS5lAMOQyxntb1jVoG4QDVXYoEzTiUc989C7KBqdfsoaYReMhUlGJZFpRbRNX47AHyENMLLBe4LsM09SNDs50igp5vWCX+ORoJs3yK4RWkeIlZuJXkq/YLEcszyGzsqxPaHIl2oQSwrdbzLPwOn4Gt9iRVOETgj6FY2Gp+ipCkqVBQlEAeRAnoQeabLCuBuJMvnP0gcRKCCd48g4iWZe3B6kHirv5C5VgqwzUGkV1AHouvYHGs+RIJlLevDRYhonIvEAj2JrzUDxFrxP6Seyzn4WmN+IT5iJRfpHQUiqooriqgZP0qaokJFUQKxAbvvUTjxKfuRarG9ELfNA/gWjMtBLvTOLBNnDEyyUwmx/ixCLvyBWAJ0A4YSuGtyIvgAiRGzMqcGIG4sK12+MdJOYIrffs6A9L+QWBcnvyJu3M0xnKtV+A3k/QpWlddCLSpKmqJCRVECEW4NlaVIrEYOUhn2C+wCamWxLSrLkQu9s+lfJNVpk4VGSPr9TKRCbCBeQlwpHydqUl7ew1ekDESyqgLV9HEKjvMQ0fgsYkkJlkU3D3EDfkXsCjOGG6disIVKHSToWlHSBBUqihKIUBk/+4B3kEDL5sDDiAXGIhcJiF2FuCH6YF8s62PHoayI5YQTzHFIXMXrBA40XgecgbiNNiZgPu96z2VZwS4GXiF44UGnG6cGEkB8DVJTZi3wHNKaIJBoORXJBLoNCbgtiWgJV6j8g506rdYUJc1QoaIogQhkUVmMZJU0QmpuODN4ymFbVJYi6b0NAhy3LLbwSUWLipMySNPGRYi1KFCfobeR2jETiF97iHeQBo+WSLkEqU0TqjqyU6jU9HuuPlKxdxoiuF6gqBjbjsQYHY2dbTSHyF/jUdhFIkIF1KrbR0ljVKgoSiCcFpVfkGJvrYDH8G1q1wyxqKxBXA+nUvx/lRU8ux3YFoO5uk1lJP5mEYE7Qm9BKjX3JvbibCJS4t8SKUOQYnTFfQb+FpVg1AOuRD7fYG0GliPfi2ORfkM3IcGx4YiWikgVXZCA3mCp0CpUlDRGhYqiBMJpUXkaubu2yEAsKl8jVpZbsbM3wiHXsZzqVhUnjZGeQD8SOBX4C+S1j8QWFiXhLcSiYx3rUqQNQTi/auEKFSddkM87VE2dlUg1406IIL0BsZSEyuhxun9mB9lGM36URLAbcUnPRtp5vAw8g1iJXUQr0ypKINYFGGuJdCsehF0ULBr8mxOWtjvkzsgP3etIHId/M85rgTeQGJJDozzHm0hGjyUALkeaJoZ76xWNUAHpGzQNsbBZVre6SGPH6Yh4tYJ5VyMtCZ5C4pWCZY91QgJ5QeJUegXYxhIqGUjxSEUJB4NY6TYgsWLF/d0Z5DgvYldFdgEVKooSiCMQU38mEntyOVJmPRZ9lcLpopzqlEGybs5CXGMP+j0/G2iLuIxuI7JeRq8jYtESKVcgcSSR2IejFSogAdTTELGyGvmRfx2papuBFPl7F8kOOoAEHodKcS8uoHYv4lYDEXbaPDS92Y+IinCEx0aKNjmNhloxOEYJUKGiKIF4Eol9aE7RYMuSkg5CxaIKUlPmUsRF9o7f8/cixeK+QSrcFofVmdyK/7gSydCJ1IldEqECEps0DakbsxpYgAiXb5Bg3kuQO9mPKb6xYWMk8HodEttyEN9A4AXY7q3SZn1T5Lu8k8AiI5AAiUdLh+rex7IAzw3Cbs7qEipUFCUQZQleJ6Sk5DqWV8TpHMlGLpIBNAwpCLfA8dwu5L2+FIkHqhzkGK8iAsASKVchIiUaK5ezjko0QgWksN80RKCsQkzjllipj/zwDwrjOFbht/eBHch7087xvAbSph4Hke9YuFaPWLefKIvU26kbxt/aSI2gS/2O0RSpiVRcs8wEoEJFURJNI8QCUEDpt6j4cwLwB1Itdojfcy97H18g2VNOxiNdpS2RMgyJ64jWFVdSi4qFU6ysRKrLdkf6BdWP4DiWUAFx/6hQST72Ep7w2IDUvCmuJUKkVCY84VEHEcnhWBl3Iqn1z2L/b5VBgsCHE/ymIcGoUFGURJOBmPrXkH5CBeSHcDDSj+d/wON+z/dEglZnIz+4ryB3e9YP6bWI5aUk8UKWUKlCyWM+mmK7gVYi8STdELESqJZOIPzjVC53rGvGT3wwSImAcANN82J8fg/iVi5OdFiPWIuGyYh1c5Vj7HBgDHBkjM9VQlSoKIob5CJCZRPi+kiSO5eEUhWpP3Il0mrgD8dzSxBLx6GIS8USKf9FsmhKGtRsCZWSWFOc5CJZP90Qd95ibMtKOGLlCETA7sc3oNZZOr8+Jcs2SwcOIP9T4bpc9sX4/OUJ3+pRC3euwBuRfldvOsYqIDcN17s0p2JIwikpShrQBLuA2Cqkemu6cgjwO3JRP8nvOWcsy3VIkHNJRYoh9kIF5DOdhgiU5YhY6Ya8rlC1V0AuFEciwbSLkPiGmoiYtYIn09Xts4viA0ytv7FsGmmRTfjxHlnEJjMwHhikQvQN+Lo+T0ZiUZq5ManwUKGiKG7gn/mTzkLFojtyR3w/krbsz8+I3z9Uafxw2IVYLiC2QgV8xcoy7I7S3xK6uSWI+2eWd3kW0BcRcBalRagUIBfKcOM9dsf4/GUQy1S4gaaBWkOkGsuQNH5n24/qiPAfRPKKKy8qVBTFDXIdyytcmkMyUpbgQajfI79YE5Bib9ESq0DaYDTGFitLgb+xxUpx9VSe8i7PRIRKqgTS5iMul3CExyZiU5nYSUVEWDjjOoIJkJqkT032A0g81z34ZhZd4B2vk/gpRYMKFUVxg3SqpRIJo5C0Y4uuSOyHk4HexzIkkDVS4i1UQATJNESgLPU+uiFipXGQfQIVfnNLqBgkVTrcQNNtcZhDDcKP96gSh/OnOr8glbR/cYzlIFVm+7gyo6hRoaIobqBCpSjPI2nHFrcCIxCz9M0UzQ46BAnCfZ3IgpETIVRAXD1WgO3fiLDqhgiYQGKlkfexBunEfABbqGQiLRxKwkEkbTZcl0t+Cc/nTwbFWzusv7W92yuRsxtJLX4S23LlAa5Bii9WdWdaJUGFiqK4gfNCpUJFCrdd41i/HSm7b/nOHwPuRC5kzkyNScjd9MtIMbhwTPqxKPYWLg2x3UBLkCDbbohlpUmA7Tsj1Xt3ImJliXe8LYF/rfcQvtXjX8Lr6BwJVQk/0LQaSR8LkfJMRWJRnBVmD0P+P+JVwDIBqFBRFDewfOob0BiVZ5G0Y4s7kDs//4taNeQu/3MkfsPJpd7HTKS3TigSZVGxcIqVxfiKlVy/bY/DbjPgbLr4C3IB8hcgwZrIRYsHSZsN1+VSMcbnV6JjM3AjUr3ZIhO4G7FGpnh/KBUqiuIWTZCLzXrESpDiPyZR8QySdmxxF1LPIdSddx+kSuggpCy/k07AGYiFJliWjVOoxLqPUyCsDKOnsAXWCiS+5kTkYm8JD2fXbv++K6OjPH8mkdX2KGlWlZI4DDAREfqbHOMnIt+XVm5MKvaoUFEUt2iCmPcN0tguiesYxIWnkJoOFvcgvvVw3AOZyA/0HRQNMv3I+xiO3E1W8nu+pBYVg29tj+L+bgl8GAC+i+L8INalcMVHVdTlUhpZhRRL/Nwxlo24SYdQqjKbVKgoilvkOpZXkF5C5UnEVG1xLyIsIqU9EnT6BBJ862Q40pn5ZeB87It1IKFy0DsebgfbWDeRA0nLroNvpo/FG0Br7GDUdLS+KcJBJPD8DkQwW5wNjCSyHlMpggoVRXGLdM38eRyxdFgMR4RKtJRFGqudjfQP+tXx3G7gQu/jSiSI+RXH892QX8FNxKeJXDBLh8E3LqchkiHUjKIZTjne+SvKH0jK8WzHWH1EuJzpyowSggoVRXGLdBQqjyGiwuJ/SMBfOFhN5EK5WUIFd44KMBZpyfVwmshZf4tLmf4/pGXAAmAtdupyJ7/ttBGhshcJMH8EsSBaDAUeRlw+pRgVKoriFk6hssKtSSSQR4DbHOv3e9f/Ifx4j3g0kQtHdFi1PWL5i1kXu7/Rn0j9lK7AW37bJXNFWiX+fIdYURY7xlojwbInuDKjhBP2v92aNWto1Ki4ZhWKooRNabWo7KaowLieoqm0zyABtLGu7ZGFLTB+LGbbCcB5uBdsWgf4BmkMNx+xrJzvt03bRE9KSQq2IXFXzmyvDKTG0B1IQHmaELZQOeywwxg5ciQDBpSkyYaiKIVkIY3BtpLcQqUAmWO4HWx3BT5MEf4NczuriVy4lg//JnJbgZvwjU2xOB9JZX4a6V7sBk6x8ge+KcqgGTvpyAdIleb1jrHjkMDwNBSuYQuVhx56iKuvvppJkyYxevRoatZMRAECRSnlNEEupGsQ33OinLH7CE90bEQCTQ8EPkzUVMC3iVyovzUoWW2P6sBYpBHbRcjrcvIDcDRwMfAQUK8E54qW2sDXwCn4dkwG3/oYSulmLSJQJjnGqiCtJK4kbWvceIwxYRtely9fzpAhQ1iwYAGjR4/m9NNPj+fciiUvL4/s7Gy2b99OVlaWq3NRlKg4E/tHaSXBG9ZFyj7vcf8isADZFqPzOKmBr8h41+/5M5FgWquJnBuWgkWIfz8YVRCz+vUUtcwkgn+RO+eljrELkfRkpfRSgLh4bgXyHOOnAS8Quut2ihLJ9Tui+7emTZvyzTff8Nxzz3H22WfTpk0bypXzPcQvv/wSZG9FUYrgH6dSUqGSD4xDLAOrS3iscoTfx6UWvrU97sNXqDyOb90Utyiu0d5ORKiMQUTVWSRWUNVC3FD9HGM/JfD8SuJZCFyOWPYs6iA1Uc5FXX9EYWheuXIl77//PjVq1OCMM84oIlQURYkAf6ESbRR/PuLeGIG4kYJRhfDTa6sT3Y/kcESoWDyBbwVaN3EWe7sOsQLdj13m3mI5cA6ShfM00DH+UyvE//ML1LxQSX32IanFD+KbzTYYEcmJ6EOVIkSkMsaMGcONN97IKaecwvz586ldu3a85qUo6UGuY3lFFPvvRQLsHkb82076II36GmIHmvqXk48lBhEp/3OMPYVvLx+3cQqVeoip/Wzshob+TAeOQEqSP4CIuHjjrEx7L+KGUkoXM5GU4z8dY80Q989JrswoqQlbqPTq1Ys5c+bw3HPPMXDgwHjOSVHSh2hTlPcg7olHKJolchqS9nt0yaYWEcZ7zgccY0/jW301GQhUPv9Q4HskFuB2imYtGUQMvo0Up7uW+KaGOoNpr6fUF/NKK/IQ1+IL2Gn5ZZFqxPeg3aiDEHbbooMHD/L777+rSFGUWBKpUNmDCIBDEBHgFCmnI/EMn5B4kXIXviLlWZJPpEDwhoRlgWuQO9yeQfbdgVTVbYsEKse6/gtIUKUlVHJRkVKa+BT57jyP/d05CvmfHYGKlBCELVS++uorLfimKLGmBnap9RUhttuNNPJritxl/+N47j/AL0jH4ETXAjHAnUjwrsVzyEU/GXGWzA8UA9AEmIwUggsWI7AUyWAKlEpcUpZjF8bTirSlgw1Iu4R+2PFHlZDYrZkkNv4pRSlFjaAVJQXxYMeprKJoY7xdSMZMUyRrxlkD5CxgHvAhcHg8JxkEg7hKRjjGngeudmEu4eK0qAQrBeUBBiDZGP8X4ljfIO/7UGJX68QZn6I9flIbgxQZbAO84xg/FalCfAPaxCZMVKgoittY7p98pM4JyF31o4hAudkxDpKN8hvwPu7ddRskEPURx9gLwFXuTCdsgrl+AlEHmIhYqhoE2aYAeAlogVi8StqLyClU1KKSuvyNWNyGIAUdQYTxa8AU5P9aCRsVKoriNs44lflIBk9TRAhYd+oepCfNH0h9Ejfvtg0Sq/GYY+xFpHJmshOJULE4HelwfEWIbbYjFq/DkBihaONXVKikNvuR/992iMXN4iLEQncRWhclClSoKIrb5DqWeyDuFKsPjgfpR/MHknVyWEJnVhSD9M153DH2EqEv4smEJVQyiSx4MRsRY9OA5iG2W4IIm574pp6GiyVUqiAB00rq8BMSxH47UjYA5CZkCmJJ0WoeUaNCRVHcJA94PcB4GaR0+p/AWyRHIzKD+NWfdIyNQapqpgqWUKlBdHe2XZEA2lsJ3XflK8QicjXhN1/cjh1Q3Q79dU4VdiHWtGOxhWYZJOh9PsGzyJSw0X8FRXGD7UhhtCaItcTJRYir4Q0kEC8ZMMgP79PedQ9SCfdStyYUJU6hEi0VEfP+HEJnbBxE4nZaAM9QtPqtP87vgbp9UoMvECvnk9iB8B2AWd6xKi7Nq5ShQkVREsk2pHprE6Tq6Da/51sgZuJWiZxUMRikJsoz3nVLpAx2bUbRsRdJ84bYlCc/AhErIwhdAG4bUp23HfB5iO00PiV1+BfJDOuFbQWrgHwX5pLYOkZpgAoVRUkEWxFhkov0wdnuHS8LDHJsV57kwiCVWEd61z1IyuUlrs0oeqIJpC2ODOA2RGQE6tPkbAq7COgL9EYCK/3R1OTkxyCu2tb4umy7Iy7B25DvhBJTVKgoSjzZgpRdz0VcPU6BMhi5eI1HLCkg1WnjUfE0GgwwDCngBiJSxgMXuzSfkhIPoWLRCgm0HQVUdYznIdYzZ2DsFMS6cq3fnJxCpV2M56eUnOWIyByAXTiwGmJd/Br7f1iJOSpUFCUebEYqtuYipeXzvOPlkNoKi5EfuGbecStFeSe+Fy+3KEACQV/wrnuAV4FU7qARTrG3klAGKf62AOm3ZLES+T6cCljFvQ8iVqoWiBDMx45RaYav2FHc5QASb3IYEpNicR5iGRuMphzHGRUqihJL/kXSE3ORsvI7vOPlkG6pS5AGd/6pp7mO5UiaE8aDAqRw2yjvehmkpPwA12YUG+JpUXHSCPgYydayUlK3A18CjRGLlNXFegvSbqAK0scJND4lmfgN6IRk9VjxTdbn+zbSgVuJOypUFCUWbEJSVnORjBCrX0sGUmPkb6SFe26Q/aPtohxrCpDCbS9518sgwb0XuTaj2JEooQJ2/ZsF+L53M5By6kOBCxzjBxzL2pzOffYgNxxHIvVRQD7TYUjJgH4uzStNUaGiKCVhI1LiPhcpeb/LO14eueD/jRQKaxJoZwfJIFQKEFE12rteBgkYvNCl+cSaRAoVi1qI0PscyPGOWQ0mlyJ1aI712+cNpF7NVhQ3+BYJZn4YcdEBHAr8iLjrsoLsp8QNFSqKEg3/IObgXKRKq2UWLo/EdixF4jsah3m8XMfyilhMMEIKkMJtL3vXywJv4nvXn+q4IVQseiN34sOw4xnmIGK2R4Dtn0LiV0bha21R4sdWJH7sJOQGA+T/+T7gV8QFpLiCChVFiYT1SOGzpshdsRVXkInEGixDgiMbBdw7OG5aVAqQwm1jveuWSAnVOTgVcVOogATIjgR+QNJbQUTIA37bVfD+3YzECh0OTE3EBNMUg7jj2iCp9xZdkO7k95B8ZQPSDFeFyvDhw/F4PD6PevU0OklJQtYhRc8OQaqzWr08KnjHlwHPAg2jPH4D7JLsiRQqB5G7yHHe9bJIEOh5CZxDotjsWHZDqFh0Ru7Q70KCrP35BV9L1nzE6nIGEoytxI7VyPv6f8AG71hVxJL1HclTGTrNcd2i0rZtW9avX1/4+OMP/3riiuIiaxFLySGIELEESkXEsrIMES4NSniecthWmBUlPFa4HERSK8c75vA2cG6Czp9o3LaoOKkA3A/8HOC53kgRwB+BoxzjHyM9n27GrsejREcB8DwSe/KJY/wMJOV4KElwdVQsXP8oypUrR7169QoftWtri0klCdiGxBMcgl3nAkSg3IgIlCeB+jE8Z67371bstOZ4cRCpLjvBu26JlLPjfF43sYRKBsnTg6U9vk0eQSxqvZDMq8lI/Rrre7YfiYlqgQQ9H0SJlD+B45H/bys7rx7wHvAh0VtFlbjhulBZsmQJDRo0oGnTppx//vksW7Ys6Lb5+fnk5eX5PBQlLlyJ3HHt865XQu5kVyAXinh4KBMVp3IQuWN/zbteDvHRnxXHcyYDJe2cHC/mO5YrO5YnIBaUTKRA4J3YPYU2IRlaRyIVcZXiyUfaWBwOzHSMX4ZYUc4mub4XSiGuCpVjjz2WCRMm8MUXXzBmzBj++ecfOnfuzObNmwNuP2LECLKzswsfOTk5AbdTlBLjvOMuB8xG0o/rxPGcTqGyIk7nOIBUl33Du56B3EmeGafzJROx6JwcD6zS+R4kTuJlINs7thGpx9IfEc+L8I0f+g3pM3MWYuVTAvMD0un6f9hdrFsiIm80UgpfSVo8xphk6SzCrl27aNasGbfccgs33HBDkefz8/PJz88vXM/LyyMnJ4ft27eTlaXJ7UoM2Y40mbNCpo5AftTiWdr8FSSwFcTddHWMj2+JlLe865ZIOT3G50lG9mFbI7ogF65k4AAiivORC+ci7/g6xDXxoWPbLOAxJEPrR6Qj8y+O58sjcVN3oLU+LLYjjQJfdIyVQ4oz3oWdYaUknLy8PLKzs8O6frvu+nFSuXJl2rVrx5IlgUPbMzMzycrK8nkoSlzIRuIDrDoovwDnYLuC4kE8XT8HkAqpTpHyPukhUsC3eFoyWVQWY8c/OUvnNwA+QIRkXe9YHuLuOQlxPc5FxK3lhtwHPIIInrFo/MokJFjWKVKOQf6XH0BFSgqRVEIlPz+fhQsXUr9+LCMUFSVKGiKdbqt7179E7mbjZYOMl+vnAOI6eNu7Xh65CKZTGfBkyvhx4uyYHKjHz9lIGf5LHGPTkSDcx5H+S4sRq4FV62MD8j09GkmxTTfWIe/bmd5lkNifZ5AWBtqZOuVwVajcdNNNTJ8+neXLlzN79mzOOecc8vLyGDRokJvTUhSbNkj6onX39RrSAyQe5GAH88XKorIfKYH/jne9POJOOC3oHqWTZBUqvzuWgzUjrIFYTr5CCg2CpMnfipTfXwqMwA4ItfgV6Iqkm6+I2YyTlwIk3uRQRIhb9EEyfa7FrlWkpBSuCpU1a9ZwwQUX0KpVK8466yzKly/PrFmzaNKkuMYoipJAuiAuE+u/5RGkwmisycROQ42FUNmPFA5713H8ScgPd7qRLMXe/CnOouLkFCRm6nrs7+IvSK2VOxB30XtIrxrnsd5DKuHeiZ2OW9pYhAQVX4FdY6Y2UmH5U4rvtaUkNUkVTBspkQTjKEqJeRHJvACxfMSjOFpn7NTJ3UTfSXc/ki1i3VlaIqVXSSaXwozHdp+8gP05uk1DxD1RDbH6hJseOxtx7zhTm1siGUMnIPEp4xBxstGxTT3E+jKQJHP8R8k+JMD4fuxYH4CLEddYTRfmpIRFygbTKkpSMxTJFACJU7kIiReIJc47v1VRHmMfUhLcKVI+In1FCiSn6+df7BiKDkRWw+NYpKrtfUhgNEisyolIf6BdiJBZjNT/sbb5BxFsxyKZQ6nMbMSadBe2SGmKuMjGoSKlFKFCRVEi4X9I2XkQQXAGdgpzLMh1LEfj/tmH1Nmw0lorIKXXe5ZsWilPMgqVSNw+gSiPNMz7FTjOMT4KKRT3KZK99igSkPsfxzY/IdVZLyB6QewWO5HU7E7Y/3tlEEE2H3GRKaUKFSqKEgkexAVkxXlsR3qzrI7R8UuSorwPcUV95F2vgAQCnxqDeaU6pVGoWLRF6sI8g13Zdg2S1XUhUsW2OSJev8Y362Ui0AoRPLtKMIdE8Tnyep/Bzr47HEnVfhSpIK2UOlSoKEqkZCBZNEd719cibpUtQfcIn2hTlPOROi8fe9crInfUencpJKNQCSfjJ1zKIlkt8/EVpm8hmWtvIBf2k5AA3BeBWt5t9iIxHq2A15HsmWRjIyK6+mJbgCoi4mQOUpBRKbWoUFGUaKgMfIbcqYKY1s8A9pTwuLmO5XAtKvlIWqrVBdYSKSeXcC6liWQUKpZFpSxiJYgFuUjtn1ex6/9sRuKprIt8OSQ7Zglwg3cdRHAPQAK6Z8VoPiXFIK+lDXaxQrAzoG7Gnr9SalGhoijRUhv4Arv/zw9IYbWSVARt7FgOR6jsRfq8fOZdr4SYx08qwRxKI5ZQKUtylJffj4hbEEtGLKukepCsnoX49gWajAii5xGrSTXgCaTGiLP432wk/qM/4kJyi6WIdehifPs0jUeKLzZzZVaKC6hQUZSScAgiDKwmhh8iJvhok/4rY5vkVxSzrSVSPveuWyKlW5TnLs1YdVSqkxwdcv/CbsfQPk7nqIuk0H+E1FgBCUQdhmQH/eUda4m4DL/A17Lzpve5+5BU+URxAEk5bgdMdYxfgIivQSTHZ6gkDBUqilJSjkT65lgm6BeQWhXRkuv9uw6706s/e5Esjsne9cre5a4lOG9pJtk6J8cqkDYcTkesN5c7xn70nvdB7O/YqcA8pCGm9T7tAYYjVp83iV/7CItfkH48t2C7URsjFsM3iW/3ciVpUaGiKLHgVKTMucWdiIk6GqyA2gICm973IPEwX3jXLZFyYpTnK+3sRxr6QfLU1kikUAFJU34J6QBuxVXtQ2qQHIWkK4OI7auR+JX/YovvNYgrqAuSYRNrdiPxJscg6dYgVpP/Iq6pdKymrBSiQkVRYsUA4GHH+qXYFo9ICJWibImUL73rVZDgyROiOE+6sM2xnCwWlVhm/ERCV++5b8Hue/M7UgDuZmwXTw3gaSRg1SkSZiJiYhASfBsLpiJunsex47vaec/1NLZbVUlbVKgoSiy5BbjGu3wQSRmO9A40WIrybsSM/5V33RIpx0c8y/QimTN+amH3d0oUFZF+VXOAjt6xAkQotAe+cWzbGnG7TPYuW0xA4lceIPpMt81IoGwPYJl3LBNxR/2MiCdFQYWKosQWD/AUIlBAxEVf4O8IjpHrWLYsKruRzAwruLAq4vrpEu1E04hkEyobvA+IvHR+LDkCESsPIQIBJNPmZOAyfC1RvRDLyzPYac+7gbuR1OF3CD9+xWDXd3nVMW5Ze+7ALvmvKKhQUZTYUxZ4DTuwdRNSwn5D0D188Xf97AJOw77TtURK5xLPND1INqHijE+JV8ZPuGQAtyNzclrmXgYORRpZOre9FolfGYbtOlqJ9JY6EbGEhGIV8l22KuaCxM+MRr7fLaN7GUrpRoWKosSDCsiP/GHe9WWIZWVnGPs6hcoC5If9W+96FhKf0ikms0wPklmoJDI+JRStkAabLyBCGGA9cCbSluEfx7Y1gZHI63BWwf0BqdY82G97EDfoM4j4+dwxfjaScnwZejVSgqJfDUWJF9UQ334j7/rPiEsoWMqxc79s7/JsJFMD79hX+DagU4pns2NZhUpwygBXIlk2fR3j7yECYzy+7p22SIzUp9iWEIN0Lm6BpOjvRQJyOyONBK1+Qg2QmkPvkfgYHSXlUKGiKPGkEfJjXs27/gWSDVScP7+J37olUo6J5eTShGS1qJRD4jSSjRykHcOb2MUHtwKXIC7M5Y5tPYio+QN4Eltg70RiTZpjx8JYXEnRbs6KEgIVKooSb9oiP/xWwOIE5Ec8FE6hUg0Joj068KZKMTiFitt1VPKxK8K2wf5OJBse7Eqw/R3jXyHuzKfwbRVRHrgeCRq/EvvKshapNAuSNfQ94l7KRlHCRoWKoiSC45E7VCvD42GkAmgwTvf+rYGIlKPiN7VSTzJZVBZiX7iTye0TjFpIR+XPEUsLSLbPDUjG2fwA27+AVLi1mmJmAPd4xzSVXokCFSqKkijOwlecXIv46AMxBDGnL0dK9CvRk0xCJZkyfiKhNxK7crVjbDbi1hmOWIqctEOsL78ggeT3kbzWIyXpUaGiKInkKmy3jwEuAr4LsJ0HMbEnQ6ffVMcSKh7cdzkkayBtOFRFhPYP2MXf9iMi5Ahglt/2HuBw7GByRYkSFSqKkmgeQCpygtyJnk5RE7oSOyyhUh33f/FSWahYdEH68dyJ3QtoAXZmTzgp+IoSAW7/2ypK+uFBClz19q5vRyp/rnZtRqWbZOmcbLCFSl3vI1WpgAjun7BdkwaplXIYdi8qRYkBKlQUxQ0ykLLjVpDsWkSsbHVtRqWTg9il4N0WKuuxa7qkqjXFnw6Iy+cxpIcQSKXanojVcEvg3RQlElSoKIpbVEEavjX3ri9AOiPvdW1GpY9t2DVr3BYqpcHtE4hywE1I8Hd3x/irSAr2u4TfB0hRAqBCRVHcpA5SEK6Od/17pG7FwaB7KJGQTDVUSqtQsWgGfA2MwQ5a3gich5TiX+fSvJSUR4WKorhNM8SyUtm7/gHwX/QuNBZoanJi8SCVl/0rz36EWFdGAwWJn5aS2qhQUZRk4CjgfewsiueRonBKyUhGoVIeO723tNIAEdzvYgcN5wFXIIXg/nZpXkpKokJFUZKFnsBYx/odiJ9fiZ5kESp7gEXe5UORYOrSjgdpwrkAOx0fpMlmO+BR7Cq9ihICFSqKkkwMRLrOWgxBYliU6EgWofIntsujNManhKIG0lH5SyDXO7YXuBU4FimtryghUKGiKMnGrcAw7/JB5K50rnvTSWmSRaj87lhON6Fi0QMpbHgdds+rXxC3551otpsSFBUqipJseICnEYECsAvoi/r1oyFZhEppz/gJl8pI5+WZSFdxEDH+ENARyXpTFD9UqChKMlIWeA040bu+CSkIt9G1GaUmmx3LySJUSmvGTyQci1hT7sOO11mEfN+vRgJvFcWLChVFSVYqAJOw7zyXIpYV7aUSPslgUXGWzm8A1HJpHslGeeAepG/QcY7xF5Dv/GduTEpJRlSoKEoyUx0JprU60P6EuIT2uzaj1MIpVKq7NIfV2GX809ntE4y2SEfmp4FK3rE1wGlI8cNN7kxLSR5UqChKstMIESvVvOtfIEW1tCBc8VhCpRriTnMDjU8pnrJIkcM/gVMd428iheLeQL/vaYwKFUVJBdoCHwOZ3vUJwF3uTSdlSIbOyZrxEz65iCgfj20B2wxchFhYtMN4WqJCRVFShROQO0wrtfMhxJ+vBKYAuxt1sgTSqlApHg8wCFgInOsY/xwplvc8WoY/zVChoiipxFnASMf6MKRUuVKUPOwLWjIIlUyghYvzSDXqAu8gAeUNvGM7ke98V+Avd6alJB4VKoqSalwN3O5dNsCFaP2JQCRDxs8uYIl3+TDsXk5K+JyBxK5c5hj7AbFOPYQGlqcBKlQUJRV5EDGPA+QDpyM/5opNMgiV+dhBoOr2iZ5qSOflb4Dm3rF9SEXbo5FsOKXUokJFUVIRDzAGKQIHkv7aC0nrVIRkKPam8SmxpTsSnHwL9tXrN6SA3C3AbpfmpcQVFSqKkqpkAO8ivVJAREpv7Jod6Y7TolLTpTloxk/sqQg8AszBfk8LgMeQqr/fujQvJW6oUFGUVKYKUsGzmXd9PuLT1wZvyeH60dL58eNIpFnng9hp+0uBk4DLUcFeilChoiipTh2kCFxt7/p3wACk2Vs647ZQMdgWlRzcq4xbmskA7kAE4fGO8TFIKvMkF+akxBwVKopSGmiG1Jmo7F1/D7ie9K7m6bZQWYHdXE/dPvGlFTAdqbFSxTu2HjgTOA/Y4NK8lJigQkVRSgtHIQLFSoEdCTzq3nRcx22hooG0iaUMcBWS/dbHMf4uUoZ/POkt3FMYFSqKUproBbzsWL8NeM2lubiNCpX0pDHwKdIfyOpUvRW4BOiJWLqUlEKFiqKUNgYhAYYWg5EYlnTD7c7JKlTcw4MUQlzg/WvxFdI36xk0hiuFUKGiKKWR2xEzOMAB4GzgZ/em4wpWHZWqSNBlorECaSthZ2UpiaU2Yln5FAloBqm1ch3QBS2SmCKoUFGU0ogHeBbpDQRSyr0Pkr6ZLlgWFTdqqOzAfq/bAWVdmINi0xcRJVc7xmYDhwP3IVVulaRFhYqilFbKAq9jp21uRGJYNro2o8RhsIWKG/EpfziWtX5KclAVeA7pi9XKO7YfGA4cgQgXJSlRoaIopZmKwMdITQmAv4HTkC60pZkd2DEIB4BfgO0JPL/GpyQvxwPzkPorVobcn0AnJKV/lzvTUoKjQkVRSjvVgSlAQ+/6XKS2RGnuOrvNsfw7UsW0GpIFcixwAXAXMA4pkLcGKcMeK1SoJDcVkIDzn5DvBogV7mmky/VX7kxLCYzHGJOymeV5eXlkZ2ezfft2srKy3J6OoiQ385G7ScuycDHwChLPUto4CDQFVkewTwXvPocgwa/W4xDveIUIjtUJmOVd3g7oz1PycgB4CrgH39YTFwNP4F77hVJOJNdvFSqKkk5MB07FDh68E3jAvenEle2IJWmp32MtkRf+8iAWKUu4+AuZGtiCrwARJrsQgbOsJC9CSRh/A5cB0xxjdZHCiedQOgW9i6hQURQlOO8hrh/rP/8F4Er3ppNw9iJFv5YiIsIpYpYB+VEcMxtbuBjkPQboiLgXNOsnNTBIwcSbsNsfAPwHKc/fwIU5lVJUqCiKEpqRwLXeZQ/wPtIXJd0pQHrEOIWLU8hsDr5rUDKAXAJbY5pi92dSkod1SCrzJMdYNvA4MAS1rsQAFSqKohTPbcAj3uVMYCq+HWiVomzHV7w4l1cRXUBuPXzdSE4hUxu9KLqFQQT81fim9HcHRgPN3ZhU6UGFiqIoxWOQcvtWL6BqwI/YqcxKZOxDxEo77KDM9sj7vBSpiBopVbDFi7+IaYw7FXfTjS3AjUhTQ4sKwP1IhdtyRXdRikeFiqIo4bEfqavypXc9B5gBNHJtRqlPLrASERnbkSIQBrkr94+HsZY3RHGesohYCWaNqVqC16AU5UvgCnybGh4JjEVT0KNAhYqiKOGzAzFnW72ADkOqd1Zza0IpzHbs960zYqEKh53AcgILmRVICm2k1KJodpK1XA+tohUNO4G7kaaG1pWzHHCLdzySFPY0JyWFyogRI7jjjjv473//y9NPPx3WPipUFCVGbEAurFYqbVcktVd/eCPje+BE7/KVSEZVSTmA1IMJlKG0FN/slHCpiATyBhIxuUjMkhKcWUhQ7QLHWCskY0jjvMIikut3UnjX5s6dy+jRo2nfXptiKIor1EWESWfgX6TeykBgInrnHQnOirSx+jkrh4iKpsDJfs8ZJBPJ35VkLa8Ncsw9yEV2QYDnPIjrL5g1pnr0L6XUcBzSlmEE8BDiQl0EnIAE345AXW8xxHWhsnPnTvr378+YMWN44IHSWnlKUVKAFsBniBtoN/AuUB8pK66ZJ+GR6NL5HsTFY7UG8GcP4lIKZI1ZRuCuwQax4KzGt/iZRXUCF71rhhTFS5eaMZlIQ8NzEeuK1dTweaS/1otIx3KlxLguVK6++mr69u3LKaecUqxQyc/PJz/frsaUlxeNzVNRlKAcgxQr64eUoX8Wufjc4uakUghLqHiQ7B+3qYhkcQXK5CpALC7BCt9tCbAPwFYknunnAM+Vp2gbAmfWUsUoX0cy0xaJRRqJVHrejYi8vkB/ROjXcmtypQNXhcrEiRP55ZdfmDt3bljbjxgxgvvuuy/Os1KUNKc34mu/xLt+K2JZGeDajFKDg0g/JZALcxUX5xIOZZAsrxygW4DntxG88N1qArch2Ie4QBYFOWcDgltjapG6lruySKryGUhmkNXU8A3gC0Twn0/qvj6XcS2YdvXq1Rx11FF8+eWXdOggNtJu3brRsWPHoMG0gSwqOTk5GkyrKPHgQaTDMMgtzWdInyAlMH8BbbzLZ2OX0S+N7MNuQxAoPmZPFMesSvBeSo1JAvt/mBhgAnA9Yn2y6AuMQoShkhpZP5MmTeLMM8+kbFnboXnw4EE8Hg9lypQhPz/f57lAaNaPosQRAwzDzlypggTZHuHajJKbd4D/8y7/D0lXTUcM8A/BrTGbojhmOaAJwa0xyWi9+gdpU/GuY6wqUg36CtI+SD0lhMqOHTtYuXKlz9gll1xC69atufXWWznssMOKPYYKFUWJMweRYMEPvet1gJnIBULx5U4kAwSkR8wZ7k0lqdlB8DYEK5HvXKTUIbg1ph7uulwmAVchPaQsTgDGICnNaUpKpCdXrVq1iBipXLkyNWvWDEukKIqSAMoifvYeSMDgRqAnUr22tovzSkYSnfGTqlRF3p9A79F+JP4lWAXfnUGOudH7mBnguUoEb0PQBAkAjif/QWKAbkHECUi9nQ7APcDNaCuEYkgVr5+iKG5REUm3PB5YCPyN+Nu/RTv/OrGESjZyAVQiJwMRE4cg4tiJQdxGwawx6wnMbiTIeX6A56yA4mDWmGpRvxJfqiGNDC8ALvPONx+xwr2DlOE/MkbnKoUkTWXaaFDXj6IkkFVIQTiriFgfxKytd4OSylvTu3wC8J2Lc0lXdhO8DcFyxFoTKTUI3kupAdHFmewG7gWexO62XRZpfDic0pnCHYCUiFGJBSpUFCXB/IFciLd71wcjqczpnnb5LXCSd3kYUlNDSR4OAmsI3oZgWxTHzCR4G4KmFN9+4iekUNzvjrHmiHuoWxTzSTFSIkZFUZQUpB1iRemJpKi+gtxZ3u/inJIB58VG41OSj7KIO64JUnnZny0EL3y3hsA1Y/KRlPS/gpyzIcGtMTWAoxCx8iiSJbYPcat2By73jmdH9CpLLWpRURQlct5FUnGtX49RwFD3puM6g4Fx3uU5wNEuzkWJLXuxa8YEEjL5QfcMTha+wmUfEsOyy7FNA+T/6vQo553kqEVFUZT4ci4SvPhf7/rVSBrof9yakMtYgbRlkJLqSumhAtDa+/CnAPk/CCZi/g1yzDzgV+8jGOuQFPfzEMFSI4q5lxJUqCiKEh3XIoG1jyI/2BcAU4Eubk7KBQ4Af3qXWyDpsEp6UAZx8TQETgzw/HZsAeMvZFZhB9OG4h3EdfVmDOaboqhQURQlekYgd36vIybyfsAPBG6CV1pZhG3+1/gUxUk2cLj34c9+pMBdsDYETjdQmpcBUKGiKEr0lEFqQGwEvkR6m/RCCm81dHFeiUQLvSnRkIFk+TQP8JxB/qeWIunMxydwXklImncbUBSlxJRHGvBZPYBWIx2Yt7k1oQSjGT9KrPEAdZG6RadQfKpzKUeFiqIoJacq0l25qXf9D+BMosuISDXUoqIocUWFiqIosaEe8AVQy7s+DRhIeAGDqYwlVKqTPu4uRUkgKlQURYkdLRDLipX58g5SGjxlqzUVwybsHjMd0Aq9ihIHVKgoihJbjkEKwpX1rj8NPOHabOKLun0UJe6oUFEUJfb0wW5pD9LK/g2X5hJPVKgoStxRoaIoSny4BN8eQJcgBeFKEypUFCXuqFBRFCV+3IndA2g/kgkUqmx4qmGlJpclvYrcKUoCUaGiKEr88ADPYfcA2onUWFnu1oRiyD5ggXe5FWlf60JR4oUKFUVR4ovVp8TqAbQB6Enwhm2pwl+IlQjU7aMocUSFiqIo8aci8DF2B9olwGn49jNJNTQ+RVESggoVRVESQw1gCtDAuz4bOB/pPpyKqFBRlISgQkVRlMTRBJgMZHnXP0WCbVOxIJwKFUVJCCpUFEVJLO2BSUgzQ5Duy8PdmkwJsDJ+aiPtAxRFiQsqVBRFSTzdgQmO9f8BL7k0l2j4B9joXW6Pls5XlDiiQkVRFHf4P+Apx/pVwEcuzSVS1O2jKAlDhYqiKO5xHXCTd7kACa6d4dpswkeFiqIkDBUqiqK4yyNAf+/yXqAfUqMkmVGhoigJQ4WKoijuUgZ4BTjFu74FKQi3zrUZFY8lVDKANm5ORFFKPypUFEVxn/LA+0BH7/oqpNT+drcmFIJ8bItPG+zsJUVR4oIKFUVRkoMspMZKrnf9d6SJYb5bEwrCAuCgd1ndPooSd1SoKIqSPNQDvgBqete/BQYhgbbJgjM+pb1rs1CUtEGFiqIoyUVL4DOkPxDA29iZQcmABtIqSkJRoaIoSvJxLPAO0nkZpN7KE+5NxwcVKoqSUFSoKIqSnJwGvOhYvwl406W5WBhsoVIPqOPiXBQlTVChoihK8nIpcJ9j/WLga3emAsBaJH0a1JqiKAlChYqiKMnN3cDl3uX9SCbQPJfm8rtjWYWKoiQEFSqKoiQ3HuB54HTv+g6kxspyF+aiGT+KknBUqCiKkvyUA94COnnX/wF6Af8meB4aSKsoCUeFiqIoqUEl4BOgtXd9MdIXaHcC52AJlfJAqwSeV1HSGBUqiqKkDjWBKUB97/os4P+AAwk49x5EHAG0Rfr8KIoSd1SoKIqSWjRBSu1nedc/Ba5EUofjyXzsCrnq9lGUhKFCRVGU1KMD8CG2VeNlfNOY44Fm/CiKK6hQURQlNTkJmOBYvw8YHcfzacaPoriCChVFUVKX84EnHetXAh/H6Vya8aMorqBCRVGU1OZ64EbvcgEiXmbG+BzO0vkNsbs7K4oSd1SoKIqS+jwKXOhd3oP0CforhsdfBWz3Lqs1RVESigoVRVFSnzLAOOBk7/oWpCDcuhgdX90+iuIaKlQURSkdlAc+ADp611cCfbAtISVBhYqiuIYKFUVRSg9ZwOdArnf9N+AsIL+Ex3WmJmvGj6IkFBUqiqKULuoj1WutgNdvgIuxi7VFg2VRqQC0KMFxFEWJGBUqiqKUPlohFWsretcnAjdHeaxdwN/e5cOQBomKoiQMFSqKopROjgPexv6VexLfmivh8gd2eX6NT1GUhKNCRVGU0ks/4CXH+o3AWxEeQwNpFcVVVKgoilK6uRQY7lgfBHwdwf4qVBTFVVSoKIpS+rkHuMy7vB84E5gX5r6a8aMorqJCRVGU0o8HeAE43bu+A+gNrChmvwJsodIYqBaHuSmKEhIVKoqipAflkPiUTt71f5DqtZtD7LMCETWgbh9FcQkVKoqipA+VgE+Q9GWARUjA7e4g22t8iqK4jgoVRVHSi5pIQbh63vWZwAXAgQDbqlBRFNdRoaIoSvqRC0wGqnrXPwauxq6XYqFCRVFcR4WKoijpSUdgEpDhXR8N3O+3jRVIWwlolpBZKYrihwoVRVHSl5OACY71e4GXvct5wDLvcjv011JRXEK7ViiKkt6cD6xDqtYCDEXiV6o7tlG3j6K4hqv3CKNGjaJ9+/ZkZWWRlZVFp06dmDx5sptTUhQlHbkBuN67fBA4DxjjeF6FiqK4hqtCpVGjRjz88MP89NNP/PTTT5x00kmcccYZ/Pnnn25OS1GUdORxxLoCsAd41fGcChVFcQ2PMcY/zt1VatSowWOPPcaQIUOK3TYvL4/s7Gy2b99OVlZWAmanKEqpJh+pWPut33gedoaQoiglJpLrd9LEqBw8eJB3332XXbt20alTp4Db5Ofnk5+fX7iel5eXqOkpipIOZAIfAidiZ/wcgooURXER1+PY//jjD6pUqUJmZiZDhw7lww8/5NBDDw247YgRI8jOzi585OTkJHi2iqKUerKRGiuHeNfPcXEuiqK47/rZt28fq1atYtu2bbz//vu8/PLLTJ8+PaBYCWRRycnJUdePoiixZw/wB3AESWR7VpTSQSSuH9eFij+nnHIKzZo146WXXip2W41RURRFUZTUI5Lrt+uuH3+MMT5WE0VRFEVR0hdXDZp33HEHvXv3Jicnhx07djBx4kSmTZvGlClT3JyWoiiKoihJgqtCZcOGDQwYMID169eTnZ1N+/btmTJlCj169HBzWoqiKIqiJAmuCpWxY8e6eXpFURRFUZKcpItRURRFURRFsVChoiiKoihK0qJCRVEURVGUpEWFiqIoiqIoSYsKFUVRFEVRkhYVKoqiKIqiJC0qVBRFURRFSVpUqCiKoiiKkrSoUFEURVEUJWlJ6eblVuPnvLw8l2eiKIqiKEq4WNdt6zoeipQWKjt27AAgJyfH5ZkoiqIoihIpO3bsIDs7O+Q2HhOOnElSCgoKWLduHVWrVsXj8bg9HR/y8vLIyclh9erVZGVluT2dtEPff/fRz8B99DNwF33/g2OMYceOHTRo0IAyZUJHoaS0RaVMmTI0atTI7WmEJCsrS7+gLqLvv/voZ+A++hm4i77/gSnOkmKhwbSKoiiKoiQtKlQURVEURUlaVKjEiczMTO69914yMzPdnkpaou+/++hn4D76GbiLvv+xIaWDaRVFURRFKd2oRUVRFEVRlKRFhYqiKIqiKEmLChVFURRFUZIWFSqKoiiKoiQtKlRiyKhRo2jfvn1hcZ9OnToxefJkt6eV1owYMQKPx8N1113n9lTShuHDh+PxeHwe9erVc3taacXatWu56KKLqFmzJpUqVaJjx478/PPPbk8rbcjNzS3yP+DxeLj66qvdnlpKktKVaZONRo0a8fDDD9O8eXMAXn31Vc444wx+/fVX2rZt6/Ls0o+5c+cyevRo2rdv7/ZU0o62bdsyderUwvWyZcu6OJv0YuvWrXTp0oXu3bszefJk6tSpw9KlS6lWrZrbU0sb5s6dy8GDBwvX58+fT48ePTj33HNdnFXqokIlhvTr189n/cEHH2TUqFHMmjVLhUqC2blzJ/3792fMmDE88MADbk8n7ShXrpxaUVzikUceIScnh3HjxhWO5ebmujehNKR27do+6w8//DDNmjWja9euLs0otVHXT5w4ePAgEydOZNeuXXTq1Mnt6aQdV199NX379uWUU05xeyppyZIlS2jQoAFNmzbl/PPPZ9myZW5PKW34+OOPOeqoozj33HOpU6cOhx9+OGPGjHF7WmnLvn37eP311xk8eHDSNc9NFVSoxJg//viDKlWqkJmZydChQ/nwww859NBD3Z5WWjFx4kR++eUXRowY4fZU0pJjjz2WCRMm8MUXXzBmzBj++ecfOnfuzObNm92eWlqwbNkyRo0aRYsWLfjiiy8YOnQo1157LRMmTHB7amnJpEmT2LZtGxdffLHbU0lZtDJtjNm3bx+rVq1i27ZtvP/++7z88stMnz5dxUqCWL16NUcddRRffvklHTp0AKBbt2507NiRp59+2t3JpSm7du2iWbNm3HLLLdxwww1uT6fUU758eY466ihmzJhROHbttdcyd+5cZs6c6eLM0pOePXtSvnx5PvnkE7enkrKoRSXGlC9fnubNm3PUUUcxYsQIOnTowDPPPOP2tNKGn3/+mY0bN3LkkUdSrlw5ypUrx/Tp03n22WcpV66cT4CbkhgqV65Mu3btWLJkidtTSQvq169f5MaoTZs2rFq1yqUZpS8rV65k6tSpXHrppW5PJaXRYNo4Y4whPz/f7WmkDSeffDJ//PGHz9gll1xC69atufXWWzX7xAXy8/NZuHAhJ5xwgttTSQu6dOnCokWLfMYWL15MkyZNXJpR+jJu3Djq1KlD37593Z5KSqNCJYbccccd9O7dm5ycHHbs2MHEiROZNm0aU6ZMcXtqaUPVqlU57LDDfMYqV65MzZo1i4wr8eGmm26iX79+NG7cmI0bN/LAAw+Ql5fHoEGD3J5aWnD99dfTuXNnHnroIc477zzmzJnD6NGjGT16tNtTSysKCgoYN24cgwYNolw5vdSWBH33YsiGDRsYMGAA69evJzs7m/bt2zNlyhR69Ojh9tQUJWGsWbOGCy64gH///ZfatWtz3HHHMWvWLL2jTxBHH300H374Ibfffjv/+9//aNq0KU8//TT9+/d3e2ppxdSpU1m1ahWDBw92eyopjwbTKoqiKIqStGgwraIoiqIoSYsKFUVRFEVRkhYVKoqiKIqiJC0qVBRFURRFSVpUqCiKoiiKkrSoUFEURVEUJWlRoaIoiqIoStKiQkVRFEVJGr777jv69etHgwYN8Hg8TJo0Ka7nGz58OB6Px+dRr169mBw7Pz+fjh074vF4mDdvXrHzaN26NZUrV6Z69eqccsopzJ49O+C2xhh69+4d8P3ZunUrAwYMIDs7m+zsbAYMGMC2bdsKn9+8eTO9evWiQYMGZGZmkpOTw7Bhw8jLy/M5zjvvvEPHjh2pVKkSTZo04bHHHov49Y8ePZpu3bqRlZWFx+PxmUckqFBRFCVpOHjwIJ07d+bss8/2Gd++fTs5OTncddddLs1MSRS7du2iQ4cOPPfccwk7Z9u2bVm/fn3hw79fmD+5ublMmzat2OPecsstNGjQIKw5tGzZkueee44//viDH374gdzcXE499VQ2bdpUZNunn34aj8cT8DgXXngh8+bNY8qUKUyZMoV58+YxYMCAwufLlCnDGWecwccff8zixYsZP348U6dOZejQoYXbTJ48mf79+zN06FDmz5/PCy+8wJNPPhnxZ7J792569erFHXfcEdF+RTCKoihJxOLFi02lSpXM66+/Xjg2YMAA0759e5Ofn+/izJREA5gPP/zQZyw/P9/cfPPNpkGDBqZSpUrmmGOOMd9++23U57j33ntNhw4dItqnSZMmxZ7z888/N61btzZ//vmnAcyvv/4a0Tm2b99uADN16lSf8Xnz5plGjRqZ9evXF3l/FixYYAAza9aswrGZM2cawPz1119Bz/XMM8+YRo0aFa5fcMEF5pxzzvHZ5qmnnjKNGjUyBQUFhWMff/yxOeKII0xmZqZp2rSpGT58uNm/f3+R43/77bcGMFu3bg335fugFhVFUZKKFi1aMGLECK655hrWrVvHRx99xMSJE3n11VcpX76829NTXOaSSy7hxx9/ZOLEifz++++ce+659OrViyVLlkR9zCVLltCgQQOaNm3K+eefz7Jly0o0xw0bNnDZZZfx2muvUalSpYj337dvH6NHjyY7O5sOHToUju/evZsLLriA5557LqB7aubMmWRnZ3PssccWjh133HFkZ2czY8aMgOdat24dH3zwAV27di0cy8/Pp0KFCj7bVaxYkTVr1rBy5UoAvvj/du4vpMm2jwP4d83V3J9KI/evxsJtrWgHRomzRoMFSjhhhhUsGmQpEXgklgfZP6cYiNBBMKEsOojKgyKwHrKhJ5lCEEoOyRiB1eafA2uyDN3vPXhf7+e9nfr62PO8juf5feA+uK7rvq/ffV/b8Md13Ze//YaTJ0+iuroaQ0NDCAaDuHv3LgKBwB9+3v9pVekNY4z9hZLJJLlcLnK73ZSTk0PXr19f61tiawALZgxGRkZIIpHQ58+fRee53W6qq6tbVYzOzk7q6OiggYEBevnyJR06dIg0Gg1NTEwsec1yMyrJZJKKi4uF72wkElnxjMqzZ89IqVSSRCIhvV5P/f39ovbKykqqqKgQygvHJxAIkMViSenXYrFQY2OjqO7EiROUmZlJAMjj8VAikRDagsEgKRQK6urqorm5ORoeHiabzUYA6PXr10RE5HQ6U/q8f/8+6XS6lPi/OqPCiQpjLC2Fw2ECQHa7fdHpZPb3t/AP8aNHjwgAKZVK0ZGRkUHHjh0jot8Tg+WO8+fPLxkzHo+TRqOhlpYWoa6qqkoUTyKRkFwuF9V9+vSJiP69jFJYWEizs7Oi+1lJohKPx+nDhw/U29tLp0+fJpPJRLFYjIiInj59Smazmb5//77k+AQCAbJarSn9ms1mampqEtV9/fqVwuEwPXnyhHbv3k3nzp0T2pLJJNXW1pJcLiepVEpZWVl05coVAkB9fX1ERKRQKFLGQC6XEwCanp4WxfrVRCXjz5+jYYyxX3fnzh0oFApEIhGMjo7CZDKt9S2xNZZMJiGVSvH27VtIpVJRm0qlAgAYDAaEw+Fl+8nKylqyTalUwm63i5aSrl27hpqaGqHscrnQ3NwsWmKZf2k2FArhzZs32LBhg6jfffv2wefz4d69e8vGNpvNMJvNKCgogMViwe3bt1FXV4dQKISPHz9i8+bNomuOHj0Kp9OJ7u5uaLVaxGKxlH7Hx8eh0WhEdVqtFlqtFjabDVu2bIHT6cSlS5eg0+kgkUjQ3NyMxsZGRKNRbN26Fa9evQIA4XeYTCZx9epVlJWVpcRbuGz0qzhRYYylnd7eXrS2tuL58+e4ceMGKioq0NXVteROB/bPkJeXh7m5OYyNjcHpdC56jkwmg81mW3WMmZkZhMNhUf85OTnIyckRyhkZGTAYDDCbzSnX37x5Ew0NDUL5y5cvKCoqwsOHD0WJzUoQEWZmZgAAFy9exJkzZ0Ttdrsdra2t8Hg8AACHw4GpqSn09/cjPz8fANDX14epqSkUFhYuG2f+2f+bVCqFwWAAADx48AAOh0MYh71792J4eHjRMfizcaLCGEsriUQCfr8fVVVVOHz4MKxWK/bs2YNgMCjaQsn+nuLxOEZGRoRyJBLBu3fvkJ2dDavVCp/Ph1OnTqGlpQV5eXmYmJhAKBSC3W7HkSNH/nC8mpoaeDweGI1GjI2NoaGhAd++fYPf71/V/RuNRlF5fqYnNzcX27ZtE+ptNhuamprg9XoxPT2NQCCA0tJS6HQ6TE5O4tatWxgdHUV5eTmA32dAFou3Y8cOAMCuXbtQXFyMs2fPIhgMAgAqKytRUlKCnTt3AgA6OzsRi8Wwf/9+qFQqDA0Noba2FgcOHBBmSyYmJtDR0QGXy4UfP36gvb0djx8/Rk9PjxC3vr4eJSUl2L59O8rLy7Fu3ToMDAxgcHBQSNSi0Sii0ajweQ4ODkKtVsNoNCI7O3vlg7qqBSPGGPuLVFdXU25uLsXjcaGura2NVCoVRSKRtbsx9n8x/z7DwsPv9xMR0c+fP6m+vp5MJhPJZDLSarXk9XppYGBgVfGOHz9OOp2OZDIZ6fV6Kisro/fv3y97zUq2J89b6h0VANTe3k5ERIlEgrxeL+n1elq/fj3pdDoqLS1NeZl2ISyyfXtycpJ8Ph+p1WpSq9Xk8/lE74aEQiFyOBy0adMmksvlZLFY6MKFC6JzxsfHqaCggJRKJSkUCnK73aItz/NevHhBhYWFlJmZSRs3bqT8/Hxqa2sT2i9fvrzoZzn/3Csl+c/DMsbYmuvp6YHb7UZ3dzcOHjwoaisqKsLs7CwvATH2D8OJCmOMMcbSFv/DN8YYY4ylLU5UGGOMMZa2OFFhjDHGWNriRIUxxhhjaYsTFcYYY4ylLU5UGGOMMZa2OFFhjDHGWNriRIUxxhhjaYsTFcYYY4ylLU5UGGOMMZa2OFFhjDHGWNriRIUxxhhjaetfn6owNRm0+t8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V STERENN\n",
+      "6816     14.68533\n",
+      "6928     14.68533\n",
+      "14208    14.68533\n",
+      "9392     14.68533\n",
+      "9280     14.68533\n",
+      "           ...   \n",
+      "11408    14.68533\n",
+      "17904    14.68533\n",
+      "17680    14.68533\n",
+      "8496     14.68533\n",
+      "11520    14.68533\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CISBERLANDE 5\n",
+      "4958     43.403590\n",
+      "1374     43.403590\n",
+      "2718     43.403590\n",
+      "1262     43.403590\n",
+      "4846     43.403590\n",
+      "           ...    \n",
+      "21198    43.403627\n",
+      "21310    43.403613\n",
+      "21422    43.403613\n",
+      "21534    43.403615\n",
+      "21646    43.403622\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VSTSOPHIEFRANCOIS2\n",
+      "19785    43.402593\n",
+      "14745    43.402593\n",
+      "15865    43.402593\n",
+      "12729    43.402593\n",
+      "10937    43.402593\n",
+      "           ...    \n",
+      "1193     43.402593\n",
+      "5113     43.402593\n",
+      "13401    43.402593\n",
+      "13513    43.402593\n",
+      "13625    43.402593\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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y5MkKDw/XuHHjKjzeOnXqaNiwYUpISFBERIT69+9f4W27deumuXPnyt/fX506dZJ07spGkyZNtGbNGt19992qWfPS/+k5/03Pb775pmrXri0/Pz81adKkzFtfV2L9+vV64oknNHToUMXGxqpevXo6evSoli1bptTUVA0bNqzU1bNt27Zp9OjRGjhwoLKysjRx4kQ1atRIjzzyiCQpMDBQc+fOVXx8vH7++Wfdd999atiwoY4dO6YdO3bo2LFjSkhIkHTunP3hD3/Q7bffrocffliNGzdWQUGBvvvuO3344YeuL+V88skntWjRIvXt21cvvfSSgoODtXTpUldIu9Y6deqkBx98UCNGjNC2bdvUuXNn1apVS9nZ2dq4caNat26thx9+WC1btlTTpk313HPPyRijoKAgffjhh675XRcq7++0du3aV1Wr3W5X586dNXPmTNWvX1+NGzdWenq6Fi5cWO4XLl7uHMKiPDsHG/Cc8p4Ci46OLrP/pk2bjNPpNAEBAaZBgwZm9OjR5ssvvzSSzNtvv+3qV9Zj8Mace5qlS5cuxm63G19fXxMREWHuu+8+t8ekjTn3RE6fPn2Mw+Ewvr6+pmnTpmbcuHFufcaPH29uuOEG4+Xl5fZUUElJiZkxY4Zp3ry58fb2NvXr1zd//vOfTVZWVoXHeV5aWpqRZKZPn37Jfhf74IMPjCTTo0cPt/YxY8YYSWbOnDmlttFFT4EZY8ysWbNMkyZNTI0aNdze4/Jqj4+PL/Vo98WysrLMpEmTTKdOnUxISIipWbOmqV27tunQoYOZO3euOXPmjKvv+SeI1qxZY+Li4kydOnWMv7+/ueuuu8zevXtL7Ts9Pd307dvXBAUFGW9vb9OoUSPTt29fs2LFCrd++/fvNyNHjjSNGjUy3t7epkGDBiY2NrbUE0m7d+82PXr0MH5+fiYoKMiMGjXK9d5W9CmwrVu3lrm+b9++Zb5XixYtMh06dDC1atUy/v7+pmnTpmbYsGFm27ZtpeqqXbu2qVu3rhk4cKA5ePBgmeewvL/TiIgI07dv31LHl2QeffTRUu+XJDNz5kxX26FDh8y9995r6tata2rXrm169+5tvvrqKxMREWHi4+NLvQ8VPYewFpsxxlR+7AJ+v8aNG6d33nnH7YvhqqOnnnpKCQkJysrKuuorL9VRYmKiRowYoa1bt5Y5kRhVH+cQl8ItMOAaOXr0qDIyMrRy5Uo5nU5Pl/Obbd68Wd9++63eeOMNPfTQQ5YMPwB+/whAwDXyySef6LHHHlPHjh01e/ZsT5fzmzmdTgUEBKhfv3566aWXPF0OAFwX3AIDAACWw2PwAADAcghAAADAcghAAADAcjw6CTohIUEJCQk6cOCApHNfR//888+rT58+5W4zb948vf766zpw4IBuvPFGTZw4UcOGDXPrk5ycrMmTJ+v7779X06ZN9fLLL+uee+6pcF1nz57VkSNHVLt27XJ/LgAAAFQtxhgVFBTohhtucP3O4qU6e8yqVavMxx9/bPbs2WP27NljJkyYYLy9vc1XX31VZv833njD1K5d2yQlJZnvv//eLFu2zAQGBppVq1a5+mzatMnUqFHDvPLKK+brr782r7zyiqlZs6bZvHlzhevKysoyklhYWFhYWFiq4XLxl7+Wpco9BRYUFKSZM2dq1KhRpdbFxsaqU6dOmjlzpqvtySef1LZt27Rx40ZJ0uDBg5Wfn6/Vq1e7+pz/6YFly5ZVqIa8vDzVqVNHWVlZstvtVzkiAABQGfLz8xUeHq7jx4/L4XBcsm+V+R6gkpISrVixQoWFheV+iVxxcbH8/Pzc2vz9/fX555/r9OnT8vb2VkZGRqnfPOrVq5dmzZpV4VrO3/ay2+0EIAAAqpmKTF/x+CTonTt3KjAwUL6+vho7dqxSUlIUFRVVZt9evXppwYIF+uKLL2SM0bZt27Ro0SKdPn3a9bMDOTk5Cg4OdtsuODhYOTk55dZQXFys/Px8twUAAPx+eTwAtWjRQpmZmdq8ebMefvhhxcfHa/fu3WX2nTx5svr06aOOHTvK29tbAwYM0PDhwyVJNWrUcPW7OPkZYy6ZBqdNmyaHw+FawsPDr35gAACgyvJ4APLx8VFkZKTatWunadOmqU2bNuX+jIC/v78WLVqkkydP6sCBAzp48KAaN26s2rVrq379+pKkkJCQUld7jh49Wuqq0IXGjx+vvLw815KVlXXtBggAAKqcKjMH6DxjjIqLiy/Zx9vbW2FhYZKkpKQk9evXz/W4m9Pp1Nq1a93mAa1Zs0axsbHl7s/X11e+vr7XoHoAwPVQUlKi06dPe7oMVAE+Pj6Xf8S9AjwagCZMmKA+ffooPDxcBQUFSkpKUlpamlJTUyWduzJz+PBhLVmyRJL07bff6vPPP1eHDh30yy+/6O9//7u++uorLV682LXPJ554Qp07d9aMGTM0YMAAffDBB1q3bp3rKTEAQPVhjFFOTo6OHz/u6VJQRXh5ealJkyby8fG5qv14NADl5uYqLi5O2dnZcjgciomJUWpqqnr06CFJys7O1sGDB139S0pK9Nprr2nPnj3y9vZWly5dtGnTJjVu3NjVJzY2VklJSZo0aZImT56spk2bavny5erQoUNlDw8AcJXOh5+GDRsqICCAL6e1uPNfVJydna0bb7zxqv4eqtz3AFUF+fn5cjgcysvL4zF4APCQkpISffvtt2rYsKHq1avn6XJQReTl5enIkSOKjIyUt7e327or+fz2+CRoAADKcn7OT0BAgIcrQVVy/tZXSUnJVe2HAAQAqNK47YULXau/BwIQAACwHAIQAAAWceDAAdlsNmVmZnq6FI8jAAEAcA0dPXpUDz30kG688Ub5+voqJCREvXr1UkZGhqdLq5J++eUXxcXFuX6NIS4urlK+9qDKfREiAADV2b333qvTp09r8eLFuummm5Sbm6tPP/1UP//8s6dLq5BDhw6pUaNGlTb3asiQITp06JDrOwAffPBBxcXF6cMPP7yux+UKEAAA18jx48e1ceNGzZgxQ126dFFERITat2+v8ePHq2/fvq5+NptNCQkJ6tOnj/z9/dWkSROtWLHCbV+HDx/W4MGDVbduXdWrV08DBgzQgQMH3Pq8/fbbatWqlfz8/NSyZUu98cYbbus///xztW3bVn5+fmrXrp22b99+2TFMnjxZN910k1544QXt27fvt78ZFfD1118rNTVVCxYskNPplNPp1FtvvaWPPvpIe/bsua7HJgABAHCNBAYGKjAwUO+///5lf9Zp8uTJuvfee7Vjxw79+c9/1gMPPKCvv/5aknTy5El16dJFgYGB2rBhgzZu3KjAwED17t1bp06dkiS99dZbmjhxol5++WV9/fXXeuWVVzR58mTXryMUFhaqX79+atGihb744gtNmTJFTz/99GXHMGfOHE2ePFnp6elq1qyZOnfurIULF6qgoOCSYy5v6dOnT7nHysjIkMPhcPuy4o4dO8rhcGjTpk2XrfVqcAsMAFB9tJOUc9le116IpG2X71azZk0lJiZqzJgx+sc//qFbb71Vd9xxh+6//37FxMS49R04cKBGjx4tSXrxxRe1du1azZ07V2+88YaSkpLk5eWlBQsWuG5Fvf3226pTp47S0tLUs2dPvfjii3rttdf0pz/9SZLUpEkT7d69W/Pnz1d8fLyWLl2qkpISLVq0SAEBAYqOjtahQ4f08MMPX3IMtWvX1siRIzVy5Ej98MMPeuedd/Tqq6/q8ccf1z333KP4+Hh1797dVdflJlT7+/uXuy4nJ0cNGzYs1d6wYcNSP2x+rRGAAADVR46kw54u4tLuvfde9e3bV5999pkyMjKUmpqqV199VQsWLNDw4cNd/ZxOp9t2TqfTFSa++OILfffdd6pdu7Zbn6KiIn3//fc6duyYsrKyNGrUKI0ZM8a1/syZM3I4HJLO3V5q06aN2xdJXnzMy4mIiNCkSZM0adIkLV68WI899piWLl2qX375RXXq1JEkRUZGXtE+L1bWXCNjzHWfg0QAAgBUHyHV47h+fn7q0aOHevTooeeff16jR4/WCy+84BaAynL+Q//s2bP6r//6Ly1durRUnwYNGqioqEjSudtgF//WZY0aNSSdCxFX68cff1RSUpKWLFmizMxM9enTR/Hx8a6QJZ27BXYpt99+u1avXl3mupCQEOXm5pZqP3bsmIKDg6+u+MsgAAEAqo8K3IaqiqKiovT++++7tW3evFnDhg1ze922bVtJ0q233qrly5erYcOGZf6mlcPhUKNGjbRv3z4NHTq03GO+8847+vXXX123oTZv3nzZWouLi/Xhhx9qyZIlSk1NVXR0tOLj4/Xxxx+rQYMGpfpfzS0wp9OpvLw8ff7552rfvr0kacuWLcrLy1NsbOxla70qBqXk5eUZSSYvL8/TpQCAZf36669m9+7d5tdff/V0KRX2448/mi5duph33nnH7Nixw+zbt8/8v//3/0xwcLAZOXKkq58kU79+fbNw4UKzZ88e8/zzzxsvLy+za9cuY4wxhYWFplmzZubOO+80GzZsMPv27TNpaWnm8ccfN1lZWcYYY9566y3j7+9vZs2aZfbs2WP+85//mEWLFpnXXnvNGGNMQUGBqV+/vnnggQfMrl27zMcff2wiIyONJLN9+/ZyxzBy5EgTHBxsxo0bZ3bs2HH93qz/X+/evU1MTIzJyMgwGRkZpnXr1qZfv37l9r/U38WVfH4TgMpAAAIAz6uOAaioqMg899xz5tZbbzUOh8MEBASYFi1amEmTJpmTJ0+6+kky8+bNMz169DC+vr4mIiLCLFu2zG1f2dnZZtiwYaZ+/frG19fX3HTTTWbMmDFun01Lly41t9xyi/Hx8TF169Y1nTt3NitXrnStz8jIMG3atDE+Pj7mlltuMcnJyZcNQHv37jWnT5++dm/KZfz0009m6NChpnbt2qZ27dpm6NCh5pdffim3/7UKQDZjrsFNwt+Z/Px8ORwO5eXllXnpEQBw/RUVFWn//v1q0qSJ/Pz8PF3ONWWz2ZSSkqI//vGPni6l2rnU38WVfH7zPUAAAMByCEAAAMByeAoMAIBKxuwTz+MKEAAAsBwCEACgSuNqCS50rf4eCEAAgCrJ29tb0rkfBgXOO/9jsOe/8fq3Yg4QAKBKqlGjhurUqaOjR49KkgICAq7770Ohajt79qyOHTumgIAA1ax5dRGGAAQAqLJCQs79CNf5EAR4eXnpxhtvvOowTAACAFRZNptNoaGhatiwoU6fPu3pclAF+Pj4yMvr6mfwEIAAAFVejRo1rnrOB3AhJkEDAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL8WgASkhIUExMjOx2u+x2u5xOp1avXn3JbZYuXao2bdooICBAoaGhGjFihH766SfX+sTERNlstlJLUVHR9R4OAACoJjwagMLCwjR9+nRt27ZN27ZtU9euXTVgwADt2rWrzP4bN27UsGHDNGrUKO3atUsrVqzQ1q1bNXr0aLd+drtd2dnZboufn19lDAkAAFQDHv0x1P79+7u9fvnll5WQkKDNmzcrOjq6VP/NmzercePGevzxxyVJTZo00UMPPaRXX33VrZ/NZlNISMj1KxwAAFRrVWYOUElJiZKSklRYWCin01lmn9jYWB06dEiffPKJjDHKzc3VP//5T/Xt29et34kTJxQREaGwsDD169dP27dvv+Sxi4uLlZ+f77YAAIDfL48HoJ07dyowMFC+vr4aO3asUlJSFBUVVWbf2NhYLV26VIMHD5aPj49CQkJUp04dzZ0719WnZcuWSkxM1KpVq7Rs2TL5+fmpU6dO2rt3b7k1TJs2TQ6Hw7WEh4df83ECAICqw2aMMZ4s4NSpUzp48KCOHz+u5ORkLViwQOnp6WWGoN27d6t79+4aN26cevXqpezsbD3zzDO67bbbtHDhwjL3f/bsWd16663q3Lmz5syZU2af4uJiFRcXu17n5+crPDxceXl5stvt12agAADgusrPz5fD4ajQ57fHA9DFunfvrqZNm2r+/Pml1sXFxamoqEgrVqxwtW3cuFG33367jhw5otDQ0DL3OWbMGB06dOiyT5iddyVvIAAAqBqu5PPb47fALmaMcbsac6GTJ0/Ky8u95Bo1ari2K29/mZmZ5YYjAABgPR59CmzChAnq06ePwsPDVVBQoKSkJKWlpSk1NVWSNH78eB0+fFhLliyRdO6psTFjxighIcF1C+zJJ59U+/btdcMNN0iSpk6dqo4dO6pZs2bKz8/XnDlzlJmZqXnz5nlsnAAAoGrxaADKzc1VXFycsrOz5XA4FBMTo9TUVPXo0UOSlJ2drYMHD7r6Dx8+XAUFBXr99df11FNPqU6dOuratatmzJjh6nP8+HE9+OCDysnJkcPhUNu2bbVhwwa1b9++0scHAACqpio3B6gqYA4QAADVT7WeAwQAAHC9EYAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDleDQAJSQkKCYmRna7XXa7XU6nU6tXr77kNkuXLlWbNm0UEBCg0NBQjRgxQj/99JNbn+TkZEVFRcnX11dRUVFKSUm5nsMAAADVjEcDUFhYmKZPn65t27Zp27Zt6tq1qwYMGKBdu3aV2X/jxo0aNmyYRo0apV27dmnFihXaunWrRo8e7eqTkZGhwYMHKy4uTjt27FBcXJwGDRqkLVu2VNawAABAFWczxhhPF3GhoKAgzZw5U6NGjSq17m9/+5sSEhL0/fffu9rmzp2rV199VVlZWZKkwYMHKz8/3+1KUu/evVW3bl0tW7asQjXk5+fL4XAoLy9Pdrv9KkcEAAAqw5V8fleZOUAlJSVKSkpSYWGhnE5nmX1iY2N16NAhffLJJzLGKDc3V//85z/Vt29fV5+MjAz17NnTbbtevXpp06ZN17V+AABQfdT0dAE7d+6U0+lUUVGRAgMDlZKSoqioqDL7xsbGaunSpRo8eLCKiop05swZ3X333Zo7d66rT05OjoKDg922Cw4OVk5OTrk1FBcXq7i42PU6Pz//KkcFAACqMo9fAWrRooUyMzO1efNmPfzww4qPj9fu3bvL7Lt79249/vjjev755/XFF18oNTVV+/fv19ixY9362Ww2t9fGmFJtF5o2bZocDodrCQ8Pv/qBAQCAKqvKzQHq3r27mjZtqvnz55daFxcXp6KiIq1YscLVtnHjRt1+++06cuSIQkNDdeONN2rcuHEaN26cq89///d/a9asWfrhhx/KPGZZV4DCw8OZAwQAQDVSLecAnWeMcQsjFzp58qS8vNxLrlGjhms7SXI6nVq7dq1bnzVr1ig2NrbcY/r6+roexT+/AACA3y+PzgGaMGGC+vTpo/DwcBUUFCgpKUlpaWlKTU2VJI0fP16HDx/WkiVLJEn9+/fXmDFjlJCQoF69eik7O1tPPvmk2rdvrxtuuEGS9MQTT6hz586aMWOGBgwYoA8++EDr1q3Txo0bPTZOAABQtXg0AOXm5iouLk7Z2dlyOByKiYlRamqqevToIUnKzs7WwYMHXf2HDx+ugoICvf7663rqqadUp04dde3aVTNmzHD1iY2NVVJSkiZNmqTJkyeradOmWr58uTp06FDp4wMAAFVTlZsDVBXwPUAAAFQ/1XoOEAAAwPVGAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJbj0QCUkJCgmJgY2e122e12OZ1OrV69utz+w4cPl81mK7VER0e7+iQmJpbZp6ioqDKGBAAAqoGanjx4WFiYpk+frsjISEnS4sWLNWDAAG3fvt0t1Jw3e/ZsTZ8+3fX6zJkzatOmjQYOHOjWz263a8+ePW5tfn5+12EEAACgOvJoAOrfv7/b65dfflkJCQnavHlzmQHI4XDI4XC4Xr///vv65ZdfNGLECLd+NptNISEh16doAABQ7VWZOUAlJSVKSkpSYWGhnE5nhbZZuHChunfvroiICLf2EydOKCIiQmFhYerXr5+2b99+yf0UFxcrPz/fbQEAAL9fHg9AO3fuVGBgoHx9fTV27FilpKQoKirqsttlZ2dr9erVGj16tFt7y5YtlZiYqFWrVmnZsmXy8/NTp06dtHfv3nL3NW3aNNfVJYfDofDw8KseFwAAqLpsxhjjyQJOnTqlgwcP6vjx40pOTtaCBQuUnp5+2RA0bdo0vfbaazpy5Ih8fHzK7Xf27Fndeuut6ty5s+bMmVNmn+LiYhUXF7te5+fnKzw8XHl5ebLb7b9tYAAAoFLl5+fL4XBU6PPbo3OAJMnHx8c1Cbpdu3baunWrZs+erfnz55e7jTFGixYtUlxc3CXDjyR5eXnptttuu+QVIF9fX/n6+v62AQAAgGrH47fALmaMcbsaU5b09HR99913GjVqVIX2l5mZqdDQ0GtVIgAAqOY8egVowoQJ6tOnj8LDw1VQUKCkpCSlpaUpNTVVkjR+/HgdPnxYS5Yscdtu4cKF6tChg26++eZS+5w6dao6duyoZs2aKT8/X3PmzFFmZqbmzZtXKWMCAABVn0cDUG5uruLi4pSdnS2Hw6GYmBilpqaqR48eks5NdD548KDbNnl5eUpOTtbs2bPL3Ofx48f14IMPKicnRw6HQ23bttWGDRvUvn376z4eAABQPXh8EnRVdCWTqAAAQNVwJZ/fVW4OEAAAwPVGAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZT4QB06NCh61kHAABApalwALr55pv1zjvvXNODJyQkKCYmRna7XXa7XU6nU6tXry63//Dhw2Wz2Uot0dHRbv2Sk5MVFRUlX19fRUVFKSUl5ZrWDQAAqrcKB6BXXnlFjz76qO6991799NNP1+TgYWFhmj59urZt26Zt27apa9euGjBggHbt2lVm/9mzZys7O9u1ZGVlKSgoSAMHDnT1ycjI0ODBgxUXF6cdO3YoLi5OgwYN0pYtW65JzQAAoPqzGWNMRTvv379fo0aN0u7du/Xmm2/q7rvvvuYFBQUFaebMmRo1atRl+77//vv605/+pP379ysiIkKSNHjwYOXn57tdSerdu7fq1q2rZcuWVaiG/Px8ORwO5eXlyW63/7aBAACASnUln981r2THTZo00b///W+9/vrruvfee9WqVSvVrOm+iy+//PLKK5ZUUlKiFStWqLCwUE6ns0LbLFy4UN27d3eFH+ncFaBx48a59evVq5dmzZpV7n6Ki4tVXFzsep2fn39lxQMAgGrligKQJP3www9KTk5WUFCQBgwYUCoAXamdO3fK6XSqqKhIgYGBSklJUVRU1GW3y87O1urVq/Xee++5tefk5Cg4ONitLTg4WDk5OeXua9q0aZo6depvGwAAAKh2rii9vPXWW3rqqafUvXt3ffXVV2rQoMFVF9CiRQtlZmbq+PHjSk5OVnx8vNLT0y8bghITE1WnTh398Y9/LLXOZrO5vTbGlGq70Pjx4/XXv/7V9To/P1/h4eFXNhAAAFBtVDgA9e7dW59//rlef/11DRs27JoV4OPjo8jISElSu3bttHXrVs2ePVvz588vdxtjjBYtWqS4uDj5+Pi4rQsJCSl1tefo0aOlrgpdyNfXV76+vlcxCgAAUJ1U+CmwkpIS/ec//7mm4acsxhi3+ThlSU9P13fffVfmRGmn06m1a9e6ta1Zs0axsbHXtE4AAFB9VfgK0MWh4lqYMGGC+vTpo/DwcBUUFCgpKUlpaWlKTU2VdO7W1OHDh7VkyRK37RYuXKgOHTro5ptvLrXPJ554Qp07d9aMGTM0YMAAffDBB1q3bp02btx4zesHAADV09XNYL5Kubm5iouLU3Z2thwOh2JiYpSamqoePXpIOjfR+eDBg27b5OXlKTk5WbNnzy5zn7GxsUpKStKkSZM0efJkNW3aVMuXL1eHDh2u+3gAAED1cEXfA2QVfA8QAADVz5V8fvNjqAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHI8GoASEhIUExMju90uu90up9Op1atXX3Kb4uJiTZw4UREREfL19VXTpk21aNEi1/rExETZbLZSS1FR0fUeDgAAqCZqevLgYWFhmj59uiIjIyVJixcv1oABA7R9+3ZFR0eXuc2gQYOUm5urhQsXKjIyUkePHtWZM2fc+tjtdu3Zs8etzc/P7/oMAgAAVDseDUD9+/d3e/3yyy8rISFBmzdvLjMApaamKj09Xfv27VNQUJAkqXHjxqX62Ww2hYSEXJeaAQBA9Vdl5gCVlJQoKSlJhYWFcjqdZfZZtWqV2rVrp1dffVWNGjVS8+bN9fTTT+vXX39163fixAlFREQoLCxM/fr10/bt2ytjCAAAoJrw6BUgSdq5c6ecTqeKiooUGBiolJQURUVFldl337592rhxo/z8/JSSkqIff/xRjzzyiH7++WfXPKCWLVsqMTFRrVu3Vn5+vmbPnq1OnTppx44datasWZn7LS4uVnFxset1fn7+tR8oAACoMmzGGOPJAk6dOqWDBw/q+PHjSk5O1oIFC5Senl5mCOrZs6c+++wz5eTkyOFwSJJWrlyp++67T4WFhfL39y+1zdmzZ3Xrrbeqc+fOmjNnTpk1TJkyRVOnTi3VnpeXJ7vdfpUjBAAAlSE/P18Oh6NCn98evwXm4+OjyMhItWvXTtOmTVObNm00e/bsMvuGhoaqUaNGrvAjSa1atZIxRocOHSpzGy8vL912223au3dvuTWMHz9eeXl5riUrK+vqBgUAAKo0jwegixlj3G5HXahTp046cuSITpw44Wr79ttv5eXlpbCwsHL3l5mZqdDQ0HKP6evr63oU//wCAAB+vzwagCZMmKDPPvtMBw4c0M6dOzVx4kSlpaVp6NChks5dmRk2bJir/5AhQ1SvXj2NGDFCu3fv1oYNG/TMM89o5MiRrttfU6dO1b/+9S/t27dPmZmZGjVqlDIzMzV27FiPjBEAAFQ9Hp0EnZubq7i4OGVnZ8vhcCgmJkapqanq0aOHJCk7O1sHDx509Q8MDNTatWv1l7/8Re3atVO9evU0aNAgvfTSS64+x48f14MPPuiaJ9S2bVtt2LBB7du3r/TxAQCAqsnjk6CroiuZRAUAAKqGajUJGgAAoLIRgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOV4NAAlJCQoJiZGdrtddrtdTqdTq1evvuQ2xcXFmjhxoiIiIuTr66umTZtq0aJFbn2Sk5MVFRUlX19fRUVFKSUl5XoOAwAAVDM1PXnwsLAwTZ8+XZGRkZKkxYsXa8CAAdq+fbuio6PL3GbQoEHKzc3VwoULFRkZqaNHj+rMmTOu9RkZGRo8eLBefPFF3XPPPUpJSdGgQYO0ceNGdejQoVLGBQAAqjabMcZ4uogLBQUFaebMmRo1alSpdampqbr//vu1b98+BQUFlbn94MGDlZ+f73YlqXfv3qpbt66WLVtWoRry8/PlcDiUl5cnu93+2wYCAAAq1ZV8fleZOUAlJSVKSkpSYWGhnE5nmX1WrVqldu3a6dVXX1WjRo3UvHlzPf300/r1119dfTIyMtSzZ0+37Xr16qVNmzaVe+zi4mLl5+e7LQAA4PfLo7fAJGnnzp1yOp0qKipSYGCgUlJSFBUVVWbfffv2aePGjfLz81NKSop+/PFHPfLII/r5559d84BycnIUHBzstl1wcLBycnLKrWHatGmaOnXqtRsUAACo0jx+BahFixbKzMzU5s2b9fDDDys+Pl67d+8us+/Zs2dls9m0dOlStW/fXnfddZf+/ve/KzEx0e0qkM1mc9vOGFOq7ULjx49XXl6ea8nKyro2gwMAAFWSx68A+fj4uCZBt2vXTlu3btXs2bM1f/78Un1DQ0PVqFEjORwOV1urVq1kjNGhQ4fUrFkzhYSElLrac/To0VJXhS7k6+srX1/fazQiAABQ1Xn8CtDFjDEqLi4uc12nTp105MgRnThxwtX27bffysvLS2FhYZIkp9OptWvXum23Zs0axcbGXr+iAQBAteLRADRhwgR99tlnOnDggHbu3KmJEycqLS1NQ4cOlXTu1tSwYcNc/YcMGaJ69eppxIgR2r17tzZs2KBnnnlGI0eOlL+/vyTpiSee0Jo1azRjxgx98803mjFjhtatW6cnn3zSE0MEAABVkEcDUG5uruLi4tSiRQt169ZNW7ZsUWpqqnr06CFJys7O1sGDB139AwMDtXbtWh0/flzt2rXT0KFD1b9/f82ZM8fVJzY2VklJSXr77bcVExOjxMRELV++nO8AAgAALlXue4CqAr4HCACA6qdafg8QAABAZSEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAyyEAAQAAy/FoAEpISFBMTIzsdrvsdrucTqdWr15dbv+0tDTZbLZSyzfffOPqk5iYWGafoqKiyhgSAACoBmp68uBhYWGaPn26IiMjJUmLFy/WgAEDtH37dkVHR5e73Z49e2S3212vGzRo4Lbebrdrz549bm1+fn7XsHIAAFCdeTQA9e/f3+31yy+/rISEBG3evPmSAahhw4aqU6dOuettNptCQkKuVZkAAOB3psrMASopKVFSUpIKCwvldDov2bdt27YKDQ1Vt27dtH79+lLrT5w4oYiICIWFhalfv37avn379SobAABUQx69AiRJO3fulNPpVFFRkQIDA5WSkqKoqKgy+4aGhurNN9/Uf/3Xf6m4uFjvvPOOunXrprS0NHXu3FmS1LJlSyUmJqp169bKz8/X7Nmz1alTJ+3YsUPNmjUrc7/FxcUqLi52vc7Pz7/2AwUAAFWGzRhjPFnAqVOndPDgQR0/flzJyclasGCB0tPTyw1BF+vfv79sNptWrVpV5vqzZ8/q1ltvVefOnTVnzpwy+0yZMkVTp04t1Z6Xl+c21wgAAFRd+fn5cjgcFfr89vgtMB8fH0VGRqpdu3aaNm2a2rRpo9mzZ1d4+44dO2rv3r3lrvfy8tJtt912yT7jx49XXl6ea8nKyrqiMQAAgOrF47fALmaMcbsddTnbt29XaGjoJfeXmZmp1q1bl9vH19dXvr6+V1QnAACovjwagCZMmKA+ffooPDxcBQUFSkpKUlpamlJTUyWduzJz+PBhLVmyRJI0a9YsNW7cWNHR0Tp16pTeffddJScnKzk52bXPqVOnqmPHjmrWrJny8/M1Z84cZWZmat68eR4ZIwAAqHo8GoByc3MVFxen7OxsORwOxcTEKDU1VT169JAkZWdn6+DBg67+p06d0tNPP63Dhw/L399f0dHR+vjjj3XXXXe5+hw/flwPPvigcnJy5HA41LZtW23YsEHt27ev9PEBAICqyeOToKuiK5lEBQAAqoZqNQkaAACgshGAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5Xg0ACUkJCgmJkZ2u112u11Op1OrV68ut39aWppsNlup5ZtvvnHrl5ycrKioKPn6+ioqKkopKSnXeygAAKAa8WgACgsL0/Tp07Vt2zZt27ZNXbt21YABA7Rr165Lbrdnzx5lZ2e7lmbNmrnWZWRkaPDgwYqLi9OOHTsUFxenQYMGacuWLdd7OAAAoJqwGWOMp4u4UFBQkGbOnKlRo0aVWpeWlqYuXbrol19+UZ06dcrcfvDgwcrPz3e7ktS7d2/VrVtXy5Ytq1AN+fn5cjgcysvLk91u/03jAAAAletKPr+rzBygkpISJSUlqbCwUE6n85J927Ztq9DQUHXr1k3r1693W5eRkaGePXu6tfXq1UubNm0qd3/FxcXKz893WwAAwO+XxwPQzp07FRgYKF9fX40dO1YpKSmKiooqs29oaKjefPNNJScna+XKlWrRooW6deumDRs2uPrk5OQoODjYbbvg4GDl5OSUW8O0adPkcDhcS3h4+LUZHAAAqJJqerqAFi1aKDMzU8ePH1dycrLi4+OVnp5eZghq0aKFWrRo4XrtdDqVlZWlv/3tb+rcubOr3WazuW1njCnVdqHx48frr3/9q+t1fn4+IQgAgN8xjwcgHx8fRUZGSpLatWunrVu3avbs2Zo/f36Ftu/YsaPeffdd1+uQkJBSV3uOHj1a6qrQhXx9feXr6+t6fX5aFLfCAACoPs5/bldkerPHA9DFjDEqLi6ucP/t27crNDTU9drpdGrt2rUaN26cq23NmjWKjY2t8D4LCgokiatAAABUQwUFBXI4HJfs49EANGHCBPXp00fh4eEqKChQUlKS0tLSlJqaKuncranDhw9ryZIlkqRZs2apcePGio6O1qlTp/Tuu+8qOTlZycnJrn0+8cQT6ty5s2bMmKEBAwbogw8+0Lp167Rx48YK13XDDTcoKytLtWvXvuStM1S+87cns7KyeEKviuHcVG2cn6qN83NtGGNUUFCgG2644bJ9PRqAcnNzFRcXp+zsbDkcDsXExCg1NVU9evSQJGVnZ+vgwYOu/qdOndLTTz+tw4cPy9/fX9HR0fr444911113ufrExsYqKSlJkyZN0uTJk9W0aVMtX75cHTp0qHBdXl5eCgsLu3YDxTV3/sszUfVwbqo2zk/Vxvm5epe78nNelfseIOBS+I6mqotzU7Vxfqo2zk/l8/hj8AAAAJWNAIRqxdfXVy+88ILbU3uoGjg3VRvnp2rj/FQ+boEBAADL4QoQAACwHAIQAACwHAIQAACwHAIQAACwHAIQqrRp06bJZrPpySeflCSdPn1azz77rFq3bq1atWrphhtu0LBhw3TkyBHPFmpRF58fSZoyZYpatmypWrVqqW7duurevbu2bNniuSItrKzzc6GHHnpINptNs2bNqtS6cE5Z52f48OGy2WxuS8eOHT1X5O8YAQhV1tatW/Xmm28qJibG1Xby5El9+eWXmjx5sr788kutXLlS3377re6++24PVmpNZZ0fSWrevLlef/117dy5Uxs3blTjxo3Vs2dPHTt2zEOVWlN55+e8999/X1u2bKnQTwbg2rvU+endu7eys7NdyyeffOKBCn//CECokk6cOKGhQ4fqrbfeUt26dV3tDodDa9eu1aBBg9SiRQt17NhRc+fO1RdffOH2sym4vso7P5I0ZMgQde/eXTfddJOio6P197//Xfn5+frPf/7joWqt51LnR5IOHz6sxx57TEuXLpW3t7cHKrS2y50fX19fhYSEuJagoCAPVPn7RwBClfToo4+qb9++6t69+2X75uXlyWazqU6dOte/MEiq+Pk5deqU3nzzTTkcDrVp06aSqsOlzs/Zs2cVFxenZ555RtHR0R6oDpf795OWlqaGDRuqefPmGjNmjI4ePVrJFVqDR38MFShLUlKSvvzyS23duvWyfYuKivTcc89pyJAh/H5OJanI+fnoo490//336+TJkwoNDdXatWtVv379SqzSui53fmbMmKGaNWvq8ccfr+TKIF3+/PTp00cDBw5URESE9u/fr8mTJ6tr16764osv+Jboa4wAhColKytLTzzxhNasWSM/P79L9j19+rTuv/9+nT17Vm+88UYlVWhtFT0/Xbp0UWZmpn788Ue99dZbGjRokLZs2aKGDRtWYrXWc7nz88UXX2j27Nn68ssvZbPZPFChtVXk38/gwYNd//vmm29Wu3btFBERoY8//lh/+tOfKqtUazBAFZKSkmIkmRo1argWScZms5kaNWqYM2fOGGOMOXXqlPnjH/9oYmJizI8//ujhqq2joufnYpGRkeaVV16p5Gqt53Ln529/+5vrf1+43svLy0RERHi6/N+9q/n3M3369Equ9vePK0CoUrp166adO3e6tY0YMUItW7bUs88+qxo1auj06dMaNGiQ9u7dq/Xr16tevXoeqtZ6KnJ+ymKMUXFxcWWUaGmXOz+hoaHq1auX2/pevXopLi5OI0aMqMxSLem3/Pv56aeflJWVpdDQ0Moq0zIIQKhSateurZtvvtmtrVatWqpXr55uvvlmnTlzRvfdd5++/PJLffTRRyopKVFOTo4kKSgoSD4+Pp4o2zIud34KCwv18ssv6+6771ZoaKh++uknvfHGGzp06JAGDhzooaqt43LnR1Kp/8Pg7e2tkJAQtWjRotLqtKrLnZ8TJ05oypQpuvfeexUaGqoDBw5owoQJql+/vu655x4PVf37RQBCtXLo0CGtWrVKknTLLbe4rVu/fr3uvPPOyi8KLjVq1NA333yjxYsX68cff1S9evV022236bPPPuOJI+AyatSooZ07d2rJkiU6fvy4QkND1aVLFy1fvly1a9f2dHm/OzZjjPF0EQAAAJWJ7wECAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwAC8LtXUlKi2NhY3XvvvW7teXl5Cg8P16RJkzxUGQBP4ZugAVjC3r17dcstt+jNN9/U0KFDJUnDhg3Tjh07tHXrVn5HDrAYAhAAy5gzZ46mTJmir776Slu3btXAgQP1+eefl/pdOQC/fwQgAJZhjFHXrl1dPzr5l7/8hdtfgEURgABYyjfffKNWrVqpdevW+vLLL1WzZk1PlwTAA5gEDcBSFi1apICAAO3fv1+HDh3ydDkAPIQrQAAsIyMjQ507d9bq1av16quvqqSkROvWrZPNZvN0aQAqGVeAAFjCr7/+qvj4eD300EPq3r27FixYoK1bt2r+/PmeLg2ABxCAAFjCc889p7Nnz2rGjBmSpBtvvFGvvfaannnmGR04cMCzxQGodNwCA/C7l56erm7duiktLU1/+MMf3Nb16tVLZ86c4VYYYDEEIAAAYDncAgMAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJbz/wGh59QSdA7p0AAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEPE BARREIRO\n",
+      "194      50.561082\n",
+      "5794     50.561082\n",
+      "1538     50.561082\n",
+      "3778     50.561082\n",
+      "2658     50.561082\n",
+      "           ...    \n",
+      "18786    51.577092\n",
+      "20914    51.577092\n",
+      "20690    51.577092\n",
+      "20242    51.577092\n",
+      "19794    51.577092\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "TIGERS III\n",
+      "21151    50.06177\n",
+      "19807    50.06177\n",
+      "13087    50.06177\n",
+      "7487     50.06177\n",
+      "319      50.06177\n",
+      "           ...   \n",
+      "18015    50.06177\n",
+      "11631    50.06177\n",
+      "16783    50.06177\n",
+      "12191    50.06177\n",
+      "19471    50.06177\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SAINT GOTHARD\n",
+      "6165     51.746657\n",
+      "4709     51.746657\n",
+      "229      51.746657\n",
+      "8517     51.746657\n",
+      "3253     51.746657\n",
+      "           ...    \n",
+      "19157    51.481563\n",
+      "18709    51.481563\n",
+      "19829    51.481563\n",
+      "18821    51.481563\n",
+      "20053    51.481563\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PUENTEAREAS UNO\n",
+      "281      52.948763\n",
+      "1289     52.948763\n",
+      "505      52.948763\n",
+      "2633     52.948763\n",
+      "1401     52.948763\n",
+      "           ...    \n",
+      "20441    52.549390\n",
+      "20777    52.549390\n",
+      "21561    52.549390\n",
+      "20553    52.549390\n",
+      "21337    52.549390\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARGELES\n",
+      "520      52.537592\n",
+      "2424     52.537592\n",
+      "5224     52.537592\n",
+      "296      52.537592\n",
+      "4441     52.537592\n",
+      "           ...    \n",
+      "21240    53.851397\n",
+      "21129    53.851397\n",
+      "21352    53.851397\n",
+      "21576    53.851397\n",
+      "21688    53.851397\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR MARES\n",
+      "5272     52.340000\n",
+      "10536    52.340000\n",
+      "1688     52.340000\n",
+      "11320    52.340000\n",
+      "13224    52.340000\n",
+      "           ...    \n",
+      "21624    52.101022\n",
+      "19272    52.101022\n",
+      "17592    52.101022\n",
+      "15576    52.101022\n",
+      "18376    52.101022\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qVdSrVy/t3btX06dPV0xMjCZOnOjx/kZERGjYsGFauHChGjZsqL59+3q8bNeuXbVgwQIFBQWpQ4cOkvLPzDRq1EgrV67UzTffrKpVS/9fVeGT2v/973+rWrVqCgwMVKNGjYq9NHgu1qxZo/vuu09DhgxRXFycatSoofT0dL3xxhtasWKFhg0bVuTsX1JSkkaNGqUBAwYoNTVVU6dOVb169TRu3DhJUmhoqBYsWKDhw4fryJEjuvXWW1WrVi0dOnRI27dv16FDh7Rw4UJJ+e/Zddddp44dO2rs2LGKjY3VsWPH9OOPP+qDDz5wPfR2woQJevnll9W7d2898sgjql27tpYuXeoKgVbr0KGD/vrXv+quu+5SUlKSrr/+eoWEhOjgwYNav369WrZsqbFjx6pZs2Zq3LixJk+eLGOMqlevrg8++MB1f93ZSjpOq1WrdkG1hoWF6frrr9eTTz6pqKgoxcbGat26dVq0aFGJDzQt6z0EPGLvPfaA7yjpW4SXX355se03bNhg2rdvb4KDg03NmjXNqFGjzJdffmkkmVdeecXVrrjHNBiT/22oLl26mLCwMON0Ok3Dhg3Nrbfe6vY1fmPyv9HVq1cvEx4ebpxOp2ncuLGZOHGiW5spU6aYunXrmipVqrh9qyw3N9c8/vjj5rLLLjP+/v4mKirK3HHHHSY1NdXj/Sy0du1aI8k89thjpbb7o//7v/8zkky3bt3c5o8ePdpIMvPnzy+yjP7wLUJjjHn22WdNo0aNjJ+fn1sfl1T78OHDizx64I9SU1PNtGnTTIcOHUx0dLSpWrWqqVatmrnmmmvMggULzJkzZ1xtC7+BtnLlSjN06FATERFhgoKCzE033WR27dpVZN3r1q0zvXv3NtWrVzf+/v6mXr16pnfv3uatt95ya7dnzx4zYsQIU69ePePv729q1qxp4uLiinyj7bvvvjPdunUzgYGBpnr16mbkyJGuvvX0W4Rbtmwp9vXevXsX21cvv/yyueaaa0xISIgJCgoyjRs3NsOGDTNJSUlF6qpWrZqJjIw0AwYMMCkpKcW+hyUdpw0bNjS9e/cusn1J5m9/+1uR/pJknnzySde8ffv2mf79+5vIyEhTrVo107NnT/PNN9+Yhg0bmuHDhxfpB0/fQ6A0DmOMqfhYB6DQxIkT9eqrr7o9eNEXTZo0SQsXLlRqauoFnznyRYsXL9Zdd92lLVu2FHujOLwf7yGsxCVCwCbp6elKTEzU8uXL1b59e7vLOW8bN27UDz/8oBdffFFjxoyplOEKAP6IgAXY5OOPP9b48eN17bXX6rnnnrO7nPPWvn17BQcHq0+fPnrkkUfsLgcAvAKXCAEAACzGYxoAAAAsRsACAACwGAELAADAYtzkboG8vDwdOHBA1apVK/HnRAAAgHcxxujYsWOqW7eu63derULAssCBAwcUExNjdxkAAOA8pKamFvlVhgtFwLJA4U85pKamKiwszOZqAACAJzIzMxUTE3PBP8lUHAKWBQovC4aFhRGwAADwMeVxew83uQMAAFiMgAUAAGAxAhYAAIDFuAcLAHBRyc3NVU5Ojt1lwAv4+/vLz8/Plm0TsAAAFwVjjNLS0vTbb7/ZXQq8SEREhKKjoyv8OZUELADARaEwXNWqVUvBwcE8+LmSM8YoKytL6enpkqQ6depU6PYJWAAAn5ebm+sKVzVq1LC7HHiJoKAgSVJ6erpq1apVoZcLuckdAODzCu+5Cg4OtrkSeJvCY6Ki78sjYAEALhpcFsQf2XVMELAAAAAsRsACAADF2rt3rxwOh5KTk+0uxecQsAAAsFF6errGjBmjBg0ayOl0Kjo6Wj169FBiYqLdpXmlm2++WQ0aNFBgYKDq1KmjoUOH6sCBA3aXVQQBC3B5QNJ0SSfsLgRAJdK/f39t375dCQkJ+uGHH/T++++rc+fOOnLkiN2leWTfvn0yxlTY9rp06aL/9//+n3bu3Kl33nlHP/30k2699dYK276nCFiAJOkrSc9IekTS1ZLO2FsOgErht99+0/r16/X444+rS5cuatiwodq1a6cpU6aod+/ernYOh0MLFy5Ur169FBQUpEaNGumtt95yW9f+/fs1cOBARUZGqkaNGurXr5/27t3r1uaVV15R8+bNFRgYqGbNmunFF190e33z5s1q06aNAgMDdfXVV2vbtm1l7sP06dN1ySWXaObMmdq9e/f5d4aHJk6cqGuvvVYNGzZUXFycJk+erI0bN3rd0/sJWICMpPsk5RVMDxOPiANQEUJDQxUaGqr33ntP2dnZpbadPn2662zXHXfcodtvv107duyQJGVlZalLly4KDQ3VF198ofXr1ys0NFQ9e/bU6dOnJUkvvfSSpk6dqjlz5mjHjh169NFHNX36dCUkJEiSTpw4oT59+qhp06baunWr4uPj9cADD5S5D/Pnz9f06dO1bt06XXrppbr++uu1aNEiHTt2rNR9Lmno1auXx/135MgRLV26VHFxcfL39/d4uQphcMEyMjKMJJORkWF3KTgv/88Yo4KhsTHmpL3lADhnJ0+eNN999505efIPf79tjTH1bBjael7722+/bSIjI01gYKCJi4szU6ZMMdu3b3drI8ncfffdbvOuueYaM3bsWGOMMYsWLTJNmzY1eXl5rtezs7NNUFCQ+fTTT40xxsTExJjXX3/dbR2zZ8827du3N8YY869//ctUr17dnDhxwvX6woULjSSzbds2j/Zl7969Zvbs2eayyy4zwcHBZsiQIWblypVude3atavUYd++fWVu5+9//7sJDg42ksy1115rfv311xLblnhsmPL9/CZgWYCA5ctOGGNizO8B6317ywFwXkr8EK1nfv/zrsih3rnXv3LlSjNr1izTvn174+fnZ1555RXX65JMQkKC2zITJkwwnTt3NsYYM27cOOPn52dCQkLcBofDYV588UWTnp5uJJmgoCC3151Op6lVq5ZrfV26dHHbRnJy8jkFrLMtXrzYhIaGGknm6NGj57x8aQ4dOmR27txpVq5caTp06GBuuukmtxB3NrsCFtdBUMk9Lim1YLyHpD421gLActG+sd3AwEB169ZN3bp104wZMzRq1CjNnDlTd955Z6nLFT5EMy8vT23bttXSpUuLtKlZs6ZOnTolKf8y4TXXXOP2euHPxxgLblT/9ddftWzZMi1ZskTJycnq1auXhg8frvDwcFeb0NDQUtfRsWNHffLJJ6W2iYqKUlRUlC677DI1b95cMTEx2rhxo9q3b3/B+2AVAhYqsb2SnigYryrpWUk8BRq4qCTZXcD5adGihd577z23eRs3btSwYcPcptu0aSNJuuqqq/Tmm2+qVq1aCgsLK7K+8PBw1atXT7t379aQIUNK3Oarr76qkydPun7Db+PGjWXWmp2drQ8++EBLlizRihUrdPnll2v48OH66KOPVLNmzSLty3qmVuG2PVUYDMu6h62iEbBQiT0g6VTB+H2SmtlYC4DK6PDhwxowYIBGjBihK6+8UtWqVVNSUpKeeOIJ9evXz63tW2+9pauvvlrXXXedli5dqs2bN2vRokWSpCFDhujJJ59Uv3799PDDD6t+/fpKSUnR8uXL9eCDD6p+/fqKj4/Xvffeq7CwMPXq1UvZ2dlKSkrS0aNHdf/992vw4MGaOnWqRo4cqWnTpmnv3r166qmnytyHcePG6aOPPtLgwYOVlJSkK6+8stT2TZo0Oe/+2rx5szZv3qzrrrtOkZGR2r17t2bMmKHGjRt71dkrSdzkbgXuwfJFn5nfb5aoZYz5zd5yAFyQ0u6z8WanTp0ykydPNldddZUJDw83wcHBpmnTpmbatGkmKyvL1U6SeeGFF0y3bt2M0+k0DRs2NG+88Ybbug4ePGiGDRtmoqKijNPpNJdccokZPXq022fT0qVLTevWrU1AQICJjIw0119/vVm+fLnr9cTERNOqVSsTEBBgWrdubd55550y78HatWuXycnJsa5TSvHVV1+ZLl26mOrVqxun02liY2PN3XffXeqN8Xbdg+UwpgKfDnaRyszMVHh4uDIyMoo9NQtvc0ZSa0nfFky/LOku26oBcOFOnTqlPXv2qFGjRgoMDLS7HMs5HA69++67uuWWW+wuxeeUdmyU5+c3z8FCJbRQv4erP0kabmMtAICLEQELlcwhSTPOml4g/gwAAFbjJndUMtMl/VYwPlzSNSU3BQAvwd08vod/uqMS2Sbp3wXj1STNtbEWAMDFjICFSsJIuqfgv1L+ZcI69pUDALioEbBQSbwh6X8F45dJutfGWgAAFzsCFiqB45L+ftb0s5IC7CkFAFApELBQCcyVtL9gvI+kXjbWAgCoDAhYuMj9JKnwpx78JT1tYy0AgMqCgIWL3CRJpwvG75d0qY21AIBv2bt3rxwOR5k/0IyiCFi4iH0q6f8KxutImmpjLQBQvPT0dI0ZM0YNGjSQ0+lUdHS0evToocTERLtL80qxsbFyOBxuw+TJk+0uqwgeNIqLVI6kCWdNP6H8Z18BgHfp37+/cnJylJCQoEsuuUS//PKLPvvsMx05csTu0jyyb98+1atXTw6Ho8K2+fDDD2v06NGu6dDQ0Arbtqc4g4WL1POSvi8Yby9piI21AEDxfvvtN61fv16PP/64unTpooYNG6pdu3aaMmWKevfu7WrncDi0cOFC9erVS0FBQWrUqJHeeustt3Xt379fAwcOVGRkpGrUqKF+/fpp7969bm1eeeUVNW/eXIGBgWrWrJlefPFFt9c3b96sNm3aKDAwUFdffbW2bdtW5j5Mnz5dl1xyiWbOnKndu3eff2ecg2rVqik6Oto1ELCACvGLpPiCcYek+QX/BQDvEhoaqtDQUL333nvKzs4ute306dPVv39/bd++XXfccYduv/127dixQ5KUlZWlLl26KDQ0VF988YXWr1+v0NBQ9ezZU6dP59+H+tJLL2nq1KmaM2eOduzYoUcffVTTp09XQkKCJOnEiRPq06ePmjZtqq1btyo+Pl4PPPBAmfswf/58TZ8+XevWrdOll16q66+/XosWLdKxY8dK3eeShl69yv6m9+OPP64aNWqodevWmjNnjmsfvYrBBcvIyDCSTEZGht2lwBhjzAhjjAqGUTbXAqAinDx50nz33Xfm5MmTf3ilrTGmng1DW49rf/vtt01kZKQJDAw0cXFxZsqUKWb79u1ubSSZu+++223eNddcY8aOHWuMMWbRokWmadOmJi8vz/V6dna2CQoKMp9++qkxxpiYmBjz+uuvu61j9uzZpn379sYYY/71r3+Z6tWrmxMnTrheX7hwoZFktm3b5tG+7N2718yePdtcdtllJjg42AwZMsSsXLnSra5du3aVOuzbt6/UbTz99NNm7dq1Zvv27eall14yUVFRZuTIkSW2L/nYKN/PbwKWBQhY3mSz+T1chRtjfrG1GgAVo+QP0Xrm9/8nVORQ75zrX7lypZk1a5Zp37698fPzM6+88orrdUkmISHBbZkJEyaYzp07G2OMGTdunPHz8zMhISFug8PhMC+++KJJT083kkxQUJDb606n09SqVcu1vi5durhtIzk5+ZwC1tkWL15sQkNDjSRz9OjRc17eU2+//baRZH799ddiX7crYHGTOy4ieXL/CZx4SbXsKQWAl4j2ie0GBgaqW7du6tatm2bMmKFRo0Zp5syZuvPOO0tdrvDG8ry8PLVt21ZLly4t0qZmzZo6deqUpPzLhNdcc43b635+fpIkY0yRZc/Vr7/+qmXLlmnJkiVKTk5Wr169NHz4cIWHh7valHW/VMeOHfXJJ594vM1rr71WkvTjjz+qRo0a51d4OSBg4SLymqSNBePNJf3NxloAeIckuws4Ly1atNB7773nNm/jxo0aNmyY23SbNm0kSVdddZXefPNN1apVS2FhYUXWFx4ernr16mn37t0aMqT4L/20aNFCr776qk6ePKmgoCDXNsqSnZ2tDz74QEuWLNGKFSt0+eWXa/jw4froo49Us2bNIu3LeqZW4bY9VXgjfp06dc5pufJGwMJF4pikh86afk75T24HAO91+PBhDRgwQCNGjNCVV16patWqKSkpSU888YT69evn1vatt97S1Vdfreuuu05Lly7V5s2btWjRIknSkCFD9OSTT6pfv356+OGHVb9+faWkpGj58uV68MEHVb9+fcXHx+vee+9VWFiYevXqpezsbCUlJeno0aO6//77NXjwYE2dOlUjR47UtGnTtHfvXj311FPFle1m3Lhx+uijjzR48GAlJSXpyiuvLLV9kyZNzru/EhMTtXHjRnXp0kXh4eHasmWLJk6cqJtvvlkNGjQ47/WWC8svOpaTRx55xLRv394EBQWZ8PDwYtv8/PPPpk+fPiY4ONjUqFHD3HPPPSY7O9uj9efl5ZmePXsaSebdd989p9q4B8sb/N38fu/DLTbXAqCilXafjTc7deqUmTx5srnqqqtMeHi4CQ4ONk2bNjXTpk0zWVlZrnaSzAsvvGC6detmnE6nadiwoXnjjTfc1nXw4EEzbNgwExUVZZxOp7nkkkvM6NGj3T6bli5dalq3bm0CAgJMZGSkuf76683y5ctdrycmJppWrVqZgIAA07p1a/POO++UeQ/Wrl27TE5OjnWdUoqtW7eaa665xoSHh5vAwEDTtGlTM3PmTLcb8//IrnuwHMZYcNG1AsycOVMRERHat2+fFi1apN9++83t9dzcXLVu3Vo1a9bUvHnzdPjwYQ0fPlx/+ctftGDBgjLX/8wzz2jVqlX65JNP9O677+qWW27xuLbMzEyFh4crIyOj2FOzKG8/SLpC+Q8XdUr6TtIltlYEoGKdOnVKe/bsUaNGjRQYGGh3OZZzOBzn/NmEfKUdG+X5+e0zlwhnzZolSVq8eHGxr69cuVLfffedUlNTVbduXUnSvHnzdOedd2rOnDmldtz27dv19NNPa8uWLV53DReemKj8cCVJD4pwBQCw20XzoNHExERdccUVrnAlST169FB2dra2bt1a4nJZWVm6/fbb9fzzzys62rNvfWRnZyszM9NtgF0+kvRxwXh9Sd73e1QAgMrHZ85glSUtLU21a9d2mxcZGamAgAClpaWVuNzEiRMVFxdX5GbC0sydO9d1Rg12ylb+2atCT0oKsakWACg/PnI3D85i6xms+Pj4Ir+I/cchKcnzr9gW90OTxpgSf4Dy/fff1+eff65nn332nOqeMmWKMjIyXENqauo5LQ+rPCdpV8F4R0kDbawFAIDf2XoGa/z48Ro0aFCpbWJjYz1aV3R0tDZt2uQ27+jRo8rJySlyZqvQ559/rp9++kkRERFu8/v376+OHTtq7dq1xS7ndDrldDo9qgvl5aCk2QXjVcTvDQKQONODouw6JmwNWFFRUYqKirJkXe3bt9ecOXN08OBB143qK1eulNPpVNu2bYtdZvLkyRo1apTbvJYtW+qZZ55R3759LakL5WWypOMF43+V1Nq+UgDYzt8//7l3WVlZ5/ygSlzcsrKyJP1+jFQUn7kHKyUlRUeOHFFKSopyc3NdT4Jt0qSJQkND1b17d7Vo0UJDhw7Vk08+qSNHjuiBBx7Q6NGjXd8g3L9/v7p27aolS5aoXbt2io6OLvbG9gYNGqhRo0YVuXs4J4mSlhSMR+r3M1kAKis/Pz9FREQoPT1dkhQcHFzi7SGoHIwxysrKUnp6uiIiIlw/CVRRfCZgzZgxQwkJCa7pwp8HWLNmjTp37iw/Pz999NFHGjdunDp06KCgoCANHjzY7Sm0OTk52rlzpyvNwhf98fcGZ0uy5iwoAN9W+A/mwpAFSFJERITHTwmwks88aNSb8aDRivSypJEF4y0lfSkf+ncCgAqQm5urnJycshvioufv71/qmSseNApIkn6T+3OunhOHMIA/8vPzq/DLQcAfXTQPGkVl8LCkQwXjAyR1sbEWAABKRsCCj9ghqfA3JQOV/1BRAAC8EwELPsBImiDpTMH0ZEkNbasGAICyELDgA96XtLJgvKGkv9tYCwAAZSNgwcudkvvvDT4liYcIAgC8GwELXu5pSXsKxrtI6m9jLQAAeIaABS+2T9KcgnE/5T+WgSczAwC8HwELXuzvkgqfuj9O+Q8WBQDA+xGw4KXWS3qjYLyGpFk21gIAwLkhYMEL5Uq656zpOcr/UWcAAHwDAQte6D+SkgvGW0saZVslAACcDwIWvMxRSVPPmp6v/BvcAQDwHQQseJmZkg4XjN8uqaONtQAAcH4IWPAiX0t6sWA8WNITNtYCAMD5I2DBSxhJ9yn/BndJ+oek+vaVAwDABSBgwUssl7SmYLyRpEk21gIAwIUhYMELZEm6/6zpZyQF2lQLAAAXjoAFL/CkpJSC8e6SbraxFgAALhwBCzb7WdJjBeNVJT0rfm8QAODrCFiw2YOSThWM3yOpuY21AABgDQIWbLRG0lsF47WU/wwsAAB8HwELNjkj6d6zph+VFG5TLQAAWIuABZv8S9I3BeNXS7rLxloAALAWAQs2+FXS9LOm54tDEQBwMeFTDTaYrvwfdZakYZLa21gLAADWI2ChgiVL+nfBeKh+f0QDAAAXDwIWKpBR/o3teQXT0yXVsa8cAADKCQELFehNSf8tGL9U+T/uDADAxYeAhQpyQtIDZ00/I8lpUy0AAJQvAhYqyGOS9heM3ySpt421AABQvghYqAC7lf+DzpLkr/yzVwAAXLwIWKgAkyRlF4xPkHSZfaUAAFABCFgoZ6skvVcwHi1pmn2lAABQQQhYKEc5cv+m4OOSwmyqBQCAikPAQjl6QdKOgvFrJd1hYy0AAFQcAhbKSbqkmWdN83uDAIDKw2c+8ebMmaO4uDgFBwcrIiKi2DYpKSnq27evQkJCFBUVpXvvvVenT58uc92JiYm64YYbFBISooiICHXu3FknT560eA8qm6mSMgvGR0j6k421AABQsaraXYCnTp8+rQEDBqh9+/ZatGhRkddzc3PVu3dv1axZU+vXr9fhw4c1fPhwGWO0YMGCEtebmJionj17asqUKVqwYIECAgK0fft2VaniM9nTCyVJKnyPwiQ9amMtAABUPIcxxthdxLlYvHixJkyYoN9++81t/ieffKI+ffooNTVVdevWlSQtW7ZMd955p9LT0xUWVvzN1ddee626deum2bNnn3dNmZmZCg8PV0ZGRonbqTyMpA6SEgum50m6375yAAAoQXl+fl80p2kSExN1xRVXuMKVJPXo0UPZ2dnaunVrscukp6dr06ZNqlWrluLi4lS7dm116tRJ69evL3Vb2dnZyszMdBtQaKl+D1fNJI23sRYAAOxx0QSstLQ01a5d221eZGSkAgIClJaWVuwyu3fvliTFx8dr9OjRWrFiha666ip17dpVu3btKnFbc+fOVXh4uGuIiYmxbkd82jFJfz9r+jlJATbVAgCAfWwNWPHx8XI4HKUOSUlJHq/P4XAUmWeMKXa+JOXl5UmSxowZo7vuuktt2rTRM888o6ZNm+rll18ucTtTpkxRRkaGa0hNTfW4xovbHEkHC8b7SepuYy0AANjH1pvcx48fr0GDBpXaJjY21qN1RUdHa9OmTW7zjh49qpycnCJntgrVqVNHktSiRQu3+c2bN1dKSkqJ23I6nXI6nR7VVXns0u+/MRig/HuvAAConGwNWFFRUYqKirJkXe3bt9ecOXN08OBBV3BauXKlnE6n2rZtW+wysbGxqlu3rnbu3Ok2/4cfflCvXr0sqavyuF9S4SMxHpDU2MZaAACwl8/cg5WSkqLk5GSlpKQoNzdXycnJSk5O1vHjxyVJ3bt3V4sWLTR06FBt27ZNn332mR544AGNHj3a9c2A/fv3q1mzZtq8ebOk/EuKDz74oObPn6+3335bP/74o6ZPn67vv/9eI0eOtG1ffc/Hkj4sGK8naYqNtQAAYD+feQ7WjBkzlJCQ4Jpu06aNJGnNmjXq3Lmz/Pz89NFHH2ncuHHq0KGDgoKCNHjwYD311FOuZXJycrRz505lZWW55k2YMEGnTp3SxIkTdeTIEbVq1UqrVq1S48acgfHMaUkTz5p+QlKoTbUAAOAdfO45WN6ocj8H6ylJDxaMd5D0X0nFf6kAAABvwnOw4KUOSppVMO6QtECEKwAACFi4IFMkHS8YHy2pjY21AADgPQhYOE+bJBXeExch6RH7SgEAwMsQsHAe8iTdc9b0w5Jq2lQLAADeh4CF85AgaUvB+OWSxtpYCwAA3oeAhXOUIffnXM2XDz3tAwCACkHAwjmaLemXgvH+km6wsRYAALwTAQvn4HtJzxWMByr/GVgAAOCPCFjwkJE0QdKZgum/S4q1qxgAALwaAQse+lDSpwXjMZIesrEWAAC8GwELHjil/LNXheZJCranFAAAfAABCx54RtLugvFOkm61sRYAALwfAQtl2C9pTsF4FeU/loHfGwQAoDQELJThIUknCsbHSrrSxloAAPANBCyU4n+SlhaMV1f+T+IAAICyELBQgly5/97gI8oPWQAAoCwELJTgZUnbCsZbSfqrjbUAAOBbCFgoxlFJ/zhrer4kP5tqAQDA9xCwUIx4Sb8WjA+UdL19pQAA4IMIWPiDbyW9UDAeJOlJG2sBAMA3EbBwFiPpPuXf4C7lXyaMsa8cAAB8FAELZ3lX0mcF440kPWBjLQAA+C4CFgqclDTprOl5kgJtqgUAAN9GwEKBpyTtLRi/UdIttlUCAICvI2BBUoqkuQXjfpKeE783CADA+SNgQdKDyr9EKEnjJbWwsRYAAHwfAavSWyfp/xWMRyn/GVgAAOBCELAqtTOS7j1req6kCHtKAQDgIkLAqtT+LemrgvGrJN1lYy0AAFw8CFiV1mFJ08+a5vcGAQCwCgGr0poh6UjB+B2SOthYCwAAFxcCVqW0XdI/C8ZDJD1uYy0AAFx8CFiVTuHvDeYVTE+TVNe+cgAAuAgRsCqdt5T/aAZJaixpoo21AABwcSJgVSon5P4Dzs9KctpTCgAAFzECVqXyuKTUgvGeknrbWAsAABcvAlalsUfSEwXjVZV/9orfGwQAoDz4TMCaM2eO4uLiFBwcrIiIiGLbpKSkqG/fvgoJCVFUVJTuvfdenT59utT1pqWlaejQoYqOjlZISIiuuuoqvf322+WwB3Z7QFJ2wfgESU3tKwUAgIuczwSs06dPa8CAARo7dmyxr+fm5qp37946ceKE1q9fr2XLlumdd97RpEmTSl3v0KFDtXPnTr3//vv6+uuv9Ze//EUDBw7Utm3bymM3bPKZpOUF47Xl/oBRAABgNYcxxthdxLlYvHixJkyYoN9++81t/ieffKI+ffooNTVVdevmP3Zg2bJluvPOO5Wenq6wsLBi1xcaGqqFCxdq6NChrnk1atTQE088oZEjR3pUU2ZmpsLDw5WRkVHiduyTI6mNpG8Lpl+RdKdt1QAA4C3K8/PbZ85glSUxMVFXXHGFK1xJUo8ePZSdna2tW7eWuNx1112nN998U0eOHFFeXp6WLVum7Oxsde7cucRlsrOzlZmZ6TZ4r4X6PVy1kzTMxloAAKgcLpqAlZaWptq1a7vNi4yMVEBAgNLS0kpc7s0339SZM2dUo0YNOZ1OjRkzRu+++64aN25c4jJz585VeHi4a4iJibFsP6x1SPk/iVNogS6itxwAAK9l66dtfHy8HA5HqUNSUpLH63M4in4rzhhT7PxC06ZN09GjR7V69WolJSXp/vvv14ABA/T111+XuMyUKVOUkZHhGlJTU0tsa6+pkjIKxu9U/hksAABQ3qraufHx48dr0KBBpbaJjY31aF3R0dHatGmT27yjR48qJyenyJmtQj/99JOef/55ffPNN7r88sslSa1atdJ///tfvfDCC/rnP/9Z7HJOp1NOp7c/oPNLSf8pGK8maa6NtQAAULnYGrCioqIUFRVlybrat2+vOXPm6ODBg6pTp44kaeXKlXI6nWrbtm2xy2RlZUmSqlRxP5Hn5+envLy84hbxEUbSPQX/laSZkqLtKwcAgErGZ27ISUlJUXJyslJSUpSbm6vk5GQlJyfr+PHjkqTu3burRYsWGjp0qLZt26bPPvtMDzzwgEaPHu36ZsD+/fvVrFkzbd68WZLUrFkzNWnSRGPGjNHmzZv1008/ad68eVq1apVuueUWu3bVAq9L2lAw3lT5YQsAAFQUW89gnYsZM2YoISHBNd2mTRtJ0po1a9S5c2f5+fnpo48+0rhx49ShQwcFBQVp8ODBeuqpp1zL5OTkaOfOna4zV/7+/vr44481efJk9e3bV8ePH1eTJk2UkJCgm266qWJ30DLHJf39rOlnJQXYUwoAAJWUzz0Hyxt513Ow/qHf77fqK+l9G2sBAMB78RwseOhHSfMKxgMkPW1jLQAAVF4ErIvKJEmFv714v6QmNtYCAEDlRcC6aKzQ75cD6yr/GVgAAMAOBKyLwmlJE86afkJSqD2lAAAAAtbFYYGknQXjcZIG21gLAAAgYPm8NEmzCsYdkuYX/BcAANiFgOXz/iHpWMH4KEnFP7UeAABUHAKWT9ss6ZWC8XBJc2ysBQAAFCJg+aw8SfeeNT1LUk2bagEAAGcjYPmsVyVtKhhvIWmcjbUAAICzEbB8Uqakh86afk6Sv021AACAPyJg+aTZkn4pGP+zpBttrAUAAPwRAcvn7FT+GStJcur33x4EAADegoDlU4zyn9ieUzD9d0mNbKsGAAAUj4DlUz5S/m8OSlJ9ud+HBQAAvAUBy2dkS5p41vRTkkJsqgUAAJSGgOUznpX0Y8H49ZJus68UAABQKgKWTzig/G8OSvlvGb83CACANyNg+YTJkk4UjI+R1MrGWgAAQFkIWF5vg/Kf2i5Jkfr9TBYAAPBWBCyvliv33xt8RFINm2oBAACeImB5tVckbS0YbynprzbWAgAAPEXA8lq/SfrHWdPzJVW1pxQAAHBOCFheK0VSWMH4bZI621cKAAA4J5wS8VpXSvpW+c+/ut3eUgAAwDkhYHk1p/g5HAAAfA+XCAEAACxGwAIAALAYAQsAAMBiHgesffv2lWcdAAAAFw2PA9YVV1yhV199teyGAAAAlZzHAevRRx/V3/72N/Xv31+HDx8uz5oAAAB8mscBa9y4cdq+fbuOHj2qyy+/XO+//3551gUAAOCzzuk5WI0aNdLnn3+u559/Xv3791fz5s1Vtar7Kr788ktLCwQAAPA15/yg0Z9//lnvvPOOqlevrn79+hUJWAAAAJXdOaWjl156SZMmTdKNN96ob775RjVr1iyvugAAAHyWxwGrZ8+e2rx5s55//nkNGzasPGsCAADwaR7f5J6bm6uvvvrKtnA1Z84cxcXFKTg4WBEREcW2ue+++9S2bVs5nU61bt3ao/VmZ2frnnvuUVRUlEJCQnTzzTfzzC8AAHBBPA5Yq1atUv369cuzllKdPn1aAwYM0NixY0tsY4zRiBEjNHDgQI/XO2HCBL377rtatmyZ1q9fr+PHj6tPnz7Kzc21omwAAFAJ+cwd6rNmzZIkLV68uMQ28+fPlyQdOnRIX331VZnrzMjI0KJFi/Tqq6/qxhtvlCS99tpriomJ0erVq9WjR48LLxwAAFQ6lfq3CLdu3aqcnBx1797dNa9u3bq64oortGHDBhsrAwAAvsxnzmCVh7S0NAUEBCgyMtJtfu3atZWWllbictnZ2crOznZNZ2ZmlluNAADA99h6Bis+Pl4Oh6PUISkpqcLrMsbI4XCU+PrcuXMVHh7uGmJiYiqwOgAA4O1sPYM1fvx4DRo0qNQ2sbGx5bb96OhonT59WkePHnU7i5Wenq64uLgSl5syZYruv/9+13RmZiYhCwAAuNgasKKiohQVFWXb9tu2bSt/f3+tWrVKt912myTp4MGD+uabb/TEE0+UuJzT6ZTT6ayoMgEAgI/xmXuwUlJSdOTIEaWkpCg3N1fJycmSpCZNmig0NFSS9OOPP+r48eNKS0vTyZMnXW1atGihgIAA7d+/X127dtWSJUvUrl07hYeHa+TIkZo0aZJq1Kih6tWr64EHHlDLli1d3yoEAAA4Vz4TsGbMmKGEhATXdJs2bSRJa9asUefOnSVJo0aN0rp164q02bNnj2JjY5WTk6OdO3cqKyvL1eaZZ55R1apVddttt+nkyZPq2rWrFi9eLD8/vwrYKwAAcDFyGGOM3UX4uszMTIWHhysjI0NhYWF2lwMAADxQnp/flfo5WAAAAOWBgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxnwlYc+bMUVxcnIKDgxUREVFsm/vuu09t27aV0+lU69aty1znkSNHdM8996hp06YKDg5WgwYNdO+99yojI8Pa4gEAQKXiMwHr9OnTGjBggMaOHVtiG2OMRowYoYEDB3q0zgMHDujAgQN66qmn9PXXX2vx4sVasWKFRo4caVXZAACgEqpqdwGemjVrliRp8eLFJbaZP3++JOnQoUP66quvylznFVdcoXfeecc13bhxY82ZM0d33HGHzpw5o6pVfaZ7AACAFyFB/EFGRobCwsJKDVfZ2dnKzs52TWdmZlZEaQAAwEf4zCXCinD48GHNnj1bY8aMKbXd3LlzFR4e7hpiYmIqqEIAAOALbA1Y8fHxcjgcpQ5JSUkVUktmZqZ69+6tFi1aaObMmaW2nTJlijIyMlxDampqhdQIAAB8g62XCMePH69BgwaV2iY2Nrbc6zh27Jh69uyp0NBQvfvuu/L39y+1vdPplNPpLPe6AACAb7I1YEVFRSkqKsrOEpSZmakePXrI6XTq/fffV2BgoK31AAAA3+cz92ClpKQoOTlZKSkpys3NVXJyspKTk3X8+HFXmx9//FHJyclKS0vTyZMnXW1Onz4tSdq/f7+aNWumzZs3S8o/c9W9e3edOHFCixYtUmZmptLS0pSWlqbc3Fxb9hMAAPg+n/kW4YwZM5SQkOCabtOmjSRpzZo16ty5syRp1KhRWrduXZE2e/bsUWxsrHJycrRz505lZWVJkrZu3apNmzZJkpo0aeK2vcJlAAAAzpXDGGPsLsLXZWZmKjw83PWIBwAA4P3K8/PbZy4RAgAA+AoCFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDGfCVhz5sxRXFycgoODFRERUWyb++67T23btpXT6VTr1q3Paf3GGPXq1UsOh0PvvffeBdcLAAAqL58JWKdPn9aAAQM0duzYEtsYYzRixAgNHDjwnNf/7LPPyuFwXEiJAAAAkqSqdhfgqVmzZkmSFi9eXGKb+fPnS5IOHTqkr776yuN1b9++XU8//bS2bNmiOnXqXFCdAAAAPhOwyktWVpZuv/12Pf/884qOjvZomezsbGVnZ7umMzMzy6s8AADgg3zmEmF5mThxouLi4tSvXz+Pl5k7d67Cw8NdQ0xMTDlWCAAAfI2tASs+Pl4Oh6PUISkpqdy2//777+vzzz/Xs88+e07LTZkyRRkZGa4hNTW1fAoEAAA+ydZLhOPHj9egQYNKbRMbG1tu2//888/1008/FflWYv/+/dWxY0etXbu22OWcTqecTme51QUAAHybrQErKipKUVFRtm1/8uTJGjVqlNu8li1b6plnnlHfvn1tqgoAAPg6n7nJPSUlRUeOHFFKSopyc3OVnJwsSWrSpIlCQ0MlST/++KOOHz+utLQ0nTx50tWmRYsWCggI0P79+9W1a1ctWbJE7dq1U3R0dLE3tjdo0ECNGjWqqF0DAAAXGZ8JWDNmzFBCQoJruk2bNpKkNWvWqHPnzpKkUaNGad26dUXa7NmzR7GxscrJydHOnTuVlZVVcYUDAIBKx2GMMXYX4esyMzMVHh6ujIwMhYWF2V0OAADwQHl+flf6xzQAAABYjYAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYDECFgAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYzGcC1pw5cxQXF6fg4GBFREQU2+a+++5T27Zt5XQ61bp1a4/XnZiYqBtuuEEhISGKiIhQ586ddfLkSWsKBwAAlY7PBKzTp09rwIABGjt2bIltjDEaMWKEBg4c6PF6ExMT1bNnT3Xv3l2bN2/Wli1bNH78eFWp4jNdAwAAvExVuwvw1KxZsyRJixcvLrHN/PnzJUmHDh3SV1995dF6J06cqHvvvVeTJ092zbv00kvPv1AAAFDpVerTNOnp6dq0aZNq1aqluLg41a5dW506ddL69evtLg0AAPiwSh2wdu/eLUmKj4/X6NGjtWLFCl111VXq2rWrdu3aVeJy2dnZyszMdBsAAAAK2Rqw4uPj5XA4Sh2SkpLKbft5eXmSpDFjxuiuu+5SmzZt9Mwzz6hp06Z6+eWXS1xu7ty5Cg8Pdw0xMTHlViMAAPA9tt6DNX78eA0aNKjUNrGxseW2/Tp16kiSWrRo4Ta/efPmSklJKXG5KVOm6P7773dNZ2ZmErIAAICLrQErKipKUVFRtm0/NjZWdevW1c6dO93m//DDD+rVq1eJyzmdTjmdzvIuDwAA+Cif+RZhSkqKjhw5opSUFOXm5io5OVmS1KRJE4WGhkqSfvzxRx0/flxpaWk6efKkq02LFi0UEBCg/fv3q2vXrlqyZInatWsnh8OhBx98UDNnzlSrVq3UunVrJSQk6Pvvv9fbb79t054CAABf5zMBa8aMGUpISHBNt2nTRpK0Zs0ade7cWZI0atQorVu3rkibPXv2KDY2Vjk5Odq5c6eysrJcbSZMmKBTp05p4sSJOnLkiFq1aqVVq1apcePGFbBXAADgYuQwxhi7i/B1mZmZCg8PV0ZGhsLCwuwuBwAAeKA8P78r9WMaAAAAygMBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsBgBCwAAwGIELAAAAIsRsAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAAAALEbAAgAAsFhVuwu4GBhjJEmZmZk2VwIAADxV+Lld+DluJQKWBY4dOyZJiomJsbkSAABwro4dO6bw8HBL1+kw5RHbKpm8vDwdOHBA1apVk8PhsLscl8zMTMXExCg1NVVhYWF2l+PV6CvP0Veeo688R195jr7yXFl9ZYzRsWPHVLduXVWpYu1dU5zBskCVKlVUv359u8soUVhYGH+EHqKvPEdfeY6+8hx95Tn6ynOl9ZXVZ64KcZM7AACAxQhYAAAAFiNgXcScTqdmzpwpp9Npdylej77yHH3lOfrKc/SV5+grz9nZV9zkDgAAYDHOYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2B5ofj4eDkcDrchOjpakpSTk6OHHnpILVu2VEhIiOrWrathw4bpwIEDZa73nXfeUYsWLeR0OtWiRQu9++67Hm/XW5VHX3377bfq37+/YmNj5XA49Oyzzxbb7sUXX1SjRo0UGBiotm3b6r///a/Vu2cpu/qK4yrfSy+9pI4dOyoyMlKRkZG68cYbtXnz5iLtOK486yuOq3zLly/X1VdfrYiICIWEhKh169Z69dVXi7TzteNKsq+/rDq2CFhe6vLLL9fBgwddw9dffy1JysrK0pdffqnp06fryy+/1PLly/XDDz/o5ptvLnV9iYmJGjhwoIYOHart27dr6NChuu2227Rp0yaPtuvNrO6rrKwsXXLJJXrsscdK/KN68803NWHCBE2dOlXbtm1Tx44d1atXL6WkpFi+f1ayo69K2643s7qv1q5dq9tvv11r1qxRYmKiGjRooO7du2v//v2uNhxX+Tzpq9K2682s7qvq1atr6tSpSkxM1FdffaW77rpLd911lz799FNXG189riR7+qu07Z4TA68zc+ZM06pVK4/bb9682UgyP//8c4ltbrvtNtOzZ0+3eT169DCDBg067+16g/Loq7M1bNjQPPPMM0Xmt2vXztx9991u85o1a2YmT57scS0Vza6+4rgq3pkzZ0y1atVMQkKCax7HVfGK6yuOq5K1adPGTJs2zTXti8eVMfb1l1XHFmewvNSuXbtUt25dNWrUSIMGDdLu3btLbJuRkSGHw6GIiIgS2yQmJqp79+5u83r06KENGzac93a9hdV9VZbTp09r69atRfqze/fuRfrT21R0X53Pdr1FefdVVlaWcnJyVL16dUkcV6X5Y1+dz3a9RXn2lTFGn332mXbu3Knrr79ekm8fV1LF99f5bLckBCwvdM0112jJkiX69NNP9dJLLyktLU1xcXE6fPhwkbanTp3S5MmTNXjw4FJ/9DMtLU21a9d2m1e7dm2lpaWd13a9RXn0VVl+/fVX5ebmltmf3saOvjrX7XqLiuiryZMnq169errxxhslcVyV5o99da7b9Rbl1VcZGRkKDQ1VQECAevfurQULFqhbt26SfPe4kuzpr3Pdbqku+BwYyt3x48dN7dq1zbx589zmnz592vTr18+0adPGZGRklLoOf39/8/rrr7vNe+2114zT6Tzn7XozK/rqbMVd9tq/f7+RZDZs2OA2/5FHHjFNmzY979orWkX01bls15tZ3VePP/64iYyMNNu3b3fN47gqXnF9dS7b9WZW9VVubq7ZtWuX2bZtm3nqqadMeHi4WbNmjTHm4jmujKmY/jqX7Zal6rnFMdghJCRELVu21K5du1zzcnJydNttt2nPnj36/PPPy0zs0dHRRf61kp6eXuRfNWVt19tZ0VdliYqKkp+f3zn3p7epiL7ydLvezsq+euqpp/Too49q9erVuvLKK13zOa6KKqmvPN2ut7Oqr6pUqaImTZpIklq3bq0dO3Zo7ty56ty580VzXEkV01+ebtcTXCL0AdnZ2dqxY4fq1Kkj6fcDateuXVq9erVq1KhR5jrat2+vVatWuc1buXKl4uLiPN6uL7Cir8oSEBCgtm3bFunPVatWldqf3qYi+sqT7foCq/rqySef1OzZs7VixQpdffXVbq9xXLkrra882a4vKK+/QWOMsrOzJV08x5VUMf3lyXbPZcXwMpMmTTJr1641u3fvNhs3bjR9+vQx1apVM3v37jU5OTnm5ptvNvXr1zfJycnm4MGDriE7O9u1jqFDh7p9Q+R///uf8fPzM4899pjZsWOHeeyxx0zVqlXNxo0bPdqutyqPvsrOzjbbtm0z27ZtM3Xq1DEPPPCA2bZtm9m1a5erzbJly4y/v79ZtGiR+e6778yECRNMSEgIfVVMX3Fc5Xv88cdNQECAefvtt92WOXbsmKsNx1U+T/qK4yrfo48+alauXGl++ukns2PHDjNv3jxTtWpV89JLL7na+OJxZYx9/WXVsUXA8kIDBw40derUMf7+/qZu3brmL3/5i/n222+NMcbs2bPHSCp2OPsacqdOnczw4cPd1vvWW2+Zpk2bGn9/f9OsWTPzzjvveLxdb1UefVXScp06dXLb9gsvvGAaNmxoAgICzFVXXWXWrVtXAXt8/uzqK46rfA0bNix2mZkzZ7ptm+PKs77iuMo3depU06RJExMYGGgiIyNN+/btzbJly4ps29eOK2Ps6y+rji2HMcac2zkvAAAAlIZ7sAAAACxGwAIAALAYAQsAAMBiBCwAAACLEbAAAAAsRsACAACwGAELAADAYgQsAAAAixGwAOAPcnNzFRcXp/79+7vNz8jIUExMjKZNm2ZTZQB8BU9yB4Bi7Nq1S61bt9a///1vDRkyRJI0bNgwbd++XVu2bFFAQIDNFQLwZgQsACjB/PnzFR8fr2+++UZbtmzRgAEDtHnzZrVu3dru0gB4OQIWAJTAGKMbbrhBfn5++vrrr3XPPfdweRCARwhYAFCK77//Xs2bN1fLli315ZdfqmrVqnaXBMAHcJM7AJTi5ZdfVnBwsPbs2aN9+/bZXQ4AH8EZLAAoQWJioq6//np98skneuKJJ5Sbm6vVq1fL4XDYXRoAL8cZLAAoxsmTJzV8+HCNGTNGN954o/7zn/9oy5Yt+te//mV3aQB8AAELAIoxefJk5eXl6fHHH5ckNWjQQPPmzdODDz6ovXv32lscAK/HJUIA+IN169apa9euWrt2ra677jq313r06KEzZ85wqRBAqQhYAAAAFuMSIQAAgMUIWAAAABYjYAEAAFiMgAUAAGAxAhYAAIDFCFgAAAAWI2ABAABYjIAFAABgMQIWAACAxQhYAAAAFiNgAQAAWIyABQAAYLH/D7YcgYPxIatmAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PLAYA DE TUYA\n",
+      "151      54.045703\n",
+      "823      54.045703\n",
+      "375      54.045703\n",
+      "39       54.045703\n",
+      "711      54.045703\n",
+      "           ...    \n",
+      "21095    53.328727\n",
+      "21319    53.328727\n",
+      "19527    53.328727\n",
+      "21543    53.197828\n",
+      "21655    53.197828\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV/BEOTHUK\n",
+      "8567     51.190952\n",
+      "6999     51.190952\n",
+      "7111     51.190952\n",
+      "4535     51.190952\n",
+      "3415     51.190952\n",
+      "           ...    \n",
+      "21223    51.397687\n",
+      "21559    51.397687\n",
+      "21447    51.397687\n",
+      "21671    51.397687\n",
+      "21335    51.397687\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LANDORA\n",
+      "3601     51.433477\n",
+      "3153     51.433477\n",
+      "801      51.433477\n",
+      "1809     51.433477\n",
+      "5393     51.433477\n",
+      "           ...    \n",
+      "18609    51.534623\n",
+      "19617    51.534623\n",
+      "20065    51.534623\n",
+      "17825    51.534623\n",
+      "18945    51.534623\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qb4Xujz/+GC8vL1xdXQkLCys0/XYzdu7cyfPPP8+IESPo0qULNWvWJD4+ni+++IKtW7cyatSoAr1yhw4dYuzYsQwdOpSYmBimT59OUFAQ48ePB8DT05PFixcTERFBQkICjzzyCLVq1eLq1ascO3aMq1evsmzZMkD7md1zzz3ce++9PPPMM4SGhpKamsrp06fZvHmzZYHUF154gU8//ZQBAwbwxhtvULt2bdavX28J6Mpb165deeqpp/jHP/7BoUOHuO+++/Dw8ODy5cvs3buX1q1b88wzz9CsWTMaNmzI1KlTUUpRo0YNNm/ebBmPZquo31MvL68ytdXb25v77ruP+fPn4+/vT2hoKLt372blypVFLn5Z0s9Q3IHsO75ciKqjqNlwLVu2LLT+vn37VHh4uHJ3d1cBAQFq7Nix6r///a8C1KpVqyz1Cls6QCltVk+PHj2Ut7e30uv1KiQkRD3yyCP5ppYrpc1M6t+/v/Lx8VF6vV41bNhQTZo0KV+dadOmqbp16yoHB4d8s6OMRqN65513VJMmTZSzs7Py9/dXTzzxhIqJiSn168yza9cuBai333672Ho3+r//+z8FqN69e+crj4yMVID64IMPChzDDbPhlFLq/fffV2FhYcrR0THfe1xU2yMiIgpMh79RTEyMmjFjhuratasKDAxUTk5OysvLS919991q8eLFKjc311I3bybVtm3b1MiRI5Wvr69yc3NTDzzwgDp16lSBc+/evVsNGDBA1ahRQzk7O6ugoCA1YMAA9dVXX+Wrd+7cOTV69GgVFBSknJ2dVUBAgOrSpUuBmVnHjx9XvXv3Vq6urqpGjRpqzJgxlve2tLPhfv3110KfHzBgQKHv1aeffqruvvtu5eHhodzc3FTDhg3VqFGj1KFDhwq0y8vLS/n5+amhQ4eq6OjoQn+GRf2ehoSEqAEDBhS4PqCeffbZAu8XoObPn28pi42NVUOGDFF+fn7Ky8tL9evXT/3+++8qJCRERUREFHgfSvszFHcOnVJK3f4QTQiRZ9KkSaxbty7fIn1V0YsvvsiyZcuIiYkpc49OVbR69Wr+8Y9/8OuvvxY6SFpUfvIzFEWRNJwQdhIfH09UVBQbN24kPDzc3s25Zfv37+evv/5i6dKljBs37o4MlIQQ1ZsES0LYyffff8+ECRPo3LkzixYtsndzbll4eDju7u4MHDiQN954w97NEUKIcidpOCGEEEKIYsjSAUIIIYQQxZBgSQghhBCiGBIsCSGEEEIUQwZ4lwOTycSlS5fw8vIqcksIIYQQQlQuSilSU1OpW7euZd/NwkiwVA4uXbpEvXr17N0MIYQQQtyCmJiYYjcll2CpHOQtxx8TE4O3t7edWyOEEEKI0khJSaFevXolbqsjwVI5yEu9eXt7S7AkhBBCVDElDaGRAd5CCCGEEMWQYEkIIYQQohgSLAkhhBBCFEPGLN1GRqORnJwcezdDVAIuLi7FTlMVQghReUiwdBsopYiLiyMpKcneTRGVhIODA2FhYbi4uNi7KUIIIUogwdJtkBco1apVC3d3d1m48g6Xt4jp5cuXqV+/vvw+CCFEJSfBUgUzGo2WQKlmzZr2bo6oJAICArh06RK5ubk4OzvbuzlCCCGKIYMmKljeGCV3d3c7t0RUJnnpN6PRaOeWCCGEKIkES7eJpFqELfl9EEKIqkOCJSGEEEKIYkiwJKqc8+fPo9PpOHr0qL2bIoQQ4g4gwZIoVHx8POPGjaN+/fro9XoCAwPp27cvUVFR9m5apZSYmMjIkSPx8fHBx8eHkSNHylIRQghRTchsOFGoIUOGkJOTw5o1a2jQoAFXrlzh559/JiEhwd5NK5XY2FiCgoJu29ig4cOHExsby9atWwF46qmnGDlyJJs3b74t1xdCiGopwwhLsyDAAR7Wg5d9+nikZ0kUkJSUxN69e3nnnXfo0aMHISEhdOrUiWnTpjFgwABLPZ1Ox7Jly+jfvz9ubm6EhYXx1Vdf5TvXxYsXeeyxx/Dz86NmzZoMHjyY8+fP56uzatUqmjdvjqurK82aNWPp0qX5nj948CDt27fH1dWVu+66iyNHjpT4GmbOnEmDBg2YPXs2Z8+evfU3oxROnDjB1q1b+eSTTwgPDyc8PJwVK1bw3XffcfLkyQq9thBCVElKgSkZcv6ErF2Q/gWkvgtJL8H1JyC+F1xuAdcbQdp8eCkNXk23W3MlWBIFeHp64unpyaZNmzAYDMXWnTlzJkOGDOHYsWM88cQTPP7445w4cQKAjIwMevTogaenJ3v27GHv3r14enrSr18/srOzAVixYgXTp09n7ty5nDhxgjfffJOZM2eyZs0aANLT0xk4cCBNmzbl8OHDzJkzhylTppT4Gj744ANmzpzJ7t27ady4Mffddx8rV64kNTW12Ndc1K1///5FXisqKgofHx/uvvtuS1nnzp3x8fFh3759JbZVCCGqFWUC4zXI+R2ytkH6Gkh5GxKfh2uPQfx9ENcE4lrA1Z6QMAKSp0DqQsj4HAw7IfcEqGRwzIZ+Wo89vvabRSxpOHvonQjxptt/3VoOsN2vxGpOTk6sXr2ayMhIli9fTocOHejWrRvDhg2jTZs2+eoOHTqUsWPHAvD666+zfft2Fi9ezNKlS9mwYQMODg588sknlnTYqlWr8PX1ZdeuXfTp04fXX3+dhQsX8vDDDwMQFhbG8ePH+eijj4iIiGD9+vUYjUY+/fRT3N3dadmyJbGxsTzzzDPFvgYvLy9Gjx7N6NGjuXDhAuvWrWPevHlMnDiRhx56iIiICHr16mVpV0mDxd3c3Ip8Li4ujlq1ahUor1WrFnFxccWeVwghqhSVC6arYLyc/2aKs3kcB2SXz/VON4SFL8IQPbzsUT7nvAUSLNlDvAku2yFYuglDhgxhwIAB/PLLL0RFRbF161bmzZvHJ598wpNPPmmpFx4enu+48PBwS+Bx+PBhTp8+jZeXV746WVlZnDlzhqtXrxITE8OYMWOIjIy0PJ+bm4uPjw+gpbjatm2bb1HPG69ZkpCQEGbMmMGMGTNYs2YNEyZMYP369SQmJuLr6wtAo0aNbuqcNypsbJRSStZTEkJUHcoAxis2AdDlQoKieKACv7+UA/y3PezsDru6Q3p9WOwFffQVd81SkGDJHmrZKft5k9d1dXWld+/e9O7dm1mzZjF27Fhmz56dL1gqTF6AYDKZ6NixI+vXry9QJyAggKysLEBLxdmmsAAcHR0BLeAoq2vXrrFhwwbWrl3L0aNH6d+/PxEREZaADLQ0XHHuvfdefvjhh0KfCwwM5MqVKwXKr169Su3atcvWeCGEKA+m9EKCn7j8QZHpetmvo/MFxzrmW6AWgOX8D3JPU2SQpXMDXTf4/D5YHg5J5gxIJyf4yBuCHMverjKSYMkeSpEKq4xatGjBpk2b8pXt37+fUaNG5Xvcvn17ADp06MCXX35JrVq18Pb2LnA+Hx8fgoKCOHv2LCNGjCjymuvWrSMzM9OSCtu/f3+JbTUYDGzevJm1a9eydetWWrZsSUREBFu2bCEgIKBA/bKk4cLDw0lOTubgwYN06tQJgAMHDpCcnEyXLl1KbKsQQpQLgxEcL0POUUg9BEm/Qe4l8LgOzhllP79DgDUQcgi0CYryyuqATg85xyDrR228Um4Rk1wc/MG1N7j2gWOd4amc/BmX593gFQ9wqhy98xIsiQKuX7/O0KFDGT16NG3atMHLy4tDhw4xb948Bg8enK/uV199xV133cU999zD+vXrOXjwICtXrgRgxIgRzJ8/n8GDB/Paa68RHBxMdHQ0Gzdu5KWXXiI4OJg5c+YwceJEvL296d+/PwaDgUOHDpGYmMjkyZMZPnw406dPZ8yYMcyYMYPz58+zYMGCEl/D+PHj2bJlC8OHD+fQoUMFxlrdqCxpuObNm9OvXz8iIyP56KOPAG3pgLyB6UIIUSGM17XAKPsonPsV9L+Bd7L1+eI7zG04gmNtLdjJ6xGyBEB1zfdrgc6l8MOVAQz/gayPIGs7mAr2tAPg1BBc+2oBknMHLeW2KAPeybB2Ovnr4ENvuL+Ia9mJBEuiAE9PT+6++27ee+89zpw5Q05ODvXq1SMyMpJ//vOf+eq++uqrbNiwgfHjxxMYGMj69etp0aIFoG0evGfPHl555RUefvhhUlNTCQoKomfPnpaeprFjx+Lu7s78+fN5+eWX8fDwoHXr1rzwwguWtmzevJmnn36a9u3b06JFC9555x2GDBlS7GuYNm0aH330EU5Ot+dXfP369UycOJE+ffoA8Pe//50PP/zwtlxbCHEHMKVBzm+Q8CskHQbH38HTJigp2GGuyXGCFD+oEQru9bRAyOHGHiF/0N1kqsuUBFk7IGsrGHaBKmxavw6cO2oBklsfcLL5ozTeBM8mw+4ca1lXZ1jmBYH2T7vdSKfKY1DIHS4lJQUfHx+Sk5MLpJuysrI4d+4cYWFhuLq62qmFFUOn0/HNN9/w4IMP2rspVU51/r0QQpSRMkDOCa3XKOUwZB0Bl/OgK+HrOs0DYupBdH3Iag6174aWLaCxPziUQzorN9acXvsRsvcDxkIq6UF/r7kHqTc4FhLF/ZINz6RaZ4XrgBfdtZvj7U27Fff9bUt6loQQQgh7UUbIPQM5RyD7GGQeAeMJcLDpcSlsIpjBBWKD4UKIFiCdDwXPpvBAfRhcB2oUPc6y9G1T5rWSzAFS7vHC6zn4gb6XFiDpu4GDe+H1jAoWZMC7GZAX99Vy0HqT7q1cabcbSbAkhBBC3A5KgTHWOs4o55iWWrsxhXXjxGWjA1wMsvYaXQiBK7UhyxVSvcDkC283hs5elJnKgewobXB21o9gvFR4PccQbeyRaz9wuQt0JYQTcUatN+k/NkFgN2dY4m2/GeI3QYIlccskgyuEEMUwXjMHRse0f3OOlTw936SDqwHWoCimnhYo5TqDkwPU8oPf9JDoCdl6CHWB5cEQUoaeGVMqGHaYA6QdoFIKr+fczhwg9QWnplDadeR2ZMOEFLhm/s5wAKa6w0T38kkP3gYSLAkhhBBllTcAO+cYZB/R/jXGlnxcgp8WGMXUswZHBptxjDXcoHsdaBcIh5xgcaL1uU7usCgIfG9hQLTxkjk42gaGfUBOIZVcQN/VHCD11gaD34xcBW+nwweZ1rI6DvCRF3Su3Gm3G0mwJIQQQtwMUybk/mHuMTKn0nJPYx2IU4Q0Dy0gyguOoutD2g2pMx3QtCZ0qKPd6vtoccycOPjGJlB6yAfmBIJLKXtmlILcP63jj3J+K7yezgdc79cCJH0PcLjF1N5FI4xLgYO51rJeLtpq3DUrf9rtRhIsCSGEEEVRBsj50xwUHdMCpNy/KHwmmI1sPZyrD9EhEBOsBUeJNdCioRt4uUDbQC04ahcInja9LklGmBgLv9r0zkwOgLE1Sk6DqVzIPmhdINIYXXg9xyDr+kcunUHnXPx5S7LNAM+lQqI5eHQCpnvAM25VJu12IwmWhBBCCNCCi9y/8vcY5ZygxE1hlROkNISTwXDcPBD7aoAWFxUVG4T5Qntz71GjGoUHEeez4ZlY7V8AvQ7ergP9ip7ijildW/co60fI+hlUUuH1nFtZAySnlqUff1ScbAVvpMNym8CunoO2ZcldZQzA7KzKBEtz585ly5YtHD16FBcXF5KSkgrUiY6O5tlnn2XHjh24ubkxfPhwFixYgItL0blRg8HAlClT+OKLL8jMzKRnz54sXbqU4ODgCnw1Qggh7EqZzFP2zUFR9lEttaaySjjQEZyagEs7cGgFb+fAnzW01agdjeBgM4jZlqsTtKkN7QO1IKmkqf2HMmBCLCSb1yKq6QhLgqFtIccZ47WVs7O2aitpYyjkhE5ar5ElQCrn77gL5rTbf23Sbv1dYJEX+Fa9tNuNqkywlJ2dzdChQwkPD7dsp2HLaDQyYMAAAgIC2Lt3L9evXyciIgKlFIsXLy7yvC+88AKbN29mw4YN1KxZkxdffJGBAwdy+PBhy2auQgghqjClwHjBmkbL+a3wKfsF6LRVp53bgHNbcGmr9cLEG2HfZThyGU5fAScThW4SW8fTOvaomT84l/I75f+SYeZl65jrRuYZb0Eu1teTe9pm/NERCh0vpfPUxh259tXGITn4FKxTHr4zwAupkGJugzMwxwPGupVPj1UlUGWCpVdffRWA1atXF/r8tm3bOH78ODExMdStWxeAhQsX8uSTTzJ37txCV+ZMTk5m5cqVrFu3jl69egHw2WefUa9ePX766Sf69u1bMS9GlMn58+cJCwvjyJEjtGvXzt7NEUJUJkppM71sxxjl/K/odJQtx1AtIMoLjpxbg4Mn5Jrg+FUtOPrvLricVvjxTg7QMsCaXgss9eZs1rYvvgbLbJYXuMcD3q2r7fNmOGgNkIznCj+HQ6B1er8+XNvYtqIYFMxJg5U2vXEhDrDCG9pV7bTbjapMsFSSqKgoWrVqZQmUAPr27YvBYODw4cP06NGjwDGHDx8mJyfHsp8XQN26dWnVqhX79u27o4Ol+Ph4Zs6cyQ8//MCVK1fw8/Ojbdu2zJkzh/DwcHs3r9IpTZpYCFEBjPE2QZG518h0reTjHIPMAVEbc4DUWluJOo9ScPI67DgB+2MhK7fw89R0swZHrWpp6bZbYTDBPy/D96nWshF6mHQcst+DKz8VvUaTUzPrApHObW5Pb85ZIzyVAr/ZvC+D9bDQE7yrftrtRtUmWIqLi6N27dr5yvz8/HBxcSEuLq7IY1xcXPDz88tXXrt27SKPAW2ck8FgzQmnpBSxgFcVNmTIEHJyclizZg0NGjTgypUr/PzzzyQkJNi7aaUSGxtLUFAQutvUBVxSmlgIUQ5MCZD9P/MCj+ZxRqaiP6stHGpZ02jObbRbYXuWASRlwZ4LsOMcXEot+LwOaOqvBUftA7Wp/WX9nEnIhWcvwtFM8EmC8P0QcQhqRUFyYWOoHMDlbpsFIkPKdv2btSkLJqdBmjntpgfe8IRRrtUm7XYjuwZLc+bMsaTXivLrr79y1113lep8hX0xKqVu+guzpGPeeuutEttdlSUlJbF371527dpFt27dAAgJCaFTp0756ul0OpYuXcq3337Lrl27CAwMZN68eQwdOtRS5+LFi0yePJlt27bh4ODAPffcw6JFiwgNDbXUWbVqFfPmzePcuXOEhoYyceJExo8fb3n+4MGDjBs3jhMnTtCqVSumT59e4muYOXMmu3btYtSoUURERNCgQYMyvivFKylNLIS4SZZFHs1BUc5v2rijkuh8tcHXzm20Fadd2mipqeK+B0wKjsZpAdLhS9oeZrbcnOCuulqA1PaGqf1lddoAc6Kg8R548j/Q4jg4FjL+SedmHn/UB1x7gkON8mtDaWUqmJEG62wCuIaOWtqtVbXpeymUXV/dhAkTGDZsWLF1bL9UixMYGMiBAwfylSUmJpKTk1Ogx8n2mOzsbBITE/P1LsXHx9OlS5cirzVt2jQmT55seZySkkK9evVK1c6qwNPTE09PTzZt2kTnzp3R64vOec+cOZO3336bRYsWsW7dOh5//HFatWpF8+bNycjIoEePHtx7773s2bMHJycn3njjDfr168dvv/2Gi4sLK1asYPbs2Xz44Ye0b9+eI0eOEBkZiYeHBxEREaSnpzNw4EDuv/9+PvvsM86dO8fzzz9f4mv44IMP+Oqrr1i7di1vvPEGXbt2JSIigkcffRQvr4KLrHl6Fj+24N577+WHH34o+c0TQtw8lQk5tos8HtNmqpW0yKPOS0ufWYKjtuBYr/S9GyYFP52Fb07A9cyCz7cIgPvD4O4g0Jfj16Uyab1jp7+D1K0wr4gg0CFAWznbtQ/o79ECJns5lQtjU+CEzfpSj+hhnhd4Vs/eJFt2DZb8/f3x9/cvl3OFh4czd+5cLl++TJ062pLs27ZtQ6/X07Fjx0KP6dixI87Ozmzfvp1HH30UgMuXL/P7778zb968Iq+l1+uLDSBK9Mh5uFZE/rsi+TvBv0NLrObk5MTq1auJjIxk+fLldOjQgW7dujFs2DDatGmTr+7QoUMZO3YsAK+//jrbt29n8eLFLF26lA0bNuDg4MAnn3xi6albtWoVvr6+7Nq1iz59+vD666+zcOFCHn74YQDCwsI4fvw4H330EREREaxfvx6j0cinn36Ku7s7LVu2JDY2lmeeeabY1+Dl5cXo0aMZPXo0Fy5cYN26dcybN4+JEyfy0EMPERERQa9evSztOnr0aLHnc3Oz44eUENWVUnBtkHk16RIWedS5aoGRc1tzSq0NODYA3S2Oj4lNgY8OaeOSbPm6QvdQ6BEKdcphY9o8Kkub1p/1I2T9BKYr4It2s+XUyDq937nDrb++8vSvLHg5FTLMj92At71gmL7apt1uVGX6zaKjo0lISCA6Ohqj0Wj5cmvUqBGenp706dOHFi1aMHLkSObPn09CQgJTpkwhMjLSMhPu4sWL9OzZk7Vr19KpUyd8fHwYM2YML774IjVr1qRGjRpMmTKF1q1bW2bHVYhruXDFDsHSTRgyZAgDBgzgl19+ISoqiq1btzJv3jw++eQTnnzySUu9Gwd7h4eHW342hw8f5vTp0wV6crKysjhz5gxXr14lJiaGMWPGEBkZaXk+NzcXHx9tiuuJEydo27Yt7u7uRV6zJCEhIcyYMYMZM2awZs0aJkyYwPr160lMTMTX1xfQfo+EELeZToc25f7GQMkZnFuYg6J2Wq+RU+OSd7YvjVwTbPoTNp7Q7ufpUAd6hmmDtZ3KKUAxJWoLQ2b9qC0UqTIKqaODi62h8SDw7gtODcvn2uUhXcG0VNhgs25TU3ParVmVCR/KRZV5tbNmzWLNmjWWx+3btwdg586ddO/eHUdHR7Zs2cL48ePp2rVrvkUp8+Tk5HDy5EkyMqy/sO+99x5OTk48+uijlkUpV69eXbFrLPnb6W2/yeu6urrSu3dvevfuzaxZsxg7diyzZ8/OFywVJq+3xmQy0bFjR9avX1+gTkBAAFlZWt57xYoV3H333fmez3v/lSqhG74Url27xoYNG1i7di1Hjx6lf//+REREWAIykDScEHbj0hFUtnnwdd6tWcVMef/rutabFGMzKSfQE57qqM1kKw+50dbp/dkHKbTHzOAChzvCvi4Q0g8mNAfHStZD82cuRKbASZv2D3eFNz3BvZK19TaoMsHS6tWrSxw8W79+fb777rsinw8NDS3w5evq6srixYuLXbiy3JUiFVYZtWjRgk2bNuUr279/P6NGjcr3OC+Q7dChA19++SW1atUqdJ0rHx8fgoKCOHv2LCNGjCjymuvWrSMzM9OSCtu/f3+JbTUYDGzevJm1a9eydetWWrZsSUREBFu2bCEgoOAsGEnDCWEn3q9VfConKxe++B9sPW0dBuWgg783hUdagEsZ/jhWSlvHKS9Ayj1RREU/2B8O39+tBUo5bjCjNgzzK6K+nSgFn2fBP9MgbxiXOzDfC4a62rNldlVlgiVx+1y/fp2hQ4cyevRo2rRpg5eXF4cOHWLevHkMHjw4X92vvvqKu+66i3vuuYf169dz8OBBy9T5ESNGMH/+fAYPHsxrr71GcHAw0dHRbNy4kZdeeong4GDmzJnDxIkT8fb2pn///hgMBg4dOkRiYiKTJ09m+PDhTJ8+nTFjxjBjxgzOnz+fr7ewKOPHj2fLli0MHz6cQ4cOFRhrdaOypuFKShMLIYpQ0YHSkcuw4r9wzSYFFuYLz/wNQn1v7ZwqGwxR1g1qTZcLr+cYqo0/iu8B42rBZXOk5ukAHwZBV49bu35FSTPBS2nwtU3arYUjfOINje7wcEGJMktOTlaASk5OLvBcZmamOn78uMrMzLRDy25NVlaWmjp1qurQoYPy8fFR7u7uqmnTpmrGjBkqIyPDUg9QS5YsUb1791Z6vV6FhISoL774It+5Ll++rEaNGqX8/f2VXq9XDRo0UJGRkfneq/Xr16t27dopFxcX5efnp+677z61ceNGy/NRUVGqbdu2ysXFRbVr1059/fXXClBHjhwp8jWcOnVK5eTklN+bUoKIiAiF9jdrvtvOnTsLrV8Vfy+EqFJSspRatF+pof+y3kZ8rdS3fyqVa7z58xmTlcrYpNT1p5W61FSpi3ULv8UPUCplkVLZfyplMim1M1WpDieVanZCu91/SqmTWeX/esvqtxylOl9XKiDeepuSolSGyd4tq1DFfX/b0ilVDoNC7nApKSn4+PiQnJxcIN2UlZXFuXPnCAsLw9W1enVh6nQ6vvnmGx588EF7N6XKqc6/F0LY3fGr8MEBSLBZDqB1LW1sUu2b6Ok1XjRvUPuj1pNk2azNlos2rd+1jzbN3zHQ+tRnCfBWvHXbuDau2ma49hq3WhilYHUWzEqz7r/rqYP3PGFw9f9sKu7721Yl+okJIYQQZWA0wb+PazPd8roBPJwhoh10Cyk55acU5B7XUmtZP2pjkQqj89EWhnTtoy0U6XBDAJar4O0rsD7JWtbPC96qA66VYCmAPCkmbSXub23Sbm2d4GNvCJON5G1JsCSEEKLqy8iBt37Jv25Sq1owoRPUKGaChsqB7APmAGkbGGMKr+cYbF3/yOVu0BWxUWy6ESZfgj3p1rJxNWGivzaovLI4mqPNdrtgs3xCpBvM8gB9JWpnJSHBkrhlksEVQlQaG09YAyUHHQxrpc12KyxAMaVp6x5l/QhZO0AlFX5O59bWAMmpRck9U5dy4JlY+MvcU+MMvBoID/ne2muqCErBikx4Nd2aVfTRwSIveKAClmuoJiRYEkIIUbVl5mjbloC2oOSc7tCkZv46xivW3iPDXiC7kBM5gUs4uPUFfR9wCip9G37P1AKla+Z1iXwc4IMg6FSJZrwlmuD5VNhq89o7OsFH3lBf0m7FkWBJCCFE1bbjnJaGA7i3vhYoKQW5pyBrqxYg5Rwp/Fidl3mD2r7g2gMcfAqvV5xtqfDKJcgy97bXd4bl9SCsHDfcLatfc2BcCsTapN3Gu8F0D3CWtFtJJFgSQghRdRlN8P0p7b7OBANTIPk1LcVmPF/4MQ6B5uCoL+jDQXeLQY1SsDIBFl61lnV0g8VB4FdJvl5NCpZkwpvp1sXEa+hgsRf0lrRbaVWSn6YQQghxCw6egcD90Ot3aHsCHFMhvZB6Ts3N0/v7anvNlXUxzBwFr8XBv5OtZX/3htcDwaWSzHi7ZoLnUuFnm7Tb3ea0W11Ju90MCZaEEEJUPYZfIW0pBO2EMYWtf+QILp1sBmiHlN+1k43wwkXYb7Mq+ER/eLpmxa9IXlpR2TAuFeLMaTcd8Lw7vOwOTpWkjVWIBEtCCCGqlpw/4PojQG7+bzGdO+i7mwOk+8GhRvlfOyYbno6Fs+beGhcdvFkHBhS9oOFtZVSwKAPmZVgXw/TXwRJv6FGJxlBVMRIsiSrn/PnzhIWFceTIEdq1a2fv5gghbieVC0kvArna4xQv+L0VhD4MHR8GXQWuOn0kA569CInmwT81HLU93tq7V9w1b0a8CcanwB6bnrZ7nGGZF9SWtFtZVJLEqqhs4uPjGTduHPXr10ev1xMYGEjfvn2Jioqyd9MqnfPnzzNmzBjCwsJwc3OjYcOGzJ49m+zswqYmCyHKJG25dWXty4Hw6mzYHgHthlVsoLQlBZ6MsQZKDV1gQ0jlCZT2ZEOPBGugpANecoevfCRQKgfSsyQKNWTIEHJyclizZg0NGjTgypUr/PzzzyQkJNi7aaUSGxtLUFAQutswfuDPP//EZDLx0Ucf0ahRI37//XciIyNJT09nwYIFFX59Ie4YOach9V3tvnKALx4HoxP0b6ytr1QRlIKl1+HDa9ayzu6wKAi8K0EQYlSwIAPezbBu8VLLAZZ7wT2Sdisv0rMkCkhKSmLv3r2888479OjRg5CQEDp16sS0adMYMGCApZ5Op2PZsmX0798fNzc3wsLC+Oqrr/Kd6+LFizz22GP4+flRs2ZNBg8ezPnz5/PVWbVqFc2bN8fV1ZVmzZqxdOnSfM8fPHiQ9u3b4+rqyl133cWRI0Wsl2Jj5syZNGjQgNmzZ3P27NlbfzNKoV+/fqxatYo+ffrQoEED/v73vzNlyhQ2btxYodcV4o6ijJA0Gctur3t6QHQI6B2hV4OKuWa2CV65nD9QGuoDH9erHIFSnBGGJMNCm0CpuzPs9JNAqZxJsCQK8PT0xNPTk02bNmEwGIqtO3PmTIYMGcKxY8d44oknePzxxzlx4gQAGRkZ9OjRA09PT/bs2cPevXvx9PSkX79+lhTVihUrmD59OnPnzuXEiRO8+eabzJw5kzVr1gCQnp7OwIEDadq0KYcPH2bOnDlMmTKlxNfwwQcfMHPmTHbv3k3jxo257777WLlyJampqcW+5qJu/fv3v5m3kOTkZGrUqIDBpULcqdJXQc5h7X5mXfiur3b//jDwrIDAIDEXRsfA5hTtsQ54KUDbvqQyLOK4Ixt6JMI+c9rNEW2ByQ0+ECBf7eVNp2SDrzJLSUnBx8eH5ORkvL3zz4jIysri3LlzhIWF4epqzqc/vxcS7TCexc8FFt1Tqqpff/01kZGRZGZm0qFDB7p168awYcNo06aNpY5Op+Ppp59m2bJllrLOnTvToUMHli5dyqeffsq8efM4ceKEJR2WnZ2Nr68vmzZtok+fPtSvX5933nmHxx9/3HKON954g++//559+/bx8ccfM23aNGJiYnB318YGLF++nGeeeabUA7wvXLjAunXrWLduHbGxsTz00ENERETQq1cvS7tOnz5d7Dnc3NwICird1gdnzpyhQ4cOLFy4kLFjxxZap9DfCyFE4XIvwNWeoDK1x59Oht/qawHM4gegVjlvKXLOoM14izYHIq46mFcXenuV73VuRY6Cd9Lhg0xrWR0Hbe2kzkVs7iuKVNz3ty0Zs2QPidlwPcverSjWkCFDGDBgAL/88gtRUVFs3bqVefPm8cknn/Dkk09a6oWHh+c7Ljw8nKNHjwJw+PBhTp8+jZdX/g+YrKwszpw5w9WrV4mJiWHMmDFERkZans/NzcXHR9ty4MSJE7Rt29YSKBV2zZKEhIQwY8YMZsyYwZo1a5gwYQLr168nMTERX19fABo1anRT5yzKpUuX6NevH0OHDi0yUBJC3ASlIOkla6CU+JAWKAHcHVz+gdKBdJh4EVLM8+4DnGBpELRyK9/r3IqLRngqBX7NtZb1doEPvKCm9CZVJAmW7MHPTrnkm7yuq6srvXv3pnfv3syaNYuxY8cye/bsfMFSYfJ6a0wmEx07dmT9+vUF6gQEBJCVpQWMK1as4O677873vKOjNh6gPDo+r127xoYNG1i7di1Hjx6lf//+REREWAIy0NJwxbn33nv54Ycfiq1z6dIlevToQXh4OB9//HGZ2y2EADI+h+z/aPcdg2BtL8Dc4zOoSflea2MSzI6zrEpAUz0sC4Y6laDH5kcDTEyFRPNnohMwwwOedgOHSpAWrOYkWLKHUqbCKpsWLVqwadOmfGX79+9n1KhR+R63b98egA4dOvDll19Sq1atQrs3fXx8CAoK4uzZs4wYMaLIa65bt47MzEzc3Nws1yiJwWBg8+bNrF27lq1bt9KyZUsiIiLYsmULAQEBBern9YYVJe/aRbl48SI9evSgY8eOrFq1CgcH+StPiDIzXoKU162Pr02Dc+ZAqWlNaFyzfK5jUvD+VVhhM9v3Pg94ty542Hkgd7aCN9JhuU3arZ457XZXJQji7hASLIkCrl+/ztChQxk9ejRt2rTBy8uLQ4cOMW/ePAYPHpyv7ldffcVdd93FPffcw/r16zl48CArV64EYMSIEcyfP5/Bgwfz2muvERwcTHR0NBs3buSll14iODiYOXPmMHHiRLy9venfvz8Gg4FDhw6RmJjI5MmTGT58ONOnT2fMmDHMmDGD8+fPl2o6/vjx49myZQvDhw/n0KFD+cZaFaYsabhLly7RvXt36tevz4IFC7h61bqpZmBg4C2fV4g7mlKQNBWUeVKG26OwsgYQrz0e1LR8rpNlgqmX4UebyR8j/eDlWvbfFuSCEcalwH9t0m79XWCRF/jKH2S3lRJllpycrACVnJxc4LnMzEx1/PhxlZmZaYeW3ZqsrCw1depU1aFDB+Xj46Pc3d1V06ZN1YwZM1RGRoalHqCWLFmievfurfR6vQoJCVFffPFFvnNdvnxZjRo1Svn7+yu9Xq8aNGigIiMj871X69evV+3atVMuLi7Kz89P3XfffWrjxo2W56OiolTbtm2Vi4uLateunfr6668VoI4cOVLkazh16pTKyckpvzelGKtWrVJoE3cL3IpSFX8vhLit0tYrdbGudrvcTqlz55Ua+i/tNmGLUkZT2a8Rn6PUo+eUanZCu7U4odRnCWU/b3nYnKVUw6tKBcRrt6B4pVZkKGUqh9ctLIr7/rYls+HKwU3PhqsmdDod33zzDQ8++KC9m1LlVOffCyHKLPP/IHECls3N/FZqvUp7LmiPR7eHfmWclPGXAZ6OgcvmXht3By3t1q348YsVLkvBq2mw0mYSUIgDfOINbSXtVt5KOxtO+vGEEEJUHpnfQeJzWAIlj39AZjf4T7T5sTN0Dy3bNfamwfAL1kCpjhN8Xt/+gdJZIwxIyh8oDdbDz34SKNmZBEtCCCEqh8ytkPgsYN5/zX0EeL8GP5zStvUA6NMQXMsw3PaLRG0NpXRzMNbKFTaEQlM79/B+kwW9EuF/5gBOD8z3hI+9wFu+qu1NBniLWyYZXCFEucnaDolPY5m37/YY+LwNBhP8ZN6yyMnh1tNvRgXz4mFtorWstye8Uxfc7BiMZCqYkQbrbHqTGjrCCm9oJV/RlYX8JIQQQthX1k5IeArL+kluQ8B3PugcYMcZSDeX31Mf/G5hcch0E7x0CXamWcvG1IDJAfZdo+hULoxNgRNGa9kjepjnBZ6ydlJlIsGSEEII+8naAwljAPMWUG4Pgu97oHMEowm+P2WtO/AWFqGMy4HxsXDCvM+lEzArEIb6lq3dZfVlFrySChnmx27A214wTA86CZQqGwmWhBBC2IdhLyT8AzAHMq4DwXeRFigBHLwI8ena/ba1ob5Poacp0h9ZWqAUb07teTnAoiAIL+ctUm5GuoJpqbDBZpPypua0WzP5Sq6s5CcjhBDi9jPsh4QnAfNYHdf+4Pch6MxfS0rBd39Z69/sIpQ/p2qpt0zz2Mp6ztrWJQ31ZW35rTuRC5Ep8JdN2m24K7zpCe7Sm1SZSbAkhBDi9jL8CgkjrZvj6nuD31LQ2UyPP3kdTpm3Hwnxgda1SndupWBNojaYO28OSns3+DAIatjpK08pWJ8F/0yzxIa4A/O9YKiss1YVVJn5iHPnzqVLly64u7tbdoq/UXR0NIMGDcLDwwN/f38mTpxIdnZ2kedMSEjgueeeo2nTpri7u1O/fn0mTpxIcnJyBb0KIYS4w2UfhoQnQJkH6+jvhxofge6Gjb5te5UGNCndOJ4cBa9egXdsAqUB3rCqnv0CpTQTPJMKk20CpZaO8JOfBEpVSJUJlrKzsxk6dCjPPPNMoc8bjUYGDBhAeno6e/fuZcOGDXz99de8+OKLRZ7z0qVLXLp0iQULFvC///2P1atXs3XrVsaMGVNRL0OUg/Pnz6PT6Urc/FYIUclkH4XrI0CZZ6Xpu0GNFaC7ITUWlwa/XtTu+7lqs+BKkmqEZ2LhyyRr2bM1YX4d0Nvpq+5/udArCTbajE960hV+8INGktipSqpMsPTqq68yadIkWrduXejz27Zt4/jx43z22We0b9+eXr16sXDhQlasWEFKSkqhx7Rq1Yqvv/6aQYMG0bBhQ+6//37mzp3L5s2byc3NLfSYO0V8fDzjxo2jfv366PV6AgMD6du3L1FRUfZuWqX097//nfr16+Pq6kqdOnUYOXIkly5dsnezhKg8sn+D68OtG+O6dIUaK0FXSO/Klr+sPUP9GmnrKxXnYjY8fgH+Yx4M7qyDeXVgQoB9ZpYpBZ9mwgOJ2qrcAF46WOGlLQvgKuOTqpoqEyyVJCoqilatWlG3bl1LWd++fTEYDBw+fLjU58nbH8bJqeio32AwkJKSku9W3QwZMoRjx46xZs0a/vrrL7799lu6d+9OQkKCvZtWKrGxsbd10cwePXrwr3/9i5MnT/L1119z5swZHnnkkdt2fSEqLWWCtI/g2oOgzEMcXMKhxmrQFbJmUlo27Dqv3dc7Qu+GxZ//aCY8dgHOmIdc+DrCp/Vg0E3OnCsvKSZt7aSpaZZJfrR10tJugyXtVlVVm2ApLi6O2rVr5yvz8/PDxcWFuLi4Up3j+vXrvP7664wbN67Yem+99RY+Pj6WW7169W653ZVRUlISe/fu5Z133qFHjx6EhITQqVMnpk2bxoABAyz1dDody5Yto3///ri5uREWFsZXX32V71wXL17ksccew8/Pj5o1azJ48GDOnz+fr86qVato3rw5rq6uNGvWjKVLl+Z7/uDBg7Rv3x5XV1fuuusujhw5UuJrmDlzJg0aNGD27NmcPXv21t+MUpo0aRKdO3cmJCSELl26MHXqVPbv309OTk6FX1uISiv3AlwfCimvYYkcXDpBjTXg4F74MdvOgMHcG9MjDDxdCq8H8EMKPBkN1831Q11gQwjcVcS5K9qRHLg/ETbbjJV9yg2+84UwR/u0SZQLuwZLc+bMQafTFXs7dOhQqc+nK6S7VSlVaPmNUlJSGDBgAC1atGD27NnF1p02bRrJycmWW0xMTKnbWBV4enri6enJpk2bMBgMxdadOXOmpRfqiSee4PHHH+fEiRMAZGRk0KNHDzw9PdmzZw979+7F09OTfv36WQber1ixgunTpzN37lxOnDjBm2++ycyZM1mzZg0A6enpDBw4kKZNm3L48GHmzJnDlClTSnwNH3zwATNnzmT37t00btyY++67j5UrV5Kamlrsay7q1r9//1K/fwkJCaxfv54uXbrg7CybX4o7kFKQ/hlc7QXZ+63lHmOh5ufgUMQ6RzlG2Hpau68DHmhc9Pk/ugaTL4HB3IN8t7sWKIUUE1xVFKXgowwYmATR5j3nfHSw2hve8AS9pN2qOruOMJswYQLDhg0rtk5oaGipzhUYGMiBAwfylSUmJpKTk1Ogx+lGqamp9OvXD09PT7755psSv+D0ej16fRnW6pj6EyRllVyvvPm6wtu9Sqzm5OTE6tWriYyMZPny5XTo0IFu3boxbNgw2rRpk6/u0KFDGTt2LACvv/4627dvZ/HixSxdupQNGzbg4ODAJ598YglYV61aha+vL7t27aJPnz68/vrrLFy4kIcffhiAsLAwjh8/zkcffURERATr16/HaDTy6aef4u7uTsuWLYmNjS1yoH8eLy8vRo8ezejRo7lw4QLr1q1j3rx5TJw4kYceeoiIiAh69eplaVdJg8Xd3EreYuGVV17hww8/JCMjg86dO/Pdd9+VeIwQ1Y4xDpJeAsMOa5ljPfB9F/Rdij92b7T1s7FTEAR6FqyTrWD2ZdhkM/zhYR+YHQgudghKEk3wfCpstelN6ugEH3tDPelNqi7sGiz5+/vj7+9fLucKDw9n7ty5XL58mTp16gDaoG+9Xk/Hjh2LPC4lJYW+ffui1+v59ttvcXW9DTnlpCxIyKz465TBkCFDGDBgAL/88gtRUVFs3bqVefPm8cknn/Dkk09a6oWHh+c7Ljw83BJ4HD58mNOnT+Pl5ZWvTlZWFmfOnOHq1avExMQwZswYIiMjLc/n5ubi46ONNzhx4gRt27bF3d093zVuRkhICDNmzGDGjBmsWbOGCRMmsH79ehITEy3LUDRqdIubc9p46aWXGDNmDBcuXODVV19l1KhRfPfdd6Xq2RSiylMKMjdB8gxQSdZy9+HgPRscCgl8bjy+pEUok4wwMRZ+tfn8nBwAY2vYZyD3rzkwLgViTdayZ93gnx7aIHNRbVSZuYvR0dEkJCQQHR2N0Wi0fCE3atQIT09P+vTpQ4sWLRg5ciTz588nISGBKVOmEBkZibe3N6CNn+nZsydr166lU6dOpKam0qdPHzIyMvjss8/yDdYOCAjA0bGC/irwtdMgv5u8rqurK71796Z3797MmjWLsWPHMnv27HzBUmHyggOTyUTHjh1Zv359gToBAQFkZWl/Qa5YsYK777473/N57315DNK+du0aGzZsYO3atRw9epT+/fsTERFhCchAS8MV59577+WHH34otk5e8N+kSROaN29OvXr12L9//00Hd0JUOcYESJ4KWVusZQ61tM1wXUvuzQbg2BWIMfcWNamp3Wydz4anY+CCeRygXgfv1IG+3mVv/80yKViSCW+mQ95i3DV0sNgLettxhXBRYapMsDRr1izLOBaA9u3bA7Bz5066d++Oo6MjW7ZsYfz48XTt2hU3NzeGDx/OggULLMfk5ORw8uRJMjK0xdAOHz5sSd3d2LNw7ty5UqcAb1opUmGVUYsWLdi0aVO+sv379zNq1Kh8j/N+Nh06dODLL7+kVq1aloDVlo+PD0FBQZw9e5YRI0YUec1169aRmZlpSYXt37+/0Lq2DAYDmzdvZu3atWzdupWWLVsSERHBli1bCAgIKFC/PNJwtvKCvJLGfAlR5WVtg6SXwXTVWuY2GHzeAIcapT+Pba/SjRvm/poBz8VCsrkHx98RlgRDm5v7f1kurpnguVT42SbtdrcTfOQNdSXtVm0pUWbJyckKUMnJyQWey8zMVMePH1eZmZl2aNmtuXbtmurRo4dat26dOnbsmDp79qz617/+pWrXrq1Gjx5tqQcof39/tXLlSnXy5Ek1a9Ys5eDgoP744w+llFLp6emqcePGqnv37mrPnj3q7NmzateuXWrixIkqJiZGKaXUihUrlJubm3r//ffVyZMn1W+//aY+/fRTtXDhQqWUUqmpqcrf3189/vjj6o8//lBbtmxRjRo1UoA6cuRIka9h9OjRqnbt2mrSpEnq2LFjFfdmKaUOHDigFi9erI4cOaLOnz+vduzYoe655x7VsGFDlZWVVegxVfH3Qoh8jMlKJbyg1MW61tulFkpl/N/Nn+t8olJD/6XdJmxRymiyPvdNklKtTyjVzHwbdFap2Oxyexk3ZZ9BqdbXlAqI12614pV6M02pHFPJx4pKqbjvb1sSLJWD6hYsZWVlqalTp6oOHTooHx8f5e7urpo2bapmzJihMjIyLPUAtWTJEtW7d2+l1+tVSEiI+uKLL/Kd6/Lly2rUqFHK399f6fV61aBBAxUZGZnvvVq/fr1q166dcnFxUX5+fuq+++5TGzdutDwfFRWl2rZtq1xcXFS7du3U119/XWKwdOrUKZWTk1N+b0oxfvvtN9WjRw9Vo0YNpdfrVWhoqHr66adVbGxskcdUxd8LISyyflEq7m/5A6VrI5XKjbu18314wBosff+XVmY0KfV+vDVIanZCqchopVJzy+91lFauSamFaUrVjrcGSs2vKrXTcPvbIspVaYMlnVK3ceW+aiolJQUfHx/Lgpa2srKyOHfuHGFhYbdn8PhtpNPp+Oabb3jwwQft3ZQqpzr/XohqzJQJqW9C+qfWMp0n+LwKbo/d2iDrhEx4dgsYFXg4w7KBoHOAaZfhB5ulPob5wvTa4HSbB07Hm2B8CuyxWTPtHmdY5gW1Je1W1RX3/W2ryoxZEkIIYUfZhyHxeTCes5a5dAHf98Ap+NbPu/W0FiiBtlp3OjAhRluZG7T1lqbWgpF+t3/G255seCYFrprb5wBMcYdJ7uAos93uJBIsCSGEKJoyQOq7kLYUyJsi7wre/wSPf2i9QLcqKxe2n9HuO+qgWX1t65KL5l4cdx0sqAs9vIo+R0XIVbAgA97LsO5RV9sBlntBVzsseinsToIlccskgytENZfzh9ablHvCWubcHvzeB6eyr03GrvOQbg6MmtSFcVcgzRyQ1XaCpcHQ4janqS8b4elUiLJJu3V3hiXeEFBtdggTN0mCJSGEEPmpXEhbAqnvAXlBgzN4TQbP8aArh68Ok4ItNssFfOcGGeZAqbkelgVD7du8XdCObHg2Ba6b/xB0BKZ5wAQ3cJC0251MgiUhhBBWOach6XnIOWotc2oOfovAuWX5XefgRbiSrt1P9YQM85pJ93vC/Lrgfht7cXIUvJ0Oi21WBq/rAMu9obPs7ygkWBJCCAGgTJC+ElLeBvL2rnQAz2fBaxLoynll6m9PWu9fM2979aQfTKl1ewdPxxq1LUt+zbWW9XGBD7yghqTdhEaCJSGEuNPlRkPSZMiOspY5NtB6k1w6lP/19l+B0wna/Sw9ZHrCnNrwmF/5X6s4Ww0wMRWSzGk3J2CmBzztZp+95kSlJcGSEELcqZSCjM8h5VVQ6dZyjzHgNQ0cKmA7kT+z4K3fIK+jKrUWfFQfunqU/7WKkq3g9XT4yCbtVs8BPvaGjpJ2EwVJsCSEEHci42VIegkMO61ljsHg+y7ou1bMNXelwStnoX6S9tjkBEvbQHP3irleYS4Y4akUOGKTdnvABd73Al9Ju4nCyW+GqHLOnz+PTqcrcfNbIUQhlIKMjRDfM3+g5D4CAn6uuEBpXQI8Gwse17SFJgEGN7m9gdJmA/RMtAZKLsBbnrDKWwIlUSz57RCFio+PZ9y4cdSvXx+9Xk9gYCB9+/YlKiqq5IPvQKGhoeh0uny3qVOn2rtZQuRnvA6JT0HSc6CStTKH2lBjLfjOAwfP8r9mroLX4+DNeMAIfolauYsjPFgOazWVRpaCqakwJgVSzOOTQh1giy+MkfFJomSShhOFGjJkCDk5OaxZs4YGDRpw5coVfv75ZxISEuzdtFKJjY0lKCgI3W38EHzttdeIjIy0PPb0rIAvHiFuVeZWSH4ZTNetZW4Pgc/r4FBBA6vTjDD5EvxiHg9V8zo4mtdS6hEKXuU8w64wZ3MhMhX+Z5N2e1APCz3BS/oLROnIb4ooICkpib179/LOO+/Qo0cPQkJC6NSpE9OmTWPAgAGWejqdjmXLltG/f3/c3NwICwvjq6++yneuixcv8thjj+Hn50fNmjUZPHgw58+fz1dn1apVNG/eHFdXV5o1a8bSpUvzPX/w4EHat2+Pq6srd911F0eOHCnxNcycOZMGDRowe/Zszp49e+tvxk3w8vIiMDDQcpNgSVQKpmRtFe7EMdZAycEP/D4Cvw8rLlC6lAMjoq2BkrMJwpK0+zpgQJOKua6tjVnQM8kaKOmBBZ7wkZcESuKmyG+LKMDT0xNPT082bdqEwWAotu7MmTMZMmQIx44d44knnuDxxx/nxAlta4SMjAx69OiBp6cne/bsYe/evXh6etKvXz+ys7MBWLFiBdOnT2fu3LmcOHGCN998k5kzZ7JmzRoA0tPTGThwIE2bNuXw4cPMmTOHKVOmlPgaPvjgA2bOnMnu3btp3Lgx9913HytXriQ1NbXQ+nmvuahb//79S7zmO++8Q82aNWnXrh1z5861vEYh7CZrjzY2KfPf1jLXPhCwE9wGVtx1/5cJj52Hv8yfHz4O8IITZJof/y0IAivwj4lMBS+matuWpJvTbo0cYasfjJK0m7h5OiUbfJVZSkoKPj4+JCcn4+3tne+5rKwszp07R1hYGK6u5j2OrvYHY/ztb6hjLQj4oVRVv/76ayIjI8nMzKRDhw5069aNYcOG0aZNG0sdnU7H008/zbJlyyxlnTt3pkOHDixdupRPP/2UefPmceLECUs6LDs7G19fXzZt2kSfPn2oX78+77zzDo8//rjlHG+88Qbff/89+/bt4+OPP2batGnExMTg7q4NBF2+fDnPPPMMR44coV27diW+lgsXLrBu3TrWrVtHbGwsDz30EBEREfTq1cvSrtOnTxd7Djc3N4KCgop8/r333qNDhw74+flx8OBBpk2bxuDBg/nkk08KrV/o74UQ5cWUASlvQMYaa5nOS0u5uT1SscHCthR45bI2TgigvrO2dcnS3RBtHif1Wg9o5l8x1/8rFyJT4ITRWjZUD+94gacESSK/4r6/bcmYJXswxoMpzt6tKNaQIUMYMGAAv/zyC1FRUWzdupV58+bxySef8OSTT1rqhYeH5zsuPDzcMkvt8OHDnD59Gi+v/DuGZ2VlcebMGa5evUpMTAxjxozJN9YnNzcXHx8fAE6cOEHbtm0tgVJh1yxJSEgIM2bMYMaMGaxZs4YJEyawfv16EhMT8fX1BaBRo7INNJ00aZLlfps2bfDz8+ORRx6x9DYJcdtk/wqJL4DxvLXM5V7wWwiORQf8ZaYUrEyAhVetZXe5wQfBEHPNGig1rgFNK+j/xIYsbSB3hvmxG/C2FwzTS2+SKBMJluzBsVaVuK6rqyu9e/emd+/ezJo1i7FjxzJ79ux8wVJh8nprTCYTHTt2ZP369QXqBAQEkJWlbamwYsUK7r777vxNdXQEoDw6Pq9du8aGDRtYu3YtR48epX///kRERFgCMih5MPa9997LDz+UrlcOtB420HqsJFgSt4UyQOq7kLYUMA+i1rmC90xwHwW6Chx1ka3gtTj4OtlaNtgbXgsEFwdYarO1ycAm5R+4pJtnu31pM2ygmSOs8Iam8jUnyk5+i+yhlKmwyqZFixZs2rQpX9n+/fsZNWpUvsft27cHoEOHDnz55ZfUqlWr0O5NHx8fgoKCOHv2LCNGjCjymuvWrSMzMxM3NzfLNUpiMBjYvHkza9euZevWrbRs2ZKIiAi2bNlCQEBAgfolrdmUd+3SyhuEXqdOnZs6TohbkvOHNog794S1zLkj+L0PTg0q9trJRnjhIuzPsJY97w/jampBUXQyHLuilQe4Q6dy7t06bk67nbJJu41whbme4C69SaJ8SLAkCrh+/TpDhw5l9OjRtGnTBi8vLw4dOsS8efMYPHhwvrpfffUVd911F/fccw/r16/n4MGDrFy5EoARI0Ywf/58Bg8ezGuvvUZwcDDR0dFs3LiRl156ieDgYObMmcPEiRPx9vamf//+GAwGDh06RGJiIpMnT2b48OFMnz6dMWPGMGPGDM6fP8+CBQtKfA3jx49ny5YtDB8+nEOHDuUba1WYsqThoqKi2L9/Pz169MDHx4dff/2VSZMm8fe//5369evf8nmFKJHKhbRlkLoQyDEXOoPXFPB8BnSOFXv96Gx4OhbOmSczuOjgrTrwgM0fR9/9Zb0/oAk4llMPl1KwPgv+mWbd99cdWOAFj8g4QFHOlCiz5ORkBajk5OQCz2VmZqrjx4+rzMxMO7Ts1mRlZampU6eqDh06KB8fH+Xu7q6aNm2qZsyYoTIyMiz1ALVkyRLVu3dvpdfrVUhIiPriiy/ynevy5ctq1KhRyt/fX+n1etWgQQMVGRmZ771av369ateunXJxcVF+fn7qvvvuUxs3brQ8HxUVpdq2batcXFxUu3bt1Ndff60AdeTIkSJfw6lTp1ROTk75vSnFOHz4sLr77ruVj4+PcnV1VU2bNlWzZ89W6enpRR5TFX8vRCWTc0ap+IFKXaxrvV3pqVT277fn+ofTlQr/S6lmJ7Rbl7+U+m9G/jqJmUo9/m+lhv5LqYhvlMrILp9rpxqVGpesVEC89db9ulKnb8//eVF9FPf9bUtmw5WDm54NV03odDq++eYbHnzwQXs3pcqpzr8XooIpkzbLLeUNUHldKg7gOR68JoPuNiz0+F0y/DMOcsxfHw1dYHkwBLvkr7fhd9hoTg0Obgojiu/hLZX/5cDYVDhnk3Z70hVe8wRXSbuJmyOz4YQQoroxXoTEFyH7F2uZYyj4LQKXuyr++krB0uvw4TVrWRd3eC8IvG9I+WXlwrYz5jbqoH/jsl97VRbMSoO8Jcy8dPCuJwyWPzhExZJgSQghKjultIUlk2eBSrGWuz8J3tPB4TZsRmswwcw42Gxz/Ud9YUZtcC6kR2fXeUgzRzVd60ONm5skkU+yCSanwmabhV7bOsHH3hBWweOyhECCJVEGksEV4jYwXoPkVyBrq7XMoQ74vQv6+25PGxJy4bmL8N9M7bEOeCkAnqxR+DIAJgVbbAZ2DyzD1iZHcrTZbtEma9lTbjDTA/SSdhO3hwRLQghRWRW6+e0j4PMaOPgUfVx5OmvQZrzFmGfbuelgXl3o5VX0MYcuwRXznnCta0Go781fVyn4OBNeS7dO9PPRwSIveOA2jMsSwoYES7eJ9MIIW/L7IIplSoHkmfn3dHOoCT7vgFvJ+xSWm/3p8PxFSDH36gQ4aVuXtCxhjNDmGxahvFmJJng+FbbapN06mtNu9STtJm4/CZYqmLOzM6BtKnuzCxuK6itvk928lcqFsDD8AkmTwXjJWubaTwuUHCtoP7XCfJ0Ec+Ig1/y4mV4LlAKdiz/u1HU4ae4JC/aGdoE3d92DOTAuBS7apN2edYN/ehQ+NkqI20CCpQrm6OiIr68v8fHaxrnu7u6W7UDEnclkMnH16lXc3d1xcpL/gsLMlAmpb0H6SmuZzktLubkNvX17m5kUvHcVPkmwlnXzgIV1waMUwf3mG8YqlbbdJgVLMuHNdMhbFaCGDhZ7QW9Juwn7kk/q2yAwUPvLKi9gEsLBwYH69etL4Cw02UcgcSIYz1rLXLqC73vgVIGb394o0wRTL8O2VGvZSD94pZY2/b8k8elwIFa776OHe0q5gv01EzyXCj/bpN06O8NyL6grva/C/qpMsDR37ly2bNnC0aNHcXFxISkpqUCd6Ohonn32WXbs2IGbmxvDhw9nwYIFuLi4FDzhDZRSPPDAA2zdurXcF1rU6XTUqVOHWrVqkZOTU/IBotpzcXHBwaECNzYVVYPKhtRFkLYYa3eKq7YcgMeTFbv57Y2u5sKzsfA/80KXDsA/a8MIv9Kf4/tTkDccr28jcClFoBOVDeNSIS5v819gkjtMcQcn+WNCVA5VJljKzs5m6NChhIeHW/Yes2U0GhkwYAABAQHs3buX69evExERgVKKxYsXl3j+999/v8L/ynd0dJQxKkIITc5JSJoIOb9by5zbge8icL71vQpvyV9Z2oy3y+YBSh4O8G5duM+z9OdIz4Yd57T7Lo7Qp2Hx9Y0KFmXAvAzIG57kr4Ol3tC95D9whbidqkyw9OqrrwKwevXqQp/ftm0bx48fJyYmhrp16wKwcOFCnnzySebOnVvsMubHjh3j3Xff5ddff5Vd4oUQFUsZIX0FpMwDDOZCJ/B6ATyfA91t/lj+JQ0mXYJ0c8RSx0nbuqTJTa6K/dNZbdVugO6h4F3MOKMrJhifAr/Y9LTf6wxLvaC2/EEpKp8qEyyVJCoqilatWlkCJYC+fftiMBg4fPgwPXr0KPS4jIwMHn/8cT788EPL2KKSGAwGDAaD5XFKSkoxtYUQwiw3GpJegOwD1jKnJuD7Abi0vv3tWZ8Ib16x9uy0doUlwdoSATcj16Sl4EBLow0oZmuTPdnwTApcNefrHNBSbpPcSzcuSgg7qDaDJuLi4qhdu3a+Mj8/P1xcXIiLiyvyuEmTJtGlSxcGDx5c6mu99dZb+Pj4WG716tW75XYLIe4ASkH653C1l02gpAOPcRDww+0PlIxKC5LesAmU+njBmvo3HygB7IuBRPNYp451oU4hC1bmKng7HYYmWwOl2g7wtQ9M8ZBASVRqdg2W5syZg06nK/Z26NChUp+vsDFHSqkixyJ9++237Nixg/fff/+m2j1t2jSSk5Mtt5iYmJs6XghxBzFegYQISH4JlHlVa8d6UPPf4DMLdLd5E9h0I0yIhXWJ1rLIGvBeXXC7ha8EpfIvQjmokEUoLxthSDK8m2EdAN7DGXb4QVcZnyQqP7um4SZMmMCwYcOKrRMaGlqqcwUGBnLgwIF8ZYmJieTk5BToccqzY8cOzpw5g6+vb77yIUOGcO+997Jr165Cj9Pr9ej1su6HEKIEmZshaSqoJGuZ+3Dwng0ONzF4urzE5cAzsfCneRiBEzA7EB7xvfVz/h4PF5K1+w39oNkNC2fuyIZnU+C6OUpyBKZ5wAQ3cJDeJFE12DVY8vf3x9+/fFakDQ8PZ+7cuVy+fNkySHvbtm3o9Xo6duxY6DFTp05l7Nix+cpat27Ne++9x6BBg8qlXUKIO5ApGZJnQOZGa5lDAPjOB9fe9mnTH1laoHTVPAjb2wEWBUFnj7Kd9zubRSgHNbUuQpljTrstzrQ+X9cBPvKGu0tYBVyISqbKDPCOjo4mISGB6OhojEYjR48eBaBRo0Z4enrSp08fWrRowciRI5k/fz4JCQlMmTKFyMhIy0y4ixcv0rNnT9auXUunTp0IDAwsdFB3/fr1CQsLu50vTwhRXRiiIOl5MF60lrkOAJ+3wbGGfdr0Uyq8fAkyzb079Zy1GW8NythDHpsCR8xjQgPc4W7zApqxRm3Lkl9zrXX7uMAHXlCj2gyVFXeQKhMszZo1izVr1lget2/fHoCdO3fSvXt3HB0d2bJlC+PHj6dr1675FqXMk5OTw8mTJ8nIyLjt7RdCVHMqG1IXQNpSLANzdN7gMxfcHrp925Xka5OC1Qkw/6p1rFAHN/gwCPzK4ePftlepf2NwdICtBpiYCknmCzoBMz3gaTf7vAdClAOdku3PyywlJQUfHx+Sk5OLXc9JCFFN5fwFiRMg9w9rmUs4+L4PTsF2apOCuVfgyyRr2UBveCMQ9OXQu5OUBeO3aMsGuDvDogdgQTZ8ZJN2q+8AH3tDB0m7icqptN/fVaZnSQghKh2lIGM1JL8BmKfO4wxeL4PnONDZaYHFFCNMugj7bHrRJ/jD+Jrl17vz42ktUAL4WygMTYejNmm3AS7wvhf4SNpNVH0SLAkhxK0wXoGkF8Gw01rm1Bj8PgTnVvZrV2y2tnXJGfOmtM46mBsIg3zK7xqGXNh2Rruv08Fif0gwB0ouwKueMNpV0m6i2pBgSQghblbmD9q6SSabtYo8RoP3P0HnZr92HcnU1lBKMG/K6+cIi4Ogo3v5Xmf3BUg1B2NxAZBgHige6gCfeEMbSbuJ6kWCJSGEKC1TOqTMhowvrGUOtcD3XXAtfEul2+b7FJh2GbLNw1DDXLQZb/XLedFHk4JNNotQxph3MHhQDws9wUvSbqL6kWBJCCFKI/swJE4E43lrmWs/8JlvvyUBQBs39dF1WHTNWna3u7aGkk8FjJn68AJcM69EnugLuV6wwBNGStpNVF8SLAkhRHFULqQugrRFgDm9pXMHn9fB7TH7BgjZJpgVB/9ns5n3EB+YFQgu5dyuDAUz0uD3v8DXXGYMgR/8oKV8lYjqTX7DhRCiKLnnIPE5yDliLXPuAH6LwSnUbs0CINEIE2PhkM1U/RcDYEyN8g/g/sqFyBSITYSO5q1NHD1gUyNtJXAhqjkJloQQ4kZKQeaXkDwTVN70e0fwmgSez4HOzh+d57Ph6Ri4kKM91utgXh3oUwHrvG3IgqmpkAG0sNk0fEwzCZTEHUOCJSGEsGVKhKSXIet7a5ljKPh9AC6F7zN5Wx3M0HqUks1rHPk7wpJgaFPOs/DSlBYk/cu86a4+CwLM46K89XBfSPleT4hKTIIlIYTIY/iPNojbFGctc38cvF8FhzJuOFseNiXDrMtg7lCiiR6WBUPdcp6qf9ycdjtltJb1vqwFUAD9GoGLnRbcFMIOJFgSQohC93XzBd/54PaAPVumMSn44Jo26y3PvR7wbl3wLMegRSn4LAump1kXJPfQwZt6+MG8MbCzA/RpWH7XFKIKkGBJCHFnyz2j7euW85u1zKUr+C0Cxzr2a1eeLBP88zL8kGotG+4L02qDUzkO5E41wZQ0+MZgLWvpqC0y+ccZyDKv0N0tVEvDCXEHkWBJCHFnUkpbXDJlFqi8GWXO4P0KeIwDXSUYvHw9F56NhWPmbh4HYGotGFnO6zr9LwfGpsI5m7TbP1y1bUucFCw4ZS0f2KR8ry1EFSDBkhDizmNKgKRXbhjE3QD8loJLa/u1y9YpAzwTCxfNA5TcdbAgCHp4lt81lIJPs2B2Gph3L8FLB+95wd/NvUe/RMN1czDZsQ7U9Sq/6wtRRUiwJIS4sxj2QuLzNwziHgHec8ChnPdQu1X/SYcXLkKaecZboBMsDYbmruV3jWQTTEqF77KtZe2c4GNvCDWPg1IKvvvL+vygpuV3fSGqEAmWhBB3BpUNKfMgfTn5B3EvALf+9mxZfv9KgtfiLIuF08I8461WOc54+28OPJUC0SZr2Tg3mOGhrdmU54+rcC5Ju9/AD5r7l18bhKhCJFgSQlR/uafNg7j/Zy1zucc8iDvQfu2yZVSw8CqsSrCW9fSEeXXBvZzGTykFH2XC6+nW5Qd8dPCBF/QvZNC2ba/SwCay95u4Y0mwJISovpSCjM8hZfYNg7ingsdTlWMQN0CGCV6+BD+nWctG14DJAeBYTgFKogkmpsKPNmm3jua0W71Clh+ITYH/Xtbu13SDzsHl0w4hqiAJloQQ1ZMpwbwS9w/WMqdG4LcEnFvZr103is/RBnIfN0/Zd0TbCPdR3/K7xsEcGJcCF23SbhPcYJoHOBcRjG2x6VUa0AScKklgKYQdSLAkhKh+DPsh8dkbBnGPBO/Z4FDO24KUxYksLVC6Yl7DyNMB3g+CruW0WrhJwYeZ8Fa6dQxUDR186AW9ilkrKTkL9lzQ7rs5wf1h5dMeIaooCZaEENWHMkHaYm01bsy9KA5+4LMQ3PratWkF7EyDKRchwzzYPMgZlgdDo3Ja8PGaCSakwI4ca1lnZ1juBXVLWPX7xzOQY37/ejYA93LeTkWIKkaCJSFE9WC8CkkTwbDHWubSFfwWg2Nt+7XrRkrBukR4J94Sz9HWVdsMt2Y5fSTvy4anUyHOfAEdMMkdpriXvOp3thF+PK3dd9DBA43Lp01CVGESLAkhqj7Df7TZbqZ4c4EDeE0Gz4mgq0QbvuYqePMKfJFkLevvBW/WAddyGBNkVPB+BszPsAZi/jpY6g3dXUp3jt3nIdU8CDw8GPwrydpTQtiRBEtCiKpLGSHtA0h9F2varZY2iFvfxa5NKyDNCJMvwS/p1rKna8Jz/loPTlldMcH4FPjFJu12rzMs9YLapQwYTbIIpRCFkWBJCFE1GeMh8TnI3mst098Hvh+AY4D92lWYi+YZb6fMM96cgdfqwIM+5XP+3dlaoHTVPP7JAS3lNsn95pYe+O9luGxevqBFgLYQpRBCgiUhRBVk2GtOu101FziA1xTwfK7yrJ2U57dMbTPca+bpaD4OsDgY/lYO6a1cBQsy4L0My6Lk1HbQBnF3LWXazdaNi1AKIQAJloQQVYkyQur7kPYelujAIRD8PgR9uD1bVrgfU+CVy2AwtzXEGZbXg9BbCGRudNmoDeKOskm79XCGD70h4BYCxrOJcNwcfNb1gg51yt5GIaoJCZaEEFWD8YrWm5S9z1qm725Ou9W0W7MKpRR8kgDvXrWW/c0NPggG33IYcP6zASakwnVzEOaItsDkBLdbH/+0+aT1/oDG5TOOSohqQoIlIUTlZ9ijjU8yXTMXOIDXy+D5bOVLu2UreDUONiZbyx70hlfrgEsZA5AcpS0w+WGmtSzIAZZ7w91lWAvpWgZExWr3vVygW2iZmilEdSPBkhCi8lJGbaZb2iLyp92Wgv5uuzatUMlGeP4iHMiwlr3gD0/VLPsmtLFGeCoFDuVay/q6wCIvqFHGgPH7U9pMOIC+jcClEi23IEQlIMGSEKJyMsaZ025R1jJ9D/BdVPnSbgDR2fB0LJwzr1HkooO360B/77Kfe6tB2wQ3yRzQOAMzPWCcW9mDsIwc+Pms+bwO0Ldh2c4nRDVUyfqvizZ37ly6dOmCu7s7vr6+hdaJjo5m0KBBeHh44O/vz8SJE8nOzi60rq2oqCjuv/9+PDw88PX1pXv37mRmZpZ4nBCighh+gat9bAIlR/D6J9RYWzkDpcMZ8NgFa6BUwxHW1C97oJStYGYajEqxBkr1HWCzLzztXvZACbRAKdPcW3VfCPi4lv2cQlQzVaZnKTs7m6FDhxIeHs7KlSsLPG80GhkwYAABAQHs3buX69evExERgVKKxYsXF3neqKgo+vXrx7Rp01i8eDEuLi4cO3YMB4cqE0cKUf2oXDBd1+471AG/ZaD/m33bVJTNyTA9ThtPBNDQRdvjLbiMM97Om9NuR23SbgNc4H0vbfmB8pBr0lJweWS5ACEKpVNKqZKrVR6rV6/mhRdeICkpKV/5Dz/8wMCBA4mJiaFu3boAbNiwgSeffJL4+Hi8vQv/C69z58707t2b119//ZbblJKSgo+PD8nJyUVeRwhxk1LegpwT4Ps+ONawd2sKUgqWXIMl161lXdzh/SDwKuOYn80GeCEVUs0fzy7Aq54w2rV8epPy7I2GDw5o9zvUgan3lN+5hagCSvv9XW26T6KiomjVqpUlUALo27cvBoOBw4cPF3pMfHw8Bw4coFatWnTp0oXatWvTrVs39u7dW2j9PAaDgZSUlHw3IUQ583oZaqyunIGSwQQvX84fKD3mq62hVJZAKUvBK6kwJsUaKIU5wg++MKYcxifZUkoWoRSilKpNsBQXF0ft2vl3Fvfz88PFxYW4uLhCjzl7VhvUOGfOHCIjI9m6dSsdOnSgZ8+enDp1qtBjAN566y18fHwst3r16pXfCxFCaHSOlW9ZAICEXBgdA9+Z/0jSAa/Ugtm1wbkMwczZXHggCVZlWcse0sNPvtC6DMsCFOXENW0hSoAwX2hZybaIEaISsesn0Zw5c9DpdMXeDh06VOrz6Qr5q0spVWg5gMmkbbw5btw4/vGPf9C+fXvee+89mjZtyqefflrkdaZNm0ZycrLlFhMTU+o2CiGqsLMGGHYB/mueAOKmg8VB8GSNsvX6bMyCnknwu3l8kiuw0FPbtsSrgj6mbRehHNikfHuthKhm7DrAe8KECQwbNqzYOqGhoaU6V2BgIAcOHMhXlpiYSE5OToEepzx16mjL+bdo0SJfefPmzYmOji7yWnq9Hr1eX6p2CSGqiah0eOEipGh/ZFHLCZYGQ8syzB7LUDAjDT6z6U1q7AgrvKFFBX48X0qFw5e1+zXdIFx6x4Uojl2DJX9/f/z9/cvlXOHh4cydO5fLly9bgqBt27ah1+vp2LFjoceEhoZSt25dTp48ma/8r7/+on///uXSLiFENfDvJG1V7ryJac30sCwYAsuQHjuZq812O2G0lj2qh7e9wLOCe3lsxyr1bwxOlTDdKUQlUmX+h0RHR3P06FGio6MxGo0cPXqUo0ePkpaWBkCfPn1o0aIFI0eO5MiRI/z8889MmTKFyMhIywj3ixcv0qxZMw4ePAhoabuXXnqJDz74gH//+9+cPn2amTNn8ueffzJmzBi7vVYhRCVhUrAwHmbaBErdPeCzkLIFShuyoG+iNVByBz7w0jbBrehAKcUAu89r992coFeDir2eENVAlVlnadasWaxZs8byuH379gDs3LmT7t274+joyJYtWxg/fjxdu3bFzc2N4cOHs2DBAssxOTk5nDx5kowM61YEL7zwAllZWUyaNImEhATatm3L9u3badhQVrEV4o6WaYJXLsH2NGvZKD94uRY43mJAk6Zgair8y2Ata+4IH3tD09v0cfzjacgxpxLvDwP3Chg8LkQ1U+XWWaqMZJ0lIaqZ+Fx4NhZ+N48lcgCm14bhfrd+zj/MabdTNmm3J1zhDU9wv02Dq7ONMH6L1rvkoIPF/SHA4/ZcW4hKqLTf31WmZ0kIIW6Lv7K0Pd4um/NuHg7wXl241/PWzqcUrMvSBnLnjeP20MECTxhym7cW2XNBC5QAOgdLoCREKUmwJIQQefakweRLkG5OU9Vx0rYuaXKLQU2qCaakwTc2abdWTrDCCxre5o9fk4ItsgilELdCgiUhhABYnwhvXgFznERrV1gSDAG3+DH5Ww5EpsI5m7TbP1y1bUtc7bCm0dE4uJiq3W/uD40q4croQlRSEiwJIe5sRgXvxMO6RGtZXy94qw643cKEYaXg0yyYnQbZ5jIvnbYB7iA7rs924yKUQohSk2BJCHHnSjfCi5dgd7q1LLIGvBCgDYC+WckmbQPcLdnWsnZO2my30DJurlsW5xLhj6va/Tqe0LFu8fWFEPlIsCSEuDNdzoHxsfCneTyREzAnEIb43tr5/pujzXaLNlnLxrnBTA9wsfNWIpttxioNaHJrgaAQdzAJloQQd54/suCZWLhqnvHm7QAfBMHdtzA7TClYngmvp1sXrvTVaYtM9qsE2yJdz4Ao8/6VXi7QLcS+7RGiCpJgSQhxZ/kpFV6+BJnmJebqO2sz3sJuIbBJMMHEVNhmk3a7ywk+8oZ6dky72frhtDYuC6BPQ9DLx74QN0v+1wgh7gxKwaoEWHAV8pbi7eAGHwaB3y18FB7IgadT4KJN2m2CG0zzAOdKkubKyIHtZ7T7zg7Qt5F92yNEFSXBkhCi+stR8MYV+FeStWyQN7wRCC43OePNpODDTHgrHfJWBaipgw+9oGclSLvZ2nEOMs25wXtDwPc2L4IpRDVR6mApNjaW4ODgimyLEEKUvxQjvHARoqx7QjLBH8bXBN1N9gBdNcGEFNiZYy3r7AwfeUGdSpJ2y2M0wQ+nrI9luQAhblmp/6Rq1aoV69atq8i2CCFE+YrNhuEXrIGSsw7m14Fn/W8+UNqXDfcnWgMlHTDZHTb6VL5ACeDARbhqft3tAyFY9q0U4laVOlh68803efbZZxkyZAjXr1+vyDYJIUTZHcmExy7AGfPgaz9HWF0PBvrc3HmMChakw8PJcMU8PilAB//ygake4FRJxifZUkoWoRSiHJU6WBo/fjzHjh0jMTGRli1b8u2331Zku4QQ4tZtSYEnoyHBPKiogQtsCIEO7jd3nismeDQZ5mVYt0G51xl21IBuLuXa5HL15zU4Y16RPMQHWtWyb3uEqOJuaoB3WFgYO3bs4MMPP2TIkCE0b94cJ6f8p/jvf/9brg0UQohSUwqWX4cPrlnLOrvD+0Hgc5Opst3Z8EwKXDNPnXMAXnKHF9zBsRL2JtmyXYRyUNObTzkKIfK56dlwFy5c4Ouvv6ZGjRoMHjy4QLAkhBB2kW2CmXHwbYq1bIgPzA68uan8uQrmZ8D7GdYlBgIdYLkXdKnEvUl5LqfC4Uva/Rpu0KWefdsjRDVwU5HOihUrePHFF+nVqxe///47AQEBFdUuIYQovUQjPBcLhzOtZVMCYHSNm+tVuWSEp1Nhv81st/ud4UNv8L+FTXXtYcspa5DXvxE4VZF2C1GJlTpY6tevHwcPHuTDDz9k1KhRFdkmIYQovXPZ8HQMRJsDHFcdvFMX+njd3Hl+MsCEVEgwRxqOaAtMTnCrOnuppRhg13ntvqsT9Gpg1+YIUV2UOlgyGo389ttvstaSEKLyOJgBE2Mh2Tz62t8RlgZDa7fSnyNHwZvpsMSmVyrIQduypJNz+ba3om07A9nmQe33h4FHFUgbClEFlDpY2r59e0W2Qwghbs43STA7DvIyZk30sCwY6t5EgBNjhKdS4HCutayvCyzyghpVLH2VbYQfT2v3dcADje3aHCGqExmdLYSoWkxKm+32kc16b/d6wLt1wfMmZrz9YIDnUyHJnHZzBmZ6wDi3qjl7bG80JBu0+3cHQy0P+7ZHiGpEgiUhRNWRZYJpl2FrqrVshC9MrV36xSGzFbyWDh/bpN3qO8DH3tChiqXd8igF39kuFyCLUApRniRYEkJUDddy4dlY+C1Le+wATKsFT9Qo/TnOm9NuR23SbgNc4H0v8KliaTdbR+Mg1rxkQtOa0LimfdsjRDUjwZIQovI7ZdBmvF0yBznuDrCwLnT3LP05NhvghVRINafdXIBXPWG0a9VMu9n67oZFKIUQ5UqCJSFE5fafdHjhIqSZZ7wFOmkDuZu5lu74LAWz0mB1lrUszBE+8YLWVTTtZut8EvwvXrsf6Al31bVrc4SojiRYEkJUXhsS4Y0rYJ4NT0tXbWmAWqX86DqTC2NT4A+jtewhPSzwBK8qnHazZdurNKBx1VkTSogqRIIlIUTlY1QwPx7WJFrLenrCvLpaCq40vs6CKWmQbk67uQJvesKIapB2y5OQCf+J1u57ukD3ULs2R4jqSoIlIUTlkm6Cly/BjjRr2ega8GJA6XpNMhRMT4P1Nmm3xo6wwhtaVLOPvB9OaYElQJ+GoK9mr0+ISkL+ZwkhKo8rOfBMLJwwrxfkCMwKhEd9S3f8yVyITIE/bdJuj+nhbS/wqCa9SXkyc2D7We2+kwP0a2Tf9ghRjUmwJISoHI5naYFSvHnGm5cDvB8EXUq5uOKGLJiaChnmx+5oQdKwUg4Er2p2nocM8/Ll99QH32r6OoWoBCRYEkLY385UmHJJS6EBBDtrM94a6Us+Nk1pQdK/DNay5ua0W5Nq+hFnNMEWm4HdA2URSiEqUpWZDjJ37ly6dOmCu7s7vr6+hdaJjo5m0KBBeHh44O/vz8SJE8nOzi72vHFxcYwcOZLAwEA8PDzo0KED//73vyvgFQghClAK1iTAsxetgVI7N9gQUrpA6Y9c6JuYP1Aa6Qpb/apvoARw8CJcNXehta0N9X3s2x4hqrkq82mSnZ3N0KFDCQ8PZ+XKlQWeNxqNDBgwgICAAPbu3cv169eJiIhAKcXixYuLPO/IkSNJTk7m22+/xd/fn88//5zHHnuMQ4cO0b59+4p8SULc2XIVzL0CG5KsZQ94wZt1QF/C33FKwbosmJEGeeO4PXSw0BMerubpqAJbm8gilEJUtCoTLL366qsArF69utDnt23bxvHjx4mJiaFuXW1RtoULF/Lkk08yd+5cvL29Cz0uKiqKZcuW0alTJwBmzJjBe++9x3//+18JloSoKGlGmHQJ9qZby56pCRP8S57xlmrSlgT4xqY3qZWTtshkgyrzkXbrTl6HUwna/RAfaF3Lvu0R4g5QZdJwJYmKiqJVq1aWQAmgb9++GAwGDh8+XORx99xzD19++SUJCQmYTCY2bNiAwWCge/fut6HVQtyBLubA8GhroOQMvF0HJpZiaYDfcqBXUv5AabQrfO97ZwRKkL9XaWCT6rNmlBCVWLX5dImLi6N27dr5yvz8/HBxcSEuLq7I47788ksee+wxatasiZOTE+7u7nzzzTc0bNiwyGMMBgMGg/XDOiUlpewvQIg7wbFMbTPc6+ap/T4OsDgY/uZe/HFKwadZMDsN8oYheuvgPS8YVIqxTdVFXBr8elG77+cKXevbtz1C3CHs2rM0Z84cdDpdsbdDhw6V+ny6Qv7CUkoVWp5nxowZJCYm8tNPP3Ho0CEmT57M0KFD+d///lfkMW+99RY+Pj6WW7169UrdRiHuWD+mQES0NVAKdYENoSUHSkkm+EcKTLMJlNo7wU9+d1agBNoMOPM4ePo31tZXEkJUOLv2LE2YMIFhw4YVWyc0NLRU5woMDOTAgQP5yhITE8nJySnQ45TnzJkzfPjhh/z++++0bNkSgLZt2/LLL7+wZMkSli9fXuhx06ZNY/LkyZbHKSkpEjAJURSlYEUCvHfVWtbJHRYFga9j8ccezoFxKRBtspaNc4OZHuByh6WfUg3a2koAekfo1cCuzRHiTmLXYMnf3x9/f/9yOVd4eDhz587l8uXL1KlTB9AGfev1ejp27FjoMRkZ2tRbB4f8f505OjpiMpkKOwQAvV6PXn+H/UUrxK3IVvBqHGxMtpY96A2v1ik+2FEKlmXCG+lgXqMSXx184AX97tD/e9vPQra5V65HmLYXnBDitqgyfbjR0dEcPXqU6OhojEYjR48e5ejRo6SlaftH9enThxYtWjBy5EiOHDnCzz//zJQpU4iMjLTMhLt48SLNmjXj4MGDADRr1oxGjRoxbtw4Dh48yJkzZ1i4cCHbt2/nwQcftNdLFaJ6SDJCZEz+QGlSgLY0QHGBUoIJRqbAHJtA6S4n2OF35wZKOUbYelq7rwMGNLZrc4S401SZAd6zZs1izZo1lsd50/p37txJ9+7dcXR0ZMuWLYwfP56uXbvi5ubG8OHDWbBggeWYnJwcTp48aelRcnZ25vvvv2fq1KkMGjSItLQ0GjVqxJo1a3jggQdu7wsUojq5kA1Px8J58yAjvU6b8dav8CU8LA6Y026XbHp2n3ODqR7gfIel3WztjYYk84JSnYKgtqd92yPEHUanlFIlVxPFSUlJwcfHh+Tk5CLXcxLijnEoAybEQrI54KnpCB8GaytzF8WkYHEmvJ0OeXvg1tTBEm+4/w5PNykFU7ZBjHnW7Rv3Q5Oa9m2TENVEab+/q0zPkhCiCvg2GWbEQY75b7BGLrA8GIKKCXiumuDZFNiVYy0Ld4blXlCnhAHgd4JjV6yBUpOaEigJYQcSLAkhyk4p+PAaLL1uLevqAe/VBa9iAp7/ZMPTqXDF3AulAya5wxR3cLqD02628m1tIhvmCmEPEiwJIcrGYILpcbDFZnHWx3xhRu2iAx6jgnczYGEG5A1PCtDBUm/odoen3WxdSILfrmj3a3vA34Ls2hwh7lQSLAkhbl1CLky4CEcytcc64OVaEOFX9DYcV4wwPhV+sUm73eusBUq1q8wE3dvDtldpQJOSt4MRQlQICZaEELfmjEGb8RZrDnrcdLCgLtzvVfQxu7JhfApcM49pcgBedofn3cFRAoF8EjK1WXAAHs7QPdSuzRHiTibBkhDi5kWlw/MXIdWcQ6vlBEuDoaVr4fVzFczPgPczrNt1BDpog7i7SNqtUFtPa+lKgN4NwVU+roWwF/nfJ4S4OV8lwWtx1gUjm+thWTDUdi68/iWjNoh7v03a7X5n+NAb/CXtVqisXNh+RrvvqIN+jezbHiHucBIsCSFKx6Tg3auwMsFa1sMT5tcFjyKCnp8MMCEVEsw9JI7APz3gWTcZf1Ocnecg3Rxc3lMfahSzRpUQosJJsCSEKFmmCV65BNvTrGURfvBSrcLHGuUoeDMdlmRay4Ic4CNv6FRED5TQmBR8f8r6eKAsFyCEvUmwJIQoXnwuPBsLv5u323AEpteGx/0Krx9jhKdS4HCutayfCyzyAj9Ju5Xo4EW4kq7db1MbQnzt2hwhhARLQojinMyCZ2Lhsjnw8XCA9+vCPUXsTfa9AZ5PhWRz2s0ZmOUBT7kVvZSAyM92uQDpVRKiUpBgSQhRuN1pMPkSZJhnvNVxguX1oIm+YF2DgtfT4WObtFt9B1jhDe0l7VZqf13XbgD1vKFtbfu2RwgBSLAkhCjM+kR484p1de02rtpmuAGFfGScM6fdjtmk3Qa6wHte4CNpt5uy+aT1/qCm0hsnRCUhwZIQwsqo4O14+CzRWtbPC96qA66FBD7fGmBSKqSa024uwGue8A9X+aK/WVfStPFKAL6u0LWefdsjhLCQYEkIoUk3wouXYHe6teypmvC8f8Fp/lkKZqXB6ixrWZgjfOIFrSXtdku2nLIu2NmvETgXswGxEOK2kmBJCAGXc7SB3CcN2mNnYE4gPOxbsO6ZXBibAn8YrWUP62GBJ3hK2u2WpGVraysB6B2hT0P7tkcIkY8ES0Lc6X7P1AKla+bgx8cBPgiCTh4F6/47C6akQob5sSvwpieMkLRbmWw/Awbz+989FDxlCxghKhMJloS4k21PhZcvaWk1gPrOsDwYwm6Y8ZahYHoarLdJuzV21Ga7tZCPkTLJNWn7wAHogAGyXIAQlY18yglxJ1IKPk2AhVet42Q6usHiIPC74WPhZC5EpsCfNmm3x/Twthd4SG9Sme2NhkRzEPq3IAgsYg0rIYTdSLAkxJ0mR8HrcfBVsrVskDe8EQguNmOOlIINBpiaCnnLJ7mjBUnDXG9ni6svpWQRSiGqAAmWhLiTpBjh+YuwP8Na9pw/PFMz/5ijNAWvpMJXBmtZc3ParYl8bJSb/8VDtDlobVwDmta0b3uEEIWSTz0h7hQx2fB0LJzN1h676ODNOjDAO3+9P8xpt9M2abeRrvCGJ7hJ2q1cySKUQlQJEiwJcSc4kgETLkKCOQDyc4QlQdDe3VpHKVibBTPSIK9DyUMHCz3hYUm7lbvoZDh2RbtfywM6Bdm3PUKIIkmwJER1tyUF/nkZss0juRu4aDPe6tlMT081wYtpsMkm7dbKSVtksoF8TFQI27FKDzQuuPCnEKLSkE9BIaorpWDZdVh8zVrW2R0WBYG3zerQv+Voi0yeN1nLxrjCbE9wlS/wCpGYCb9c0O57OMP9YfZtjxCiWBIsCVEdZZtgZhx8m2Ite8QHZgWCszkAUgpWZsGcNDAPY8Jbp22AO0hf4JSiHG09re3DB9CrAbjKR7EQlZn8DxWiuknMhecuwmHzfH8d8GIAjK5hHUCcZIIXUuH7bOtx7Z3gY28IkT3JKlRWLmw7o9131EH/xvZtjxCiRBIsCVGdnDNoM96ic7THrjqYVxd6e1nrHM6BcSkQbZN2e9oNZnhoM+RExdp1HtLNP5+u9aGGm12bI4QomQRLQlQXB9Nh4kVINgdB/o6wLBhamb+MlYJlmfBGOuSaj/HVwWIv6Ctpt9vCpGCLLEIpRFUjwZIQ1cHGJJgTB+YOC5rqtUCpjrP2OMEEE1Nhm03a7W9O8JE3BEva7bY5dAmupGv3W9eCUF+7NkcIUToSLAlRlZkULLoGH1+3lt3nAe/WBQ9zEHTAnHa7ZJN2m+gGr3hYB3uL2+PGRSiFEFWCBEtCVFVZJph2GbamWsue8INXaoGTTgukFmfC2+mQtxh3TR0s8Yb7XQo9pahAp67DSXNQW88b2ta2b3uEEKXmUHKVymHu3Ll06dIFd3d3fH19C63z/PPP07FjR/R6Pe3atSvVeQ0GA8899xz+/v54eHjw97//ndjY2PJruBAV4VouRERbAyUHYHotmF5bC5SummBYMsy1CZS6OMNOPwmU7GWzzVilAU1kaxMhqpAqEyxlZ2czdOhQnnnmmSLrKKUYPXo0jz32WKnP+8ILL/DNN9+wYcMG9u7dS1paGgMHDsRoNJZ8sBD28JcBHjsPv2Vpj90dYGkwPFFDe7w3G3okwi7zACYd8KI7/NsHAmV8kl3Ep8MB8x9hPnq4t7592yOEuClVJg336quvArB69eoi63zwwQcAXL16ld9++63EcyYnJ7Ny5UrWrVtHr169APjss8+oV68eP/30E3379i17w4UoT3vTYNIlSDOPP6rjpA3kbuqqLXL4bgYszIC84UkBOljmDfdJb5JdbfkLzGtQ0q8ROEvQKkRVUmV6lirC4cOHycnJoU+fPpayunXr0qpVK/bt21fkcQaDgZSUlHw3ISrcF4naGkp5gVJLV9gQqgVKV4wwNBnm2wRK9znDzhoSKNlbWjbsOKfdd3GEPg3t2x4hxE27o4OluLg4XFxc8PPzy1deu3Zt4uLiijzurbfewsfHx3KrV69eRTdV3MmMCt6+Aq9dsY4/6uUJa+tDLSfYaU677TWn3RyAae7wpQ/UuqP/i1cOP50Fg/kH1z0UvGRNKyGqGrt+ks6ZMwedTlfs7dChQ7e9XUopdMUMvpw2bRrJycmWW0xMzG1snbijpJu0hSbXJFrLxtTQNsN10cGb6dpA7mvmHE+gA3zjA5M8tK00hH3lmuCHU9p9HTBAtjYRoiqy65ilCRMmMGzYsGLrhIaGVtj1AwMDyc7OJjExMV/vUnx8PF26dCnyOL1ej14vfx2KChaXA+Nj4YRBe+wEzAyER33hklFbO+lArrV+TxdtNW5/6U2qNPbFQKJ5IH7HulDHq/j6QohKya7Bkr+/P/7+/na7fseOHXF2dmb79u08+uijAFy+fJnff/+defPm2a1dQnA8C56JhXhzMOTloPUmhXvAdgM8lwoJ5t4kR2C6B4x3AwfpTao0lMq/COXfZRFKIaqqKjMbLjo6moSEBKKjozEajRw9ehSARo0a4enpCcDp06dJS0sjLi6OzMxMS50WLVrg4uLCxYsX6dmzJ2vXrqVTp074+PgwZswYXnzxRWrWrEmNGjWYMmUKrVu3tsyOE+K225EKUy5BpjkYCnaG5cFQ3wXmpMHSTGvdYAdty5K/OdunraJov8fDhWTtfqMa0LSmfdsjhLhlVSZYmjVrFmvWrLE8bt++PQA7d+6ke/fuAIwdO5bdu3cXqHPu3DlCQ0PJycnh5MmTZGRkWOq89957ODk58eijj5KZmUnPnj1ZvXo1jo4ytVfcZkppY5PmxVunmbd3gw+DIE0Hf0+CwzZpt34usMgL/CTtVil9d8OGubIIpRBVlk4ppUquJoqTkpKCj48PycnJeHt727s5oirKVfDGFfgyyVo2wBvmBsLPOfB8KiSb/6s6A7M9INJNvoArq9gUmPyjdj/AHT7oD44S1ApR2ZT2+7vK9CwJUW2lGrWFJv+Tbi0bXxMia8JrGbDCJu1W3wFWeEN7SbtVara9Sg80lkBJiCpOgiUh7OlitrbQ5Ols7bGzDt4IhNaeMCgZjtmk3Qa5wHte4C1fvJVaUhbsuaDdd3eG+8Ps2x4hRJlJsCSEvRzLhGdj4bp5wUJfR1gcBBcdoGcipJnTbnrgNU940lXSblXB1tPa+koAvRqAm/QCClHVSbAkhD1sTYGpl8FgDohCXeD9IPgkG9bYpOMaOGppt9byX7VKMOTC9jPafUcd9G9k3/YIIcqFfAILcTspBSsS4L2r1rJO7vBCbRiXDseN1vKH9bDAEzwl7VZl7L4AqeaUang9qOlu3/YIIcrF/7d35/FR1ff+x1+TZSZ7AoQskLAIKKi0ULRWKEpRoRaorT642J+1XoXWUkCwtrdYraIVuVpRi1sVtWh7b+l9qG2p4K5QWlwQiVLFyBYTApE1mWxMkpnv748zyUxYJgnMzMlM3s/HYx6eOXNmvp+vJ2Q++a5KlkSipcnAoir4S03g3OXZcHYOfNcNrStapABLMuD/qdstpvgMrA4a2D3tdPtiEZGwUrIkEg3VXrhhN2wMmtk2Nxc+c8L8usC50/3dbiP0TzPmbNoDe/338uw8GNwr9PUiEjP0G1kk0sqarK1LyvzdMy4HzMuHFT4o9QSuu9IFSzIhXa1JMenoRShFJG4oWRKJpPcbYO5uqPHPjuqTCJflwZ1N0NrIlAbckwkzUuyKUk7V9kOw9YB13D8TRhXYG4+IhJWSJZFI+VsN/GovNPufn+aE/Bz4TVPgmhGJ8GQWDNM/xZh2dKuSNjQWiSv6DS0SbsbAQwfgsYOBc19Og7I02Bg02+3qFLgrA1L1xRrT9tXD2xXWcbYLxg+0Nx4RCTslSyLh5PHBL/fCmtrAudEZsN4ZWFMp3QH3Z8B31e0WF9ZsC2x8PHkoOLUJt0i8UbIkEi6HWmBOJZT4ByM5gEFZ8HqS/wnW4pLLM+E0/dOLC/VN8OYu6zg5ASYNsTceEYkIrXYnEg7bPTDj80Ci5HJASha8n0xbojQzBVbnKFGKJ2/sgiP+/fsuHARZLlvDEZHI0G9tkVO1oR4WVEKtf8ZbRiJ8kQFH/P+8shzWBrjT9EUaV1p88NK2wHMtFyASt5QsiZyK/6uGO6ugddx2WhJUZIDPP25ldBI8kQUDNY4l7rxdAQf9LYnn9IN+mfbGIyIRo2RJ5GT4DCzdD08fCpxLdFqJUmu3249T4dZ0cGq2W9wxRotQivQgSpZEuqrBB/+1B94I2qbEkwJ1aYADchzwUCZMVrdb3Pp4P+yqto6H9IIRubaGIyKRpWRJpCv2NcNPKuHjI4FzdelWsgRwbhI8ngVF6naLa0e3KmnDY5G4pmRJpLM+PWLt8Vbln/2EA9wZ0Oy0nt6QCr9Ih2R9cca13W74YK91nJsGXyuyNx4RiTglSyKdsbYObtpjdcEB+BLAnQneJOjjgEeyYKLT3hglOoJblb41DBK1AotIvFOyJNKRPx6CJfvAnyfRnAS1mWASYGwy/C4TCtTt1iNUH4H1n1vHqUkwcbC98YhIVChZEjmRFgP//QX8T3XgnMcJdRnWGJWb0qxHkrrdeoxXd0CzP2u+6DRIS7Y3HhGJCiVLIsdT54Wf7oH19YFzDanQmAp5ifBYJoxXt1uP0uSFV7ZbxwkOqwtORHoEJUsiR9vTbA3k/sxjPTdAvX/G2wXJ8GgW5GmcSo+zrgxqm6zj84uswd0i0iMoWRIJtqURfrIbDviX5PY5rPFJvmS4OQ3mp1mtCtKz+I5ahHLaGfbFIiJRp2RJpNWrtfCLPXDEWM+9CeDOgvxkeDwTvqZutx7rg72w178I6Vl94bRe9sYjIlGlZEnEGHjqkLV9SavWGW8TU+DhTOijbrceTVubiPRoSpakZ2s21ka4z9UEznmccCQDfpUBP0lVt1tPt/MwfOJPpPtlwuhCe+MRkahTsiQ9V40XbqiE9xoC5xpSoXc6/DkbztW0cAH+Xho4nnq6kmeRHkjJkvRMFU0wswIqmq3nBmv9pImZ8NtM6KVuNwEONMDbu63jLBdcMNDeeETEFjHzjbB48WLGjh1LWloaOTk5x71m/vz5jBkzBpfLxahRozr8zEOHDjFv3jzOOOMM0tLSGDBgADfccAM1NTUdvldi2AcN8N2yQKLkc0BDFtzWG57JUqIkAWu2WTPhACYNAadWahfpiWLmW6GpqYnp06cze/bsE15jjOG6665jxowZnfrMPXv2sGfPHu677z62bNnCihUrePnll5k5c2a4wpbu5i81cHU51PtXYW5JhIxesKov/ChNu8dLQEMzvLHTOk5OgMlD7I1HRGwTM91wd9xxBwArVqw44TXLli0DYP/+/Xz00UcdfubZZ5/N888/3/Z8yJAhLF68mO9///u0tLSQlBQz/3ukI8bA4v3wP4cC55qS4eu94aFsyIqZvxskWt7YCY0t1vEFAyE7xd54RMQ2ygaOUlNTQ1ZWVshEyePx4PF42p673e5ohCYnq8kH/1kJm4O2Lml2wc35MDNVrUlyrBaf1QXXSssFiPRo+nM6yMGDB/n1r3/N9ddfH/K6JUuWkJ2d3fYoLi6OUoTSZXuaYUJZIFEyQEoGvFAEs9TtJifwzm442Ggdf6UQ+mfZG4+I2MrWZGnRokU4HI6Qj/fffz8qsbjdbqZMmcKZZ57J7bffHvLam2++mZqamrZHRUVFVGKULlrbAJPK4LB/Py8DnN0L1veDL2lZADkBc/TWJmpVEunpbO2Gmzt3LldeeWXIawYNGhTxOGpra/nmN79JRkYGf/nLX0hODv1F6nK5cLlcEY9LTsE9h+H3+8Dhn8nkc8AP8+GmbLUmSWhbD1gLUQIMzoEz+9oajojYz9ZkKTc3l9zcXDtDwO12M3nyZFwuF6tWrSIlRYM4Y1q9gWu+gH9XQ2tOlJgET/SH8al2RiaxIngRymlnKLkWkdgZs1ReXk5JSQnl5eV4vV5KSkooKSmhrq6u7Zrt27dTUlJCVVUVjY2Nbdc0NVndMJWVlQwfPpz33nsPsFqUJk2aRH19PU899RRut5uqqiqqqqrwer221FNOwSfNML4CPq4OJEq5LnhzsBIl6ZxKN2zaax33SYWvFdkbj4h0CzEzG+62227jmWeeaXs+evRoAN566y0mTJgAwKxZs1i3bt0x1+zatYtBgwbR3NxMaWkpDQ3W9habNm3i3XffBWDo0KHtymt9j8QAY+DZBrjrC0hqCpw/LxOe6geJahmQTlodNAPu0mGQFDN/T4pIBDmMMcbuIGKd2+0mOzu7bdkBiaI6H9xQA/84CMktgfM/yoUb7e3ilRjj9sDsF6HZB6lJ8NhUSNNEAJF41tnv75hpWRI5xr9b4LpDUF0Nyf4VuRMd8EA/uCTT1tAkBr2y3UqUACYOVqIkIm3UxiyxxxhY0QhTv4Caw5Do/4LLToTnBypRkq5r8sIrO6zjBAd8a5i98YhIt6KWJYktbh/cVAcv10B6fWAg9zAXPFkMefqRlpPwj8+tbjiwBnX3Tbc3HhHpVvTNIrGjpBlm1cCBOsg4Ejh/UQb8ph+kqqFUToLPwGotQikiJ6ZvF+n+jIHlDTDlMByugdSgRGlWb1jWX4mSnLySKqistY5H5MKQ3vbGIyLdjlqWpHur9sH8WnilETJrIcm//lUicHsBTM+xMzqJB0cvQikichQlS9J9vd8M17thTxNkuyHBv8pFZgL8tj+cr3Elcop2HoaP91vHhRnWprkiIkdRsiTdj8/AY42wuB4cTZBdGxjIXZwMvyuC07Q3n4RB8Ia5U063ZsKJiBxFyZJ0Lwd9cEMtvOaBlCOQ1hBIlEanwsP9obd+bCUMDjTAhgrrONMJFw60Nx4R6bb0rSPdxztNcH0t7PVaywKkeAKvTc2CuwrApYHcEiYvbbNaMQEmDQGXfh2KyPHpt4PYz2dgWQPc0wA+H2TWgbM58PqcPjAnV7u/S/g0NMPrO63j5ASYPDT09SLSoylZEnvt88EcN6xrhgQvZAXNeEt2wOICmJZtb4wSf97cBY3+vQTHD4ScFHvjEZFuTcmS2Gd9E8yutRKmpGZraYDWGW85idb4pDFp9sYo8cfrs7rgWk3VIpQiEpqSJYk+r4GlDdbDAE6P1fXWarDTmvE2wGlbiBLH3q2E/Q3W8egCKDrxTuMiIqBkSaKtymu1Jv2rGTCQ2ghpjYHXz0uz1lDKTrQtRIljxmgRShHpMiVLEj1vNVnjkw4YwEBGPbiCZrxdnm2tyu3UQG6JkE8PwI7D1vGgHDirr63hiEhsULIkkddi4J56+K2/Bcnhgz51YIJmvP20r7XPm2a8SST9PWgRyqmn6+dNRDpFyZJEVqXX2rLkPf/MowQvFNSCxz/jzeWAewphssaNSITtqYVNe6zj3qkwttjeeEQkZihZksh5zQNza+Gwf4abq9lqUfL4rOe5ifBIEXwp1b4YpedY/Zk1oQDg0qGQpAVORaRzlCxJ+DUZa1+3x4IGbhc0ga8WWocoDXPBY0XQP9mWEKWHcXtgbZl1nJIEF59mazgiEluULEl4lfu73Tb5u90wMLIJ9gQtDTA+He7vBxma8SZR8uoOaPa3aE4cDOlalkJEOk/t0BI+qz1w0eFAopRsYOyR9onS93Lg0SIlShI9TV54Zbt17AC+NczWcEQk9qhlSU6dx8Ad9fBkULdbMdC/Hkr9/W4OYGEeXN1LM5Akuv5ZDjX+n8OvFUFeur3xiEjMUbIkp2anF37kho9aAucuToCqw7DNfy7NAff1g29k2hOj9FzGwItBywVoEUoROQnqhpOT97cjcPHhQKLkAmYnwraDsNd/Lj8J/jhQiZLYo6QKdrut4+G5MLS3vfGISExSy5J0XaOBX9XBs0cC54YkwgwDT+4D/xJKnOmf8ZanGW9ikxePWoRSROQkKFmSrtnWArPcsNUbOHe5E4qPwOOHA+cmZsBv+kGaGi/FJmXVsGWfdVyQAef0szUcEYld+iaTzvu/I3DJ4UCilArcmwZJtfDHoETp2t6wrL8SJbFX8Ia5U4ZBgiYWiMjJUcuSdKzewM21sDJo09szEuGeNLi/Cj72d8clAr/Khxm9bAlTpM3BBthQYR1nOGHCIFvDEZHYpmRJQvu0BX7ohtKgbrfvpcB/JsFPd0OVfyB3RgI82B/GaVq2dAMvbQevf2+TSUPApV91InLy9BtEjs8Y+N8j8Ms6aF0+KQ24NxPyWmBWOTT4v4z6J1sDuYe57IpWJKCxGV7faR0nJcA3h9obj4jEvJgZVLJ48WLGjh1LWloaOTk5x71m/vz5jBkzBpfLxahRo7r0+cYYLr30UhwOB3/9619POd6YVueDn9TCjUGJ0pmJ8Fov8DTAnN2BROnLKbByoBIl6T7eKoOGZut4/ADISbE1HBGJfTGTLDU1NTF9+nRmz559wmuMMVx33XXMmDGjy5//4IMP4tDK0rClBS6phueDxif9IAX+ngMrD8Dd+8C/xRbfzIQVAyBXDZTSTXh9sFrLBYhIeMXMt9wdd9wBwIoVK054zbJlywDYv38/H330Uac/+8MPP+T+++9n48aNFBYWnlKcMcsYWHEEbquD1jwpwwH3Z8DFyfDTSlhfH7j+x31gXq5mGEn38l4l7G+wjkcVQHG2vfGISFyImWQpUhoaGvje977Hww8/TEFBQafe4/F48HgCLS9utztS4UWH2wc/rYNVQa1JX0qCJ7IgxQdXlcNn/teSgTsL4Tv6EpJu5uitTdSqJCJhEjPdcJFy4403MnbsWC677LJOv2fJkiVkZ2e3PYqLiyMYYYSVNMNFh9snSrNSYXUO1DfBjLJAopSdAE8OUKIk3VPpQdh2yDoemA0j8+yNR0Tihq3J0qJFi3A4HCEf77//fsTKX7VqFW+++SYPPvhgl9538803U1NT0/aoqKiITICRZAw80QBTquFz/yCkbAf8PgvuzoB1tfCDcjjgXzJgYDL8aRB8Nc2uiEVCC16EcurpoDGIIhImtnbDzZ07lyuvvDLkNYMGDYpY+W+++SY7duw4ZnbdFVdcwfjx41m7du1x3+dyuXC5Ynj212EfzK+Fl5sC577i73YrToAnD8LS/YHXzkmFZUXQKzH6sYp0xt5aeH+PddwrBcYNsDceEYkrtiZLubm55Obm2lb+woULmTVrVrtzI0eO5IEHHmDatGk2RRVh7zfDj9yw2xc4NzsVbvEvJvmrKni+JvDaZVlwZwE4e3yPrXRnq7eBfzULLh1mra8kIhImMTPAu7y8nEOHDlFeXo7X66WkpASAoUOHkpGRAcD27dupq6ujqqqKxsbGtmvOPPNMnE4nlZWVXHTRRTz77LN89atfpaCg4LiDugcMGMDgwYOjVbXo8Bl4tBHurgf/otv0csBDmTDJBTVeWFAJ7zQE3jM/F67vo+4M6d5qPbC2zDp2JcLFp9kajojEn5hJlm677TaeeeaZtuejR48G4K233mLChAkAzJo1i3Xr1h1zza5duxg0aBDNzc2UlpbS0BCUEPQEB30wrxZeD+p2+2oSPJ4F/ROhvAl+vBt2+V93OmBJIXwry554RbritZ3Q5B9bN3GwtReciEgYOYwxpuPLJBS32012djY1NTVkZXWzBOOdJri+FvYGdbvNT4VfpEOSAz5ogLmVcNj/ZdM7ER4ugtGp9sQr0hXNXpizBqqPgAN46FuQp/0JRaRzOvv9HTMtS9JFPgO/bYB7GgIrbuc64OEsmOj/y/vFGvhlFTT78+UhTvhdERTpL3OJEf8stxIlgPOKlCiJSEQoWYpH+3wwxw3rmgPnxiXDY5lQkGgtG/DoQXj4QOD1sWnwQH/I0ow3iRFahFJEokTJUrxZ3wSza62ECayuiZvSrEeiAzw+a8bb34NWHf+PHLg1H5I1kFu6meWboLEFJgyCs/Pab6/z4RdQ4f85PqMPnN7HlhBFJP4pWYoXXgP3NcD9DYEp1HkJVmvSeH+32qEWmFcJHzRazx3Af+XBNb004026n8Zm+Mfn4PFa3W29U2H8ALhwEBRlqVVJRKJGyVI8qPJarUn/Cup2uzAZHsmyEiaAnR5rxluF/5pUB9zbDy7OjH68Ip1R4bbWS/L4Jx8caoS/lVqPwTmwq9o6n58O5/a3K0oR6QGULMW6N5tgrhsO+JuTEoCFaXBDWqDL4p16mF9pbZgL0DcJHiuCs1JsCVmkU07vA09Mg017YV0ZbK6yJi5AIFECmHJ6++45EZEwU7IUq1oM/Hc9LGsMnCtMgMcz4WtBs9mer4ZFVYGFKIe7rESpIDma0YqcnORE+FqR9ag5YnXHrfscyqqt13ulWOOZREQiSMlSLKr0wvVueK8lcO5ip7Uadx9/t5vPwAP74clDgWsmpMN9/SFdW0FIDMpOsVqRppwOn1fDZwdhZD6k6NeYiESWfsvEmlc91mrch/3dEUlY+7rNTg10RTT6YOFeeLU28L6re8Ev8qwZcSKxbmCO9RARiQIlS7GiycBd9fC7oG634gRry5JzgrrU9rfAnN2wxb9QXwLwy3y4qldUwxUREYkXSpZiwef+brcPgrrdLnXCbzMhJ6hL7bMj1oy3vf7r0hPggX4wPiO68YqIiMQRJUvd3YseWFALbn+3WzKwKB1mpbZfG2l9Hdy4B+r9M94Kk6ytS07XjDcREZFToWSpO1vWYHW9BctwwHMeeMFjLSqZANQdgS9q2l9X64AfVYHTYT0SwXpD4D/gsPaNM1hbRwQfGwIPQpxr3Xeu9X0FCdYgc4P1ms//vieKtUK4iIjEJCVL3dmzjceeO2zgcFB3HAZ6ua2kKVhds/WItoMnOO8zBGVpIiIiMUNzyLuz/0qHEYlQlAB9HZDlgBSOyjkc4HEFWnu6K1/Hl4iIiHRHalnqzv4jxXocT2u3mA/w5VpjlTzGWqyy2UCDgUM+qDZQ4wusfNyWaPnfn4i15EAS1rICiQS69xIc/mNHIK1O9B8nBF2f4P+cRAf0SoDshMA1Dv9npKhVSUREYpOSpVjVmoS0JjHORDujERERiVvqhhMREREJQcmSiIiISAhKlkRERERCULIkIiIiEoKSJREREZEQlCyJiIiIhKBkSURERCQEJUsiIiIiIShZEhEREQlByZKIiIhICEqWREREREJQsiQiIiISgpIlERERkRCS7A4gHhhjAHC73TZHIiIiIp3V+r3d+j1+IkqWwqC2thaA4uJimyMRERGRrqqtrSU7O/uErztMR+mUdMjn87Fnzx4yMzNxOBx2hxNWbreb4uJiKioqyMrKsjuciFN945vqG99U3/gWifoaY6itraVfv34kJJx4ZJJalsIgISGBoqIiu8OIqKysrB7xj7GV6hvfVN/4pvrGt3DXN1SLUisN8BYREREJQcmSiIiISAhKliQkl8vF7bffjsvlsjuUqFB945vqG99U3/hmZ301wFtEREQkBLUsiYiIiISgZElEREQkBCVLIiIiIiEoWRIREREJQclSHFu0aBEOh6Pdo6CgoO31F154gcmTJ5Obm4vD4aCkpKTDz3zhhRc455xzyMnJIT09nVGjRvGHP/zhmOseffRRBg8eTEpKCmPGjGH9+vXhrNox7KprR+VGSiTqG2zlypU4HA6+853vHPNatO8t2FffeLq/K1asOOYzHQ4HR44caXddvNzfztQ3nu4vQHV1NXPmzKGwsJCUlBRGjBjBmjVr2l0TL/cXOq5vOO+vVvCOc2eddRavv/562/PExMS24/r6esaNG8f06dP54Q9/2KnP6927N7fccgvDhw/H6XTy4osvcu2115KXl8fkyZMB+POf/8yCBQt49NFHGTduHI8//jiXXnopn3zyCQMGDAhvBYPYUdeOyo2kcNe31eeff87PfvYzxo8ff8xrdt1bsKe+HZUbSZGob1ZWFqWlpe3OpaSktB3H2/3tqL4dlRtJ4a5vU1MTl1xyCXl5eTz33HMUFRVRUVFBZmZm2zXxdH87U9+Oyu0KJUtxLikp6YSZ9NVXXw1AWVlZpz9vwoQJ7Z7Pnz+fZ555hn/+859tCcT999/PzJkzmTVrFgAPPvggr7zyCo899hhLlizpeiU6yY66dlRuJIW7vgBer5errrqKO+64g/Xr11NdXd3udbvuLdhT347KjaRI1Lejv6zj7f52piUhXu7v008/zaFDh9iwYQPJyckADBw4sN018XR/O1PfjsrtCnXDxblt27bRr18/Bg8ezJVXXsnOnTvD9tnGGN544w1KS0u54IILACvb37RpE5MmTWp37aRJk9iwYUPYyj6eaNc1GuWGEoly77zzTvr27cvMmTOPec3OewvRr28ky+2MSJRbV1fHwIEDKSoqYurUqWzevLnttXi8v6HqG8lyOyPc5a5atYrzzz+fOXPmkJ+fz9lnn83dd9+N1+sF4u/+dlTfcJerZCmOnXfeeTz77LO88sorLF++nKqqKsaOHcvBgwdP6XNramrIyMjA6XQyZcoUHnroIS655BIADhw4gNfrJT8/v9178vPzqaqqOqVyQ7GjrpEstyORKPdf//oXTz31FMuXLz/u63bdW7CnvpEqtzMiUe7w4cNZsWIFq1at4k9/+hMpKSmMGzeObdu2AfF3fzuqb6TK7YxIlLtz506ee+45vF4va9as4dZbb2Xp0qUsXrwYiL/721F9w16ukR6jrq7O5Ofnm6VLl7Y7v2vXLgOYzZs3d+pzvF6v2bZtm9m8ebO57777THZ2tnnrrbeMMcZUVlYawGzYsKHde+666y5zxhlnhKManRKNunal3Eg71fq63W4zaNAgs2bNmrZz11xzjbnsssvanneXe2tMdOrblXIjLVw/z8G8Xq/58pe/bObNm2eMia/7ezxH17cr5UZaOOo7bNgwU1xcbFpaWtrOLV261BQUFBhj4u/+dlTfrpTbGRqz1IOkp6czcuTIdn9ZnYyEhASGDh0KwKhRo9i6dStLlixhwoQJ5ObmkpiYeMxfKvv27TvmL5pIikZdI1luV51quTt27KCsrIxp06a1nfP5fIDV519aWkpxcXG3uLcQnfoOGTIk7OWerEiUm5CQwLnnntv2md3l3y5Ep77RKrczwlFuYWEhycnJ7QYwjxgxgqqqKpqamuLu/nZUX6fTGdZy1Q3Xg3g8HrZu3UphYWFYP9cYg8fjAcDpdDJmzBhee+21dte89tprjB07NqzlhhKNukaz3I6carnDhw9ny5YtlJSUtD2+/e1v841vfIOSkhKKi4u7zb2F6NQ3EuWerEiUa4yhpKSk7TPj6f4ez9H1jVa5nRGOcseNG8f27dvbkn6Azz77jMLCQpxOZ9zd347qG/Zyu9wWJTHjpptuMmvXrjU7d+4077zzjpk6darJzMw0ZWVlxhhjDh48aDZv3mxWr15tALNy5UqzefNms3fv3rbPuPrqq83ChQvbnt99993m1VdfNTt27DBbt241S5cuNUlJSWb58uVt16xcudIkJyebp556ynzyySdmwYIFJj09va3ceKprR+XGUn2PdrxuKTvurTH21Tee7u+iRYvMyy+/bHbs2GE2b95srr32WpOUlGTefffdtmvi6f52pr7xdH/Ly8tNRkaGmTt3riktLTUvvviiycvLM3fddVfbNfF0fztT33DeXyVLcWzGjBmmsLDQJCcnm379+pnLL7/cfPzxx22v//73vzfAMY/bb7+97ZoLL7zQXHPNNW3Pb7nlFjN06FCTkpJievXqZc4//3yzcuXKY8p+5JFHzMCBA43T6TRf+cpXzLp16yJZVdvq2lG5kRKJ+h7tRGN4on1vjbGvvvF0fxcsWGAGDBhgnE6n6du3r5k0adIx41eMiZ/725n6xtP9NcaYDRs2mPPOO8+4XC5z2mmnmcWLF7cb02NM/NxfYzqubzjvr8MYY7reHiUiIiLSM2jMkoiIiEgISpZEREREQlCyJCIiIhKCkiURERGREJQsiYiIiISgZElEREQkBCVLIiIiIiEoWRIREREJQcmSiMhRvF4vY8eO5Yorrmh3vqamhuLiYm699VabIhMRO2gFbxGR49i2bRujRo3iiSee4KqrrgLgBz/4AR9++CEbN2484WadIhJ/lCyJiJzAsmXLWLRoEf/+97/ZuHEj06dP57333mPUqFF2hyYiUaRkSUTkBIwxTJw4kcTERLZs2cK8efPUBSfSAylZEhEJ4dNPP2XEiBGMHDmSDz74gKSkJLtDEpEo0wBvEZEQnn76adLS0ti1axe7d++2OxwRsYFalkRETuDtt9/mggsu4KWXXuLee+/F6/Xy+uuv43A47A5NRKJILUsiIsfR2NjINddcw/XXX8/FF1/Mk08+ycaNG3n88cftDk1EokzJkojIcSxcuBCfz8c999wDwIABA1i6dCk///nPKSsrszc4EYkqdcOJiBxl3bp1XHTRRaxdu5avf/3r7V6bPHkyLS0t6o4T6UGULImIiIiEoG44ERERkRCULImIiIiEoGRJREREJAQlSyIiIiIhKFkSERERCUHJkoiIiEgISpZEREREQlCyJCIiIhKCkiURERGREJQsiYiIiISgZElEREQkBCVLIiIiIiH8f+WSZQ4iwrPwAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RABELAIS\n",
+      "1512     51.371768\n",
+      "1400     51.371768\n",
+      "2744     51.371768\n",
+      "2632     51.371768\n",
+      "840      51.371768\n",
+      "           ...    \n",
+      "16632    51.336085\n",
+      "19656    51.336085\n",
+      "19880    51.336085\n",
+      "15960    51.336085\n",
+      "15624    51.336085\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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prx0wYAALFiwgODiYPn36ANael4SEBL744gt+//vf4+dX/q8yWyb01157jfDwcIKCgkhISCh1qK8q1qxZw6RJkxg9ejS9e/emYcOGnDx5kn/961+sXLmS2267rUTv3tatWxk3bhwjRozg8OHDTJs2jSZNmnDPPfcAEBYWxoIFCxgzZgwpKSn86U9/IjY2luTkZHbs2EFycjKvvPIKYP2eXXnllVx11VVMmDCBli1bcvbsWfbu3cvHH39sTzJ7//3389ZbbzFkyBCeeOIJ4uLiWL58uT3oq2l9+vThL3/5C3fccQdbt27l6quvJjQ0lN9++41vvvmGjh07MmHCBNq2bUurVq2YMmUKxhgaNGjAxx9/bJ8f56isn9Pw8PBq1TUiIoKrr76aZ555hpiYGFq2bMm6det48803y0wgWtH3ULyUa+fEi3iOslb5dejQodTyGzZsMImJiSYkJMQ0atTIjBs3znz//fcGMIsXL7aXKy1tgjHW1Ur9+/c3ERERJjAw0LRo0cL86U9/clpWb4x1xdXgwYNNZGSkCQwMNK1atTKTJ092KjN16lRz0UUXGR8fH6dVXwUFBeapp54yl156qfH39zcxMTHmz3/+szl8+HCl79Nm7dq1BjBPPvlkueXO95///McA5rrrrnM6Pn78eAOY+fPnl/gazlvlZ4wx8+bNMwkJCcbX19fpMy6r7mPGjCmRCuB8hw8fNtOnTzd9+vQx8fHxxs/Pz4SHh5uePXuaBQsWmPz8fHtZ2wqxL774wtx6660mKirKBAcHm9/97ndmz549Jc69bt06M2TIENOgQQPj7+9vmjRpYoYMGWLef/99p3IHDhwwY8eONU2aNDH+/v6mUaNGpnfv3iVWnP3000/muuuuM0FBQaZBgwbmzjvvtH+2lV3lt2XLllLfHzJkSKmf1VtvvWV69uxpQkNDTXBwsGnVqpW57bbbzNatW0vUKzw83ERHR5sRI0aYQ4cOlfo9LOvntEWLFmbIkCElrg+Ye++9t8TnBZhnnnnGfuzIkSNm+PDhJjo62oSHh5tBgwaZH374wbRo0cKMGTOmxOdQ2e+heBeLMcbUfRgnIpU1efJk3n77badEh+7owQcf5JVXXuHw4cPV7hlyR0uWLOGOO+5gy5YtpU7slvpP30Mpj4b8ROqpkydPsnHjRj744AMSExNdXZ0LtmnTJn755RcWLlzIXXfd5ZXBlIh4PgVUIvXUZ599xsSJE+nVqxcvvviiq6tzwRITEwkJCWHo0KE88cQTrq6OiEit0JCfiIiISDUpbYKIiIhINSmgEhEREakmBVQiIiIi1aRJ6XWksLCQY8eOER4eXuYWHSIiIlK/GGM4e/YsF110kX2v1NIooKojx44do1mzZq6uhoiIiFyAw4cPl7vZvAKqOmLbHuHw4cNERES4uDYiIiJSGenp6TRr1qzCbY4UUNUR2zBfRESEAioRERE3U9F0HU1KFxEREakmBVQiIiIi1aSASkRERKSaFFCJiIiIVJMCKhEREZFqUkAlIiIiUk0KqERERESqSQGViIiISDUpoBIRERGpJgVUIiIiItWkgEpERESkmhRQiYiIiFSTAiqpWJaBD7NgT76rayIiIlIvKaCSir2cARPS4ZrT8N9sV9dGRESk3lFAJRX7Ps/6bx5wZxp8pqBKRETEkQIqqVhKYfHzfGB8GnykoEpERMRGAZVULNU4vy4AJqTBCgVVIiIioIBKKsPWQ5XgC6OCrM8LgHvS4N9ZF3bOLAPJBXC2EPJNxeVFRETqMT9XV0DquVwDZ4sCnhgfeDYCfC3wdhb4Fx27EOuzYWxq8Wt/IMgCwUWP0p5X9t9ynwMWSzU/FBEREWcKqKR8ZxzmT0VbwMcCT4Vbg5N+AdA38MLOe/5oYR6Q5xC81aagosCqMsFbdY75o+BNRMRLKKCS8p12CHAaFPVG+VjgsfDqnbeRDwwMgqxCa3CVZayP7PP+rY34KttYr3mmloM3H8oOtgIBP4u1jK/F+j/R9tyXokfRcx/Hsue954v1++Hn8LyyZfzKKO9XdD3/oqDQz+HfgPNe+xedQ0TEyymgkvI5rvBrUINT7noHWh/lMQZyKA6uSgu4qnMs2+F5Ts3dml0hkGGsD0/mS3GA5QcEWEoPwvwoDtL8z3vtVN7xPEVlAhze8z/v6wLOP28px/zP+zp/BYMiUrMUUEn5Uh2H/Op4DYOlaGguyAJRtXytAgM55wdcWHvQ7M8rEaxV5v2CWr6XulZQ9LB3J7pRAOmLc5Dl2AMXUEqA6HjM/7zAL8BSMog8/1hlgrzz3wugZGCqoWSRekcBlZTPsYeqoQcvCvW1QIgFQurgWnlFAVYBUFj0b77D8wKsAZ7teWHR64rK5JtSyp9XrsBUXD6/6HmeKZ7bZn/t8Dwf66KF/PPLFJ3D9m+uwznrG9tnkg1uFQieH2RF+sCwIBgTCjG+rq6diFdSQCXlcxry01/FNcLWA+FtTBlBV1mv84xzQJZLyUAu15QM/M4/VuLf8t4rpUxu3X5MlZKL9T4zAQycKoTnz8HL5+BPIfCXUGjt7+JKingXBVRSPseknnU95CeexeIwjOVOTFFPXmmBly3YcwzEygwAqxoUUokAsOj5sQJrHXOA5ZnWx4BAuCsMegdoiFCkDiigkvKdrqVJ6SLuwmIpXvkY7OrKlOFoPryRAe9kwrmiP4K+yrE+LvOHu0LhhmD3C2ZF3IjbtJBz5syhd+/ehISEEBUVVWqZSZMm0a1bNwIDA+ncuXOlznvXXXfRqlUrgoODadSoEcOGDePnn392KvPLL78wbNgwYmJiiIiIoE+fPqxZs6aad+QmamuVn4jUnCZ+MDMStsbBjAho4jCP6oc8+OsZSDwBr5yDtMIyTyMiF85tWsjc3FxGjBjBhAkTyixjjGHs2LHcfPPNlT5vt27dWLx4Mbt27eK///0vxhgGDhxIQUHxUqwhQ4aQn5/P6tWr2bZtG507d2bo0KEcP368WvfkFmyr/CxAlP66FanXwn2sw3wbYmFhNHRymEf1WyE8kQ5XnICZaXC4Pq4SEHFfFmOMGy1tgSVLlnD//fdz5syZMsvMmjWLFStWkJSUVOXz79y5k06dOrF3715atWrFqVOnaNSoEevXr+eqq64C4OzZs0RERPDll18yYMCASp03PT2dyMhI0tLSiIiIqHK9XKbnKfi1wJolfVesq2sjIlVhDHyXC4syYFW280JGH+B3QdYArGuAq2ooUu9Vtv12mx6qupCRkcHixYtJSEigWbNmADRs2JB27dqxbNkyMjIyyM/PZ9GiRcTFxdGtW7cyz5WTk0N6errTwy3Zhvw03CfifiwW6BUIixvAuli4NcSa2w2sKTI+yYYbTsEfTsHnWdYUEiJyQdRKAgsXLiQsLIywsDBWrlzJqlWrCAiw/sVmsVhYtWoV27dvJzw8nKCgIF544QVWrlxZ5lwugLlz5xIZGWl/2AI0t+K4t55W+Im4t1Z+8GQUbImDv4U7b2y+JRfGpcLVJ2FJBmRqnpVIVbm0lZw1axYWi6Xcx9atW2u9HqNHj2b79u2sW7eOSy65hJtuuonsbOvuvcYY7rnnHmJjY/n666/ZvHkzw4YNY+jQofz2229lnnPq1KmkpaXZH4cPH671+6hxqW6Qg8oUwLnD1qENEalYA1+YHA7fxcGzkXCpw2LvgwUwLc06z+rJdDjhaWn9RWqPS9MmTJw4kZEjR5ZbpmXLlrVeD1sv0iWXXEKvXr2Ijo7mww8/5JZbbmH16tV88sknpKam2sdOFy5cyKpVq1i6dClTpkwp9ZyBgYEEBlawV119V9rGyPXN90/B8Q0Q1Qa6PgzBmuclUilBFrglFEaGwJocWHQOvinKYnrGwIJz1mN/CIa/hEE7JQoVKY9LA6qYmBhiYmJcWYVSGWPIybHulpuZmQmAj49zQOHj40NhoYd3i7tyH7/KSv3J+u+Z3fD1JOj8IMR2d22dRNyJxQLXBFkfP+TBa+fgP1lFCUaB/5dlffQNtOazujpQiUJFSlFPW8mSDh06RFJSEocOHaKgoICkpCSSkpI4d+6cvczevXtJSkri+PHjZGVl2cvk5lr/6jp69Cht27Zl8+bNAOzfv5+5c+eybds2Dh06xMaNG7npppsIDg7md7/7HQCJiYlER0czZswYduzYwS+//MJDDz3EgQMHGDJkSN1/EHXJHXJQBTkE5HlnYcss+HkZFGqoQqTKLvOH+dGwKQ7uDYNIh8BpXQ6MSoHrkuG9TOtm4iJi5zaZ0mfMmMHSpUvtr7t06QLAmjVr6NevHwDjxo1j3bp1JcocOHCAli1bkpeXx+7du+29TkFBQXz99dfMmzeP1NRU4uLiuPrqq9mwYQOxsdaho5iYGFauXMm0adO45ppryMvLo0OHDvznP/+hU6dOdXHrruMOGyMHx0HaXudj+/6fteeqy98hqIFr6iXizhr7wiMRMCkM3s20ZmE/VPRHyq58eOCMdY7VHaFwa2j97cEWqUNul4fKXbllHqoXM2BuUQ/g4kgYHFR+eVfY9Rbs/8D6PC4RTm62TlQHCIyCzn+HmMtdVj0Rj1Bg4PNs65yq7/Oc3wu2wM3BMC4MEtzmb3SRSlMeKqk+dxjyC4kvfh7bHXrNhaCG1tc5Z+C76bDnXTAePt9NpDb5WmBoMHzcCP4TY00IavuVkGVgSSZcdRLGpcDmHK26Fa9UT1tJqRfcYWPk4Lji55knoEF7uHI+NOpadLAQfvmndW5VbporaijiWboHwOsN4JtYGBsKIUXzrAzWXqw/nrYmC/0oC/IVWIn3qKetpNQL7rDKL8QhoMo6Yf03MBKumAWX/hn7j3jy99ZVgCm76rqGIp6phR88HmlNFDo1HOIdfkdsz4MJqXDlSXj9HJxTD7F4vnraSkq9kOIGGyM75p3KdNis2uIDl4yEno9DQJT1WPYp2DQF9n+oIQmRmhLlAxPDYWMczIuCdg7zqA4XwKyiDZmfSINjWn0rnksBlZQtpSjoiLKAXz0NqHwDILBoJZ+th8pRTCe4aj40uMz62hTArjdh2xzIO1eyvIhcmAALjAiBVY3gXw2hv0Ni43QDr2RA4gn4a6o135WIh1FAJWWzDfnV1+E+G9vE9JwzUJBd8v2gBtBzDrQaUXzsxCbrEOD5KRdEpHosFmvyz382hNWNrJnYA4reywc+yILrk2HEKfgyGwrVWyyeoZ63lOIyecb6VyXU3wnpNo7zqDJPll7GxxfajoErZoJ/uPVY1gnY8Df49TMNAYrUhjb+8FyUdd/ASWHOf5xtyIUxKdA/GZZnQLb+D4p7q+ctpbiMO2yMbHP+Sr/yxF4BV71o3fsPoDAfflgISc9Cfmbt1VHEm8X6wt8jYEss/CMSEnyL39ubD39Pgx4n4PmzcFrzrMQ9KaCS0qU4/LVY74f8HFf6HS+7nE1wLCQ+CQnDio8dWwffPABnD9Z49USkSLAPjAmF9bHwVjT0DCh+73QhPHfWGlj9/Qzs1TwrcS/1vKUUl3GHpJ42IVXoobLx8Yf246HrVPALsR7LOALfPAhHvqr5OopIMR8LXB8MH8TApzHw+yCwdVplA8szoW8yjDkNG5QoVNxDPW8pxWXcKaAKdsiWXtmAyqZxH7hyHkRcbH1dmAM7XoCd86Egp8aqKCJl6BwArzSADbHwl1AIc5hi8GUOjDgNg0/BB5nWuZ0i9VQ9bynFZdxpDlVQQ7AU/XlbWuqEioReBL2fgeaDio8d/gK+fRDOHa2ZOopI+Zr6wcyiRKGPRsBFDvOs/pcHfz1jTbvwyjlIV6JQqX8UUEnpHOdQ1fceKh9fCIqxPq9qD5WNbyB0nAidHrQ+B+t8qm/vh9++qYlaikhlRPjA3WHWHquXo+By/+L3fiuEJ9Kh+wmYmQaH811WTZHz1fOWUlzGnYb8oHgeVX5G9RJ2Nu0PfV6AsGZF58uC75+EH16FAk2SFakz/hb4Qwh8FgP/1xCuc0gUmmHgjQzofRLuToHtua6rp0gRN2gpxSVS3GAfP0chjvOoKrHSrzzhzaHP83BRv+Jjv34CG/9+4T1gInJhLBZIDIQlDWFdLPw5BIKK3isEPs6Goafgj6dgZRYUaJ6VuIYbtJTiEu7WQ1WVXFSV4RcMnR+0DgP6FA05pO2BbybBic3VP7+IVF1rP3gqCjbHwd/CIcbhd9PmXLgzFa4+CUsyIEvzrKRuuUFLKS7hDhsjO7qQ1AkVsVisE9V7Pwshja3H8s7B1sdg12IoVAJCEZdo6AuTw60Z2J+JhEscNmQ+WADT0qzzrJ5Kh5P6fyp1QwGVlC61qNs8sh5vjOzIKblnDQ/LRbayplaI7118bP+/4btHIPtUzV5LRCovyAKjQq17Bi5rAH0cEoWeMTD/HPQ8AQ+kws+aAym1SwGVlM7WQ+UOw31QvVxUleEfak0C2n58cYqGlB+tGywnb6/564lI5flYYEAQ/L8Y+G8juDEYbJ1WucB7WTAgGUafhvXZShQqtcJNWkupU+60MbJNYBT4FK0CqukeKhuLxbpdTeJTENTIeiw3DTbPgF+Wg9HQgojLXeYPC6JhYxzcEwYRDj3sa3PglhS4Lhn+XybkKLCSmuMmraXUqTOOK/zcYLgPrMFOSKz1eebJ2v0LNLqtdYPlRt2LDhjY8y/YPBNyztTedUWk8i7yhWkRsDUOHouA5g6JQnflw+Qz1kSh8886JzIWuUAKqKSk026U1NORbaVfYU7tBzYBEXDFDGhzG/b/RqeS4Ov7IOWH2r22iFReqA/cGQbfxMKiaOjqkCj0RCE8dRauOAHTzsBBJQqVC+dGraXUGXdLmWDjNDG9mrmoKsPiA61vgl5zIDDaeiwnBTY9Avv+D4z+6hWpN3wtMDQYPm4EK2Lgd0HWVcwAWQaWZMKVJ2FcCmzRhsxSdW7UWkqdSfWAgKouE3A27AhXzYeGl1tfm0L4eQlsfQJyz9ZdPUSkcq4IgNcbWHut7giF4KLIygCfZ8MfTsMNp+DjLMhXYCWV40atpdSZFDfaGNlRba/0K09gNPR8HFqPxP5n78nN1kSgZ36p27qISOW09IMnijZknhIOcQ5N4vY8uDvV2mv1xjk4px5nKZ8CKinJnTZGdlSbuagqw+ILbf4MV8wC/4iiepyEDX+Hgx9rCEGkvor2gb+Gw6Y4eCEK2jkkCj1cADPTrfOs5qTDMa3mldK5UWspdcbd9vGzcRryq4M5VGWJ7WZdBRjdzvra5MOPi2D705CX6bp6iUj5AixwUwisagT/agD9HDZkTjew8Jx1ZeBfU+EHJQoVZ27UWkqdcddJ6f5h4Bdqfe7qTYyDG0GvuZDwx+Jjv30N394P6QdcVi0RqQSLBa4OguUN4atGcHMw2JKw5wMfZMH1yXDTKfgqGwrV+ywKqKQ07hpQAYQUzaPKTnb9Xns+ftD+Tug2vTjQyzgG3z4Ih7/QEKCIO2jrD89HW/cNvC/MeW/Tb3PhthS4JhneyYBs/Z/2Zm7WWkqdSHX4peAOGyM7sg37mcL6s89efC/rEGBka+vrwlzYOR92zoP8bJdWTUQqKdYXHo6wTmCfEwktHRKF7smHh9Ks+wa+cBZOa56VN1JAJSXZeqii3GRjZEfBscXPXT3s5ygkHhKfhhZDio8d+Qq+fQDOHXZdvUSkakJ84PZQWB8Lb0VDT4cNmU8VwrNnoccJ+PsZ2KtEod7EbQKqOXPm0Lt3b0JCQoiKiiq1zKRJk+jWrRuBgYF07ty5Suc3xjB48GAsFgsrVqxwei81NZVbb72VyMhIIiMjufXWWzlz5swF3YdbcLeNkR3VdXLPqvANgMsmQOeHwDfIeuzcIfhmMhxd59q6iUjV+Frg+mD4IAY+jYHfB4Gt0yobWJ4JfU/CmNOwQYlCvYHbtJi5ubmMGDGCCRMmlFnGGMPYsWO5+eabq3z+efPmYbGU3hszatQokpKSWLlyJStXriQpKYlbb721ytdwC44bI7vTCj8bV+aiqqwmfeHKFyC8hfV1QTYkPQP/WwgFua6tm4hUXecAeKUBbIiF8aEQ5tCWfJkDI07D4FPwYab1d6x4JL+Ki9QPs2fPBmDJkiVllpk/fz4AycnJ7Ny5s9Ln3rFjB88//zxbtmyhcePGTu/t2rWLlStXsmnTJnr27AnA66+/TmJiIrt376ZNmzZVvJN67oybJvW0cVW29KoKawZ9noMfXrEO/QEc+gzO7IZuU4sn14uI+2jqB7Mi4YFweCfTmhD0t6Lfqf/Lg4ln4B9n4c5QGBUCEW74R6uUyeu/m5mZmdxyyy289NJLxMeXbMQ2btxIZGSkPZgC6NWrF5GRkWzYsKEuq1o3HJN6umMPVYjDHCpXJPesCt8g6DQZLr8PfIrmYaTvg68nwfGNrq2biFy4CB+4Oww2xsFLUdDRYUPmYwXweFGi0FlpcETzrDyFG7aYNWvy5Mn07t2bYcOGlfr+8ePHiY2NLXE8NjaW48fLnqOTk5NDenq608MtuHPKBLAGKYFR1uf1uYfKUbOB1t6q0Iusr/MzYNsc+OkNKNQvWxG35W+BP4bA5zHwfkO41iFR6DkDr2dA75MwIQWSNNzv7lzaYs6aNQuLxVLuY+vWrbV2/Y8++ojVq1czb968csuVNrfKGFPmnCuAuXPn2iexR0ZG0qxZs+pWt244BlQN3TCgAgguGvbLSXGfOUkRCdBnHjS+svjYgRWwcQpkJbuqViJSEywW6B0ISxvCukYwOgSK1qVQAHyUDUNOwY2n4L9ZShTqplzaYk6cOJFdu3aV+7jssstq7fqrV69m3759REVF4efnh5+fdUrZ8OHD6devHwDx8fGcOFGypyM5OZm4uLgSx22mTp1KWlqa/XH4sJssjU913HbGDedQgfP8o6yTrqtHVfmHQJeHocNdYCma3njmZ+sQYPI219ZNRGpGa394Ogo2x8GD4c5/uH6XC2NT4eqTsDQDsrQhsztx6aT0mJgYYmJiXHb9KVOmMG7cOKdjHTt25IUXXuCGG24AIDExkbS0NDZv3kyPHj0A+O6770hLS6N3795lnjswMJDAwMAy36+33HVjZEfB501MD2vqurpUlcUCLW+AqDbw/ZPWgDAvHTbPgtY3waWjrJswi4h7a+hrnbw+IQw+yITXMorzVh0ogEfS4JmzcFuINe9VrP7f13du02IeOnSIpKQkDh06REFBAUlJSSQlJXHu3Dl7mb1795KUlMTx48fJysqyl8nNtQ77HD16lLZt27J582bA2vt02WWXOT0AmjdvTkJCAgDt2rVj0KBBjB8/nk2bNrFp0ybGjx/P0KFDPW+FH8BpN59DBeflonKTeVTni7oUrpoPsT2KDhjY+x589yhkp7q0aiJSg4ItMDoU1jSCpQ2gt0Oi0NRCePGcNQP7g2fgZ23IXJ+5TdqEGTNmsHTpUvvrLl26ALBmzRr78Ny4ceNYt25diTIHDhygZcuW5OXlsXv3bjIzM6t07eXLl3PfffcxcOBAAH7/+9/z0ksvVed26i+nIT8PCKgy61lyz6rwD4Puj8L+D2D3Uut2Oqd3wjf3QZeHoOHlrq6hiNQUHwtcG2R9/JAHi87BR1nWzZhzgXczrY9+gXBXKFwVaO3RlnrDYozSt9aF9PR0IiMjSUtLIyIiwtXVKdufU+HLoonc/2sEjdwwqMo8DmuKhnLj+1jzOrm7lB/h+6esE+0B8IE2f4ZWfwKLG36PRKRixwpgcQb8M6M44bJNOz/4Sxj8IRgCFFjVpsq23/pNLM6c8lC56X/SoBjsP9ruOuR3vgYdrEOAMZ2LDhTC7mWwZTbkuklKDhGpmot8YVrRhsyzI6CZwzyqXfkw+Qz0OgELzjqPLohLKKASZ7b/lJFuuDGyjY8fBBctdnCXXFSVERgFPWbDJaOAou9N8jbrKsDUn11ZMxGpTWE+MC4MvomFV6Ohi0Oi0BOF8ORZa6LQ6WlwULnrXEUBlThz542RHdlW+uWdhbyqzZmr1yy+1pV+PR+HgEjrsexk2PgwHPiPNmAV8WR+FrghGD6OgRUNYXCQ/W8rsox1ePDKkzA+Bba4SQ4+D+LmrabUqHwDaUUNsrsHVE4r/dx4YnpZYjrDVS9CdHvra1MAP70O38+FvAyXVk1EapnFAlcEwhsN4OtYuD3EuloQwACfZcMfTsENyfBJFhToD6264OatptSoVA+YP2XjLpskV0dQDPSaa52YbnN8A3xzP6Ttc1m1RKQOJfjBnCjrPKuHwyHWoVn/Pg/uSrX2Wr15DjI0z6o2KaCSYu6+j5+jYIds6Z4aUAH4+ELb263pFfzDrMcyf4MNf4NDKzUEKOIton3gvnDYFAfPR1lXAdocKoAZRRsy/yMdfitwWTU9mZu3mlKjPCmgCnHY0NpTVvqVJ64nXPkiRF5ifV2YB/97CXY8D/lZrq2biNSdQAvcHAKrGsE7DaCvw44daQZePmddGXhfqjXfldQYN281pUalelJA5SHJPasiJA4Sn7ZuXWNzdA18+wCcPeS6eolI3bNYoG8QvNMQvmwENwWDbXFgPvDvLLg+GW46BV9la0PmGuDmrabUKKceKjefQxXYAHyKfnt48pDf+Xz9rZsrd50CfsHWY+cOw7eT4cga19ZNRFyjnT+8EA3fxcF9YRDl8Pv921y4LQWuSYZ3MiBbgdWFUkAlxTxhY2Qbiw8EFw37ZZ3wvrlEja+EPvMgvKX1dUEO7HgOdi6wPhcR7xPnCw8XJQqdEwktHRKF7smHh9Ks+wa+cBZSNM+qqty81ZQaleIB+/g5sg37FeRAbppr6+IKYU2gz3PQbGDxscP/hQ0PQcYx19VLRFwrxAduD4X1sfBmNPRw2JD5VCE8W5Qo9OEzsFeJQivLA1pNqTGeNCkdipN7gncN+znyDYTL74NOk8GnaHJq+n74ZhL89q1r6yYiruVrgUHB8GEMfBIDNwQVRwXZwD8zoe9JuP00bMzxvp7+KvKAVlNqjKcFVE7JPb00oLJpOgCufA5Cm1pf52dZk4D++Jp1RaCIeLcuAfBqA9gQC+NCIdRhntWqHPjTafjdKViRCXkKrErjAa2m1BhPSuwJEOIluagqK7wlXPkCXNS3+NjBj2DjFMg66bJqiUg90swPZkda51lNj4DGDmHCzjy49wz0PgmvnoN0JQp1pIBKiqV4wMbIjoLVQ1WCXzB0/htcdo91E2mAM7utGyyf2OLauolI/RHpAxPCYGMcLIiCyxw2ZD5WAI8XJQqdnQZHNc8KFFCJI0/ZGNnGG7afuRAWC7T4HfR+1nkT6a2z4eelUKjVPSJSxN8CN4bAyhj4fw1hgEOi0HMGXsuAxJNwTyrs8O4NmT2k5ZRqc9wY2RNW+AH4hxfnYvKW5J5VEdnausFyXK/iY/veh++mQXaK6+olIvWPxQJ9AmFZQ1jbCEaHgC22KgD+k2WdYzX8FHzhnYlCPaTllGpznD/l7kk9bSyW4h6YrGQw6nkpwT8Muk2DdneCpSgnTcoP8PV9cGqHa+smIvXTJf7wdBRsjoMHwpxHNTblwh0pcPVJWJoBWd4zz0oBlVh52go/G9vEdJOvXpeyWCxw8R+h15MQFGM9lnsGvnsU9vwLjPf8QhSRKojxhQcjrIHV05HQ2mFD5gMF8EgaXHESnk6HZM//g9aDWk6pllQPS+ppo3lUldegnXUIsFG3ogOF8Mty2DwTcrwwMaqIVE6wBUaHwppGsLQB9HZIFJpaCC+egx4n4MEzsNtz07R4UMsp1eLYQ9XQg34stNKvagIi4YqZcOmt2H89nNoO39wHKT+5tGoiUs/5WODaIHg/xjqJ/cZgsHVa5QLvZlr3DPzzaVjveYlCPajllGrxpI2RHTn1UGlieqVYfOCSm6HnExAYZT2WfRo2TYH9H3jcL0ERqQUdA2BBtDXtwoRQiHBoV9bkwC2nYWAyvJ8JuZ7xO0UBlVg5JfX0oB8LDflduJjL4cr50OAy62tTCLvegm1zIO+ca+smIu7hIl+YXpQodFYENHXYkPmnfLj/DCSegJfOwhn3nq/pQS2nVMtpD52UriG/6glqAD3nQKubio+d2GRNBJq213X1EhH3EuYD48Pg21h4JRq6OCQKPV4Ic4s2ZH40DX51z0ShHtRySrV46io/v2AIiLA+Vw/VhfHxhba3wRWzrLm9wBqcbvgbHPxUQ4AiUnl+Fvh9MHwcAx82hEFBYBsNzDTwVgZceRLGp8BW90oU6kEtp1RLqofOoYLiXqrs01DguStMal1sd+sqwKg21teF+fDjK5D0DORnurZuIuJeLBboEQhvNoD1sTAmBIKK2p5C4LNsGHYKfp8Mn2ZBQf3/w00BlVilOPywRnnYj4V9k2QD2doEuFqCYyHxSUgYVnzs2Hr45gFIP+iyaomIG7vYD/4RZZ1n9fdwiHVog7blwV9S4aqT8NY5yKi/86w8rOWUC+a4MbK/h/VQaWJ6zfLxh/bjoesj4BdiPZZxBL59EA5/6dq6iYj7auADk8JhUxw8HwVtHRKF/loAjxZtyPyPdPit/iUKVUAlVrYhP09a4WcTrICqVjTuDVe+CBGtrK8Lc2DnPNjxIhRku7RqIuLGAi1wcwh82QjeaQB9HTZkTjPw8jnrysD7UuHH+jONwwNbT6myfANniob8PGlCuk2IVvrVmtDG0PsZaD6o+NiRVfDt3+DcEdfVS0Tcn8UCfYPgnYbW4OqmYLAtDswD/p1lzWV18ylYne3yBTIe2HpKlXnixsiONORXu3wDoONE6Pwg+AZZj509CN9Mts6vEhGprnb+8EI0fBcHfw2DKIe26ptcuDXFmoX9XxlQ6JrASgGVeO4+fjZBsdjX5aqHqvY06Q99XoCw5tbXBVmw/Wn44RWtrhSRmhHnC1MirBPY50RCS4dEob/kw/LM4jQMdcxtWs85c+bQu3dvQkJCiIqKKrXMpEmT6NatG4GBgXTu3LlK5zfGMHjwYCwWCytWrLAfP3jwIHfeeScJCQkEBwfTqlUrZs6cSW6ue+XHKJen5qCy8fWHoIbW5+qhql3hzaDP89bgyubXT2Hj37X1j4jUnBAfuD3UmnLhjWi4omhD5r+EWYcKXcBtWs/c3FxGjBjBhAkTyixjjGHs2LHcfPPNVT7/vHnzsJTyTfj5558pLCxk0aJF/Pjjj7zwwgu8+uqrPPLII1W+Rr3lqRsjO7IN++WmQX6Wa+vi6fyCoNMD0PGv1hWBAGl7rNnVT3zn2rqJiGfxtcDgYFgRA5/GwO+CXFYVv4qL1A+zZ88GYMmSJWWWmT9/PgDJycns3Lmz0ufesWMHzz//PFu2bKFx48ZO7w0aNIhBg4on3F588cXs3r2bV155hWeffbYKd1CPOQ35eeAcKiha6fej9XnWCQhv6craeD6LBZpfD5GXwPdzIfM3yM+ArY/DxTdCm9vAx21+/YiIO+gc4NLLe2h3ROVlZmZyyy238NJLLxEfH1/xFwBpaWk0aNCg3DI5OTmkp6c7Peotx6SenjjkB5qY7iqRF8OV8yC+d/Gx/R/Apkcg+5TLqiUiUtM8tPWsvMmTJ9O7d2+GDRtWcWFg3759LFiwgLvvvrvccnPnziUyMtL+aNasWU1Ut3Z46sbIjkIcgmUFVHXLPxS6ToX2fwFLUa9U6k/w9X2QvN21dRMRqSEubT1nzZqFxWIp97F169Zau/5HH33E6tWrmTdvXqXKHzt2jEGDBjFixAjGjRtXbtmpU6eSlpZmfxw+fLgGalxLPH2VHzgn99RKv7pnsUDC7yHxKQhuZD2Wmw6bZ8Avy8HUv6zHIiJV4dJJDBMnTmTkyJHllmnZsmWtXX/16tXs27evxKrB4cOHc9VVV7F27Vr7sWPHjtG/f38SExN57bXXKjx3YGAggYGBFZarF5wmpXvoHCoN+dUP0W2s2dWTnofkrYCBPf+C1F3Q+W8QGOXqGoqIXBCXBlQxMTHExMS47PpTpkwp0dPUsWNHXnjhBW644Qb7saNHj9K/f3+6devG4sWL8fHxsF4cT94Y2SaogXW4yeRr+b6rBUTAFTNg379h99tAIZxKsg4Bdvk7NLzM1TUUEakyt1lmc+jQIVJSUjh06BAFBQUkJSUB0Lp1a8LCwgDYu3cv586d4/jx42RlZdnLtG/fnoCAAI4ePcqAAQNYtmwZPXr0ID4+vtSJ6M2bNychIQGw9kz169eP5s2b8+yzz5KcnGwvV9lJ7PWebcgvwgM3Rrax+FqHmjJ/sw75GeOyXCUCWHyg9QiIbgvbn4GcFOvju0esKwAvvtFaRkTETbhNQDVjxgyWLl1qf92lSxcA1qxZQ79+/QAYN24c69atK1HmwIEDtGzZkry8PHbv3k1mZmalr/vFF1+wd+9e9u7dS9OmTZ3eMy7eN6jG2Ib8PHVCuk1IfNHy/SzIO2vtKRHXatgRrnoRtj8Lp3eAKYSfl0DKj9ZcVgHhrq6hiEilWIzHRAX1W3p6OpGRkaSlpRERUY8a8nwDTU9an3f1h8/KTwfh1nYugMP/tT7v8wJEXeLa+kgxUwB73rU+KPqVFNwIuk6BqDYurZqIeLfKtt8e3iUhFTrjEE97alJPmxCt9Ku3LL5w6WjoMbu45zArGTY8DAc+dvku8iIiFVFA5e08fR8/R04r/TQxvV5q1BWunA/R7a2vTT78tAi2PwV5lR+qFxGpax7egkqFvCmgClZyT7cQHAO9/mGdmG7z2zfwzSRI3++6eomIlMPDW1CpUKoXBVQa8nMfPn7Qbix0mw5+odZjmb/Bt3+DQ19oCFBE6h0Pb0GlQk49VB4+hyogEnyLkq2qh8o9xPeyrgKMbG19XZgL/5sPO16A/GzX1k1ExIECKm/nDRsj21gsxVvQZJ2wLtGX+i8kHhKfgRZDio8dXQ3fPgBn6/GWTiLiVTy8BZUKpXjBPn6ObMN+hfmQk+raukjl+frDZROgy0PgG2w9du4QfDsZjq51adVEREABlXjTpHSw9nbYaNjP/VzUF658AcJbWF8XZEPSs/C/l6Eg17V1ExGv5gUtqJTLGzZGdhSsTZLdXlhT6PMcNL22+Nihz2HDQ5Dxm+vqJSJeTQGVt0v1go2RHTmt9FMuKrflGwSd7ofLJ4FP0UKD9H3wzf1wfIMrayYiXsoLWlApV4oXbIzsKEQ9VB6l2XXW3qrQJtbX+Rmw7R/w0+tQmOfauomIV1FA5e28ZWNkGyX39DwRLa3zqhpfVXzswH9g41Tr9jUiInXAS1pRKVW+gbSiIT9P38fPxj8E/MOtz5Xc03P4hUCXv0OHCdakoABnfoavJ8HJra6tm4h4BQVU3uyMAdsUKm/poYLiYb+sU9b0CeIZLBZoOcSas8q2+CAvHbbMgt1vQ2GBS6snIp7Ni1pRKcHbUibY2Ff6FUL2KZdWRWpB1CXW7OpxPYuP7X0PvpsO2co9JiK1w4taUSnBm/bxc+Q0MV0r/TySf5h1H8C2Y8FS9LOd8j/45q9weqdr6yYiHsmLWlEpwVt7qJTc0ztYLNDqRuj1JAQ1tB7LOQObpsPe/6eth0SkRnlRKyolOOag8vSNkR0FxxY/V0Dl+Rq0hyvnQ0yXogOFsHsZbJkNuWkurZqIeA4FVN7stJft42fjlNxTAZVXCIyEHrPg0tFA0R8PydusqwBTd7myZiLiIbyoFZUSvHXIL1hzqLySxRcuuQV6Pg4BUdZj2adg4xTYvwKMKe+rRUTK5UWtqJTgrZPSfQMgsIH1uXqovE9MZ+sqwAaXWV+bAtj1hjXDet45l1ZNRNyXF7WiUoJTD5UXzaGC4mG/nDNQkO3SqogLBDWEnnOg1Z+Kj53YaN0LMG2vy6olIu5LAZU3S3EY4vCmOVRw3rDfSdfVQ1zHxxfa3g7dZ1rTLIB1CHjDQ/Dr5xoCFJEq8bJWVJyketnGyI60SbLYxF1hXQUYdan1dWEe/PAyJD0L+VmurZuIuA0FVN7MNuTnbb1TcN5KP01M93ohsZD4FLS8ofjYsXXwzWQ4+6vr6iUibsMLW1IBoMBY9/ID75s/BRDsmNxTQ34C+PhDh7ug6xTwC7YeyzgC3z4AR1a7tm4iUu8poPJW3roxso1yUUlZGl8JV86DiATr64Ic2PE87JxvfS4iUgovbEkFcF7h541DfkExxXu8aQ6VnC+0CfR+FpoNLD52+AvY8DfIOOq6eolIveWFLakAzgFVQy/8MfDxhaBG1udK7iml8Q2Ey++DTpOtzwHSD1hTK/z2jUurJiL1jxe2pAJ4b1JPR7Zhv/wMJXSUsjUdAH2eh7Bm1tf5WfD9k/DjIuuKQBERFFB5L6ccVF44KR0gxHFiuob9pBzhLaxB1UX9io8d/Bg2PqxFDSICuFFANWfOHHr37k1ISAhRUVGllpk0aRLdunUjMDCQzp07V+n8xhgGDx6MxWJhxYoVpZbJycmhc+fOWCwWkpKSqnT+eue0eqick3sqoJIK+AVD5weh40TrikCAM7/AN/fBic2urZuIuJzbtKS5ubmMGDGCCRMmlFnGGMPYsWO5+eabq3z+efPmYbGU31Pz97//nYsuuqjK566XNOSnXFRSdRYLNB8EvZ8p7uHMOwdbH4Ofl4ApLPfLRcRz+bm6ApU1e/ZsAJYsWVJmmfnz5wOQnJzMzp07K33uHTt28Pzzz7NlyxYaN25capnPP/+cL774gn//+998/vnnla94feXtq/xA2dLlwkW2hitfhB3zrHsAAuz7P2uqhYv6urRqIuIabhNQ1ZbMzExuueUWXnrpJeLj40stc+LECcaPH8+KFSsICQmp1HlzcnLIySnOWZOenl4j9a0xTqv8vHQOVbDmUEk1+IdCt0dg11tw4EPrsewU19ZJRFzGS7smik2ePJnevXszbNiwUt83xnD77bdz9913071790qfd+7cuURGRtofzZo1q6kq14xUL94Y2SYwCnwCrM+V3FMuhMUCES2LX9vmVomI13FpSzpr1iwsFku5j61bt9ba9T/66CNWr17NvHnzyiyzYMEC0tPTmTp1apXOPXXqVNLS0uyPw4cPV7O2NczWQxXuhRsj21gsEBxrfZ55Eowpv7xIaRxTJyigEvFaLh3ymzhxIiNHjiy3TMuWLWvt+qtXr2bfvn0lVg0OHz6cq666irVr17J69Wo2bdpEYGCgU5nu3bszevRoli5dWuq5AwMDS3xNvWILqLx1QrpNSJx1v7bCHMg5A0HRrq6RuBungCrAdfUQEZdyaUAVExNDTEyMy64/ZcoUxo0b53SsY8eOvPDCC9xwg3XX+fnz5/PEE0/Y3z927BjXX3897733Hj179qzT+tYYb98Y2ZFjLqqs4wqopOocAypf9VCJeCu3mZR+6NAhUlJSOHToEAUFBfY8UK1btyYsLAyAvXv3cu7cOY4fP05WVpa9TPv27QkICODo0aMMGDCAZcuW0aNHD+Lj40udiN68eXMSEhLszx3ZrtWqVSuaNm1aS3dbyxw3RvbW+VM25+eiim7nurqIeyrML36uIT8Rr+U2AdWMGTOchte6dOkCwJo1a+jXrx8A48aNY926dSXKHDhwgJYtW5KXl8fu3bvJzMysu4rXRynKQWWn1AlSXU5Dfm7zK1VEapjb/O9fsmRJuTmoANauXVvu+y1btsRUMPG4ovcrc456L9XLN0Z25JTcUwGVXICC3OLn6qES8Vpe3pp6KaeknppDZZepbOlyAbTKT0RQQOWdHDdG9vYhP/8w8Au1Ps/SJrdyAbTKT0RQQOWdNIfKmW3YLysZTIFr6yLuRz1UIoICKu+kffyc2Vb6mQLIOu3auoj7UUAlIiig8k7qoXLmNDFd86ikihRQiQgKqLyT4z5+3p7YE5Q6QapHAZWIoIDKO2nIz1mw40o/BVRSRQqoRAQFVN7JcWPkAPVQKReVVIu2nhERFFB5J1tiT/VOWYXEFj9XD5VUlWNAZXGbXMkiUsPUonqbAlM8h0rzp6x8gyAwyvpcyT2lqmwBlY8/WPR/SsRbKaDyNo4bI2uFXzFb6oScFOetREQqUuAQUImI11KL6m1SlTKhVE7zqJQxXaqgUAGViFQhoDpy5Eht1kPqinJQlS5YqRPkAimgEhGqEFBddtllvP3227VZF6kLTgGV5nvYaaWfXCgFVCJCFQKqf/zjH9x7770MHz6c06e1PYfbctwYWav8ioU45qLSxHSpAgVUIkIVAqp77rmHHTt2kJqaSocOHfjoo49qs15SWzTkVzoN+cmFUkAlIkCVkqYkJCSwevVqXnrpJYYPH067du3w83M+xffff1+jFZQapoCqdMGNsP59UaghP6k8U2jdVBsUUIl4uSpnofv111/597//TYMGDRg2bFiJgErquVTNoSqVjx8EN4SsZPVQSeVp2xkRKVKlaOj111/nwQcf5Nprr+WHH36gUaNGtVUvqS2Oc6jUQ+UsOM4aUOWdhbxM8A9xdY2kvtO2MyJSpNIB1aBBg9i8eTMvvfQSt912W23WSWqTNkYuW0g8pPxgfZ51HPwvdm19pP4rUA+ViFhVOqAqKChg586dNG3atDbrI7XNNuQXpo2RS3BMnZB5EiIUUEkFnIb8AlxXDxFxuUoHVKtWrarNekhdsfVQabivpGDlopIqcgqoNJ9UxJupVfUm2hi5fE49VMpFJZWgSekiUkQBlTdJc9gYWfOnSgpRLiqpIgVUIlJErao3cZyQ3lDf+hICGxQ3ihryk8oozC1+roBKxKupVfUmSupZPosPBMdan2eeAGPKLy+iHioRKaJW1Zs4JvWM1hyqUtmG/QqyITfdtXWR+s8pD5VW+Yl4MwVU3uS0knpWyGmlnyamSwXUQyUiRdSqehMN+VVME9OlKhRQiUgRtareJFVZ0isUrIBKqqAwv/i5AioRr6ZW1Zs4rfLTHKpShSi5p1RBgeMqPyX2FPFmbhNQzZkzh969exMSEkJUVFSpZSZNmkS3bt0IDAykc+fOVTq/MYbBgwdjsVhYsWJFifc//fRTevbsSXBwMDExMdx4441VvwlX08bIFdOQn1SFhvxEpIjbtKq5ubmMGDGCCRMmlFnGGMPYsWO5+eabq3z+efPmYbGU3mvz73//m1tvvZU77riDHTt28O233zJq1KgqX8PlNORXMf8I8A22Ple2dKmI9vITkSJu00c9e/ZsAJYsWVJmmfnz5wOQnJzMzp07K33uHTt28Pzzz7NlyxYaN27s9F5+fj6TJk3imWee4c4777Qfb9OmTRVqX0+kaGPkClks1l6qswchKxlMAVh8XV0rqa/UQyUiRby+myIzM5NbbrmFl156ifj4+BLvf//99xw9ehQfHx+6dOlC48aNGTx4MD/++GO5583JySE9Pd3p4XLaGLlybMN+Jh+yU1xbF6nfFFCJSBGvb1knT55M7969GTZsWKnv79+/H4BZs2Yxffp0PvnkE6Kjo+nbty8pKWU3tnPnziUyMtL+aNasWa3Uv9IKDJwpmkOlpJ7l00o/qSwFVCJSxKUB1axZs7BYLOU+tm7dWmvX/+ijj1i9ejXz5s0rs0xhobVXZ9q0aQwfPpxu3bqxePFiLBYL77//fplfN3XqVNLS0uyPw4cP13T1qybNgG0KlXqoyqeVflJZCqhEpIhL51BNnDiRkSNHllumZcuWtXb91atXs2/fvhKrBocPH85VV13F2rVr7XOq2rdvb38/MDCQiy++mEOHDpV57sDAQAIDA2ul3hdEGyNXXojD0K8mpkt5FFCJSBGXBlQxMTHExMS47PpTpkxh3LhxTsc6duzICy+8wA033ABgT8Owe/durrzySgDy8vI4ePAgLVq0qPM6XzCt8Ks8p+1nTrquHlL/KaASkSJus8rv0KFDpKSkcOjQIQoKCkhKSgKgdevWhIWFAbB3717OnTvH8ePHycrKspdp3749AQEBHD16lAEDBrBs2TJ69OhBfHx8qRPRmzdvTkJCAgARERHcfffdzJw5k2bNmtGiRQueeeYZAEaMGFH7N15TnLad0RyqcikXlVSW0+bICqhEvJnbBFQzZsxg6dKl9tddunQBYM2aNfTr1w+AcePGsW7duhJlDhw4QMuWLcnLy2P37t1kZmZW6drPPPMMfn5+3HrrrWRlZdGzZ09Wr15NdHR0Ne+qDmlj5MrzC4aACMhNV0Al5StQD5WIWFmMMabiYlJd6enpREZGkpaWRkRERN1X4OUMePyc9flrkfD7oLqvgzv5ZjKk7QEsMPgDNZZSus2zILlo4cx171gDcRHxKJVtv9VV4S2chvz0ba+QfWK6sSb4FCmN5lCJSBG1rN4iVRsjV4nmUUllKKASkSIKqLyF48bIWuVXsWDlopJKsAdUFm1RJOLl1LJ6ixSlTagSpx4q5aKSMtgCKp8A6z6QIuK11LJ6i1SHjZED9Yu/Qhryk8qwB1Rus2BaRGqJAipvcboooNI+fpUTFAsUfVYa8pOy2AIq5aAS8XoKqLxBocPGyFrhVzm+/hDUwPpcPVRSFnsPlQIqEW+n1tUbaGPkC2ObmJ6bBvlZrq2L1E8FudZ/FVCJeD21rt5AOaguTIhW+kkFCvOt/yqgEvF6al29gQKqCxPisM+jhv2kNI6r/ETEq6l19Qapjvv4aVJ6pQVrpZ+Uo7AA+1i6eqhEvJ4CKm9wWjmoLoiG/KQ8TlnSlTZBxNupdfUGGvK7MMpFJeXRtjMi4kCtqzdIVUB1QYIagqWo50HZ0uV8hbnFzxVQiXg9ta7ewKmHSnOoKs3iC8GNrM+zToIx5ZcX76IeKhFxoIDKGzhujKweqqqxDfvlZ0LeOdfWReoXBVQi4kCtqzdI1aT0CxasielSBseAyldpE0S8nVpXb2Ab8gvVxshV5jQxXfOoxIF6qETEgQIqb2BLm6D5U1WnlX5SFgVUIuJAAZWn08bI1ROsbOlSBtu2M6CASkQUUHk8bYxcPUruKWUpcEyboMSeIt5OLaynU1LP6gmIBN9A63P1UIkjDfmJiAO1sJ5OST2rx2IpXumXdQJMYfnlxXs4BVRa5Sfi7dTCejrHHFTRmpR+QWzDfoV5kJPq2rpI/aEeKhFxoIDK051WD1W1BWuln5RCAZWIOFAL6+k05Fd9Sp0gpVFAJSIO1MJ6Ok1Krz6nlX5K7ilFFFCJiAO1sJ5OGyNXn3JRSWkUUImIAwVUni5VGyNXm4b8pDQFjnv5KaAS8XZqYT1dijZGrjb/UPAPsz5Xck+xUQ+ViDhQC+vptDFyzbDnojrlvOWIeC8FVCLiwG0Cqjlz5tC7d29CQkKIiooqtcykSZPo1q0bgYGBdO7cuUrnN8YwePBgLBYLK1ascHrvl19+YdiwYcTExBAREUGfPn1Ys2bNhd1IXUvRxsg1wj7sVwjZp1xaFaknFFCJiAO3Cahyc3MZMWIEEyZMKLOMMYaxY8dy8803V/n88+bNw2IpPegYMmQI+fn5rF69mm3bttG5c2eGDh3K8eP1fMVXoSmeQ6XhvuoJcZyYXs+/71I3Ch338lNAJeLt3GZHz9mzZwOwZMmSMsvMnz8fgOTkZHbu3Fnpc+/YsYPnn3+eLVu20LhxY6f3Tp06xd69e3nrrbe4/PLLAXjyySdZuHAhP/74I/Hx8aWdsn5w3Bi5oQKqanFK7nnSdfWQ+sNx6FcBlYjX8/pWNjMzk1tuuYWXXnqp1OCoYcOGtGvXjmXLlpGRkUF+fj6LFi0iLi6Obt26uaDGVaCknjXHKReVJqYLGvITESdu00NVWyZPnkzv3r0ZNmxYqe9bLBZWrVrFsGHDCA8Px8fHh7i4OFauXFnmXC6AnJwccnJy7K/T09NruuoVc1rhpzlU1eKUOkFDfoJzQOWrzZFFvJ1Luy1mzZqFxWIp97F169Zau/5HH33E6tWrmTdvXplljDHcc889xMbG8vXXX7N582aGDRvG0KFD+e2338r8urlz5xIZGWl/NGvWrBbuoAIpykFVY7Sfn5zPqYfK6/82FfF6Lv0tMHHiREaOHFlumZYtW9ba9VevXs2+fftK9DQNHz6cq666irVr17J69Wo++eQTUlNTiYiIAGDhwoWsWrWKpUuXMmXKlFLPPXXqVB544AH76/T09LoPqrTtTM3xDYDABpCToiE/sdKQn4g4cGlAFRMTQ0xMjMuuP2XKFMaNG+d0rGPHjrzwwgvccMMNgHWOFYCPj3NA4uPjQ2FhIWUJDAwkMDCwhmtcRUrqWbNC4qwBVU4qFOSAr4u/v+JatoDK4gMWX9fWRURczm36qQ8dOkRKSgqHDh2ioKCApKQkAFq3bk1YmDWL9d69ezl37hzHjx8nKyvLXqZ9+/YEBARw9OhRBgwYwLJly+jRowfx8fGlTkRv3rw5CQkJACQmJhIdHc2YMWOYMWMGwcHBvP766xw4cIAhQ4bUyb1fMMeASqv8qi84DlJ3WZ9nnoRwFwzjSv1RUJQ2Qb1TIoIbBVQzZsxg6dKl9tddunQBYM2aNfTr1w+AcePGsW7duhJlDhw4QMuWLcnLy2P37t32XqfKiImJYeXKlUybNo1rrrmGvLw8OnTowH/+8x86depUA3dWi5z28dOk9GpzWul3XAGVt7P1UCmgEhHcKKBasmRJuTmoANauXVvu+y1btsQYU26Z0t7v3r07//3vfyuqYv2jIb+apYnp4siWh8pHK/xERHmoPJsCqpoVooBKHKiHSkQcqJX1ZI4bIwdpyK/alNxTHCmgEhEHCqg8mS2gUlLPmhHUyLqiC9RDJQ4BldvMnBCRWqSAylM5boysHFQ1w8fXGlSBsqV7O2OKN0dWD5WIoIDKc6VrY+RaYRv2y8+AvHOurYu4jtHGyCLiTC2tp9KE9NqhlX4C2sdPREpQS+upnLad0RyqGqOVfgLadkZESlBA5am0MXLtOD+5p3gnBVQich61tJ5KQ361I9hhqyL1UHmvQs2hEhFnamk9ldOQn77NNcaph+qk6+ohrmXbxw8UUIkIoIDKc6VqY+RaERhdvNWIeqi8l9OQn/JQiYgCKs/lOIdKiT1rjsUCwbHW51knrPmIxPs4BVRa5SciCqg8l4b8ao9t2K8gB3LPuLQq4iKalC4i51FL66lSNSm91oRoYrrXU0AlIudRS+upThcFVCHaGLnGKbmnKKASkfMooPJUtiE/JfWseU4r/RRQeSUFVCJyHgVUnqjQwBltjFxrnLKlK7mnVypQQCUiztTaeqJ0AwVFzxVQ1TzNoRKnvfwUUImIAirPpBV+tcsvFPxCrM815OedNOQnIudRa+uJUrUxcq2yWIqH/bKSwRSUX148jwIqETmPAipPdNoxqae+xbXCttLPFEDWadfWReqeAioROY9aW0+kIb/a57TSTxPTvY4CKhE5j1pbT6SknrUvWBPTvVqhNkcWEWdqbT2RYw9VQ82hqhUhSu7p1dRDJSLnUUDliRw3RtaQX+1Qck/vVphf/NxXmyOLiAIqz6Qhv9qn7We8m1MPlZ/r6iEi9YZaW0+UooCq1vkFQUCU9bmypXsfDfmJyHnU2nqiFIeNkYM1h6rW2Ib9clKgILf8suJZFFCJyHkUUHki2xyqaAVTtcppHlWy6+ohda9Aq/xExJkCKk9jTPEcqob69taqYOWi8lrqoRKR86jF9TTaGLnuKHWC93IKqLTKT0QUUHkeTUivOyFK7um1tMpPRM7jNi3unDlz6N27NyEhIURFRZVaZtKkSXTr1o3AwEA6d+5cqfP269cPi8Xi9Bg5cqRTmdTUVG699VYiIyOJjIzk1ltv5cyZM9W7odqSoo2R60ywclF5LVseKosfWNzm16iI1CK3+U2Qm5vLiBEjmDBhQplljDGMHTuWm2++uUrnHj9+PL/99pv9sWjRIqf3R40aRVJSEitXrmTlypUkJSVx6623XtB91Dol9aw7wY2w/xdSD5V3sfVQaf6UiBRxm77q2bNnA7BkyZIyy8yfPx+A5ORkdu7cWelzh4SEEB8fX+p7u3btYuXKlWzatImePXsC8Prrr5OYmMju3btp06ZNpa9TJzTkV3d8/CC4oXWFnwIq72Lby08BlYgUUYsLLF++nJiYGDp06MDf/vY3zp49a39v48aNREZG2oMpgF69ehEZGcmGDRvKPGdOTg7p6elOjzrhNOSnb2+tsw375aVDfqZr6yJ1x95D5TZ/k4pILfP63wajR48mISGB+Ph4fvjhB6ZOncqOHTtYtWoVAMePHyc2NrbE18XGxnL8eNlL5efOnWvvVatTqdoYuU6FxEHKD9bnmScgIsG19ZG6oSE/ETmPS7swZs2aVWJC+PmPrVu31modxo8fz7XXXstll13GyJEj+b//+z++/PJLvv/+e3sZi6VkYGKMKfW4zdSpU0lLS7M/Dh8+XCv1L8FxDpWG/Gqf9vTzTraAShsji0gRl/ZQTZw4scSKuvO1bNmybipTpGvXrvj7+7Nnzx66du1KfHw8J06UbCiTk5OJi4sr5QxWgYGBBAYG1mZVS6chv7oVopV+Xkk9VCJyHpcGVDExMcTExLiyCiX8+OOP5OXl0bhxYwASExNJS0tj8+bN9OjRA4DvvvuOtLQ0evfu7cqqlk6T0uuWU3JPZUv3CsYUp01QQCUiRdymxT106BBJSUkcOnSIgoICkpKSSEpK4ty5c/Yye/fuJSkpiePHj5OVlWUvk5trXZFz9OhR2rZty+bNmwHYt28fjz32GFu3buXgwYN89tlnjBgxgi5dutCnTx8A2rVrx6BBgxg/fjybNm1i06ZNjB8/nqFDh9a/FX5QHFAFo42R60Kwknt6HW07IyKlcJtJ6TNmzGDp0qX21126dAFgzZo19OvXD4Bx48axbt26EmUOHDhAy5YtycvLY/fu3WRmWldjBQQE8NVXX/Hiiy9y7tw5mjVrxpAhQ5g5cya+vr728yxfvpz77ruPgQMHAvD73/+el156qVbv94LZ5lBpuK9uBDWwrvQqzNeQn7dQQCUipbAYY0zFxaS60tPTiYyMJC0tjYiIiNq5iDHQ9KR1L7/L/eCLhrVzHXG29i+QcQx8g+D696GcxQriAXLOwJd/tj6PvQKumOnS6ohI7aps++02PVRSCY4bI2v+VN0JjrMGVAXZkJsOgZGurpHUJm2M7BEKCgrIy8uruKB4PH9/f6dRqQulgMqTaIWfazit9DuugMrTacjPrRljOH78eP3dj1VcIioqivj4+HLTIVVEAZUnSXXcx0/DTnUm5LyJ6VH1cLGC1BwFVG7NFkzFxsYSEhJSrQZU3J8xhszMTE6ePAlgX+F/IRRQeZLTSpngEo7JPbNOuq4eUjcUULmtgoICezDVsKHmmIpVcHAwACdPniQ2NvaCh//U6noSDfm5hnJReZcCh4DKVwGVO7HNmQoJCXFxTaS+sf1MVGdenVpdT5KqgMolQrT9jFdRD5Xb0zCfnK8mfibU6noSpx4q/cKoM/4R4GvtMlYuKi+ggEpESqGAypM4boysHqq6Y7EU91JlnQRTWH55cW8KqEScHDx4EIvFQlJSkqur4lJqdT2JhvxcxxZQFeZDdopr6yK1SwGVuMDJkye56667aN68OYGBgcTHx3P99dezceNGV1etXkpNTeXWW28lMjKSyMhIbr311lpPlaFVfp5Eq/xcJ/i8XFTB9WvTb6lBCqjEBYYPH05eXh5Lly7l4osv5sSJE3z11VekpLjHH3BHjhyhSZMmdTZ/bdSoURw5coSVK1cC8Je//IVbb72Vjz/+uNauqVbXk2hjZNfRxHTvUZhb/FwBldSBM2fO8M033/DUU0/Rv39/WrRoQY8ePZg6dSpDhgyxl7NYLLzyyisMHjyY4OBgEhISeP/9953OdfToUW6++Waio6Np2LAhw4YN4+DBg05lFi9eTLt27QgKCqJt27YsXLjQ6f3NmzfTpUsXgoKC6N69O9u3b6/wHh599FEuvvhiZs6cyf79+y/8w6iEXbt2sXLlSt544w0SExNJTEzk9ddf55NPPmH37t21dl31UHmSVG2M7DLBCqi8hnqoPM/A05DsgrmPjXwqtedqWFgYYWFhrFixgl69ehEYGFhm2UcffZQnn3ySF198kbfffptbbrmFyy67jHbt2pGZmUn//v256qqrWL9+PX5+fjzxxBMMGjSInTt3EhAQwOuvv87MmTN56aWX6NKlC9u3b2f8+PGEhoYyZswYMjIyGDp0KNdccw3//Oc/OXDgAJMmTarwHubPn8/777/PsmXLeOKJJ+jTpw9jxozhpptuIjw8vNR7Ls9VV13F559/Xup7GzduJDIykp49e9qP9erVi8jISDZs2ECbNrWTfFkBlacwpriHSgFV3XPafkYBlUdTQOV5kgvht/q7mMTPz48lS5Ywfvx4Xn31Vbp27Urfvn0ZOXIkl19+uVPZESNGMG7cOAAef/xxVq1axYIFC1i4cCHvvvsuPj4+vPHGG/aht8WLFxMVFcXatWsZOHAgjz/+OM899xw33ngjAAkJCfz0008sWrSIMWPGsHz5cgoKCnjrrbcICQmhQ4cOHDlyhAkTJpR7D+Hh4YwdO5axY8fy66+/8vbbb/P0009z33338cc//pExY8Zw7bXX2utV0QR3WzLO0hw/fpzY2NgSx2NjYzl+vPZyBSqg8hSOGyMroKp7GvLzHoX5xc99tTmyR2jkot+ZVbju8OHDGTJkCF9//TUbN25k5cqVPP3007zxxhvcfvvt9nKJiYlOX5eYmGgPTrZt28bevXtL9AhlZ2ezb98+kpOTOXz4MHfeeSfjx4+3v5+fn09kpHWP0l27dtGpUyen5KjnX7MiLVq0YPr06UyfPp2lS5cyceJEli9fTmpqKlFRUQC0bt26Suc8X2lztYwxtTqHSwGVp9AKP9fyC7Hmo8pLV0Dl6Zx6qPQr1CNUYtitPggKCuK6667juuuuY8aMGYwbN46ZM2c6BVSlsQURhYWFdOvWjeXLl5co06hRI7KzswF4/fXXnYbLAPt2LMaYEl9bVadOneLdd99l2bJlJCUlMXjwYMaMGWMP2qB6Q37x8fGcOFHy93BycjJxcXGlfEXN0G8DT+GYgypaE9JdIiQO0tIh+5S10dVwkGfSkJ/UE+3bt2fFihVOxzZt2sRtt93m9LpLly4AdO3alffee4/Y2FgiIiJKnC8yMpImTZqwf/9+Ro8eXeY13377bbKysuzDbps2baqwrjk5OXz88ccsW7aMlStX0qFDB8aMGcOnn35Ko0aNSpSvzpBfYmIiaWlpbN68mR49egDw3XffkZaWRu/evSus64VSQOUpTquHyuVC4iBtD2AgKxlCL3J1jaQ2FGiVn9St06dPM2LECMaOHcvll19OeHg4W7du5emnn2bYsGFOZd9//326d+/OlVdeyfLly9m8eTNvvvkmAKNHj+aZZ55h2LBhPPbYYzRt2pRDhw7xwQcf8NBDD9G0aVNmzZrFfffdR0REBIMHDyYnJ4etW7eSmprKAw88wKhRo5g2bRp33nkn06dP5+DBgzz77LMV3sM999zDp59+yqhRo9i6dWuJuV/nq86QX7t27Rg0aBDjx49n0aJFgDVtwtChQ2ttQjoooPIcGvJzvfNX+img8kzqoZI6FhYWRs+ePXnhhRfYt28feXl5NGvWjPHjx/PII484lZ09ezbvvvsu99xzD/Hx8Sxfvpz27dsD1g2A169fz8MPP8yNN97I2bNnadKkCQMGDLD3WI0bN46QkBCeeeYZ/v73vxMaGkrHjh25//777XX5+OOPufvuu+nSpQvt27fnqaeeYvjw4eXew9SpU1m0aBF+fnUTdixfvpz77ruPgQMHAvD73/+el156qVavaTE1MSAqFUpPTycyMpK0tLRSu1qr7dUMmHWu6Hkk/CGo5q8h5fv1M/ihKF9Lx4nQfJBr6yO1Y8c8OPKl9fnVL0N4C5dWRyovOzubAwcOkJCQQFCQ5/2OtFgsfPjhh/zhD39wdVXcTnk/G5Vtv9WV4Sm0MbLrOa30q72lueJiTj1UWuUnIlYKqDxFqjZGdrng+OLnWunnuTTkJyKl0BwqT5GiffxcLjgWsGCdlK6AymMpoJJ6SjN4XEsBlafQxsiu5+sPQQ0g+zRknnR1baS2XDISml1nDaz8QyouLyJeQQGVp0h12Bg5RHOoXCY4zhpQ5Z6B/Gzw87yJr14vqvaWXYuI+1JXhqdI0cbI9YL29BMR8UpqfT2BMcU9VAqoXCtEE9NFRLyRWl9PcNaAbb9WBVSudX5yTxER8QpqfT2B0wo/zZ9yKachP+WiEhHPd/DgQSwWS4X773k6BVSeIEU5qOqNEPVQiUjNO3nyJHfddRfNmzcnMDCQ+Ph4rr/+ejZu3OjqqtVLc+bMoXfv3oSEhBAVFVUn19QqP0+Qon386o2ghmDxBVOgSekiUmOGDx9OXl4eS5cu5eKLL+bEiRN89dVXpKSkuLpqlXLkyBGaNGmCxVI3oyi5ubmMGDGCxMRE++bQtU2trydQUs/6w+ILwY2szzNPWBcMiIhUw5kzZ/jmm2946qmn6N+/Py1atKBHjx5MnTqVIUOG2MtZLBZeeeUVBg8eTHBwMAkJCbz//vtO5zp69Cg333wz0dHRNGzYkGHDhnHw4EGnMosXL6Zdu3YEBQXRtm1bFi5c6PT+5s2b6dKlC0FBQXTv3p3t27dXeA+PPvooF198MTNnzmT//v0X/mFU0uzZs5k8eTIdO3as9WvZuE3rW5nuu0mTJtGtWzcCAwPp3Llzpc7br18/LBaL02PkyJH29w8ePMidd95JQkICwcHBtGrVipkzZ5Kbm1sDd1VDHAOqhm7zLfVctonp+ZmQd861dRERtxcWFkZYWBgrVqwgJyen3LKPPvoow4cPZ8eOHfz5z3/mlltuYdeuXQBkZmbSv39/wsLCWL9+Pd988w1hYWEMGjTI3qa9/vrrTJs2jTlz5rBr1y7+8Y9/8Oijj7J06VIAMjIyGDp0KG3atGHbtm3MmjWLv/3tbxXew/z583n00UdZt24dl1xyCVdffTVvvvkmZ8+eLfeey3oMHjy4Kh9hnXCbIb/KdN8ZYxg7dizfffcdO3furPS5x48fz2OPPWZ/HRwcbH/+888/U1hYyKJFi2jdujU//PAD48ePJyMjg2efffbCb6gmOe3jp0npLhcSB6eLnmedgIBwl1ZHRCowOBlOFtT9dWN94fNGFRbz8/NjyZIljB8/nldffZWuXbvSt29fRo4cyeWXX+5UdsSIEYwbNw6Axx9/nFWrVrFgwQIWLlzIu+++i4+PD2+88YZ96G3x4sVERUWxdu1aBg4cyOOPP85zzz3HjTfeCEBCQgI//fQTixYtYsyYMSxfvpyCggLeeustQkJC6NChA0eOHGHChAnl3kN4eDhjx45l7Nix/Prrr7z99ts8/fTT3Hffffzxj39kzJgxXHvttfZ6VTTB3bGdri/cJqCaPXs2AEuWLCmzzPz58wFITk6uUkAVEhJCfHx8qe8NGjSIQYMG2V9ffPHF7N69m1deeaX+BFQa8qtfnHJRHYfI1q6ri4hU7GQBHC+suJwLDR8+nCFDhvD111+zceNGVq5cydNPP80bb7zB7bffbi+XmJjo9HWJiYn24GTbtm3s3buX8HDnP/Kys7PZt28fycnJHD58mDvvvJPx48fb38/PzycyMhKAXbt20alTJ0JCQpyuURUtWrRg+vTpTJ8+naVLlzJx4kSWL19OamqqfQSqdWv3+73pNgFVbVq+fDn//Oc/iYuLY/DgwcycObPED5yjtLQ0GjRoUO45c3JynLpm09PTa6y+JWhSev2iXFQi7iXW1y2uGxQUxHXXXcd1113HjBkzGDduHDNnznQKqEpj6/UpLCykW7duLF++vESZRo0akZ2dDViH/Xr27On0vq+vta41sQHzqVOnePfdd1m2bBlJSUkMHjyYMWPG2IM2sA75leeqq67i888/r3ZdapLXB1SjR48mISGB+Ph4fvjhB6ZOncqOHTtYtWpVqeX37dvHggULeO6558o979y5c+29arVOPVT1i1IniLiXSgy71Uft27dnxYoVTsc2bdrEbbfd5vS6S5cuAHTt2pX33nuP2NhYIiIiSpwvMjKSJk2asH//fkaPHl3mNd9++22ysrLsw26bNm2qsK45OTl8/PHHLFu2jJUrV9KhQwfGjBnDp59+SqNGJT9/dxzyw7jQzJkzDVDuY8uWLU5fs3jxYhMZGVnheTt16nRBddq6dasBzLZt20q8d/ToUdO6dWtz5513Vnie7Oxsk5aWZn8cPnzYACYtLe2C6lWuq5ONiTtuTMvjNX9uqbrsFGM+GWJ9fDfD1bURkSJZWVnmp59+MllZWa6uSpWcOnXK9O/f37z99ttmx44dZv/+/eb//b//Z+Li4szYsWPt5QATExNj3nzzTbN7924zY8YM4+PjY3788UdjjDEZGRnmkksuMf369TPr1683+/fvN2vXrjX33XefOXz4sDHGmNdff90EBwebefPmmd27d5udO3eat956yzz33HPGGGPOnj1rYmJizC233GJ+/PFH8+mnn5rWrVsbwGzfvr3Mexg7dqyJi4szkydPNjt27Ki9D6vIr7/+arZv325mz55twsLCzPbt28327dvN2bNnSy1f3s9GWlpapdpvl/ZQTZw40WlFXWlatmxZN5Up0rVrV/z9/dmzZw9du3a1Hz927Bj9+/cnMTGR1157rcLzBAYGEhgYWJtVLaaNkeuXgCjwDYSCHPVQiUi1hYWF0bNnT1544QX27dtHXl4ezZo1Y/z48TzyyCNOZWfPns27777LPffcQ3x8PMuXL6d9+/aAdb7w+vXrefjhh7nxxhs5e/YsTZo0YcCAAfYeq3HjxhESEsIzzzzD3//+d0JDQ+nYsSP333+/vS4ff/wxd999N126dKF9+/Y89dRTDB8+vNx7mDp1KosWLcLPr27CjhkzZthXJgL2Xro1a9bQr1+/WrmmSwOqmJgYYmJiXFmFEn788Ufy8vJo3Lix/djRo0fp378/3bp1Y/Hixfj41KPARRsj1z8Wi3Ue1blD1lV+phAs+t6IyIUJDAxk7ty5zJ07t8KyF110EV988UWZ78fHxzsFGqUZNWoUo0aNKvP9Xr16lRiSMxXMrarrSeZLliwpdxFbbXCb3/KHDh0iKSmJQ4cOUVBQQFJSEklJSZw7V5znZ+/evSQlJXH8+HGysrLsZWz5NY4ePUrbtm3ZvHkzYJ0P9dhjj7F161YOHjzIZ599xogRI+jSpQt9+vQBrD1T/fr1o1mzZjz77LMkJydz/Phxjh+vJ/u0OW6MrPlT9YdtHlVhHuSkurYuIiJS69xmUnpluu/GjRvHunXrSpQ5cOAALVu2JC8vj927d5OZmQlAQEAAX331FS+++CLnzp2jWbNmDBkyhJkzZ9pXNHzxxRfs3buXvXv30rRpU6c6VRSR1wmnFX7KQVVvOK30O2ndkkZERDyWxdSLqMDzpaenExkZSVpaWqmrKy7Y93nwu6K9nMYGwz9q8Nxy4fZ/CLuKEtB2fhCa9HdtfUSE7OxsDhw4QEJCAkFBQa6ujtQj5f1sVLb91hiRu1PKhPpJqRNERLyKWmB3p6Se9VOwY7Z0BVQiIp5OLbC7S9XGyPWSYw9VlgIqERFPpxbY3aU4TIGL1qT0esM/FPyLtk5QD5WIiMdTQOXuNORXf9lW+mUnQ6ELdrIXEZE6oxbY3Smgqr9sw36m0BpUiYiIx1IL7O60yq/+CtZKPxHxfAcPHsRisVS4obGnUwvs7lKL5lAFAyGaQ1WvKHWCiNSQkydPctddd9G8eXMCAwOJj4/n+uuvZ+PGja6uWr3UsmVLLBaL02PKlCm1ek23yZQuZUjRPn71llb6iUgNGT58OHl5eSxdupSLL76YEydO8NVXX5GSkuLqqlXKkSNHaNKkCRZL3f3h/9hjjzF+/Hj767CwsFq9nlphd2ZMcUCl4b76xykXVT3Z+1FE3M6ZM2f45ptveOqpp+jfvz8tWrSgR48eTJ06lSFDhtjLWSwWXnnlFQYPHkxwcDAJCQm8//77Tuc6evQoN998M9HR0TRs2JBhw4Zx8OBBpzKLFy+mXbt2BAUF0bZtWxYuXOj0/ubNm+nSpQtBQUF0796d7du3V3gPjz76KBdffDEzZ85k//79F/5hVEF4eDjx8fH2hwIqKds5h42R1UNV/4TEFj/XkJ+IXKCwsDDCwsJYsWIFOTk55ZZ99NFHGT58ODt27ODPf/4zt9xyC7t27QIgMzOT/v37ExYWxvr16/nmm28ICwtj0KBB5ObmAvD6668zbdo05syZw65du/jHP/7Bo48+at9LNyMjg6FDh9KmTRu2bdvGrFmz+Nvf/lbhPcyfP59HH32UdevWcckll3D11Vfz5ptvcvbs2XLvuazH4MGDK7zmU089RcOGDencuTNz5syx32Nt0ZCfO9PGyPWbbyAERkNOqob8ROqzb+63/j+ta4HRcOW8Cov5+fmxZMkSxo8fz6uvvkrXrl3p27cvI0eO5PLLL3cqO2LECMaNGwfA448/zqpVq1iwYAELFy7k3XffxcfHhzfeeMM+9LZ48WKioqJYu3YtAwcO5PHHH+e5557jxhtvBCAhIYGffvqJRYsWMWbMGJYvX05BQQFvvfUWISEhdOjQgSNHjjBhwoRy7yE8PJyxY8cyduxYfv31V95++22efvpp7rvvPv74xz8yZswYrr32Wnu9KprgHhwcXO77kyZNomvXrkRHR7N582amTp3KgQMHeOONN8r9uupQQOXOWvjB/lhrtnTFU/VTcJz1F3VOKhTkWIMsEalfclIh+7Sra1Gu4cOHM2TIEL7++ms2btzIypUrefrpp3njjTe4/fbb7eUSExOdvi4xMdEenGzbto29e/cSHh7uVCY7O5t9+/aRnJzM4cOHufPOO53mHuXn5xMZGQnArl276NSpEyEhIWVesyItWrRg+vTpTJ8+naVLlzJx4kSWL19OamoqUVFRALRu3bpK5zzf5MmT7c8vv/xyoqOj+dOf/mTvtaoNCqjcXYgFQnxdXQspS0gcnPnZ+jzzJIQ3c219RKSkwGi3uG5QUBDXXXcd1113HTNmzGDcuHHMnDnTKaAqja3Xp7CwkG7durF8+fISZRo1akR2djZgHfbr2bOn0/u+vtZ2xhhT4mur6tSpU7z77rssW7aMpKQkBg8ezJgxY+xBG1Q8gfyqq67i888/r/Q1e/XqBcDevXsVUIm4pRCHielZxxVQidRHlRh2q4/at2/PihUrnI5t2rSJ2267zel1ly5dAOjatSvvvfcesbGxRERElDhfZGQkTZo0Yf/+/YwePbrMa7799ttkZWXZh902bdpUYV1zcnL4+OOPWbZsGStXrqRDhw6MGTOGTz/9lEaNGpUoX90hv/PZJs43bty4Sl9XFQqoRGqTknuKSDWdPn2aESNGMHbsWC6//HLCw8PZunUrTz/9NMOGDXMq+/7779O9e3euvPJKli9fzubNm3nzzTcBGD16NM888wzDhg3jscceo2nTphw6dIgPPviAhx56iKZNmzJr1izuu+8+IiIiGDx4MDk5OWzdupXU1FQeeOABRo0axbRp07jzzjuZPn06Bw8e5Nlnn63wHu655x4+/fRTRo0axdatW0vM/TpfdYb8Nm7cyKZNm+jfvz+RkZFs2bKFyZMn8/vf/57mzZtf8HkrZKROpKWlGcCkpaW5uipSl5KTjPlkiPXx4xuuro2IV8vKyjI//fSTycrKcnVVqiQ7O9tMmTLFdO3a1URGRpqQkBDTpk0bM336dJOZmWkvB5iXX37ZXHfddSYwMNC0aNHC/Otf/3I612+//WZuu+02ExMTYwIDA83FF19sxo8f79Q2LV++3HTu3NkEBASY6Ohoc/XVV5sPPvjA/v7GjRtNp06dTEBAgOncubP597//bQCzffv2Mu9hz549Ji8vr+Y+lHJs27bN9OzZ00RGRpqgoCDTpk0bM3PmTJORkVHm15T3s1HZ9ttiTA0MiEqF0tPTiYyMJC0trdSuVvFQuWlwfKN16C+sGQTVzti9iFQsOzubAwcOkJCQQFBQkKurU+MsFgsffvghf/jDH1xdFbdT3s9GZdtvDfmJ1KaASGg+yNW1EBGRWqZskCIiIiLVpB4qERERD6AZPK6lHioRERGRalJAJSIiIlJNCqhERMSraGhMzlcTPxMKqERExCv4+/sDkJmZ6eKaSH1j+5mw/YxcCE1KFxERr+Dr60tUVBQnT54EICQkxL7PnXgnYwyZmZmcPHmSqKgo+56FF0IBlYiIeI34eOv+mragSgQgKirK/rNxoRRQiYiI17BYLDRu3JjY2Fjy8vJcXR2pB/z9/avVM2WjgEpERLyOr69vjTSiIjaalC4iIiJSTQqoRERERKpJAZWIiIhINWkOVR2xJQ1LT093cU1ERESksmztdkXJPxVQ1ZGzZ88C0KxZMxfXRERERKrq7NmzREZGlvm+xSgHf50oLCzk2LFjhIeHVyqRXHp6Os2aNePw4cNERETUQQ3rF92/d98/6DPQ/Xv3/YM+g/py/8YYzp49y0UXXYSPT9kzpdRDVUd8fHxo2rRplb8uIiLCK/8j2ej+vfv+QZ+B7t+77x/0GdSH+y+vZ8pGk9JFREREqkkBlYiIiEg1KaCqpwIDA5k5cyaBgYGuropL6P69+/5Bn4Hu37vvH/QZuNv9a1K6iIiISDWph0pERESkmhRQiYiIiFSTAioRERGRalJAJSIiIlJNCqhq2KxZs7BYLE6P+Ph4+/sffPAB119/PTExMVgsFpKSkio85wcffED37t2JiooiNDSUzp078/bbb5cot3DhQhISEggKCqJbt258/fXXNXlrleKq+1+/fj033HADF110ERaLhRUrVtTwnVWOq+5/7ty5XHHFFYSHhxMbG8sf/vAHdu/eXdO3Vymu+gxeeeUVLr/8cnsSwMTERD7//POavr0KufJ3gM3cuXOxWCzcf//9NXBHVeOq+6/ounXJlT8DR48e5c9//jMNGzYkJCSEzp07s23btpq8vQq56v5btmxZ4roWi4V77723pm+xVMqUXgs6dOjAl19+aX/t6+trf56RkUGfPn0YMWIE48ePr9T5GjRowLRp02jbti0BAQF88skn3HHHHcTGxnL99dcD8N5773H//fezcOFC+vTpw6JFixg8eDA//fQTzZs3r9kbrIAr7j8jI4NOnTpxxx13MHz48Jq9oSpyxf2vW7eOe++9lyuuuIL8/HymTZvGwIED+emnnwgNDa3ZG6wEV3wGTZs25cknn6R169YALF26lGHDhrF9+3Y6dOhQg3dXMVfcv82WLVt47bXXuPzyy2vmZi6Aq+6/vOvWNVd8BqmpqfTp04f+/fvz+eefExsby759+4iKiqrRe6sMV9z/li1bKCgosH/NDz/8wHXXXceIESNq6K4qYKRGzZw503Tq1KnCcgcOHDCA2b59+wVdp0uXLmb69On21z169DB33323U5m2bduaKVOmXND5L5Sr7t8RYD788MMLOm911Yf7N8aYkydPGsCsW7fugs5fHfXlMzDGmOjoaPPGG29c0PkvlCvv/+zZs+aSSy4xq1atMn379jWTJk26oHNXh6vuv7LXrQuu+gwefvhhc+WVV17QuWpSffkdMGnSJNOqVStTWFh4QeevKg351YI9e/Zw0UUXkZCQwMiRI9m/f3+NndsYw1dffcXu3bu5+uqrAcjNzWXbtm0MHDjQqezAgQPZsGFDjV27sur6/uub+nD/aWlpgPWvOldw9WdQUFDAu+++S0ZGBomJiTV27cpy1f3fe++9DBkyhGuvvbbGrnchXHX/tXndqnLFZ/DRRx/RvXt3RowYQWxsLF26dOH111+vsetWhat/B+Tm5vLPf/6TsWPHYrFYauzaFVVMatBnn31m/u///s/s3LnT/ldiXFycOXXqlFO5qkbmZ86cMaGhocbPz88EBgaaN9980/7e0aNHDWC+/fZbp6+ZM2eOufTSS6t9T1Xhivs/Hy7soaoP919YWGhuuOEGl/2l6srPYOfOnSY0NNT4+vqayMhI8+mnn9bELVWJq+7/X//6l7nssstMVlaWMca4rIfKVfdf2evWBVd9BoGBgSYwMNBMnTrVfP/99+bVV181QUFBZunSpTV1a5VSH34Pvvfee8bX19ccPXq0OrdSJQqoatm5c+dMXFycee6555yOV/UHqaCgwOzZs8ds377dPPvssyYyMtKsWbPGGFMcUG3YsMHpa5544gnTpk2bmriNC1YX938+VwZU53PF/d9zzz2mRYsW5vDhw9Wsfc2oy88gJyfH7Nmzx2zZssVMmTLFxMTEmB9//LGG7uTC1MX9Hzp0yMTGxpqkpCR7eVcFVOdzxf+B8q7rCnX1Gfj7+5vExESnr/nrX/9qevXqVd1bqBZX/AwMHDjQDB06tJo1rxpNSq9loaGhdOzYkT179lTrPD4+PvbJtp07d2bXrl3MnTuXfv36ERMTg6+vL8ePH3f6mpMnTxIXF1et61ZXXdx/fVbX9//Xv/6Vjz76iPXr19O0adNqXbOm1OVnEBAQYC/TvXt3tmzZwosvvsiiRYuqde3qqIv737ZtGydPnqRbt2728gUFBaxfv56XXnqJnJwcl03QdtXvgJq6bk2oq8+gcePGtG/f3ulr2rVrx7///e9qXbe66vpn4Ndff+XLL7/kgw8+qNb1qly/Or2aF8rJyWHXrl00bty4Rs9rjCEnJwewNiLdunVj1apVTmVWrVpF7969a/S6VVUX91+f1dX9G2OYOHEiH3zwAatXryYhIaFGr1cdrvwZqA8/J3Vx/wMGDOB///sfSUlJ9kf37t0ZPXo0SUlJLl3t5qrvf21d90LU1WfQp0+fEulSfvnlF1q0aFGj162quv4ZWLx4MbGxsQwZMqRGr1cR9VDVsL/97W/ccMMNNG/enJMnT/LEE0+Qnp7OmDFjAEhJSeHQoUMcO3YMwP7DHx8fb8/Tcdttt9GkSRPmzp0LWHPKdO/enVatWpGbm8tnn33GsmXLeOWVV+zXfeCBB7j11lvp3r07iYmJvPbaaxw6dIi77767Lm/fZfd/7tw59u7da3994MABkpKSaNCgQZ2mjXDV/d9777288847/Oc//yE8PNzeWxkZGUlwcHCd3T+47jN45JFHGDx4MM2aNePs2bO8++67rF27lpUrV9bl7bvk/sPDw7nsssuc6hEaGkrDhg1LHK9trvr+V3TduuSqz2Dy5Mn07t2bf/zjH9x0001s3ryZ1157jddee60ub99l9w9QWFjI4sWLGTNmDH5+dRzi1OkAoxe4+eabTePGjY2/v7+56KKLzI033ug0h2Px4sUGKPGYOXOmvUzfvn3NmDFj7K+nTZtmWrdubYKCgkx0dLRJTEw07777bolrv/zyy6ZFixYmICDAdO3a1SVL5l11/2vWrCn1vI7nqQuuuv/SzgmYxYsX1/Idl+Sqz2Ds2LH2n/9GjRqZAQMGmC+++KK2b7cEV/4OcOSqOVSuuv+KrluXXPkz8PHHH5vLLrvMBAYGmrZt25rXXnutNm+1VK68///+978GMLt3767NWyyVxRhjajZEExEREfEumkMlIiIiUk0KqERERESqSQGViIiISDUpoBIRERGpJgVUIiIiItWkgEpERESkmhRQiYiIiFSTAioRERGRalJAJSJSRQUFBfTu3Zvhw4c7HU9LS6NZs2ZMnz7dRTUTEVdRpnQRkQuwZ88eOnfuzGuvvcbo0aMB6/5jO3bsYMuWLQQEBLi4hiJSlxRQiYhcoPnz5zNr1ix++OEHtmzZwogRI9i8eTOdO3d2ddVEpI4poBIRuUDGGK655hp8fX353//+x1//+lcN94l4KQVUIiLV8PPPP9OuXTs6duzI999/j5+fn6urJCIuoEnpIiLV8NZbbxESEsKBAwc4cuSIq6sjIi6iHioRkQu0ceNGrr76aj7//HOefvppCgoK+PLLL7FYLK6umojUMfVQiYhcgKysLMaMGcNdd93FtddeyxtvvMGWLVtYtGiRq6smIi6ggEpE5AJMmTKFwsJCnnrqKQCaN2/Oc889x0MPPcTBgwddWzkRqXMa8hMRqaJ169YxYMAA1q5dy5VXXun03vXXX09+fr6G/kS8jAIqERERkWrSkJ+IiIhINSmgEhEREakmBVQiIiIi1aSASkRERKSaFFCJiIiIVJMCKhEREZFqUkAlIiIiUk0KqERERESqSQGViIiISDUpoBIRERGpJgVUIiIiItWkgEpERESkmv4/lkzMsjTsfVYAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP BOJADOR\n",
+      "107      9.125173\n",
+      "219      9.125173\n",
+      "443      9.125173\n",
+      "555      9.125173\n",
+      "331      9.125173\n",
+      "           ...   \n",
+      "21611    4.946552\n",
+      "21163    4.946552\n",
+      "21275    4.946552\n",
+      "21051    4.946552\n",
+      "21723    4.773715\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUEOTEC\n",
+      "246      9.205023\n",
+      "134      9.205023\n",
+      "22       9.205023\n",
+      "358      9.205023\n",
+      "470      9.744057\n",
+      "           ...   \n",
+      "18166    9.562865\n",
+      "20966    9.562865\n",
+      "21302    9.562865\n",
+      "18278    9.562865\n",
+      "20854    9.562865\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SYLVANNA\n",
+      "1515     60.544587\n",
+      "1067     60.544587\n",
+      "171      60.544587\n",
+      "283      60.544587\n",
+      "1627     60.544587\n",
+      "           ...    \n",
+      "21227    60.259780\n",
+      "21339    60.271527\n",
+      "21451    60.271527\n",
+      "21563    60.278705\n",
+      "21675    60.286835\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FV FERREIRA MARTINEZ\n",
+      "4327     49.745077\n",
+      "3767     49.745077\n",
+      "4887     49.745077\n",
+      "10711    49.745077\n",
+      "6119     49.745077\n",
+      "           ...    \n",
+      "16759    50.525938\n",
+      "14519    50.525938\n",
+      "14183    50.525938\n",
+      "20455    50.525938\n",
+      "21575    50.525938\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SIEMPRE VIRIATO\n",
+      "26       43.569783\n",
+      "138      43.569783\n",
+      "250      43.569807\n",
+      "362      43.569823\n",
+      "474      43.569772\n",
+      "           ...    \n",
+      "16938    43.569805\n",
+      "18506    43.569805\n",
+      "18730    43.569805\n",
+      "18282    43.569805\n",
+      "19514    43.569805\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LARCHE\n",
+      "5574     50.456167\n",
+      "1206     50.456167\n",
+      "6918     50.456167\n",
+      "6470     50.456167\n",
+      "10166    50.456167\n",
+      "           ...    \n",
+      "21254    50.723833\n",
+      "21366    50.723833\n",
+      "21478    50.723833\n",
+      "21590    50.723833\n",
+      "21702    50.723833\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MELODIE\n",
+      "5037     51.494302\n",
+      "7837     51.494302\n",
+      "2573     51.494302\n",
+      "3133     51.494302\n",
+      "7725     51.494302\n",
+      "           ...    \n",
+      "20717    51.296397\n",
+      "19933    51.296397\n",
+      "20381    51.296397\n",
+      "21613    51.346780\n",
+      "21725    51.346780\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LOIRA\n",
+      "2614     42.231115\n",
+      "2390     42.231115\n",
+      "38       42.231115\n",
+      "4406     42.231115\n",
+      "374      42.231115\n",
+      "           ...    \n",
+      "13590    42.231127\n",
+      "21542    42.231127\n",
+      "21430    42.231127\n",
+      "11686    42.231127\n",
+      "11574    42.231127\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANTONIO MARIA\n",
+      "1547     58.612692\n",
+      "5579     58.612692\n",
+      "763      58.612692\n",
+      "3899     58.612692\n",
+      "427      58.612692\n",
+      "           ...    \n",
+      "18459    60.250822\n",
+      "19355    60.250822\n",
+      "19019    60.250822\n",
+      "21259    60.250822\n",
+      "20587    60.250822\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CUCA\n",
+      "536      60.629035\n",
+      "1320     60.629035\n",
+      "984      60.629035\n",
+      "88       60.629035\n",
+      "312      60.629035\n",
+      "           ...    \n",
+      "20360    60.652320\n",
+      "21368    60.556642\n",
+      "21592    60.556642\n",
+      "21480    60.556642\n",
+      "21704    60.556642\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE ANDRE\n",
+      "16596    42.800027\n",
+      "916      42.800027\n",
+      "9540     42.800027\n",
+      "692      42.800027\n",
+      "2484     42.800027\n",
+      "           ...    \n",
+      "4724     42.800027\n",
+      "3828     42.800027\n",
+      "21076    42.800027\n",
+      "9764     42.800027\n",
+      "2596     42.800027\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANNE ANTOINE 2\n",
+      "4658     43.400325\n",
+      "2754     43.400325\n",
+      "290      43.400325\n",
+      "4322     43.400325\n",
+      "738      43.400325\n",
+      "           ...    \n",
+      "15410    43.400330\n",
+      "13730    43.400330\n",
+      "12386    43.400330\n",
+      "13618    43.400330\n",
+      "19778    43.400330\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE RESSAC\n",
+      "2396     49.769508\n",
+      "1276     49.769508\n",
+      "1612     49.769508\n",
+      "940      49.769508\n",
+      "380      49.769508\n",
+      "           ...    \n",
+      "21212    45.597995\n",
+      "21324    45.523685\n",
+      "21436    45.464523\n",
+      "21548    45.462233\n",
+      "21660    45.462233\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V R0NSARD\n",
+      "214      49.003715\n",
+      "886      49.003715\n",
+      "1222     49.003715\n",
+      "998      49.003715\n",
+      "326      49.003715\n",
+      "           ...    \n",
+      "21494    51.644960\n",
+      "17014    51.644960\n",
+      "18358    51.644960\n",
+      "21718    51.644960\n",
+      "20934    51.644960\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE CROTELLOIS\n",
+      "1537     50.531713\n",
+      "193      50.531713\n",
+      "81       50.531713\n",
+      "977      50.531713\n",
+      "417      50.531713\n",
+      "           ...    \n",
+      "21249    50.061638\n",
+      "21361    50.061618\n",
+      "21473    50.061672\n",
+      "21585    50.061620\n",
+      "21697    50.061615\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V YANNICK\n",
+      "6172     51.309705\n",
+      "8300     51.309705\n",
+      "6956     51.309705\n",
+      "7740     51.309705\n",
+      "4380     51.309705\n",
+      "           ...    \n",
+      "21180    51.880063\n",
+      "21292    51.856545\n",
+      "21404    51.834153\n",
+      "21516    51.810807\n",
+      "21628    51.786900\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BRESSAY-BANK PAIR TR\n",
+      "473      61.686193\n",
+      "249      61.686193\n",
+      "137      61.686193\n",
+      "361      61.686193\n",
+      "697      61.686193\n",
+      "           ...    \n",
+      "21193    61.735527\n",
+      "21417    61.735527\n",
+      "21305    61.735527\n",
+      "21529    61.735527\n",
+      "21641    61.735527\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP SAINT GEORGES\n",
+      "50       61.636562\n",
+      "162      61.636562\n",
+      "386      61.636562\n",
+      "274      61.636562\n",
+      "498      61.636562\n",
+      "           ...    \n",
+      "21218    57.670363\n",
+      "21330    57.665848\n",
+      "21442    57.664508\n",
+      "21554    57.665725\n",
+      "21666    57.667018\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE STIFF\n",
+      "3449     43.352687\n",
+      "1433     43.352687\n",
+      "2217     43.352687\n",
+      "5353     43.352687\n",
+      "2441     43.352687\n",
+      "           ...    \n",
+      "14873    43.352677\n",
+      "9049     43.352677\n",
+      "18121    43.352677\n",
+      "10393    43.352677\n",
+      "17673    43.352677\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V SILURE\n",
+      "11991    43.680747\n",
+      "2471     43.680747\n",
+      "14455    43.680747\n",
+      "5831     43.680747\n",
+      "4152     43.680747\n",
+      "           ...    \n",
+      "21399    44.222570\n",
+      "21623    44.222570\n",
+      "21511    44.222570\n",
+      "21287    44.222570\n",
+      "21175    44.222570\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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rrrkGsB15qVevHt9//z1xcXF4eBT9V9nZO6G/++67BAQE4OPjQ7169Qo81XcxfvzxRx577DH69etHTEwMwcHB7N27l08++YR58+YxYMCAfEf3li9fzqBBg7jjjjvYvn07w4cPp3bt2jz88MMA+Pv7M2nSJAYOHMjBgwe5/fbbCQ0NZd++faxevZp9+/bx9ttvA7afWceOHbn22mt56KGHiIyM5MiRI2zatIk5c+bYbzL7+OOPM3nyZG666Saee+45atSowfTp0+2hr7Rdc8013H///dx7770sX76cTp06UaVKFXbt2sUvv/xC8+bNeeihh2jcuDENGjRg6NChGGOoVq0ac+bMsc+P+7vCfk8DAgJKVGtgYCCdOnVi4sSJhISEEBkZyeLFi0lOTi70BqIX+hlKJeXcOfEiFUdhV/k1bdq0wPFLliwxHTp0MH5+fqZ69epm0KBB5tdffzWAmTJlin1cQbdNMMZ2tVLnzp1NYGCg8fb2NhEREeb22293uKzeGNsVVz169DBWq9V4e3ubBg0amCFDhjiMGTZsmKlVq5Zxc3NzuOrr9OnTZvz48aZRo0bG09PThISEmLvvvtts37692Nt51qJFiwxgXnjhhSLHne+rr74ygOnatatDf0JCggHM66+/nm8ZzrvKzxhjXn31VVOvXj3j7u7usI8Lq33gwIH5bgVwvu3bt5sRI0aYa665xoSFhRkPDw8TEBBg2rVrZyZNmmROnTplH3v2CrHvv//e9O/f31StWtX4+vqaG2+80WzcuDHfuhcvXmxuuukmU61aNePp6Wlq165tbrrpJvPZZ585jNuyZYu57777TO3atY2np6epXr26iYmJyXfF2bp160zXrl2Nj4+PqVatmomPj7fv2+Je5Zeenl7g+zfddFOB+2ry5MmmXbt2pkqVKsbX19c0aNDADBgwwCxfvjxfXQEBASYoKMjccccd5q+//irwZ1jY72lERIS56aab8n0+YB555JF8+wswEydOtPdlZGSY2267zQQFBZmAgADTvXt3s2bNGhMREWEGDhyYbz8U92colYvFGGMuf4wTkeIaMmQI06ZNc7jRoSt64oknePvtt9m+fXuJjwy5og8++IB7772X9PT0Aid2S/mnn6EURaf8RMqpvXv3kpqayhdffEGHDh2cXc4lS0tL448//uCtt97igQceqJRhSkQqPgUqkXLqm2++ITExkfbt2/Paa685u5xL1qFDB/z8/OjZsyfPPfecs8sRESkTOuUnIiIiUkK6bYKIiIhICSlQiYiIiJSQApWIiIhICWlS+mWSl5fHzp07CQgIKPQRHSIiIlK+GGM4cuQItWrVsj8rtSAKVJfJzp07CQ8Pd3YZIiIicgm2b99e5MPmFaguk7OPR9i+fTuBgYFOrkZERESKIysri/Dw8As+5kiB6jI5e5ovMDBQgUpERMTFXGi6jiali4iIiJSQApWIiIhICSlQiYiIiJSQ5lCJiEilc/r0aXJzc51dhpQDnp6euLu7l3g9ClQiIlJpGGPYvXs3hw8fdnYpUo5UrVqVsLCwEt0nUoFKREQqjbNhKjQ0FD8/P91ouZIzxnD8+HH27t0LQM2aNS95XQpUIiJSKZw+fdoepoKDg51djpQTvr6+AOzdu5fQ0NBLPv2nSekiIlIpnJ0z5efn5+RKpLw5+ztRknl1ClQiIlKp6DSfnK80ficUqERERERKSIFKRERELtnWrVuxWCysWrXK2aU4lQKViIhIObd3714eeOAB6tati7e3N2FhYcTGxpKamurs0sqlQ4cO0b9/f6xWK1arlf79+5f5rTIUqFxZhoF2p8HvNNxx2tnViIhIGbnttttYvXo1U6dO5Y8//iAlJYXrr7+egwcPOru0YsnIyMAYc9k+r2/fvqxatYp58+Yxb948Vq1aRf/+/cv0MxWoXFkGsALIAWY7uRYRESkThw8f5pdffmH8+PF07tyZiIgI2rZty7Bhw7jpppvs4ywWC2+//TY9evTA19eXevXq8dlnnzmsa8eOHdx1110EBQURHBzMLbfcwtatWx3GTJkyhejoaHx8fGjcuDFvvfWWw/vLli2jdevW+Pj4cNVVV7Fy5coLbkNSUhL169dn5MiRbN68+dJ3RjGsX7+eefPm8f7779OhQwc6dOjAe++9x9dff82GDRvK7HMVqFzZVcAVZ/48XFetiIhURP7+/vj7+/Pll1+SnZ1d5NikpCT70ay7776bPn36sH79egCOHz9O586d8ff356effuKXX37B39+f7t27k5OTA8B7773H8OHDGTt2LOvXr+f5558nKSmJqVOnAnDs2DF69uxJVFQUK1asYNSoUTz55JMX3IbXX3+dpKQkFi9ezBVXXEGnTp1ITk7myJEjRW5zYa8ePXoU+lmpqalYrVbatWtn72vfvj1Wq5UlS5ZcsNZLZlzAjz/+aIACX8uWLSty2XXr1pmbb77ZBAYGGn9/f9OuXTuzbds2+/snT540iYmJJjg42Pj5+Zmbb77ZbN++3WEdBw8eNHfffbcJDAw0gYGB5u677zaHDh26qG3IzMw0gMnMzLyo5S5ob54xC/KMOZ1XuusVEalgTpw4YdatW2dOnDjh+EbbU8bUdcKr7ali1/7555+boKAg4+PjY2JiYsywYcPM6tWrHcYA5sEHH3Toa9eunXnooYeMMcYkJyebqKgok5d37vsiOzvb+Pr6mu+++84YY0x4eLj5+OOPHdbx7LPPmg4dOhhjjPnvf/9rqlWrZo4dO2Z//+233zaAWblyZbG2ZevWrebZZ581jRo1Mn5+fqZfv37m+++/d6hr48aNRb4yMjIKXf/YsWPNFVdcka//iiuuMM8//3yByxT6u2GK//3tEndKj4mJYdeuXQ59SUlJLFiwgKuuuqrQ5f788086duxIfHw8o0ePxmq1sn79enx8fOxjHn/8cebMmcOMGTMIDg7miSeeoGfPnqxYscJ+t9S+ffuSkZHBvHnzALj//vvp378/c+bMKYOtvUjVLXCDs4sQEXFhu4Edzi6iaLfddhs33XQTP//8M6mpqcybN48JEybw/vvvc88999jHdejQwWG5Dh062K++W7FiBZs2bSIgIMBhzMmTJ/nzzz/Zt28f27dvJz4+noSEBPv7p06dwmq1ArbTaS1btnS4Oer5n3khERERjBgxghEjRjB16lQSExOZPn06hw4domrVqgA0bNjwotZ5voLuK2WMKdN7kLlEoPLy8iIsLMzezs3NJSUlhcTExCJ3zvDhw7nxxhuZMGGCva9+/fr2P2dmZpKcnMy0adPo0qULAB999BHh4eEsWLCA2NhY+7nYtLQ0++HD9957jw4dOrBhwwaioqJKe3NFRORyCrvwkPLwuT4+PnTt2pWuXbvyzDPPMGjQIEaOHOkQqApy9nsyLy+PK6+8kunTp+cbU716dU6ePAnYvuP+froMsB9gMKUwsXz//v3MmDGDDz/8kFWrVtGjRw8GDhxoD21gO+VXlGuvvZZvv/22wPfCwsLYs2dPvv59+/ZRo0aNkhVfBJcIVOdLSUlh//79Rf4S5eXlMXfuXJ5++mliY2NZuXIl9erVY9iwYfzzn/8EbGk9NzeXbt262ZerVasWzZo1Y8mSJfZLUos6F1tYoMrOznY4152VlVWyjRYRkbKx9NKe3eZsTZo04csvv3ToS0tLY8CAAQ7t1q1bA9CmTRtmzpxJaGgogYGB+dZntVqpXbs2mzdvpl+/foV+5rRp0zhx4oT9GXhpaWkXrDU7O5s5c+bw4YcfMm/ePJo2bcrAgQOZO3cu1atXzzf+Qve0OvvZBenQoQOZmZksW7aMtm3bArB06VIyMzOJiYm5YK2XrMgTguVUjx49TI8ePYocs2vXLgMYPz8/8/LLL5uVK1eacePGGYvFYhYtWmSMMWb69OnGy8sr37Jdu3Y1999/vzHm0s7FGmPMyJEjC5zzVepzqEREpFiKmidTnu3fv9907tzZTJs2zaxevdps3rzZfPrpp6ZGjRrmvvvus48DTEhIiElOTjYbNmwwzzzzjHFzczNr1641xhhz7Ngxc8UVV5jrr7/e/PTTT2bz5s1m0aJFZvDgwfa5w++9957x9fU1r776qtmwYYP53//+ZyZPnmxeeuklY4wxR44cMSEhIaZPnz5m7dq1Zu7cuaZhw4YXnEN13333mRo1apghQ4bkm/tVFrp3725atGhhUlNTTWpqqmnevLnp2bNnoeNLYw6VUwNVYaHj76/09HSHZbZv327c3NzM559/XuS6d+zYYQDTp08fh/6bb77Z9O7d2xhTeKDq0qWLeeCBB4wxtkDVqFGjfGMaNmxoxo0bV+jnnzx50mRmZtpf27dvV6ASEXEiVw1UJ0+eNEOHDjVt2rQxVqvV+Pn5maioKDNixAhz/Phx+zjAvPnmm6Zr167G29vbREREmE8++cRhXbt27TIDBgwwISEhxtvb29SvX98kJCQ4fDdNnz7dtGrVynh5eZmgoCDTqVMn88UXX9jfT01NNS1btjReXl6mVatWZtasWRcMVBs3bjS5ubmlt1Mu4MCBA6Zfv34mICDABAQEmH79+hV5MZnLT0pPTEykd+/eRY6JjIx0aE+ZMoXg4GDi4uKKXC4kJAQPDw+aNGni0B8dHc0vv/wC2M6z5uTkcOjQIYKCguxj9u7daz8seKnnYr29vfH29i6yRhERkQvx9vZm3LhxjBs37oJja9Wqxffff1/o+2FhYfZbIBSmb9++9O3bt9D327dvn++UnLnA3KqSTjK/WNWqVeOjjz66rJ/p1EAVEhJCSEhIsccbY5gyZQoDBgzA09OzyLFeXl5cffXV+W7i9ccffxAREQHAlVdeiaenJ/Pnz+fOO+8EYNeuXaxZs8Y+kd1p52JFRETEZbjUpPSFCxeyZcsW4uPjC3y/cePGjBs3jl69egHw1FNPcdddd9GpUyc6d+7MvHnzmDNnDosWLQJsE/Di4+N54oknCA4Oplq1ajz55JM0b97cftVfdHQ03bt3JyEhgf/+97+A7bYJZ29sJiIiIuJSgSo5OZmYmBiio6MLfH/Dhg1kZmba27169eKdd95h3LhxDB48mKioKGbNmkXHjh3tY1555RU8PDy48847OXHiBDfccAMffPCB/RJRgOnTpzN48GD71YBxcXG88cYbZbSVIiIiF+9Cp92kbFmMfgKXRVZWFlarlczMzAIvVxURkbJ18uRJtmzZQr169Rxu8CxS1O9Gcb+/9Sw/ERERkRJSoBIREREpIQUqERERkRJSoBIREREpIQUqERERkRJSoBIREZFLtnXrViwWywUfaFzRKVCJiIiUc3v37uWBBx6gbt26eHt7ExYWRmxsLKmpqc4urVyKjIzEYrE4vIYOHVqmn+lSN/YUERGpjG677TZyc3OZOnUq9evXZ8+ePfzwww8cPHjQ2aUVS0ZGBrVr18ZisVy2zxwzZgwJCQn2tr+/f5l+no5QiYiIlGOHDx/ml19+Yfz48XTu3JmIiAjatm3LsGHDuOmmm+zjLBYLb7/9Nj169MDX15d69erx2WefOaxrx44d3HXXXQQFBREcHMwtt9zC1q1bHcZMmTKF6OhofHx8aNy4MW+99ZbD+8uWLaN169b4+Phw1VVXsXLlygtuQ1JSEvXr12fkyJFs3rz50nfGRQgICCAsLMz+UqASERGpxPz9/fH39+fLL78kOzu7yLFJSUncdtttrF69mrvvvps+ffqwfv16AI4fP07nzp3x9/fnp59+4pdffsHf35/u3buTk5MDwHvvvcfw4cMZO3Ys69ev5/nnnycpKYmpU6cCcOzYMfuzbFesWMGoUaN48sknL7gNr7/+OklJSSxevJgrrriCTp06kZyczJEjR4rc5sJePXr0uOBnjh8/nuDgYFq1asXYsWPt21hW9OiZy0SPnhERca5CHy+y/AHIccKpM69qcNV/izV01qxZJCQkcOLECdq0acN1111H7969adGihX2MxWLhwQcf5O2337b3tW/fnjZt2vDWW28xefJkJkyYwPr16+2n3nJycqhatSpffvkl3bp1o27duowfP54+ffrY1/Hcc8/xzTffsGTJEt59912GDRvG9u3b8fPzA+Cdd97hoYceYuXKlbRq1eqC27Jt2zamTZvGtGnTyMjIoFevXgwcOJAuXbrY69q0aVOR6/D19aV27dqFvv/KK6/Qpk0bgoKCWLZsGcOGDeOWW27h/fffL3B8aTx6RnOoRESkcss5CDn7nV1FkW677TZuuukmfv75Z1JTU5k3bx4TJkzg/fff55577rGP69Chg8NyHTp0sF99t2LFCjZt2kRAQIDDmJMnT/Lnn3+yb98+tm/fTnx8vMPco1OnTmG1WgFYv349LVu2tIepgj7zQiIiIhgxYgQjRoxg6tSpJCYmMn36dA4dOkTVqlUBaNiw4UWt83xDhgyx/7lFixYEBQVx++23249alQUFKhERqdy8qrnE5/r4+NC1a1e6du3KM888w6BBgxg5cqRDoCrI2aM+eXl5XHnllUyfPj3fmOrVq3Py5EnAdtqvXbt2Du+7u7sDUBontfbv38+MGTP48MMPWbVqFT169GDgwIH20AYXnkB+7bXX8u233xb7M9u3bw/YjnwpUImIiJSFYp52K2+aNGnCl19+6dCXlpbGgAEDHNqtW7cGoE2bNsycOZPQ0NACT11ZrVZq167N5s2b6devX6GfOW3aNE6cOIGvr6/9My4kOzubOXPm8OGHHzJv3jyaNm3KwIEDmTt3LtWrV883/kL3tDr72cV1duJ8zZo1L2q5i6FAJSIiUo4dOHCAO+64g/vuu48WLVoQEBDA8uXLmTBhArfccovD2M8++4yrrrqKjh07Mn36dJYtW0ZycjIA/fr1Y+LEidxyyy2MGTOGOnXq8Ndff/HFF1/w1FNPUadOHUaNGsXgwYMJDAykR48eZGdns3z5cg4dOsS//vUv+vbty/Dhw4mPj2fEiBFs3bqVF1988YLb8PDDDzN37lz69u3L8uXLHeZ+FaQkp/xSU1NJS0ujc+fOWK1W0tPTGTJkCHFxcdStW/eS13tBRi6LzMxMA5jMzExnlyIiUimdOHHCrFu3zpw4ccLZpVyUkydPmqFDh5o2bdoYq9Vq/Pz8TFRUlBkxYoQ5fvy4fRxg3nzzTdO1a1fj7e1tIiIizCeffOKwrl27dpkBAwaYkJAQ4+3tberXr28SEhIcvpumT59uWrVqZby8vExQUJDp1KmT+eKLL+zvp6ammpYtWxovLy/TqlUrM2vWLAOYlStXFroNGzduNLm5uaW3U4qwYsUK065dO2O1Wo2Pj4+JiooyI0eONMeOHSt0maJ+N4r7/a2r/C4TXeUnIuJcRV3JVRFYLBZmz57NP//5T2eX4nJK4yo/3YdKREREpIQUqERERERKSJPSRUREKgDN4HEuHaESERERKSEFKhERqVR0JEfOVxq/EwpUIiJSKXh6egK2hwSL/N3Z34mzvyOXQnOoRESkUnB3d6dq1ars3bsXAD8/P/tjWaRyMsZw/Phx9u7dS9WqVe2P2LkUClQiIlJphIWFAdhDlQhA1apV7b8bl0qBSkREKg2LxULNmjUJDQ0lNzfX2eVIOeDp6VmiI1NnKVCJiEil4+7uXipfoiJnaVK6iIiISAkpUImIiIiUkAKViIiISAkpUImIiIiUkEsEqkWLFmGxWAp8paenF7ns+vXriYuLw2q1EhAQQPv27fnrr78AOHjwII8++ihRUVH4+flRt25dBg8eTGZmpsM6IiMj833u0KFDy2x7RURExLW4xFV+MTEx7Nq1y6EvKSmJBQsWcNVVVxW63J9//knHjh2Jj49n9OjRWK1W1q9fj4+PDwA7d+5k586dvPjiizRp0oRt27bx4IMPsnPnTj7//HOHdY0ZM4aEhAR729/fvxS3UERERFyZSwQqLy8vhxtu5ebmkpKSQmJiYpF3uR0+fDg33ngjEyZMsPfVr1/f/udmzZoxa9Yse7tBgwaMHTuWu+++m1OnTuHhcW73BAQElPimXyIiIlIxucQpv/OlpKSwf/9+7rnnnkLH5OXlMXfuXBo1akRsbCyhoaG0a9eOL7/8ssh1Z2ZmEhgY6BCmAMaPH09wcDCtWrVi7Nix5OTkFLme7OxssrKyHF4iIiJSMblkoEpOTiY2Npbw8PBCx+zdu5ejR4/ywgsv0L17d77//nt69erFrbfeyuLFiwtc5sCBAzz77LM88MADDv2PPfYYM2bM4McffyQxMZFXX32Vhx9+uMgax40bh9Vqtb+KqlVERERcm8UYY5z14aNGjWL06NFFjklPT3eYJ5WRkUFERASffvopt912W6HL7dy5k9q1a9OnTx8+/vhje39cXBxVqlThk08+cRiflZVFt27dCAoKIiUlpcgnTs+aNYvbb7+d/fv3ExwcXOCY7OxssrOzHdYfHh5uPwImIiIi5V9WVhZWq/WC399OnUOVmJhI7969ixwTGRnp0J4yZQrBwcHExcUVuVxISAgeHh40adLEoT86OppffvnFoe/IkSN0794df39/Zs+eXWSYAmjfvj0AmzZtKjRQeXt74+3tXeR6REREpGJwaqAKCQkhJCSk2OONMUyZMoUBAwZcMPR4eXlx9dVXs2HDBof+P/74g4iICHs7KyuL2NhYvL29SUlJsV8BWJSVK1cCULNmzWLXLiIiIhWXS1zld9bChQvZsmUL8fHxBb7fuHFjxo0bR69evQB46qmnuOuuu+jUqROdO3dm3rx5zJkzh0WLFgG2I1PdunXj+PHjfPTRRw6Tx6tXr467uzupqamkpaXRuXNnrFYr6enpDBkyhLi4OOrWrXtZtltERETKN5cKVMnJycTExBAdHV3g+xs2bHC4KWevXr145513GDduHIMHDyYqKopZs2bRsWNHAFasWMHSpUsBaNiwocO6tmzZQmRkJN7e3sycOZPRo0eTnZ1NREQECQkJPP3002W0lSIiIuJqnDopvTIp7qQ2ERERKT+K+/3tkrdNEBERESlPFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEFKhERERESkiBSkRERKSEXCJQLVq0CIvFUuArPT29yGXXr19PXFwcVquVgIAA2rdvz19//WV///rrr8+3zt69ezus49ChQ/Tv3x+r1YrVaqV///4cPny4LDZVREREXJCHswsojpiYGHbt2uXQl5SUxIIFC7jqqqsKXe7PP/+kY8eOxMfHM3r0aKxWK+vXr8fHx8dhXEJCAmPGjLG3fX19Hd7v27cvGRkZzJs3D4D777+f/v37M2fOnJJumoiIiFQALhGovLy8CAsLs7dzc3NJSUkhMTERi8VS6HLDhw/nxhtvZMKECfa++vXr5xvn5+fnsP6/W79+PfPmzSMtLY127doB8N5779GhQwc2bNhAVFTUpW6WiIiIVBAuccrvfCkpKezfv5977rmn0DF5eXnMnTuXRo0aERsbS2hoKO3atePLL7/MN3b69OmEhITQtGlTnnzySY4cOWJ/LzU1FavVag9TAO3bt8dqtbJkyZJCPz87O5usrCyHl4hcRnk5zq5ARCoRlwxUycnJxMbGEh4eXuiYvXv3cvToUV544QW6d+/O999/T69evbj11ltZvHixfVy/fv345JNPWLRoEUlJScyaNYtbb73V/v7u3bsJDQ3Nt/7Q0FB2795d6OePGzfOPufKarUWWauIlLJDK2Hp3ZC13tmViEgl4dRANWrUqEInm599LV++3GGZjIwMvvvuO+Lj44tcd15eHgC33HILQ4YMoVWrVgwdOpSePXvyzjvv2MclJCTQpUsXmjVrRu/evfn8889ZsGABv/76q31MQacVjTFFnm4cNmwYmZmZ9tf27duLtU9EpISO/QVrkiB7H6waAvt/cXZFIlIJOHUOVWJiYr4r6s4XGRnp0J4yZQrBwcHExcUVuVxISAgeHh40adLEoT86Oppffin8L9g2bdrg6enJxo0badOmDWFhYezZsyffuH379lGjRo1C1+Pt7Y23t3eRNYpIGfCqCv4NIPN/kJcNa56Bho9AnducXZmIVGBODVQhISGEhIQUe7wxhilTpjBgwAA8PT2LHOvl5cXVV1/Nhg0bHPr/+OMPIiIiCl1u7dq15ObmUrNmTQA6dOhAZmYmy5Yto23btgAsXbqUzMxMYmJiil27iFwmnoHQciL8PgH2/gAY2PQGnNwNDR4Ei7uzKxSRCsil5lAtXLiQLVu2FHq6r3HjxsyePdvefuqpp5g5cybvvfcemzZt4o033mDOnDk8/PDDgO22CmPGjGH58uVs3bqVb775hjvuuIPWrVtzzTXXALYjWt27dychIYG0tDTS0tJISEigZ8+eusJPpLxy84Lo/0Ddfuf6Mj6HtaPhdLbz6hKRCsulAlVycjIxMTFER0cX+P6GDRvIzMy0t3v16sU777zDhAkTaN68Oe+//z6zZs2iY8eOgO0o1g8//EBsbCxRUVEMHjyYbt26sWDBAtzdz/0rdvr06TRv3pxu3brRrVs3WrRowbRp08p2Y0WkZCxuUH8QNHoC+191+3+G1f+CnMPOrExEKiCLMcY4u4jKICsrC6vVSmZmJoGBgc4uR6RyObAM1o2C0ydsbZ9a0OIF8NPVtyJStOJ+f7vUESoRkUsS3BZavQ5eZ+ZsntwJvyZC5m/OrUtEKgwFKhGpHAIaQps3ocqZpyWcyoJVT8DeH51bl4hUCApUIlJ5+IRC69cg6MwzQE0urBsDf30Cmv0gIiWgQCUilYuHPzQfB2Hdz/Vtfhc2vgp5p51Wloi4NgUqEal83Dwg6mmIvO9c384UWDMCTp1wXl0i4rIUqESkcrJYILI/NP4PWM7c4/hgGqx6DLIPOLc2EXE5ClQiUrmFdYUWE8C9iq19dCP8+ggc2+LcukTEpShQiYgEtYY2b4D3medzZu+BXx+FQ78WvZyIyBkKVCIiAFUioc1b4N/I1j59DP73b9j9nVPLEhHXoEAlInKWdzVo9SoEd7C1zSn4/QXY8oFuqyAiRVKgEhH5Ow9faPos1LrlXN+2qbD+ecjLcV5dIlKuKVCJiJzPzR2ueAwaPARYbH17F8DqJyEns8hFRaRyUqASESmIxQLhd0LTMeDmY+vL/A1+fRiOb3dubSJS7ihQiYgUpXpH27wqr2q29smdttsqHF7lzKpEpJxRoBIRuZDAKNsVgPYHKx+B1U/pCkARsVOgEhEpDp8a0Pp1qNbW1rZfAThZVwCKiAKViEixeVSBZs9DrbhzfdumwfqxcFpXAIpUZgpUIiIXw80drngcGjzMuSsAf4DVT+gKQJFKTIFKRORiWSwQfgc0+9sVgFlrzlwB+JdzaxMRp1CgEhG5VCEdofWr4BVsa5/cCb8mwqFVzqxKRJxAgUpEpCQCCrgC8H+6AlCkslGgEhEpKZ9QaD0JqrWztXUFoEilo0AlIlIaPPyg2Vio9c9zfdumwfrndAWgSCWgQCUiUlrc3OGKwdDwEc5dAbgQVv8Lcg47szIRKWMKVCIipcligTq3Q7Nn/3YF4Frb42qO6QpAkYpKgUpEpCyEXJP/CsCVj8ChlU4tS0TKhgKViEhZyXcF4FHbFYC75jm3LhEpdQpUIiJlKd8VgKdhw3jYNl1XAIpUIApUIiJlraArALe8D5veAJPntLJEpPQoUImIXA5nrwCsl3Cub8cXtgcr5+U6ry4RKRUKVCIil4vFAhF9Iepp7H/97l0Ivw2DU8edWpqIlIxLBKpFixZhsVgKfKWnpxe57Pr164mLi8NqtRIQEED79u356y/bpctbt24tdL2fffaZfR2RkZH53h86dGiZbrOIVGA1e0Cz58DN29Y+tAJWDYGcQ86tS0QumcWY8j8rMicnh4MHDzr0JSUlsWDBAjZv3ozFYilwuT///JO2bdsSHx9Pnz59sFqtrF+/nquvvprQ0FBOnz7Nvn37HJZ59913mTBhArt378bf3x+wBar4+HgSEs4dqvf397e/XxxZWVlYrVYyMzMJDAws9nIiUoFlroHf/mN7/h+Ab21oMRF8azq3LhGxK+73t8dlrOmSeXl5ERYWZm/n5uaSkpJCYmJioWEKYPjw4dx4441MmDDB3le/fn37n93d3R3WCzB79mzuuuuufGEpICAg31gRkRKxNoPWr8HqpyFnP5zYASsTocV48G/o7OpE5CK4xCm/86WkpLB//37uueeeQsfk5eUxd+5cGjVqRGxsLKGhobRr144vv/yy0GVWrFjBqlWriI+Pz/fe+PHjCQ4OplWrVowdO5acnKKfzZWdnU1WVpbDS0Qknyr1oM0b4Bdha+cchJWPw+FVzqxKRC6SSwaq5ORkYmNjCQ8PL3TM3r17OXr0KC+88ALdu3fn+++/p1evXtx6660sXry40PVGR0cTExPj0P/YY48xY8YMfvzxRxITE3n11Vd5+OGHi6xx3LhxWK1W+6uoWkWkkvOpYTtSFdjE1j59zHbUat9Pzq1LRIrNqXOoRo0axejRo4sck56ezlVXXWVvZ2RkEBERwaeffsptt91W6HI7d+6kdu3a9OnTh48//tjeHxcXR5UqVfjkk08cxp84cYKaNWuSlJTEE088UWRNs2bN4vbbb2f//v0EBwcXOCY7O5vs7Gx7Oysri/DwcM2hEpHCnT4Ba0fDwaVnOixwxeNQO86ZVYlUai4xhyoxMZHevXsXOSYyMtKhPWXKFIKDg4mLK/ovmJCQEDw8PGjSpIlDf3R0NL/88ku+8Z9//jnHjx9nwIABF6y7ffv2AGzatKnQQOXt7Y23t/cF1yUiYufua7v6b8OLsOc7wMDGVyD3EEQMsN12QUTKJacGqpCQEEJCQoo93hjDlClTGDBgAJ6enkWO9fLy4uqrr2bDhg0O/X/88QcRERH5xicnJxMXF0f16tUvWMfKlbaHm9asqStxRKSUuXlA43+DVxBsn2Hr2/qBbW7VFYPB4u7U8kSkYC5xld9ZCxcuZMuWLQVOGgdo3Lgx48aNo1evXgA89dRT3HXXXXTq1InOnTszb9485syZw6JFixyW27RpEz/99BPffPNNvnWmpqaSlpZG586dsVqtpKenM2TIEOLi4qhbt26pb6OICBYLNHjAFqr+fNvWtzMFcg5D9HBw93JqeSKSn0sFquTkZGJiYoiOji7w/Q0bNpCZmWlv9+rVi3feeYdx48YxePBgoqKimDVrFh07dnRYbvLkydSuXZtu3brlW6e3tzczZ85k9OjRZGdnExERQUJCAk8//XTpbpyIyPnC7wTPINvDlM1p2P8T/JYFzZ4Fj+LfB09Eyp5L3NizItCNPUXkkh1YBmtHQt5JW7tKA9u9qrwLnsMpIqWnuN/fLnnbBBGRSiW4LbR6GTzO/GV+7E9Y+Sgcz3BuXSJip0AlIuIKAqOhzSTwrmFrn9xlC1VHNhS9nIhcFgpUIiKuwq+uLVRVqWdr5x62PVT50CpnViUiKFCJiLgW7+rQ6nWwtrC1T5+A3/4NB9KcW5dIJadAJSLiajz9ocUEqGa7yTB5ObAmCfYW/FgtESl7ClQiIq7I3RuajYHq19va5hSsGwO75zm1LJHKSoFKRMRVuXlCkxEQ1v1MRx78Ph52fOnMqkQqJQUqERFXZnGHqKegdq9zfRtfg78+KXwZESl1ClQiIq7O4gYNH4W6/c71bX4XNieD7t0sclkoUImIVAQWC9QfBPUGnev76yPY9AaYPOfVJVJJKFCJiFQkEf2g4eBz7R1fwIYXbc8CFJEyo0AlIlLR1OkFUf/G/lf87m9h3VjIO+XUskQqMgUqEZGKqGZ3aJJkm7QOsO9HWPsMnM5xbl0iFZQClYhIRRV6PTR7FiyetvaBVPhtKJw64dSyRCoiBSoRkYosuAO0GA9uPrb24ZXwv6cg96hz6xKpYBSoREQquqDW0PIl8PC3tbPWwuohkHPYqWWJVCQKVCIilYG1CbR6BTyr2tpHN8GqxyF7nzOrEqkwFKhERCoL/4bQ6jXwCrG1j2+DlY/BiV3OrUukAlCgEhGpTKrUhdavg08tW/vkLlg5GI795dy6RFycApWISGXjWxNavwp+EbZ2zn5Y9Rgc2eTUskRcmQKViEhl5F0dWr0K/lfY2rmHbRPVM9c5syoRl6VAJSJSWXlVhZYvQ2BTW/vUUVj9BBxY6tSyRFyRApWISGXm6Q8tJkLVNrZ23kn47T+wc65z6xJxMQpUIiKVnYcvNB8HIZ3OdOTBHy/ClslgjFNLE3EVClQiIgLuXtB0JNS5/Vzftmnw+zjIy3VeXSIuotiBKiMjoyzrEBERZ7O4QcNHbC8str498+F/Q23zq0SkUMUOVM2aNWPatGllWYuIiJQHdW63Ha1y87K1D/9quwHoSd1VXaQwxQ5Uzz//PI888gi33XYbBw4cKMuaRETE2apfd+b5f4G29rHN8OvDcPRP59YlUk4VO1A9/PDDrF69mkOHDtG0aVNSUlLKsi4REXE2azNo88a5u6rn7LcdqTq4wrl1iZRDFmMu/hKON954gyFDhhAdHY2Hh4fDe7/++mupFVeRZGVlYbVayczMJDAw0NnliIgUX84h260Ujvxua1vcIeopCIt1bl0il0Fxv789Cn2nENu2bWPWrFlUq1aNW265JV+gEhGRCsYrCFq9DOuegwNLwJyG31+Ak3sh4m6wWJxdoYjTXdRtE9577z2aN29OUFAQa9as4dlnn2XkyJEOr7KwaNEiLBZLga/09PRClytsmYkTJ9rHZGdn8+ijjxISEkKVKlWIi4vLd0XjoUOH6N+/P1arFavVSv/+/Tl8+HCZbKuISLnk7gvNxkCtW871bZ0Mf7wEeaecV5dIOVHsU37du3dn2bJlvPrqqwwYMKCs63KQk5PDwYMHHfqSkpJYsGABmzdvxlLIv452797t0P7222+Jj49n06ZN1K9fH4CHHnqIOXPm8MEHHxAcHMwTTzzBwYMHWbFiBe7u7gD06NGDjIwM3n33XQDuv/9+IiMjmTNnTrG3Qaf8RKRCMAa2z4TN/z3XV60tNBkJHn7Oq0ukjBT3+7vYgapr165MmTKFOnXqlFqRlyo3N5c6deqQmJhIUlJSsZf75z//yZEjR/jhhx8AyMzMpHr16kybNo277roLgJ07dxIeHs4333xDbGws69evp0mTJqSlpdGuXTsA0tLS6NChA7///jtRUVHF+mwFKhGpUPYstJ32M2du+ul/he1u697Bzq1LpJQV9/u72Kf85s+fXy7CFEBKSgr79+/nnnvuKfYye/bsYe7cucTHx9v7VqxYQW5uLt26dbP31apVi2bNmrFkyRIAUlNTsVqt9jAF0L59e6xWq31MQbKzs8nKynJ4iYhUGDX+AS0ngIe/rX10I/z6CBzb6tSyRJzFJR89k5ycTGxsLOHh4cVeZurUqQQEBHDrrbfa+3bv3o2XlxdBQUEOY2vUqGE/Xbh7925CQ0PzrS80NDTfKcW/GzdunH3OldVqvahaRURcQtVW0HoSeNewtbP3wMpH4fAqZ1Yl4hRODVSjRo0qdOL42dfy5csdlsnIyOC7775zONJUHJMnT6Zfv374+PhccKwxxmFeVkFztM4fc75hw4aRmZlpf23fvv2i6hURcQlVIqHNm7ZTfmB7RM3qp22nBEUqEafe8yAxMZHevXsXOSYyMtKhPWXKFIKDg4mLiyv25/z8889s2LCBmTNnOvSHhYWRk5PDoUOHHI5S7d27l5iYGPuYPXv25Fvnvn37qFGjRqGf6e3tjbe3d7FrFBFxWd7B0Oo1WDcKDi6zzata/6ztiFV4b91WQSoFpwaqkJAQQkJCij3eGMOUKVMYMGAAnp6exV4uOTmZK6+8kpYtWzr0X3nllXh6ejJ//nzuvPNOAHbt2sWaNWuYMGECAB06dCAzM5Nly5bRtm1bAJYuXUpmZqY9dImIVHoevtBsLGx8FXbNtfVtfhdO7oYrBttuBipSgbnUHKqFCxeyZcuWQk/3NW7cmNmzZzv0ZWVl8dlnnzFo0KB8461WK/Hx8TzxxBP88MMPrFy5krvvvpvmzZvTpUsXAKKjo+nevTsJCQmkpaWRlpZGQkICPXv2LPYVfiIilYKbBzR6AiLvO9e3MwXWPAOnTzivLpHLwKUCVXJyMjExMURHRxf4/oYNG8jMzHTomzFjBsYY+vTpU+Ayr7zyCv/85z+58847ueaaa/Dz82POnDn2e1ABTJ8+nebNm9OtWze6detGixYtmDZtWultmIhIRWGxQGR/aDz03FGpA0tg1b9sj7ARqaAu6Vl+cvF0HyoRqXQOroC1z8Dp47a2b21oMRF8azq3LpGLUOr3oRIREbko1a6E1q+D15m5sid22G6rcPRP59YlUgYUqEREpOz4N4A2b4BfXVs75wCsfAwO/8+5dYmUMgUqEREpWz41oNXrENDY1j59DP73FOz/P+fWJVKKFKhERKTseVmh5csQdLWtnZdju/pv17fOrUuklChQiYjI5eHhC83HQug/znTkwYYJ8NcnoOujxMUpUImIyOXj5gnRw6H2ueeqsvld+PMdMHnOq0ukhBSoRETk8rK4QcNEqPe3mzRnfAq/j4e8U86rS6QEFKhEROTys1gg4m7bndXPfhXt+R7WJMHpk04tTeRSKFCJiIjz1OoJTUeC5czzWQ+mweonITfLuXWJXCQFKhERca7qnaDFBHD3s7Wz1truVXVyn3PrErkIClQiIuJ8Qa2g1avgGWRrH99qu6v68b+cWJRI8SlQiYhI+RBwBbSZBD61bO3sPbByMGT97ty6RIpBgUpERMoP39rQehJUaWBr52bCqiFwcLlz6xK5AAUqEREpX7yrQetXwdrC1s47Cb8Ngz0LnVqWSFEUqEREpPzx8IcWEyGko61tTsH65yBjtnPrEimEApWIiJRP7l7QZBTUvOlMh4FNr8OWKXpUjZQ7ClQiIlJ+ubnbbv5Zt9+5vm0fwh+vgDntvLpEzqNAJSIi5ZvFAvUHQcNHzvXtmgNrx0BejvPqEvkbBSoREXENdW63PVjZ4m5r7/8J/jcUTh1zbl0iKFCJiIgrqdEFmj0Pbj629uGVttsq5Bx0bl1S6SlQiYiIawluC61eAo9AW/voxjOPqtnj3LqkUlOgEhER1xPYBFq/Dt6htvaJDNtd1fWoGnESBSoREXFNVSJsoco33NbO3ms7UnVkk3PrkkpJgUpERFyXTw3bXdXtj6o5DKseh8zfnFiUVEYKVCIi4tq8qkGrVyCwqa19+hisfhoOpju3LqlUFKhERMT1eQZAy4kQdJWtnXcSfvsP7Fvs3Lqk0lCgEhGRisHdF5qPhZBrbW1zynbzz13znFuXVAoKVCIiUnG4eUGTkRDW/UxHHmwYDxmfO7UsqfgUqEREpGJxc4eop6D2ref6Nr0JW6fqocpSZhSoRESk4rG4QcNEiBh4rm/rB/DnWwpVUiYUqEREpGKyWKDePdDg4XN9GZ/DholgTjutLKmYXCJQLVq0CIvFUuArPb3wy2ILW2bixIkAHDx4kEcffZSoqCj8/PyoW7cugwcPJjMz02E9kZGR+dYxdOjQMt1mEREpJeF3QNST2L/ydn8L656FvBynliUVi4ezCyiOmJgYdu3a5dCXlJTEggULuOqqqwpd7vxlvv32W+Lj47ntttsA2LlzJzt37uTFF1+kSZMmbNu2jQcffJCdO3fy+eeOExjHjBlDQkKCve3v71/SzRIRkcul5k3gXgXWj7Vd/bdvMZw6Ds3GgLuPs6uTCsAlApWXlxdhYWH2dm5uLikpKSQmJmKxWApd7u/LAHz11Vd07tyZ+vXrA9CsWTNmzZplf79BgwaMHTuWu+++m1OnTuHhcW73BAQE5FufiIi4kNDrwd0P1j4DedlwKB3+9zQ0fx489I9kKRmXOOV3vpSUFPbv388999xT7GX27NnD3LlziY+PL3JcZmYmgYGBDmEKYPz48QQHB9OqVSvGjh1LTo4OFYuIuJzgttBiou1oFdgeUbPqX5BzyLl1ictziSNU50tOTiY2Npbw8PBiLzN16lQCAgK49dZbCx1z4MABnn32WR544AGH/scee4w2bdoQFBTEsmXLGDZsGFu2bOH9998vdF3Z2dlkZ2fb21lZWcWuVUREylDV5tDqZdvRqdxMOLrR9lDlli+CT6izqxMXZTHGedePjho1itGjRxc5Jj093WGeVEZGBhEREXz66af2uVDF0bhxY7p27cqkSZMKfD8rK4tu3boRFBRESkoKnp6eha5r1qxZ3H777ezfv5/g4OACxxS2bWePgImIiJMd+wv+9yRk77O1vWvYQpVfHefWJeVKVlYWVqv1gt/fTg1U+/fvZ//+/UWOiYyMxMfn3ITBZ599lkmTJrFjx44iQ8/f/fzzz3Tq1IlVq1bRsmXLfO8fOXKE2NhY/Pz8+Prrrx0+ryA7duygTp06pKWl0a5duwLHFHSEKjw8XIFKRKQ8ObkbVj8JJ3bY2p5BtmcC+jdwbl1SbhQ3UDn1lF9ISAghISHFHm+MYcqUKQwYMKDYYQpspwivvPLKAsNUVlYWsbGxeHt7k5KScsEwBbBy5UoAatasWegYb29vvL29i12jiIg4gU8YtHod/vcUHNsMuYdg1ePQ/AWwNnV2deJCXGpS+sKFC9myZUuhE8sbN27M7NmzHfqysrL47LPPGDRoUL7xR44coVu3bhw7dozk5GSysrLYvXs3u3fv5vRp203fUlNTeeWVV1i1ahVbtmzh008/5YEHHiAuLo66deuW/kaKiMjl5V0NWr0CgU1s7VNHbUetDq5wbl3iUlxqUnpycjIxMTFER0cX+P6GDRvy3ZRzxowZGGPo06dPvvErVqxg6dKlADRs2NDhvS1bthAZGYm3tzczZ85k9OjRZGdnExERQUJCAk8//XQpbZWIiDidZyC0eBHWjIDDv0LeSfhtGDR5Bqp3dHZ14gKcOoeqMinuOVgREXGi0zmwbgwc+L8zHW7QdBRUv9aZVYkTFff726VO+YmIiJQpdy9oOhpqdD3TkXcmYKU5tSwp/xSoRERE/s7NHRoPPReqzClY84zmVEmRFKhERETOZ3GDqH9D9c62tsmFNcPh8Grn1iXllgKViIhIQdzcIfo/EHJmUnpetm2ieuY659Yl5ZIClYiISGHcPKBJElQ7cxPn0ydsj6w5ssG5dUm5o0AlIiJSFLczE9WrtrG1Tx+D1U/D0T+dW5eUKwpUIiIiF+LuDc2fA2sLW/tUlu3mn8e2ObcuKTcUqERERIrD3Reajzt3R/Xcw7D6CTi+w6llSfmgQCUiIlJcHn7QfDz4X2Fr5xyA1f+CE7udW5c4nQKViIjIxfD0h5YToUp9Wzt7ry1Undzn3LrEqRSoRERELpan1Raq/Ora2id32UJV9gHn1iVOo0AlIiJyKbyqQcuXwKeWrX0iwzanKuewU8sS51CgEhERuVTeIdDqZfCuYWsf32a7+i83y7l1yWWnQCUiIlISPjVsocorxNY+9if8799w6qhz65LLSoFKRESkpHxrQauXwDPI1j7yO/xvKJw64dy65LJRoBIRESkNfnXPhCqrrZ21Ftb8B06fdG5dclkoUImIiJSWKvWgxYvg4W9rH14Fa5LgdI5Ty5Kyp0AlIiJSmgIaQouJ4O5nax9aDutGQV6uU8uSsqVAJSIiUtoCG0OLF8DNx9Y+kArrnoO8086tS8qMApWIiEhZsDa3PfvPzcvW3v8T/D4OjEJVRaRAJSIiUlaCWkGzZ8HiaWvv/QE2vAgmz6llSelToBIRESlL1dpC01Fgcbe1d8+Dja+BMU4tS0qXApWIiEhZC4mBJknYv3Z3psCmNxWqKhAFKhERkcuh+nUQPQyw2No7ZsFf051akpQeBSoREZHLpUYXiHrqXHtLMuz7yXn1SKlRoBIREbmcavaAeoPOtdePgyN/OK8eKRUKVCIiIpdb3b5Qo6vtz3kn4bfhkH3AuTVJiShQiYiIXG4WCzR6EgKb2to5+2HNCDid7dy65JIpUImIiDiDuxc0GwPeNWztI7/Dhgm68s9FKVCJiIg4i1c1aD723CNq9i6EbdOcW5NcEgUqERERZ/JvAE1GYL+dwtYpsHeRMyuSS+ASgWrRokVYLJYCX+np6YUuV9gyEydOtI+5/vrr873fu3dvh/UcOnSI/v37Y7VasVqt9O/fn8OHD5fV5oqISGUTcg3UTzjX/v0FyNrgvHrkolmMKf8na3Nycjh48KBDX1JSEgsWLGDz5s1YLJYCl9u9e7dD+9tvvyU+Pp5NmzZRv359wBaoGjVqxJgxY+zjfH19sVqt9naPHj3IyMjg3XffBeD+++8nMjKSOXPmFHsbsrKysFqtZGZmEhgYWOzlRESkkjAGfh8Pe76ztb1C4Mq3wLu6c+uq5Ir7/e1xGWu6ZF5eXoSFhdnbubm5pKSkkJiYWGiYAhyWAfjqq6/o3LmzPUyd5efnl2/sWevXr2fevHmkpaXRrl07AN577z06dOjAhg0biIqKutTNEhEROcdigah/wYkdkLXGduXfbyOg9Wvg7uPs6uQCXOKU3/lSUlLYv38/99xzT7GX2bNnD3PnziU+Pj7fe9OnTyckJISmTZvy5JNPcuTIEft7qampWK1We5gCaN++PVarlSVLlpRoO0RERBy4eUGzZ8HnzD/yj/5hO/1n8pxbl1yQSxyhOl9ycjKxsbGEh4cXe5mpU6cSEBDArbfe6tDfr18/6tWrR1hYGGvWrGHYsGGsXr2a+fPnA7bThqGhofnWFxoamu+U4t9lZ2eTnX3ufiJZWVnFrlVERCoxr6rQ7HlY+QicPgH7FsPWqVDvXmdXJkVw6hGqUaNGFTpx/Oxr+fLlDstkZGTw3XffFXikqSiTJ0+mX79++Pg4HjZNSEigS5cuNGvWjN69e/P555+zYMECfv31V/uYgk4rGmOKPN04btw4+yR2q9V6UeFPREQqOf960CQJ+5V/2z6EPT84tSQpmlOPUCUmJua7ou58kZGRDu0pU6YQHBxMXFxcsT/n559/ZsOGDcycOfOCY9u0aYOnpycbN26kTZs2hIWFsWfPnnzj9u3bR40aNQpdz7Bhw/jXv/5lb2dlZSlUiYhI8QV3gAYPwp9v29q/jwffmhDYxLl1SYGcGqhCQkIICQkp9nhjDFOmTGHAgAF4enoWe7nk5GSuvPJKWrZsecGxa9euJTc3l5o1awLQoUMHMjMzWbZsGW3btgVg6dKlZGZmEhMTU+h6vL298fb2LnaNIiIi+dS5A45tg93fgMmFNUnQ5m3wyT8VRZzLpSalL1y4kC1bthR6uq9x48bMnj3boS8rK4vPPvuMQYMG5Rv/559/MmbMGJYvX87WrVv55ptvuOOOO2jdujXXXHMNANHR0XTv3p2EhATS0tJIS0sjISGBnj176go/EREpWxYLNHocrC1s7ZyDsGa4bW6VlCsuFaiSk5OJiYkhOjq6wPc3bNhAZmamQ9+MGTMwxtCnT5984728vPjhhx+IjY0lKiqKwYMH061bNxYsWIC7u7t93PTp02nevDndunWjW7dutGjRgmnT9GgAERG5DNw8oekY8Kllax/dBOvH6cq/csYlbuxZEejGniIiUiLHtsKviXD6mK1dtx/Uz3/2RUpXcb+/XeoIlYiISKVVJRKaPIP9q/uv6bB7vjMrkr9RoBIREXEVwW2h4cPn2hsmQuZa59UjdgpUIiIirqT2rVDzZtufz175d6LwG03L5aFAJSIi4kosFrhiMFRtbWvnHoLfhkLukaKXkzKlQCUiIuJq3Dyg6SjwPXPD6OPbbEeq8nKcWlZlpkAlIiLiijwDocUL4FnV1s5cbbubum6n4BQKVCIiIq7KtxY0fx7czjyZY+9C2JLs3JoqKQUqERERVxYYfeZBymdvp/Ax7Jzj1JIqIwUqERERVxdyDTRMPNf+41U4kOa0ciojBSoREZGKoE4vqHPnmUYerB0NR/5wakmViQKViIhIRdHgAah+ne3PeSfht2FwUveouhwUqERERCoKixs0/g8ENrO1cw7C/4ZC7lHn1lUJKFCJiIhUJO5e0Pw58K1jax/fBmt1j6qypkAlIiJS0XhaHe9RdXgV/D4RjHFmVRWaApWIiEhF5Fsbmo/92z2qFsCWyc6tqQJToBIREamoAptA9AjAYmv/9RHs/NqpJVVUClQiIiIVWfWO592j6hU4sMx59VRQClQiIiIVXZ1boc4dZxp5sG4UHNnozIoqHAUqERGRyqDBgxDSyfbn0yfO3KNqj3NrqkAUqERERCoDixtE/wcCm9raOQd0j6pSpEAlIiJSWbh7Q7OxtisAAY5vhbXPQF6uU8uqCBSoREREKhMvKzQfb7tXFcDhlbBB96gqKQUqERGRysavNjR7Hty8bO0982HrFOfW5OIUqERERCoj63n3qNo2DXZ949SSXJkClYiISGVV/Vpo+PC59oaX4KDuUXUpFKhEREQqszq3214A5MHaUXBkkzMrckkKVCIiIpVdgwch5Frbn+33qNrr3JpcjAKViIhIZWdxh+jhtmf/AeTsh9+Gwindo6q4FKhERETk3D2qfGrZ2se22E7/6R5VxaJAJSIiIjZeVaHFePAItLUPrThzj6o8p5blChSoRERE5By/OtD8vHtUbZykG39egEsEqkWLFmGxWAp8paenF7pcYctMnDgRgK1btxY65rPPPrOvJzIyMt/7Q4cOLfPtFhERcQpr0zP3qDoTE3Z+CZvfVagqgsWY8r93cnJyOHjwoENfUlISCxYsYPPmzVgslgKX2717t0P722+/JT4+nk2bNlG/fn1Onz7Nvn37HMa8++67TJgwgd27d+Pv7w/YAlV8fDwJCQn2cf7+/vb3iyMrKwur1UpmZiaBgYHFXk5ERMRpds+H38cBZ6JC5H0Q2d+pJV1uxf3+9riMNV0yLy8vwsLC7O3c3FxSUlJITEwsNEwBDssAfPXVV3Tu3Jn69esD4O7unm/M7Nmzueuuu/KFpYCAgHxjRUREKrSwrpB3Av54xdbeOhncfSD8DufWVQ65xCm/86WkpLB//37uueeeYi+zZ88e5s6dS3x8fKFjVqxYwapVqwocM378eIKDg2nVqhVjx44lJyfnUkoXERFxLbXioMFD59p/vgU75zivnnLKJY5QnS85OZnY2FjCw8OLvczUqVMJCAjg1ltvLXK90dHRxMTEOPQ/9thjtGnThqCgIJYtW8awYcPYsmUL77//fqHrys7OJjs7297Oysoqdq0iIiLlSvidcPrkuQco//EKuPnYjmAJ4OQjVKNGjSp0UvjZ1/Llyx2WycjI4LvvvivySFNBJk+eTL9+/fDx8Snw/RMnTvDxxx8XuN4hQ4Zw3XXX0aJFCwYNGsQ777xDcnIyBw4cKPTzxo0bh9Vqtb8uJvyJiIiUOxH9Ibz3mYaB31+AfT85taTyxKmT0vfv38/+/fuLHBMZGekQgp599lkmTZrEjh078PT0LNbn/Pzzz3Tq1IlVq1bRsmXLAsdMmzaN+Ph4duzYQfXq1Ytc344dO6hTpw5paWm0a9euwDEFHaEKDw/XpHQREXFdxsDG121X/cG5O6yHdnZqWWXJJSalh4SEEBISUuzxxhimTJnCgAEDih2mwHYq78orryw0TJ0dExcXd8EwBbBy5UoAatasWegYb29vvL29i12jiIhIuWexwBWPQt5J2D0PzGlY9xzkZUNYd2dX51QuNSl94cKFbNmypdDTfY0bN2b27NkOfVlZWXz22WcMGjSo0PVu2rSJn376qcAxqampvPLKK6xatYotW7bw6aef8sADDxAXF0fdunVLtkEiIiKuxuIGUU9CzZvOdOTB7+NhR4pTy3I2l5qUnpycTExMDNHR0QW+v2HDBjIzMx36ZsyYgTGGPn36FLreyZMnU7t2bbp165bvPW9vb2bOnMno0aPJzs4mIiKChIQEnn766ZJtjIiIiKuyuEOjf9nupr7jzIGMja/YjlyF3+nc2pzEJW7sWRHoxp4iIlLhGANb3oe/Pj7XF3mvbQJ7EfeJdCXF/f52qVN+IiIiUo5YLFA/Aer9bSrO1imw+b1K95gaBSoREREpmYi7ocHD59rbP4FNk8DkOa+my0yBSkREREou/A64Ysi59o7ZsOEl25WAlYAClYiIiJSO2nHQeCj2eLH7G1g/DvJOObWsy0GBSkREREpPWCw0SbJdCQiw9wdYNwbyKvYzcBWoREREpHSFXg9NnwXLmZtw7/8Z1iTZngdYQSlQiYiISOkL6QDNx9keogxwcBn8NgxOHXduXWVEgUpERETKRrUrocUEcPeztQ+vgv89BblHnVpWWVCgEhERkbJTtTm0fAk8AmztrHWw+l+Qk1n0ci5GgUpERETKVmBjaPUKeFa1tY9uhFWPQ/YBZ1ZVqhSoREREpOz5N4BWr4FXiK19fCusegxO7nFqWaVFgUpEREQujyp1ofWr4F3D1j6xA1Y+Zvuvi1OgEhERkcvHtza0fh1869ja2XtsoerYNufWVUIKVCIiInJ5+YTaTv9VqWdr5xywzak6ssmpZZWEApWIiIhcft7VbBPV/a+wtXMPw+ohtqsAXZAClYiIiDiHpxVavgyBTW3tU0dh9ZNweLVz67oEClQiIiLiPJ7+0GIiVG1ta58+Af/7NxxMd25dF0mBSkRERJzLw9f2mJpq7WztvGz4bTjs/z/n1nURFKhERETE+dy9odkYCLnW1ja5sHYk7F3o3LqKSYFKREREygc3L2gyEkK72NrmNKwbC7vmObeuYlCgEhERkfLDzR2ih0LNm8505MGG8bDjS2dWdUEKVCIiIlK+WNyh0RNQ+9ZzfRtfg79mOq+mC1CgEhERkfLHYoGGiVC377m+ze/A1qlgjPPqKoQClYiIiJRPFgvUT4B68ef6tn4Am98td6FKgUpERETKt4i7ocHD59rbZ8DG18HkOa+m8yhQiYiISPkXfgc0GgJYbO2dX8KGibYrAcsBBSoRERFxDbXioPFQ7PFl9zxY/zzknXJqWaBAJSIiIq4krBs0SbJdCQi2G3+uHQV5OU4tS4FKREREXEvo9dD0WbB42toH/g9+GwGnTzqtJAUqERERcT0hHWzP/3PzsbUPpdseqnw62ynlKFCJiIiIa6p2JbSYAO5+trZfXdvja5zAwymfKiIiIlIaqjaHli/Dnu9sNwK1WJxShkscoVq0aBEWi6XAV3p6eqHLHT16lMTEROrUqYOvry/R0dG8/fbbDmOys7N59NFHCQkJoUqVKsTFxZGRkeEw5tChQ/Tv3x+r1YrVaqV///4cPny4LDZVRERELlZgFFwxGCzOizUuEahiYmLYtWuXw2vQoEFERkZy1VVXFbrckCFDmDdvHh999BHr169nyJAhPProo3z11Vf2MY8//jizZ89mxowZ/PLLLxw9epSePXty+vS5+1r07duXVatWMW/ePObNm8eqVavo379/mW6ziIiIuA6LMeXs3u3FkJubS506dUhMTCQpKanQcc2aNeOuu+5yGHPllVdy44038uyzz5KZmUn16tWZNm0ad911FwA7d+4kPDycb775htjYWNavX0+TJk1IS0ujXbt2AKSlpdGhQwd+//13oqKiilVzVlYWVquVzMxMAgMDS7D1IiIicrkU9/vbJY5QnS8lJYX9+/dzzz33FDmuY8eOpKSksGPHDowx/Pjjj/zxxx/ExsYCsGLFCnJzc+nWrZt9mVq1atGsWTOWLFkCQGpqKlar1R6mANq3b4/VarWPKUh2djZZWVkOLxEREamYXDJQJScnExsbS3h4eJHjXn/9dZo0aUKdOnXw8vKie/fuvPXWW3Ts2BGA3bt34+XlRVBQkMNyNWrUYPfu3fYxoaGh+dYdGhpqH1OQcePG2edcWa3WC9YqIiIirsupgWrUqFGFTjY/+1q+fLnDMhkZGXz33XfEx8cXstZzXn/9ddLS0khJSWHFihW89NJLPPzwwyxYsKDI5YwxWP52lYClgCsGzh9zvmHDhpGZmWl/bd++/YL1ioiIiGty6m0TEhMT6d27d5FjIiMjHdpTpkwhODiYuLi4Ipc7ceIE//nPf5g9ezY33XQTAC1atGDVqlW8+OKLdOnShbCwMHJycjh06JDDUaq9e/cSExMDQFhYGHv27Mm3/n379lGjRo1CP9/b2xtvb+8iaxQREZGKwamBKiQkhJCQkGKPN8YwZcoUBgwYgKenZ5Fjc3Nzyc3Nxc3N8SCcu7s7eXl5gG2CuqenJ/Pnz+fOO+8EYNeuXaxZs4YJEyYA0KFDBzIzM1m2bBlt27YFYOnSpWRmZtpDl4iIiFRuLjWHauHChWzZsqXQ032NGzdm9uzZAAQGBnLdddfx1FNPsWjRIrZs2cIHH3zAhx9+SK9evQCwWq3Ex8fzxBNP8MMPP7By5UruvvtumjdvTpcuXQCIjo6me/fuJCQkkJaWRlpaGgkJCfTs2bPYV/iJiIhIxeZSd0pPTk4mJiaG6OjoAt/fsGEDmZmZ9vaMGTMYNmwY/fr14+DBg0RERDB27FgefPBB+5hXXnkFDw8P7rzzTk6cOMENN9zABx98gLu7u33M9OnTGTx4sP1qwLi4ON54440y2koRERFxNS55HypXpPtQiYiIuJ4KfR8qERERkfJEgUpERESkhBSoRERERErIpSalu7KzU9X0CBoRERHXcfZ7+0JTzhWoLpMjR44A6BE0IiIiLujIkSNYrdZC39dVfpdJXl4eO3fuJCAgoMhH1lxuWVlZhIeHs337dl19WAq0P0uP9mXp0b4sPdqXpcdV9qUxhiNHjlCrVq18Nwv/Ox2hukzc3NyoU6eOs8soVGBgYLn+hXY12p+lR/uy9Ghflh7ty9LjCvuyqCNTZ2lSuoiIiEgJKVCJiIiIlJACVSXn7e3NyJEj8fb2dnYpFYL2Z+nRviw92pelR/uy9FS0falJ6SIiIiIlpCNUIiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQgpUFdi4ceOwWCw8/vjj9r5Ro0bRuHFjqlSpQlBQEF26dGHp0qVFruf666/HYrHke910001lvAXlR2ntS4BXX32VqKgofH19CQ8PZ8iQIZw8ebIMqy9fSmtf5ubmMmbMGBo0aICPjw8tW7Zk3rx5ZVx9+VLQvvy7Bx54AIvFwquvvnrBdc2aNYsmTZrg7e1NkyZNmD17dukWW86V1r5cu3Ytt912G5GRkcXe9xVRae3P9957j2uvvZagoCD73w3Lli0r/YJLgQJVBZWens67775LixYtHPobNWrEG2+8wW+//cYvv/xCZGQk3bp1Y9++fYWu64svvmDXrl3215o1a3B3d+eOO+4o680oF0pzX06fPp2hQ4cycuRI1q9fT3JyMjNnzmTYsGFlvRnlQmnuyxEjRvDf//6XSZMmsW7dOh588EF69erFypUry3ozyoXC9uVZX375JUuXLqVWrVoXXFdqaip33XUX/fv3Z/Xq1fTv358777yzWP9AqAhKc18eP36c+vXr88ILLxAWFlbapbqE0tyfixYtok+fPvz444+kpqZSt25dunXrxo4dO0q77JIzUuEcOXLEXHHFFWb+/PnmuuuuM4899lihYzMzMw1gFixYUOz1v/LKKyYgIMAcPXq0FKot30p7Xz7yyCPmH//4h0Pfv/71L9OxY8fSKrncKu19WbNmTfPGG2849N1yyy2mX79+pVVyuXWhfZmRkWFq165t1qxZYyIiIswrr7xS5PruvPNO0717d4e+2NhY07t371KuvPwp7X35dxc7viIoy/1pjDGnTp0yAQEBZurUqaVXdCnREaoK6JFHHuGmm26iS5cuRY7Lycnh3XffxWq10rJly2KvPzk5md69e1OlSpWSllrulfa+7NixIytWrLAfst68eTPffPNNpTh9Wtr7Mjs7Gx8fH4c+X19ffvnll1Kptzwral/m5eXRv39/nnrqKZo2bVqs9aWmptKtWzeHvtjYWJYsWVIq9ZZnpb0vK7uy3p/Hjx8nNzeXatWqlbTUUqeHI1cwM2bM4NdffyU9Pb3QMV9//TW9e/fm+PHj1KxZk/nz5xMSElKs9S9btow1a9aQnJxcWiWXW2WxL3v37s2+ffvo2LEjxhhOnTrFQw89xNChQ8tiE8qNstiXsbGxvPzyy3Tq1IkGDRrwww8/8NVXX3H69Omy2IRy40L7cvz48Xh4eDB48OBir3P37t3UqFHDoa9GjRrs3r27RLWWd2WxLyuzy7E/hw4dSu3atS/4DzNnUKCqQLZv385jjz3G999/n+9f7n/XuXNnVq1axf79+3nvvffscyVCQ0Mv+BnJyck0a9aMtm3blmbp5U5Z7ctFixYxduxY3nrrLdq1a8emTZt47LHHqFmzJklJSWW1OU5VVvvytddeIyEhgcaNG2OxWGjQoAH33nsvU6ZMKatNcboL7csVK1bw2muv8euvv2KxWC5q3eePN8Zc9DpcSVnuy8rocuzPCRMm8Mknn7Bo0aIi/y5xGmefc5TSM3v2bAMYd3d3+wswFovFuLu7m1OnThW4XMOGDc3zzz9/wfUfO3bMBAYGmldffbW0Sy93ympfduzY0Tz55JMOfdOmTTO+vr7m9OnTpboN5UVZ/16eOHHCZGRkmLy8PPP000+bJk2alPYmlBsX2pcvvvii/c9/f9/Nzc1EREQUut7w8HDz8ssvO/S9/PLLpm7dumW8Rc5TVvvy7yrTHKqy3p8TJ040VqvVpKenl/3GXCIdoapAbrjhBn777TeHvnvvvZfGjRvz73//G3d39wKXM8aQnZ19wfV/+umnZGdnc/fdd5dKveVZWe3L48eP4+bmOHXR3d0dYwymgj5Ws6x/L318fKhduza5ubnMmjWLO++8s1TqLo8utC9r1qxJbGysw/uxsbH079+fe++9t9D1dujQgfnz5zNkyBB73/fff09MTEzpbkA5Ulb7srIqy/05ceJEnnvuOb777juuuuqqUq+9tChQVSABAQE0a9bMoa9KlSoEBwfTrFkzjh07xtixY4mLi6NmzZocOHCAt956i4yMDIdbIAwYMIDatWszbtw4h3UlJyfzz3/+k+Dg4MuyPc5UVvvy5ptv5uWXX6Z169b2U35JSUnExcUVGixcXVnty6VLl7Jjxw5atWrFjh07GDVqFHl5eTz99NOXdfsupwvtSyDf/5+enp6EhYURFRVl7zt/Xz722GN06tSJ8ePHc8stt/DVV1+xYMGCCj3Bv6z2ZU5ODuvWrbP/eceOHaxatQp/f38aNmxYlpvkVGW1PydMmEBSUhIff/wxkZGR9nl9/v7++Pv7l+UmXTQFqkrE3d2d33//nalTp7J//36Cg4O5+uqr+fnnnx2uuPjrr7/yHUX5448/+OWXX/j+++8vd9nl0qXuyxEjRmCxWBgxYgQ7duygevXq3HzzzYwdO9YZm1EuXOq+PHnyJCNGjGDz5s34+/tz4403Mm3aNKpWreqErXAt5+/LmJgYZsyYwYgRI0hKSqJBgwbMnDmTdu3aObFK13D+vty5cyetW7e2t1988UVefPFFrrvuOhYtWuSECl3L+fvzrbfeIicnh9tvv91h3MiRIxk1atRlrq5oFlNRzzOIiIiIXCa6D5WIiIhICSlQiYiIiJSQApWIiIhICSlQiYiIiJSQApWIiIhICSlQiYiIiJSQApWIiIhICSlQiYiIiJSQApWIyEU6ffo0MTEx3HbbbQ79mZmZhIeHM2LECCdVJiLOojuli4hcgo0bN9KqVSveffdd+vXrB9ieQ7Z69WrS09Px8vJycoUicjkpUImIXKLXX3+dUaNGsWbNGtLT07njjjtYtmwZrVq1cnZpInKZKVCJiFwiYwz/+Mc/cHd357fffuPRRx/V6T6RSkqBSkSkBH7//Xeio6Np3rw5v/76Kx4eHs4uSUScQJPSRURKYPLkyfj5+bFlyxYyMjKcXY6IOImOUImIXKLU1FQ6derEt99+y4QJEzh9+jQLFizAYrE4uzQRucx0hEpE5BKcOHGCgQMH8sADD9ClSxfef/990tPT+e9//+vs0kTECRSoREQuwdChQ8nLy2P8+PEA1K1bl5deeomnnnqKrVu3Orc4EbnsdMpPROQiLV68mBtuuIFFixbRsWNHh/diY2M5deqUTv2JVDIKVCIiIiIlpFN+IiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQgpUIiIiIiWkQCUiIiJSQv8Py8rrJs1OIOQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CROIX MORAND\n",
+      "943      51.646270\n",
+      "1503     51.646270\n",
+      "3967     51.646270\n",
+      "1727     51.646270\n",
+      "3183     51.646270\n",
+      "           ...    \n",
+      "16399    51.301825\n",
+      "15279    51.301825\n",
+      "19983    51.301825\n",
+      "19647    51.301825\n",
+      "20991    51.301825\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RADOCHE TERCERO\n",
+      "227      51.496547\n",
+      "787      51.496547\n",
+      "115      51.496547\n",
+      "3        51.496547\n",
+      "675      51.496547\n",
+      "           ...    \n",
+      "21171    51.309502\n",
+      "21395    51.309502\n",
+      "21283    51.309502\n",
+      "21507    51.295080\n",
+      "21619    51.295080\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FASTNET\n",
+      "369      53.187485\n",
+      "593      53.187485\n",
+      "145      53.187485\n",
+      "257      53.187485\n",
+      "33       53.187485\n",
+      "           ...    \n",
+      "20193    52.100453\n",
+      "21089    52.100453\n",
+      "20641    52.100453\n",
+      "20081    52.100453\n",
+      "21425    52.100453\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CARLA\n",
+      "1050     43.657252\n",
+      "5306     43.657252\n",
+      "3738     43.657252\n",
+      "1835     43.657252\n",
+      "2058     43.657252\n",
+      "           ...    \n",
+      "19194    47.628400\n",
+      "13258    47.628400\n",
+      "21210    47.628400\n",
+      "18858    47.628400\n",
+      "13370    47.628400\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ARMOR II\n",
+      "1174     50.990838\n",
+      "166      50.990838\n",
+      "1734     50.990838\n",
+      "726      50.990838\n",
+      "614      50.990838\n",
+      "           ...    \n",
+      "18310    50.911542\n",
+      "17638    50.911542\n",
+      "18646    50.911542\n",
+      "21558    50.911542\n",
+      "18758    50.911542\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V M. LE ROCH 2\n",
+      "29       57.510192\n",
+      "477      57.510192\n",
+      "365      57.510192\n",
+      "589      57.510192\n",
+      "141      57.510192\n",
+      "           ...    \n",
+      "21533    57.953898\n",
+      "21421    57.953898\n",
+      "21309    57.953898\n",
+      "21197    57.953898\n",
+      "21645    57.973918\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SCOMBRUS\n",
+      "309      56.906442\n",
+      "197      56.906442\n",
+      "421      56.906442\n",
+      "85       56.906442\n",
+      "533      57.290118\n",
+      "           ...    \n",
+      "21253    53.247445\n",
+      "21365    53.205827\n",
+      "21477    53.151448\n",
+      "21589    53.113488\n",
+      "21701    53.088313\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JP LE ROCH\n",
+      "149      58.542457\n",
+      "485      58.542457\n",
+      "373      58.542457\n",
+      "261      58.542457\n",
+      "37       58.542457\n",
+      "           ...    \n",
+      "21205    57.849158\n",
+      "21541    57.812455\n",
+      "21317    57.812455\n",
+      "21653    57.812455\n",
+      "21429    57.812455\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAPALOMA II\n",
+      "125      51.246000\n",
+      "13       51.246000\n",
+      "909      51.246000\n",
+      "797      51.246000\n",
+      "1917     51.246000\n",
+      "           ...    \n",
+      "21181    49.748970\n",
+      "21293    49.748970\n",
+      "21405    49.748970\n",
+      "21517    49.744273\n",
+      "21629    49.744273\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GEVRED\n",
+      "289     -15.928333\n",
+      "177     -15.928333\n",
+      "65      -15.928333\n",
+      "513     -15.933315\n",
+      "1745    -15.933315\n",
+      "           ...    \n",
+      "21345   -16.304172\n",
+      "21233   -16.304172\n",
+      "21457   -16.333857\n",
+      "21681   -16.333857\n",
+      "21569   -16.333857\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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vuPHGG/HwKPpPT85Iz/Pnz6datWr4+PjQsGHDAm99XYzvvvuOBx98kJEjR9KtWzdCQ0M5ceIE7733HmvWrGH06NH5Ws+2bNnC2LFjGTp0KIcOHWLy5MnUqVOHe++9F4CAgABee+01oqKiOH36NLfccgs1atTg5MmTbN++nZMnTzJv3jzAes2uvvpqrrnmGsaPH0+DBg04d+4ce/bsYfXq1fZBOR966CEWLlzIgAEDmDFjBjVr1mTZsmX2JK20XXXVVdx111384x//YMuWLXTv3h1/f3+OHj3K+vXradOmDePHj6dFixY0btyYiRMnYoyhevXqrF692t6/K6/CvqfVqlX7W7EGBgbSvXt3nn/+ecLCwmjQoAHr1q0jOjq60AEXi7uG4qKc2wdbxHkKewqsdevWBdbfsGGD6dq1q/Hz8zPh4eFm7Nix5pdffjGAWbRokb1eQY/BG2N9mqVnz54mMDDQeHt7m8jISHPLLbc4PCZtjPWJnP79+5ugoCDj7e1tGjdubB5++GGHOpMmTTK1a9c2bm5uDk8FZWVlmdmzZ5tmzZoZT09PExYWZm6//XZz6NChEp9nju+//94A5l//+leR9S703//+1wCmd+/eDuXjxo0zgHn11VfzvYcLngIzxpiXX37ZNGzY0Li7uzt8xoXFHhUVle/R7gsdOnTITJkyxVx11VUmIiLCeHh4mGrVqpnOnTub1157zWRmZtrr5jxB9NVXX5lRo0aZ4OBg4+vra2644Qaze/fufPtet26dGTBggKlevbrx9PQ0derUMQMGDDAffvihQ719+/aZMWPGmDp16hhPT08THh5uunXrlu+JpD///NP07t3b+Pj4mOrVq5s777zT/tmW9Cmwn376qcDtAwYMKPCzWrhwoencubPx9/c3vr6+pnHjxmb06NFmy5Yt+eKqVq2aCQkJMUOHDjUHDx4s8BoW9j2NjIw0AwYMyHd8wNx33335Pi/APP/88/ayuLg4M2TIEBMSEmKqVatm+vXrZ37//XcTGRlpoqKi8n0OJb2G4losxhhT/mmXSNX18MMPs3TpUoeB4SqjRx99lHnz5nHo0KG/3fJSGb399tv84x//4KeffiqwI7FUfLqGUhTdAhMpJSdOnCAmJoaVK1fStWtXZ4dzyTZu3Mhff/3F3Llzufvuu10y+RGRqk8JkEgp+fzzz5kwYQJdunThlVdecXY4l6xr1674+fkxcOBAZsyY4exwRETKhG6BiYiIiMvRY/AiIiLicpQAiYiIiMtxagI0ffp0LBaLw6uwod7vvvtuLBYLL7/8crH7XbFiBa1atcLb25tWrVrx8ccfl3LkIiIiUpk5vRN069at7ZMnAri7u+ers2rVKjZt2pRvhNaCxMTEcNttt/Hss89y88038/HHH3Prrbeyfv16OnfuXKKYsrOzOXLkCNWqVSt0ugARERGpWIwxnDt3jtq1a9vnWSyqstNMmzbNtGvXrsg6cXFxpk6dOvZBrl566aUi6996662mX79+DmV9+/Y1w4YNK3Fchw4dMoBeeumll1566VUJXxcO/loQp7cA7d69m9q1a+Pt7U3nzp2ZNWuWw8zDo0aN4vHHH6d169Yl2l9MTEy+If/79u1boltnOXKGaj906BCBgYElfp+IiIg4T2JiIvXq1SvRlCtOTYA6d+7MkiVLaNasGcePH2fGjBl069aNP/74g9DQUGbPno2HhwcPPPBAifd57Ngxatas6VBWs2bNImdRTktLc5h88ty5c4B1zhklQCIiIpVLSbqvODUB6t+/v325TZs2dO3alcaNG7N48WJ69OjBK6+8wi+//HLR/XAurG+MKXIfzz33nH0yShEREan6KtRj8P7+/rRp04bdu3fz448/cuLECerXr4+HhwceHh4cOHCARx99lAYNGhS6j4iIiHytPSdOnMjXKpTXpEmTSEhIsL8OHTpUWqckIiIiFVCFSoDS0tLYsWMHtWrVYtSoUfz6669s27bN/qpduzaPP/44X375ZaH76Nq1K2vXrnUo++qrr+jWrVuh7/H29rbf7tJtLxERkarPqbfAHnvsMQYNGkT9+vU5ceIEM2bMIDExkaioKEJDQ/NNwujp6UlERATNmze3l40ePZo6derw3HPPAfDggw/SvXt3Zs+ezeDBg/nvf//L119/zfr160s9/qysLDIyMkp9v1L5eHp6FjiEg4iIVExOTYDi4uIYPnw48fHxhIeH06VLFzZu3EhkZGSJ93Hw4EGHZ/27devG8uXLmTJlClOnTqVx48a8//77JR4DqCSMMRw7doyzZ8+W2j6l8gsODiYiIkJjR4mIVAKaDLUAiYmJBAUFkZCQUODtsKNHj3L27Flq1KiBn5+ffvBcnDGG5ORkTpw4QXBwMLVq1XJ2SCIiLqm43++8nD4OUGWTlZVlT34uvEUnrsvX1xewdrivUaOGboeJiFRwFaoTdGWQ0+fHz8/PyZFIRZPznVC/MBGRik8J0CXSbS+5kL4TIiKVhxIgERERcTlKgKRC2L9/PxaLhW3btjk7FBERcQFKgFzIiRMnuPvuu6lfvz7e3t5ERETQt29fYmJinB1ahXTmzBlGjRpFUFAQQUFBjBo1SkMfiIiUhgrw/LkSIBcyZMgQtm/fzuLFi/nrr7/45JNPuPbaazl9+rSzQyuRuLg4ynPUhhEjRrBt2zbWrFnDmjVr2LZtG6NGjSq344uIVEnngN7AKueGoQTIRZw9e5b169cze/ZsevbsSWRkJJ06dWLSpEkMGDDAXs9isTBv3jz69++Pr68vDRs25MMPP3TY1+HDh7ntttsICQkhNDSUwYMHs3//foc6ixYtomXLlvj4+NCiRQvmzp3rsH3z5s106NABHx8frrjiCrZu3VrsOUydOpVGjRoxbdo0YmNjL/3DKIEdO3awZs0a3nrrLbp27UrXrl1ZsGABn376Kbt27SrTY4uIVFlngT7AN8CtwBfOC0UJkIsICAggICCAVatWkZaWVmTdqVOn2luLbr/9doYPH86OHTsASE5OpmfPngQEBPDDDz+wfv16AgIC6NevH+np6QAsWLCAyZMnM3PmTHbs2MGsWbOYOnUqixcvBiApKYmBAwfSvHlzfv75Z6ZPn85jjz1W7Dm8+uqrTJ06lXXr1tG0aVO6d+9OdHQ0586dK/KcC3v179+/0GPFxMQQFBTkMIJ4ly5dCAoKYsOGDcXGKiIiFzgF9AI22tYDgHDnhYORfBISEgxgEhIS8m1LSUkxf/75p0lJSXHccLkxpo4TXpeX/Lw++ugjExISYnx8fEy3bt3MpEmTzPbt2x3qAOaee+5xKOvcubMZP368McaY6Oho07x5c5OdnW3fnpaWZnx9fc2XX35pjDGmXr165t1333XYx7PPPmu6du1qjDHmP//5j6levbpJSkqyb583b54BzNatW0t0Lvv37zfPPvusadasmfHz8zMjR440X331lUNcu3fvLvIVFxdX6P5nzpxpmjZtmq+8adOmZtasWQW+p9DvhoiIqztujGljjMH2CjfGbCv9wxT1+30hjQRdWo4Bh50dRNGGDBnCgAED+PHHH4mJiWHNmjXMmTOHt956izvuuMNer2vXrg7v69q1q/3prJ9//pk9e/ZQrVo1hzqpqans3buXkydPcujQIe68807GjRtn356ZmUlQUBBgvb3Url07h8EkLzxmcSIjI5kyZQpTpkxh8eLFTJgwgWXLlnHmzBmCg4MBaNKkyUXt80IFjetjjNF4PyIiF+MIcD2w07YegfUWWCunRQRoKozSE1E5juvj40Pv3r3p3bs3Tz31FGPHjmXatGkOCVBBcn70s7Ozufzyy1m2bFm+OuHh4aSmpgLW22AXTkCbMz2EKYWOzPHx8SxfvpwlS5awbds2+vfvT1RUlD3JAustsKJcc801fPFFwTegIyIiOH78eL7ykydPUrNmzb8XvIiIqziINfnZY1uvC3wLNHVaRHZKgErLFmcHcGlatWrFqlWrHMo2btzI6NGjHdY7dOgAQMeOHXn//fepUaNGgRPNBQUFUadOHWJjYxk5cmShx1y6dCkpKSn2ObQ2btxYYN280tLSWL16NUuWLGHNmjW0bt2aqKgoPvvsM8LD899ILm5MoZxjF6Rr164kJCSwefNmOnXqBMCmTZtISEigW7duxcYqIuLyzgLXAvts6w2xtvw0dFI8Fyr9O3CV3yX1Aarg4uPjTc+ePc3SpUvN9u3bTWxsrPnggw9MzZo1zZgxY+z1ABMWFmaio6PNrl27zFNPPWXc3NzMH3/8YYwxJikpyTRt2tRce+215ocffjCxsbHm+++/Nw888IA5dOiQMcaYBQsWGF9fX/Pyyy+bXbt2mV9//dUsXLjQvPDCC8YYY86dO2fCwsLM8OHDzR9//GE+++wz06RJk2L7AI0ZM8bUrFnTPPzww/n6LpWFfv36mbZt25qYmBgTExNj2rRpYwYOHFho/cr63RARKRP3mNw+P02NMQfL/pAX0wdICVABqmIClJqaaiZOnGg6duxogoKCjJ+fn2nevLmZMmWKSU5OttcDzBtvvGF69+5tvL29TWRkpHnvvfcc9nX06FEzevRoExYWZry9vU2jRo3MuHHjHD6vZcuWmfbt2xsvLy8TEhJiunfvblauXGnfHhMTY9q1a2e8vLxM+/btzYoVK4pNgHbv3m0yMjJK70MpxqlTp8zIkSNNtWrVTLVq1czIkSPNmTNnCq1fWb8bIiKl7keTm/wEGGP2l89hLyYBshhTjiPLVRKJiYkEBQWRkJCQ7zZPamoq+/bto2HDhvj4+DgpwrJjsVj4+OOPuemmm5wdSqVT1b8bIiIlkgZ0AHbY1l8BHiifQxf1+30hjQMkIiIipWc2ucnPlcB9ToylCEqAREREpHTsBGbalt2BBbb/VkB6Ckwc6I6oiIhckmzgLiDdtv4Y0M554RRHLUAiIiLy9y0EfrQtNwKecmIsJaAESERERP6eY8DjedbfBPwKqVtBKAESERGRv+chrAMfAowGejstkhJTAiQiIiKX7jPgfdtyKPCCE2O5CEqARERE5NKcB+7Ns/4SEOakWC6SEiARERG5NE9hnfAUoBdwuxNjuUhKgKRC2L9/PxaLpdgJTEVEpIL4CesozwA+WDs+W5wXzsVSAuRCTpw4wd133039+vXx9vYmIiKCvn37EhMT4+zQKqSZM2fSrVs3/Pz8CA4OdnY4IiIVRwYwDuvYPwDTgcZOi+aSaCBEFzJkyBAyMjJYvHgxjRo14vjx43zzzTecPn3a2aGVSFxcHHXq1MFiKZ//xUhPT2fo0KF07dqV6OjocjmmiEil8DKw3bbcFnjEeaFcKrUAuYizZ8+yfv16Zs+eTc+ePYmMjKRTp05MmjSJAQMG2OtZLBbmzZtH//798fX1pWHDhnz44YcO+zp8+DC33XYbISEhhIaGMnjwYPbv3+9QZ9GiRbRs2RIfHx9atGjB3LlzHbZv3ryZDh064OPjwxVXXMHWrVuLPYepU6fSqFEjpk2bRmxs7KV/GCX09NNP8/DDD9OmTZsyP5aISKURC0yzLVuwTnfh6bxwLpUSIBcREBBAQEAAq1atIi0trci6U6dOZciQIWzfvp3bb7+d4cOHs2OHdWa75ORkevbsSUBAAD/88APr168nICCAfv36kZ5uHf98wYIFTJ48mZkzZ7Jjxw5mzZrF1KlTWbx4MQBJSUkMHDiQ5s2b8/PPPzN9+nQee+yxYs/h1VdfZerUqaxbt46mTZvSvXt3oqOjOXfuXJHnXNirf//+F/MRioiIAcYDKbb1+4FOzgvn77AYTf6UT2JiIkFBQSQkJBAYGOiwLTU1lX379tGwYUN8fHxyN4zYBacyyzlSINQD3m1eoqorVqxg3LhxpKSk0LFjR3r06MGwYcNo27atvY7FYuGee+5h3rx59rIuXbrQsWNH5s6dy8KFC5kzZw47duyw34pKT08nODiYVatW0adPH+rXr8/s2bMZPny4fR8zZszg888/Z8OGDcyfP59JkyZx6NAh/PysQ4W++eabjB8/nq1bt9K+fftiz+XAgQMsXbqUpUuXEhcXx80330xUVBS9evWyx7Vnz54i9+Hr60udOnWKPdbbb7/NQw89xNmzZ4usV+h3Q0SkqlhG7pNedYE/gWrOC+dCRf1+X0h9gErLqUw4keHsKIo0ZMgQBgwYwI8//khMTAxr1qxhzpw5vPXWW9xxxx32el27dnV4X9euXe1PZ/3888/s2bOHatUcv/Gpqans3buXkydPcujQIe68807GjRtn356ZmUlQUBAAO3bsoF27dvbkp6BjFicyMpIpU6YwZcoUFi9ezIQJE1i2bBlnzpyxd1hu0qTJRe1TRESKcArriM855lKhkp+LpQSotIQ66aO8yOP6+PjQu3dvevfuzVNPPcXYsWOZNm2aQwJUkJxWlezsbC6//HKWLVuWr054eDipqamA9TZY586dHba7u7sDpTPjfHx8PMuXL2fJkiVs27aN/v37ExUVZU+ywHoLrCjXXHMNX3zxxd+ORUTEJTwGxNuWhwKDnBhLKVACVFpKeBuqomnVqhWrVq1yKNu4cSOjR492WO/QoQMAHTt25P3336dGjRoFNi8GBQVRp04dYmNjGTlyZKHHXLp0KSkpKfj6+tqPUZy0tDRWr17NkiVLWLNmDa1btyYqKorPPvuM8PDwfPWLG1Mo59giIlKMb4G3bctB5I7/U4kpAXIRp06dYujQoYwZM4a2bdtSrVo1tmzZwpw5cxg8eLBD3Q8//JArrriCq6++mmXLlrF582b7Y+AjR47k+eefZ/DgwTzzzDPUrVuXgwcPsnLlSh5//HHq1q3L9OnTeeCBBwgMDKR///6kpaWxZcsWzpw5wyOPPMKIESOYPHkyd955J1OmTGH//v38+9//LvYc7r33Xj777DNGjBjBli1bHPouFeTv3gI7ePAgp0+f5uDBg2RlZdkTqiZNmhTbuiQiUqVMzrM8B6jlrEBKkZF8EhISDGASEhLybUtJSTF//vmnSUlJcUJkly41NdVMnDjRdOzY0QQFBRk/Pz/TvHlzM2XKFJOcnGyvB5g33njD9O7d23h7e5vIyEjz3nvvOezr6NGjZvTo0SYsLMx4e3ubRo0amXHjxjl8XsuWLTPt27c3Xl5eJiQkxHTv3t2sXLnSvj0mJsa0a9fOeHl5mfbt25sVK1YYwGzdurXQc9i9e7fJyMgovQ+lGFFRUQbrMw8Or++++67A+pX1uyEiUqS/jDHYXpcZY7KcG05Rivr9vpCeAivAJT0FVkVYLBY+/vhjbrrpJmeHUulU9e+GiLioacAztuV/A486MZZiXMxTYBoHSERERApmgHdsyxZgeBF1KxklQCIiIlKwjVhHfga4HqjtxFhKmTpBiwPdERUREbt38izfXmitSkktQCIiIpJfBvC+bdkXuNmJsZQBJUAiIiKS3zdYR38GuBEouk9xpaMESERERPL7MM/ybU6LoswoARIRERFHGcAq23IA0M95oZQVJUAiIiLi6FvgtG15INY+QFWMEiARERFx9N88y0OdFkWZcmoCNH36dCwWi8MrIiLCYXuLFi3w9/cnJCSEXr16sWnTpiL3mZGRwTPPPEPjxo3x8fGhXbt2rFmzpqxPRf6m/fv3Y7FYip3AVEREysEG23/dgD7ODKTsOL0FqHXr1hw9etT++u233+zbmjVrxuuvv85vv/3G+vXradCgAX369OHkyZOF7m/KlCn85z//4bXXXuPPP//knnvu4eabb2br1q3lcToV2okTJ7j77rupX78+3t7eRERE0LdvX2JiYpwdWoWzf/9+7rzzTho2bIivry+NGzdm2rRppKenOzs0EZGydQr43bbcGmsfoCrI6QMhenh4OLT65DVixAiH9RdffJHo6Gh+/fVXrr/++gLfs3TpUiZPnswNN9wAwPjx4/nyyy954YUXeOeddwp8j6sYMmQIGRkZLF68mEaNGnH8+HG++eYbTp8+XfybK4C4uDjq1KmDxWIp82Pt3LmT7Oxs/vOf/9CkSRN+//13xo0bR1JSUolmrhcRqZSygdFAlm39aifGUsac3gK0e/duateuTcOGDRk2bBixsbEF1ktPT2f+/PkEBQXRrl27QveXlpaWbyJKX19f1q9fX+R7EhMTHV5VzdmzZ1m/fj2zZ8+mZ8+eREZG0qlTJyZNmsSAAQPs9SwWC/PmzaN///74+vrSsGFDPvzwQ4d9HT58mNtuu42QkBBCQ0MZPHgw+/fvd6izaNEiWrZsiY+PDy1atGDu3LkO2zdv3kyHDh3w8fHhiiuuKFEL3dSpU2nUqBHTpk0r9HtSWvr168eiRYvo06cPjRo14sYbb+Sxxx5j5cqVZXpcERGnmgl8blsOBSY5MZayVtZT0xfl888/Nx999JH59ddfzdq1a02PHj1MzZo1TXx8vL3O6tWrjb+/v7FYLKZ27dpm8+bNRe5z+PDhplWrVuavv/4yWVlZ5quvvjK+vr7Gy8ur0PdMmzbNYJ3yzeGVkJCQr25KSor5888/TUpKyqWfuBNkZGSYgIAA89BDD5nU1NRC6wEmNDTULFiwwOzatctMmTLFuLu7mz///NMYY0xSUpJp2rSpGTNmjPn111/Nn3/+aUaMGGGaN29u0tLSjDHGzJ8/39SqVcusWLHCxMbGmhUrVpjq1aubt99+2xhjzPnz5014eLi57bbbzO+//25Wr15tGjVqZACzdevWQmNLTEw00dHRpkePHsbNzc1cc8015q233jKJiYkF1vf39y/y1a9fv4v6DCdPnmwuv/zyQrdX1u+GiIgxxpgvjDEWYwy2/37l3HAuRUJCQqG/3xeyGFNxJn9KSkqicePGPPHEEzzyyCP2sqNHjxIfH8+CBQv49ttv2bRpEzVq1ChwHydPnmTcuHGsXr0ai8VC48aN6dWrF4sWLSI5ObnA96SlpZGWlmZfT0xMpF69eiQkJBAY6Dj0ZWpqKvv27aNhw4aOLU1vvgXnz//NT+ASBATAPWNLVHXFihWMGzeOlJQUOnbsSI8ePRg2bBht27a117FYLNxzzz3MmzfPXtalSxc6duzI3LlzWbhwIXPmzGHHjh32W1Hp6ekEBwezatUq+vTpQ/369Zk9ezbDh+dOGzxjxgw+//xzNmzYwPz585k0aRKHDh3Cz88PgDfffJPx48ezdetW2rdvX+y5HDhwgKVLl7J06VLi4uK4+eabiYqKolevXva49uzZU+Q+fH19qVOnTok+u71799KxY0deeOEFxo4t+PMu9LshIlLR7QcuJ/fR95nAP50WzSVLTEwkKCiowN/vCzm9D1Be/v7+tGnTht27dzuUNWnShCZNmtClSxeaNm1KdHQ0kyYV3C4XHh7OqlWrSE1N5dSpU9SuXZuJEyfSsGHDQo/r7e2Nt7f33wv+/HlIPPf39lHGhgwZwoABA/jxxx+JiYlhzZo1zJkzh7feeos77rjDXq9r164O7+vatav96ayff/6ZPXv2UK1aNYc6qamp7N27l5MnT3Lo0CHuvPNOxo0bZ9+emZlJUFAQADt27KBdu3b25KegYxYnMjKSKVOmMGXKFBYvXsyECRNYtmwZZ86cITg4GIAmTZpc1D4Lc+TIEfr168fQoUMLTX5ERCqtVOAWcpOfQcBE54VTXipUApSWlsaOHTu45pprCq1jjHForSmMj48PderUISMjgxUrVnDrrbeWZqj5BTipm/xFHtfHx4fevXvTu3dvnnrqKcaOHcu0adMcEqCC5LSqZGdnc/nll7Ns2bJ8dcLDw0lNTQVgwYIFdO7c2WG7u7s7UDozzsfHx7N8+XKWLFnCtm3b6N+/P1FRUfYkCyCgmM/mmmuu4YsvviiyzpEjR+jZsyddu3Zl/vz5fztuEZEK5wHgZ9tyY2AJFaCHcNlzagL02GOPMWjQIOrXr8+JEyeYMWMGiYmJREVFkZSUxMyZM7nxxhupVasWp06dYu7cucTFxTF0aO6oTKNHj6ZOnTo899xzAGzatInDhw/Tvn17Dh8+zPTp08nOzuaJJ54o25Mp4W2oiqZVq1asWrXKoWzjxo2MHj3aYb1Dhw4AdOzYkffff58aNWoU2LwYFBREnTp1iI2NZeTIkYUec+nSpaSkpODr62s/RnHS0tJYvXo1S5YsYc2aNbRu3ZqoqCg+++wzwsPD89UvbkyhnGMX5vDhw/Ts2ZPLL7+cRYsW4ebmAn8RRMS1LAQW2JZ9gRVAsNOiKV9l3B+pSLfddpupVauW8fT0NLVr1zb/93//Z/744w9jjLVD6c0332xq165tvLy8TK1atcyNN96YrxN0jx49TFRUlH39+++/Ny1btjTe3t4mNDTUjBo1yhw+fPii4iqqE1Vl7egaHx9vevbsaZYuXWq2b99uYmNjzQcffGBq1qxpxowZY68HmLCwMBMdHW127dplnnrqKePm5ma/LjmdoK+99lrzww8/mNjYWPP999+bBx54wBw6dMgYY8yCBQuMr6+vefnll82uXbvMr7/+ahYuXGheeOEFY4wx586dM2FhYWb48OHmjz/+MJ999plp0qRJsZ2gx4wZY2rWrGkefvhhs3379rL7sIwxhw8fNk2aNDHXXXediYuLM0ePHrW/ClNZvxsi4qJ+NsZ4G2unZ4wxi50bTmm4mE7QTk2AKqqqmAClpqaaiRMnmo4dO5qgoCDj5+dnmjdvbqZMmWKSk5Pt9QDzxhtvmN69extvb28TGRlp3nvvPYd9HT161IwePdqEhYUZb29v06hRIzNu3DiHz2vZsmWmffv2xsvLy4SEhJju3bublStX2rfHxMSYdu3aGS8vL9O+fXuzYsWKYhOg3bt3m4yMjNL7UIqwaNGiAp8MLOr/GSrrd0NEXNApY0wDk5v8jHduOKWl0j4FVlEU1Yu8qj/pY7FY+Pjjj7npppucHUqlU9W/GyJSRWRj7eicM95PJ+AH4G8+C1QRXMxTYOrUICIi4kpmkJv8hAEfUSWSn4ulBEhERMRVrAGm25bdgOVAPadF41QV6jF4cT7dERURqaL2AyOw9mYEa0tQwdNqugS1AImIiFR1OYMdnrGt3wg86bxwKgIlQCIiIlXd/eQOdtgEWIzLZwAufvoiIiJVXDTwlm3Z1QY7LIISIBERkarqZ+C+POvzgbaF1HUxSoBERESqotNY+/3kTJ95L3C788KpaJQAiYiIVDXZWJOd/bb1LsBLToumQlICJBXC/v37sVgsxU5gKiIiJfAs8IVtORz4EPByXjgVkRIgF3LixAnuvvtu6tevj7e3NxEREfTt25eYmBhnh1Yh3XjjjdSvXx8fHx9q1arFqFGjOHLkiLPDEhEp2hfA07blnMEO6zovnIpKCZALGTJkCNu3b2fx4sX89ddffPLJJ1x77bWcPn3a2aGVSFxcXLkO1NizZ08++OADdu3axYoVK9i7dy+33HJLuR1fROSi7QNGkjvY4UzgOueFU5EpAXIRZ8+eZf369cyePZuePXsSGRlJp06dmDRpEgMGDLDXs1gszJs3j/79++Pr60vDhg358MMPHfZ1+PBhbrvtNkJCQggNDWXw4MHs37/foc6iRYto2bIlPj4+tGjRgrlz5zps37x5Mx06dMDHx4crrriCrVu3FnsOU6dOpVGjRkybNo3Y2NhL/zBK6OGHH6ZLly5ERkbSrVs3Jk6cyMaNG8nIyCjzY4uIXLQLBzu8CZcf7LAoSoBcREBAAAEBAaxatYq0tLQi606dOtXeWnT77bczfPhwduzYAUBycjI9e/YkICCAH374gfXr1xMQEEC/fv1IT08HYMGCBUyePJmZM2eyY8cOZs2axdSpU1m8eDEASUlJDBw4kObNm/Pzzz8zffp0HnvssWLP4dVXX2Xq1KmsW7eOpk2b0r17d6Kjozl37lyR51zYq3///iX+/E6fPs2yZcvo1q0bnp6eJX6fiEi5mQD8YltuCrwNWJwWTYVnMZr8KZ/ExESCgoJISEggMDDQYVtqair79u2jYcOG+Pj45G74YiqknC3fQAF8g6H/syWqumLFCsaNG0dKSgodO3akR48eDBs2jLZtcweFsFgs3HPPPcybN89e1qVLFzp27MjcuXNZuHAhc+bMYceOHVgs1n9Z6enpBAcHs2rVKvr06UP9+vWZPXs2w4cPt+9jxowZfP7552zYsIH58+czadIkDh06hJ+fHwBvvvkm48ePZ+vWrbRv377Yczlw4ABLly5l6dKlxMXFcfPNNxMVFUWvXr3sce3Zs6foj87Xlzp16hRZ58knn+T1118nOTmZLl268OmnnxIaGlpg3UK/GyIiZe0tYJxt2RfYBLRxXjjOUtTv94U0GWppSTkLKWeKreZMQ4YMYcCAAfz444/ExMSwZs0a5syZw1tvvcUdd9xhr9e1a1eH93Xt2tX+dNbPP//Mnj17qFatmkOd1NRU9u7dy8mTJzl06BB33nkn48aNs2/PzMwkKCgIgB07dtCuXTt78lPQMYsTGRnJlClTmDJlCosXL2bChAksW7aMM2fOEBwcDECTJk0uap8Fefzxx7nzzjs5cOAATz/9NKNHj+bTTz+1J1kiIk73M9bWnxwLcMnk52IpASotvsGV4rg+Pj707t2b3r1789RTTzF27FimTZvmkAAVJOcHPzs7m8svv5xly5blqxMeHk5qaipgvQ3WuXNnh+3u7u5A6cw4Hx8fz/Lly1myZAnbtm2jf//+REVF2ZMssN4CK8o111zDF198UWSdsLAwwsLCaNasGS1btqRevXps3LjxohM2EZEycQoYQu5ghxOwdoKWYikBKi0lvA1V0bRq1YpVq1Y5lG3cuJHRo0c7rHfo0AGAjh078v7771OjRo0CmxeDgoKoU6cOsbGxjBxZ8L/CVq1asXTpUlJSUvD19bUfozhpaWmsXr2aJUuWsGbNGlq3bk1UVBSfffYZ4eHh+eoXN6ZQzrFLKidxK64PlYhIucjCmuwcsK13BV5wXjiVjRIgF3Hq1CmGDh3KmDFjaNu2LdWqVWPLli3MmTOHwYMHO9T98MMPueKKK7j66qtZtmwZmzdvJjo6GoCRI0fy/PPPM3jwYJ555hnq1q3LwYMHWblyJY8//jh169Zl+vTpPPDAAwQGBtK/f3/S0tLYsmULZ86c4ZFHHmHEiBFMnjyZO++8kylTprB//37+/e9/F3sO9957L5999hkjRoxgy5YtDn2XCvJ3boFt3ryZzZs3c/XVVxMSEkJsbCxPPfUUjRs3VuuPiJS/E+mQkAW+bhDuCd5u8AzwpW17OPABGuzwYhjJJyEhwQAmISEh37aUlBTz559/mpSUFCdEdulSU1PNxIkTTceOHU1QUJDx8/MzzZs3N1OmTDHJycn2eoB54403TO/evY23t7eJjIw07733nsO+jh49akaPHm3CwsKMt7e3adSokRk3bpzD57Vs2TLTvn174+XlZUJCQkz37t3NypUr7dtjYmJMu3btjJeXl2nfvr1ZsWKFAczWrVsLPYfdu3ebjIyM0vtQivDrr7+anj17murVqxtvb2/ToEEDc88995i4uLhC31NZvxsiUgm8fNiY9lutr82JxnxmjMH2cjPGfOPM4CqOon6/L6SnwApwSU+BVREWi4WPP/6Ym266ydmhVDpV/bshIk70rzh4P966PLspDPPPHe9nNvCEswKrWC7mKTCNAyQiIlLRpWTnLj/pnpv83Aw87oyAKj8lQCIiIhVd3gToD9tPd1NgERrs8BKpE7Q40B1REZEKKG8ClO0GfsBKIKiwN0hx1AIkIiJS0Z3Iyl3OdrOO/HyZ06KpEpQAiYiIVGSngD9tLUAGuM8Cw4t6g5SEEiAREZGKKmeww0xbAmRxgxfU6ac0KAESERGpqJ7GOtihmy0Bqu6mwQ5LiRIgERGRiugzIGeWpZwEyF8/26VFn6SIiEhFEwvcnmfdy5YA+epnu7Tok5QKYf/+/VgslmInMBURqfJSsM7wfta2frOBbNsQJX7uzompClIC5EJOnDjB3XffTf369fH29iYiIoK+ffsSExPj7NAqpAYNGmCxWBxeEydOdHZYIlKVGeBeYJttvRnwWp5H4NUCVGo0EKILGTJkCBkZGSxevJhGjRpx/PhxvvnmG06fPu3s0EokLi6OOnXqYLGU3xMQzzzzDOPGjbOvBwQElNuxRcQFLQDeti3nDHbomWcQRCVApUafpIs4e/Ys69evZ/bs2fTs2ZPIyEg6derEpEmTGDBggL2exWJh3rx59O/fH19fXxo2bMiHH37osK/Dhw9z2223ERISQmhoKIMHD2b//v0OdRYtWkTLli3x8fGhRYsWzJ0712H75s2b6dChAz4+PlxxxRVs3bq12HOYOnUqjRo1Ytq0acTGxl76h3ERqlWrRkREhP2lBEhEysxPwP151qOB1kCyEqCyoE/SRQQEBBAQEMCqVatIS0srsu7UqVMZMmQI27dv5/bbb2f48OHs2LEDgOTkZHr27ElAQAA//PAD69evJyAggH79+pGeng7AggULmDx5MjNnzmTHjh3MmjWLqVOnsnjxYgCSkpIYOHAgzZs35+eff2b69Ok89thjxZ7Dq6++ytSpU1m3bh1Nmzale/fuREdHc+7cuSLPubBX//79iz3m7NmzCQ0NpX379sycOdN+jiIipSoeuAXI+RPzADDMtpyiBKgsWIwmf8onMTGRoKAgEhISCAwMdNiWmprKvn37aNiwIT4+PrkbzvcAc6KcIwUsNSBgXYmqrlixgnHjxpGSkkLHjh3p0aMHw4YNo23btrm7s1i45557mDdvnr2sS5cudOzYkblz57Jw4ULmzJnDjh077Lei0tPTCQ4OZtWqVfTp04f69esze/Zshg/PHap0xowZfP7552zYsIH58+czadIkDh06hJ+fHwBvvvkm48ePZ+vWrbRv377Yczlw4ABLly5l6dKlxMXFcfPNNxMVFUWvXr3sce3Zs6fIffj6+lKnTp1Ct7/00kt07NiRkJAQNm/ezKRJkxg8eDBvvfVWgfUL/W6IiBQlC7gB+Mq23g34jtzxfn45D3fa/p6NCodHCv+75eqK+v2+kPoAlRZzAswRZ0dRpCFDhjBgwAB+/PFHYmJiWLNmDXPmzOGtt97ijjvusNfr2rWrw/u6du1qfzrr559/Zs+ePVSrVs2hTmpqKnv37uXkyZMcOnSIO++806HvTGZmJkFB1ln7duzYQbt27ezJT0HHLE5kZCRTpkxhypQpLF68mAkTJrBs2TLOnDlDcHAwAE2aNLmofV7o4Ycfti+3bduWkJAQbrnlFnurkIhIqVhGbvJTE/gQx8EO894C81MLUGlRAlRaLDUqxXF9fHzo3bs3vXv35qmnnmLs2LFMmzbNIQEq8DC2VpXs7Gwuv/xyli1blq9OeHg4qampgPU2WOfOnR22u7tbH98sjUbH+Ph4li9fzpIlS9i2bRv9+/cnKirKnmRB8R2Wr7nmGr744osSH7NLly6AtWVJCZCIlJqEPMuPALUv2O5wC0yPwZcWJUClpYS3oSqaVq1asWrVKoeyjRs3Mnr0aIf1Dh06ANCxY0fef/99atSoUWDzYlBQEHXq1CE2NpaRI0cWesylS5eSkpKCr6+v/RjFSUtLY/Xq1SxZsoQ1a9bQunVroqKi+OyzzwgPD89Xv7gxhXKOXVI5HbVr1ap1Ue8TESmxUwWUqQ9QmVAC5CJOnTrF0KFDGTNmDG3btqVatWps2bKFOXPmMHjwYIe6H374IVdccQVXX301y5YtY/PmzURHRwMwcuRInn/+eQYPHswzzzxD3bp1OXjwICtXruTxxx+nbt26TJ8+nQceeIDAwED69+9PWloaW7Zs4cyZMzzyyCOMGDGCyZMnc+eddzJlyhT279/Pv//972LP4d577+Wzzz5jxIgRbNmyxaHvUkH+zi2wmJgYNm7cSM+ePQkKCuKnn37i4Ycf5sYbb6R+/fqXvF8REQf7gMl51q8roE6KxgEqE0bySUhIMIBJSEjIty0lJcX8+eefJiUlxQmRXbrU1FQzceJE07FjRxMUFGT8/PxM8+bNzZQpU0xycrK9HmDeeOMN07t3b+Pt7W0iIyPNe++957Cvo0ePmtGjR5uwsDDj7e1tGjVqZMaNG+fweS1btsy0b9/eeHl5mZCQENO9e3ezcuVK+/aYmBjTrl074+XlZdq3b29WrFhhALN169ZCz2H37t0mIyOj9D6UIvz888+mc+fOJigoyPj4+JjmzZubadOmmaSkpELfU1m/GyLiJJnGmGuMMdhedxRSb9ExY9pvtb7Wnimf2Cqpon6/L6SnwApwSU+BVREWi4WPP/6Ym266ydmhVDpV/bshIqVsDvCkbTkS+BUo6MGleUdh/nHr8uuN4Kqin25yZRfzFJja0kRERMrbdmCKbdkCLKXg5Af0FFgZ0ScpIiJSnlKBkUCGbf0J4Joi6qsTdJlQJ2hxoDuiIiJlbDLwh225HfB0MfVT9Rh8WXBqKjl9+vR8s21HREQ4bG/RogX+/v6EhITQq1cvNm3aVOx+X375ZZo3b46vry/16tXj4Ycfto9PIyIi4jTfAi/alr2AdwDvYt6jucDKhNNbgFq3bs3XX39tX88ZLA+gWbNmvP766zRq1IiUlBReeukl+vTpw549ewoc9wVg2bJlTJw4kYULF9KtWzf++usv+yB/L730UqnFrZYSuZC+EyJSpLPAHXnWnwMuK8H7dAusTDg9AfLw8HBo9clrxIgRDusvvvgi0dHR/Prrr1x//fUFvicmJoarrrrK/t4GDRowfPhwNm/eXCrxenp6AtZJQS92ID2p2pKTk4Hc74iIiIMJwCHbck/goRK+TwlQmXB6ArR7925q166Nt7c3nTt3ZtasWTRq1ChfvfT0dObPn09QUBDt2rUrdH9XX30177zzDps3b6ZTp07Exsby+eefExUVVeh70tLSHGZIT0xMLLSuu7s7wcHBnDhhnfjUz8/PPk2EuCZjDMnJyZw4cYLg4GCHVkwREQDexzrnF0AQ8DYl74SSbBsI0csCHvq9KS1OTYA6d+7MkiVLaNasGcePH2fGjBl069aNP/74wz7X0qeffsqwYcNITk6mVq1arF27lrCwsEL3OWzYME6ePMnVV1+NMYbMzEzGjx/PxIkTC33Pc889x9NPF9cLLVdOi1VOEiQCEBwcXGhrpoi4sMPA+DzrbwAXM6B8Tidotf6Uqgo1EGJSUhKNGzfmiSee4JFHHrGXHT16lPj4eBYsWMC3337Lpk2bqFGj4ElAv//+e4YNG8aMGTPo3Lkze/bs4cEHH2TcuHFMnTq1wPcU1AJUr169YgdSysrKIiMjo9Dt4jo8PT3V8iMi+WUD/YC1tvVbgeVYx/4pqd6/Q3wmRHjCF61LO8Iq5WIGQnT6LbC8/P39adOmDbt373Yoa9KkCU2aNKFLly40bdqU6OhoJk2aVOA+pk6dyqhRoxg7diwAbdq0ISkpibvuuovJkyfj5pY/g/b29sbbu7hu+Pm5u7vrR09ERAo3l9zkpzYwj4tLfiD3KTC1AJWqCvVppqWlsWPHjiJn2zbGOLTWXCg5OTlfkuPu7p4z00qpxSoiIlKkHcDjedbfBqpf5D6Mye0ErQSoVDm1Beixxx5j0KBB1K9fnxMnTjBjxgwSExOJiooiKSmJmTNncuONN1KrVi1OnTrF3LlziYuLY+jQofZ9jB49mjp16vDcc88BMGjQIF588UU6dOhgvwU2depUbrzxRrXWiIhI+UgHbsc66jPA/UDvS9hPmoGc/3f3029YaXJqAhQXF8fw4cOJj48nPDycLl26sHHjRiIjI0lNTWXnzp0sXryY+Ph4QkNDufLKK/nxxx9p3Tr3HujBgwcdWnymTJmCxWJhypQpHD58mPDwcAYNGsTMmTOdcYoiIuKKngV+sS23AP51ifvRIIhlpkJ1gq4oLqYTlYiIiIMY4GqsHaA9bOtXXOK+jqTBgB3W5T7BMLvB34+vCtNs8CIiIs5wHhiFNfkBmMalJz+gQRDLkD5NERGR0vIIsNe23BUofAi6ktEtsDKjT1NERKQ0rAYW2Jb9gSX8/Z62agEqM/o0RURE/q4TwNg86y8BTUphv3kTID/9ZJcmfZoiIiJ/hwHuwpoEAQzEMRn6O3QLrMzo0xQREfk7FgL/tS2HA29x8aM9F8bhFpjGASpNSoBEREQu1V7gwTzrC4Capbj/VLUAlRV9miIiIpciCxgNJNnW7wQGl/IxkrNyl5UAlSp9miIiIpdiDrDBttwIa8fn0qanwMqMPk0REZGL9QvwlG3ZDesj79XK4Dh6CqzM6NMUERG5GClYJzrNtK1PBK4qo2PluQOGJq4qVUqARERELsYkwDY9Fx2wTndRVmp55i4fSy/DA7keJUAiIiIl9TXwim3ZG3gH8CrD4wXmGUr6XFbh9eSiKQESEREpiTPAHXnWZwOtyviY1fKM/XM+u/B6ctGUAImIiJTEvcBh23Iv4P5yOKZDAqQWoNKkBEhERKQ47wHLbcvBwCLK5xc0bwKkW2ClSgmQiIhIUQ5hbf3JMQ+oW07HDsjzM60WoFKlBEhERKQw2cA/gLO29eHAsHI8foBagMqKEiAREZHCvAp8Y1uuC7xRzsdXAlRmlACJiIgU5A+sgxzmeBsIKecYvCzgYZtaXrfASpUSIBERkQulYx3tOc22/hBwvRPiOJ4BmbYhoKt7FF1XLooSIBERkQtNB7bZllsBs5wUx2/Juctt/J0URNWkBEhERCSv9VgHOQTwxDras6+TYvk9KXf5Mj8nBVE1KQESERHJkQiMxvr0F8AzWOf7chaHFiAlQKVJCZCIiEiOh4F9tuWrgMedGEumgR0p1uXaXlDds+j6clGUAImIiACsAhbalgOAJYB7obXL3t4USLU1Ren2V6lTAiQiInIcGJdn/RWgkZNiyZH39pcSoFKnBEhERFybAe4E4m3rN2Ed/dnZflf/n7KkBEhERFzbAuAz23INYD5gcV44djkJkAfQQglQaVMCJCIirmsP1o7POaKBcCfFktf5LIhNtS439QUf/VyXNn2iIiLimjKBUUDOnaa7gIHOC8fBt2ett+YA2moAxLKgBEhERFzTv4CNtuUmwAtOjOVCH53KXR5Q3hOQuQYlQCIi4nq2AE/blt2ApVgffa8IdibnPgHW3FdPgJURJUAiIuJakrFOdJppW58MdHFeOPnkbf0ZEgqWitAju+pRAiQiIq7lSWCXbflyYKoTY7nQwTRYfdq67OcGN+j2V1lRAiQiIq7jS+B127Iv1olOK8oME8bAnDhIt/V+vjUM/J05FHXV5uHsAERERMrFKRwHOHweaOGkWC6UZWDhcfjfOet6TU8YV9O5MVVxSoBERKTqM8A9wFHbel/gXueF4+BIGkw5CFuTcsserQN+av0pS0qARESk6lsGfGRbDsE66amz+xYbA5+fgX/FwXnbpKcWrC0/vYKcGporUAIkIiJV20Hgvjzr/wFqOymWHImZMDMOvjqbW1bLE56NhMsryvP4VZsSIBERqbqygSgg0bY+ChjqvHAA2HQOnjoIJzJyywaEwJN1oZpue5UXJUAiIlJ1vQR8b1uuD7zmvFBIy4bXjsKyk7llge4wuS700ePu5U0JkIiIVE2/Af+0LVuAxYCzutb8lQKTD8Ce1NyyTgHwTH2o6eWkoFybEiAREal60rCO9pxuW38EuNYJcWQba4vPa0chwza+j5cF7q8FI8LBzdk9sV2XEiAREal6ngJ+tS23AWY4IYZj6TDtIGw+n1vW1AdmRkJTXycEJHk5dSTo6dOnY7FYHF4REREO21u0aIG/vz8hISH06tWLTZs2FbnPa6+9Nt8+LRYLAwYMKOvTERGRimAd1kEOAbywjvbsU84xrDkDt+5yTH5Gh8M7zZT8VBBObwFq3bo1X3/9tX3d3T23B3yzZs14/fXXadSoESkpKbz00kv06dOHPXv2EB4eXuD+Vq5cSXp6un391KlTtGvXjqFDnd3tX0REylwCMBrrwIdgbflpW47HP5cJ/zpsHd8nR01Pa1+fTtXKMRApjtMTIA8PD4dWn7xGjBjhsP7iiy8SHR3Nr7/+yvXXX1/ge6pXr+6wvnz5cvz8/JQAiYi4ggexjvsD0B1r35/ysuU8TD0Ax/I83t43GP5ZFwKd/nMrF3D6ZKi7d++mdu3aNGzYkGHDhhEbG1tgvfT0dObPn09QUBDt2rUr8f6jo6MZNmwY/v7+pRWyiIhURCuwPukFUM22XB7D6qRnwytH4K49uclPgBvMioR/NVDyU0E59ap07tyZJUuW0KxZM44fP86MGTPo1q0bf/zxB6GhoQB8+umnDBs2jOTkZGrVqsXatWsJCwsr0f43b97M77//TnR0dJH10tLSSEtLs68nJiYWUVtERCqco8DdedZfBxqUw3H3psDkg7ArJbfscn94JhJq6/H2isxijDHFVysfSUlJNG7cmCeeeIJHHnnEXnb06FHi4+NZsGAB3377LZs2baJGjRrF7u/uu+9mw4YN/Pbbb0XWmz59Ok8//XS+8oSEBAIDAy/tZEREpHwYYADwhW19CPAhZTvXV7aB5fHWlp9028+ohwXui4BRNcBdj7c7Q2JiIkFBQSX6/Xb6LbC8/P39adOmDbt373Yoa9KkCV26dCE6OhoPD49iW3QAkpOTWb58OWPHji227qRJk0hISLC/Dh069LfOQ0REytGb5CY/Ebb1ssw/TmTAhFh4/nBu8tPIB95pCnfUVPJTSVSoG5NpaWns2LGDa665ptA6xhiH21WF+eCDD0hLS+P2228vtq63tzfe3t4XFauIiFQAfwGP5llfCJSsl8TFy7LN3v7CYUjIyi0fEQb31wafCtWmIMVwagL02GOPMWjQIOrXr8+JEyeYMWMGiYmJREVFkZSUxMyZM7nxxhupVasWp06dYu7cucTFxTk80TV69Gjq1KnDc88957Dv6OhobrrpJntfIhERqWIysI72nNP95l6gfxkcJ8tYZ22ffwz25/kf8DAP6+PtXdVVojJyagIUFxfH8OHDiY+PJzw8nC5durBx40YiIyNJTU1l586dLF68mPj4eEJDQ7nyyiv58ccfad26tX0fBw8exM3NMev+66+/WL9+PV999VV5n5KIiJSXmcBPtuVmwJxS3n9hiQ/A9UEwpR4EV6gbKXIRKlQn6IriYjpRiYiIE2wCrgKysD7qvgHoVEr7zkl8FhyDfRckPh384Z4IuDIALOrrU9FczO+3UlcREalckoBRWJMfgKmUTvKjxMellDgBiouLo27dumUZi4iISPEeB3IeFu4E/PNv7i/LwNqz1ltdSnxcRom7rF922WUsXbq0LGMREREp2hfAPNuyH7AU8LzEfaVkwfsn4aYdMOmAY/LTwR/+0xiim1jn8FLyU+WUuAVo1qxZ3HfffaxatYr58+fr6SoRESlf8cCYPOsvYO38fLFOZcD78fBBvOPj7GBNfO6OgE5q8anqStwCdO+997J9+3bOnDlD69at+eSTT8oyLhERkVwGuAs4Zlvvj+PUFyWxPxWePQQ3/AkLjjsmP12qwZu2Fp/OavFxBRfVCbphw4Z8++23vP766wwZMoSWLVvi4eG4i19++aVUAxQREWEJ8LFtORSIpmSjPRsDW5NgyQlYd8E8jx5A3xDr1BXNfUszWqkELvopsAMHDrBixQqqV6/O4MGD8yVAIiIipWo/cH+e9flArWLek2Xg2wRYegJ+S3bc5u8GQ0JheDhEaMJSV3VR2cuCBQt49NFH6dWrF7///jvh4eFlFZeIiIj1UffRwDnb+h3A/xVRPyUL/nsalp2EuHTHbTU8YWQ43BwK1dzLIlqpREqcAPXr14/Nmzfz+uuvM3r06LKMSURExOoF4EfbciTwSiH1TmVYZ2f/sICOzc18YHQN6BMMnpqvS6xKnABlZWXx66+/aiwgEREpH9uBKbZlC9Z+QAUN7vvTOXhoHyRnO5Z3rWZNfDrriS7Jr8QJ0Nq1a8syDhERkVypWCc6zbCtPw50L6Der0nw4D5IsSU/6tgsJaQezCIiUvFMAX63LbcDnimgzq4UmBCbm/xcVQ2m1oOa6tgsxVMCJCIiFct3wIu2ZS/gHcD7gjr7U+HevXDO1t+nUwC80BC81cdHSkbfFBERqTjOAlFYBz4EeA647II6R9Lgnr1wOtO63sYPXlLyIxdH3xYREak47gcO2ZZ7Ag9dsP1khjX5OW7rHNTcF15vBH56rF0ujhIgERGpGD7AersLIAh4G8dfqTOZ1uTnkG18nwbeMLcRBKo3h1w8JUAiIuJcR4EHgFF5yt4A6udZP5cF9+2F2FTrem0v69xd1S91KnhxdUqbRUTEOU4As4G5WB97z3ErMCLPeko2PBgLO1Ks62Ee1uRHT3vJ36AESEREytcp4HngNSDvNF1+WPsATSd3otP0bHh0n3VCU4Bgd3izCdS78LEwkYujBEhERMrPH8C1QHyeMh/gXuBJoEae8kwDkw5AjG0isAA3eKMxNPYpn1ilSlMCJCIi5SMBuJnc5McLuBuYRP7Z3bMNTD9ondEdwMcCrzaCVn7lFKxUdUqARESk7GVj7eS827beDvgUKGh6SWPgX3Hw2RnruqcFXmoEHQLKI1JxEXoKTEREyt5MYLVtOQT4mMKTn1ePwoenrOvuwOxI6FKtPKIUF6IESEREytbnwDTbsgV4D2hYSN3o4/D2idy6T9eHnsFlHKC4IiVAIiJSdvYAI8md2mIm0LeQuu+ehDeO5a7/sy4MqF6m4YnrUgIkIiJlIwn4P6zze4G1A/TEQuquOgXPH85df7g23BJWltGJi1MCJCIipc8AY4HfbOstsE5tYSmg7ldn4NlDuevjasLoGgVUFCk9SoBERKT0vQwsty1Xw9rpObCAej8mwOQD1qfEAEaGw/iIcghQXJ0SIBERKV3fA4/nWV+MtQXoQj+dg8f2Q6Zt/abq8GhtsBTUTCRSupQAiYhI6TmEdS6vLNv6P7H2/bnQr0nw4D5It/WO7hMMU+op+ZFyowRIRERKRyowBDhpW+8DPFNAvV0pMCHWOskpQPdAmBEJ7kp+pPwoARIRkdJxP/CTbbkB8C7WgQzz2p8K9+6Fc7Ymok4BMKeBdbRnkXKkBEhERP6+BcBbtmUfrJ2eQy+ocyQN7tkLp22dftr4wUsNwVs/RVL+9K0TEZG/ZxMwIc/6AqD9BXVOZliTn+MZ1vVmPvB6I/C7sIlIpHwoARIRkUt3HGu/n3Tb+gPA7RfUOZMJ4/fCIVulBt4wrzEEaj5ucR4lQCIicmkygNuAnAGcrwH+fUGd81lw317Ym2pdr+UJbzaG6p7lFqZIQZQAiYjIpXkCWGdbrg18AOTNa1Ky4YFY2JFiXQ/zgP80gZpe5RqmSEGUAImIyMV7F+toz2BNej4C8g7gnJ4Nj+6DrUnW9WB3a8tPPe/yjFKkUEqARETk4vyKdZ6vHK8CXfOsZxqYdABizlnXA9zgjcbQ2Lf8YhQphhIgEREpudNYR3a23dViDHB3nu3ZBqYfhG8TrOs+Fni1EbTyK9cwRYqjBEhEREomCxgJxNrWrwDeIHeGd2PgX3Hw2RnruqcFXmwIHQLKO1KRYikBEhGRknkaWGNbDgNWYB30EKzJz6tH4cNT1nV34F+R0LWgKeBFnE8JkIiIFO+/wLO2ZTfgfaB+nu3Rx+HtE9ZlC/B0fbguuBwDFLk4SoBERKRou4BRedZnA9flWX/3JLxxLHd9Ul0YUL18YhO5REqARESkcOewdnq2PdDFrcCjebavOgXPH85df6g2DA0rt/BELpUSIBERKZgB/gHssK23BqLJ7fT81Rl49lBu/XE1IapGeUYocsmcmgBNnz4di8Xi8IqIiHDY3qJFC/z9/QkJCaFXr15s2rSp2P2ePXuW++67j1q1auHj40PLli35/PPPy/JURESqnuexdnQGCMI6w3vOA10/JsDkA5BtWx8RBuMjLtyDSIXl9JnoWrduzddff21fd3fPnRm4WbNmvP766zRq1IiUlBReeukl+vTpw549ewgPDy9wf+np6fTu3ZsaNWrw0UcfUbduXQ4dOkS1atXK/FxERKqMtcCkPOvvAE1tyz+dg8f2Q6Zt/abq8FgdsFgQqSycngB5eHg4tPrkNWLECIf1F198kejoaH799Veuv/76At+zcOFCTp8+zYYNG/D0tE5KExkZWbpBi4hUZfuB4eS27kwDBtqWf0uCh/ZBurGu9wmGKfWU/Eil4/Q+QLt376Z27do0bNiQYcOGERsbW2C99PR05s+fT1BQEO3atSt0f5988gldu3blvvvuo2bNmlx22WXMmjWLrKysQt+TlpZGYmKiw0tExCWlAP8H2IbzYSDwlG35rxS4LxaSbZlR90CYEQnuSn6k8nFqAtS5c2eWLFnCl19+yYIFCzh27BjdunXj1KlT9jqffvopAQEB+Pj48NJLL7F27VrCwgp/wiA2NpaPPvqIrKwsPv/8c6ZMmcILL7zAzJkzC33Pc889R1BQkP1Vr169Uj1PEZFK4z5gq225MbAU6y/F/lQYvxfO2f5n8soAmN3AOtqzSCVkMcYYZweRIykpicaNG/PEE0/wyCOP2MuOHj1KfHw8CxYs4Ntvv2XTpk3UqFHwkwbNmjUjNTWVffv22fsTvfjiizz//PMcPXq0wPekpaWRlpZmX09MTKRevXokJCQQGKhRTEXERfwFNLct+wGbgMuAI+kwZjccz7Bua+Nnndndz73A3Yg4S2JiIkFBQSX6/Xb6LbC8/P39adOmDbt373Yoa9KkCV26dCE6OhoPDw+io6ML3UetWrVo1qyZQ2fqli1bcuzYMdLT0wt8j7e3N4GBgQ4vERGXszLP8lSsyc/JDLhnT27y08wHXm+k5EcqvQqVAKWlpbFjxw5q1apVaB1jjENrzYWuuuoq9uzZQ3Z2tr3sr7/+olatWnh5eZVqvCIiVUYm8J8860OBs5nW216HbP/z2MAb5jWGQKc/PyPytzk1AXrsscdYt24d+/btY9OmTdxyyy0kJiYSFRVFUlIS//znP9m4cSMHDhzgl19+YezYscTFxTF06FD7PkaPHs2kSbnPao4fP55Tp07x4IMP8tdff/HZZ58xa9Ys7rvvPmecoohI5bAC69NfAP2Bmllw317Ym2otq+VpTX6qezonPpFS5tQ0Pi4ujuHDhxMfH094eDhdunRh48aNREZGkpqays6dO1m8eDHx8fGEhoZy5ZVX8uOPP9K6dWv7Pg4ePIibW24eV69ePb766isefvhh2rZtS506dXjwwQd58sknnXGKIiIVn8E66GGOB7LhgVj4M8W6HuYB/2kCEWpFl6qjQnWCriguphOViEildhKYCCy0rXfIhi77IMY2+VewO7zVBBr7OilAkZKrtJ2gRUSknGQBc7E+9ZWT/GCg2YHc5MffDd5orORHqiT1ZBMRcTUxOI73AxBooM9B2JVgXfexwKuNoJWfEwIUKXtKgEREXMUJ4Eng7QvKRxmIPAyfnrGue1rgxYbQMQCRqkq3wEREqrpM4DWgGY7JTzvgRwOXH4VP461l7sC/IqGr+j9K1aYESESkKvsfcAXwAGC7u0UQ1oRoC7DrBLx9Irf+0/XhuuDyjVHECZQAiYhURceBKOBqYHue8n9gnfJiAvDBSXg9zxRBk+rCgOrlGKSI86gPkIhIVZIJvIF1BvfEPOUdbOVdbev/PQXPH87d/lBtuLXwiaZFqholQCIiVcUPWFt2fstTFgzMBO7G2r8HYO1ZeOZQbp2xNSGq4AmmRaoq3QITEansjgK3Az1wTH7GYr3ddS+5yc+PCfDP/ZAzXeKIMLg3orwiFakw1AIkIlJZZWDtzDwdOJen/HKst7s6X1D/p3Pw2H7rbTKAwdXh0TpgsZR1pCIVjhIgEZHK6Hust7v+yFNWHZiFteXH/YL6vyXBQ/sg3Tb7UZ9gmFoP3JT8iGvSLTARkcrkMDAc6Elu8mMB7sJ6uytvX58cf6XAfbGQbLvvdU0gzKgP7kp+xHWpBUhEpDJIB14BngHO5ynvBLwOXFnI+/anwvi9cC7Lun5lAMxpAJ76/19xbUqAREQqum+w3u7amacsFPgXMIbC2/KTsmBCLJy2dfpp4wcvNQQfJT8i+lcgIlJRxQG3Ar3ITX4swHist7vGUvRf8deOwuF063JTH3i9EfhfeH9MxDWpBUhEpKJJB14CngWS8pR3wfp0V8di3p9p4IN4eN82v5ePbXLTQP3JF8mhfw0iIhXJWuB+YFeesjBgDtapLYprt/8tCWbFwc6U3LL7akFd71IOVKRyUwIkIlIRHAQeAVbkKXPDervrWSCkmPefzbTO67XyFJg85UNDYXh46cYqUgUoARIRcaY04AVgBpCn0YZuWG93tS/m/dkGPjkNrxyBs1m55U194J91oX1A6cYrUkUoARIRcZY1wAPA7jxlNYDngVFYOzwX5a8U6+2u7Xk6Cvm5Wae2uC0cPDTOj0hhlACJiJS3/cDDwKo8ZW5YH3V/GusEpkU5nwVvHoPlJyFPow99guHR2lDDq/RiFamilACJiJSXVKytO7Nsyzmuxnq7q20x7zcGvjoL/z4M8Zm55ZHeMLEudKlWuvGKVGFKgEREysNnwIPA3jxlEVgTopEUf7vrQCo8Fweb8gwD7W2BsTVhdA3w0rBuIhdDCZCISFmKBR4CVucpc8fa92c6EFjM+1OyYeFxWHwCMvI83nVNIDxZB+ro8XaRS6EESESkLKQAs7FOV5GWp7wH1rm7LivBPn5IgNmH4Uh6blmEJzxRF64NBIs6OYtcKiVAIiKlbTXW21378pTVwvq4+zCKv911JB2ej4PvE3PLPCwwOtx6y8tX01mI/F1KgERESsterInPZ3nKPLDeAnsKKK6PckY2LDkJbx2D1Dy3u64MsHZybuRTuvGKuDAlQCIif1cy1ltdc3C83dUT6+2uViXYx+Zz8K842JdnB2Ee8Egd6Bes210ipUwJkIjIpTLAf7G28BzIU14H6+2uWyn+dtfJDHjpCHxxJrfMDbgtDMbXgmq63SVSFpQAiYhcit1Yn+Rak6fME+sAh1OB4magyJmxfd5ROJ+dW97GzzqFRQu/Ug5YRPJSAiQicjGSsA5k+G8gz8NZ9AJeA1qUYB+/2mZs35Vn8q8gd3igNtxUHdx0u0ukrCkBEhEpCQOsxNrCcyhPeT3gRWAIxd/uOpsJrx6Bj087lt9U3Zr8hOhPskh50b82EZHi7ALuB9bmKfMEHgMmA/7FvD/bwH9PW5OffDO214P2xe1AREqbEiARkcKcB2ZgbeHJyFPeF3gVaFaCfexKgVmH4Nfk3DJ/NxivGdtFnEkJkIjIhQzwIfAoEJenvD7wMnATxd/uOp9l7eC8PB7y9HGmb7D10fYanqUXr4hcNCVAIiJ57cB6u+ubPGVewBPAJKC4h7OMgS/PwgsXzNjewDZje2fN2C5SESgBKk8mE9JfAs9/gFuYs6MRkbzOAc9gbeHJk7dwA/AK0KQE+9hvm7F98wUzto+LgFHhmrFdpAJRAlSeMt6DtBmQ9jJ43w9e94FF/zco4lQGeB/r7a4jecobYE18BlH87a6UbIi2zdiemWcKi+6B8IRmbBepiJQAlRdjIP0V28p5SHsO0heA9xPWFiGLl1PDE3FJf2C93fVdnjJv4ElgIuBbgn2sS4DZcXA0Ty/pWjkztgeVYrAiUprUHlteLBbwW21NdrANbW/iIfUJOH8FZHwAJrvIXYhIKUnE2uLTDsfkZyDWpOhpik9+jqTBQ7Hw0L7c5MfDAnfWhBUtlfyIVHBKgMqTWy3wfRn8N4PHzbnl5gCkjIOk7pCx1tpaJCKlzwDLgOZYH23PGZKnEbDa9mpczD7Sbbe7huyEdYm55Z0C4IPmMKEW+OpPq0hFp3+lzuDeBPzeBv/vwP3a3PLs3yDlFkgeCJk/OSs6karpN+Ba4HbgmK3MB2trzx9YW3+Ks+kc3LYLXj8Kqbb/UQnzgOci4c3G0NCn1MMWkbKhBMiZ3DuC/3/BbxW4tc8tz1oPyb0geSRk7XJWdCJVQwLW2do7AD/kKR8M/Ak8hTURKsrJDJi0H+7ZC/vTrGVuwIgwWNkS+oVYb3OLSKWhBKgi8OhpbQ3yfRvc8rS/Z34KSV0g5T7Ijiv07SJSAAMswXq76xVyb3c1AT4HVgENi9lHpoF3T8LNO2DN2dzytn7wbjN4vC5Ucy/lwEWkPOgpsIrC4gaeN4PHQMhYCmmzwRwDsiHjHcj4ELzuAq9HwK26s6MVqdi2A/cB/8tT5ot13q5HKb7FJzUbVp+GJScgLs+U70Hu8GBtGKwZ20UqO6e2AE2fPh2LxeLwioiIcNjeokUL/P39CQkJoVevXmzatKnIfb799tv59mmxWEhNTS3r0ykdFk/wGgMBW8H7KSDnSZI0SH8NzreHtH+DSXJikCIV1Fmsj7V3xDH5+T+sIzxPpujk51ymtYPzgD9hVpxj8nNzdfi4JdwcquRHpApwegtQ69at+frrr+3r7u65zcnNmjXj9ddfp1GjRqSkpPDSSy/Rp08f9uzZQ3h4eKH7DAwMZNcux74zPj6VrHOixQ+8HwWvf0DaS5D+HyANSIC0ZyF9Png/CZ6jrUmTiCvLBhZjHb/nZJ7yZlgnLe1bzPsPpsHHp+CjeDh/wXAUXavBPRHQVjO2i1QlTk+APDw8HFp98hoxYoTD+osvvkh0dDS//vor119/faH7vLAlqVKzVAefZ8HrHuvgiRnLgGwwxyH1EUh/A7yngMdN1ttoIq7mF2ACEJOnzA+YCjyMdWDDgpzMgK/OwBdn4Y9kx21uQK9guKMGtCxu8i8RqYyc/ou5e/duateuTcOGDRk2bBixsbEF1ktPT2f+/PkEBQXRrl27Ivd5/vx5IiMjqVu3LgMHDmTr1q1lEXr5cqsDvq+D/0ZrP6Ec2Xsh5R+Q1BMyv3VefCLl7TTWfj5X4pj8DAV2Yh3J+cLk51wmrDoFd++Bfn/Av484Jj+eFhgSan2ya3YDJT8iVZjFGOeNuvfFF1+QnJxMs2bNOH78ODNmzGDnzp388ccfhIaGAvDpp58ybNgwkpOTqVWrFqtWreLKK68sdJ8bN25kz549tGnThsTERF555RU+//xztm/fTtOmTQt8T1paGmlpafb1xMRE6tWrR0JCAoGBgaV70qUlcwukTYesHx3L3XuAz3TrI/YiVVE2sBDrzOzxecqbA68DvS6on5oNPybCF2dgfSJkFPAnr7kv9A+BG0IgXLeURSqrxMREgoKCSvT77dQE6EJJSUk0btyYJ554gkceecRedvToUeLj41mwYAHffvstmzZtokaNGiXaZ3Z2Nh07dqR79+68+uqrBdaZPn06Tz/9dL7yCp0AgXXE6KxvIHW6dRDFvDxuAu+p1kEXRaqKLVhbfTbnKfPHOpbPQ0DOlHoZBjafsyY93yVAcgHTzNTzso7f0y8EGlWyPoIiUqBKmwAB9O7dmyZNmjBv3rwCtzdt2pQxY8YwadKkEu9z3LhxxMXF8cUXXxS4vVK2AOVlsiFzBaTOALM/zwZ38BwF3hOt03CIVFansD7BNR/r+D45bgP+DdQFsg38mmTt07P2LJzJzL+fMA/oGwL9gqG1nwYvFKliLiYBcnon6LzS0tLYsWMH11xzTaF1jDEOyUpxjDFs27aNNm3aFFrH29sbb+/CekpWAhY38BwKHoMhY7FtDKGTQBZkvA0Z71s7UXs/BJZg58YqcjGygGist7tO5ylvBbwGXAfsToFXz8CaM44zsucIcIPrg623uK4IAHclPSLi5AToscceY9CgQdSvX58TJ04wY8YMEhMTiYqKIikpiZkzZ3LjjTdSq1YtTp06xdy5c4mLi2Po0KH2fYwePZo6derw3HPPAfD000/TpUsXmjZtSmJiIq+++irbtm3jjTfecNZplh+LF3iNA8/hkD4X0l4FzgEpkP4SpC8C70esAypaipvqWsTJNmO93bUlT1kAMB0YkgbfnIVbzsDeAsb48rZA9yDoHwxXBYKX05/3EJEKxqkJUFxcHMOHDyc+Pp7w8HC6dOnCxo0biYyMJDU1lZ07d7J48WLi4+MJDQ3lyiuv5Mcff6R169b2fRw8eBA3t9w/bmfPnuWuu+7i2LFjBAUF0aFDB3744Qc6derkjFN0DksAeD8BnmMg/QVIfwtIB85C2lOQ/iZ4TwLPkWDRMP5SwcRjbfGJxvF2160Z0PMsxJyBd5Lzv88d6FzN2qenZxAE6LstIoWrcH2AKoKLuYdYKWQftI0h9B4OvyhurcD7GfDopb4Q4nxZWPv4TAbO2MrcsqB1ArQ6A7vPWZ8Au1A7f2tLT+9gqK4nuERcWaXuBF0RVLkEKEfWn5D2DGRe0BncvYd1sEX3osdXEikzG7He7vrFtu6bDHWOQ2CitXPzhZr62J7gCobalbj/noiUqkrbCVrKmHsr8FsOmRsgdQpk/2wtz1oHST3Ac5h1VGm3us6NU1zHCawDFi7KKTBQ8zjUOmZdzdviU9vLmvD0C4Gm6sMmIn+PEiBX5NEN/L+BzJWQ+jSYA4Cx3iLL+Bi8xoP3w2AJKnZXIpdsEfAI1glMAbxTocVBsOTp3xPiAX2CrU9wtdVj6yJSevRohKuyWMBzCAT8BN6zgGDbhlTrE2PnO1gnXDUFPFYs8ne9CozBlvwYqHsSLtuVm/y4AWNrwpetYGJdaz8fJT8iUoqUALk6izd43wfVtoHX/diH0jWnIPVxSOoMGZ9YR50WKQ3zgAdty57pcHUshB2GLNt3rL43LGoK99UCT/2JEpGyob8uYmUJAZ8Z1hYhj1tyy7P3QsooSO4HmT85Lz6pGt4C7gUwEHIa2u2E8+dyt98WBsubQVt/JwUoIq5CCZA4cmsAftHg/y24X51bnrURkntBchRkxzotPKnEFgN3Ae6Z0GA/RB6ETFsv5xqeMLeR9XaXr8bvEZGypwRICuZ+Ofh9Cr7vgVuz3PLMVXC+E6ROhOzThb5dxMG7wD+AagnQYicEJ+RuuyEEPmwOXavQkBMiUuEpAZLCWSzgeQP4x4DPi2AJt23IgPR5cL49pL0CpoCpCERyfAjckQV1D0KjfeBpm6Q02B3mNICZkRCoB1JFpHwpAZLiWTzA604I2ApejwM5Y7AkWKfWOH8lZHxgnZVeJK9VwNjz0GQXhOZpMbwmED5oYR29WUTECZQASclZqoHPFAj4BTxvB2yPJZuDkDIOknpC5g9ODVEqkFXZcP8RaLgHvNOtZX5uMLUevNIQwjVthYg4jxIguXhutcH3DfBfD+7X55Znb4PkQZB8G2TtdFp4UgEsSoZJf0HYCXueTHt/eL85/F+oxvQREadTAiSXzv0y8F8Jfh+DW5vc8sw1kNQVUh6E7OPOi0/KX6aBfx6HV3aDj61vmMUCD9SGt5pAXc3bJSIVgxIg+fs8rgP/deAzDyy1bYXZkPG2dUTptNlgkpwZoZSHA2kwdDd8cRQstkENvXzg3WbwjxrgrlYfEak4lABJ6bC4g9cICPgZvKcC1WwbkiBtFpzvCOmLwWQ5M0opC8bAB/Fw6y7Yb5vKwgCBNeG7ZtBCE5eKSMWjBEhKl8UPvB+zPjHmOQ6wDWpnjkHqA5B0NWSs1dQaVcXJDLgvFp6Lg3TbU4BpXhDeFL6qZe30LCJSAemvk5QNt3Dw/Tf4bwKPgbnl2X9Cyi2QPBiytjsvPikdk/ZDTJ6pLOJDoU5zWO0P6u4jIhWYEiApW+5NwW8Z+H0Bbpfnlmetg6QekHIPZMc5Lz65dKcz4Wdb364MD9jbCJrWg/+6g49zQxMRKY4SICkfHt3A/xvwXQiWSFuhgYz34PzlkDodTEJRe5CKZl2eju1nQqB9IKwG/JwWkYhIiSkBkvJjsYDnEOuM894zgWDbhlRIf8n6xFj6fDAZTgxSSuyt5Nzluv7wGaBJ3EWkklACJOXP4g3eE6DaNvCaAHhZy80pSH0ckjpDxifqKF2RHQD+ytMCtNgv98E/EZFKQAmQOI8lBHxmWluEPIbklmfvhZRRkNwPMn9yXnxSuBkGfG0tQD6e0MLLufGIiFwkJUDifG4NwG8h+H8L7lfllmdthORekBwF2bFOC08uEAu8lwrutsfeO6nTj4hUPkqApOJwvxz8PgPf98CtaW555io43wlSJ0L26ULfLuVkBuCT5/bXFer4IyKVjxIgqVgsFvC8AfxjwOcFsITbNmRA+jw43x7SXgGT6swoXdceYAngl6cDdBu1AIlI5aMESComiyd4jbWOKO31OJAznUICpD0F56+EjA/AZDszStfzLJBFbgLkAbRQAiQilY8SIKnYLNXAZwoE/AKetwO2CTXNQUgZB0k9IXOdU0N0GbuAdwC3rNyZ3pv6go/+jIhI5aO/XFI5uNUG3zfAfz24X59bnr0Nkm+EpBshc4vTwnMJzwDZWFt/ciZ2v0ytPyJSOSkBksrF/TLwXwl+K8HtstzyrHWQfD0kD4Os350XX1W1A3jPthyep/+PEiARqaSUAEnl5HE9+P8AvgvA0iC3PPMLSLoKksdA1h6nhVflPA3kjEvZOm8CpCfARKRyUgIklZfFHTxvhYAt4PMyWGrnbstcAUmdIGUCZB9yWohVwu/AB7blGgZSbI/AB7hBA035LiKVkxIgqfwsnuD1D+sTY96zwBJm25AFGUvhfEdIfQKyjzs1zEorb+vP3alwKtO63MoP3CyFvUtEpEJTAiRVh8UHvO+DgO3gPQUIsm1Ih/T/WMcQSp0ORoMplth24CPbcgRw7ljutqsCnRCQiEjpUAIkVY8lALwft022+giQ01E32Trr/Ll2kDYHzDknBllJTM+zPC4Zvk+wLod6wNBQZ0QkIlIqlABJ1WWpDj7TIGAbeN2DfdZ5EiFtJpxvB2mvg0lxYpAV2C/AKttybeDE0dxtY2uCr3v5xyQiUkqUAEnV51YTfGbbBlMcBdh+uM0pSJts7SOUvhBMhlPDrHCm51n+x3nYZGsxq+0FQ9T6IyKVmxIgcR1u9cD3dfDfDB635JabI5D6MJy/AtKXg8lyXowVxU/AattyXQOH8rT+3B0BnvrTISKVm/6KietxbwJ+0eD/P/C4Ibfc7IfUuyGpG2R8AsYUuosqb3qe5dsT4Vfbo+8NvWFAiDMiEhEpVUqAxHW5XwZ+74Hf1+DeI7c8eyekjIKkayHza9dLhDYCn9uW6xvYm6f1595a4K5H30Wk8lMCJOJxJfh/An6rwb1Tbnn2NkgeAsk3QOYGp4VX7qblWR52FnbbJj5t6QvXBxX0DhGRSkcJkEgOj+7g9xX4vg9ubXLLszZAcn9IGgJZW50XX3n4H/CVbbmhgR15xv25vxZY1PojIlWDEiCRvCwW8Oxnm2dsEbg1yd2W9bX1tljy7ZC102khlqm8rT//dxoOpVmXL/eHLtWcEpKISFlQAiRSEIsbeP4f+G8CnzfAUj93W+ZqSOoCKXdD9j7nxVja1gHf2JYbZ8NveVp/Jqj1R0SqFiVAIkWxeIDX7bYJV58HSw3bBgMZy62Pzqc8DNlHnBpmqcjb+jMoHk7YxkW6JhDaBzglJBGRsqIESKQkLN7gdZd1VGnv6UCwbUMmZCyE8x0gdTJkn3JaiH/Ld1hbgACaZ8H2E7nb7qvljIhERMqUEiCRi2HxB++Hodqv4PUkkNMykgrpr8P5tpA6E8xZJwZ5kQzwVJ713ifhjG3G977B0NzXCUGJiJQtpyZA06dPx2KxOLwiIiIctrdo0QJ/f39CQkLo1asXmzZtKvH+ly9fjsVi4aabbiqD6MWlWYLA55/Wmee9JgA+tg3nIX0OnGsFKY9B1m5nRlkyXwPrbcstM2GrrfXHHRgfUcibREQqN6e3ALVu3ZqjR4/aX7/99pt9W7NmzXj99df57bffWL9+PQ0aNKBPnz6cPHmy2P0eOHCAxx57jGuuuaYswxdX5xYGPjMhYCt43gl42DYkQcYCSLrC+vh85o/OjLJwBse+Pz1OQFK2dfnG6hDpU9C7REQqPacnQB4eHkRERNhf4eHh9m0jRoygV69eNGrUiNatW/Piiy+SmJjIr7/+WuQ+s7KyGDlyJE8//TSNGjUq61MQAbfa4PuitbO05xjAL3db1teQ9YvTQivSl0CMbfmyDNhq+58LLwvcpdYfEam6nJ4A7d69m9q1a9OwYUOGDRtGbGxsgfXS09OZP38+QUFBtGvXrsh9PvPMM4SHh3PnnXeWKIa0tDQSExMdXiKXxK0h+L4E1f4E75m2x+d9wWuUsyPL78K+P/dnwWW2xG1oGER4OSMqEZFy4VF8lbLTuXNnlixZQrNmzTh+/DgzZsygW7du/PHHH4SGhgLw6aefMmzYMJKTk6lVqxZr164lLCys0H3+73//Izo6mm3btpU4jueee46nn376756OSC5LCHhPAK/xkP0nWKo7O6L8Psc66ztAO2CsD4xrApvOQzPd+hKRqs1iTMWZ6TEpKYnGjRvzxBNP8Mgjj9jLjh49Snx8PAsWLODbb79l06ZN1KhRI9/7z507R9u2bZk7dy79+/cH4I477uDs2bOsWrWq0OOmpaWRlpZmX09MTKRevXokJCQQGBhYuicpUhEY4Aog587cKmCw06IRESkViYmJBAUFlej326ktQBfy9/enTZs27N6926GsSZMmNGnShC5dutC0aVOio6OZNGlSvvfv3buX/fv3M2jQIHtZdra1Q6eHhwe7du2icePG+d7n7e2Nt7d3GZyRSAX1CbnJT0fgRifGIiLiBBUqAUpLS2PHjh1FPrlljHForcmrRYsWDk+RAUyZMoVz587xyiuvUK9evVKNV6RSOgdMybP+NKBZLkTExTg1AXrssccYNGgQ9evX58SJE8yYMYPExESioqJISkpi5syZ3HjjjdSqVYtTp04xd+5c4uLiGDp0qH0fo0ePpk6dOjz33HP4+Phw2WWXORwjODgYIF+5iEs6CdwA/G5bvxIY4LxwREScxakJUFxcHMOHDyc+Pp7w8HC6dOnCxo0biYyMJDU1lZ07d7J48WLi4+MJDQ3lyiuv5Mcff6R169b2fRw8eBA3N6c/zCZS8e0H+gJ/2daDgTdR64+IuKQK1Qm6oriYTlQilcJvWJOfo7b1OljHAGpd6DtERCqdStsJWkTKwFGgO3DWtt4c+Aqo76yAREScT/eORKq6WsAE23InrPN+KfkRERenFiARV/AMEAFEkTuBvYiIC1MCJOIKLMB9zg5CRKTi0C0wERERcTlKgERERMTlKAESERERl6MESERERFyOEiARERFxOUqARERExOUoARIRERGXowRIREREXI4SIBEREXE5SoBERETE5SgBEhEREZejBEhERERcjhIgERERcTlKgERERMTlKAESERERl6MESERERFyOh7MDqIiMMQAkJiY6ORIREREpqZzf7Zzf8aIoASrAuXPnAKhXr56TIxEREZGLde7cOYKCgoqsYzElSZNcTHZ2NkeOHKFatWpYLBbAmlXWq1ePQ4cOERgY6OQIS1dVPjfQ+VVmVfncoGqfX1U+N9D5VVTGGM6dO0ft2rVxcyu6l49agArg5uZG3bp1C9wWGBhYqb4MF6Mqnxvo/CqzqnxuULXPryqfG+j8KqLiWn5yqBO0iIiIuBwlQCIiIuJylACVkLe3N9OmTcPb29vZoZS6qnxuoPOrzKryuUHVPr+qfG6g86sK1AlaREREXI5agERERMTlKAESERERl6MESERERFyOEiARERFxOS6bAM2cOZNu3brh5+dHcHBwofXefvtt2rZti4+PDxEREUyYMKHI/d599900btwYX19fwsPDGTx4MDt37nSo06BBAywWi8Nr4sSJpXFagHPP7cyZM4waNYqgoCCCgoIYNWoUZ8+eLYWzylUW53f69Gnuv/9+mjdvjp+fH/Xr1+eBBx4gISHBoV5lvHYlPbfKeu0A5s+fz7XXXktgYCAWi6XAuMv62oFzz6+sr19ZnVtaWhr3338/YWFh+Pv7c+ONNxIXF+dQpzJfu5KcX0W4dhd+vhaLhTfffLPI/e7du5ebb76Z8PBwAgMDufXWWzl+/LhDnfK4dpfKZUeCTk9PZ+jQoXTt2pXo6OgC67z44ou88MILPP/883Tu3JnU1FRiY2OL3O/ll1/OyJEjqV+/PqdPn2b69On06dOHffv24e7ubq/3zDPPMG7cOPt6QEBA6ZwYzj23ESNGEBcXx5o1awC46667GDVqFKtXr67Q53fkyBGOHDnCv//9b1q1asWBAwe45557OHLkCB999JFD3cp27Up6bpX12gEkJyfTr18/+vXrx6RJkwqtV5bXDpx7fmV9/crq3B566CFWr17N8uXLCQ0N5dFHH2XgwIH8/PPP5fY3E5x7fhXh2gEsWrSIfv362deLGlE5KSmJPn360K5dO7799lsApk6dyqBBg9i4caPDNBRlfe0umXFxixYtMkFBQfnKT58+bXx9fc3XX3/9t/a/fft2A5g9e/bYyyIjI81LL730t/ZbEuV9bn/++acBzMaNG+11YmJiDGB27tz5t45VkLI+vw8++MB4eXmZjIwMe1lVuXYXnltVuXbfffedAcyZM2fybSuva2dM+Z9feV6/0jy3s2fPGk9PT7N8+XJ72eHDh42bm5tZs2aNvayyXruSnF9FuHbGGAOYjz/+uMT7+vLLL42bm5tJSEiwl50+fdoAZu3atfay8rx2F8tlb4EVZ+3atWRnZ3P48GFatmxJ3bp1ufXWWzl06FCJ95GUlMSiRYto2LBhvpnlZ8+eTWhoKO3bt2fmzJmkp6eX9ikUqqzOLSYmhqCgIDp37myv16VLF4KCgtiwYUOpn0dhSuP8ABISEggMDMTDw7GhtLJfO8h/blXt2hXGmdcOyu78KsL1u5Rz+/nnn8nIyKBPnz72stq1a3PZZZfli7syXruSnF9FuHY5JkyYQFhYGFdeeSVvvvkm2dnZhdZNS0vDYrE4DJTo4+ODm5sb69evd6jr7GtXGCVAhYiNjSU7O5tZs2bx8ssv89FHH3H69Gl69+5d7MWbO3cuAQEBBAQEsGbNGtauXYuXl5d9+4MPPsjy5cv57rvvmDBhAi+//DL33ntvWZ+SXVmd27Fjx6hRo0a+99SoUYNjx46VybkU5O+cX45Tp07x7LPPcvfddzuUV+Zrl6Ogc6tK164wzr52UHbnVxGu36Wc27Fjx/Dy8iIkJMShvGbNmg5xV9ZrV5LzqwjXDuDZZ5/lww8/5Ouvv2bYsGE8+uijzJo1q9D6Xbp0wd/fnyeffJLk5GSSkpJ4/PHHyc7O5ujRo/Z6FeHaFcrZTVCladq0aQYo8vXTTz85vKewJsGZM2cawHz55Zf2shMnTuRrmi3I2bNnzV9//WXWrVtnBg0aZDp27GhSUlIKrf/RRx8ZwMTHx1fqc5s5c6Zp1qxZvvc0adLEPPfcc0Xut6KcnzHGJCQkmM6dO5t+/fqZ9PT0IutWpmtX1LlVlWtX1C2wC5Xk2lWW87vU6+fsc1u2bJnx8vLKV96rVy9z9913Fxp3Zbl2JTm/inDtCvLvf//bBAYGFlnnyy+/NI0aNTIWi8W4u7ub22+/3XTs2NGMHz++0PeU9NqVhyrVCXrChAkMGzasyDoNGjQo0b5q1aoFQKtWrexl4eHhhIWFcfDgwSLfm9OTv2nTpnTp0oWQkBA+/vhjhg8fXmD9Ll26ALBnzx5CQ0MLrFMZzi0iIiLfEwAAJ0+epGbNmkXut6Kc37lz5+jXrx8BAQF8/PHHeHp6Flm/Ml27os6tKly7i1WSaweV4/wu9fo5+9wiIiJIT0/nzJkzDq0kJ06coFu3boUeq7Jcu5KcX0W4dgXp0qULiYmJHD9+vNA4+vTpw969e4mPj8fDw4Pg4GAiIiJo2LBhkfuF4q9deahSCVBYWBhhYWGlsq+rrroKgF27dlG3bl3A+jhxfHw8kZGRF7UvYwxpaWmFbt+6dSuQ+w+sIJXh3Lp27UpCQgKbN2+mU6dOAGzatImEhIQi/5hBxTi/xMRE+vbti7e3N5988gk+Pj7FHquyXLvizq2yX7tLUZJrB5Xj/C71+jn73C6//HI8PT1Zu3Ytt956KwBHjx7l999/Z86cOYUeq7Jcu5KcX0W4dgXZunUrPj4+RQ4JkDcWgG+//ZYTJ05w4403FrlfKP7alQtnN0E5y4EDB8zWrVvN008/bQICAszWrVvN1q1bzblz5+x1Bg8ebFq3bm3+97//md9++80MHDjQtGrVyn7rIC4uzjRv3txs2rTJGGPM3r17zaxZs8yWLVvMgQMHzIYNG8zgwYNN9erVzfHjx40xxmzYsMG8+OKLZuvWrSY2Nta8//77pnbt2ubGG2+s9OdmjDH9+vUzbdu2NTExMSYmJsa0adPGDBw4sNTOrazOLzEx0XTu3Nm0adPG7Nmzxxw9etT+yszMNMZU3mtXknMzpvJeO2OMOXr0qNm6datZsGCBAcwPP/xgtm7dak6dOmWMKZ9r58zzM6bsr19Znds999xj6tata77++mvzyy+/mOuuu860a9euXP/dOfP8jHH+tfvkk0/M/PnzzW+//Wb27NljFixYYAIDA80DDzxg30dB57Zw4UITExNj9uzZY5YuXWqqV69uHnnkEfv28rp2l8plE6CoqKgC75l+99139joJCQlmzJgxJjg42FSvXt3cfPPN5uDBg/bt+/btc3jP4cOHTf/+/U2NGjWMp6enqVu3rhkxYoTDo4w///yz6dy5swkKCjI+Pj6mefPmZtq0aSYpKanSn5sxxpw6dcqMHDnSVKtWzVSrVs2MHDmyRP0xnH1+OX0rCnrt27fPGFN5r11Jzs2YynvtjCm8P8SiRYuMMeVz7Zx5fsaU/fUrq3NLSUkxEyZMMNWrVze+vr5m4MCBDu+p7NeuuPMzxvnX7osvvjDt27c3AQEBxs/Pz1x22WXm5ZdfdhgCpKBze/LJJ03NmjWNp6enadq0qXnhhRdMdna2fXt5XbtLZTHGmEtpORIRERGprPQYvIiIiLgcJUAiIiLicpQAiYiIiMtRAiQiIiIuRwmQiIiIuBwlQCIiIuJylACJiIiIy1ECJCIiIi5HCZCIVHlZWVl069aNIUOGOJQnJCRQr149pkyZ4qTIRMRZNBK0iLiE3bt30759e+bPn8/IkSMBGD16NNu3b+enn37Cy8vLyRGKSHlSAiQiLuPVV19l+vTp/P777/z0008MHTqUzZs30759e2eHJiLlTAmQiLgMYwzXXXcd7u7u/Pbbb9x///26/SXiopQAiYhL2blzJy1btqRNmzb88ssveHh4ODskEXECdYIWEZeycOFC/Pz82LdvH3Fxcc4OR0ScRC1AIuIyYmJi6N69O1988QVz5swhKyuLr7/+GovF4uzQRKScqQVIRFxCSkoKUVFR3H333fTq1Yu33nqLn376if/85z/ODk1EnEAJkIi4hIkTJ5Kdnc3s2bMBqF+/Pi+88AKPP/44+/fvd25wIlLudAtMRKq8devWcf311/P9999z9dVXO2zr27cvmZmZuhUm4mKUAImIiIjL0S0wERERcTlKgERERMTlKAESERERl6MESERERFyOEiARERFxOUqARERExOUoARIRERGXowRIREREXI4SIBEREXE5SoBERETE5SgBEhEREZejBEhERERczv8DkH4SJieCuKcAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F\\V LUDOVIC GEOFFRAY\n",
+      "799      49.981300\n",
+      "2815     49.981300\n",
+      "15       49.981300\n",
+      "2367     49.981300\n",
+      "1359     49.981300\n",
+      "           ...    \n",
+      "21519    50.101768\n",
+      "21183    50.101768\n",
+      "21295    50.101768\n",
+      "21407    50.101768\n",
+      "21631    50.101768\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Vfr+BgYFMnz6dN998k7CwMG644YZqP3b06NEsW7YMHx8fhg4dCqgWk/DwcL777jv+8pe/4OFR+a+q4hW63377bQICAtDr9YSHhzvsfquJ7du38/DDD3PnnXcyZMgQWrRoQUpKCh999BGbN29m+vTp5Vrl9u/fz+zZs7n11ltJSEjgqaeeol27djzwwAMA+Pv7s2zZMmbMmMGlS5e45ZZbaNWqFRcuXODQoUNcuHCBN998E1Bfs6uvvpphw4Zx//3306FDBzIyMoiPj+eLL74oWSD1kUce4f3332fixIk8//zztG7dmnXr1pUEuto2dOhQ7r33Xu655x7279/P8OHD8fPz49y5c+zevZtevXpx//33061bNyIiIvj73/+Opmk0b96cL774omQ8mq2Kvk8DAgKuqK4Gg4Hhw4fz0ksvERQURIcOHdi5cyfvvfdehYtfVvU1FE2Qc8eXC+E6KpoN16NHD4fl9+zZo0VHR2u+vr5ay5YttdmzZ2sHDhzQAG3lypUl5RwtHaBpalbPyJEjNYPBoHl7e2thYWHaLbfcYje1XNPUzKQJEyZoRqNR8/b21iIiIrRHH33Ursz8+fO1tm3bam5ubnazo4qKirQlS5ZoXbp00Tw9PbWgoCDtrrvu0hISEqr9Povt2LFDA7R//etflZYr67PPPtMAbezYsXbX58yZowHaa6+9Vu4xlJkNp2ma9sorr2jh4eGau7u73f9xRXWfMWNGuenwZSUkJGgLFizQhg4dqgUHB2seHh5aQECANmjQIG3ZsmVaYWFhSdnimVTfffedNm3aNC0wMFDz8fHRrrvuOu3YsWPlnnvnzp3axIkTtebNm2uenp5au3bttIkTJ2obN260K3fy5Elt5syZWrt27TRPT0+tZcuW2pAhQ8rNzDp8+LA2duxYTa/Xa82bN9dmzZpV8n9b3dlwP//8s8P7J06c6PD/6v3339cGDRqk+fn5aT4+PlpERIQ2ffp0bf/+/eXqFRAQoDVr1ky79dZbtTNnzjj8Glb0fRoWFqZNnDix3OsD2l//+tdy/1+A9tJLL5VcS0xM1CZPnqw1a9ZMCwgI0MaPH6/99ttvWlhYmDZjxoxy/w/V/RqKpkOnaZpW/xFNCFHs0UcfZe3atXaL9Lmiv/3tb7z55pskJCRccYuOK1q1ahX33HMPP//8s8NB0qLhk6+hqIh0wwnhJCkpKcTExLBp0yaio6OdXZ3LtnfvXo4ePcry5cu57777mmRQEkI0bhKWhHCSr7/+mgcffJDBgwfz6quvOrs6ly06OhpfX1+uv/56nn/+eWdXRwghap10wwkhhBBCVEKWDhBCCCGEqISEJSGEEEKISkhYEkIIIYSohAzwrgUWi4WzZ88SEBBQ4ZYQQgghhGhYNE0jIyODtm3bluy76YiEpVpw9uxZQkNDnV0NIYQQQlyGhISESjcll7BUC4qX409ISMBgMDi5NkIIIYSoDrPZTGhoaJXb6khYqgXFXW8Gg0HCkhBCCOFiqhpCIwO8hRBCCCEqIWFJCCGEEKISEpaEEEIIISohYUkIIYQQohISloQQQgghKiFhSQghhBCiEhKWhBBCCCEqIWFJCCGEEKISEpaEEEIIISohYUkIIYQQohISloQQQgghKiFhSQghhBCiEhKWhGiINGAWoLMeac6tjhBCNGUSloRoiHTA+za3zzurIkIIISQsCeEK2ju7AkII0XRJWBKioVpj/XcQ4HsZj9c0dQghhLgiHs6ugBCiAtOsR3VYMqHgTyg8AgU2R+ud4N6qLmsphBCNnoQlIVxV4Ukw/xvy46DotOMyBUckLAkhxBWSsCSEKypKg9QpUHS24jLu7UDLrL86CSFEIyVhSQhXo1kg7f9Kg5LOBzy6gWckeHa3/tsN3IzOracQQjQSEpaEcDUZyyBvhzp3awGtNoN7G6dWSQghGjOZDSeEK8n9ATL+bb2hg2ZvSFASQog6JmFJCFdRdA7SHkQt7w0EPAb6q51aJSGEaAokLAnhCrQCuPRXsFxUt71HQsD/ObdOQgjRREhYEsIVmP8F+fvUuXtbaPYa6OTHVwgh6oP8thWiocv5BjJXWG94QvM3wb2ZU6skhBBNiYQlIRqywlOQNq/0tnEheEU5rTpCCNEUSVgSoqHScuDSfaBlqNs+N4DfPc6tkxBCNEESloRoqNKfhoLf1blHBAS+BDqdc+skhBBNkIQlIRqirP9B9kfqXKeH5ivAzd+5dRJCiCZKwpIQDU3BYTD9o/R24L/U9iVCCCGcQsKSEA2JJQMu3gdarrrtOxV8b3FunYQQoomTsCREQ5G3Dy5MhKKT6rZnTwh81rl1EkIIIRvpCuF0liwwvwhZqynZykRnhOZvqfFKQgghnErCkhDOlLsL0p+AosTSa579oNl/wKOD06olhBCilIQlIZzBkg6m5yB7Q+k1nR4MT4LfTNC5O61qQggh7LnUmKVdu3Zxww030LZtW3Q6HZ9++mml5Tdt2sTYsWNp2bIlBoOB6Ohovv32W7syq1atQqfTlTtyc3Pr8J2IJi1nM5wfbR+UvIZAq63gP0eCkhBCNDAuFZaysrLo06cPr7/+erXK79q1i7Fjx/L1118TGxvLyJEjueGGGzh48KBdOYPBwLlz5+wOvV7GiohaVpQKl+6HS7PBcl5d0/mrpQGCNki3mxBCNFAu1Q03YcIEJkyYUO3yr7zyit3tF154gc8++4wvvviCfv36lVzX6XQEBwfXVjWFKK/gD0i9FSxppde8R0OzF8G9rfPqJYQQokou1bJ0pSwWCxkZGTRv3tzuemZmJmFhYYSEhHD99deXa3kqKy8vD7PZbHcIUSnTC6VBSRcIzV6DFqskKAkhhAtoUmHp5ZdfJisri9tuu63kWrdu3Vi1ahWff/45H330EXq9nqFDh3Ls2LEKn+fFF1/EaDSWHKGhofVRfeGqipIhb4c6d28LrbeD782yz5sQQrgInaZpmrMrcTl0Oh2ffPIJN954Y7XKf/TRR8yePZvPPvuMMWPGVFjOYrHQv39/hg8fzmuvveawTF5eHnl5eSW3zWYzoaGhmEwmDAZDjd6HaAIyloP5BXUe8DAYHndufYQQQgDq89toNFb5+e1SY5Yu14YNG5g1axYbN26sNCgBuLm5cdVVV1XasuTt7Y23t3dtV1M0RpoG2f8rve17q/PqIoQQ4rI0+m64jz76iLvvvpsPP/yQiRMnVlle0zTi4uJo06ZNPdRONHoFB6EwXp17DZIZb0II4YJcqmUpMzOT+Pj4ktsnT54kLi6O5s2b0759e+bPn09SUhJr1qwBVFCaPn06r776KoMHDyY5ORkAHx8fjEYjAIsXL2bw4MF07twZs9nMa6+9RlxcHG+88Ub9v0HR+GTZtipNcV49hBBCXDaXalnav38//fr1K5n2P2/ePPr168fTTz8NwLlz5zhz5kxJ+RUrVlBYWMhf//pX2rRpU3I8/PDDJWXS09O59957iYyMZNy4cSQlJbFr1y4GDhxYv29ONHymXDhnAks1h/lpOZDzuTrX+YJP1S2bQgghGh6XHeDdkFR3gJhwIRYNkkxw7II64i9Acoa674YecFu/yh8PkP0ppD2ozn1vU/u9CSGEaDBkgLcQNZFTACdSreEoVYWj7ALHZbcehZt7g0cV25Jkbyw9l4HdQgjhsiQsiaZH0yA1q7TV6NgFOJOurlfEww18PCEjTwWrI+ehVyULShaehbxd6tw9DLwG1+pbEEIIUX8kLInGr7AITqXZd6ml5VT+GKMeOrcsPTo0h4OJsOwHdX9sYuVhKef/Adbw5XurLEAphBAuTMKSaHzMuSoQHbN2q524CAVFFZfXASGB0KUVdA5S4ailf/mA06utamEqtMCBRJhxleMQpGk2s+B04HtLLb0xIYQQziBhSbg2i6ZmqB216VIrHohdEb0ndAqyBqNW0KkF+HhV/Vo+ntAjGA6dhbRsOHkJOrYoXy7/Zyg6pc69h4JHSI3flhBCiIZDwpJwLbkFcPyiTZdaKmTnV/6YVv6qtahTS+jSEkKM4HaZq2b0D1VhCSA2wXFYkhW7hRCiUZGwJBq2zDz47Vxpy9GZtMrXOfJwU+OLbMcbBfrUXn36h8Cqn9RwpNgEuLWv/f2WbMj5Qp3r/EF/Xe29thBCCKeQsCQarp/PwPLdaoxQRQK87ccadWgBXlVM6b8SgT4QEaRatJJMcD4DWgeU3p/7NWhZ6tznBnCrxaAmhBDCKSQsiYYr5pR9UCoeiG3batTKwUDsuhYVqsISqNal67qX3ifbmwghRKMjYUk0XLbdZzf0gIk9wK8aA7HrWlQIbDiozm3DUmEC5O9R5x4dwSvKOfUTQghRq1xqbzjRxLSxWXo+yB98PSE2DWJMUFBJ11yd18tYWrdjqWrPOCizYvdtsraSEEI0EtKyJBquFjZjgT46Ay9cAq9LYNFBZCj8t4fz6hYVCl/+rtZUikuE4R1twpIb+E52Xt2EEELUKglLouFIzodDWaXHCTN0st53IQMKPMALcNPgzzPwBjCnW90O6K5IVIgKS6AWqBycAkUJ6rb3MHBvU/91EkIIUSckLAnnsWhwJAe2m9RxIrdMAQ8ocgN3C3jnQWGZb9evzsDvafD3vtDev75qrXQMUluimHLh13OQEVN6nwzsFkKIRkXCkqhfBRbYn6nC0U4zpBRUXLajD/j6Ql4meBZAoYMWpFMZ8PCPcF93uDak/sYJuenUmkvb40GXDTlfqxGAOiP4jKufOgghhKgXEpZE/bhUCP9Jgp0myHQwOFsH9PKFQQHQ2w96+0KAOzx4RoUlHaBHhRSLBgZPaOYNpzMhzwKv/QYHU+H/eoK/Z/28p6hQFZZ6/wJu1lYx30mg09fP6wshhKgXEpZE/Xj9LHyVZn/NUweDA+AaIww3QFCZkPPmOTgGtLbenhUI+wrhRAZkFsLbw2H1UfjGOlboh2Q4aoIn+kBkszp+Q0D3YNB7QFRs6TXZ3kQIIRodCUuifvjadKH19oW7WsGQAPCrYHD2+gvw9nkweJdeMxZAJ6MKSxYNzmarlqR+LVTLUmYhnM+Bx3+CaZ3h1o6qJaqueLpDtBuEn1K3izqCZ9+6ez0hhBBOIessifox2lh63swDxgZWHJS+SYOlSeo8zyYsnTNDhM3aS/Em9e/VbWDZ1RAZqG5bNNXitOBnuFR20HgtGxRXen5yuKytJIQQjZCEJVE/+vhBkLUhMyYDMoscl9tjhqdPq41qAaaGqPFKAGdN0Nk2LJlLz1v7wNJBcHtEafm4i/DcgVp8E2VoRdDsO3Ve5AbfdVbrLgkhhGhUJCyJ+uGmg9GB6jxfgx/M5cv8mgV/OwWF1ts3t4D/a6dW7wY4lwFhAaXftcUtS8UsqJBl27iTV4crfef9CFqyOj/aBc64Q0J63b2eEEIIp5CwJOrPmMDS8y3ppecXMuFYDvzfCci1hptRRngwCNbFwqVsdS23AAoKIdQank5nQoG1heqkGR7dAxuOq9AE0MUIC/rV3fvJttk0N9a6D1xsQt29nhBCCKeQAd6i/vTzgxYecLEQfjRDVpFakfvZ7yBVA0tLwAAD9HBVuhqonVdY+vjgAPD3UoO8T2dCkQbHM+CXi/DBMSi0doG56+DOTmqAt3sd/T1gMUHON9YbgXAkUp3GJsBNvevmNYUQQjiFhCVRf9x1qsVo48XSrri8c5Cerb4TW1yEUAu4pcBX+aWP83KHcd1gYndwc1ODvL+3DgCfF2P/GmH+8Fgf+4HgdSHnCyBPnfvdBO1bwclLcDoNUrMgyK9uX18IIUS9kbAk6tfYQBWWAD67AOZfSzuD/bOALLD2uuHuBqM6w196QKBv6XM4CkJuwOSOcFcnNaW/rmXZdMH5ToH+FhWWAA4kqHAnhBCiUZCwJOpXP3+1dEBaIRw7A20cbHei08HV4ao7q2WZPd9ScuD9P+yvtfWFeb2hez0sRAlQEA8F1ll2HpHg2QOi0uHjX9S1A4kSloQQohGRsCTql4cOhhngywvQJrn8/Ve1h8l9oJ3R/rqmwdYkWHEEsgvt73tlSP1tcQL2A7v9pqhwFxKogt2FTDhyHrLywM+7wqcQQgjhOiQsifpVqKmgFFJm1pjeBzq1h+aBEJsG8Vlg8FKHRYM1RyE21fFzns+pv7CkFUL2x9YbHuBzkzrV6SAqBDb/oeoblwRDO9ZPnYQQQtQpCUuifj2XAP4ZYMi0v35WD0mpQAWBqDIvHIRbwlWwMloDltFTzZxzr+UVtfN2geW8OtePBvcWpfdFhaqwBBCbKGFJCCEaCQlLov5kF8HnF6FTiv11cwBoVzDF/1w2LPu9/HUdqsWpOEAZPEsDldHmdnG4MnqBj0flW5ZklxnYbatzS/D3hsw8+OUs5BepmXxCCCFcmoQlUX/2ZIA+B/Q2ywKYAqBrL/hbMJjzwVQA25Jg57nyjzdYu9oyCkq3Q6mMZi2bUQBkVa+OHrrSAGWwCVpGL2iWA72/VTPvtBaQORjcbQKRuxv0awc/nFDrQx0+B31Dqve6QgghGiwJS6L+7DBBpxP21xJDITUTntOrUPLtH/ZByd8D7u8O17QtbfEp0iCrAG7/vrTcX3uoa+YCMOVbg5f1X3NB+UHhFSnU4FKeOsq6Zjv0tc7e29IfNv6ozvXupaHK3Wbj3o2H4ZzFpvWqDrsHhRBC1BkJS6L+7D0KbWxun26vut9yLPC/RNhxApJzSu+PCoKHe0KQj/3zuFtbf4a3gV3WYNWjGXQIqPi1C4pUaCpuvSobpmxvm6xHYZnmq6E/lp7vGVJ6nlsEuTlqoDkaNEd1AZ66AAcLsd+sjtLuQUOZ7kBjmdas4u5Bgxf4VtE9KIQQos5IWBL142IWtDlfetuigyd7woLTEJAB621ak/TuMKsbXBdaeUCIMJSGpXhT5WHJ0x1auEMLffXqq2kqBBWHp6wj0Oq0us/cBXpFQ1iZwJWRr95XgSd4FYCbBh6FUFhmpp5t92DSZXYPVjj2yiZgyXgpIYSoFRKWRP04lGR/OyEEWmvQKhXcbbrIejSDeb2gTTW2C+lks5J3vBnG1E5VARXSfDzU0doXTFuheAJf6DR4qGf5xxR3D247Bh8fVNeijRARYt96VdvdgxXRu9es9SpAugeFEMIRCUuifnQOhnxP0GmQ5ae6ohbug+LGDw3ICICkQHjmHPi6gZ87+LuDn815yXU30Nm02Bw1qdaguuiq0gps1lbyAt8bHZcr7h4cFQGb4lR9LqXD/BEVP3eBxRqcbLoHS7oEq9k9WJHi7sGUnKrLgn33YNnB7XZhS7oHhRBNi4QlUT/WXIAMm5Ygv+zS8wIPSA9U3VVHcss9tFIt3cGjCA6b4Ko48PNQ4crfXYWq4qDlV43wVfyvr7t9C0vudrBY13/yGQduVWyrYtBDl5bwZwokZ8BZE7Q1Oi7r6aa6Bi+re9BmMHvZsVfluger89zYdA9WrzrV7x60CV/SPSiEcDESlkT92H/e8XXvQDinp9wg6Ooq8FRhyU0DXSGYdWAuAhzsOVcTerfSADX3fehlvf7xCLiY6Dh8lfzrDt3aqrAEEJtQcViqKbvuwWo+xqJBZjUGt9d392B1W68CPNWyDEII4SQSlkTd0zTwygXbz9NQP/hbH+hiVIO8v0pT118Jh4H+kGmBrCLIskBmkVrQsuy1rCI4XgjnrK1RYTrI91L3ZxVBXjW7qxzJtagj/yJExqhrF5vDW11KW5kq45UHXazna4/Cm7ryrV3FLVtlW7vKtYY5aO2qCTeb1p/qLvtUYFEtUqYy3YMVBS5TvnpMddRF92DZwe3SPSiEqEUSlkTd04As60KUOuCmcJjWGbyt3TFjA0vD0vfpMMIIPu7Qshr7vcXqYeEFdX6tH8yJLL2vQFMhK8smaBX/m20TuGzDV8l1a7lhO1XLFcD2kWCpZhdSvjfkeoM+D7yz4WQ2nLvC/et83Eq7GH0ddDU6DF82rV3F17x1VQcJTzdorldHdZTtHqxO61Vddg8Wjx+r7uB2o3QPCiEq5lJhadeuXbz00kvExsZy7tw5PvnkE2688cZKH7Nz507mzZvH77//Ttu2bXniiSeYO3euXZmPP/6YhQsXcvz4cSIiIvjnP//JTTfdVIfvpIlx08GjvWD/BZjYHno2t79/cID6IM+ywA6zaqHwrGa3S9kZcbY8dWD0UMflSnm0tEfvNne46UfI00OuF+R4Q7Y35HhBlhdkeEGGJ5i9wOQJF5tBQbJ6bHAWXGh2Za1dORZ1pFazi6wiHpQPUA7HdFlbtByGrzKtXZfbPZhVULPWq+p2DxZpkJanjuqqqnuwbOuVdA8K0WS4VFjKysqiT58+3HPPPUyePLnK8idPnuS6665jzpw5fPDBB/z444888MADtGzZsuTxMTExTJkyheeee46bbrqJTz75hNtuu43du3czaNCgun5LTcfodupwxNtNtSZ9nQYZRfBTJlxtcFy2LKM3tNTDhVw4blYfwG611P1SeBYKDpfetvxPzd7ztR7Veg53Na5K00OAEfBR5xY9FFqPAr1qicqzHjnWIJZlDWGZ1hCWYQ1h6dYj11o+36tme+sVAqYidVwp29auaocvm9Yufzdo6QvtqtHaBTbdg2UHt9sEqvrqHgSbvQfL7EFYtvWq+LZ0DwrhknSapl3Bn7rOo9PpqmxZevLJJ/n88885cuRIybW5c+dy6NAhYmLUOJQpU6ZgNpv55ptvSsqMHz+eZs2a8dFHH1WrLmazGaPRiMlkwmCo5oe8sLc9HeadUueTmsMz7av/2GdjYa91MPU7w6FdNdZoqg5LJqSMgqKztfN8dak4gFn0UGQNYAXe6t88a5dgrhdke6nWMNsQlmUTuvK8yx+5enVfgSeXPRC/KmVbuyoMXw66FW2v+brZj+1y1D1Y2dIMNekevBzF3YPVHdxu8CrtrhZC1Lrqfn67VMtSTcXExDBu3Di7a9deey3vvfceBQUFeHp6EhMTw6OPPlquzCuvvFLh8+bl5ZGXV9q8bzabKywrqinaoD7osi2w3QRPaaobrTo6GUvDUry59sKSmz+03gkFR0DLAS1X/WvJsd4ue2Tbl9NyIDUVcjPBKx8CAI88dX9t0+WqfencAU+gmkONakTTWVvCvCFfbxOmvFRrWHYFYauqozik5eohxRsKPbiiUObrVn5Ml79N16G/O/j5qvtaOghfvjrAArmF5bsHHbVemfMhy9ndgzb3SfegELWuUYel5ORkWre2H0DRunVrCgsLSU1NpU2bNhWWSU5OrvB5X3zxRRYvXlwndW6y9G4wzADfpqup/z9nwJBqttLZjVsywYg2FZetKZ0PePW//Mcnn4P/WDf8je4AD1wNmgW0vAoCV2VHrv1th6HNpsyVLp9Qlk4Dzxx1VLcb8nIUuTkOU5UFLdtWsLL3m7xVCCv72KpCmYeutOuwJHB5gZ9enbe36VbU66zLVxSpr29RIeQXQV4h5FgHp9d392BxuLLtHqyo9cpPugeFqEyjDkuguutsFfc62l53VKbsNVvz589n3rx5JbfNZjOhoaG1Ud2mbWygCksAW9NrEJZs1jA63sBa+SJbga8nZBeoLV8KLeDhpkIYPlU+/IpoBeUDVkkLWK59uCoJXo7K295X9v5sar3Pyt0CvjnqqEtlQ1lVQcz2yPaGtGo+ttDDGrj8wD9AnbfWqQDmZQFPDdxtgpalCAqLoKBQtW7lFKrZpJkF1f+vzixQx9nsqstC1d2DZQe3S/egaGIadVgKDg4u10KUkpKCh4cHLVq0qLRM2dYmW97e3nh7e9d+hZu6IQbVwpRr7YqbX82uuObe6riUp7rh6mrbk8vh4Q592kHMKRWY/jgPPWux5asyOk/rljCVbDB8pTQNKKi49cs2jJFbSRem7WMrCGyNNZRVdnh6g5c3+HhBgDcUeoO7F+i8AS/AGyyeUOSpukm1IigqgoIiyLe2blWrjpfRPejtXr3B7cVBS7oHhQtr1GEpOjqaL774wu7ad999x4ABA/D09Cwps2XLFrtxS9999x1Dhgyp17oK1Myq4Qb4Lh3SiyA2Uy0rUB0RBrh0Qf01fT4Hguuyn6iGokJVWAK1mnd9haX6oNMBXqDzAmpplXJHyoWyClq8quqadHgtt3GEsgKPClq3vNRsy3wvm8MTiryg0HoUeKpruR7q33wv1aWZUMlEi7wi1TVYW92DjlqvpHtQNBAuFZYyMzOJj48vuX3y5Eni4uJo3rw57du3Z/78+SQlJbFmzRpAzXx7/fXXmTdvHnPmzCEmJob33nvPbpbbww8/zPDhw1myZAmTJk3is88+Y+vWrezevbve358AxgSqsASqK666YamzEX62Lk4Zb2pYYal3G9X1VmiBA4kw/Sr5AKipeg1l+RWHqnJhrKbdlrahrJYnInsWqsM/q3ae72JzuPdtcLOo8WpuloqP6n4710b3YGWtV9I9KOqIS4Wl/fv3M3LkyJLbxeOGZsyYwapVqzh37hxnzpwpuT88PJyvv/6aRx99lDfeeIO2bdvy2muv2a3RNGTIENavX8+CBQtYuHAhERERbNiwQdZYcparA9Rg2VwNtpng7yFqoG1VIsosTnl1A2q98fGC7sHwy1m4lA2nLkF4C2fXSjii0wHe1m6uwLp7nZJQVmb8WLVbxqxHUQ4U5oAlG4psyulyQZejZkherjxvtQBr1W+m6jBV7qhmULzc7sGatF4ZpHtQVM1l11lqSGSdpVr2+EnYalLnKyJgYDVal1JzYPoOdR4VBM9dVWfVuyzbjsLKfep8Uk+4pa9TqyOaCE1DjRWrpNtRs4at/GzIy4YC65EbAMmzK9gmqHj7IOu57d6N+dX5SKlpuKpB69XlsO0eLA5UzbxhSGvVai0aLVlnSbiuMYGlYWlLevXCUgu9+gVnyodjpoY1yBugf0hpWDqQKGFJ1A+dDvABdx+gWc0f3+MyXjPfUhqmSv51sBF2tu2+jDbhK9umXEnusmm90mngXlQ/3YMbjqulSa5rr5Yk8ZGPzKZKvvKi4RlmUJu95tl0xblX8VtPp1O/1GJT1To2qbnQso6n5tdEoC9EBMHxVEhIh/MZ0LoOZ6kJ4SxebupodoUfLxZN7YVYNmg5Cl/FQetSodo7MbUAzIW10z0Yb4bXfoPXfgd/A4Q2hzADRAfAVfIz3FRIWBINj687DDWooHSpEA5mwoBq/FLqZFRhCeCYuWGFJYCoEBWWAA4kwITuzq2PEA2Zm650dfVWl/H4PAtcLIAL1vCUWqCC1IUCuGhz7VKhzQRIm3DlWQB+WWrQfPF9mSY4YoJDnrDeFwa0gsdDIVSWkmnsJCyJhmlMoApLoLrkqhWWbPqbj5vUeIOGJCoU/henzmMTJSwJUZe83aCttzoqU6hBmk14KhuukjMhLQ3IVi1VAF4F4GWCo2aYkQRjQ+GRMPCRmXiNlYQl0TANN4CXTg0W/T4dHm9XdVec3bYnDWwlb4C2RggOgOQMOHoBzLlgqItN3IQQ1eahg5ae6qhMVgF8kwjfJkJSprrmpoE+G374E3adhHEhMDdCxjY1QjJfUjRMfu4wxNqalFoIh6qxdkwrH7VKMDTMsASqdQnUAPS4JOfWRQhRfX6ecEs4vH01vBINo9rZLzmgy4ctJ+CW72HJL3Ayw3l1FbVOwpJouMYElp5vSa+6vE5Xut5SWh5cvII1ZupKcVgCtZq3EMK16HTQJRAe6w3rR8GULuDlVXq/ZoGdSfDX3fBoDGxNVKudC5cmYUk0XMONpXvDfW9Ss2Oq0tC74iKCwGjtevvtnNqVXgjhmvw8YUYEbBoJ03qB5me/MPuf6fCfX2HaNnjrMJyW1iZXJWFJNFwB7mp6LqgZLL9Uoyuuk80CcvGmuqnXlXDTQb8QdZ5fpAKTEMK1ubnBHSHw8VAY0QPMBrVXX7HMQvj8NNy/Gx7bC98nSWuTi5GwJBo22664rdUIP3Yz4hpgyxKoJQSKSVecEI2Hrzv8vT280w+CQiG1BWT72Lc2HU6Dl3+BadthxWE4k+m06orqk7AkGrZrDKV7w21Nr7orro2v2qkc1EreDVH3NuBtrePBJCiq5V3uhRDOFekLH3SFqSFgCoTzrcFksJ/9mlkAn52GuT/A43the5JqbRYNkoQl0bAFeMBga1fc+QL4rYrdym0HeV+s4Qac9cXLHXq3VeeZeXDsgnPrI4Sofe46eLgN3NcaNDfI9oM/A6FzBxjWBjxtPn5/T4OXrK1Nbx+BBGltamgkLImGb4zNOKTqzIqzHbckXXFCCGfR6WBuG/i/NsUXYFce7PKEvw2EeyMh1K+0fEYBfHoK7vsBnvwJtp+FAmltaggkLImG7xpj6fKpW9OtO6lXIsJ2RlwD7Yrr204N9ga1mndV70kI4bpmtoYXwsDf+pGbXACPnIbTXrBsKCwdBCPb2rc2/XoJXjqkWpve/QMSqzHBRdQZCUui4TN6wEBrV1xyAfxeRVdc5wa+fACAnzd0s27HciETEtOdWh0hRB2b0Az+1w2irC1JGrAqBWYfhxADPN4H1o6EOd0gxKa1yVwAm07Cvbvg7z/BTmltcgYJS8I11GRWXFu/0j2aGmpYAumKE6KpaeMFKzrBI21LJ678mg2z4iElHwxecFM4rBgGSwbCiDal5QB+uQRLrK1N7/0BZ6W1qb5IWBKuYaQRiveo3JJeebeVmw46WluXUnLAnF/Xtbs8/W1W8z6Q6Lx6CCHqj7sOZrSCNZ0hyDq+4EQu3BMPp60TUnQ66NUCnuwLa0fB7G7Qrkxr08cnYfYu+Mc+2HUOCmRWbV2SsCRcQ6AHXGXtijubD4dzKi/f0FfyBgjyg7Bm6vzkJbgofyUK0WRE+sLKzhBi3SrlbD7cfRTiyvweMHrBzeHw9jD4l4PWpriL8K84mLEdVv4J5+T3SF2QsCRcx9jA0vOt6ZWXtZsR10AHeYP9XnHSuiRE0xLiDe93hs7W9ZfSi+C+eMezfnU66F3c2jQSZnaFtr6l96fnw8YTMMva2rT7HBRKa1NtkbAkXMc1Nl1xVc2Ks21ZOtZAW5ZANtYVoqlr6QnvdYZB/up2vgZPnoI1KRX/jjN6wy0d4e3h8MJAGBZcvrXphTjV2rTqT0iuYlKMqJJH1UWEaCCae0CUP+zLhMR8+DMHuvk6LhviB95ukGdpuGstAYQGqu641Cz44zxk5YOfV5UPE0I0IgHu8GpHuDcefslWM+X+e1ZtJH5Hy4of56aDvi3UkZ4HWxLhmwRItg5TSMuH/51QLU79gmB8qFrXyV1nPdxszh1c0+kqfu0mRsKScC1jAlVYAtVUXVFYcndTg7yPpMO5bLW1gL9nPVWyBnQ61br07R9QpMGhJBgS7uxaCSHqQ75F/T7bboIdJrhUaH//z5mVhyVbgd5wawRM7giHLqrQFHNe/V7RgAOp6qgJN1Qgc3dTLVfFIcrNJlR5FN92EL7crIeOMv/anFP2Ppt/dWVut/NTswWdQMKScC2jjPCvRLCgwtKDbSr+6yfCGpZAtS71aVFPlayhqBAVlkB1xUlYEqLxyi6CHzNgWzrsNkOmg3FFHqi15R5uU/6+qrjpVCtSvyC4ZG1t+tamtakmLKj9OAuLoCHsHNW7uYQlIaqlhSf094f9mZCQD0dzoauP47K2g7zjTQ03LHVpBf5ekJkPv1gXnPN0r/pxQgjXkFYIu0ywzQR7M9S4pLL0OhhiUH8QDjOAoRY+npt7w5QIuLUjxKXCvguQW6Ram4os1n81ayBycK1IU4PEbW+XHJYyt20eV1ec2C0oYUm4nrGBKiyBGuhdYVhygeUDQDVd9w2B3ScgtxAOJ0Ofds6ulRDiSiTnq+617SY4kAmOFt0OcIfhBhhthMEG8KmjOVduOujfUh11zVImWGmaaqHC+q9m82/JednbZf4tfqzeeX9ESlgSrqe4K05DhaUHgh3/xdHeX+21VNDAB3mD6orbfUKdxyZIWBLCFZ3Khe+tAamibZmCPNQiu6MC1YQVz0Y2iLp4nFIjSxeN7O2IJiHIE/r5wYEsOJUHx3Ohk4PWJQ83CA+AoyZIyoLsQvBtoN/yPduqrreCIrXe0t1a6eBHIUTDpGlwJEeFo+/T4WQFA3tCvVQ4GmWEnr7ys+2CGugnhxBVGBOowhKogd6OwhKorrijJtUKdcIMPZvXUwVrSO8BPYPhYBKYcuFEKnSqhyZzIUTNFGlwMAu2p6sxSMkFjst19bG2IBmhk16m4bs4CUvCNY0OhJeSrF1xJri/glkjnYyAdbHHeFPDDUuglhA4mKTOYxMlLAnRUORb4KcMFY52mNRK22XpgL5+pQGpnXe9V1PUHQlLwjW18lS/mA5mqU0oj+dChL58OVcZ5A3QL0T99alpcCABpvRzdo2EaLqyitTU/m0m9W+2oyn+Ohjor8LRCKMaIiAaJQlLwnWNCVRhCdRA74jg8mXC/NUvtEKt4Yclgx46B8HRC3DWDGdN0NZY9eOEELXjUiHstA7Q3psBBY6m+LvB0ADVun11AATIx2hTIF9l4bpGG1VXHKiwdJ+DsOTpDmEBajZcYqaamq9vwN/2UaEqLIEa6C1hSYi6dc46xX9buvrjy9Hes0brFP9RgTA4QAUm0aQ04E8NIarQ2gt6+6q9lOJz4WQuhFfQFXfcrH4JnsiA7s3qvarVFhUKHx1Q57EJcH0P59ZHiMboRG7pDLYjFaxs3cpTjT8aaVQL4Ta2Kf6iRiQsCdc2NlCFJVCtS3MctC51MsC31vPj5oYdlloHQDsjJJngeCqk50BgBTP9hBDVo2lwOEe1Hm0zqSVHHGnvrcYfjTZCd5niL0pJWBKubXQgvHxWnW9JryAs2XRlHTPVR62uTFSoCksacDARRnZ2do2EcD2FGhzMVOFouwnOVzDFv5uPCkijjNBRpvgLxyQsCdfWxgt6+cKv2XAsF07nQliZrrgOAeovRIvW8FfyBrWa9+e/qfPYBAlLQlRXnkUNzN5uUgO1K5viP9raxdZWpviLqklYEq5vTKAKS6DWXJpVJix5u6tZcScz4HQm5BeBVwPeqLZDC2jmC2nZ8Hsy5BSAj0xJFsKhzCL4wawC0o+VTPEf5K8GaF9jgOby8yRqRsKScH1jjPBfa1fc1nSY1bp8mQiDCksWTf3bNbA+a1gzbjroHwLfH1U7fv96FgaGObtWQjQclwpgh1mNQdqX6XiKv48bXG1Q3WtXG8C/Af+BJBo8CUvC9bX1hu4+agDnHzmQkAehZZrWOxthq3WZgXhzww5LoLrivj+qzmMTJCwJcTZfbTHyvQkOVTDFP9BdLQ45ygiDAsBbpviL2uFy30nLly8nPDwcvV5PVFQUP/zwQ4Vl7777bnQ6XbmjR4/S6dirVq1yWCY3N7c+3o6oLWMDS8+3ppe/P8J2JW8XGOQd2bq06y3urGphEqIp0TQ4ngPvJMMdf8LEw/Dvs+XXQmrtCbcHwdsRsKUnPNMehhslKIla5VItSxs2bOCRRx5h+fLlDB06lBUrVjBhwgQOHz5M+/bty5V/9dVX+de//lVyu7CwkD59+nDrrbfalTMYDPz555921/R6B+v1iIZrTCC8ek6db0mHe8p0xXUMUH8aWHCNQd4e7tC3HcScgux8+PM89Khg/zshGguLBr9nqxls20xwpoIp/h2sU/xHBapWZZnBJuqYS4Wl//znP8yaNYvZs2cD8Morr/Dtt9/y5ptv8uKLL5YrbzQaMRpLp41/+umnpKWlcc8999iV0+l0BAc7mHIuXEeIN0T6qAXmjuRAUp79RpZ6DwjxhzOZcCoDCorU6t4NWf8QFZZAbawrYUk0RgUaHMhUA7S3myClgin+kT5qqZCR1in+QtQjl2mnzM/PJzY2lnHjxtldHzduHHv27KnWc7z33nuMGTOGsDD78R+ZmZmEhYUREhLC9ddfz8GDB2ut3qIejQ4sPd/qoKuteFPdQk3Nimvo+rQFd+uP6IEE1S0hRGOQa1HB6OnTMOY3mHscNqTaByU3IMoPHm8HX3eHD7uqyRsSlIQTuEzLUmpqKkVFRbRubd+90rp1a5KTk6t8/Llz5/jmm2/48MMP7a5369aNVatW0atXL8xmM6+++ipDhw7l0KFDdO7seH2bvLw88vJKm4fNZhfo1mkKxgbC69auuK3pMKOV/f2dDLDNOmsu3my/WGVD5OMF3VvDr+fgYjacvqSWFRDCFWUUwW6z2mLkxwwVmMry1Km910YZ1bij5i7zESUaOZf7TtSV6ZvWNK3cNUdWrVpFYGAgN954o931wYMHM3jw4JLbQ4cOpX///ixbtozXXnvN4XO9+OKLLF68uOaVF3WrvTd09YE/c+C3bDV7pq1X6f0RNuEo3gSE1nsVaywqVIUlUF1xEpaEK7lYADus44/2ZapW3bJ8bab4D5Up/qJhcpmwFBQUhLu7e7lWpJSUlHKtTWVpmsb777/PtGnT8PLyqrSsm5sbV111FceOHauwzPz585k3b17JbbPZTGioC3zwNgVjjCosgfoLdppN65LdjDgXaQ3sHwKr9qnz2ASY3Me59RGiKkl5pQO0D2WpbXvKCnSHa6xT/AfKFH/R8LlMWPLy8iIqKootW7Zw0003lVzfsmULkyZNqvSxO3fuJD4+nlmzZlX5OpqmERcXR69evSos4+3tjbe3LJHfII0NhDesgXpLun1Y8vWAdn6QlKUWpiy0gEcD/yXdzBc6toATFyEhHVIyoFWAs2slRClNg/hca0BKh6MVLLsS7KnC0chAtd2Ih8xgE67DZcISwLx585g2bRoDBgwgOjqat99+mzNnzjB37lxAtfgkJSWxZs0au8e99957DBo0iJ49e5Z7zsWLFzN48GA6d+6M2WzmtddeIy4ujjfeeKNe3pOoZWF66KxX+8T9mg3J+RBs05rYyaDCUoFFzYzraKj4uRqKqFAVlkB1xU2IdG59hLBo6udruzUgJeQ7LhfuXTqDLVKm+AvX5VJhacqUKVy8eJFnn32Wc+fO0bNnT77++uuS2W3nzp3jzJkzdo8xmUx8/PHHvPrqqw6fMz09nXvvvZfk5GSMRiP9+vVj165dDBw4sM7fj6gjYwLhmLV16ft0uNOmdamTAXZaxwDFm10kLIXAxjh1fiBBwpJwjgINYjNVONpugtRCx+V6+FrXQDJCB5m5JhoHnabJfOQrZTabMRqNmEwmDAYX+PBt7E7kwuQ/1HlfP1hpM6vx0EWYbx0DdEMY3N+9/utXU5oGT3wOyRnqL/M3JkOAfAiJepBjgRiz6mLbZVYz2spyB/r7q3B0jdG+JVeIBq66n98u1bIkRLV01EOEHo7nQlwWpORDK+svcFfb9gRUQOofCl8fVsEpLgmGRTi7VqKxyihUwWibCfaYIdfB39Ne1in+o61T/APlo0Q0bvIdLhqnMUYVlkAtUDm1pTr394Q2vnAuG06YoUgDdxcYRxEVosISqHFLEpZEbbpgM8V/fwY46mHzc4NhBrXFyNAA8JUp/qLpkLAkGqexgbDivDrfml4alkC1Lp3LhjwLJGZCmAvMLusUBAY9mHPh17OQVwje8uMrrkBCnhp79H26GqztaEBGMw81OHukEQb6g1cDnz0qRB2R37aiceqoVzNxTuaprrgLBdDSU93X2QC7rQPA482uEZbc3NSaSzviIb8Ifj+nuuaEqC5NU9P6t6erFqRjFUzxb+OpWo9GGaGPn2u0vApRxyQsicZJp1Oz4t45r/5i3pYOU6ytS2VX8h7dzgkVvAzFYQlUV5yEJVEViwa/ZKlwtN0EiRVM8Y/Ql85g6ypT/IUoS8KSaLyKwxKoBSqLw1InF1zJG6BHsOp6yyuEg4lgsagWJyFsFVjg50wVkHZWMsW/l2/pIpFhssiuEJWRsCQar8569SFwOg8OZKl9qlp4gsELWvlASo4a5G3RwM0F/pL28oBebWB/AmTkwbFU6Nqq6seJxi+nSG1Ou90Eu0yQ6WCTWncgyjrFf6SxdIaoEKJKEpZE41XcFfeetSvuexPcFqTu62RQYSmnCM5mQYi/M2tafVGhKiyB2itOwlLTZSqe4p8OMRmQ52CEtrcOogNU69Fwg0zxF+IyyU+OaNzGGlVYAjXrxzYs7bFeP2Z2nbDUt51qBbNoKizd0V/GlzQlKdYp/t+nq9W0HawRib+bWvtopFFN8feRKf5CXCkJS6Jx6+IDoV5q76r9mXCpAJp72g/yPm6GkW2dV8ea8PdWrUlHzkNKJiSaIDTQ2bUSdel0XukMtl+zHZdp4aFWzx5lhKv8wVPGsglRmyQsicatuCtuZQpYUGM6JgeVGeTtIit5F4sKVWEJVOuShKXGRdPgz5zSGWzxFUzxb+dVOoOtl0zxF6IuSVgSjd/YQBWWQM2KmxwEzbyhhTdczFMtS5rmOt1ZUSHwwX51fiABbuzl3PqIK1ekwSGbKf5nK5ji31mvutdGBUIXvet8zwrh4iQsicavm4/6KzzJ2hWXVqhWJu5shIspkFUIydnQxs/ZNa2eIH8Iawan0+DkJbiUBc1dpO6iVL4F9mWqcLTDBJcqmOLf21eFo5FGaC9T/IVwBglLovHT6VTr0qoUNSB2uwlubqG2PdlrbXE6ZnadsARqQcrTaer8QCKM6erc+ojqybZO8d+WDrvNjqf4ewADAlQ4usYIrTzru5ZCiDIkLImmYUygCkugZhLd3AI6lRnkPbyNM2p2eaJC4JNf1HmshKUGLb1QrX30vQn2ZkC+gyn+eh0MMaiANNwABvnVLERDIj+Romno7qP2vDpXAPsy1Bo1toO8j7nYIO/2zSDID1Kz4EgyZOWDnywy2GCcz1ctmNtMcKCCKf4B7ioYjTJCtAF8ZAabEA2VhCXRNBTPilt7AQpRY0QmtVADvdNccJC3TqdmxX37hxoc/EsSRIc7u1ZN26nc0gHav1UwxT/IOsV/dKBaTdvTRb7fhGjiJCyJpmNsoApLoGbFTWqhWpd+vgAZBWpF79a+zqxhzfQPUWEJVFechKX6pWlwJKe0BelEBVP8Q71KZ7D18nWNrXWEEHYkLImmo6cvBHtCcgH8lAnmQjXI+2drgIo3u1ZY6tpKdb1l5cOhJCgoAk9ZrblOFWkQl6UGaG8zqe8lR7roVTgaZYROMsVfCFcnYUk0HTqd6v5YdwEKNdhhth/kHW+GocFOq16Nubup7U9+PAm5hWqhyt4ushK5K8m3wE8ZKhztNKulJ8rSAX38rC1IRgiRKf5CNCYSlkTTMiZQhSWAremwwGYGnKut5A1q3NKPJ9V5bIKEpdqSVQQ/mtUMth/NkFXBFP+BNlP8g2SKvxCNlYQl0bT09lXr1qQUqJ3a9e3B4AnmAtWy5EqDvAF6tVVdbwVFar2lGQNlTMzlSiuEndbxRz9VNMXfTW1OO8oIwwwQIL9ChWgK5CddNC1uOhhthI9SVVfcLmtX3IFUMOXDxVwI8nF2LatP7wE9giEuCdJz4MRF6BTk7Fq5jnPWKf7brVP8HTQgYXCHEQYYGQjRASowCSGaFAlLoukZG6jCEqiuuL4GFZZAtS65UlgC1RUXl6TOYxMkLFXlRK51Bls6HM5xXKalZ+n4o/4yxV+Ipk7Ckmh6+vip9W5SC1VX3PU24SLeDINbO69ul6NfiBpgrKG64qb0c3aNGhZNU6FoW7oKSSfzHJdr763C0Sgj9JAp/kKIUhKWRNPjZp0VtyFVjUtJtelWccVB3kY9dG4JRy/AWROcM0MbQ9WPa8wKNYjLVAO0d1Qyxb+bj2pBGm2EjjLFXwjhmIQl0TSNDVRhCeCnHPD3hEzrIG9X1D9UhSWAAwkwsYdz6+MMebZT/E2Q7mCPER3Q10+1Ho00QjuZ4i+EqJqEJdE09fWDFh5wsRD2ZMA1AfDrJbiUB5dyobne2TWsmagQWH9AnccmNp2wlFkEu80qIP1ohmxHU/x1MMhfLRI5wgAtZIq/EKJmJCyJpsnd2hX3P2tXnKdNC0O8GQa6WFgKNkA7IySZIP4CmHLA6GID1avrUoFaUHS7dYp/gYMp/j7FU/wD4WqD2rRWCCEuU7XDUmJiIiEhIXVZFyHq1xijCksA523GqsSbYWAr59TpSkSFqrCkAQcT4ZrOzq5R7TmbD9vTVQtSXJbjKf5GdxhhHaA9SKb4CyFqT7XDUs+ePVm2bBnTpk2ry/oIUX/6+0MzD7UY4eFCKN75xBUHeYPaWPfz39R5rIuHJU2DE3mlM9iOVDDFv5Vn6QDtfv6qy00IIWpZtcPSCy+8wF//+lc+/fRT3n77bVq0aFGX9RKi7rnrVCvExxch2w1aukN+ERx30UHe4S2gmQ+k5cDv5yC3APQuND7HosHv2ar1aLsJTlcwxb+Dd+kaSN1lir8Qou5Vu536gQce4NChQ6SlpdGjRw8+//zzuqyXEPVjbKD1RAce1nFLF3LBVMEHdUPmplNrLgEUWODXc86tT3UUarAvA/6VCBMOw/RjsCqlfFCK9IG/BsPH3eCTSHioLfT0k6AkhKgXNRrgHR4ezrZt23j99deZPHkykZGReHjYP8WBAwdqtYJC1Kkofwh0V9PML+mgeFx3vBmiWjq1apclKhS2HVPnsQlwVXvn1seRXAvszVCtRztNYHIwxd8NNWNxdKDapLatV33XUgghStR4Ntzp06f5+OOPad68OZMmTSoXloRwKR46NWNq00XI8XT9sNS9Nfh4Qk6B2gKl0AIeDWCgc0bxFP90+DEDchyM0PbUqYHZo4xqoHZz+d0ihGgYavTb6J133uFvf/sbY8aM4bfffqNlSxf8MBGirDFGFZYKbX4cXHWQt4c79G4LP52GrHz4M0VttOsMFwvU6tnbTLAvU3W5leXrpqb2jzLCUAP4yxR/IUTDU+2wNH78ePbt28frr7/O9OnT67JOQtSvAQFq2rlJA00HOs11B3mD6or76bQ6j02o37CUlFc6QDsuSy1jUFagdYr/aCMMDADvBtDyJYQQlah2WCoqKuKXX36RtZZE4+OpU+NiPrsEBR7gVQDJOZCRDwEuOFamT1twd4Mii9pYd9qAutvzTNPgeK7ag227Cf6sYIp/sHWK/6hANRZJpvgLIVxItcPSli1b6rIeQjjX2EBrWPJUYQlU61LfIKdW67L4eqmxS7+eg4tZcDoNOjSvvee3aPCbdYr/tnRIyHdcLtxbhaORRujuI5vUCiFcloygFAJgoL/aEqPAZl2iYy4alkBtrFu8dMCBhCsPSwUaxGaWLhKZWui4XA/f0jWQwl1syxghhKiAyw0WWL58OeHh4ej1eqKiovjhhx8qLLtjxw50Ol25448//rAr9/HHH9O9e3e8vb3p3r07n3zySV2/DdHQeLqpD3nbsOTK45b623SXxyZe3nPkWNQWIwtPw5jf4P7jsPGifVByAwb4wxPt4Jvu8EEXmNVagpIQolFxqZalDRs28Mgjj7B8+XKGDh3KihUrmDBhAocPH6Z9+4rXk/nzzz8xGAwlt21n8cXExDBlyhSee+45brrpJj755BNuu+02du/ezaBBg+r0/YgGZkwgfH5RDUrW4boz4gCa+0LHFnDiIpxJg5RMaOVf9eMyCmGXWXWx7clQayKV5aWDwdYp/sONassYIYRoxHSapjmar9IgDRo0iP79+/Pmm2+WXIuMjOTGG2/kxRdfLFd+x44djBw5krS0NAIDAx0+55QpUzCbzXzzzTcl18aPH0+zZs346KOPqlUvs9mM0WjEZDLZhTLhYgosMOo38E4pHbe0cQz4udCWIbY+/w02xqnzuwbAtd0cl7tgneK/3QQ/Z4CjHjY/6xT/0YEwJAD8ZIq/EML1Vffz22W64fLz84mNjWXcuHF218eNG8eePXsqfWy/fv1o06YNo0ePZvv27Xb3xcTElHvOa6+9ttLnzMvLw2w22x2iEfB0U7PiGmVXXIL9fQl5sCYF7j4G1/4OLyRCTJmg1MwDbmoOr3WEbT3hXx3UQHgJSkKIJsZl2s9TU1MpKiqidevWdtdbt25NcnKyw8e0adOGt99+m6ioKPLy8li7di2jR49mx44dDB8+HIDk5OQaPSfAiy++yOLFi6/wHYkGaUwgfG8TluLN0NtFN41uZ4TWAXA+A/5Igbh02JujutiO5Tp+TBvP0hlsff3UZsNCCNHEuUxYKqYrM/1Y07Ry14p17dqVrl27ltyOjo4mISGBf//73yVhqabPCTB//nzmzZtXcttsNhMaGlqj9yEaqOgA8LBZW+moC49b0oDQ1iosaRo8ehDSm5Uv11Gvxh+NMkI3meIvhBBluUxYCgoKwt3dvVyLT0pKSrmWocoMHjyYDz74oOR2cHBwjZ/T29sbb2/var+mcCFebjA0COIuqEHev6c7u0Y1U2CB/ZlqkcidJsgugo7W+wIySsNST9/SgBQmM9eEEKIyLjNmycvLi6ioqHKLY27ZsoUhQ4ZU+3kOHjxImzZtSm5HR0eXe87vvvuuRs8pGplxzUrHLV3MgZwK1hRqKHKK4Pt0WHBaDVB/4AR8bJ3in+0LhdYxRsZMeDwYNneHtV3gntYSlIQQohpcpmUJYN68eUybNo0BAwYQHR3N22+/zZkzZ5g7dy6guseSkpJYs2YNAK+88godOnSgR48e5Ofn88EHH/Dxxx/z8ccflzznww8/zPDhw1myZAmTJk3is88+Y+vWrezevdsp71E0ANEBoHkC1hlxR83QpxZXwK4NJusU/+0miDFDroNJrd46GGyAgDZwKhGwQLdCaO2CW7gIIYQTuVRYmjJlChcvXuTZZ5/l3Llz9OzZk6+//pqwsDAAzp07x5kzZ0rK5+fn89hjj5GUlISPjw89evTgq6++4rrrrispM2TIENavX8+CBQtYuHAhERERbNiwQdZYasr0bhBhgMRsdXt7SsMISynWKf7b0lVXW5GDMv5uMMzavTYkAHzd4YAX/Ne6MGVsgv0sOSGEEFVyqXWWGipZZ6kRWpcI635V50FGWOOkbtnTeWoV7W0m+DXbcZnmHmr22kij2rbFs0zven4h3L8R8osgwBtenwxuLtMDL4QQdaa6n98u1bIkRL35SzB88Ksa5J2SpfZG86yHWWKaBkdz1ADt7SaIr2CKfzuv0j3Yelcxxd/LA3q3hf0JkJEHx1Kha6u6qb8QQjRCEpaEcCTAA3y8ITcPdIWw1wTDAuvmtYo0+CWrNCCdzXdcrpPNFP8uNZziHxWqwhKorjgJS0IIUW0SloSoSCcj/JaiWpe+PF+7YanAAvsyVTjaboJLFcy46+WrthgZaYT2V7BcRZ924KYDi6bC0h39ZT0lIYSoJglLQlQkurkKSwCxl6BQA48rCBjZRfBjhgpHP5gg08EmtR5AlL9aRfsaI7SqpX3pArxVa9KR82pT3SQThATWznMLIUQjJ2FJiIpEBpaeF+bBgUwYGFCz50gvhF0mNUB7bwbkOZhPoddBtEG1Hg03gLGOfiyjQlVYAjiQKGFJCCGqScKSEBUJN6guOA3wLIAt6dULS+fzS7vXYiuZ4j/COoNtSAD41MPmtP1D4IP96jw2Af7Ss+5fUwghGgEJS0JUxNsdQv3hTCZ4FKr1jf4e4njm2enc0gHav1UwxT/IQ3WtjTLCAAdT/OtaS39o3wzOpMGJi3ApG5r71m8dhBDCBUlYEqIyXYwqLOmAjBw4mAkDAtQU/z9yVPfaNhOcqGCKf4iXCkcjA6G3rxpk7UxRISosgeqKG9PFufURQggXIGFJiMpEGGBrkjr3LIClSaorbls6nCtw/JjO+tIZbJ31DWvWWf9Q+MS62OaBBAlLQghRDRKWhKhMB5sxSh6FcCxXHbZ0qIUhR1nHIIVewRT/uhbWDFr4wcUsOHwesvPBV/aKE0KIykhYEqKsrCL40ay613anQwAqEHnatCR5AFcFqHB0jRFa1tIU/7qm06mB3lv+hCILHDoL0R2cXSshhGjQJCwJAZBWCDutA7T3ZkC+zRR/Hw/wLLSGJU1N7f88Egwu+uMTFarCEqhZcRKWhBCiUi76216IWpCcr1qPtpvUGkoO1ogkwB1a+8Elk2pd8igELy/wr4ep/nWlayvw84KsfNWyVFAEni78foQQoo5JWBJNy8lc6wy2dDic47hMkIdaQXukUa2m/eUpeMek7vMsgAsFai+3vv71VOla5uEGfdvBjycht0AtVNm7rbNrJYQQDZaEJdG4aZoKRdutAelknuNyoV6lM9h6lpni38lQeu5ZADnAVpPrhiVQXXE/nlTnsQkSloQQohISlkTjU6hBXGZpF1tyBVP8u/qocDTaCBGVTPHvaBOWvKzPtTUd5rV1/rpJl6tXG7UoZoEFDibCjIGu+16EEKKOSVgSjUOeBX7KUAFppwnSHewxogP6+qmANMoI7ao5xd/PE9r6wtls8CoENDhfoFbq7u1Xm++i/ug9oUcbiEuCtBw4eREigpxdKyGEaJAkLAnXlVkEu82q9Wi3GbIdjND20MFAfxWOrjFCi8uc4t/JqMKSpqlB3oWeaq84Vw1LoFbzjrMuuHkgUcKSEEJUQMKScC2XCmCHNSD9lAEFWvkyeje4OkAN0r7aoGa0XalOBth1Tp17F6iwVNwV15BW6K6JfiGg+0ltFBybALf2dXaNhBCiQZKwJBq+s/mwwwTfp0NcluMp/kZ3GGFdQXtwgApMtcl2kHeIDv5EjYX6PRt6umjrktEHOrWEYxcgyQTJZgg2VP04IYRoYiQsiYZH0+BEHmxPV2OQjlQwxb+VZ+n4o/7+qsutrkQYS899CkvPt6S7blgC1RV37II6j02Eid2dWx8hhGiAJCyJhkHTVCvNNpM6TlcwxT/Mu3QGW3ff+pvBFeAJwT6QnAPp2eDuD0U6tYTAIy7cFdc/FNYfVOcHEiQsCSGEAxKWhPMUamrl7G0m1c12voIp/pHWKf6jAqGjt/OCSSejCkt5FujrDbH5qovwcA708HVOna5UGwO0NcJZk2phMuWCUe/sWgkhRIMiYUnUr1yL2nttuwl2VTLFv5+f6l4baYS21ZziX9ciDLA7WZ13dodY6/Wt6a4blkBtrHvWpAZ6H0yEazo5u0ZCCNGgSFgSdS/DOsV/Wzr8mAE5DkZoe+pgUIAKR9cYoPllTvGvS51tBj/7FoI7UIQKSw+1cd2uuKhQ+PJ3dR6bIGFJCCHKkLAk6sbFAtW1ts0E+zJVl1tZPm4wzKAC0tWGhr85re0g74QMiApS7y0xH/7MgW4u2rrUsQUE+kB6Dvx+Tu0Xp2+AYVUIIZxEwpKoPWfzSgdox2Wpbp2yAq1T/EcZVUuSdy1P8a9LRi9oqYcLuXDcDLdHqLAEalacq4YlN53qitt2TG1/8us5uKq9s2slhBANhoQlcfk0DY7nlgakPyuY4t/as3QGW986nuJf1zoZVVjKKYLunuCGWvdpSzo86OJdcduOqfPYBAlLQghhQ8KSqBmLpvZE225dJDIh33G5cO/SGWzdfVw3RJQVYYCY8+o8NRui/OHnTPX/cDRXbc7riiJbq6633AK1BUqRBdxdqNVPCCHqkIQlUbUCDWIzVUDaboILFUzx7+6jwtFII3RspNPPbQd5x5thTJAKS6AGertqWPJ0hz5t4afTkJUPf6ZA92Bn10oIIRoECUvCsRwL7DWr7rVdZjA7mOLvhlo5e6R1in8br3qvZr2zHeQdb4a/RcC/EtX4rK3p8ECw67aiRYWosARqY10JS0IIAUhYErYyCuEHM3xvgj0Zak2ksjx1EG2d4j/cCM2b2LdQc29o4Q0X8+C4CVp4qDWhDmTBqTw1hquTi7Yu9W4H7joo0tS4pTujXDf4CSFELWpin3SinFSbKf4/Z0ChgzJ+bjDUoAZoDzWAXwOf4l/XIgxw8QJkFqoVvccGqrAEaqC3q4YlPy+IDIbfzkFqFpxJg7Dmzq6VEEI4nYSlpijRZor/L5VM8b/GOkB7kD94yWDfEp2MsM+6+exxE4wKgqVJ1q44E9zfxqnVuyJRISosgdpYV8KSEEJIWGoSNA2O5ZbOYDuW67hcsKda/2hUIPT1U10yorxONoO8j5nh6jbq/+tgFpzIVV1xES46wL1/CKz+WZ0fSICbezu3PkII0QBIWGqsLBr8kg3b01ULUmIFU/w76q0ByQjdGtEU/7rUyWaQ93Gz+ndMoApLoAZ6R7jo4OjmfhDeHE5egtNpcCETWvo7u1ZCCOFUEpYak+Ip/t+nq3FIqY4GIAE9fa1rIBmhg4u2gDhTC28I9IL0fIg3qZa70UZ4KUndvzUd7nPRsATQP1SFJVCz4q7t5tz6CCGEk0lYcnU5RWrm2nbrFP8MB1P83VGLJxZP8W/dBKb41yWdTrUu7b8A5gK1ondrH+jjB4eyID4XTuZCuIsG0ahQ+PiQOo9NkLAkhGjyJCy5InOhCkbbTBBjhlwHI7S9dDA4QLV4DDdCoHypa1WEQYUlUK1LrXxgjFGFJVCtS3NctHUpxAit/CElUy1OmZkH/t7OrpUQQjiNfIK6ipTiKf7pqqvNUQ+bvxtcbVADtIcGgG8Tn+JflzqVWcl7SDCMDoSXz6prW9JdNyzpdKp16ZsjauxbXBJc3dHZtRJCCKdxufngy5cvJzw8HL1eT1RUFD/88EOFZTdt2sTYsWNp2bIlBoOB6Ohovv32W7syq1atQqfTlTtycyuYMVafzuTB6hSYfhSu/R1eTISfygSl5h5wcwt4vSN83xNe7KDW/ZGgVLc6lVnJG9QK5r181fmxXDjdAL6HLldUaOl5bILz6iGEEA2AS7UsbdiwgUceeYTly5czdOhQVqxYwYQJEzh8+DDt25ffJX3Xrl2MHTuWF154gcDAQFauXMkNN9zATz/9RL9+/UrKGQwG/vzzT7vH6vVOHm9yMhdu/sPxfW29Sgdo95Ep/k7RSg8BnpBRUDrIW6dTs+J+zVZltppglouOW+ocBAHekJEHv56D/ELwcqlfF0IIUWt0mqY5WpKwQRo0aBD9+/fnzTffLLkWGRnJjTfeyIsvvlit5+jRowdTpkzh6aefBlTL0iOPPEJ6evpl18tsNmM0GjGZTBgMhqofUB2aBpOOqN3sATrpSwNSV5ni3yA8tQ8OXlTna0ZCkB7O5sHEI+paNx/4qKvz6nel3omBXcfV+bxroF+IU6sjhBC1rbqf3y7TDZefn09sbCzjxo2zuz5u3Dj27NlTreewWCxkZGTQvLn9qsSZmZmEhYUREhLC9ddfz8GDByt9nry8PMxms91R63Q6uKsVPNwGPo2Ejd3ggTbQzVeCUkNht96SSf3b1ht6WLvi/siBhLz6r1dtibIJRwcSnVcPIYRwMpcJS6mpqRQVFdG6dWu7661btyY5Oblaz/Hyyy+TlZXFbbfdVnKtW7durFq1is8//5yPPvoIvV7P0KFDOXbsWIXP8+KLL2I0GkuO0NDQCstekduC4O7WECYzkRqksit5FxtjE6K2ptdbdWpdjzbgZR37diARLA42VhZCiCbAZcJSMV2ZVhVN08pdc+Sjjz7imWeeYcOGDbRq1ark+uDBg7nrrrvo06cPw4YN43//+x9dunRh2bJlFT7X/PnzMZlMJUdCggyAbZJsw9Jx27AUWHq+Jb2+alP7vD2gV1t1bs6F+FTn1kcIIZzEZcJSUFAQ7u7u5VqRUlJSyrU2lbVhwwZmzZrF//73P8aMGVNpWTc3N6666qpKW5a8vb0xGAx2h2iCgn3BzzroOd5Uej3EGyJ91PmRHEhqJF1xsdIVJ4RomlwmLHl5eREVFcWWLVvsrm/ZsoUhQ4ZU+LiPPvqIu+++mw8//JCJEydW+TqaphEXF0ebNi68c7yoHzqdWpwS4GIepNmEItvWpa0mXFbfdqVj5GIT1MQDIYRoYlwmLAHMmzePd999l/fff58jR47w6KOPcubMGebOnQuo7rHp06eXlP/oo4+YPn06L7/8MoMHDyY5OZnk5GRMptIPr8WLF/Ptt99y4sQJ4uLimDVrFnFxcSXPKUSlOjtYbwnKhKX0+qpN7QvQQ9eW6vx8Bpx14eAnhBCXyaXC0pQpU3jllVd49tln6du3L7t27eLrr78mLCwMgHPnznHmzJmS8itWrKCwsJC//vWvtGnTpuR4+OGHS8qkp6dz7733EhkZybhx40hKSmLXrl0MHDiw3t+fcEERtit52wSJ9t5qiQeA37LhbH791qs29bddoFK64oQQTY9LrbPUUNXJOkvCNSRmwb271PmQ1rCgf+l97ybDG9YxdvPawrRW5R/vClIy4G+fqfOOLWDxBOfWRwghakl1P79lSV4hrkRbX/Bxh5wiOFami2psYGlY2pLuumGpVQCEBkJCOpy4CGnZ0MzX2bUSokJFRUUUFBQ4uxqiAfD09MTd/cq3/5KwJMSVcNNBRwP8ngYXcsGUD0YvdV+YHjrr1T5xv2ZDcj4Eezm3vpcrKlSFJVBrLo3u4tTqCOGIpmkkJydf0Y4MovEJDAwkODi4WssMVUTCkhBXqrNRhSVQK3n3b1l635hAOGZtXfo+He500dalqBD49Fd1HpsgYUk0SMVBqVWrVvj6+l7Rh6NwfZqmkZ2dTUpKCsAVzXKXsCTElbIb5G22D0tjA+FNa1jaanLdsBTWHFr4wsVsOHwecvLBx0VbyUSjVFRUVBKUWrRo4ezqiAbCx0dNtElJSaFVq1aX3SXnUrPhhGiQOpcJS7bC9RChV+dxWZDiorPidLrSWXFFFjh01rn1EaKM4jFKvr4ynk7YK/6euJJxbBKWhLhS7fzB2/rXSryDdYjGBpaeu/IClXarecsWP6Jhkq43UVZtfE9IWBLiSrnroGOAOk/OgYwyf700lo11u7YGX2vX26GzUFjk3PoIIUQ9kbAkRG3oZBOIjpfpiovwgXBvdR6XBRdcdEqzhxv0tW6sm1MAR847tz5CiDp36tQpdDodcXFxzq6KU0lYEqI2dLIZt3TcQVdb8fYnGrAtvR4qVEeiZDVvIWpbSkoK9913H+3bt8fb25vg4GCuvfZaYmJinF21BiktLY1p06ZhNBoxGo1MmzatzpeLkLAkRG3oVMkgb7Aft7Qlva5rU3d6tVUtTKDWW7LIBgBCXKnJkydz6NAhVq9ezdGjR/n888+55ppruHTpkrOrVi2JiYnU52YgU6dOJS4ujs2bN7N582bi4uKYNm1anb6mhCUhakN7f/Cy/jg5Ckud9BBm7Yo7kAUXXbQrzscTegSr87RsOHXRufURwsWlp6eze/dulixZwsiRIwkLC2PgwIHMnz+fiRMnlpTT6XS8+eabTJgwAR8fH8LDw9m4caPdcyUlJTFlyhSaNWtGixYtmDRpEqdOnbIrs3LlSiIjI9Hr9XTr1o3ly5fb3b9v3z769euHXq9nwIABHDx4sMr3sHDhQjp27MiiRYs4ceLE5f9nVMORI0fYvHkz7777LtHR0URHR/POO+/w5Zdf8ueff9bZ60pYEqI2uLtBB+sg76QsyC4ThnS60tYlDfjelWfFSVecELXF398ff39/Pv30U/Ly8iotu3DhwpJWqLvuuos77riDI0eOAJCdnc3IkSPx9/dn165d7N69G39/f8aPH09+vlqy5J133uGpp57in//8J0eOHOGFF15g4cKFrF69GoCsrCyuv/56unbtSmxsLM888wyPPfZYle/htddeY+HChezcuZPOnTszfPhw3nvvPTIyMip9zxUdEyZUvP9kTEwMRqORQYMGlVwbPHgwRqORPXv2VFnXyyWLUgpRWzoZ4Kg1BB3PgF7N7e8fY4R3rYOiv0+H24LqtXq1pl8I6H5SoS82AW7t6+waCVGxAUCyE143GNhfdTEPDw9WrVrFnDlzeOutt+jfvz8jRozg9ttvp3fv3nZlb731VmbPng3Ac889x5YtW1i2bBnLly9n/fr1uLm58e6775ZMlV+5ciWBgYHs2LGDcePG8dxzz/Hyyy9z8803AxAeHs7hw4dZsWIFM2bMYN26dRQVFfH+++/j6+tLjx49SExM5P7776/0PQQEBDBz5kxmzpzJ6dOnWbt2LUuXLuWhhx7ipptuYsaMGYwZM6akXlUNFi9eSNKR5ORkWrUqv7hvq1atSE6uuy+0hCUhaksnI2BdfyjeVD4sdfGBUC9IyIf9mXCpAJp71ns1r1igD0QEQXwqJJngfAa0DnB2rYRwLBlIcnYlKjd58mQmTpzIDz/8QExMDJs3b2bp0qW8++673H333SXloqOj7R4XHR1dEjxiY2OJj48nIMD+ZzE3N5fjx49z4cIFEhISmDVrFnPmzCm5v7CwEKNRzeY9cuQIffr0sVvYs+xrViUsLIwFCxawYMECVq9ezYMPPsi6detIS0sjMDAQgE6dOtXoOctytG6Spml1usaWhCUhaktVg7x1OjUrbmUKWIDtJpjsoq1LUaEqLIFqXbquu3PrI0RFgl3jdfV6PWPHjmXs2LE8/fTTzJ49m0WLFtmFJUeKA4LFYiEqKop169aVK9OyZUtyc3MB1RVn24UFlGwBUhuDtFNTU1m/fj1r1qwhLi6OCRMmMGPGjJJABqobrjLDhg3jm2++cXhfcHAw58+XX7bkwoULtG7d+soqXwkJS0LUlrAA8NBBoeZ4JW9Q45ZWqk0d2ZLuwmEpBDZYB35KWBINWTW6whqi7t278+mnn9pd27t3L9OnT7e73a9fPwD69+/Phg0baNWqFQaDgbKMRiPt2rXjxIkT3HnnnRW+5tq1a8nJySnpCtu7d2+Vdc3Ly+OLL75gzZo1bN68mR49ejBjxgy++uorWrZsWa78lXTDRUdHYzKZ2LdvHwMHDgTgp59+wmQyMWTIkCrrerkkLAlRWzytg7zjzZCYBbmFoC/zI9bNB0K8INHaFZdWCM1c8MewjRHaGuCsGY6lgikXjHpn10oIl3Px4kVuvfVWZs6cSe/evQkICGD//v0sXbqUSZMm2ZXduHEjAwYM4Oqrr2bdunXs27eP9957D4A777yTl156iUmTJvHss88SEhLCmTNn2LRpE48//jghISE888wzPPTQQxgMBiZMmEBeXh779+8nLS2NefPmMXXqVJ566ilmzZrFggULOHXqFP/+97+rfA8PPPAAX331FVOnTmX//v3lxlqVdSXdcJGRkYwfP545c+awYsUKAO69996Sgel1RWbDCVGbilfy1lCDvMsq7ooDKEJ1xbmq4o11NQ3iZFacEJfD39+fQYMG8d///pfhw4fTs2dPFi5cyJw5c3j99dftyi5evJj169fTu3dvVq9ezbp16+jeXbXq+vr6smvXLtq3b8/NN99MZGQkM2fOJCcnp6Slafbs2bz77rusWrWKXr16MWLECFatWkV4eHhJXb744gsOHz5Mv379eOqpp1iyZEmV72H+/PkkJibyn//8p8qgVBvWrVtHr169GDduHOPGjaN3796sXbu2Tl9Tp9XnSlKNlNlsxmg0YjKZHDZ/iibkqzPwxu/qfG4k/KVD+TK/Z8NdR9X5kAB4I6Leqler4i/A4m/Veb92MG+kc+sjmrTc3FxOnjxJeHg4en3ja+XU6XR88skn3Hjjjc6uisup7Hujup/f0rIkRG3qXMUgb4DuPtDWuiHtvgwwFdZ9vepCx6DSrrffklW3oxBCNEISloSoTR0CwN06fbWisKTTqTWXAAqBHS7aFeemg/4h6rygCH4769z6CCFEHZGwJERt8nKHMOu02DOZkFfkuFzxuCVw7b3iZDVvIeqFpmnSBedEEpaEqG0R1q44iwYnHS/3T09fCLYuSPlTJphdtAure3DpjL+4RCiyOLc+QghRByQsCVHbOpUuvsbxCrrYdDoYHajOCzXYUUGXXUPn6Q6926rzzHw4muLc+gghRB2QsCREbbNdyftYJSGoeGNdgK3pdVWbuiddcUKIRk7CkhC1LdxQ+pN1vJKw1MsXWlm74mIyIKOC8U0NXZ92pYPaYxPUuktCCNGISFgSorbp3SHUOsj7dIaaKeaIm+2sOA12uuisOD8v6Gbdkyk1CxLSnVodIYSobRKWhKgLxYO8CzU4lVlxOdtZcY2mKy7BefUQQog6IGFJiLpgO8i7ok11Afr4QZB1NllMBmS6aFdc8XpLIGFJiEbk1KlT6HS6Kje/bewkLAlRFzpVYyVvUF1xxbPi8jX4wUVnxbXwg/Dm6vx0muqOE0JUS0pKCvfddx/t27fH29ub4OBgrr32WmJiYpxdtQbn1KlTzJo1i/DwcHx8fIiIiGDRokXk5+fX6eu64HbnQriAjgbQoTbUrSwsgZoVtyFVnW9JhwnN6rZudaV/CJy8pM4PJMC4bs6tjxAuYvLkyRQUFLB69Wo6duzI+fPn+f7777l06ZKzq1YtiYmJtGvXDp1OV+ev9ccff2CxWFixYgWdOnXit99+Y86cOWRlZfHvf/+7zl5XWpaEqAu+HtDOT52fNENhJYs19vWDFta/W340Q5aLdsXJEgJC1Fh6ejq7d+9myZIljBw5krCwMAYOHMj8+fOZOHFiSTmdTsebb77JhAkT8PHxITw8nI0bN9o9V1JSElOmTKFZs2a0aNGCSZMmcerUKbsyK1euJDIyEr1eT7du3Vi+fLnd/fv27aNfv37o9XoGDBjAwYMHq3wPCxcupGPHjixatIgTJ05c/n9GNYwfP56VK1cybtw4OnbsyF/+8hcee+wxNm3aVKevK2FJiLrSyWaQ95lKBnm7N5KuuJBAaGWdBfjHecjKc2p1hHAF/v7++Pv78+mnn5KXV/nPzMKFC5k8eTKHDh3irrvu4o477uDIkSMAZGdnM3LkSPz9/dm1axe7d+/G39+f8ePHl3RRvfPOOzz11FP885//5MiRI7zwwgssXLiQ1atXA5CVlcX1119P165diY2N5ZlnnuGxxx6r8j289tprLFy4kJ07d9K5c2eGDx/Oe++9R0aG4x0Mit9zRceECRNq8l+IyWSiefPmNXpMTek0TRZFuVJmsxmj0YjJZMJgMFT9ANE0bDoJ7/6hzh/pCeNCKy67PwPmHFfno43w7/C6r19dWLcfNlvf89whMLSjc+sjmozc3FxOnjxJeHg4er2+9I6pf8JFJ2wn1MIDPuxaraIff/wxc+bMIScnh/79+zNixAhuv/12evfuXVJGp9Mxd+5c3nzzzZJrgwcPpn///ixfvpz333+fpUuXcuTIkZLusPz8fAIDA/n0008ZN24c7du3Z8mSJdxxxx0lz/H888/z9ddfs2fPHt5++23mz59PQkICvr6+ALz11lvcf//9HDx4kL59+1b5Xk6fPs3atWtZu3YtiYmJ3HTTTcyYMYMxY8aU1Cs+Pr7S5/Dx8aFdu3bV+r87fvw4/fv35+WXX2b27NkOy1T4vUH1P79lzJIQdaXsIO9xlZTt5w/NPeBSoeqKyykCH/c6r2KtiwotDUuxiRKWhPNdLISUAmfXolKTJ09m4sSJ/PDDD8TExLB582aWLl3Ku+++y913311SLjo62u5x0dHRJbPUYmNjiY+PJyAgwK5Mbm4ux48f58KFCyQkJDBr1izmzJlTcn9hYSFGo5q9e+TIEfr06VMSlBy9ZlXCwsJYsGABCxYsYPXq1Tz44IOsW7eOtLQ0AgMDAejUqVONnrMiZ8+eZfz48dx6660VBqXaImFJiLrSsZoz4kB1xY0ywv+7CLka7M6w3w7FVXRuCf7ekJkHv5yF/CLwcsHQJxqPFk76mKvh6+r1esaOHcvYsWN5+umnmT17NosWLbILS44Ut9ZYLBaioqJYt25duTItW7YkNzcXUF1xgwYNsrvf3V39jNZGR1Nqairr169nzZo1xMXFMWHCBGbMmFESyEB1w1Vm2LBhfPPNN5WWOXv2LCNHjiQ6Opq33377iutdFQlLQtQVf09o4wvnstUg7yILuFcyTHBMoApLoGbFuWJYcneDfu3ghxOQVwiHz0HfkKofJ0RdqWZXWEPTvXt3Pv30U7tre/fuZfr06Xa3+/XrB0D//v3ZsGEDrVq1ctidZDQaadeuHSdOnODOO++s8DXXrl1LTk4OPj4+Ja9Rlby8PL744gvWrFnD5s2b6dGjBzNmzOCrr76iZcuW5cpXtWZT8WtXJCkpiZEjRxIVFcXKlStxc6v74dcSloSoS50MKizlWSAhCzoEVFw2yh8C3SG9SA3yzrGAjwvOwYgKVWEJVFechCUhKnTx4kVuvfVWZs6cSe/evQkICGD//v0sXbqUSZMm2ZXduHEjAwYM4Oqrr2bdunXs27eP9957D4A777yTl156iUmTJvHss88SEhLCmTNn2LRpE48//jghISE888wzPPTQQxgMBiZMmEBeXh779+8nLS2NefPmMXXqVJ566ilmzZrFggULOHXqVLWm4z/wwAN89dVXTJ06lf3799uNtXLkSrrhzp49yzXXXEP79u3597//zYULF0ruCw4OvuznrYqEJSHqUicD/JCszo+bKw9LHjoYFQibLkKuRY1dst0OxVX0bKO63vKL4EAi3GOBevjLTwhX5O/vz6BBg/jvf//L8ePHKSgoIDQ0lDlz5vCPf/zDruzixYtZv349DzzwAMHBwaxbt47u3bsD4Ovry65du3jyySe5+eabycjIoF27dowePbqkpWn27Nn4+vry0ksv8cQTT+Dn50evXr145JFHSuryxRdfMHfuXPr160f37t1ZsmQJkydPrvQ9zJ8/nxUrVuDhUfeR4rvvviM+Pp74+HhCQuz/EKvT+Wqai3njjTe0Dh06aN7e3lr//v21Xbt2VVp+x44dWv/+/TVvb28tPDxce/PNN8uV+X//7/9pkZGRmpeXlxYZGalt2rSpRnUymUwaoJlMpho9TjQBBy5o2oSv1fHm71WXjzFrWt+D6njiZB1Xrg79Z7um3bVWHX+mOLs2ognIycnRDh8+rOXk5Di7KnUC0D755BNnV8MlVfa9Ud3Pb5f6c2/Dhg088sgjPPXUUxw8eJBhw4YxYcIEzpw547D8yZMnue666xg2bBgHDx7kH//4Bw899BAff/xxSZmYmBimTJnCtGnTOHToENOmTeO2227jp59+qq+3JRqzCJuxA8ersX5SlD8YrQOifzCrFiZXZLtA5QHZK04I4dpcKiz95z//YdasWcyePZvIyEheeeUVQkND7dadsPXWW2/Rvn17XnnlFSIjI5k9ezYzZ86064N95ZVXGDt2LPPnz6dbt27Mnz+f0aNH88orr9TTuxKNmsELWlsHKx43Q1EVzcSeOhhpnTWSY4E9LrpAZd92ULz1gWysK4RwcS4TlvLz84mNjWXcOPvFasaNG8eePXscPiYmJqZc+WuvvZb9+/dTUFBQaZmKnlOIGituXcotgrPV2GDWdpzSVlOdVKnOGfTQxToLJjkDzrro+xCigdA0jRtvvNHZ1WiyXCYspaamUlRUROvWre2ut27dmuTkZIePSU5Odli+sLCQ1NTUSstU9JygpkmazWa7Q4gKdS5dX6TK9ZYABgaAwdoVt8ukZtK5oiibwZfSuiSEcGEuE5aKld3VWNO0Snc6dlS+7PWaPueLL76I0WgsOUJDK9nGQgjbcUvx1Whh8dTBNdaAlWWBGMf7KzV4/WVjXSFE4+AyYSkoKAh3d/dyLT4pKSnlWoaKBQcHOyzv4eFBixYtKi1T0XOCmiZpMplKjoQE+atZVKJTDQd5Q5muuPTarE39aR0AoYHq/HgqpGc7tTpCCHG5XCYseXl5ERUVxZYtW+yub9myhSFDhjh8THR0dLny3333HQMGDMDT07PSMhU9J4C3tzcGg8HuEKJCgd4QZN28Md4MlmqsBTLYH/ytP547TZDvol1x/W264g5I65IQwjW5TFgCmDdvHu+++y7vv/8+R44c4dFHH+XMmTPMnTsXUC0+tkvBz507l9OnTzNv3jyOHDnC+++/z3vvvcdjjz1WUubhhx/mu+++Y8mSJfzxxx8sWbKErVu3lizSJUStKG5dyi6E5Gq0sHi6lXbFZVpgr4t2xUVJV5wQwvW5VFiaMmUKr7zyCs8++yx9+/Zl165dfP3114SFhQFw7tw5uzWXwsPD+frrr9mxYwd9+/blueee47XXXrNbjXTIkCGsX7+elStX0rt3b1atWsWGDRvKbTQoxBWx7Yo7Vs2uONu94Vy1K65Dc2hu3cH8cDLk5Du3PkIIcRl0mlaX64M3DWazGaPRiMlkki454dhPKbA4Vp3fEg4zu1X9mHwLjP5NtSwFuMP3PVSLk6tZvQ+2HlXnDw6DQWHOrY9olHJzczl58iTh4eHo9XpnV6fROHXqFOHh4Rw8eJC+ffs6uzqXpbLvjep+frvgb14hXFBn2xlx1WxZ8nKDEdauuIwi+Cmz9utVH+y64mQyhBBlpaSkcN9999G+fXu8vb0JDg7m2muvJSYmxtlVa5D+8pe/0L59e/R6PW3atGHatGmcPXu2Tl9TwpIQ9aG5Hpp5q/N4M1S3QXd0YOm5q3bFdWsNvmpCBYeSoLDIufURooGZPHkyhw4dYvXq1Rw9epTPP/+ca665hkuXLjm7atWSmJhYt5vYljFy5Ej+97//8eeff/Lxxx9z/Phxbrnlljp9TQlLQtSX4nFLmQVwPqd6jxkSAL7WH9PtJihwwV5zDzfo006dZxfAkRTn1keIBiQ9PZ3du3ezZMkSRo4cSVhYGAMHDmT+/PlMnDixpJxOp+PNN99kwoQJ+Pj4EB4ezsaNG+2eKykpiSlTptCsWTNatGjBpEmTOHXqlF2ZlStXEhkZiV6vp1u3bixfvtzu/n379tGvXz/0ej0DBgzg4MGDVb6HhQsX0rFjRxYtWsSJEycu/z+jmh599FEGDx5MWFgYQ4YM4e9//zt79+4t2ZmjLnjU2TMLIex1MsDPF9R5vBmCfat+jLcbDDfA5nQwF8HPGTDEBcfFRYVCzCl1fiABerVxanVEE/LQj5CWV/+v28wbXhtaZTF/f3/8/f359NNPGTx4MN7e3hWWXbhwIf/617949dVXWbt2LXfccQc9e/YkMjKS7OxsRo4cybBhw9i1axceHh48//zzjB8/nl9++QUvLy/eeecdFi1axOuvv06/fv04ePAgc+bMwc/PjxkzZpCVlcX111/PqFGj+OCDDzh58iQPP/xwle/htddeY+PGjaxZs4bnn3+eoUOHMmPGDG677TYCAgIcvufKDBs2jG+++abK1wW4dOkS69atY8iQISVLAtUFCUtC1JdOttuemODq4Oo9bmygCkuguuJcMSz1bqNamAotar2l6VeVbrQrRF1Ky4OLTghL1eTh4cGqVauYM2cOb731Fv3792fEiBHcfvvt9O7d267srbfeyuzZswF47rnn2LJlC8uWLWP58uWsX78eNzc33n333ZIdKFauXElgYCA7duxg3LhxPPfcc7z88svcfPPNgJoxfvjwYVasWMGMGTNYt24dRUVFvP/++/j6+tKjRw8SExO5//77K30PAQEBzJw5k5kzZ3L69GnWrl3L0qVLeeihh7jpppuYMWMGY8aMKalXXFxcpc/n4+NT5f/bk08+yeuvv052djaDBw/myy+/rPIxV0LCkhD15XJW8gYVjnzcIMeiuuLma2pLFFfi4wXdg+GXs3ApG05dgvAWzq6VaAqaVdxS01Bed/LkyUycOJEffviBmJgYNm/ezNKlS3n33Xe5++67S8pFR0fbPS46OrokeMTGxhIfH1+uJSc3N5fjx49z4cIFEhISmDVrFnPmzCm5v7CwEKNR/SF35MgR+vTpg6+vr91r1ERYWBgLFixgwYIFrF69mgcffJB169aRlpZGYGAgAJ06darRczry+OOPM2vWLE6fPs3ixYuZPn06X375ZaVblV0JCUtC1JcgPRi9wJRfOsi7Oj/YejcYZoDv0iG9CGIzYXD5pu0GLypEhSVQs+IkLIn6UI2usIZAr9czduxYxo4dy9NPP83s2bNZtGiRXVhypDgcWCwWoqKiWLduXbkyLVu2JDc3F4B33nmn3DqC7u5q4+7aGKSdmprK+vXrWbNmDXFxcUyYMIEZM2aUBDKonW64oKAggoKC6NKlC5GRkYSGhrJ3794ah7vqkrAkRH3R6VTrUmyqCkypudCy6uZmQO0V9126Ot+a7pphqX8IrNynzmMT4Za+Tq2OEA1Z9+7d+fTTT+2u7d27126Xir1799KvXz8A+vfvz4YNG2jVqpXD9YKMRiPt2rXjxIkT3HnnnRW+5tq1a8nJySnpCtu7d2+Vdc3Ly+OLL75gzZo1bN68mR49ejBjxgy++uorWrZsWa58bXTD2SoOeXl5ddfdKmFJiPrUyajCEqjWpeqGpasNqoUp1wLfp8PfQ8DDxbriAn2hUxDEp0JiOpzPUJvtCtGEXbx4kVtvvZWZM2fSu3dvAgIC2L9/P0uXLmXSpEl2ZTdu3MiAAQO4+uqrWbduHfv27eO9994D4M477+Sll15i0qRJPPvss4SEhHDmzBk2bdrE448/TkhICM888wwPPfQQBoOBCRMmkJeXx/79+0lLS2PevHlMnTqVp556ilmzZrFgwQJOnTrFv//97yrfwwMPPMBXX33F1KlT2b9/f7mxVmVdSTfcvn372LdvH1dffTXNmjXjxIkTPP3000RERNRZqxJIWBKifkXYLk5pgujW1XucjxtcHQBbTaor7kAmDHTBoNE/RIUlULPiJnR3bn2EcDJ/f38GDRrEf//7X44fP05BQQGhoaHMmTOHf/zjH3ZlFy9ezPr163nggQcIDg5m3bp1dO+ufoZ8fX3ZtWsXTz75JDfffDMZGRm0a9eO0aNHl7Q0zZ49G19fX1566SWeeOIJ/Pz86NWrV8leqP7+/nzxxRfMnTuXfv360b17d5YsWWK3RZgj8+fPZ8WKFXh41H2k8PHxYdOmTSxatIisrCzatGnD+PHjWb9+faUzCa+UbHdSC2S7E1Ftydkwc6c6v6olLB5Q/cd+lwZPnlbnt7SAp0IrL98QnTXBk1+o866tYME459ZHNBqNfbsTnU7HJ598wo033ujsqrgc2e5ECFfT2gf8rWuBVHfbk2JXG8Db2vW2zQRFLvh3TlsjBFtbxI5eAHOuc+sjhBDVIGFJiPpUPMgb1Povl2oQFnzdYaj1sZcK4aCL7xWnaRCX5Ny6CCFENUhYEqK+2a63dKyGrUtjA0vPt5pqpTr1TjbWFaLGNE2TLjgnkrAkRH2LsFnJ+3gNA88wA3hZu+K+T3fNrriIIDBaxw38dg7yCp1bHyGEqIKEJSHqW2fbGXE1bFnys+mKSy2EQ1m1V6/64qaDfiHqPL8Ifj3n3PoIIUQVJCwJUd+CfcHXOsW2pmEJYIxNy9SW9FqpUr2z7Yo7IF1xQoiGTcKSEPXNzWaQd2oupNdw1dnhxtK94b43gcUFu+K6B4O3NTAeTIIii3PrI4QQlZCwJIQzRFxBV5y/O0Rbp99fKIBfXLArzssderdV55l5cOyCc+sjhBCVkLAkhDN0sh3kfRldcY1iVlxI6bnMihOiQTp16hQ6na7K/dwaOwlLQjiD3fIBlxF2RhhK94bbmu6aXXF926kuSVAb68pmAqKJSklJ4b777qN9+/Z4e3sTHBzMtddeS0xMjLOr1qDl5eXRt2/feglzEpaEcIZ2fuDjrs4vp2UpwKO0K+58AfyWXXt1qy9+3hBp3RvvQqbaXFeIJmjy5MkcOnSI1atXc/ToUT7//HOuueYaLl265OyqVUtiYiLO2DntiSeeoG3btvXyWhKWhHAGNx10tLYunc8Bc37Nn6MxzIrrL11xomlLT09n9+7dLFmyhJEjRxIWFsbAgQOZP38+EydOLCmn0+l48803mTBhAj4+PoSHh7Nx40a750pKSmLKlCk0a9aMFi1aMGnSJE6dOmVXZuXKlURGRqLX6+nWrRvLly+3u3/fvn3069cPvV7PgAEDOHjwYJXvYeHChXTs2JFFixZx4sSJy//PqIFvvvmG7777jn//+9/18noSloRwFttB3pfTunSNEYo3+d6a7prdWP1tV/NOdF49hHASf39//P39+fTTT8nLq3xm7MKFC0taoe666y7uuOMOjhw5AkB2djYjR47E39+fXbt2sXv3bvz9/Rk/fjz5+eqPsXfeeYennnqKf/7znxw5coQXXniBhQsXsnr1agCysrK4/vrr6dq1K7GxsTzzzDM89thjVb6H1157jYULF7Jz5046d+7M8OHDee+998jIyKj0PVd0TJgwodLXO3/+PHPmzGHt2rX4+vpWWb/a4FF1ESFEnehs0zIUb4J+QTV7vMEDBgbAngxILoDfs6GnX+3Wsa4F+UFYMzidBqcuwcUsaOFi70E0bE9/DelO2LA5UA/PXldlMQ8PD1atWsWcOXN466236N+/PyNGjOD222+nd+/edmVvvfVWZs+eDcBzzz3Hli1bWLZsGcuXL2f9+vW4ubnx7rvvotOpsYArV64kMDCQHTt2MG7cOJ577jlefvllbr75ZgDCw8M5fPgwK1asYMaMGaxbt46ioiLef/99fH196dGjB4mJidx///2VvoeAgABmzpzJzJkzOX36NGvXrmXp0qU89NBD3HTTTcyYMYMxY8aU1Kuq8UU+Pj4V3qdpGnfffTdz585lwIAB5VrO6oqEJSGc5UqWDyg2NlCFJVBdca4WlkAtUHk6TZ0fSISxXZ1bH9G4pOdCWsMe0zd58mQmTpzIDz/8QExMDJs3b2bp0qW8++673H333SXloqOj7R4XHR1dEjxiY2OJj48nICDArkxubi7Hjx/nwoULJCQkMGvWLObMmVNyf2FhIUaj+sPtyJEj9OnTx661puxrViUsLIwFCxawYMECVq9ezYMPPsi6detIS0sjMDAQgE6dOtXoOW0tW7YMs9nM/PnzL/s5LoeEJSGcJdQPvN0gz3L5YekaIzyfAEWoJQQeaQvWv95cRlQobPpFnccmlIaliwXqvTSXX1PiCgTqXeJ19Xo9Y8eOZezYsTz99NPMnj2bRYsW2YUlR4pbaywWC1FRUaxbt65cmZYtW5Kbq1rX3nnnHQYNGmR3v7u7mmxSG4O0U1NTWb9+PWvWrCEuLo4JEyYwY8aMkkAGqhuuMsOGDeObb75xeN+2bdvYu3cv3t7edtcHDBjAnXfeWdKlWNvkt5AQzuLuBuEG+CMdzmVDZgH4e9bsOQKtXXExGXA2Hw7nQI/66cOvNaGBqjsuNQv+OA9/ZMAdx9V9Ae7wv64Q7OXUKgoXVo2usIaoe/fufPrpp3bX9u7dy/Tp0+1u9+vXD4D+/fuzYcMGWrVqhcFgoCyj0Ui7du04ceIEd955Z4WvuXbtWnJyckq6wvbu3VtlXfPy8vjiiy9Ys2YNmzdvpkePHsyYMYOvvvqKli1blit/Jd1wr732Gs8//3zJ7bNnz3LttdeyYcOGciGwNklYEsKZOlnDEqhB3n1a1Pw5xgSqsARqoLerhSWdTrUuffsHFGkwNxYIVPdlFEF6oYQl0WhdvHiRW2+9lZkzZ9K7d28CAgLYv38/S5cuZdKkSXZlN27cyIABA7j66qtZt24d+/bt47333gPgzjvv5KWXXmLSpEk8++yzhISEcObMGTZt2sTjjz9OSEgIzzzzDA899BAGg4EJEyaQl5fH/v37SUtLY968eUydOpWnnnqKWbNmsWDBAk6dOlWt2WYPPPAAX331FVOnTmX//v3lxlqVdSXdcO3bt7e7XdxKFRERQUhIiKOH1AoJS0I4U6cyM+IuJyyNNMILxV1x6fBQG9fqisssggSbgGcwgylQnUf5QTcXC39C1IC/vz+DBg3iv//9L8ePH6egoIDQ0FDmzJnDP/7xD7uyixcvZv369TzwwAMEBwezbt06unfvDoCvry+7du3iySef5OabbyYjI4N27doxevTokpam2bNn4+vry0svvcQTTzyBn58fvXr14pFHHimpyxdffMHcuXPp168f3bt3Z8mSJUyePLnS9zB//nxWrFiBh0fjjRQ6zRkrSTUyZrMZo9GIyWRy2PwpRIVOmOHBH9X5NW3gib6X9zxz4+GnTHX+URfXCRh/ZMNjpyApD7r9AR5FUOQGf3SDJR3tt3URohK5ubmcPHmS8PBw9HonjVOqQzqdjk8++YQbb7zR2VVxOZV9b1T381vWWRLCmdr7g6f1x/ByB3mD6oor5ioLVH5+EaYdhaR8QAdZ1pl87hZY2lyCkhCiwZCwJIQzebhBuHWqb1IWZBde3vOMMpb+NG9Jb9gLVOZb1Ay+RQlQCLgVQbtEMNqERfcCp1VPCCHKarwdjEK4iggDHDWBhuqW69m85s/R3BOi/OHnTEjIh6O50LXiGSX1plCDhDyIz4WjORCfo2bspVjDUIAZ2p4FT5uQ2CMYosOdU18hGigZMeNcEpaEcLbORvjGui9a/GWGJVBdcT9bxy1tTa/fsKRpcLHQPhTF58LxXMh38EvevRDanINAU+k1H0+Y2h9GdHKtAepCiEZPwpIQzma3krep4nJVGWWEfyWqFqqt6fBAcN2EjpwiFYKO5cKxbDiWA/HZkFEIbhbQWcNRvhfg4PUNJtWa5FFUeq13W5g5SLY6EUI0SBKWhHC2Dv7goVNdVpezoW6xIE/o7wexWXAqTwWaTtVoXcosgFMZaryU7ZFVCCl56riUD+ZCyCqAAktpKNJpKg/5WA9bRe6gbwZdgtQ+dp+dVyHJdmySrydMuwqGhktrkhCiwZKwJISzebpDWIAKSgmZkFsI+sv80RwTqMISqIHelYWloyb46jTsPKcGXVe7vtUs514EBamQlgtH8qFzin1rUlQo3H0VBLrIMgdCiCZLwpIQDUGEQYUlC3AyAyKbXd7zjAqEpUnWrjgT3N/G/n5zAXyaANsSISXrMiurUwHPxwP8PaCZFxg9wddDHT4ecDQdDl5Uxc9mgl9maVDy9YJ7BsKgMGlNEkK4BAlLQjQEnQ3/v717D4riyvcA/h0RBpBxQBEGFBHUAvWqiF4FN6Lu+iKxzIP4QIJsadi4dbNWjKYWSwlsdmOArEnK3ZgYfCxalDFZjHcTI9EkoskKgYuILhKCGVB8IMEoEHkN8Lt/TJg4AjOIwDD4/VR11dB9us/pXx2YH6dPdwPHfv58sbrryZKbLRAwCMi7A2jrgQ8rgR+bgAtVgLYS0P2kv4R2txYFUG+vv2zWMgAQhX5xVQJe9oCPAzDGERjnBPg6AHadeOJIbTOwoRC4eF1/p1utI2DXCOhsgYljgDHuTJSIyGpYzXOWbt26hcjISKjVaqjVakRGRuL27dsdltfpdPjjH/+IiRMnYtCgQfD09MSqVatw7do1o3Jz5syBQqEwWlasWNHDZ0N0j9G/vJH7gSZ5A3c9oFKAbReBgxeA77RAc7VxoqQbCNxWAw0egN8IYIkP8JI/kBwAfDkd+DgQ2DEeeMkHeNId8B/UuUTpUj0QWQxkNQGVrvo6lErgtjPwkwrIuAE8ewr4R5F+DhQR9VmlpaVQKBRmX37b31lNsrRy5UqcPXsW6enpSE9Px9mzZxEZGdlh+draWpw5cwaxsbE4c+YMDh06hO+++w5LlixpUzY6OhrXr183LDt37uzJUyFqy0cFDPh5pOVBnuQNAEGOgOonYNgPwJBbgH2D8U1pQwYD8/yAV2YA//pv4MtJwM4xwEsjgCeG6l/E62DTtbqbBHheqx/VAgAnG2DrBOD9ucDqcfrLdoB+jtQHWmDNSeB/S/WTxokeUhUVFXjuuecwcuRIKJVKaDQaLFy4EJmZmZZuWp80atSoNoMcMTExPVqnVVyGKywsRHp6OrKysjBjxgwAQHJyMoKDg1FUVAQ/P782+6jVahw/ftxo3d/+9jdMnz4dly9fNnpzsaOjIzQaTc+eBJEpShv9q09Ka4BLPwGNzYDdfSYsF6uATy4DJ68BTvckH85KYPFIINQLcFF2X7vvNVABbPYC/ud7wMce2DYK8P75XUxhvsCCEcBBLfCvUn1iVa0DdhbqE6YoPyCkhx53QNSHhYWFQafTISUlBb6+vrhx4wa++OIL/Pjjj5ZuWqdcuXIFw4cPh6IXf3dfeeUVREdHG352cnLq0fqsYmQpMzMTarXakCgBQFBQENRqNU6fPt3p41RVVUGhUMDZ2dlofWpqKlxdXTFhwgRs3LgRNTU1Jo/T0NCA6upqo4XogY35+XlLLaJPmjqjsRn44irwYiaw7jRw7ArQcFeiFDAU2DIF2D8HWDmmZxOlVkEqYJsPsG/sL4lSK5Ud8Kw/kBwCzPX8ZX15HZB4FlifCZy72fNtJOojbt++ja+//hqJiYmYO3cuvL29MX36dGzatAmPPfaYoZxCocA777yD0NBQODg4wMfHBx9++KHRsa5evYrly5fDxcUFQ4cOxeOPP47S0lKjMnv37sW4ceNgb28Pf39/7Nixw2h7dnY2pkyZAnt7e0ybNg15eXlmzyE2Nha+vr6Ii4uDVqvtejDug0qlgkajMSxMlgCUl5fDzc2tzXo3NzeUl5d36hj19fWIiYnBypUrjd4sHBERgQMHDiAjIwOxsbFIS0vDU089ZfJYr732mmHulFqthpeX1/2dEFF7xtz1cMpiMwn4jTpgbxGw6gSw7Rzw7e1ftjkOBJZ4AztnAVunAzM1gE0v/6rPUQOOJkbG3B2BlyYD22cCk4f+sv67KiAmG4j/P+BSJxNGIivm5OQEJycnHD58GA0NDSbLxsbGIiwsDPn5+XjmmWcQHh6OwsJCAPqpJ3PnzoWTkxNOnTqFr7/+Gk5OTli0aBEaGxsB6K/IbN68Ga+++ioKCwuxdetWxMbGIiUlBQBw584dLF68GH5+fsjNzUV8fDw2btxo9hy2b9+O2NhYnDx5EmPHjkVISAh2797d4cBD6zl3tISGhpqtMzExEUOHDkVAQABeffVVwzn2FIVY8IUz8fHx+NOf/mSyTE5ODo4dO4aUlBQUFRUZbRs7dizWrFlj9lqlTqfD0qVLcfnyZWRkZBglS/fKzc3FtGnTkJubi8DAwHbLNDQ0GHXq6upqeHl5oaqqyuSxiUy6cAvYmKX/vMgLWPdfxttbBDhbqb/Ull2hf8zA3Uap9Jfa5nrqb9+3FiJAbiWwp8h4RG0AgHkjgGfGAq72He5OBOj/IS4pKYGPjw/s7e/qLxWPAs0Vvd8gGzfA7dNOFU1LS0N0dDTq6uoQGBiI2bNnY8WKFZg0aZKhjEKhwNq1a/HOO+8Y1gUFBSEwMBA7duzAnj17kJSUhMLCQsPlsMbGRjg7O+Pw4cNYsGABRo4cicTERISHhxuO8Ze//AWffvopTp8+jffeew+bNm1CWVkZHB31zz9799138fvf/x55eXkICAgwey6XLl3C/v37sX//fly5cgVPPvkkoqKiMG/ePEO7Ll68aPIYDg4OGD58eIfb33zzTQQGBsLFxQXZ2dnYtGkTHn/8cezatavd8h32Dei/v9Vqtdnvb4v+RX3++efN3nk2atQonDt3Djdu3Giz7YcffoC7u7vJ/XU6HZYtW4aSkhJ8+eWXZpOZwMBA2Nraori4uMNkSalUQqnshcsZ9HDxVeknYguM74ir0QGfXwGOXAau1RrvY6MAHtHok6TxLtY530ehAKYNA6a4AieuAvuKgcp6fTJ47AqQdQP4x1zAvouTzunh1lwBtHTuCoSlhIWF4bHHHsNXX32FzMxMpKenIykpCbt27cJvf/tbQ7ng4GCj/YKDgw13qeXm5uLixYtQqVRGZerr6/H999/jhx9+QFlZGdasWWM016epqQlqtf5u3MLCQkyePNmQKLVXpzne3t7YsmULtmzZgpSUFDz//PNITU3FrVu3DFNgxowZc1/HvNf69esNnydNmgQXFxc8/fTThtGmnmDRZMnV1RWurq5mywUHB6OqqgrZ2dmYPn06AOCbb75BVVUVZs6c2eF+rYlScXExTpw40akgFhQUQKfTwcPDw2xZom5lPxAYMQgou6MfYSm6DaSXARnXjOchAcBQJRA6Uj8CNaSfJO42Cv1I0iwP/QTwg1r9a1cWeTFRoq6zaTuFoy/Wa29vj/nz52P+/Pl4+eWX8eyzzyIuLs4oWWpP62hNS0sLpk6ditTU1DZlhg0bhvp6/R2qycnJRvN/AcDGRv/71R0XmiorK/H+++9j3759OHv2LEJDQxEVFWVIyADzk7FnzZqFo0ePdrrOoKAgAPoRq36ZLHXWuHHjsGjRIkRHRxtu6//d735nuLbayt/fH6+99hqefPJJNDU14emnn8aZM2fwySefoLm52TC/aciQIbCzs8P333+P1NRUPProo3B1dcWFCxewYcMGTJkyBb/61a8scq70kBuj1idLTaKf7HyvyUP1o0hBbr0/D6m3KG2ApaOBBV7AoRJgqa+lW0TWrJOXwvqa8ePH4/Dhw0brsrKysGrVKqOfp0yZAkB/VeTgwYNwc3Nr9wqKWq3G8OHDodVqERER0WGd+/fvR11dHRwcHAx1mNPQ0ICPP/4Y+/btQ3p6OiZMmICoqCgcOXIEw4YNa1Pe3DObWuvurNZJ6D06yCFW4ubNmxIRESEqlUpUKpVERETIrVu3jMoAkL1794qISElJiUB/QaPNcuLECRERuXz5soSEhMiQIUPEzs5ORo8eLevWrZObN2/eV9uqqqoEgFRVVXXDmdJD7ZBWJPRT4+Wpz0R2FIhcqrF064j6rLq6Orlw4YLU1dVZuin3pbKyUubOnSv79++X/Px80Wq18sEHH4i7u7usXr3aUA6AuLq6yu7du6WoqEhefvllGTBggBQUFIiIyJ07d2Ts2LEyZ84cOXXqlGi1WsnIyJB169ZJWVmZiIgkJyeLg4ODvPXWW1JUVCTnzp2TPXv2yLZt20REpKamRlxdXSU8PFwKCgrkyJEjMmbMGAEgeXl5HZ7D6tWrxd3dXdavXy/5+fk9FywROX36tLzxxhuSl5cnWq1WDh48KJ6enrJkyZIO9zHVNzr7/W01yVJfxmSJuk3ZTyKLj+qTpLWnRD65JFKrs3SriPo8a02W6uvrJSYmRgIDA0WtVoujo6P4+fnJli1bpLa21lAOgLz99tsyf/58USqV4u3tLQcOHDA61vXr12XVqlXi6uoqSqVSfH19JTo62ui7KTU1VQICAsTOzk5cXFwkJCREDh06ZNiemZkpkydPFjs7OwkICJC0tDSzyVJxcbHodL3zdyo3N1dmzJgharVa7O3txc/PT+Li4uTOnTsd7tMdyZJF74brLzo7m56oU67f0b9bzVdlnRO2iSzA1B1P/YFCocBHH32EJ554wtJNsTpWfzccEbXDY5ClW0BERHfppzNEiYiIiLoHR5aIiIj6OM6YsSyOLBERERGZwGSJiIiIyAQmS0RE1G/wchXdqzv6BJMlIiKyera2tgCA2tpaMyXpYdPaJ1r7SFdwgjcREVk9GxsbODs7o6KiAgDg6OhoeG8aPZxEBLW1taioqICzs7PhHXhdwWSJiIj6BY1GAwCGhIkIAJydnQ19o6uYLBERUb+gUCjg4eEBNzc36HQ6SzeH+gBbW9sHGlFqxWSJiIj6FRsbm275giRqxQneRERERCYwWSIiIiIygckSERERkQmcs9QNWh94VV1dbeGWEBERUWe1fm+be3Alk6VuUFNTAwDw8vKycEuIiIjoftXU1ECtVne4XSF8NvwDa2lpwbVr16BSqfrFQ9Cqq6vh5eWFsrIyDB482NLNsTqMX9cxdg+G8XswjF/XWWvsRAQ1NTXw9PTEgAEdz0ziyFI3GDBgAEaMGGHpZnS7wYMHW1Wn72sYv65j7B4M4/dgGL+us8bYmRpRasUJ3kREREQmMFkiIiIiMoHJErWhVCoRFxcHpVJp6aZYJcav6xi7B8P4PRjGr+v6e+w4wZuIiIjIBI4sEREREZnAZImIiIjIBCZLRERERCYwWSIiIiIygclSPxIfHw+FQmG0aDQaw3YRQXx8PDw9PeHg4IA5c+agoKDA7HHT0tIwfvx4KJVKjB8/Hh999FGbMjt27ICPjw/s7e0xdepUfPXVV916br3BUvEzV6+16In4FRQUICwsDKNGjYJCocBbb73Vbjlr73+Wih37XseSk5Mxa9YsuLi4wMXFBfPmzUN2dnabcux7bXUmdtbW95gs9TMTJkzA9evXDcv58+cN25KSkvDGG2/g73//O3JycqDRaDB//nzDu+3ak5mZieXLlyMyMhL5+fmIjIzEsmXL8M033xjKHDx4EC+88AI2b96MvLw8zJo1C6Ghobh8+XKPnmtPsET8zNVrTbo7frW1tfD19UVCQkKHf0j7S/+zROzM1WtNujt+GRkZCA8Px4kTJ5CZmYmRI0diwYIFuHr1qqEM+177OhM7c/X2OUL9RlxcnEyePLndbS0tLaLRaCQhIcGwrr6+XtRqtbz77rsdHnPZsmWyaNEio3ULFy6UFStWGH6ePn26rF271qiMv7+/xMTEdOEsLMdS8TNVrzXpifjdzdvbW95888026/tD/7NU7Nj3Ohc/EZGmpiZRqVSSkpJiWMe+1zntxc7a+h5HlvqZ4uJieHp6wsfHBytWrIBWqwUAlJSUoLy8HAsWLDCUVSqVmD17Nk6fPt3h8TIzM432AYCFCxca9mlsbERubm6bMgsWLDB53L6qt+Nnrl5r093xM6c/9b/ejp25eq1NT8evtrYWOp0OQ4YMAcC+9yCxM1dvX8RkqR+ZMWMG9u3bh88++wzJyckoLy/HzJkzcfPmTZSXlwMA3N3djfZxd3c3bGtPeXm5yX0qKyvR3Nx838ftiywRP3P1WpOeiJ85/aX/WSJ25uq1Jr0Rv5iYGAwfPhzz5s0DwL73ILEzV29fNNDSDaDuExoaavg8ceJEBAcHY/To0UhJSUFQUBAAQKFQGO0jIm3W3asz+3TluH2NpeJnqt4XX3yxy+fT23oqfp1h7f3PUrFj3+tc/JKSknDgwAFkZGTA3t7eaBv7nmkdxc7a+h5HlvqxQYMGYeLEiSguLjZM8Lz3v4GKioo2/zXcTaPRmNzH1dUVNjY2931ca9Ab8TNXrzXrjviZ01/7X2/Ezly91qw74/fXv/4VW7duxbFjxzBp0iTDeva9rsfOXL19EZOlfqyhoQGFhYXw8PCAj48PNBoNjh8/btje2NiIkydPYubMmR0eIzg42GgfADh27JhhHzs7O0ydOrVNmePHj5s8rjXojfiZq9eadUf8zOmv/a83YmeuXmvWXfF7/fXX8ec//xnp6emYNm2a0Tb2va7Hzly9fZKFJpZTD9iwYYNkZGSIVquVrKwsWbx4sahUKiktLRURkYSEBFGr1XLo0CE5f/68hIeHi4eHh1RXVxuOERkZaXQnx7///W+xsbGRhIQEKSwslISEBBk4cKBkZWUZyrz//vtia2sru3fvlgsXLsgLL7wggwYNMtRrLSwVP3P1WoueiF9DQ4Pk5eVJXl6eeHh4yMaNGyUvL0+Ki4sNZfpD/7NU7Nj3Oo5fYmKi2NnZyT//+U+5fv26YampqTGUYd/T60rsrK3vMVnqR5YvXy4eHh5ia2srnp6e8tRTT0lBQYFhe0tLi8TFxYlGoxGlUikhISFy/vx5o2PMnj1boqKijNZ9+OGH4ufnJ7a2tuLv7y9paWlt6n777bfF29tb7OzsJDAwUE6ePNkj59iTLBU/c/Vai56IX0lJiQBos8yePdtoP2vvf5aKHfveL+6Nn7e3d7vxi4uLM9qPfa9rsbO2vqcQEendsSwiIiIi68E5S0REREQmMFkiIiIiMoHJEhEREZEJTJaIiIiITGCyRERERGQCkyUiIiIiE5gsEREREZnAZImIiIjIBCZLRET3aG5uxsyZMxEWFma0vqqqCl5eXtiyZYuFWkZElsAneBMRtaO4uBgBAQF47733EBERAQBYtWoV8vPzkZOTAzs7Owu3kIh6C5MlIqIObN++HfHx8fjPf/6DnJwcLF26FNnZ2QgICLB004ioFzFZIiLqgIjg17/+NWxsbHD+/Hn84Q9/4CU4oocQkyUiIhO+/fZbjBs3DhMnTsSZM2cwcOBASzeJiHoZJ3gTEZmwZ88eODo6oqSkBFeuXLF0c4jIAjiyRETUgczMTISEhODo0aNISkpCc3MzPv/8cygUCks3jYh6EUeWiIjaUVdXh6ioKDz33HOYN28edu3ahZycHOzcudPSTSOiXsZkiYioHTExMWhpaUFiYiIAYOTIkdi2bRteeukllJaWWrZxRNSreBmOiOgeJ0+exG9+8xtkZGTgkUceMdq2cOFCNDU18XIc0UOEyRIRERGRCbwMR0RERGQCkyUiIiIiE5gsEREREZnAZImIiIjIBCZLRERERCYwWSIiIiIygckSERERkQlMloiIiIhMYLJEREREZAKTJSIiIiITmCwRERERmcBkiYiIiMiE/wcu7cqkoc71gwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARO PICAMILLO\n",
+      "101      49.841455\n",
+      "213      49.841455\n",
+      "325      49.812532\n",
+      "437      49.799738\n",
+      "549      49.798887\n",
+      "           ...    \n",
+      "21269    45.091947\n",
+      "21381    45.045657\n",
+      "21493    45.002475\n",
+      "21605    44.946563\n",
+      "21717    44.906738\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V CAP FINISTERE\n",
+      "74       49.734237\n",
+      "186      49.734237\n",
+      "298      49.726507\n",
+      "410      49.722527\n",
+      "522      49.720810\n",
+      "           ...    \n",
+      "21242    49.728500\n",
+      "21466    49.737393\n",
+      "21578    49.737393\n",
+      "21354    49.737393\n",
+      "21690    49.737393\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NAONED\n",
+      "123      47.714543\n",
+      "11       47.714543\n",
+      "235      47.712087\n",
+      "347      47.712347\n",
+      "459      47.712785\n",
+      "           ...    \n",
+      "21067    47.446547\n",
+      "21291    47.386990\n",
+      "21515    47.401330\n",
+      "21403    47.401330\n",
+      "21627    47.437868\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VENT DU NORD II\n",
+      "99       43.354990\n",
+      "211      43.354990\n",
+      "435      43.354962\n",
+      "323      43.354962\n",
+      "547      43.354955\n",
+      "           ...    \n",
+      "21267    43.354997\n",
+      "21379    43.354970\n",
+      "21491    43.355073\n",
+      "21603    43.355013\n",
+      "21715    43.354983\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA II\n",
+      "105      49.491723\n",
+      "217      49.491723\n",
+      "441      49.490330\n",
+      "329      49.490330\n",
+      "553      49.489695\n",
+      "           ...    \n",
+      "21273    48.985283\n",
+      "21385    48.972782\n",
+      "21609    48.958707\n",
+      "21497    48.958707\n",
+      "21721    48.921653\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MAR DE FLORES\n",
+      "192      49.879408\n",
+      "80       49.879408\n",
+      "304      49.876067\n",
+      "416      49.875083\n",
+      "528      49.875083\n",
+      "           ...    \n",
+      "21248    46.880602\n",
+      "21360    46.819510\n",
+      "21472    46.775712\n",
+      "21584    46.765013\n",
+      "21696    46.736928\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V IBARDIN\n",
+      "34       49.722808\n",
+      "146      49.722808\n",
+      "258      49.717288\n",
+      "370      49.712108\n",
+      "482      49.712108\n",
+      "           ...    \n",
+      "21202    49.736125\n",
+      "21538    49.736125\n",
+      "21650    49.736125\n",
+      "21426    49.736125\n",
+      "21314    49.736125\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V AGORRETA\n",
+      "111      49.028753\n",
+      "223      49.028753\n",
+      "335      49.024250\n",
+      "447      49.020278\n",
+      "559      49.020278\n",
+      "           ...    \n",
+      "21279    47.074893\n",
+      "21391    47.021402\n",
+      "21615    46.966392\n",
+      "21503    46.966392\n",
+      "21727    46.925327\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LA TRINITE\n",
+      "116      50.626320\n",
+      "4        50.626320\n",
+      "228      50.613213\n",
+      "340      50.591702\n",
+      "452      50.586020\n",
+      "           ...    \n",
+      "21172    50.725515\n",
+      "21284    50.725510\n",
+      "21396    50.725517\n",
+      "21508    50.725537\n",
+      "21620    50.725488\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MEABAN\n",
+      "176      49.168203\n",
+      "64       49.168203\n",
+      "288      49.164772\n",
+      "400      49.164772\n",
+      "512      49.156528\n",
+      "           ...    \n",
+      "21232    49.282738\n",
+      "21344    49.279832\n",
+      "21456    49.277063\n",
+      "21568    49.276675\n",
+      "21680    49.269995\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V EMERAUDE\n",
+      "113      53.795917\n",
+      "1        53.795917\n",
+      "225      53.857963\n",
+      "337      53.924003\n",
+      "449      54.007778\n",
+      "           ...    \n",
+      "21169    62.495127\n",
+      "21281    62.539545\n",
+      "21393    62.597543\n",
+      "21505    62.652342\n",
+      "21617    62.706675\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CAP ST MARIE\n",
+      "269     -4.616507\n",
+      "45      -4.616507\n",
+      "157     -4.616507\n",
+      "381     -4.616462\n",
+      "493     -4.616488\n",
+      "           ...   \n",
+      "20877   -4.617455\n",
+      "21437   -4.617455\n",
+      "20429   -4.617455\n",
+      "21661   -4.617515\n",
+      "21549   -4.617515\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NICOLAS JEREMY\n",
+      "204      51.397583\n",
+      "92       51.397583\n",
+      "316      51.398267\n",
+      "428      51.398050\n",
+      "540      51.395650\n",
+      "           ...    \n",
+      "21260    50.727083\n",
+      "21372    50.727083\n",
+      "21484    50.727067\n",
+      "21596    50.727067\n",
+      "21708    50.727083\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LE DOLMEN\n",
+      "48       47.710522\n",
+      "160      47.710522\n",
+      "272      47.709098\n",
+      "384      47.709673\n",
+      "496      47.709840\n",
+      "           ...    \n",
+      "21216    47.424237\n",
+      "21328    47.401310\n",
+      "21440    47.407520\n",
+      "21552    47.407520\n",
+      "21664    47.422953\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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cUuH7Dhw4kPfeew9nZ2f69u0LqB6T8PBwfv/9d0aNGoWdXfl/qgwVuj/99FPc3d1xcnIiPDy81OG3yti4cSNPPfUU99xzD3369MHHx4ekpCS+/fZb1q5dy/33339Vr9yuXbt45JFHGDNmDGfOnOHll18mKCiIxx9/HAA3Nzfee+89JkyYQEpKCnfeeSd+fn5cvHiR/fv3c/HiRT766CNAvWbXX389N9xwA//6178ICwsjIyOD6OhoVq1aVVIgdfLkyXz++eeMGDGCV199FX9/f5YsWVIS0NW0vn378n//9388+OCD7Nq1ixtvvBFXV1fOnz/P33//TYcOHfjXv/5F69atiYyM5MUXX0TTNLy9vVm1alVJPpqpst6n7u7u1WprkyZNuPHGG3nzzTfx9fUlLCyMTZs2sXDhwjKLX17rNRSNkGXzy4WwHmXNhmvXrl2p52/ZskXr3bu35uLiojVt2lR75JFHtD179miA9sUXX5ScV1rpAE1Ts3oGDBigNWnSRHN0dNRCQ0O1O++802xquaapmUnDhw/XPDw8NEdHRy0yMlKbMmWK2TlTp07VmjVrptnY2JjNjioqKtLmzZuntWzZUrO3t9d8fX21e++9Vztz5kyFn6fBn3/+qQHa66+/Xu55V/rpp580QBs8eLDZ8YkTJ2qA9r///e+q+3DFbDhN07T//ve/Wnh4uGZra2v2Oy6r7RMmTLhqOvyVzpw5o02bNk3r27evFhAQoNnZ2Wnu7u5az549tffee08rLCwsOdcwk+r333/X7rvvPs3T01NzdnbWbr75Zu3kyZNXXXvTpk3aiBEjNG9vb83e3l4LCgrSRowYoX3//fdm58XFxWkPPfSQFhQUpNnb22tNmzbV+vTpc9XMrCNHjmiDBw/WnJycNG9vb+3hhx8u+d1WdDbczp07S/35iBEjSv1dff7551rPnj01V1dXzdnZWYuMjNTuv/9+bdeuXVe1y93dXfPy8tLGjBmjnT59utTXsKz3aWhoqDZixIirHh/Q/v3vf1/1+wK0N998s+RYQkKCdscdd2heXl6au7u7NmzYMO3QoUNaaGioNmHChKt+DxV9DUXjodM0Tav7EE0IYTBlyhQWL15sVqTPGj3zzDN89NFHnDlzpto9OtZo0aJFPPjgg+zcubPUJGlR/8lrKMoiw3BCWEhSUhJbt25l+fLl9O7d29LNqbJt27Zx4sQJPvzwQx599NFGGSgJIRo2CZaEsJA1a9YwadIkevXqxbvvvmvp5lRZ7969cXFxYeTIkbz66quWbo4QQtQ4GYYTQgghhCiHlA4QQgghhCiHBEtCCCGEEOWQYEkIIYQQohyS4F0DiouLOXfuHO7u7mUuCSGEEEKI+kXTNDIyMmjWrFnJupulkWCpBpw7d46QkBBLN0MIIYQQVXDmzJlyFyWXYKkGGMrxnzlzhiZNmli4NUIIIYSoiPT0dEJCQq65rI4ESzXAMPTWpEkTCZaEEEIIK3OtFBqrSfAOCwtDp9OZ3V588cVy77N8+XKGDh2Kr68vOp2Offv2XXVOXl4eTzzxBL6+vri6ujJq1CgSEhJq6VkIIYQQwtpYTbAEMHv2bM6fP19ymzZtWrnnZ2Vl0bdvX15//fUyz5k8eTIrVqxg6dKl/P3332RmZjJy5EiKiopquvlCCCGEsEJWNQzn7u5OQEBAhc+/7777AIiPjy/152lpaSxcuJDFixczaNAgAL7++mtCQkJYv349Q4cOrXabhRBCCGHdrKpnad68efj4+NC5c2fmzJlDfn5+ta63e/duCgoKGDJkSMmxZs2a0b59e7Zs2VLd5gohhBCiAbCanqWnnnqKrl274uXlxY4dO5g6dSpxcXEsWLCgytdMTEzEwcEBLy8vs+P+/v4kJiaWeb+8vDzy8vJK9tPT06vcBiGEEELUbxbtWZo5c+ZVSdtX3nbt2gXAlClT6NevHx07duSRRx7h448/ZuHChVy6dKnG26VpWrmZ8XPnzsXDw6PkJjWWhBBCiIbLoj1LkyZNYty4ceWeExYWVurxXr16ARAdHY2Pj0+VHj8gIID8/HxSU1PNepeSkpLo06dPmfebOnUqTz/9dMm+oU6DEEIIIRoeiwZLvr6++Pr6Vum+e/fuBSAwMLDKj9+tWzfs7e1Zt24dY8eOBeD8+fMcOnSIN954o8z7OTo64ujoWOXHFUIIIYT1sIqcpa1bt7Jt2zYGDBiAh4cHO3fuZMqUKYwaNYrmzZuXnNe6dWvmzp3L6NGjAUhJSeH06dOcO3cOgOPHjwOqRykgIAAPDw8efvhhnnnmGXx8fPD29ubZZ5+lQ4cOJbPjhBBCCNG4WUWw5OjoyLJly5g1axZ5eXmEhoYyceJEnn/+ebPzjh8/TlpaWsn+zz//zIMPPliybxjymzFjBjNnzgRg/vz52NnZMXbsWHJychg4cCCLFi3C1ta29p+YEEIIIeo9naZpmqUbYe3S09Px8PAgLS1NljsRQgghrERFP7+tqs6SEEIIIURds4phOCGEEMIqZRbCt+fB2RYinaG317XvI+odCZaEEEKI2pJaAJ+fVdtDfSVYslIyDCeEEELUluxi47aTfORaK3nlhBBCiNqSW2TcdpFZ1tZKgiUhhBCituRIz1JDIK+cEEIIUVtyTYIlZ/nItVbyygkhhBC1JcdkGM5JhuGslQRLQgghRG3JkZ6lhkBeOSGEEKK2mPYsOUvPkrWSYEkIIYSoLZKz1CDIKyeEEELUFslZahAkWBJCCCFqi+QsNQjyygkhhBC1JVdylhoCCZaEEEKI2pCTBg47IDJa7UvPktWShXSFEEKImpadCt89B37F0MkHYqIkZ8mKSZgrhBBC1DQXL/AJVdu+l8AzVXqWrJi8ckIIIURtiOhl3G55Eux1lmuLqBYJlqxZbgYU5Fm6FUIIIUoT3gM0fYAUFWPZtohqkWDJWl2IhmXPwI8vQGaKpVsjhBDiSi4ekBSstt0yICnasu0RVSbBkrU6tRuKCyEnHQ6stnRrhBBClCa2hcn2Nsu1Q1SLBEvWKuuScfvkX9K7JIQQ9dHJUCjUz4KL2wlFhZZtj6gSCZasVWaycbu4CA79arm2CCGEuFphMeTaQ3yY2s/LhLOHLNokUTUSLFmrzEvm+yc2qboeQggh6gfDUifRUcZjMhRnlSRYskYFeWomnKmiQji41jLtEUIIcTVDsHQmBIqc1fbpfVCQY7EmiaqRYMkameYrNWsLtg5q+/ifkJ1mkSYJIYS4QnqB+lezgew2arsoH07tsVybRJVIsGSNTIfgfMOhdX+1XVQAh6R3SQghLK5Yg/dPG/eduxi3Y2QoztpIsGSNTJO73Xyg/TCwtVf7xzeqcgJCCCEs5/tE2K7v6fe1hzuvAzdftX/+iIwCWBkJlqyRac+Smy+4eELLfmq/MB8O/2aRZgkhhACis+ADk16l6ZHg5WBc/kTTIG67ZdomqkSCJWt0Zc8SQIfhYGOnto/+cXUCuBBCiNqXWwwzoqFAU/t3B0IPT7UdabJWnMyKsyoSLFkj054lV32w5OoFLW9Q24V5cHhd3bdLCCEau49OQ6x+tluUCzwWYvyZZzPwbq62k+MhLbHOmyeqRoIla2ToWXJuAnYOxuMdbgYbfaXYo+shL6vu2yaEEI3V1lT4Th8AOehgVhQ4XPExK71LVkmCJWtTVAA5+sRAQ7KggZsPRF2vtgty4Yj0LgkhRJ1IKYBXY437T4RChMvV54X3BHRqO2abyl8S9Z4ES9bGdA04wxCcqY4jQKfvXTqyDvKz66ZdQgjRWGkavBajAiaAPp5wh3/p57p6QWBrtZ2RBMmxpZ8n6hUJlqxNlmlyt+/VP3f3hajeajs/B45sqJt2CSFEY7XiAvxzWW172cPLEaDTlX2+6VCc1FyyChIsWRuzsgGl9CwBdBwJOv1Le/h3Ka0vhBC1JT4H3j1l3J8WAd4OZZ8PENoNbPWzl+N2QHFh7bVP1AirCZbCwsLQ6XRmtxdffLHc+yxfvpyhQ4fi6+uLTqdj3759V53Tv3//q647bty4WnoWNSDzGj1LAE38INLQu5SlSgkIIYSoWfnF8MpJyNfnHd3pD328rn0/BxcI6ay2czPg3JFaa6KoGVYTLAHMnj2b8+fPl9ymTZtW7vlZWVn07duX119/vdzzJk6caHbdTz75pCabXbMq0rME+twlfTfwod9UwrcQQoia8/EZOKnPC41whn+HVvy+ETIUZ03sLN2AynB3dycgIKDC5993330AxMfHl3uei4tLpa5rURUNljwC1KyL2G2QlwnH/oQOw2q9eUII0SjsSINvz6tte32ZAKdK9D8Ed1A9TPnZcHovFOSBvWPttFVUm1X1LM2bNw8fHx86d+7MnDlzyM/Pr5HrLlmyBF9fX9q1a8ezzz5LRkb51a/z8vJIT083u9UZwzCcoxvYO5V/bqeRlExRPbRWFasUQghRPWkF8J9o4/7jzSHKtXLXsLWHsOvUdmGeCphEvWU1PUtPPfUUXbt2xcvLix07djB16lTi4uJYsGBBta57zz33EB4eTkBAAIcOHWLq1Kns37+fdevKrlE0d+5cZs2aVa3HrZLiQshOVdvl9SoZeDaD8OtUAmFuOhzfBO2G1G4bhRCiIdM0mBsLyfoyAT09YGwVRyYie8GJTWo7dpv5LDlRr+g0zXIVsWbOnHnNoGPnzp107979quM//vgjd955J8nJyfj4lB84xMfHEx4ezt69e+ncuXO55+7evZvu3buze/duunbtWuo5eXl55OUZe2nS09MJCQkhLS2NJk2alHv9asm4CD+8oLZDu8FN/772fVITYOUratvZA+6cZ171WwghRMX9nKSCJQAPO/i6I/iW8zd12Vk1TBfoBL29zX+mFcP3z0NWiprBfNc7amUGUWfS09Px8PC45ue3RXuWJk2adM2ZZ2FhYaUe79VLReDR0dHXDJYqo2vXrtjb23Py5MkygyVHR0ccHS0wtlzRfCVTXsEqsDq1W1X+PvEXtB1YO+0TQoiG7HQOzI837r8UUX6gBLDoNGQWQVApwZLOBiJ6wsFfVeAUt1P+PtdTFg2WfH198fUtY/r7Nezdq8Z3AwMDa7JJHD58mIKCghq/bo0wKxtQiQCx0y0qWAI4uAZa3ajGy4UQQlRMQTHMiIbcYrV/mx/c6F3+fbKLVKAE0LSMoCqitwqWQA3FSbBUL1lFgvfWrVuZP38++/btIy4uju+++45HH32UUaNG0bx585LzWrduzYoVK0r2U1JS2LdvH0eOqBoWx48fZ9++fSQmqoUOY2JimD17Nrt27SI+Pp41a9YwZswYunTpQt++fev2SVaEWc9SJYJMn+bQvIvazk6Fk3/XbLuEEKKhW5AAx/SLkzd3gicrUCbgosmkGr8yRiO8g9UIAMDFGEhPql47Ra2wimDJ0dGRZcuW0b9/f9q2bcsrr7zCxIkT+fbbb83OO378OGlpaSX7P//8M126dGHEiBEAjBs3ji5duvDxxx8D4ODgwIYNGxg6dCitWrXiySefZMiQIaxfvx5bW9u6e4IVlVWFYTiDTrcYtw/8AkVSMVYIISpkTzosPqe27XQwuwU4V+AzIskkWGpaTuqGoYgwqN4lUe9YxWy4rl27sm3btd9AV+aqP/DAAzzwwANlnh8SEsKmTZuq27y6k2EyDOdayeFL3zAI7ggJB1QyYfQ/0KpfjTZPCCEanPRCmB0Nho+XR0OgVQXLBCSZlLfxLydYCu8Ju34ANBUsdbql/LXlRJ2zip4loWfoWXJwBkeXyt+/8xW9S7IekRBClE3T4I1YuKAPero1gfGVyGc161kqJxHczRsCWqrttES4FF/pporaJcGStSguhswUte1axdl/TSMhqL3azkyGmK010zYhhGiIfk2GDfq/u+62MD0SbCrR41ORnCUDWf6kXpNgyVrkXAZNP6uiMsndV+o0yri9/xcoLqpWs4QQokFKyIW344z7L0SUP5RWGtNhuPJylgDCuoONPjMmbof6gizqDQmWrEVVywZcyT8KAtuo7YwkiN1evXYJIURDU6jBrGjI1gcsI5rCwCr83TX0LDnowPMaKcKOrmq9OFA18c4frfzjiVojwZK1qGrZgNJ0Nu1dWiXfYIQQwtSiBDiUqbaDHGFKWNWuY8hZaupYsYRtmRVXb0mwZC1qqmcJIKCVugGkX4D4HdW7nhBCNBQHMuCLs2rbFpgVBa5VKCWTXXjtgpRXCu6kJvCAKiQsi5/XGxIsWYua7FkC89ylfatUqX0hhGjMsgphZjQY/hw+HAzt3Kt2LdN8pWsldxvY2avlqQAKcuH0/qo9tqhxEixZi6qsC1eewNbgF6W2085D/O7qX1MIIazZW/FwXt+b08kd7g+q+rUqWpDyShEyFFcfSbBkLQzDcHaO4OhW/evpdND5VuP+fuldEkI0Yr8nw1r931lXW5gRCbbVKAxpGixVZhZdQCtw8VTbCQchN7PqbRA1RoIla6AVGwtSuvnUXGXXZm1V7SWA1AQ4vbdmriuEENbkfC68YVIm4LlwCHSq3jVNgyW/CuYsAdjYqIreoMrFxO+sXjtEjZBgyRrkZBjXcquJfCUDnc68qve+VapirRBCNBZFGsyKgSx9MvZQX3WrrgtV7FkCmRVXD0mwZA1qcibclYI6qHXjAGxsIS+jZq8vhBD12eJzsF//dy/QEZ4Nq5nrViXB28A7BDybqe0LJ83XBRUWYRUL6TZ6NT0TzpROB9eNg6J8aNZOFm8UQjQehzNhwRm1bQPMiAK3GvpYNAzDOdmAeyWvqdOp5U/2LFf7sdug08iaaZeoEulZsgamPUtVXReuPAEt1ZpxEigJIRqL7CKYcRIMKz49EKRmwNUETTMGS34VLEh5JdO14mK3SYqEhUmwZA2yTHqW3GshWBJCiMZmfjyc1Qc07d3gweCau3ZGIeTqZxdXdgjOwN3XWN7l8jlIOVMzbRNVIsGSNTAdr3at4WE4IYRobP64BKsvqm0XGzX8ZleDPevVSe42JYne9YYES9bA0LNkaw/OTSzbFiGEsGZJefB6rHH/6XAIrmaZgNIew6AyZQOuFHYd6PRLrcRul3U8LUiCpfpO04wJ3q7eklckhBBVVazB7BjI0CcqDfSGm2uht746M+FMOblBcAe1nZ0KF45Xr12iyiRYqu/yMo2LKdb0TDghhGhMvjkPu9PVtp8DPB9RO19ATYfhqhMsgXmid8zW6l1LVJkES/VdTa8JJ4QQjdHxLPhEnyStQy1n0qSWqudcrOK6cKVp3kktcwVqDc/CgupdT1SJBEv1nVlBSulZEkKISsstgldOQqF++v29zaCrR+09XopJQONbjZwlUIFSaDe1XZADCfurdz1RJRIs1XfSsySEENXzv1NwOldtt3aFiTVYJqA0l/Q5Sw46cLOt/vUiTYfiZFacJUiwVN9Jz5IQQlTdXymwIkltO9nAzCiwr+WPPkOw5ONQMzlRgW3AWd8TlnAA8rKqf01RKRIs1XfSsySEEFWTnA+vmZQJmBwKoc61+5j5xZCuX/jcp5pDcAY2thDeQ20XF8Kp3TVzXVFhEizVd4aeJRtbcPa0aFOEEMJqFGvwagxc1gcuN3rBKL/af9xUk7IB3jUULMEVQ3EyK66uSbBU32WZ1FiykZdLCCEq5PtE2J6mtn3tYWotlQm4UrJJcndN9SwB+IRBE3+1nXgcMlNq7trimuTTtz7Ly4b8HLUt+UpCCFEx0VnwwWnj/vRI8LSvm8dOMelZ8qnBx9TpzJc/idtec9cW1yTBUn2WZZrcLflKQghxTbnFMCMaCvRlAu4OhB6edff4l2ppGA4goqdxW4bi6pQES/VZhmlyt/QsCSHENX14GmL1PfJRLvBYSN0+vmmwVJPDcKCG4ZpGqu3UBHUTdUKCpfrMtGfJVXqWhBCiXFtSVa4SqBpHs6LAoY4/5lJqKWfJIEJqLlmCBEv1mWnZAHfpWRJCiDKlFMCrJmUCngiFCJe6b8elWspZMgi/DnT6j+7Y7aAV1/xjiKtIsFSfmQZL0rMkhBCl0zSYEwOp+l6dPp5wh79l2mIIlmwAz1roWXJuAs3aqe2sS3DhZM0/hriKBEv1maHGks4GXL0s2xYhhKivll+ALZfVtpc9vBxZN2UCSpOsD5a8HMCultogy5/UOQmW6rPsy/oNHVyKt2BDhBCinorLVmu/GUyPAO86KhNwpSLNWDqgNobgDJp3ATt9r1X8LigqrL3HEoAES/Wbf0v1r1YEv70DF2PLP18IIRqTfH2ZgHx9mYAxAdDbgr3wqQVgSCHyrYUhOAN7J2jeVW3nZ0HCwdp7LAFYUbAUFhaGTqczu7344otlnl9QUMALL7xAhw4dcHV1pVmzZtx///2cO3fO7Ly8vDyeeOIJfH19cXV1ZdSoUSQk1JPpmDc8BAGt1XZBDvz+NlyMs2ybhBCivvj4DJzMVtsRzvB4c8u2xzS529exdh/LdCguVmou1TarCZYAZs+ezfnz50tu06ZNK/Pc7Oxs9uzZw/Tp09mzZw/Lly/nxIkTjBo1yuy8yZMns2LFCpYuXcrff/9NZmYmI0eOpKioqLafzrXZOcKgp4wBU34O/P4WJEvAJIRo5Hakwbfn1ba9vkyAk4U/0tJMygbUdsXwZu3AyV1tn9kP+dm1+3iNnJ2lG1AZ7u7uBAQEVOhcDw8P1q1bZ3bsvffeo0ePHpw+fZrmzZuTlpbGwoULWbx4MYMGDQLg66+/JiQkhPXr1zN06NAafw6VZq8PmNb/V60HlJ8Dv70NQ58F3zBLt04IIepeWgH8J9q4/3hziHK1XHsMck2+ZDvXcuBmYwvhPeDoBigqgFO7ocUNtfuYjZhV9SzNmzcPHx8fOnfuzJw5c8jPz7/2nUykpaWh0+nw9PQEYPfu3RQUFDBkyJCSc5o1a0b79u3ZsmVLmdfJy8sjPT3d7Far7B1h0GRjDlN+tgqYkk+VezchhGhwNA3mxhoXrO3pAWMr9iW61uWY1Dxysq39x5MClXXGaoKlp556iqVLl7Jx40YmTZrEf//7Xx5//PEK3z83N5cXX3yR8ePH06RJEwASExNxcHDAy8s8IdDf35/ExMQyrzV37lw8PDxKbiEhdVBO394RBk82CZiy4Le34JIETEKIRmTVRdiUqrY97GBaJNhYqEzAleqyZwmgaQS4+6nt88cgO7X2H7ORsmiwNHPmzKuStq+87dq1C4ApU6bQr18/OnbsyCOPPMLHH3/MwoULuXTp0jUeRSV7jxs3juLiYj788MNrnq9pGrpyanRMnTqVtLS0ktuZM2cq/qSrw95JHzC1UPslAdPpcu8mhBANwukcmB9v3H8ponZnnVVWXfcs6XQmid4axO6o/cdspCyaszRp0iTGjRtX7jlhYWGlHu/VS71BoqOj8fEpu7p1QUEBY8eOJS4ujj/++KOkVwkgICCA/Px8UlNTzXqXkpKS6NOnT5nXdHR0xNGxlmc6lMUQMP0+H5KiIS8LfnsThj0H3haeCSKEELWlQF8mIFcfkNzmBzd6W7ZNVzLtWaqLYAnUUNy+n9V27DZoXw9ybRsgiwZLvr6++PpWbc2zvXv3AhAYGFjmOYZA6eTJk2zcuPGqoKpbt27Y29uzbt06xo4dC8D58+c5dOgQb7zxRpXaVSfsnWHIFPOAae1b+oCpjlfYFkKIurAgAY5lqe3mTvBkqGXbU5pck56luhiGA/AIUJN9kuNVWsblc+DZrG4euxGxipylrVu3Mn/+fPbt20dcXBzfffcdjz76KKNGjaJ5c2NvSuvWrVmxYgUAhYWF3HnnnezatYslS5ZQVFREYmIiiYmJJYnhHh4ePPzwwzzzzDNs2LCBvXv3cu+999KhQ4eS2XH1lr0zDJ4CTSPVfl4mrH0TUupJjSghhKgpe9Jgsb5Gnp0OZrcA5zrquamMHAv0LIEketcBqwiWHB0dWbZsGf3796dt27a88sorTJw4kW+//dbsvOPHj5OWlgZAQkICP//8MwkJCXTu3JnAwMCSm+lMt/nz53PbbbcxduxY+vbti4uLC6tWrcLWth7+R7ySg76HqWmE2s/LhLVvQKoETEKIBiK9EGbFgL5IN4+GQKt6UCagNHWd4G0Q3tO4Fl7sNjVjUNQonabJb7W60tPT8fDwIC0tzSwnqs6UlBLQF6t0codhz4NXUN23RQghaoqmwbST8EeK2u/WBP7Xpv7MfrvSjGPwh34B9O+6Q6BT3T32b2/DucNq++aXwD+q7h7bilX089sqepbENTi4wJBnwDdc7edmqCG5y2ct2y4hhKiONcnGQMndFqbXozIBpbHUMBzI8ie1TIKlhsLREDCFqf3cdH3AdK7cuwkhRL2UkAvvmCzt9EIE+FtoFnJFWSLB2yC0K9jqyyjE7YTiwrp9/AZOgqWGxBAw+ehnieSkqxymy+ct2y4hhKiMwmKYGQ3Z+uBjRFMYWHaJmHrDkLOkAxzr+OPV3hmad1bbeZlw9nDdPn4DJ8FSQ+PoqtaNuzJgSpOASQhhJb44C4cz1XaQI0wJs2hzKsxQlNLJxphwXZfMZsXJUFxNkmCpIXJ0haHPGItU5qTBrxIwCSGswP4MWKTPt7QFZkWBqxXMTgZjz1Jd5ysZBLVXf/8BTu+DghzLtKMBkmCpoXJ0g2HPlhIwlb3mnRBCWFRmIcyKBkPqz8PB0M7dok2qFEOCt5OFPlpt7SDsOrVdlA+n9lqmHQ2QBEsNmaObGpIzVPXOSdMPyV2wbLuEEKI0b8fD+Ty13ckd7rey8ieGBG9LFsyM7G3cjpUClTVFgqWGzkkfMHkFq/3syypgSpeASQhRj/yWDGv1NYpcbWFGFNjW4zIBVyrWIM+Qs2TBYMkvCtz0y4idO6y+JItqk2CpMXByV+vGlQRMqWpILj3Jsu0SQgiA87nwpkmZgOfDIbCelwm4kmnZAEsNw4FKLI/oqbY1DeJ2WK4tDYgES42Fk7vKYfLUd2tnp6oepgwJmIQQFlSkqeVMsvT5PsN8YUjVFli3KNOlTiwZLIF5gUpZK65GSLDUmDg1UT1MhoApKwV+fRMyLlq2XUKIxmvxOTUDDlRv0jNhFm1OlZn1LFl49p5nkHFyT3Kc5KnWAAmWGhtnQ8DUTO1nXVJDchnJlm2XEKLxOZwJC86obRtUnpKbnUWbVGXZJhWzLZngbRAhy5/UJAmWGiNDwOQRqPazLsHaeRIwCSHqTnYRzDgJhtGrB4LUDDhrlZhn3PZ1sFw7DCJ6okqJo4biNM2izbF2Eiw1Vs4eMOx5Y8CUeUnlMGVKwCSEqAPz4+GsPsBo7wYPBlu0OdV2LNO4HelquXYYuHpBYGu1nZGkhuNElUmw1Ji5eOh7mALUfmYyrHld1eYoLi7/vkIIUVV/XILV+lxJFxs1/GZnRWUCSnM0w7jdxs1y7TAVIYneNUWCpcbOxVP1MDXxV/tZKbDpU1g5XU051SRoEkLUoAt58Hqscf/pcAh2slx7aoKmGXuWvOzBv56UPQjrpqp6g/p7XlxU/vmiTBIsCRUwDX8eAlobj6Wdhz8/hpUzIH6XBE1CiOor0mB2DGToP7QHesPNVlgm4ErnciFdn+Dd2s0yi+iWxsEFgjup7dx0OHfEsu2xYhIsCcXFSw3JDX1WVYA1uHwWNn4IP89S6wxJkqAQoqq+PQ970tW2nwM8H1F/AovqOGqSr9SmniWpm9ZckuVPqsxK52iKWqHTQbO2ENhGlcnfuxIu6rvLU87AH++BTyh0uVV9W2kIf+SEEHXjWCZ8oi8ToANmREKTBvIRVB/zlQyCO6oepvxsOLUHCvLAvp4ME1oR6VkSV9PpIKg9jHgZBk0G3zDjzy6dgvX/g9WvQsIB6WkSQlxbThHMiIZC/d+Le5tBVw/LtqkmmfYsta5nPUu29hDWXW0X5sGZvZZtj5WSYEmUTaeDkI4wcjoMfNJYERbUNNR1/4VfXoOzhyRoEkKU7X+n4HSu2m7tChOtvEyAqUINTuiDpUBH8LS3bHtKE9nbuC2z4qqkgfSBilql00HzzhDSCU7vVcNzqQnqZxdj4Pd3VJ5Tl9GqrocMzwkhDDanwEr9GpRONjAzCuwb0Pf0+CzI00+AqW/5Sgb+LcDVW812PntYJXs7NbF0q6xKA3rHilqn00FoV7h1Jgx43LjGHEBSNPz2pipsmXjcYk0UQtQjyfnwmkmZgMmhEOpsufbUBrPk7nqWr2Sgs4HwnmpbK4K4nZZtjxWSYElUns5GjYHfNgv6P2asAg4qUPp1Hqx9Ey6csFwbhRCWVazBqzGQpp9Sf6MXjPKzbJtqg1lydz3tWQLzWXEyFFdpMgwnqk5nA+E9ILS7Kni27ydI169uff6oujVrp2bPmZYjEEI0fN8lwvY0te1rD1MbSJmAKxl6lmyAlvW0ZwnAOwS8glUKxcUYtQSKewMMXmuJ9CyJ6rOxUd9aRr8KNzxi/h/w3GGVBP77O8YyBEKIhi06Cz48bdyfHlk/E5+r69cL6rkCRLiCs61l23MtZsufbLdcO6yQBEui5tjYQlQfuH0OXP8QuJlU5j17SJUbWPdfSI63VAuFELUtt1iVCSjQz5C9OxB6eFq0SbUiJgvejjHujw8q+9z6IqKncTt2m8xirgQZhhM1z8YWWlyvepuit8D+VZB5Sf0s4YC6Ne8CnW8Fn+blX0sIYV0+PA2xOWq7hQs8FmLZ9tSGrEKYdtQ4C+4WfxhsBUNabj7g31Llk6adh0unwTfU0q2yChIsidpjYwctb4TIPnDybziwWk1dBVWC4PReCO2mgibvBlR3RYjGaksqfJ+oth10MCsKHBrYAIamwbxoSNDXjWrhCk9FWrZNlRHZyzj5JnarBEsV1MDexaJesrWD1v3hjrnQ6161cK/Bqd3w0ytq/bnUs5ZqoRCiulIK4FWTvMQnQyHcxXLtqS0/noeNyWrbzRb+0xocreijNKy76v0HiN0OxbJIekVY0SssrJ6tPbS5Ce6YBz3Hg7PJcgfxu2DlK7DpE7h83nJtFEJUnqbBnBhILVD7fTzhdn+LNqlWHE6HD+KM+y+1hCArqxvl6KbWiwPISYPEo5Ztj5WQYEnUPTt7aDsI7pwHPcaZVJLV1DedldNg82eQdsGizRRCVNDyC7Dlstr2soeXIxtemYC0AnjluHF9u3FBcIOPZdtUVbL8SaVJsCQsx84B2g1RQVP3seobD6hvqTFbYcVL8NdCSE+ybDuFEGWLy1ZrvxlMjwDvBlYmoFiD/5yApDy137EJPGrFuT7BncBe3yN2ajcU5lu2PVZAgiVhefaO0GEYjHkDut0Jjq7quKZB9D+w/CX4+3PIuGjZdgohzOXrywTk63tbxgRAby/Ltqk2LD4D21PVtpc9zGoFdlb88WlnD2Hd1HZBLpzZb9n2WAErfrVFg2PvBB1vVkFT19vBwRA0FavZdD++BP98aSxDIISwrI/PwMlstR3hDI83wFIguy7DQn2BTR3wSivwdbRki2qGWYHKrZZrh5WwmmApLCwMnU5ndnvxxRfLPL+goIAXXniBDh064OrqSrNmzbj//vs5d+6c2Xn9+/e/6rrjxo2r7acjymPvDJ1Gwph50OU2cNB3F2tFcGIT/PgibF1sLEMghKh7Oy7Dt/rJGPb6MgFOVvORUjEX82DWcTDUbny4OXT3tGSLak5Aa+Mkm7MHIS+z/PMbOauqszR79mwmTpxYsu/mVvY6PNnZ2ezZs4fp06fTqVMnUlNTmTx5MqNGjWLXrl1m506cOJHZs2eX7Ds7W9nshobKwQU6j4I2g+DI73B4HRTkQHERHNsIJ/6CVv1Ub5RLA+z6F6K+ulwA/zGpXv14c4hytVx7akNhMcw8rp4rQC8vuK8BFdi0sVG9S4d/U39T43apEi+iVFYVLLm7uxMQEFChcz08PFi3bp3Zsffee48ePXpw+vRpmjc3dhe7uLhU+LrCAhxdVA9T20Fw6Hc4sg4K86C4EI5ugBOboVV/6HAzuHhc62pCiOrQNJgbC8n6IKKnB4xtgH8/PzkFB9LVtp8jTGsJNg1shl+kPlgCtfyJBEtlsqo+03nz5uHj40Pnzp2ZM2cO+fmVy+BPS0tDp9Ph6elpdnzJkiX4+vrSrl07nn32WTIyMsq9Tl5eHunp6WY3UQcc3aDb7SqnqcPNYKfPGygqUAHUDy/AjmWQI6+HELXm5yTYrE929rCDaZENL4jYfAmW6ovk2ulgdmvwaGAz/AC8m4NHoNq+cAIyky3bnnrManqWnnrqKbp27YqXlxc7duxg6tSpxMXFsWDBggrdPzc3lxdffJHx48fTpEmTkuP33HMP4eHhBAQEcOjQIaZOncr+/fuv6pUyNXfuXGbNmlXt5ySqyMkdut+pyg4cWgtH/4CifHU7/Bsc3witB6oZdk7ulm6tEA3HqRz4r0mZgJciwNfBcu2pDWdzYO4J4/6/w6FdA/07otOp3qU9K9R+7HboOMKybaqndJpmuWWHZ86cec2gY+fOnXTv3v2q4z/++CN33nknycnJ+PiUXxisoKCAMWPGcPr0af7880+zYOlKu3fvpnv37uzevZuuXbuWek5eXh55eXkl++np6YSEhJCWllbutUUtyU6DQ7+qPKaiAuNxO0c1dNd+qLGGkxCiagqK4f8Ow7EstX+bH7wQYdk21bS8IvjXATipf443+cLMVg2vwKapjIuqVx7AMwhum92wn+8V0tPT8fDwuObnt0V7liZNmnTNmWdhYWGlHu/VS017jI6OLjdYKigoYOzYscTFxfHHH39cM5jp2rUr9vb2nDx5ssxgydHREUfHBjB1tKFw8VCVwNsPgwNr4MSfUFSo8poO/KLymtoOVj1Rjg0sCVWIuvJZgjFQau6k1n5raN6NNQZKzZ3hhaiGHzi4NwW/KEiKhstnIfWMGp4TZiwaLPn6+uLr61ul++7duxeAwMDAMs8xBEonT55k48aN1+yBAjh8+DAFBQXlXlfUUy6e0Gs8dBiugqQTm1USeEEu7F8FR9dD2yHQbrCaaSeEqJg9afC1vuyKnQ5mtwBnW8u2qaatvQCr9EssOdqoBXJdrCZTpXoie6tgCdTyJxIsXcUqEry3bt3K/Pnz2bdvH3FxcXz33Xc8+uijjBo1ymxWW+vWrVmxQo29FhYWcuedd7Jr1y6WLFlCUVERiYmJJCYmliSGx8TEMHv2bHbt2kV8fDxr1qxhzJgxdOnShb59+1rkuYoa4OoFve+FO+aqWXKGFbbzc2DfT/D987BvldoXQpQvvRBmxRhrDT0aAq0aWA9tTBa8ZVIK4dlIiGhgz7E8Yd1Bp/87GbtdFQIWZqwibHZ0dGTZsmXMmjWLvLw8QkNDmThxIs8//7zZecePHyctLQ2AhIQEfv75ZwA6d+5sdt7GjRvp378/Dg4ObNiwgXfffZfMzExCQkIYMWIEM2bMwNa2gX1raozcfKDP/Wrm3IHVqgq4Vgz52bB3hard1H4YtBmoqocLIcxpGsyLhST9zONuTWB8A+t1zy6E6ccgTx8g3OIPw/wt26a65uQOwe3VsifZqZB4AgJbW7pV9YpFE7wbioomiAkLy0iC/asheov5NydHNzV01/omtU6dEEL55SK8qu9xcbeFxR3BvwH9H9E0VXjyD/2U+Rau8FEnNQzX2MRuh02fqO2WN0LfByzanLpS0c/vRviOEI2Wux9c/xDcPgci+xgTN/MyYdf3akbIod9UYrgQjV1CLrwTZ9x/IaJhBUoAP5wzBkputipPqTEGSgDNOxtr18XvhMKCck9vbBrpu0I0ak384cZHYPSr+sUk9UFTbjrsXAY/vKiWVpE/FqKxKiyGmdGQre+BHdEUBl57goxV+S0J3jMJBqe2hKBGvNSVnSOE6meA5+dAwgHLtqeekWBJNF4egdDv/2D0bAjvQUnQlJMGO76FH1+AIxskaBKNzxdn4bB+YdUgR5gSZtHm1LhNyarwpCEJ5b5guLGBBYNVEdnbuB27zXLtqIckWBLCMwj6Pwa3zVKzQgyyL8P2JfDD83D4dxmeE43D/gxYpF/qwxaY1QJcG9CEl+2pKk+pSL8/OhAmNsCaUVUR2Aac9Xk7Z/ZDXrZl21OPSLAkhIFXMAx4HG6dCc1NCpLmpMGOpfD9C3DwV1W3SYiGKLMQZp4Ew/yHR0KgXQOqfr83DV46CoX6LqVhfjA5ouEXnqwoG1t9LzuqRt2pXZZtTz0iwZIQV/JuDgMnwaiZENrNeDw3XSWCf/+8KnKZL9+6RAPzVjwk6ssEdHKH+5pZtDk16nAGvHAE8vWR4ABfeKFFw1sEuLoiTIbiYmQozkCCJSHK4tMcbvq3WivJNKcpL1MtPPn987B3JeRlWbKVQtSM35LVDdSw24wosG0ggUR0Jjx7CHL0Y2+9vWB6S1WNXJjzDVOTYAASj0NWikWbU19IsCTEtXgFq5ym0a+qBEhDl31+Nuz7Gb5/Dnb/CLkZlm2nEFV1PhfeNJkZ9nw4BDaQMgGnsmHKYcjUB0pdPVSJAHv5+CuVTqefJQygqfpLQoIlISrMMxBunAi3vwYtrjcuD1CQq9ai+/552PmdynESwloUajAzBrL0wcQwXxhStTU7651zuTDlEFzWz2ht7w5z24JjA0pYrw2RvYzbMisOkGBJiMpr4q+KW97xGrTsZ1x7rjAPDq1VieA7lqrZdELUd4vPwgF9r2igIzwTZtHm1JiLeTD5IFzU52C1cIU32oGLBErX1MQfmkao7ZQzkHrWsu2pByRYEqKq3JtC3wlwxzy1vpytfqnFonxVauCH52HbEsiUMX9RTx3OgIUJatsGlafkZhVLhpYvOV/1KJ3Xl/sIdYa324N7A3hudSVCepdMSbAkRHW5eUOve+DOedBuCNg6qONFhXB0gypuueUryEi2bDuFMJVVBDOijfWGHghSM+Cs3cZkeGAPnMpR+82cYH578LK3bLusTXgP0OlDhNht5utpNkISZgtRU1y8oMc4tSjvod/g2EY1NFdcBMf/hBN/QVRv6DjCONtECEuZHw9n9T0v7d3gwWCLNqfa0gvgnRjYYPKlxM8R/tsemjaQZPW65NwEmrWFs4cg8xIkRYN/S0u3ymKkZ0mImubsAdeNhTFvqMDI3kkd14rg5N+w/CXY/BlcPm/ZdorGa8Ml+OWi2naxUcNv1jyNfmsK3L/XPFDq5wMLOkOgk8WaZfUipeaSgfQsCVFbnNyh2x3QfhgcWQdH1qtyA5oGMVvVH5/w66DTSFWeQIi6cCEP5sUa958Oh2ArDSiyC+H9OFh1ARzyAEdws4UpkTC4qVTmrq7mXcDOAQrzIX4n9BxvzM1sZBrnsxaiLjm6QpfbVD7T0Q0q+TsvC9Agboe6hXaDTreoQphC1JYiDWbHQIY+UWmgN9xspWUC9qapxXDP54LnZfBOBbfmMPM6GXarKfZOaumn2G3qb9bZgyqAaoRkGE6IuuLgogKiMW9A9zGq58ng1G74eSas/x8kx5V1BSGq59vzsCddbfs5wPNWuC5aXhG8FwtPHVSBks8lFSgBZJ2RxV9rmumsuEY8FCc9S0LUNXtnlQTe+iY4sUktzmsoZHlmn7oFdYDOt4BflCVbKhqSY5nwyRm1rQNmREITK/sIOJoBc07oZ7pp4JcEbibLDd3VFYK9LNa8BimoLTi6qWWezuyD/BxwcLZ0q+qclf1PEaIBsXdUQ3Ot+quZcgfXQLb+G/LZg+rWrK3qjQpoZdGmCiuXoy8TUKip/XubqWU/rEVBMXx5Br4+o0od6Ioh8AI46csD2Ojg4T5wfaRFm9kg2dipMgLH/oCiAji1B1r0tXSr6pwES0JYmp0DtB0IrW6Ek//AwV/UVF2Ac0fUzb8ldB4FgW2sb9hEWN7/TsHpXLXd2hUmWtGEgtgsePUEnNT3INkUQXgSaPpAycEWJvWDTlb0nKxNZC8VLAHEbpVgSQhhQbb20Lo/tLweorfCgdWQoZ/efeEE/PYW+IRC++EQ1s24zIoQ5dmcAiuT1LaTDcyMso5FZIs0WHoWFp6CAn2PmGMhRF2EHH2g5OoATw+EqKaWa2dj0DRSrViQcRHOH1VLObl4WrpVdcoK/scI0cjY2EHLG9SCvTc8Ah4Bxp9dOgWbPoYfp6pyBAW5lmunqP+S8+E1kzIBk0PV0h/1XUIOTDoAH8cbA6UwG2iVZAyUvF3g5WESKNUFnc6Y6K3pZ/E2MhIsCVFf2dhCVB+47VXo9yh4m5QVyEyG7d/Cd8/B7h8hO81y7RT1U7EG/4mBtEK1f6MXjPKzbJuupViDFefhwb1wSL+4rw4Y4QaupyBT/+Ug0AOmDYcgT0u1tPGJNJ0Vt9Vy7bAQGYYTor6zsYGInirJ8vwxOPSrWoIAID8LDvyilleJ7A3th4JnM8u2V9QPyxJhhz6I9rWHqfW8TMCFPHj9JOy6bDzWzAnucoM1u6FAXxsq0heevgncrLSQprXyCFRpAJdOqVvaeXWskZBgSQhrodNBszbqlpIAh39TxeKKi6C4EE7+pW4hnVXQ5N+yfn84itpzMgs+Om3cnx4FnvV0IVlNg9+S4N1YyCwyHr81ADoVwZId6hyAjkEw6UZwrKfPpaGL7K0CJVA1l7qOtmx76pBO0wzvQlFV6enpeHh4kJaWRpMmTSzdHNGYZKWqZVSO/wkFOeY/8w1XS62EdlO9U6JxyC2Ghw5CnP79cHcgPBlq2TaVJTUf3oyGv1KMx5o6wPNRcPEs/LDXeLxPhCoPYCfvZYvJvgzfPaOCV/emcMfrVv+FrKKf3/KuE8KauXrBdWNg7Ftw3V3g6m38WXIc/PkR/PgiHNkABXmWa6eoOx+cMgZKLVzgsRDLtqcsm5Lhvj3mgdLQpvBFF4iJMQ+UhrWFiX0lULI0F08IbKu2My7CxRiLNqcuVXgYLiEhgeBgqWMhRL3k4KyG3toOhLidcGgtpOirNWcmw/YlsG8ltB4AbQaCsxUVJBQVtyUVfrigth10MCsKHOpZgJFRCP+Ngd8vGo952sOzkdDXCxZsga0mS/6M7Qo3t7P6HowGI6IXnDustmO2NZpVBir8v6h9+/YsXry4NtsihKguGzuVVzBqJgx5Bpq1M/4sLwv2r4bvn4N/vlQJmqLhSMmHV03KBDwZCuEulmtPabanwoQ95oHSDd7wVRfo6QHz/zAGSoaq3CPaS6BUn4R2VTXhQJUQKC60bHvqSIV7ll577TX+/e9/s3LlSj799FN8fHxqs11CiOrQ6SConbqlnFaz5WJ3gFYERYVqTboTm6F5Z9Uj5ddCPpCsmabBnFhILVD7fTzhdn+LNslMdhF8GAc/JRqPudnCU5Fq6C0zD+b9AbHJ6mf2tvDvG6FLPR1CbMwcnNUkkvidar24s0cgpKOlW1XrKtyz9Pjjj7N//35SU1Np164dP//8c222SwhRU7ybw40T4c55KuHb3jDlWoPTe2HN6/DLa2r4rqhxfEtscH68AFsuq20ve3g5sv4Ev/vTVN0k00DpOk9Y1BWG+cGlLJiz1hgouTjA84MlUKrPTGsuxW6zXDvqUJVmw73//vtMmTKFNm3aYGdn3jm1Z8+eGmuctZDZcMKq5GfD8c2qArhh4V4DRzdVCLPF9eAlOYpWITYbHjwI+fo/5e+0gt5elm0TQF4xLDgFy86C4VPGyQYeD4fbAlQwl3AZ3loPqdnq557O8NwgCK4H7RdlKyqEZVPU0L6dA4z7r8mXMOtS0c/vStdZOnXqFD/++CPe3t7ceuutVwVLQoh6zsEFOgyDtoMgbrsaoktNUD/Ly4TDv6ubbzi0uAEieqj7iPonvxhmRBsDpTEB9SNQOp6pFr+NzzYe69AEXmoBwfrlVk4kqRyl7Hy1H9BEBUq+bnXfXlE5tnYQdp0qWVKYr3qoI3tbulW1qlKRzmeffcYzzzzDoEGDOHToEE2bypo8QlgtWzuI6guRfeD8ETjxF5zaY0zYTI5Ttx1L1cK9LW+UQpf1zcdnIFofkEQ4w+PNyz+/thUWw+IE+PKMWggXwF4Hj4TCXUFgq3/v7EuA9zcZq3KH+6gFcZtYZ+9EoxTZSwVLoJY/kWBJGTZsGDt27OD999/n/vvvr802CSHqkk6nZs01a6d6lmK2q0rgKfoK0EX56o9hzFZw91NDdFF9VY0nYTk7LsO3+hmN9voyAU4WLBMQlw1zTqheJYMWrjCtJUS4Go/9FQ2fb1XrwAG0D4Qn+oOTVOW2Kn5R4OYDmZfg3BHISQfnhpuGUuFgqaioiAMHDkitJSEaMkc3Vaup7UC1rMGJv1QCZ76+9yIjCfYsh70rIKiDCpxCOqteKlF3LheoRXINHm8OUa5ln1+bijT47qzKTzIMB9oC94bAhBCwNwng1hyCZSZ5rb3C9MUmbeuyxaIm6GxUzaUDv4BWrMoItB1k6VbVmgp/DVm3bp1FA6WwsDB0Op3Z7cUXXyz3PjNnzqR169a4urri5eXFoEGD2L59u9k5eXl5PPHEE/j6+uLq6sqoUaNISEiozacihHXwCYXe98Jd86Hfo9CsrfFnmgYJB2Djh7DsaTVUlyr/b+qEpsHcWEjWlwno6QFjAyzTlnO58NRB+DDeGCiFOsNHndTQmyFQKtbg213mgdLg1vDoDRIoWbOIxjMrzqq+Ds6ePZuJEyeW7Lu5lZ8I2LJlS95//30iIiLIyclh/vz5DBkyhOjo6JJ8q8mTJ7Nq1SqWLl2Kj48PzzzzDCNHjmT37t3Y2sp/YiGws4eInuqWkQzRf8PJfyDrkvq5JIXXrZ+TYLN+FqOHHUyLVAUc65Kmwc+J8EEc5BSrYzpgbDOYGAqOJn87C4th4RbYYlIw884uMFKKTVo9ryDwDlGrBVyMhbQL4FGP6nvVIKtZSDcsLIzJkyczefLkKl/DMEVw/fr1DBw4kLS0NJo2bcrixYu56667ADh37hwhISGsWbOGoUOHVuq6UjpANBpaMZw7qnKbTJPCDWwdJCm8NpzKgQcOqsVyAea1hBu9y79PTbuYB6+fVDlTBoGOMLUldLliGZ28Anh/Mxw4q/Z1OnigF/RvUWfNFbXs4FrY9Z3a7nwrdLnVsu2ppAa5kO68efPw8fGhc+fOzJkzh/z8/ArfNz8/n08//RQPDw86deoEwO7duykoKGDIkCEl5zVr1oz27duzZcuWMq+Vl5dHenq62U2IRkVno6qD938Mxr0DPe9RxS8NDEnhv86DH6fC/lWQlVr29cS1FRTDzGhjoHSbX90GSpoGvyfB/XvMA6VRAbCoy9WBUmYuzFtnDJTsbeCJfhIoNTQRPVHdiqihOOvof6k0qxmGe+qpp+jatSteXl7s2LGDqVOnEhcXx4IFC8q93+rVqxk3bhzZ2dkEBgaybt06fH19AUhMTMTBwQEvL/NZPf7+/iQmJpZ2OQDmzp3LrFmzqv+khGgIrkwKP/m3WmAzP0v9PCMJ9qyAvSshuJP65ukTatEmW6XPEuCY/nfa3Emt/VZXUgvg7WjYdMl4zMcBXoyCXqUEbJeyVLHJc2lq38UenroJWjfMIZpGzdULAlpB4jFIvwDJ8dA03NKtqnEW7VmaOXPmVUnbV9527doFwJQpU+jXrx8dO3bkkUce4eOPP2bhwoVcunSp3McYMGAA+/btY8uWLQwbNoyxY8eSlJRU7n00TUNXzrDB1KlTSUtLK7mdOXOm8k9eiIbIJxR63QN3vVN6UviZffDzLPjzY5XfICpmdxp8fU5t2+lgdgtwrqOcyr8uqcVvTQOlQU3V4relBUpnL8OrvxoDJQ9nmDpMAqWGzGz5k62Wa0ctsmjP0qRJkxg3bly554SFhZV6vFcv9eJER0eXu6ivq6srUVFRREVF0atXL1q0aMHChQuZOnUqAQEB5Ofnk5qaata7lJSURJ8+fcq8pqOjI46OjuW2W4hG7aqk8H/Uwr2G5VXidkD8LpUM3nmU1GwqT1ohzIoxLhnyaAi0qoMyARmF8L9YWGvy5dLDDp6JggG+pd8n+iK8swGy9CkS/u6qKndT99pvr7Cc0O6w9WuVuxi3A667C2wa1gQpiwZLvr6+JUNilbV3714AAgMDK3U/TdPIy8sDoFu3btjb27Nu3TrGjh0LwPnz5zl06BBvvPFGldolhLiCu68aeut4s6r4u3815GaoJPETmyBmC7QZBB2HqyE9YaRpMC8WLuqDj25NYHzl/uZVya7LMPcEJJnkhfb1huei1PBbafafhff/hHx9Ve4wH3jmJmjiXNutFZbm6AIhneDUblWc8vxRCGpv6VbVKKvIWdq6dSvbtm1jwIABeHh4sHPnTqZMmcKoUaNo3tyYVNq6dWvmzp3L6NGjycrKYs6cOYwaNYrAwEAuXbrEhx9+SEJCAmPGjAHAw8ODhx9+mGeeeQYfHx+8vb159tln6dChA4MGNdziWkJYhK09tB2sClkeXgeH1kJBLhQVwKFf4cSf0H64Osdeem4BWHMRNqaobXdbeKWWywTkFMHH8bD8vPGYqy08GQHD/cqe1fhPjCoPYFjipG0APDkAnKUqd6MR2UsFS6Amd0iwVPccHR1ZtmwZs2bNIi8vj9DQUCZOnMjzzz9vdt7x48dJS1Pj5La2thw7dowvv/yS5ORkfHx8uO666/jrr79o165dyX3mz5+PnZ0dY8eOJScnh4EDB7Jo0SKpsSREbbF3VkNvrQfAgTVwbINaxTw/R1UHP7oeOt0CLfs17srgZ3LhnXjj/tQI8KvFIPJgOrx2AhJyjce6eqjFb/3LWbPt18OwdLdxv0co/N/1YC9/QxuV4I6qtlp+tionUpgHdg3nS4/V1Fmqz6TOkhDVkJkC+39WNZtM/xy5+ULX0RDeE2ysqspJ9RUWw2NH4LB+nbWRTeHlyNp5rPxi+Pw0fJsA+qoEONrAv8JgdGDZPVmaBt/tgTWHjccGtoJ7r2t8r5dQ/lmkchNBTfCI6GnR5lREg6yzJIRogNy8oe8DMPpVCOtuPJ6ZDJs/g59mwOl9DbZ+S6k+P2sMlIKdYEpY7TzOiUyYuA+WmARK7dzh8y5wR7OyA6WiYliwxTxQGt0J7ushgVJj1oCXP2nEfdxCiHrFIxAGPK7qtOz+Ec7pP4gvn4UN/1OrnHe7Q9V0acj2p8OX+kKOtsDMKHCp4SGtQg2WnIEvzhjzjOx08HBzuDsYbMvJi8orhA83wz79WoA6HUzoCQNa1mwbhfUJaAkuXmrWa8IhNZHDqWHMhJSvAEKI+sU3DIY+A0OfU2vNGSRFq4rgv8+HS6ct1rxalVmoqnQbenkeCYF2NTxD8FQ2PL4fFpw2BkpRrvBZZ7g3pPxAKTMP3lhnDJTsbGDSjRIoCUVnYxx604pUeZAGQnqWhBD1U7M2EDgNTu9VPU1p+hlaZw+qW3gP6DK6YS3c+VY8JOqn63dyh/ua1dy1izX44Rx8ckrlKYH6unxvCDwQopYjKU9KFry1QRWdBHCyh8kDoE1AzbVRWL/I3mqmK6hZca0HWLY9NUSCJSFE/aXTQWhXCOms6jHt/Qmy9JWkDYUtW94InW9R3f/W7LdkdQM1XX9GVPm9PJVxLlfVTdpnso5liDO83FLlKF3z/mlq+ZJL+uVWPJzgmYEQWnZBYNFIeYeAZ5AaPk+KhoyL4N7U0q2qNhmGE0LUfzY2qj7THa9Bz7uNeRBasSp0+cOLsPN7yMu0aDOr7HwuvBln3H8+HAJrYNq1psHPifDAXvNAaUwz+LxzxQKlmGSYs9YYKDV1g5eHS6AkyhbZ8BK9JVgSQlgPQ2HLO1+HLreBvb7+j6Gw5Q8vqArhBXkWbWalFGowMway9JWvh/nCkKqtbGAmOQ+ePwJvRqtikwABjvBue1Vk0qkCSeO7TsO831WuEkBzL5g2XC1jIkRZTEsGxGxrEDNZZRhOCGF9zApb/gLH/rDewpaLz8KBDLUd6AjPhFX/musvwjsxan03gxH+8EQ4uFbg93EhHZbsVEuYGLT2h6cGgEsZy50IYeDmC/4t4cIJlWuYclotsm3F6vlfESGEKIeTO/QYB22HwL6fIPpv9S02Jx22LYFDv9XvwpaHM2ChfmaZDSpPya0af5YvF8D8GPgj2XjM2x6eb6HWdruWvAJYdUhV5S4sNh6/Tl+V20GqcosKiuilgiVQvUtWHixJBe8aIBW8hagnLp+HvSuunrLsFQzdbofgTmWvb1bXsopgwgE4qx/ieigIJoZU/Xr/pMAbJyGlwHjsJl94OhI8rrFGm6bBzlPw7S5IyTYe93KBu7tBj7D683sT1iEvE5ZOgeIicPaAsW/Xyy8sFf38lp4lIUTD4WkobBkHu5cbC1umJsD6elbYcn68MVBq7wYPBlftOlmF8F4c/HLBeKyJnQqSBlZgFlLCZfh6BxxNNB6ztYFhbWFUB1UiQIjKcnRT68Wd3gs5aZB4DJq1tXSrqkyCJSFEw+MbrgpbnjsKu39QwRMYC1sGdVBBk09zy7Rv/SX45aLadrFRw292Vei52X0Z5p6ECyYJ7b291LCb7zVyi7LzYcV+WH9M1WAy6BgE91wHAdJLLqopopcKlkDNipNgSQgh6qGSwpZ7VE9TaYUtu46GJnVY2PJCHrwRa9x/Olyt/1YZuUXwcTz8eN54zNkWngxXidzlDZkVa7AlFpbthvRc4/GmbipI6hwsQ26iZoR0UjNWC3Ihfjf0ug/srLOnUoIlIUTDptNBaDcI6VJGYcvd0PKGuilsWaTBrGjI0E/lH+gNN1eyTMDhdJhzEs7kGI918YCpLSDwGkFX3CVYvF3VTjJwsIWRHWB4O0ngFjXLzkH934v+BwpyIGG/+WLZVkSCJSFE42AobBnRE479CftXqSRUrUgVtozeAm0GQsfhKt+iNnxzDvbqywT4OcDzERXvxSkohi9Ow5IE49pxDjbwWCjc0QxsylvTLRd+2Ad/ngDTKT3dm8Pd3cG3lp6vEJG9VLAEavkTCZaEEMIK2NpDu8HQ8no4vE6tY1WQC0X5qrDliT+h/XBV/NK+BqpoGxzLhE/0ZQJ0wIxIlYhdEdFZ8OpxiDGZqdbGTS1XEupS9v2Ki2HjSfhxL2TlG48HesC910H7Glx7TojSBLRRs+Fy0iDhgPqCUltfRmqRBEtCiMapLgtb5hTBjGg1DAdwbzPo6nHt+xVq8G0CfH5abYNKBH+wOYwPLj8p/ESSGnI7nWo85mQHt3WCwa3BTobcRB2wsVG9uYd/V2UE4ndBq/6WblWlSbAkhGjcSgpbDtYXtvyn9MKWET1BV8U6Me+egtP6ZOrWrjCxAmUCTufAaydU4UqDCBeY1hJalPPN/HI2LNujkrhN9YmAu7qCZzk9UULUhojeKlgCVaBSgiUhhLBSbj5w/UPQfhjsWQGndqvjmcmw+TM4+GvVCltuSoGfktS2kw3MjAL7coKuYg2Wn1ez3fL0yUk2wN3B8FBzladUmsJiWHcUVh6AXJPClM294L4e0LIOZ/wJYcqnOXgEqtmoF05A5iX1/82KSLAkhBCmPJvBTf+Gi3Gw50c4d0QdNytseScEtLz2tS7mw1yTHp4pYRDqXPb5ibmqbtKeNOOxYCd4qSV0KKfu0eFz8PVOOGdyP1cHuKMzDGhZLysni0ZEp1M1l/auUPux26HjzZZtUyVJsCSEEKVpGg5Dn1XB0u4fryhs+fq1C1sWa/BqDKTpF7Pt5wW3lFFRW9NgTRL8Lxayi4zHbw+Ex8JUDaXSJGeqJUp2nTYe0wH9WsCdXcC9kvWbhKgtkT1NgqVtEiwJIUSD0qwtBLapfGHLZYmwQ9/T42sPU68oE1CoqcTv1AL4ME6t7Wbg56jqJnX3LL1N+UVqsdvVB9W2QaQv3NcTwq1riEM0Au5+qlc2KVr10qacAe9qrIVYxyRYEkI0bmkF8HocnMtVs8vsbdS/ptv2OrD1AO1+cD0Inn+DXbq6f9wOiN0FaR3gYm/IdVW5RgfSVa4RgKcDPHVQ9RrlFKt/84tLb89wP3gyAtxK+fOsabAvAZbshIuZxuNNnGBsV+gbWX69JSEsKaKXCpZAJXpLsCSEEFZi/SX4M+UaJ2lgUww2GhAANqOh9THotB+cc0FXDJ77we0QHGkLxzoCjsZgKT67nGvrednD81FwfRm9QonpKkg6cNZ4zEYHg1rD6E7gco214ISwtPDrYPu3qhBs3HbofkfVZ5jWMQmWhBCNWy9PCHKEs3nln2djUvq62BaOtIMTLaH9IehwEOwLwa4IOh6EVsfhYAcVOBXq18Jy0KncIxfbq/8Ndoa7glTAdKXcAvj5IPx2RM14M2gToApLBtfyEi1C1BQndwhqp4pTZqXAhZMQ0MrSraoQCZaEEI1bkBMs7Qy70mDNRTXVP1+74iQdONtDjsmUfBugTwC4BUN6P3DdCo67QFcEjvnQfTf0PgHtb4E2N4JjJXt+NA12xMO3uyHVpGfK2wXGdYceobLgrbA+kb1UsARq+RMrCZZ0mqZd+VdBVFJ6ejoeHh6kpaXRpEk503uFEPVfZiH8kQK/XoR9GeY/0xWDrUnvTqQLvN4WAvSzzjIvmRe2NHBvCl1uq3hhy4RUWLwDjl0wHrOzgWFt4ZYO4GSdK7cLQUEeLJ0MhXng4ALj5qsliCykop/fEizVAAmWhGigzubC2mQVOBmG6XTFKn/J0KnjZAMvtoCBJmUBLp8zL2xp4BVcfmHLrHxYuR/WH1OlBww6BcH46yBA/r6IBmDzZ6pXCeCmSRDa1WJNkWCpDkmwJEQDp2lwIAPWJMOGS5BVCLZFxoBJA5q5wN1BMNDHuEDulYUtDa4sbFmswd8x8P0eSM81ntfUDe7tAZ0rsDyKENbi7CH4/R21HdpNFYG1EAmW6pAES6LGHDwLZ9Ogdzh4lFPpWVhObjH8lQI/X4C9l0FnmvitA1tbuMEbbm4KPT3U8NmVhS0NgjuC/02wMgFiko3HHWxhZAcY3k5tC9GQFBfBsmcgN10tUj3uv2pIzgIkWKpDEiyJGpGeC098p7ad7GBEexjaFhxlHka9lZgLrxyHoya5TcU6KLYBdGp221AfGN4UWrjAqT2wx6SwpcEFP4gPgxwXuC4U7u4GPuUsliuEtdv2DRxdr7b7Pggtb7BIMyr6+W0dBQ6EaAyy843buYXw4z54YaUanimW7zT1UoATfNIRngg3DsnZaGqIDk1V516aCBMOwv0HYWsz6PMSeA2HPJOlSPyToMdOGJsND3WUQEk0fJG9jNux2yzXjgqSnqUaUNHItKioiIKCgjJ/LhoPBwcHbK5c3DQnHx5bWvodmnup6eLtAmu/caJqtqXAzOOQpV9+xN4GCnRQaJLI7ZSjAiPHPLApgmbnIPQ02Jv8XbB1gLYDocPN4Ohat89BiLqiafDjVMhIAnQw9i1wrfuaYTIMV4eu9cvWNI3ExEQuX75c940T9ZKNjQ3h4eE4OJjU3tE0+L9v1FpfHk4Q7quWtjDVKQjGdoNgzzptr6iguGx48YhaOgVUIcpBfhCTAZdOQZMrShFke0CnMOh+HC5uVNOpDRxcoMNwaDMI7B3r7CkIUWf2/qRKbQBcNxbaD6vzJkiwVIeu9cs+f/48ly9fxs/PDxcXF3RSSK5RKy4u5ty5c9jb29O8eXPz98Ozy9WaX26O8MFdcDRRrSp/ymQ5Dp0O+kXB6M7gKUng9c7lAph2FPanAxp4pIFfGhSZLHib6whJfpBr8vqFF8Ogw2CzE7RC43FnD+h0C7S8USXDCtFQpF9QvUsA3s3h1pl134QKBktW8z8vLCyMU6dOmR174YUXeP3118u8z8yZM1m6dClnzpzBwcGBbt26MWfOHHr27FlyTv/+/dm0aZPZ/e666y6WLi1jOKSSioqKSgIlHx9ZCVwoTZs25dy5cxQWFmJvb1KQzcNZBUuZeVBYpJa0mDkCtsbBD3sgJVv1QP15Uh0b0R6GtQFHKVJYb3jaw/z2MGsXxMSAQwEY4iRXB7ijC7j7w2/JsDFFLawLEGcDn3UA13AYsh+aHgE0yEmDbV/D4d8qV9hSiPquiT/4hqtZoimn4fJZ8AyydKtKZTXBEsDs2bOZOHFiyb6bW/lJkC1btuT9998nIiKCnJwc5s+fz5AhQ4iOjqZpU2MBuYkTJzJ79uySfWfnmvu2bshRcnGxzLRIUT8Zht+KiorMgyXTnqK0XPBxVYul9o2A65rD70dh1SG1XlheISzfB38cVx/A10fAlXlQou5dzFS9gWdOg2GUVQMy3MEuBDqGQVNH6OEJzxSpRXx/vQi709V5WW6woi94toWeuyBUX24g46Iq5nfwV+h2hyo7IL3UwtpF9jKW1IjZpt7b9ZBVBUvu7u4EBARU+Pzx48eb7b/zzjssXLiQAwcOMHDgwJLjLi4ulbpuVcjQmzBV5vvBtLZSWo4Klgwc7FTtnRujYOUB2HhCzZK7nAMLt6hAalw3aN+sdhsvSpdfCGsOw+pDUGAy5ObvBYfcIMMeknPh//bD3DbQ2l0tontzU3VLzFO9TWsuwulcuOwFvw2Gpklw3U4IPquul5oA69+9urClENYovAfsWAZaMcRuh66318svAVb1NXTevHn4+PjQuXNn5syZQ35+/rXvpJefn8+nn36Kh4cHnTp1MvvZkiVL8PX1pV27djz77LNkZGSUcRUlLy+P9PR0s5sQNeLKYKk0TZzh/p7w2ijoGmI8fiYV3lwPb61X26JuaBrsOQ1Tf4YV+42BkocTTOwLr4+E93pAgD5JOzkfJh2Ejcnm1wlwhAlBsLQTLGgPt/uDuy1c9IM1I+CXmyHJZEmVpGj49XVY9181hCGENXL2gGZt1XZmsnpf10NW07P01FNP0bVrV7y8vNixYwdTp04lLi6OBQsWlHu/1atXM27cOLKzswkMDGTdunX4+vqW/Pyee+4hPDycgIAADh06xNSpU9m/fz/r1q0r85pz585l1qxZNfbcROXEx8cTHh7O3r176dy5s6WbU7M8TGrvXC4jWDII9ICnBsCxRFi6G+IuqeMHz8Gh83BDJNzRGTxlCLjWJKbD1zvU79zARgeDW8NtncBFPw4X6QqfdoKXj8HBdMgrhleOwcPNYUKI+TdpnQ7auanbU6Gw5bLqbdqig5VBEB4H3XeB12V1fsIBdQvrAd1GqzwQIaxJZG+1BAqomkv+LSzbnlJYdDbczJkzrxl07Ny5k+7du191/Mcff+TOO+8kOTm53MTprKwszp8/T3JyMp999hl//PEH27dvx8/Pr9Tzd+/eTffu3dm9ezddu5a+uF9eXh55ecYpvunp6YSEhJSaTZ+bm0tcXBzh4eE4OTldeal6KykpienTp/Prr79y4cIFvLy86NSpEzNnzqR3794WbVt9DJZSU1N58skn+fnnnwEYNWoU7733Hp6enqWeX+b7Yu8Z+O9GtT26k/rArYhiDbbHwfd74VKW8biDHdzcDoa3lZXqa1JuAfx8ANYehaJi4/G2AXBPj7JLO+QXw5vRsDbJeGygL0xtAY7XWNYkpQDWJ6v16U5kQMsT0G03uJm83poN+PeG/qPB1bvKT0+IOlWQC0snQ2G+qi121/w6m/lpFbPhJk2axLhx48o9JywsrNTjvXqp6p/R0dHlBkuurq5ERUURFRVFr169aNGiBQsXLmTq1Kmlnt+1a1fs7e05efJkmcGSo6Mjjo4Nu+7JHXfcQUFBAV9++SURERFcuHCBDRs2kJKScu071wMJCQkEBQXVWa7Y+PHjSUhIYO3atQD83//9H/fddx+rVq2q3IU8KzAMVxobHfSOgG6hsO4orDoIOQUqj2blfvjzBNzeWfU2SRJ41WkabIuHZbshNdt43NsF7u6uliop7z3nYAMvtYAwF/gkXiV0b0hWdZleawu+DmXf19sexgaqW0w2/BoE69qA/37ovA+cc0FXDEn/wLfbwa43DL4VgiRoEvWcvRM076JylvKyVC9T886WbpUZi/7V9PX1pXXr1uXeyuqN2bt3LwCBgZWraKxpmlmv0JUOHz5MQUFBpa/bkFy+fJm///6befPmMWDAAEJDQ+nRowdTp05lxIgRJefpdDo++ugjhg8fjrOzM+Hh4Xz//fdm1zp79ix33XUXXl5e+Pj4cOuttxIfH292zhdffEGbNm1wcnKidevWfPjhh2Y/37FjB126dMHJyYnu3buXvPblmT59OhEREcyYMYPY2Niq/zIq4OjRo6xdu5YFCxbQu3dvevfuzWeffcbq1as5fvx45S7mccVsuMpysFXlBN4crYaCbPUf3Jdz4POtMH21WqxXVN7pVJj7O3z8lzFQsrOBWzrA67dCj7CKJabqdHBPMMxpA876P8FHM+HRfXAis2JtiXSBSaHwYw94aCxceBz2dYN8fe+hbSFof8Gql2DOIvj1LOQUlXtJISwqon4vf2IVXzG3bt3K/Pnz2bdvH3FxcXz33Xc8+uijjBo1iubNm5ec17p1a1asWAGo4beXXnqJbdu2cerUKfbs2cMjjzxCQkICY8aMASAmJobZs2eza9cu4uPjWbNmDWPGjKFLly707dvXIs+1PnBzc8PNzY2VK1eWG1iCCkruuOMO9u/fz7333svdd9/N0aNHAcjOzmbAgAG4ubmxefNm/v77b9zc3Bg2bFhJcv5nn33Gyy+/zJw5czh69CivvfYa06dP58svvwTU6zhy5EhatWrF7t27mTlzJs8+++w1n8P//vc/pk+fzqZNm2jRogU33ngjCxcuLDN53/Ccy7oNHz68zMfaunUrHh4eZvW7evXqhYeHB1u2bLlmW800Mc1Zyi77vGtxd4J7e8Brt0I34/8REi7DWxvgjXVw2jp6CS0uK1/lJb2yGo5fMB7vFKSS7O/sUrU6Vzf4wIcdwU/fS52UD/8+AJuTy7+fKTsd9PKEWe3htUfB/wVI7ApF+j/tjvnQbDPEzIXJi+HVk7A7TdYaFPVPUDtw1JcDOr0PCirRs14HrCLB29HRkWXLljFr1izy8vIIDQ1l4sSJPP/882bnHT9+nLS0NABsbW05duwYX375ZUle03XXXcdff/1Fu3btAFXrZsOGDbz77rtkZmYSEhLCiBEjmDFjBra218gfqI4hKZBUfO3zapqfDfx+7S55Ozs7Fi1axMSJE/n444/p2rUr/fr1Y9y4cXTs2NHs3DFjxvDII48A8J///Id169bx3nvv8eGHH7J06VJsbGxYsGBByXDYF198gaenJ3/++SdDhgzhP//5D2+//Ta33347AOHh4Rw5coRPPvmECRMmsGTJEoqKivj8889xcXGhXbt2JCQk8K9//avc5+Du7s5DDz3EQw89xKlTp1i8eDFvvPEGTz75JKNHj2bChAkMGjSopF379u0r93rl1d5KTEwsNQfOz8+PxMTEcq97FTtbVb07M69qPUtXCmgCT/ZXH/Lf7jImgR8+rz78r4+E27uoYSRhrliDv6Phu72QYfJa+LnDPddB5+DqP0aUmz7x+ygczoDcYpUEPjEU7guu3BRqVzu4LQJumwTRZ2HzcmAf6DRwzYZem+Hyfnj7OshpBcP84GZfCJEq8KIesLGD8Ovg2EYoyodTeyCq/nRaWEWw1LVrV7Ztu3a3nGmuupOTE8uXLy/3/JCQkKuqd9eJpGI4b4FgqRLuuOMORowYwV9//cXWrVtZu3Ytb7zxBgsWLOCBBx4oOe/KZO/evXuXBB67d+8mOjoad3d3s3Nyc3OJiYnh4sWLnDlzhocfftis2GhhYSEeHh6AGuLq1KmTWVHPyiaYh4aGMm3aNKZNm8aXX37JpEmTWLJkCampqSUJ2FFRUZW65pVKy43SNK1qOVOezvpgKUflyNRE3lUrf3jlZtgRr5LAkzNVvsxfMbA9Hoa3UzdnSQIHIDYZFu9Q/xo42MKojjC0rdquKT4O8G4HmHcS1l1Uxz47BfHZ8EILcKzCAEBUEEQ9ASkJ8Od3kKafaeSZBoPXQ9J++K0nLGoG7d1UnaeBPtDEKj4SREMV2VsFS6AKVEqw1Mj5WWj0s5KP6+TkxODBgxk8eDCvvPIKjzzyCDNmzDALlkpjCBCKi4vp1q0bS5Ysueqcpk2bkpurvq1/9tlnZkNYQEnPXk1M1kxOTmbp0qV89dVX7Nu3j+HDhzNhwoSSgAyuXQ3+hhtu4Ndffy31ZwEBAVy4cOGq4xcvXsTfvwrTuD2c1XBZQRFkF6glMmqCjQ56hathuXXHYNUBdf38IvjpgEoCH91ZFb20tYoR+pqXnquWldkcrYJJg+tC4e5u4FP++6TKHG1gekuV+P2ZflmndRfhfK7KbfKu4nvAOxhufxounISdP8DFk+q430W4ZTWcCYYdPeCNTPhvPFzvBcObQi8PlY8lRF1qGgnuTVW1+vNHIDsNXDyufb86IMGSJVRgKKw+atu2LStXrjQ7tm3bNu6//36z/S5dugCqR3DZsmX4+fmVOiXTw8ODoKAgYmNjueeee8p8zMWLF5OTk1MyFFaRXsa8vDxWrVrFV199xdq1a2nXrh0TJkzgl19+MVvqxqA6w3C9e/cmLS2NHTt20KNHDwC2b99OWloaffr0uWZbr3JlYcqaCpYM7G1VOYEbI+Gng7DhuJr+npYLi7YZK4F3DKqXlXRrRVEx/HFCLR+TbVLstpkH3NcD2tbBhA+dDu4PgVBnePWEGpI7lKEqfr/eFqJcr32Nsvi3gBEvqnpMu35Qa3ABhCSoW3Qk7LwO/tDgjxTwsochPqrHqWU1HleIytDp1NqH+1erXvW47dBuiKVbBVi4zlJDUV6dBmuss3Tp0iXGjBnDQw89RMeOHXF3d2fXrl088cQTjBgxgoULFwKqB8nX15d58+Zx/fXXs2TJEl599VUOHjxI27Ztyc7OpnPnzgQFBTF79myCg4M5ffo0y5cv57nnniM4OJgFCxbw5JNPMnfuXIYPH05eXh67du0iNTWVp59+mszMTMLDwxk8eDDTpk0jPj6ep556iujo6HLrLD388MP88ssvjB8/ngceeOCqXKuaNnz4cM6dO8cnn3wCqNIBoaGhZZYOKPd9sXQX/HpEbb84RC2mW5supKuhuZ3mC1XTNgDGdYdQ6wzuK+xEEny13bzquZO9qnM1qLVleliOZ8LUI3BRH7g528ArreD6GliMu7gYYrfC3pWQecnkuA0cbQ17ukKOSQ5blAsM94WhvmrIUIjadPk8rHhZbfuGwS2v1OrDVbTOkgRLNaChBUt5eXnMnDmT33//nZiYGAoKCggJCWHMmDG89NJLJb0sOp2ODz74gJUrV7J582YCAgJ4/fXXzWpnJSYm8sILL7BmzRoyMjIICgpi4MCBvPXWWyW/q2+++YY333yTI0eO4OrqSocOHZg8eTKjR48GVE/SY489xtGjR2nbtm3JDLzygqXo6GjCwsKws6ubztOUlJSrilK+//77lS9KCfDrYVWRG+BfN6ihs7pwMkklgceY5OnogL76SuDeDbCH4UI6vPQzFJrkEF4fCWO6mte8soTkfHjpiCorAOq1eDQMxtdQj19RgcoP2b8a8kxKFhTbw8H2sLcj5JvUk7MFenqqwOkG76rlUglRET/Pgkv6L2+3vwYetfeFUYKlOtTQgqWK0ul0rFixgttuu83STbE65b4vtsbCx3+r7bu7w7C2ddcwTVM9TN/tgYsmH6D2tqodI9o3rCTwhMswbZV63qCGQJ/qD5FXD9VaRF4RvHYS/jAJYIf7wbNRqsBlTcjPgUNr4fDvUGhaKsQRTneFDa2g4IoeJTdblRA+vCl0dGs8w7Wibhz6DXYuU9udR0GX22rtoSoaLMlXAyHqm4ospltbdDpVXHHurSpQM+RLFRSpquDPr4A/jpsv8WHNgj3hseuNS8Gk5cCra9VzLa4Hz9HRFma2godMamX9mgRTDkFqQc08hoMzdB0Nd74OrW8CG8NMvzxovhUmLoOHoiHI5D6ZRfBTEjx2GMbsg4UJqgq5EDUhoocxAI/ZZvwyY0ESLAlR31gyWDIw9CS9MVr9a5gdl54LX26Hl1fBvoR68Ues2nqFw39GQqR+ge1iDX7YC/PWma+zZyk6HTzYHGa1MvYmHUhXFb9ja7B9zh7Q+164fS60vBF0+scqzAG7P+D2JTD9LIxoYqw8DnA2DxYkwB374F+HYVUSZBXWXLtE4+PiBYFt1HZGElys3VUYKkKCJVFlmqbJEFxtqA/BkoGbo+phmnsr9Ag1Hj+fBvP/UAFF/KWy728t/Nzh5WFwa0fjN9pjF2D6qqsT3y3lpqbwfgdjkvX5PHjsAGyp4Urs7r7Q9wG44zVocb0xaMrLggu/QPul8HMXeCUSujdRuVQG+zLgtVgYsQdmnITtl6GoAQTUou7Vs+VPJFgSor5xdTDOwLpcT0r++7vDv/vB9OEQZZLPczQRZvwCn/wNlyq4rll9ZWujFht+cYixonlWPry/Sa2rl1dDw17V0cYdPutknM6fUwQvHoGlZ2u+l8/dD65/CEbPUcUCDUFkagLkX1D5Su+1hRVd4LEQaG6Se5dXDL9fgsnH4LY98MEpiK3G8j2i8QntBrb64fG4HVBs2d5KCZaEqG90OmPvUk0seVKToprCtGEwqZ/qjTHYEgsv/ATf74Gc/LLvbw1a+8Ort6hClAabTqqgsD70ojV1hA86Qn99GQEN+CAO5kVDQS3kWXn4w40ToevtxmOX4ozb/o4wIQiWdoIF7eF2f3A3qXCeXABfn4d7DsCDB+H7xJrLtxINl4MzhHRS27kZcO6IRZsjwZIQ9ZEhWMrIhZm/qDpAf8fA2cuWTzzW6VQgMXeUWiPNNAl89SF4biVsOGY+Hd/auDrCv2+Eh/uAo778xPl0mP2rKu1g6YVonWxhVmuYEGI89ssFlfh9uZYCkaYRxu3k+Kt/rtNBOzd4LhxWd4O5LeEGL7A1Gac7lgXvxMMte+CF4/BnSu0EeKJhiDBZ2irGskNxUsFbiPoosIlxXbK4S+q24bjad7KDMB8I94FwX4jwBV/Xup++bWcLQ9pA3wg1e2ydPkDKyIWvdsDvx+CurtAlxDqnlut0aumXln7w0V+qV6moWNXAOngO/q8veFpwAWIbHTwSqpZImXsC8jXYnw6P6it+h9dw23xMetpKC5ZMOdhAf291Sy2Adcnwa7IKlkDlMW1OVbcmdjBYX4agrQXex6L+Cu4Ajq4qX+70HijIBXvLlOCROks1oLHWWRJVd833RUoWrNivCkWeT7/2Bd0dVeAU7qOCp3Af80TxunAxQ1UC3x5vfryVv1pXLdy3bttTkwqL4Md9sOaw8Zi7IzzSFzoHW6xZJQ5nqAKWKfpeJVd9z1NPr5p9nB+nQvoFsLWDez5U/1ZGTDb8ehF+S1bDc1cKdVJLrAzzBT/Hq38uGp8tX8HxP9X2jRNV/lwNkqKUdUiCJVFZlXpfZOWrXo24ZNXDFJsMKRVIlvV3h9dvUz0QdSnmoup9OZFkfrx3ONzZBXxraTHaunD4HHz6j3ni/aBWcFc3cLBwR/2FPLVEykl9740N8EQE3BFYc701mz41zkwaNcO8t6kyijTYmQZrLsKmFNUrZkoHdPdQ1cL7e4OzbamXEY3Aqb3wx3tqO6w7DHi8Ri9f0WBJhuGE1YmPjyc8PLzc5U4aFFcHaBeobgZpOcbAKVYfRGXmmd/PzbHuAyVQ1a9fGgq7z8B3u+FChjq+NQ52nYLBbWBkh5pfILgutGumkr8XboG9CerY+uOqzMC/boDgGu7JqQx/feL3qydg8yUoBt6NhfhsmBxRM2vc+YYZg6Xk+KoHS7Y66OWpblmFsCFF9Tjt079XNFQwtTMN3oyDAd6qx6lLE8u8p4VlFBfDwTXGfXfLVdaXBG9RqqSkJB599FGaN2+Oo6MjAQEBDB06lK1bt1q6afXSnDlz6NOnDy4uLmWuB1ejPJzV8M/tneHZQfD+WHhrNDx+Iwxvq2Z0VWYB3oxCeP2kuu29XP1p6DoddG8Or42Ce69TgRuoZN41h1Ul8HVHrTMJ3N0JnhoA9/dUxTtBLZsy8xeVt2XJznpnW/hPa7jPZGjwp0R45jCk10Dit0+Ycduwdld1udrBKD/4qB380BkeCYYgkyG4nGJYkwyTjsIde+GTM3C6npTUELXr0K9wMUZtu/tBp1EWa4r0LIlS3XHHHRQUFPDll18SERHBhQsX2LBhAykpNVwAr5YkJCQQFBSEro6SRfPz8xkzZgy9e/dm4cKFdfKYZnQ6aOqubj3DKn//Py6q2VSg/g1yghH+ah0y32rkjtjZqp6kPpHwy0H4/agKmDLz4OudKrgY2w26WVkSuE4HA1upfKyPNqtgqaAYvt4Bh86pWXRNLDTsbqOD/wuD5i7wxkko0GBPmkr8ntdWHa8qn+aoMTINkuOudXblBTnBw8HwUBAcyFBJ4esvQVaR+nliPiw6q27t3VRS+CAflSQuGpaUM7B3pX5HBzc8DPaWy2OTniVxlcuXL/P3338zb948BgwYQGhoKD169GDq1KmMGDGi5DydTsdHH33E8OHDcXZ2Jjw8nO+//97sWmfPnuWuu+7Cy8sLHx8fbr31VuLj483O+eKLL2jTpg1OTk60bt2aDz/80OznO3bsoEuXLjg5OdG9e3f27t17zecwffp0IiIimDFjBrGxtV8qf9asWUyZMoUOHTrU+mPViuu8wMPkA+dsLnx6Cu7YCS8cVsM61ekFcnVQQdHrt6ncJYMLGfDen/DabxCTXMad67FgT5gxAga3Nh7bl6AW5z10zmLNAmCYH7zbAbz0hf0SclXAtDO16te0dzKuAJ+aAEW1VKZAp4NOTeDFCFWGYHYU9PY0/8Q6lKmG6EbuhtdjpQRBQ1JUCH8tgGJ9kNx+GPi3sGiTJFgSV3Fzc8PNzY2VK1eSl5dX7rnTp0/njjvuYP/+/dx7773cfffdHD16FIDs7GwGDBiAm5sbmzdv5u+//8bNzY1hw4aRn68KF3722We8/PLLzJkzh6NHj/Laa68xffp0vvzySwCysrIYOXIkrVq1Yvfu3cycOZNnn332ms/hf//7H9OnT2fTpk20aNGCG2+8kYULF5KRkVHucy7rNnz48Mr8Cq1PMydY3E31JpkqBrakwstHVeD0UVz1hkB83eCxG2DmzapXxuBEEsxeAx9uVrPqrImDLdzbA56+SQ3Rgcope3M9fLtL1Z+ylA5N4NNOEKHvTcosgucOw4rzVb+mb5j6t7hIBUyVla9BYSWGKp1sYLAvvNMafuoKTzSHSJPesQJNLeq77XLl2yLqp30/qZ4lAM8g6HqbRZsDMhuuRlR6NtyDB+GSBSrY+tjDFxXr+fjxxx+ZOHEiOTk5dO3alX79+jFu3Dg6duxYco5Op+Oxxx7jo48+KjnWq1cvunbtyocffsjnn3/OG2+8wdGjR0uGw/Lz8/H09GTlypUMGTKE5s2bM2/ePO6+++6Sa7z66qusWbOGLVu28OmnnzJ16lTOnDmDi4v6A/nxxx/zr3/9q8IJ3qdOnWLx4sUsXryYhIQERo8ezYQJExg0aFBJu6Kjo8u9hrOzM0FBQeWeA7Bo0SImT57M5cuXyz2vXs+SPJgOb0erad5l6dREBVb9fas+U0nTVJL0st2QaFIewc5G9dTc0kEVh7Qml3NgwT+qDpNBqLdK/g70sFy7sgth9gn4x2QY/fZANVvOrpLDn0fWwfZv1Xbv+6D1gIrdT9NgdR7MyYLHXeD+apS20DQ4mQ1PHoU0/TIYX3YwLgMjrFdSNKyZq15jG1sYOV0//Fs7ZDZcfXapAC7W7yUh7rjjDkaMGMFff/3F1q1bWbt2LW+88QYLFizggQceKDmvd2/zmhe9e/dm3759AOzevZvo6Gjc3d3NzsnNzSUmJoaLFy9y5swZHn74YSZOnFjy88LCQjw81AfL0aNH6dSpU0mgVNpjXktoaCjTpk1j2rRpfPnll0yaNIklS5aQmppakowdFRVVqWs2aB2awIIusOIcLDgN2aX0jOxPV7d3Y2FQUxU4tXarXN6RTgddQ6BjEPx5Albuh4w8Ndz36xHYHA23dYKbWqrcJ2vg6QxPD1TJ69/tUc/lVAq88ouqdt4vyjK5WS52MKcNfBoP35xVx5afhzM5qh6TeyU+CnxMhlGvVZzSYGcBzMyAXfrA5o0suN0R3Ko4uKHTgb3OGCi1cJFAqSEoyIO/FhonSXQeVauBUmVIsGQJPvZW8bhOTk4MHjyYwYMH88orr/DII48wY8YMs2CpNIbemuLiYrp168aSJUuuOqdp06bk5qp1zz777DN69uxp9nNbW/XhWBMdn8nJySxdupSvvvqKffv2MXz4cCZMmFASkIEahivPDTfcwK+//lrttlgNOx2MCYIBvvBBPKy/WPp5WUVqttVPiWqo55YAGNwUPCrxXrOzgUGtoU8E/HIIfjuqhq6y8mGJIQm8q5pdZw1J4DY6GNoWWgeoyt/n0yC/EL7YCgfPwoO9jbMD65KtDv4VDqEu8Ga0GgrbeRke01f8DqlgT4+PPhlf0+BUHJzPgSwNsoEcDbI19W8RcKQQdpTSi97CFlI1qE7JrdUm78mRlptSLmrQ7h9U0VNQy+t0uNmy7TEhwZIlVHAorL5p27YtK1euNDu2bds27r//frP9Ll26ANC1a1eWLVuGn59fqd2bHh4eBAUFERsbyz333FPmYy5evJicnBycnZ1LHuNa8vLyWLVqFV999RVr166lXbt2TJgwgV9++YWmTa/+w2roDSuL4bEbHV9HmNEKRvrD/Bg4VU6+Umy26mn6MA5u8FGBU1ePitfFcXGAMV1VT9IP+9TivABJGfD+JrWI793d1b/WINQbZo1QeUsbT6hju06ruliPXq+CKUu42R+CneAl/RDW6RyV+P1qa+jqWf5904rhl2JIC4Am5yHnHDyfAoVlBcca2BRfffO2gw8ywQvwtYEOrtDOXVUer4jCYjVTDlQP01Arrg4vlHNH4OgGtW3roGa/2dSfHmUJlsRVLl26xJgxY3jooYfo2LEj7u7u7Nq1izfeeINbb73V7Nzvv/+e7t27c/3117NkyRJ27NhRMnX+nnvu4c033+TWW29l9uzZBAcHc/r0aZYvX85zzz1HcHAwM2fO5Mknn6RJkyYMHz6cvLw8du3aRWpqKk8//TTjx4/n5Zdf5uGHH2batGnEx8fz1ltvXfM5PP744/zyyy+MHz+eXbt2meValaa6w3CnT58mJSWF06dPU1RUVBJ8RUVFXbPXyip084QvusCys7DoDORdMfPIzVYlD4NKuP0jWd0CHWG4v/qA9q9gb4qPmwomhrSBpbtUwUeA6Ivwn1+hR6gKqvzcy79OfeBoBw/0gvbN4PMtqrcsJRte/10V5rytU80Ui6ysjh7waWd48QjEZas6W08fhqcjYdQVQVy2BuvyYEUubMiHfODOZtD9PNgWQ+B5OKMfKnHKAd9kk8CojJ7hshaQb+oCPb3hdh9o7VR2T+LWy2rNOYDrvSrXkynqn/xs+Ptz4373O8AjsOzzLUASvGtAQ1vuJC8vj5kzZ/L7778TExNDQUEBISEhjBkzhpdeeqmkl0Wn0/HBBx+wcuVKNm/eTEBAAK+//jrjxo0ruVZiYiIvvPACa9asISMjg6CgIAYOHMhbb71V8rv65ptvePPNNzly5Aiurq506NCByZMnM3r0aED1JD322GMcPXqUtm3blszAKy/BOzo6mrCwMOzs6ub7wAMPPFAyg8/Uxo0b6d+//1XHrfF9USIxF/4XC3+ZJAvb6qCnJzR1hD+TjbkkBjqgh5fKbbreG+wrGCBoGuw/q5ZPOZ9m8ngmSeCWGNKqipRs+PRvOJpoPBbhq2YH+lso8MsqhJnHYZtJOYExzeDxcDhbDO9kwao8NcxmqtdWuO0ntZ13J/zUC/YUgnM2BCZSbRpQ5AQ+TaCXFzzuAX4m75kXjqtFeAHebgV9LFg5XVTfXwsh+h+1HdAahj0Lurr5EiFrw9WhhhYsVZROp2PFihXcdtttlm6K1WkQ74stKfDfGDhvUl7CzxH+FaaCp18uwI5U9cFnysNO1QAaEQDhFSyQWFQMm07C8v2QkWs87uoAozqqApH29afLvkzF+grmy/ep9dEAnOxUNfC+kZZpU5GmSkIsM5nB19QddvtB7hW/Uz8buNURhp6H6NfVsUPd4OsxatsxFwISVW+Zrx0E2IGbnRpeM9xsbCBdB5eAC8DpQhVIOuSAQxmzhPOd1BDh1ADwsVO1lQo18LWHFV0rP6NP1B+n9sAf76tteye4bTa41d2wqsyGE0LUrj7e0M0Dvk6AJQlq+C0pD2YdV70BU/Trkf16AdZcMAZVaYXqg3nZOZWnMtIfbmoKLuUEO7Y2cFMrVdDyl8Ow9ogxCfzbXbD+mBqa6xFav5PAbWzU8FvbQPj4L1WUM7dQLc578JwKmlzqeM08Wx1MioBmzir41VC1rvzz4FwzcHaEkY4w2gn62qtepq/8VP0j22LwNam11LsJTAqA6+0r9zoUaHCiEP7KhL9T4FQaFJrMGHbIhUOJcM8VvVaDfSVQsmY56bDFpEe+5911GihVhvQs1QDpWbrN0k2xOg3ufXEmR33Q7rhsPOagg3tDYHywSsLdkwarE1U18IIr/uw426iAaaS/CqCu9UGbkgU/7oN/Ysx7riJ9VRJ4C78aemK1KKdALY/yd4zxmK+bqslU10nsO/LhyQxIzIBm51QQBKq37tXWqnr2kUJYlAM/5Kk8pif+B0HnoFgHO+fC417QsQZzh2KzYWUy/HIJsssojtvODd5sZaxSLqyHpsEfH8DpPWo/pDMMfKLOv+zIMFwdaqzBkqi6Bvm+0DT48xK8F2teRyzISa1638tb7acVwLqLsCpRfSBeKdQZRgbAUL9rfwieuqTymY5c0ePQvbkqN+Bf9h+/emNbHCzapoInULMHb+sEt7RXPVG17VAB3JwKhnjEJR+izkOu/oBOB3n+EH/F7/L25dBjh9q++UXwb1l7bfw7E95JhIQUYyBn4GADDwfBXYHgKItSWI3oLWpJEwBHNxj9H3Cu+8KtEizVIQmWRGU16PdFdhEsOg3fnTPm5QD081EVow2z4jQNjmWq3Kb1F42LpRrY6aCvt+ptus5LDReVRtPggD4J/NwVSeADW8GtHcCtnv+OL2bCJ3/BSZPaQS394LHr1ezA2vRoGqw06blpZQuFRZCbAK4mwWyKFyT7gqsNjHWCETsh+mv1sx7joN2Q2m0nwP/OwrdnSv9ZiCt82QacJbuk3stMgZ+mQ76+FMmAxyGsu0WaUtFgScJwIUTNcrFVs6m+6KyWRTHYdAnu3a3PbypWPRZt3OHZKFjZA15uYX5+oabu89wRGLsTFpyCc7lXPZxadDUYXr1FTdP30AdGRcXw+1F4boVKqs634Bpt19LUDaYOVT1KhmGIE0lqQd7t8bX72HFX/F6OF0EMcDYIUj2Nx71TYeAF2OoBr7tDG5OE9EunareNBgdNZu15B0O6u3EY9kwWDDsK/5S/nqWwME2Df74wBkoRvSwWKFWGBEtCiNoR7grvdYCXWxqH03KL4eN4eHAv7L1sPNfJFob5w/sdYUk3uCcYvE2G4JLy4cszcNcumHJI9URdWevJ1gYGtIR5o+HWjmqBW4DsArX+3NSf1JBXfe1Mt7WB0Z3gpaHgq1+6I7tALS68cAvk1tJ6kpNd4crRTkegmz3cFQYjQo2fFGfS4flDcD4XvILARt+LU9FlT6rjXC4cylTbUS6wOgg+bAFuISpvCiA/Cx49CQ9ehsziMi8lLOjYRjh3WG27eEGv0gsS1zcyDFcDZBhOVFaje19kFKqeoZXnwfQzbHBT+Hc4+JQyA6ywGLamqmG6rSnm9wO1ntmQpiq/KaqUdcFSsmHFPvgr2jwJPMIXxnWDVv7Vf161JSsfvtxm3qvk766Sv8NrYbbQpWI4XQR5GvjbQHNb82HP3Zdh+jH1OoIq//BaGzj1rj5Q0sE974NDLVa6//IsfKwfgvtXCNyvX9ha0+CjS7A4hpIX+rIHBPvBEi/z+kzCstIvwE8zjDMdhzwNQe0t2yTJWao7EiyJymq074vjmfB2NBzNNB5ztYVHQuG2wLKngSfnwa9JKnA6W8pQXGs3lds0sKmq62PqdIrKZzp83vx4N30SeEA9TQLXNPgnFhZvV+UFQAUwd3SB4e0qvoxMTTmdoyp+n9EPn9jr4P8OQc52tT/8BQhoVXuPf+8BiNHnUC3vDIFX/L/54xJMO2kMjC95g7cPfOepgj9hWcXFsGYuXNTP/mzVH/rcX+5d6oLkLAkh6p9WbvBxJ3guyrjSfVaRWlPu//bB4fTS7+frCPeFwDfd4H/tVY+Sg8mfr2OZ8FYM3LYD5pyA/WnG4bbm3vDcIHhmIAR7Gu+z+zS89JOavp9RSgBmaTodXB8Js0fy/+2dd3hUVde370mvJCGFQHoQgdBSEJAqUiM8BASkiVEBQUGKiogSmlgC+tkeQZoIGF8QgTwqRbACQgwBEimhhoQkQCAF0idtvj/2JJkhkwbp7Pu65srMPvucs/ecyZw1a639W3jYirZCFXx/ElYdhDQdKwlrE1dTWNsFulqL1/kqOKARv0u+WnvnjskuNZQ6WpQ1lACetIW3PEtf26bC7TswIg3iG3C+2sPCmX2lhpKlAzz2TP2Op5o0GmPJ3d0dhUKh9XjrrbeqvP/06dNRKBR8+umnWu1KpZJXX30VOzs7zM3NGTFiBAkJCboPImkQxMbGolAoKi1+K2mg6ClE/bEQP1H+pJhLWTDjXwi+JOQFytvXxxqC2oqk8Ndaw6MaIThlEey/BbNOw6STIpk8JU8YHp2d4N3h8OLjYKUOFxWq4OB5kQS+50zDTAJv0QwW+cPwjqJsDAiphEU/wclrdTsWSwNY5QWj1HW7UmxLtyXVorF0MKX0+SDb8vuNcIDpLqWv7W/D3Qx46S7kySBKvZEaD6dC1S8UokiuYePyqDcaYwlg+fLl3Lhxo+SxaNGiKu0XGhrKP//8Q6tWrcpsmzt3Lrt372bbtm0cOXKEzMxMhg8fTmFhA/zSrENu3brF9OnTcXV1xdjYGEdHR4YMGcKxY8fqe2gNjtjYWKZMmYKHhwempqa0bt2aJUuWkJeXV/nODzM2hvBWG1jdGVprlD35OQkmnRA6TEUV3OAsDcRNe6MPbPSGp1uKgr7FxOeIZPLR4bDwHPydIhKB+7WBlSPFyjMjtXcrJ194bN4KhWMxFZ+3PjDQEwrlCwaDjfq9ylTCZ3+K3CZlQYW71/hYXmstFNrTbaBA/Z6fvwhJteChU6ngYLJ4rgcMqMBYAghsBc+oiwErAIdbcDYT3s2scDdJLVFYIPSUitT31I5DoUWb+h3TfdCoBCksLS1xdHSsvKMGiYmJzJo1i19++YVhw4Zpbbt79y4bN25k69atDBw4EIBvv/0WFxcXfv31V4YMGVJjY29sjB49mvz8fDZv3oynpydJSUn89ttvpKamVr5zAyAhIQEnJycUdaAGe/78eYqKili7di2PPPIIZ86cYdq0aWRlZfHRRx/V+vkbPZ2awQYf2H0dNlwTOk13C2DlZZGj9HpraFOJ1tCjFuLxirtQCP85SSiGAxQiSmgcSRWJ5P4OwqM1qgs80UYkgR+6Im7KKVnw1RH4JVokgber3vdNrdPeEVYMh6/DRBgR4PeLcD4JXu4LrnVYUPbpVuBiCn/agt0tMLsLr4TDMm/oWIN5YOezIFEtB+DbTPdiAE0UCpjjBmn5wiOlpxL16jbpQQ9DGNa4PBqNnsj/Cc8SgLUT+I6s1+HcL43KsxQcHIytrS3e3t689957lf5yLyoqYvLkycyfP58OHTqU2X7ixAny8/MZPLhUTK1Vq1Z07NiRo0ePlntcpVJJenq61qMpcefOHY4cOUJwcDD9+/fHzc2Nbt26sXDhQi2DU6FQsGbNGvz9/TE1NcXDw4MdO3ZoHSsxMZFx48ZhY2ODra0tAQEBxMbGavXZtGkT7du3x8TEhHbt2rF69Wqt7eHh4fj4+GBiYkLXrl05depUpXMICgrC09OTJUuWEBMTc/9vRhUYOnQomzZtYvDgwXh6ejJixAjeeOMNdu3aVavnbVIYKGCsE4T4wkCNUh9nM2BqJHx2BTKr4D0x1odBDvBZJ9jmB8+5gJ3GzTUlT9Sym3ACXv0XwjNhUncRnuuk4Xm+mgIfHIDP/oAbd8uepz6xMIFX+wlNqWJ5hOt3YfkeoStVl2t2HrMB73alr/VvwpzTcOBW1Y+Rq4LT+fB3HhxQwq5c8dirhF+VsEnjWD42VfP66SkgqDV0VytC6xdByxswLxVi69AL97Bz6wqc3iueK/Sh71TQb5ylaRqNsTRnzhy2bdvGH3/8waxZs/j000955ZVXKtwnODgYAwMDZs+erXP7zZs3MTIywsZG+9dYixYtuHnzps59AD744AOsrKxKHi4uLuX2bYxYWFhgYWFBaGgoSmXFAm9BQUGMHj2aqKgonn32WSZMmEB0dDQA2dnZ9O/fHwsLCw4dOsSRI0ewsLBg6NChJYbu+vXreeedd3jvvfeIjo7m/fffJygoiM2bRXHFrKwshg8fTtu2bTlx4gRLly7ljTfeqHQOn3/+OUFBQfz111+0adOGvn37snHjRjIyMiqcc3kPf3//6ryF3L17l+bNm1drHwkikXtJW/i0oyh7AkIy4IcbIjR34FbVjQEnU5jmBjseg2Av6GurvRw+Mh1WXBRJ4d+nwH96wBsDwUXj++BkPLz9I2z5B9IbUBK4QiE0pZYNK/Um5RdByHH4f79Dek7djcVdI6Rilyxyg969COtiyzdsilTwVx7MToeOyTAwDZ6+A5Pvwsvp4vHCXZh0B/5Q5yupgHeA9smi/dMsYWDllnMOQz14/1HwUue0GRSC5Q2Yklr+PpKao0Apwm/F/6/eI8DWrX7H9ADUq3TA0qVLWbZsWYV9jh8/TteuZdU9d+7cyZgxY0hOTsbWtmwM+8SJEwwbNoyTJ0+W5Cq5u7szd+5c5s6dC8B3333HCy+8UMYgGDRoEK1bt+arr77SOSalUqm1T3p6Oi4uLlWXDpgaCan1kM/S3Ag2eFep686dO5k2bRo5OTn4+vrSr18/xo8fT+fOnUv6KBQKZsyYwZo1a0raevToga+vL6tXr+brr79m5cqVREdHl4TD8vLysLa2JjQ0lMGDB+Pq6kpwcDATJkwoOcaKFSvYu3cvR48eZd26dSxcuJD4+HjMzESuxldffcXLL7/MqVOn8PaufD5xcXFs3bqVrVu3kpCQwKhRowgMDGTgwIEl47p8+XKFxzA1NcXJyalK792VK1fw9fXl448/ZurUqTr7PLTSAdUhvwi2J8I38doClD5WMK81eJiVv295pOaJBPA9SWIp/L20MYenHKBZJuz5F+5o9DExFPXaBrcvzXVqCOQXwo6TInRYTDMTmNZLJLXXNmmJEBoknivbQUjP0m39bIUoqanaA3a7CL7LgW9z4FoVRCNNcqCVWvIhywySdIRFbRQw0RQCTcFNh0TAnXx46SzEq41dpRH094SPras8Rcl9EBYC0b+J53YeMOxt0Gt4Eg6NQmcpOTmZ5OTkCvu4u7vrvJkkJibi7OxMWFgY3bt3L7P9008/5bXXXkNPoxBlYWEhenp6uLi4EBsby++//86AAQNITU3V8i516dKFkSNHVmrIFVNtnaWnw7ULjdYV9kawq1uVu+fm5nL48GGOHTvG/v37CQ8PZ8OGDTz//POAMJY2b97Mc8+VamXMmzePyMhI/vjjD2bOnMnatWvLXL/s7Gy+/PJLxowZg4ODA6amplrXqaCgACsrK5KSkpg3bx5RUVH8/vvvJdujoqLw9vausrGkyebNm5k1axaZmZmkpaVhbW1drf0r4/r16/Tr149+/fqxYcOGcvtJY6ka3MyFz2PgsEa+nL4CxjtBoEvpjbg6qFRwOl3kNv2RLJTFNTFSQB8baJEBp65oJ1A3N4MxPvC4Z91rHVXE6URY/zfc1fCADW4vtKQMa/EmVVQEIa8IoUELO2AO/PdqqYhoG3N4rz38VAQfZkHWPbccSwUMNAInfTBXgIVCJGYrVXAsEWLU1729MxRYQEQ+pOi4bSmAAUYw1RSeMNKuXn9TCS+eEXlMANmmsK09tK8k/0lyf1w/B7+o8zX1DSFgKVi1rNchlUdVjaV6/XlkZ2eHnd39qdEW5620bKn7AkyePLkkabuYIUOGMHnyZF544QUA/Pz8MDQ05ODBgzzzjNB8uHHjBmfOnGHlypX3Na4q0bye/kGreV4TExMGDRrEoEGDWLx4MVOnTmXJkiUlxlJ5FHtrioqK8PPzIyQkpEwfe3t7cnPFl/r69evLGLz6+uLLvSZs+eTkZLZt28aWLVuIjIzE39+fwMBArKxKK1xbWFScQNynTx/27dtXYZ/r16/Tv39/Hn/8cdatW/fA45aocTSB973gaCp8egVuKMWS/5AEOHgbZnuIEFt1kvkVCuhsJR5zPOG3ZPj5ZqlYZp4KflPfpFt5gmcm3LghjKzUbFj3t/DkTOgqkq4bAp2cRH28DUchKlG0HYiG8zeF8ncr69o5r56eCK8kXYLMZJjQDFw7wJLzQkPrUhY8EwnXWkKuOrSqQBg0k0xgkDGY6Lh2eUXwozpfzEQP/ttS1B1UqUQ9u/B8+CNP5DblIcJ0v+aJh58BLLCAvobiWjsaw3/bwwvqGoFmOfDOZdjRvvwCzZL7Iy8bjnxd+rrrmAZrKFWHBuRLLp9jx44RFhZG//79sbKy4vjx48ybN48RI0bg6upa0q9du3Z88MEHjBo1Cltb2zLhOUNDQxwdHWnbVqjMWllZMWXKFF5//XVsbW1p3rw5b7zxBp06dSpjaNUoVQyFNTS8vLwIDQ3VagsLC9PyLIWFheHj4wOAr68v27dvx8HBQafFbmVlhZOTEzExMUyapLs+kJeXF1u3biUnJwdTU9OSc1SGUqnkp59+YsuWLezfv58OHToQGBjInj17sLe3L9O/Ms2m4nOXR2JiIv3798fPz49NmzZpecokNUTP5uBnBVsT4LsEIYp4SwmLzkMPG5jrKfKUqou5gdB9GuEIMVnC2/TLLUhXe5OuF8B1EzB2Ao90yFMv6IhLhQ8PgLczjPOtPWOkOjQzhXlPwq/nRT28/CK4lgZL9sDEx8Tqv9pYIWrrLowlEEV1u3eENV3glTOQmQcUgHMCJLWAAAeYba47ZKbJ32mQoV5u/kRzYSiBGL+ngXiMNy0N7W3JgQS1O+tEATxzB3oawvuW0N4APM1g+aPw5nmxQu5GOvy/WHjDvXbek4eVf/4PstQ/NBzbQfsB9TueGqJRGEvGxsZs376dZcuWoVQqcXNzY9q0abz55pta/S5cuMDdu9VbufLJJ59gYGDAM888Q05ODgMGDOCbb74p8Ww8jKSkpDB27FhefPFFOnfujKWlJREREaxcuZKAgACtvjt27KBr16707t2bkJAQwsPD2bhxIwCTJk1i1apVBAQEsHz5cpydnbl27Rq7du1i/vz5ODs7s3TpUmbPnk2zZs3w9/dHqVQSERFBWloar732GhMnTuSdd95hypQpLFq0iNjY2Cotx3/llVfYs2cPEydOJCIiQivXShePPPLIfb9f169f54knnsDV1ZWPPvqI27dvl2yrrtSFpBKM1aVRhjgIL1P4HdEelgbPnYRnXWCiMxjfp7HqaQ6zPWGGOxxRSxBE3BFeC6URnLcDUzOwTwMDdd5iZAL8myj0m0Z1KRW8rC8UChjUHto6wppDYqVcXiF8EybGOeVxsaKuJrFzL32efFXU+7prCKddoMV14cnRU0HLm+BlCC6WlR9zn0aKhn/ZHzgl2OvBHHOYZQb7lLAyCy6ojayj+TAkFd62gJdMoZ8VODnB9QTh3dqVBLaG8KLz/cxaci9xp+Dy3+K5oQn0eREUTeOHo6wNVwM0tdpwSqWSpUuXcuDAAa5cuUJ+fj4uLi6MHTuWt99+u8TLolAo+PLLLwkNDeXQoUM4Ojry4YcfMn78+JJj3bx5kwULFrB3714yMjJwcnJiwIABfPTRRyXv1XfffceqVas4d+4c5ubmdOrUiblz5zJq1ChAeJJmzJhBdHQ0Xl5eJSvwKspZunz5Mu7u7hgY1P7vgW+++aYktHsv5f17NcbPRYNDpYI/U+CLGO0cQCcT4WXqUUOrEW/mwt4k2HNLeLLEycEiE5qnilVWxZgYwLCOMMQLjBvAb9G8AlEX77cLpW3WpjC9N3jVYGjk7g3Y9Y547uoLvWfC4FQ4XwiooHcK3NLIOetvB2+3AZNyfpSm5cN/Topwq70R7PaperisUAX/U8KqLIjRuDa9DOGLZhCZD7MTwaH0Rw3zPeDpBlxYuTGQmw67F4u/AL1fgDZ96ndMVaBRJHg3FZqasVRVFAoFu3fvZuTIkfU9lEZHU/5c1DnZBbApHnZcFzfKYvrZwque0MK4Zs5TqBJepj1JcDgFClSgKAKru2B9R3hOirFRJ4H3bCBJ4CfjYeNRofoNwqvyVAd42hsMasCLriqCkFmQnwvmzSFmKXxSXMvNAPZZw64bsPpqaaHbthbwQXuw13F9dtwUITKAya3gFdeyfSojVwUfZMJXGisa7fVgqxVMvAOFaaJ+HIj3Y0UbUV9OUn1UKvhjNcSdEK9dvGHAq40ivCkL6UokkocDMwOY6QGbvKGLxpfdXynw7AmRCJ5fhWXqlaGvgO42sLydWFU6ywPcLeCODcS7QLplqSGQli1Wpi36Cc7eePBzPyi+LiL520sdFlYBe87Civ1wswZEdRV6pRo6WamwMUk8NwA+txRFj8c7wQdepasXL2TCS1Hi773s1fD6DL2/RUCYKGCZJfxgDU7qW93tIhh3BwwVcNca7qgXeaiApZchooEJkDYWYsJKDSVjC+gZ2CgMpeogjSWJRNI08DCHLzoJXR8btUpwbpGoD/fCKTh1p+bOZWMI45xgsw981QX8nSDLERKchR5QMYl3YOVBWLwf4tNq7vz3g40ZzB8kktH11V/9V1Ng8c9w5MqDK3/bupc+b6lejedtAB00FJt7NYc1naGl2puUnAcz/xXyDcXEZIsSJwDtzEVi9oPQxwh+aw5d1WHRuypIUhvPqc2hj9qblK+CBRchsQGJjzYGMlMh7NvS1z2fAzOr8vs3UqSxJLlvVCqVDMFJGhYKBQx1gBA/UVi3+BsuLgdmn4HlF0TJk5o8XwdLWNAGQrvB6x3Avg1cbykSwouJuwXv/ARvHYTL9Wg06SngqY4Q5A8t1EnWygLhBVtzGLIe4L3RTPLuoDaWIgrgv1na/Vqbw9ouoiYgCMHRxefhm2vCYNuvmdh9n16le7HRg+9toN89pTaM8iBJQ5Q4uxDCpXepyqhU8PcmyFOHOj17gHtZEemmgDSWJBJJ08PSQKh8r/OG9hoaWgdvi7IpP1wXOUc1iZm+KNC7pgus7wW9u0GmIxQUL3lHaDUt+xlmHIQDN4WWUH3gYQvLh0NfjVWg/8RC0E9wMen+jqlpLHXTCD2+myXKk/yVV+q9sjESJW2GOpT223gNll6AfeoQnL4CBtaQsQRC8HKrNQw3BoN8sL8FzolwUSMM6G0JA2TeUpU5/wdcPyuem9lAD90SME0BaSxJJJKmS1sLESab/4gwoEAIJX4WAy9FwtlaKoLtbgazPGHbQHhxIJg7QZE6h0NPBTk3YPNvMOGgKBIck1Xx8WoDE0OY0hNm9gUztRcsJQvePwC7I6GwmoacpQMYqWUTTONhoXnptl/zhO5Rn1TYlA1ZRSKP6e02QqahOL3l92RIywFU0NMamtdw0dX8QvC5IzSfLDWMpFbG8MGjsNoLmjWAVYyNgfQkiPi+9HXvF8DYvPz+jRxpLEkkkqaNnkIITob4Cc9PMZeyYMa/EHwJ7ubXzrkN9WBAC1g9AJaNAKdWpUngBoVgkQTHjsOMv2F6FPx4U6zuq0u6ucOK4fCo2sujUkHov/D+L3BbR/J1eSgUpXlLOXfhpTyR3O2kcZu5VAhvZUKXFAjKgNhCmOQsyqGYqvspAP1C8K5YVb9aFBSJFXZjIyHkRunKxUI96NsKtnURwpdNLCm51igqgsMbRYkbgLZPCG2tJow0liQSycOBjSG81QZWd4bWGknDPyeJ0NxPN6GoFpVUPK3g/YHwwQjw0BArNc4TYo2pF+HTcxAQDh9chH/THzzpuqrYWsDCwUJKoFjq4PJtEZYLu1r142iJU8bCOFMIt4WNzYSadjEZKliXA4+nihBdgQWs6lC6XQFsioNDFdcOrRSVCv5KhYn/CimCO2pDVKEQK+HiXWCOkzBqJVXnzH64pS4+bmkPjz1Tv+OpA6TOUg3wsOosSe4f+bmoZwpUsPs6bLgmknqL6WAJr7eGNjXo1SiP8zchJAKuaYg1qoAMS0izgUIDcDMV3rChDiLPpy64fBu+OqztVerdGp7tBqaVhMViI4TeDkCX/4DvKO3tZ/NhYw7szIV7F521zgLVTeFV0nTwvOQGzzpX3+tzNhO+iIOoDO32wbYQbgUn1a+v2YOx9ChVmdR4+OldKCoAFPDUAmjxaH2P6r6ROksSiURSHgYKGOsEIb4wUKOUxtkMmBop8ogyazkc1s4Rlg2DGb3BVp3roQCaZYBLPFinwbUsWB0Lo47DO9FwLFVbeLM2eMQe3h0Oj3uUth25IiQGrlTi6dGUD0iOLbu9gyH8v2Zwyg6CzMFZ4xaUfRdQQKE+WGuUQ1kXBysuilVzVeF6Liy+BFPPaBtK3pbwdUdY+AjEqo0jK4U0lKpDYQEc3qA2lICOQxq1oVQdpLEkaXTExsaiUCgqLX4rkVSKnTEsaStWZrmqk5OLgB9uiNDcgVu1GwrTU8DjnvDhSHjGt9Rzo6eC5mnCaLJMF8nWh1LgzXMw9jisjxNGQW1hagQz+sBLvUUiOMCtDHhvH/x0WuSs6MLCVogSAqTElv/eNdeDWebwjy1ssoLugKl6PnlGEN4CkjVWpR24DXNPQ2oF0gbpBcKTND4KDqaUtruawEp18nZ7C/i/HEhVj6tvHXnrmgqR/xOeJQBrJ/AZVXH/JoQ0liQ6uXXrFtOnT8fV1RVjY2McHR0ZMmQIx44dq++hNUhGjBiBq6srJiYmtGzZksmTJ3P9+vX6HpakqvhZwzc+IuRTXIQ3NR/evQhzzsDV7No9v5G+qCm3ahQMaldaB82gEOyTwS0RTNVjuJ0HW+JhXATMOQ0Hb1Xd61JdenkKL1Nr9RL+QhX8cAqCD0KqjhV8CkVp3lJuRmn1+fIwUMBTxvC0RoK90gLQg1RboVdVvIrwjNrrd/me8+YXwfYbInn7uxtCXBLA2gBed4eQztBHnbydr4L/alzL2Q8oePkwcesKnN4rniv0oe9UMKjh1YoNGGksSXQyevRooqKi2Lx5MxcvXuTHH3/kiSeeIDW1ki+/BkJCQkK5RWxrg/79+/P9999z4cIFdu7cyZUrVxgzZkydnV9SAxjqwWQX+NZX3FyLOXVXKIB/FQs5heXuXiNYmojcoPcDwE+jHpq+Ogm8fTKYaIgonrwLyy/CqHD45ApcqsbqtariYAlvD4URnUpzic4niVIuEXFl+1cWiruXIhX8fKv09Q+usNgcXPQg01IkYeerl/PfzoMpUfCD2uP3RwpMiIJP44RnCcBIAc+1gh3eMMYRDDRucz/kQoLasBxgBJ0fnpv9A1GgFOG34u9U7xGl5W0eEqSxJCnDnTt3OHLkCMHBwfTv3x83Nze6devGwoULGTZsWEk/hULBmjVr8Pf3x9TUFA8PD3bs2KF1rMTERMaNG4eNjQ22trYEBAQQGxur1WfTpk20b98eExMT2rVrx+rVq7W2h4eH4+Pjg4mJCV27duXUqVOVziEoKAhPT0+WLFlCTEzM/b8ZVWTevHn06NEDNzc3evbsyVtvvUVYWBj5+bW0JF1SeziawPteEOxVWpajUCVqzD17Ev5Krv1Vao7NYPYT8PYQISBZjDIdnBKhdzY4axTAzSgQhWpfjBTel903RFtNYaAHo33grcHQXO2NycqDL/6CTcdAqfE511wRlxJb+bH/uQOJagPwMStoZwozNUJ0XS3hmivkqBdCFBXBpxehXwS8fbF0XxB15LZ7w8uuYHGPXlKhCj7X8CrNa7qaQDVOxA9CVwnAzgM6P1W/46kHpPpWfbBkD9zNqbxfTWNlKhJKK8HCwgILCwtCQ0Pp0aMHxsblV20PCgriww8/5LPPPmPr1q1MmDCBjh070r59e7Kzs+nfvz99+vTh0KFDGBgYsGLFCoYOHcq///6LkZER69evZ8mSJfz3v//Fx8eHU6dOMW3aNMzNzQkMDCQrK4vhw4fz5JNP8u2333L16lXmzJlT6Rw+//xzduzYwZYtW1ixYgW9evUiMDCQZ555BktLyzL9LSwqXv3Up08f9u3bV+l5AVJTUwkJCaFnz54YGspfro2Wns3Bzwq2JsB3CSKEc0sJi85DDxuY6wlOprU7hrYtYPFTEB4LO05BcqZYMXf9JljchgmtIbkZHLpTGoq7kCke/70KT9jCcEfwblYzGkLtHEVB3k1hcFztVfrzEly4BS/3BjfbsvIBlfGDhmL4GA0dLH11iO4pYzhnCRvM4NBVMM0SHi6VUuR8FemBowUscge/sv/bJfyohBi1Z7CnITwm/zerxPVzEP2beK5vCH2mgp5+xfs0QaR0QA1QbemAuT+IquR1jY0ZfFq10NDOnTuZNm0aOTk5+Pr60q9fP8aPH0/nzp1L+igUCmbMmMGaNWtK2nr06IGvry+rV6/m66+/ZuXKlURHR6NQf1Hn5eVhbW1NaGgogwcPxtXVleDgYCZMmFByjBUrVrB3716OHj3KunXrWLhwIfHx8ZiZiV+0X331FS+//DKnTp3C29u70rnExcWxdetWtm7dSkJCAqNGjSIwMJCBAweWjOvy5csVHsPU1BQnJ6cK+yxYsID//ve/ZGdn06NHD37++WdsbXWXTpDSAY2M+Bz49AqE3yltM1LAsy4w0bk0z6k2yS+Eg+fhp38hW8OTY2UCT3WGbEvYe1sYSvfibAJPtQB/B5HU/qCoVHDoMnx7HPLUHiwDPRjrK3Kuvn8NctOFovOEz8s31OJzYVykMAAdjeAHn9J8LU3uFsA3CfDDTZHsrq+Ro6U0ggQnMDGCcSbwoim0uccPUKSC/qlwXm0s7bCWyd1VIS8bQheX5p51mwAdBtXvmGqYqkoHSGOpBqi2sdTAPUvF5ObmcvjwYY4dO8b+/fsJDw9nw4YNPP/884AwljZv3sxzzz1Xss+8efOIjIzkjz/+YObMmaxdu7aMMZCdnc2XX37JmDFjcHBwwNTUFD290ptNQUEBVlZWJCUlMW/ePKKiovj9999LtkdFReHt7V1lY0mTzZs3M2vWLDIzM0lLS8Pa2rpa+1dEcnIyqampxMXFsWzZMqysrPj5559LDDJNpLHUCFGp4M8U+CJG5M4U42QivEw9mpe/b02SmQv/Ow2/XdAuSdLKCsb7iYrve26JFWT3huL0EeMc3kL8NXhAb9ONu6IAb5xGLmOnVuAVBUnqmmFjgoVwoS4+j4P/U9eRe8UFJt/zgySvCHYmwaYEyNDIF7NQCCOtWEQ03wASnSBPbQg+YQRTTUVekp4C9inheXWBXD8D2GMj1bqrwuGNcPlv8dyxHQx9AxRNK3unqsaSDMPVB9UwWOoTExMTBg0axKBBg1i8eDFTp05lyZIlJcZSeRQbB0VFRfj5+RESElKmj729Pbm5Yqnw+vXr6d69u9Z2fX3h5q0JWz45OZlt27axZcsWIiMj8ff3JzAwECsrq5I+NRGGs7Ozw87OjkcffZT27dvj4uJCWFgYjz/++APPQdIAUCigvx10t4ZN8bDjusiDScyF+eegny286gktasBzUxEWJjDpMRjYVoTmisNh1+/C//sdvBxhfFd42QMOp8DPN+GE2lAoBP5OFY/mhuDfQoheutxnOLGlFSz2h52RsFdtHJ2+DspcaKXukxyr21jKLSxN7DZSwH80iuqqVPBbKqy5Btc1cpKM9WBCS3i2FcRnw8JoSM4DwwJwjYcbjpBlAX/miYe7vvA07dSQWZhrLg2lqhB3qtRQMjSBPi82OUOpOkhjSVJlvLy8CA0N1WoLCwvT8iyFhYXh4+MDgK+vL9u3b8fBwUGnxW5lZYWTkxMxMTFMmqS7WrWXlxdbt24lJycHU1PTknNUhlKp5KeffmLLli3s37+fDh06EBgYyJ49e7C3L/vFXZlmU/G5q0qxkadUKivpKWl0mBnATA8R0vp/VyBKXYz3rxQIT4NAV3imVe2X0GjRDGb1g0u34P8iSgUjz92EJT9Dr9Yw2hsGdhKaTHuTxKPYK5aaL5LWQxKgSzPhbXrCDkyqmY9ioA/j/KBDS1j3t/Cap5iWGku3YsDjsbL7HUgp9RYNsgNrdQ5RVDp8cU0ocBejAJ6yh5ecwUFtjLazhHVd4K1zcDEL9IrA6TrkO8BVK7FTbCEs1jhOBwMYJMNvlZKbDkc3l77uPgEs7OpvPA0AGYarAZpauZOUlBTGjh3Liy++SOfOnbG0tCQiIoJXX32VYcOGsXHjRkB4kOzs7AgODqZ3796EhISwYsUKTp8+jZeXF9nZ2Xh7e+Pk5MTy5ctxdnbm2rVr7Nq1i/nz5+Ps7MyGDRuYPXs2H3zwAf7+/iiVSiIiIkhLS+O1114jMzMTDw8PBg0axKJFi4iNjWXOnDlcvny5wjDclClT2LNnDxMnTuT555/XyrWqacLDwwkPD6d3797Y2NgQExPD4sWLuXHjBmfPntWZIN8YPxcSHahU8MttWH0V0jTyiNxMRdkUH+u6G8fxOPj+pHaZEiN9GOIlNJxMDYUnLDwN9iTBER1q4Ob6QtF8eAtoa1F9D0x6Lmw8CueuQE+1Jlu2HQS8Dc7W2uMNPA2X1LmbX3cEC31YHQ9/3iNP0rUZvOoGj5azei23EN67KEKkxXjbwQ17OHyP1MP6ZjBC/r9ViEolStbEnRCvXbxhwKtN1hsnc5bqkKZmLCmVSpYuXcqBAwe4cuUK+fn5uLi4MHbsWN5+++0SL4tCoeDLL78kNDSUQ4cO4ejoyIcffsj48eNLjnXz5k0WLFjA3r17ycjIwMnJiQEDBvDRRx+VvFffffcdq1at4ty5c5ibm9OpUyfmzp3LqFFCHTYsLIwZM2YQHR2Nl5cXQUFBjB49ukJj6fLly7i7u2NgUPvO09OnTzNnzhyioqLIysqiZcuWDB06lEWLFpWbFN4YPxeSCsgogA1xEHpDKIAXM8heeKFs68ibkV8ocpl+/Fcs7S+mmQmM6gL92oC+2uOVlge/3BKFhON05FC2NhMr6QbbQ7NqrBxTqeD3C3DpMzBWQoE+/NMPJnSFJ9uKm25UOsw4J/o7m0BPa5GbpGm8eZrCLFfoYV35jbpIBZuuwTfxpW3ezeD5NvB9ARxUQk8j+MxSdwK5pJQrx+DQevHc2AJGvivy4Joo0liqQ5qasVRVFAoFu3fvZuTIkfU9lEZHU/5cPNRcyISPL0O0hnfHXB+musHIlg+eUF1VMpWiLMnB89pJ4C3VSeBdnEoNEJVKqGPvSYLfbkPuPWrgRgroo5Yg8LUSCdNV4eeP4bY6j+mfbpBjBt7OMLUnrIyHX1N072drCC+5iLBbdd+vX2/DBxchT31bczKBD73AXSp1V4msVAgNgjy18dz/FXDvWr9jqmVkIV2JRCKpa9pawFddYP4jYKn2amYVwmcx8FIknE2vm3FYGAtPzgcB0E1DafnGXfjkd1GuJFZtrCgU0KkZvNUG/tcN3nwEvDT0ivJU8FsyzDsD4yPgm2uQVIVcPOc2pc8t1QVtIxPg7R8hLL5sfxM9mOIE33vDCIf7MywH2sPnnUXyOojk+xlR8E9a9Y/1sKFSwZFNpYaSZ48mbyhVB2ksSSQSSU2ip4ARjhDiJ1aaFXMpC2b8C8GX4G4dKbu3sISZ/SDIHx7RWNgQfVNImKw9AikaXjAzA/iPI6ztAlt8RKK6lUYo+4YSNl6DZ47D/LPwZ7KozaYLTXHKfjZgqc7dS8+FVglgdxtQieTt/9gLI2mqC5g9oOBhB0tY5w1t1DlOWYXw5ln44XrtK683Zs7/AdfVnkAza+ihe9HNw4oMw9UAD2sYTnL/yM/FQ8TpdBGau6IhRGtlANPdhTFV1bDWg6JSQcQ1kQR+K6O03VAfhrSH4R3BVEduVV6RkBr4+SYcvyMEJDWxNoShDmIumuGunHTYNlc8b/Eo9JwD64/AmRulffTNYHpv6O5YQ5PUIKcQVlyEQxrhvgBHoYllIP0EWqQnwf+WQIE6z23QPHDuVL9jqiNkzlIdIo0lSXWRn4uHjAIV7L4OG65BtsYKrQ6WYtVcm4p1vmp2LIXw+0UIjdJOArc0gVGdod+j5RsTSbmw95aQILipIxTX0VKspOtvLzxE38+HrBQwMIZJXwIK2HsOfjhZ6uUxMoDJj0GfR2p+xVWRSiTeb00obfO1gnfbVS9pvSlTVAT7PoRb6ioGbZ+Ans9VuEtTQhpLdYg0liTVRX4uHlKSlfBlrEhELkYPeLolTHErW/y1NsnSSAIv0EwCbwbP+IGPc/nGS5EKTtwRK+kOp4i6eZqY6sOTdtBuD6T9K9pGrQBrtfhSXIpQ/r6hkcP1mBu80APMa0HUc/8tWHmpdJzOJqJQsutDnPhdVAS3L8P5PyFGrV1naQ8By4QI5UOCNJbqEGksSaqL/Fw85Jy4IwQtr2ks2W9uKGQGBtnXrabN7QyhBP5PrHZ7uxZi5ZxHJWKEd/PhgFqCIOaempedo6CrWq/H9wXo0qd0mzIfvosQhXiLaW4G0/uIc9c0Z9Lh7ehSPSwLfXi3PXS1rvlz1QXZOeJhV40yO0UFcOM8xJ2EaydFqLQEBTy1QIRMHyKksVSHSGNJUl3k50JCfhFsS4TN8aDU8Oz4WMFrret+ufuV27DtBFy8pd3+uAeM8QG7SkKFKpWQTNiTJDxn2YXQKhGG/iK2R3uB8TAhQdDVulTvKCIOvj5WGhJUKOA/HSGgS83nFt3MhQXnSo06fWBOaxjVsmbPU9solbDpO0i7C89PgJYVGJcFeZB4VohMxkeK4rj3oqcPjz0DXk2rSG5VkMZSHSKNJUl1kZ8LSQk3c+HzGDisoVytr4DxThDoIkJadYVKBSfi4fsTkKSZBK4Hg9rDfzqBWRUENnMK4Y9k2B8HPl+JtiQH2DNcPHcwhqcc4KkW0NIEUrPEyrzzSaXHaG0HM/qAg2XZ4z8I2QXw7kWhYF7M0y1FXb+60sF6EPLzYct2uKquCWhvC6++BBrFyMnLgYR/hYGUcBoKdOSX6RuCU0dw8wOXLmBcjkJ6E0caS3WINJbqltjYWDw8PCpU8G7oyM+FpAxHU+HTK2J5fjEOxjDbA/ra1m1orqAQ/rgIof8KgctiLIxhZGfo37bqXp//mw+5KVBgAFufBZXGfgrAz1okhfeygYPRsDuyVMnbxBACu0NPzxqamJpCFayLhe8SS9ses4Zl7Ur1sRoihYXw3Q9wQZ2MbWoCU54FxxaQmwnxpyD2BFw/J0Ju92JoIgwjNz9w6gSGtVz0uREgRSklD8StW7eYPn06rq6uGBsb4+joyJAhQzh27Fh9D61Bo1Qq8fb2RqFQVFqcVyLRomdz2OorvEmGasPolhIWnYc3z0GijpIktYWBvvAkrRwFT3UoLQqcqYRvj8Pb/xMyBFX5re3ooT5mAQQ1h8dtSu88KiDiDiy9AKMjIMYMnn+i1JuUmy88TmuPQE5e2WPfL/oKeNkDFrYp9SYdvyMELBPq8H2uDkVF8MOPpYaSkRGMewrSzsD+VUKm4cgm4VHSNJSMLaBNbxg4FyZ8Bv2mC7FJaShViwZsQkvqk9GjR5Ofn8/mzZvx9PQkKSmJ3377jdTU1Mp3bgAkJCTg5OSEoo6LP7755pu0atWKqKioOj2vpIlgrC6NMsQBPrkibuAAYWnw3El41gUmOoNxHf3ONTeCcX6iptvOU3DsqmhPyoAv/oRHHWB8VxEyKw87D4iNEM/d78DK3nBbCftuifym67liW3oB/HADfgDauYJrKlxTazIdjYFLt0RYTlNc80F5qoVYGfd2NNwtEAn3L0XBinbga11z53lQVCr43z44fQ4M8qFZDrgZw+FVuvubWQvvkZuvSNjWq8NQbhNFepYkZbhz5w5HjhwhODiY/v374+bmRrdu3Vi4cCHDhg0r6adQKFizZg3+/v6Ympri4eHBjh07tI6VmJjIuHHjsLGxwdbWloCAAGJjY7X6bNq0ifbt22NiYkK7du1YvXq11vbw8HB8fHwwMTGha9eunDp1qtI5BAUF4enpyZIlS4iJibn/N6Ma7Nu3jwMHDvDRRx/VyfkkTRgXU/i4AyxvB/bqHKE8FXx9DQJPQlgd/2ixtxCGytKnoK1GMvHFW7B8L6w+JFbV6cLWvfR5cqz6eMbwnAv8nx981lGsADTS+GFzPgf+NIW0FqU3+tuZ8N5++N+/wstSU3S2EorfHuqE+owCeO0s/Hiz5s7xIBQVwU87IeZ3cI4Ht2tgcxvSE7T7WdpDx6Ew7B145iOhwN2yvTSUaghpLEnKYGFhgYWFBaGhoSiVFdeACgoKYvTo0URFRfHss88yYcIEoqOjAcjOzqZ///5YWFhw6NAhjhw5goWFBUOHDiUvT7jU169fzzvvvMN7771HdHQ077//PkFBQWzevBmArKwshg8fTtu2bTlx4gRLly7ljTfeqHQOn3/+OUFBQfz111+0adOGvn37snHjRjIydH+hF8+5vIe/v3+F50tKSmLatGls3boVM7OHWLtFUnMoFNDfDr71FcnexavHEnNh/jlYFF21Gm01iYcdLBwMc/qDo0Z+xz+x8Nb/YFuE0G/SxFajNl1KrPY2PYXw4CxuC6HdYZ5naZkSgDRziG0FueqQUZEKdkXChwe1y7Q8KK1MYE1n6GEjXheqYNVlkXhfUA9pvSoVJF+FEzsh5DVI2QvN08D4nlCktRN4j4CApTD6Q7GizaE1KOStvaZpNAne7u7uxMXFabUtWLCADz/8sEr7T58+nXXr1vHJJ58wd+7ckvYnnniCv/76S6vvuHHj2LZtW5XHVu0E79UbITOrysevMSzM4ZUpVeq6c+dOpk2bRk5ODr6+vvTr14/x48fTuXPnkj4KhYIZM2awZs2akrYePXrg6+vL6tWr+frrr1m5ciXR0dEl4bC8vDysra0JDQ1l8ODBuLq6EhwczIQJE0qOsWLFCvbu3cvRo0dZt24dCxcuJD4+vsQI+eqrr3j55ZernOAdFxfH1q1b2bp1KwkJCYwaNYrAwEAGDhxYMq7Lly9XeAxTU1OcnJx0blOpVDz11FP06tWLRYsWVSkBXSZ4S6pNTJbQZorS0MYx1YNAV1HDzbCOb5AFRfCnWgk8Q8NAMjeCkV3gyUdF7hPAzoWipIa+ATy7GvQqyQC5oJYgOHgLMgsBFdikgfUdkRQOYGQIUx6HHu41N6dCFay5Ctuvl7b1sIElbWtfMLSoSKhox0VA3CmhfK4LOw8RXnPzA6taKBPzkFHVBO9GlbO0fPlypk2bVvLawqJqJQJCQ0P5559/aNWqlc7t06ZNY/ny5SWvTU1NH2yglZGZBenluKwbCKNHj2bYsGEcPnyYY8eOsX//flauXMmGDRt4/vnnS/o9/vjjWvs9/vjjJYnNJ06c4PLly1haai/9zc3N5cqVK9y+fZv4+HimTJmidV0LCgqwsrICIDo6mi5dumh5a+49Z2W4ubmxaNEiFi1axObNm5k1axYhISGkpaVhbW0NwCOPPFKtY2ryxRdfkJ6ezsKFC+/7GBJJpXiawxed4JfbsPqqEFfMKYKvYoVC9WuthUZTXWGgBwPbiZVqe87AL9GQXyj0kkKOC2XwZ3yhq6soqpueBIUFkHYdbF0rPnZbC/GY6Q5/pgjD6ZQCss3A4RYYFkBePqw5BDsvwsuPg2cNSAzoK2CWp9C4+uiKMJ7C0kTid7AXONXwvaGwAG6eFyvYrp2C3PSyfVRArokwkPqNAgvbmh2DpEo0KmPJ0tISR8fqWdKJiYnMmjWLX375RSvfRhMzM7NqH/eBsKgnPYtqntfExIRBgwYxaNAgFi9ezNSpU1myZImWsaSLYm9NUVERfn5+hISElOljb29Pbq5I7Fy/fj3du3fX2q6vL36R1oTjMzk5mW3btrFlyxYiIyPx9/cnMDCwxCCDyg3vPn36sG/fPp3bfv/9d8LCwjA21l5d0rVrVyZNmlQSUpRIHhiFQhSt7dVc1DwLvQFFQGw2zD4Ng+3hFQ+wrYIWUk1hZgRjfYUn6YdIkYwNoljvf/8SCdl9NBLAU2IrN5aKMdYXye5DHMQqtT1JsM8c9K+Dhdo7f+smvPMzNPeEER7whK3Y70EY7igMo0XRIvE8LgemR8GK9uD9gAZpgVJDJDJKt0gkepBtDJkWwkDs9yQ82UdHP0ld0aiMpeDgYN59911cXFwYO3Ys8+fPx8io/C+FoqIiJk+ezPz58+nQoUO5/UJCQvj2229p0aIF/v7+LFmypIw3pEapYiisoeHl5UVoaKhWW1hYGM8995zWax8fHwB8fX3Zvn07Dg4OOt2bVlZWODk5ERMTw6RJk8o959atW8nJySnx+IWFhVU6VqVSyU8//cSWLVvYv38/HTp0IDAwkD179mBvX3Y1TWXL/CvyNn7++eesWLGi5PX169cZMmQI27dvL2MESiQ1gqUBzGstVnN9fFkoZwMcuA1/p4oVdSNb1q3Ioq0FTO8Ng9uL3KVigcnLt+H2HfBR90uOhUf7Vv/4zqYw3V3U0AtLhR1nITUO9FRglA8ZF+CL2/BpcxjUQmg3PfoABYp9rGBdF6H4HZcjVsvNOwNvtIZh1fxxnZcDCVGizEjCv0JV+170jYRIpJET/HYWCtTXrld36N/7/uchqREajbE0Z84cfH19sbGxITw8nIULF3L16lU2bNhQ7j7BwcEYGBgwe/bscvtMmjQJDw8PHB0dOXPmDAsXLiQqKoqDBw+Wu49SqdRKfE5P1+E6bcSkpKQwduxYXnzxRTp37oylpSURERGsXLmSgIAArb47duyga9eu9O7dm5CQEMLDw9m4cSMg3ttVq1YREBDA8uXLcXZ25tq1a+zatYv58+fj7OzM0qVLmT17Ns2aNcPf3x+lUklERARpaWm89tprTJw4kXfeeYcpU6aU5ANVZbXZK6+8wp49e5g4cSIRERFauVa6eJAwnKur9q/kYi9V69atcXZ2vu/jSiSV0tYCvuoi6rJ9FStWcmUVwmcxsDcJXm8NHcrPw6gVPGzhrcEQlSjKp9y4KzwkKkS+0cWz0FkpBC7vBwMF9LaF3n3hfAp8eUikNSgA21RRL+3HPNh9QySLD28BgxzuT2zSyVS8v0vOQ/gdkez94WWIzYEZ7qVJ97rIzYBrkcKDVKFIpLcIsTl1gvgbsGVbqaHU1RuGDqhbQVKJTuo1wXvp0qUsW7aswj7Hjx+na9euZdp37tzJmDFjSE5Oxta2bAz3xIkTDBs2jJMnT5bkKrm7uzN37lytBG9d+3Xt2pUTJ07g6+tbrXE3FQVvpVLJ0qVLOXDgAFeuXCE/P7/Em/f222+XeFkUCgVffvkloaGhHDp0CEdHRz788EPGjx9fcqybN2+yYMEC9u7dS0ZGBk5OTgwYMICPPvqo5L367rvvWLVqFefOncPc3JxOnToxd+5cRo0aBQhP0owZM4iOjsbLy6tkBV5FCdSXL1/G3d0dA4O6/z0gE7wl9UJaPqyNFaEqTf7TQnhkrAzrfkyFRfDXJdgVBe0OgXk2FCng5AD4jzcMaAuGDxgyKygUK+T2nNU4rx7ctodsdeqBkR70sxWGk7eVWIVXrXOoRJ7YDo3E78fVid/mGt8xWWnCexR3ApIu6BbtNLYAVx+RoN2qvSg7AhCfCJtCRC4WQOcOMGaEdhkTSY3TKMqdJCcnk5ycXGEfd3d3nTeTxMREnJ2dCQsL0xnq+PTTT3nttdfQ0/igFRYWoqenh4uLSxmtn2JUKhXGxsZs3bqVcePG6eyjy7Pk4uLSZIylqqJQKNi9ezcjR46s76E0Opry50JSz5xOF6G5Kxq5MFYGwmAa1qL6hkJNkJMHP3wCBRfE6xO+kNFM6Dc94wuPuT249+TcDaH0fUdDgftuM0htrl1ipZWJeB/8HYTeU3X43w34JKa0HIunGSy2h+wzwki6fUX3fmY2pSvYWrTRrX2UnCKK495Nh3ZtYMJo0JcaSbVNo1gNZ2dnh51dBcqvFVAsTNiype5q0ZMnT2bgwIFabUOGDGHy5Mm88MIL5R737Nmz5Ofnl3tcAGNj4zLJvBKJRNIg6NQMNvjA7uuw4RpkF4p8m5WXhdfp9dbQ5gFyee4HUyPw84V/1MaSZYYwlm5nijBaazuY0BXaONz/Obxawnv/gY3H4GS8aLNKhxYFcMMe0tSGx/VcWB8HG+Ogu41I5u5pU7VadwEtwckEPjoG9lfALQ4OlSMQaukgjCN3X7HcvzLtIztbmPYc/HEEhg+RhlIDo1HkLB07doywsDD69++PlZUVx48fZ968eYwYMUIrX6Rdu3Z88MEHjBo1Cltb2zLhOUNDQxwdHWnbti0AV65cISQkhKeeego7OzvOnTvH66+/jo+PD7169arTOUokEkmNYaCAsU5C1PLLWPj1tmg/mwFTI+HpliJRura1gzSx9Sh93s8GohzhnFol+0oyrNgvZAae8YUW95lnZWECs5+APy/Bd8chrxBys8E+Hga3hcsmcOKu6FsEHEsTj+aGYsXd8BbgqkNUVqUSielxJ8RjSFLZPiBEIt39hJFk41x9b5m1FYzSvWpbUr80CmPJ2NiY7du3s2zZMpRKJW5ubkybNo0333xTq9+FCxe4e/dulY9rZGTEb7/9xmeffUZmZiYuLi4MGzaMJUuWlCxdl5RPI9EzlUgeXuyMRV7NsBai1ty1HGEk/HADfk+GmR6i1EhdJBDbuojzqFSgvAlvTod/1Ung19Xf2xHX4FSCyGUK6CSMn+qiUED/R0Xduq8Ow7U0IaB5PBq6OMErfnDoLuxLglvqVWmp+fB/ieLRuZl4v/o1h4wYtQbSScgqx4N02w5i3SHODf7TAQLc6ifUKalVGo2Cd0Om2grekoce+bmQ1Dn5RbAtETbHg1KjtpqPlRC0dK+DMj27g+BOIij04dkvwcBIJIEfugy7I+FubmlfM0P4T2chfGl0nz9e8wphx0k4EF3aZmUC03qBVyuIuAM/3RRyCwUq0CuEljfAPVbUYDPJLXtMhUIUp3XzBScf2HhXrLwrpndzCGoLZvIHd2OgUSR4NxWksSSpLvJzIak3buaKmmeHNTwl+gpRfy7QBUxr8SZ/eCNc/ls8H/4O2Lcu3ZaTD/vOikdeYWm7nQWM9YHu7vfvAYtKhA1/Q7qG8TPUC8b4gKIALkTBiWOQGw2GOjSQivTAsDV07g5tu4LpPTfVXdfFe1o87EfM4cP20EL+bzd0pLFUh0hjSVJd5OdCUu8cTYVPr8ANjbpuDsYwxwP62NZOaC76NwhTK/r3mATtB5Ttk5otvEyHLwttpmI87WC8H7RtcX/nvpsDG46K0J9+AdimgOtdsEqGQh0GUoE+JDiLEFuCM+QZg6FCvDfDW4CftXa47XgaLD6vrmUH2BjC++2hYx3rXEmqRaNYDSeRSCSSeqJnc/Czgq0J8F0C5KvglhLeOS+Kx871rPlaaHbupc+TY3X3aW4GU3rCoHYin+msOsQVkwzv/wJ+6iRwx2oaIcb5MNwQWl6DnKtC+RtKvUEAhqbg0kUkaDdvB4cy4FYS5KlreearRK7X78ngaCwU1J9yEB6kx2yEgOVb5yAhV+hezTkNC9rA4AdY5SdpEEjPUg0gPUuS6iI/F5IGRXyOSAA/fqe0zUgBz7rARGcwriFhxII8+HYmqArFyrFR71bcX6WC09dh+wlI0BibvgKebAsBncGygv+frFS1SOTJ8kUi8wwh2Q6sveDZEWClo9TV1WzYc1MULL57jxK3AnjMWkgQ9GoOuYUQdB5Oaiw2es4FprjKxO8GiAzD1SHSWJJUF/m5kDQ4VCr4MwW+iIHbGmGpkY7w+v2XAyrD/5ZC6jUR5pu0GgyroFlXVASHr8DOSBFOK8bUEP7TCQa1L00CT08qVdG+HaP7eGY24OwDl8zgz/RS0UobM1Hfrn05td/yi0Qy+M9JEJ6mHSYEIf45xEEUOw69CT/eLN3WzxbeebR2c8Ik1UYaS3WINJbqlqqUE2noyM+FpMGSXQCb4kVpDwMFfOsLjjX4Gf37G7h4SDx/aqFQtK4qufmw7xzsPQt5xR4eFbQqgp4KKIyBtATd+5YnEnnymshlylIbiApgWEcY5V2xUGVSLuy9JWrw3VSW3e5lCcpCbSX1NubwoZfIDZM0CKpqLMmiMxKd3Lp1i+nTp+Pq6oqxsTGOjo4MGTKEY8eO1ffQGiTu7u4oFAqtx1tvvVXfw5JIqo+ZgdBf2uQNb7WpWUMJwNa99Hl5eUvlYWIIo7pAcAD0awaeMdAtHB49DMmHyhpKNs7gPQIClsPoD+CxsWIFnqaatq8rrBgBXmpvkgr4+Qys2AdJFRRJb2ECL7jC9q7wSUcYYCcSwIs5l6FtKAFcyoJpkWKbpFEhE7wlOhk9ejT5+fls3rwZT09PkpKS+O2330hNLUeYrYGRkJCAk5MTijqs1r18+XKmTZtW8trCoo5LSkgkNYmHuXjUNJpJ3imxVd+vqAhuXRIikXEnQJEGrjr6pVuCURsYNBQeqWL4sLkZzB8E+8/CD6dE7berKbD4Z5jcHXp5lr86UE8BXa3F424+HLwttJtisnX3T82HV0/D221ggH3Vxiepd6RnSVKGO3fucOTIEYKDg+nfvz9ubm5069aNhQsXMmxYqRS/QqFgzZo1+Pv7Y2pqioeHBzt27NA6VmJiIuPGjcPGxgZbW1sCAgLKFDHetGkT7du3x8TEhHbt2rF69Wqt7eHh4fj4+GBiYkLXrl1L6gJWRFBQEJ6enixZsoSYmHLyFmoYS0tLHB0dSx7SWJJIdGDjBHrq3+mVeZYKCyDhtAjdbZ8H+4Ih+lfITivto1CApQfc7gzHesBJPwhrBu8dgy3/aGsrVYSeAp7qCEH+0EKd5J1bAOv/Fkrg2TrkBe7FyhDGtIJvfGBdFwhwBHMdOUp5RbD0AnwdB0UyE6YxII0lSRksLCywsLAgNDQUpVJHLF6DoKAgRo8eTVRUFM8++ywTJkwgOlqo5WZnZ9O/f38sLCw4dOgQR44cwcLCgqFDh5KXJ7541q9fzzvvvMN7771HdHQ077//PkFBQWzevBmArKwshg8fTtu2bTlx4gRLly7ljTfeqHQOn3/+OUFBQfz111+0adOGvn37snHjRjIydLu/i+dc3sPf37/ScwYHB2Nra4u3tzfvvfdeyRwlEokG+obQ3Fk8v3sT8nK0txcohffor3WwbQ4c/ETkOOVq/O/q6YNTJ+j1PIz7BMYEwRuz4dknwVotd1Ckgt8uwPzd8PNpjRynSvCwg+XDoa+GVyosFoJ+gku3qnYMhQLaW8Ibj8DubsKL1EVHPsymePjfzbLtkgaHTPCuAaqd4P3jMsipIBZeW5g2gxFLqtR1586dTJs2jZycHHx9fenXrx/jx4+nc+fOJX0UCgUzZsxgzZo1JW09evTA19eX1atX8/XXX7Ny5Uqio6NLwmF5eXlYW1sTGhrK4MGDcXV1JTg4mAkTJpQcY8WKFezdu5ejR4+ybt06Fi5cSHx8PGZmohzDV199xcsvv1zlBO+4uDi2bt3K1q1bSUhIYNSoUQQGBjJw4MCScV2+fLnit87UFCcnp3K3f/LJJ/j6+mJjY0N4eDgLFy4kICCADRs26OwvE7wlDzVHt8CFP8Vz/wXQ3AXio8QqtoTTukUi9Y3AuZMoM+LcBYzLKc+izIf90bDnDCg1DKTmZkKx+3HPqi/h/ycWvjkG2fnitUIBIzuLFXj69+FruJYNe5KEBEGq+piBLjDVrfrHktQIcjVcHVJtY2n769pu5LrCzAbGfVzl7rm5uRw+fJhjx46xf/9+wsPD2bBhA88//zwgjKXNmzfz3HPPlewzb948IiMj+eOPP5g5cyZr164tYwxkZ2fz5ZdfMmbMGBwcHDA1NUVPr/SLp6CgACsrK5KSkpg3bx5RUVH8/vvvJdujoqLw9va+r9VwmzdvZtasWWRmZpKWloa1tXW19q8qO3fuZMyYMSQnJ2Nra1tmuzSWJA81Fw+J0FoxevpQVFi2n6ZIpHNHMKjGKrI7OUIJ/K/L2vpKbs1hQtfy5QHuJTkT1h6BixpepTb2MKOPKMVyPxQUwT9pkJIvZAaMZJCnvpAK3g2Ze+sKNdDzmpiYMGjQIAYNGsTixYuZOnUqS5YsKTGWyqPYW1NUVISfnx8hISFl+tjb25ObK3IJ1q9fT/fu3bW26+uLOH9N2PLJycls27aNLVu2EBkZib+/P4GBgVhZWZX0qSy/qE+fPuzbt6/K5+zRowcgPFa6jCWJ5KHlTiIc185t1DKUjC2E98jND1q2B/37vE1Zm8ILjwsNpu9PiPpwAHGp8OEB8HaGcb7QyloYL3kF4qEshHz13+K2AW1FzlKxMOal2yIsN6UXdNWVZV4JBnrQS34vNCaksVQfVDEU1tDw8vIiNDRUqy0sLEzLsxQWFoaPjw8Avr6+bN++HQcHB50Wu5WVFU5OTsTExDBp0qRyz7l161ZycnIwNTUtOUdlKJVKfvrpJ7Zs2cL+/fvp0KEDgYGB7NmzB3v7sitQIiMjKzxe8bmrSnESesuWLau1n0TS5PlnG+RlabeZ2ag1kPzA4RHhaaopnK3htQFw9roon3JN7dWPTICoBBGSK7yPH2XZ+bDmEHw2Biykd7ipI40lSRlSUlIYO3YsL774Ip07d8bS0pKIiAhWrlxJQECAVt8dO3bQtWtXevfuTUhICOHh4WzcuBGASZMmsWrVKgICAli+fDnOzs5cu3aNXbt2MX/+fJydnVm6dCmzZ8+mWbNm+Pv7o1QqiYiIIC0tjddee42JEyfyzjvvMGXKFBYtWkRsbCwfffRRpXN45ZVX2LNnDxMnTiQiIkIr10oXj1R1ibEOjh07RlhYGP3798fKyorjx48zb948RowYgavrffzqlEiaMk4d4PpZ7baRy4RHqTbp0AqWOcLRq0IeIC1baCrdj6FUjKUJGEpF7ocBaSxJymBhYUH37t355JNPuHLlCvn5+bi4uDBt2jTefvttrb7Lli1j27ZtvPLKKzg6OhISEoKXlxcAZmZmHDp0iAULFvD000+TkZGBk5MTAwYMKPE0TZ06FTMzM1atWsWbb76Jubk5nTp1Yu7cuSVj+emnn5gxYwY+Pj54eXkRHBzM6NGjK5zDwoULWbt2LQYGtf8RNzY2Zvv27SxbtgylUombmxvTpk3jzTffrPVzSySNjo5DwdYN9q8Sr40tataTVBF6etC7NTzmBgeiIeKaaDfSVz8MwNig9HnJXwMw1tHmaQvGhnUzdkm9IhO8a4CHtdyJQqFg9+7djBw5sr6H0uhoyp8LiaRKqIogOQ4sbOsvj1Py0CMTvCUSiUTScFHogb1HfY9CIqkScr2iRCKRSCQSSQVIz5LkvpERXIlEIpE8DEjPkkQikUgkEkkFSGNJIpFIJBKJpAKksVRHyJCVRBP5eZBIJJLGgzSWahlDQ6HBkZ2dXc8jkTQk8vJEodDisi4SiUQiabjIBO9aRl9fH2tra27dEkUYzczMSmqnSR5OioqKuH37NmZmZnUimimRSCSSB0N+U9cBjo6iunWxwSSR6Onp4erqKg1niUQiaQRIY6kOUCgUtGzZEgcHB/Lz8+t7OJIGgJGREXp6MgoukUgkjQFpLNUh+vr6MkdFIpFIJJJGhvxpK5FIJBKJRFIB0liSSCQSiUQiqQBpLEkkEolEIpFUgMxZqgGKBQbT09PreSQSiUQikUiqSvF9uzKhYGks1QAZGRkAuLi41PNIJBKJRCKRVJeMjAysrKzK3a5QyboLD0xRURHXr1/H0tKyxnRz0tPTcXFxIT4+nmbNmtXIMRsycr5NGznfpo2cb9OmKc9XpVKRkZFBq1atKpRzkZ6lGkBPTw9nZ+daOXazZs2a3IezIuR8mzZyvk0bOd+mTVOdb0UepWJkgrdEIpFIJBJJBUhjSSKRSCQSiaQCpLHUQDE2NmbJkiUYGxvX91DqBDnfpo2cb9NGzrdp87DNVxcywVsikUgkEomkAqRnSSKRSCQSiaQCpLEkkUgkEolEUgHSWJJIJBKJRCKpAGksSSQSiUQikVSANJZqmQ8++ACFQsHcuXNL2hQKhc7HqlWrqnTMbdu2oVAoGDlyZJltq1evxsPDAxMTE/z8/Dh8+HANzaRq1OV8ly5dWuaYjo6ONTibyqmp+X7zzTc698nNzdXqV5/Xty7n2pSuLcCdO3eYOXMmLVu2xMTEhPbt27N3716tPk3pf7ey+Tal6/vEE0/o3GfYsGFa/ZrK9a3KfBvC9a1ppIJ3LXL8+HHWrVtH586dtdpv3Lih9Xrfvn1MmTKF0aNHV3rMuLg43njjDfr06VNm2/bt25k7dy6rV6+mV69erF27Fn9/f86dO4erq+uDTaYK1PV8ATp06MCvv/5a8lpfX/8+Rn5/1PR8mzVrxoULF7TaTExMSp7X5/Wt67lC07m2eXl5DBo0CAcHB3744QecnZ2Jj4/H0tKypE9T+t+tynyh6VzfXbt2kZeXV/I6JSWFLl26MHbs2JK2pnR9qzJfqN/rWyuoJLVCRkaGqk2bNqqDBw+q+vXrp5ozZ065fQMCAlRPPvlkpccsKChQ9erVS7VhwwZVYGCgKiAgQGt7t27dVDNmzNBqa9euneqtt966nylUi/qY75IlS1RdunR5sIHfJzU9302bNqmsrKwq7FNf17c+5tqUru2aNWtUnp6eqry8vHL7NKX/3arMtyld33v55JNPVJaWlqrMzMyStqZ0fe9F13zr8/rWFjIMV0vMnDmTYcOGMXDgwAr7JSUlsWfPHqZMmVLpMZcvX469vb3Ovnl5eZw4cYLBgwdrtQ8ePJijR49Wb/D3QV3Pt5hLly7RqlUrPDw8GD9+PDExMdUe+/1QG/PNzMzEzc0NZ2dnhg8fzqlTp0q21ef1reu5FtNUru2PP/7I448/zsyZM2nRogUdO3bk/fffp7CwEGh6/7uVzbeYpnJ972Xjxo2MHz8ec3NzoOld33u5d77F1Nf1rS1kGK4W2LZtGydPnuT48eOV9t28eTOWlpY8/fTTFfb7+++/2bhxI5GRkTq3JycnU1hYSIsWLbTaW7Rowc2bN6s89vuhPuYL0L17d7Zs2cKjjz5KUlISK1asoGfPnpw9exZbW9vqTqPK1MZ827VrxzfffEOnTp1IT0/ns88+o1evXkRFRdGmTZt6u771MVdoWtc2JiaG33//nUmTJrF3714uXbrEzJkzKSgoYPHixU3uf7ey+ULTur6ahIeHc+bMGTZu3FjS1tSurya65gv1d31rlfp2bTU1rl27pnJwcFBFRkaWtFXk+mzbtq1q1qxZFR4zPT1d5e7urtq7d29J271hqcTERBWgOnr0qNa+K1asULVt27b6E6ki9TVfXWRmZqpatGih+vjjj6s8/upSG/PVRWFhoapLly6qV199VaVS1c/1ra+56qIxX9s2bdqoXFxcVAUFBSVtH3/8scrR0VGlUjWt/12VqvL56qIxX19NXnrpJVXHjh212pra9dVE13x1URfXt7aRxlINs3v3bhWg0tfXL3kAKoVCodLX19f6Ajl06JAK0Pow6+LUqVNljqlQKEqOefnyZZVSqVTp6+urdu3apbXv7NmzVX379q2VuapU9Tff8hg4cGCZ3ICapDbmWx5Tp05VDR06VKVSqerl+tbXXMujsV7bvn37qgYMGKDVtnfvXhWgUiqVTep/V6WqfL7l0VivbzFZWVmqZs2aqT799FOt9qZ2fYspb77lUdvXt7aRYbgaZsCAAZw+fVqr7YUXXqBdu3YsWLBAa0XAxo0b8fPzo0uXLhUes127dmWOuWjRIjIyMvjss89wcXHByMgIPz8/Dh48yKhRo0r6HTx4kICAgBqYmW7qa766UCqVREdHl7tyriaojfnqQqVSERkZSadOnQDq5frW11x10Zivba9evfjuu+8oKipCT0+kiV68eJGWLVtiZGQE0GT+d6Fq872Xxnx9i/n+++9RKpU8++yzWu1N6btZk/Lmq4u6uL61Tn1baw8Dulyfd+/eVZmZmanWrFmjc5/JkydXuFJCV1hq27ZtKkNDQ9XGjRtV586dU82dO1dlbm6uio2NfdApVIu6mu/rr7+u+vPPP1UxMTGqsLAw1fDhw1WWlpaNcr5Lly5V7d+/X3XlyhXVqVOnVC+88ILKwMBA9c8//5T0aQjXt67m2pSu7bVr11QWFhaqWbNmqS5cuKD6+eefVQ4ODqoVK1aU9GkI11alqrv5NqXrW0zv3r1V48aN07lPU7q+xVQ034ZyfWsS6VmqJ7Zt24ZKpWLChAk6t1+7dq3kV1lVGTduHCkpKSxfvpwbN27QsWNH9u7di5ubW00M+YGojfkmJCQwYcIEkpOTsbe3p0ePHoSFhTXK+d65c4eXXnqJmzdvYmVlhY+PD4cOHaJbt24lfRrq9a2NuTala+vi4sKBAweYN28enTt3xsnJiTlz5rBgwYKSPg312kLtzLcpXV8QnrMjR45w4MABnfs0pesLlc+3IV/f+0WhUqlU9T0IiUQikUgkkoaK1FmSSCQSiUQiqQBpLEkkEolEIpFUgDSWJBKJRCKRSCpAGksSiUQikUgkFSCNJYlEIpFIJJIKkMaSRCKRSCQSSQVIY0kikUgkEomkAqSxJJFIJBKJRFIB0liSSCSSeygsLKRnz56MHj1aq/3u3bu4uLiwaNGiehqZRCKpD6SCt0Qikejg0qVLeHt7s27dOiZNmgTAc889R1RUFMePHy+3KKxEIml6SGNJIpFIyuHzzz9n6dKlnDlzhuPHjzN27FjCw8Px9vau76FJJJI6RBpLEolEUg4qlYonn3wSfX19Tp8+zauvvipDcBLJQ4g0liQSiaQCzp8/T/v27enUqRMnT57EwMCgvockkUjqGJngLZFIJBXw9ddfY2ZmxtWrV0lISKjv4UgkknpAepYkEomkHI4dO0bfvn3Zt28fK1eupLCwkF9//RWFQlHfQ5NIJHWI9CxJJBKJDnJycggMDGT69OkMHDiQDRs2cPz4cdauXVvfQ5NIJHWMNJYkEolEB2+99RZFRUUEBwcD4Orqyscff8z8+fOJjY2t38FJJJI6RYbhJBKJ5B7++usvBgwYwJ9//knv3r21tg0ZMoSCggIZjpNIHiKksSSRSCQSiURSATIMJ5FIJBKJRFIB0liSSCQSiUQiqQBpLEkkEolEIpFUgDSWJBKJRCKRSCpAGksSiUQikUgkFSCNJYlEIpFIJJIKkMaSRCKRSCQSSQVIY0kikUgkEomkAqSxJJFIJBKJRFIB0liSSCQSiUQiqQBpLEkkEolEIpFUgDSWJBKJRCKRSCrg/wMe4wsHOxMcZAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MERCATOR\n",
+      "98       50.441930\n",
+      "210      50.441930\n",
+      "322      50.449657\n",
+      "434      50.456347\n",
+      "546      50.463935\n",
+      "           ...    \n",
+      "21266    50.723670\n",
+      "21378    50.723657\n",
+      "21490    50.723667\n",
+      "21602    50.723675\n",
+      "21714    50.723692\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PENDRUC\n",
+      "75      -4.620282\n",
+      "299     -4.620282\n",
+      "187     -4.620282\n",
+      "411     -4.620265\n",
+      "523     -4.620268\n",
+      "           ...   \n",
+      "21243   -4.620145\n",
+      "21355   -4.620145\n",
+      "21691   -4.620147\n",
+      "21579   -4.620147\n",
+      "21467   -4.620147\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LAREDO\n",
+      "35       50.241367\n",
+      "371      50.241367\n",
+      "2051     50.241367\n",
+      "2163     50.241367\n",
+      "4291     50.241367\n",
+      "           ...    \n",
+      "20419    50.437243\n",
+      "19523    50.437243\n",
+      "18627    50.437243\n",
+      "17731    50.437243\n",
+      "17619    50.437243\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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xoWfPnoD1ikd0dDRffvklf/jDH2jQoPxfQ0UjTM+bN4+AgAC8vb2Jjo4u9fZYVaxcuZK//vWvjBgxgmuuuYbQ0FCOHj3Ku+++S2JiIiNHjixxVS0pKYl7772XYcOGkZqaysSJE2nWrBljxowBwN/fn5kzZxIXF8eJEye49dZbady4MceOHWPr1q0cO3aMOXPmANaf2bXXXkuvXr148MEHiYqK4uTJk+zevZtPPvnENgDoI488woIFCxg0aBDPPfcc4eHhLFmyxBbYqlvPnj257777uPvuu0lKSqJ37974+flx+PBhVq9ezRVXXMGDDz5Iu3btaNWqFePHj8cYQ8OGDfnkk09s9WDnK+t7GhAQcEl9DQwMpHfv3syYMYOwsDCioqJYtWoV8+fPL3Nwx4p+huKiHFu/LVI3lPU0WYcOHUptv2bNGtOjRw/j6+trGjVqZO69916zadMmA5i33nrL1q60R+uNsT4V07dvXxMYGGi8vLxMZGSkufXWW+0evTbG+mTPwIEDTVBQkPHy8jKtWrUyjz76qF2bCRMmmKZNmxo3Nze7p4vOnj1rpk2bZi677DLj4eFhwsLCzB133GFSU1MrfZxFvv32WwOYF198sdx2F/roo48MYGJjY+3mjx492gDm1VdfLbEOFzxNZowxr7zyiomOjjbu7u5257isvsfFxZV4XPxCqampZtKkSaZnz54mIiLCNGjQwAQEBJirr77azJw50xQUFNjaFj2J9OWXX5o777zTBAcHGx8fH/P73//e7Nq1q8S2V61aZQYNGmQaNmxoPDw8TLNmzcygQYPM+++/b9du79695p577jHNmjUzHh4eplGjRuaaa64p8WTTL7/8YmJjY423t7dp2LChGTVqlO3cVvZpsg0bNpS6fNCgQaWeqwULFpirr77a+Pn5GR8fH9OqVSszcuRIk5SUVKJfAQEBJiQkxAwbNszs37+/1J9hWd/TyMhIM2jQoBL7B8xf/vKXEucLMDNmzLDNO3DggBk6dKgJCQkxAQEBZsCAAebnn382kZGRJi4ursR5qOzPUFyLxRhjaj+CibiGRx99lMWLF9sNQueMHn/8cebMmUNqauolX5FxRgsXLuTuu+9mw4YNpRYhS92nn6GUR7fJRGrA0aNHWbt2LcuWLaNHjx6O7s5FW7duHTt37mT27Nncf//9LhmERKT+UxgSqQGff/45Y8eOpXv37vzrX/9ydHcuWo8ePfD19WXw4ME899xzju6OiEiN0G0yERERcWl6tF5ERERcmsKQiIiIuDSFIREREXFpKqCuQGFhIYcOHSIgIKDMVxaIiIhI3WKM4eTJkzRt2tT23seyKAxV4NChQ7Ro0cLR3RAREZGLkJqaWuFLrxWGKlA0XHxqaiqBgYEO7o2IiIhURlZWFi1atKjUa18UhipQdGssMDBQYUhERMTJVKbERQXUIiIi4tIUhkRERMSlKQyJiIiIS1PNUDU5e/Ys+fn5ju6G1AGenp4VPsYpIiJ1h8LQJTLGkJaWxm+//eborkgd4ebmRnR0NJ6eno7uioiIVILC0CUqCkKNGzfG19dXAzO6uKJBOg8fPkzLli31fRARcQIKQ5fg7NmztiAUGhrq6O5IHdGoUSMOHTpEQUEBHh4eju6OiIhUQIUNl6CoRsjX19fBPZG6pOj22NmzZx3cExERqQyFoWqgWyFyPn0fRESci8KQiIiIuDSFIalTUlJSsFgsbNmyxdFdERERF6Ew5IKOHj3K/fffT8uWLfHy8iIiIoIbb7yRtWvXOrprddLzzz/PNddcg6+vL8HBwY7ujoiIVDM9TeaChg4dSn5+PgkJCcTExHDkyBG+/vprTpw44eiuVcqBAwdo1qxZrdXm5OXlMWzYMHr06MH8+fNrZZ8iIi5hxW+QUwi9AyHIcZFEV4ZczG+//cbq1auZNm0affv2JTIykquuuooJEyYwaNAgWzuLxcKcOXMYOHAgPj4+REdH8/7779tt6+DBg/z5z38mJCSE0NBQhgwZQkpKil2bt956i/bt2+Pt7U27du2YPXu23fL169fTpUsXvL296datG5s3b67wGCZPnkxMTAxTpkwhOTn54k9GJT3zzDM8+uijXHHFFTW+LxGRei+nEJ5Jhc5bYdw+mJwKU1Id2iWFIRfj7++Pv78/H374Ibm5ueW2nTx5MkOHDmXr1q3ccccd3H777Wzfvh2AM2fO0LdvX/z9/fnuu+9YvXo1/v7+DBgwgLy8PADeeOMNJk6cyPPPP8/27dt54YUXmDx5MgkJCQCcPn2awYMH07ZtWzZu3Eh8fDxPPPFEhcfw6quvMnnyZFatWkWbNm3o3bs38+fP5+TJk+Uec1mfgQMHVuUUiojIxUjOgQG/QPefYPkFdyKC3B3Tp3Msxhjj0B7UcVlZWQQFBZGZmUlgYKDdspycHPbu3Ut0dDTe3t7FC7oBabXbTyKApMo1/eCDDxg9ejTZ2dl07dqVPn36cNttt9GxY0dbG4vFwgMPPMCcOXNs87p3707Xrl2ZPXs2CxYsYPr06Wzfvt12uyovL4/g4GA+/PBD+vfvT8uWLZk2bRq33367bRvPPfccn3/+OWvWrGHevHlMmDCB1NRU21hNr7/+Og8++CCbN2+mc+fOFR7Lvn37WLx4MYsXL+bAgQPccsstxMXF0a9fP1u/du/eXe42fHx8aNasWYX7WrhwIY888kiFr14p83shIuJq8g0kZliv/pQlygv+fRl4Vu/1mfL+fl9INUM1IQ046OhOlG3o0KEMGjSI77//nrVr15KYmMj06dN58803ueuuu2ztevToYbdejx49bE95bdy4kd27dxMQEGDXJicnhz179nDs2DFSU1MZNWoUo0ePti0vKCggKCgIgO3bt9OpUye7QSsv3GdFIiMjmTRpEpMmTSIhIYGxY8eyZMkSMjIybMXOrVu3rtI2RUTkEh3Og/lH4T/Hy27z51B4ohl4OH5sNoWhmhBR9/fp7e1NbGwssbGxPP3009x7771MmTLFLgyVpuhqS2FhIVdeeSVLliwp0aZRo0bk5OQA1ltlV199td1yd3fr5dDquCiZnp7O0qVLWbRoEVu2bGHgwIHExcXZAhdYb5OVp1evXnzxxReX3BcREZd21sCak/DPQ5BcThnGtJbQPxjq0AC1CkM1oZK3q+qSyy+/nA8//NBu3rp16xg5cqTddJcuXQDo2rUr7733Ho0bNy718mNQUBDNmjUjOTmZESNGlLnPxYsXk52djY+Pj20fFcnNzeWTTz5h0aJFJCYm0qFDB+Li4vjss89o1KhRifYVjVlUtG8REbkIx/PhwxMws5z6kLAG8FoMtKubv28VhlzM8ePHGTZsGPfccw8dO3YkICCApKQkpk+fzpAhQ+zavv/++3Tr1o1rr72WJUuWsH79etuj5SNGjGDGjBkMGTKEZ599lubNm7N//36WLVvGuHHjaN68OfHx8Tz88MMEBgYycOBAcnNzSUpKIiMjg8cee4zhw4czceJERo0axaRJk0hJSeGll16q8BjGjBnDZ599xvDhw0lKSrKrdSrNpd4m279/PydOnGD//v2cPXvWFq5at25d4VUnEZF6yRhIOg3/TocVmWW3GxAMjzSBCM9a69pFMVKuzMxMA5jMzMwSy7Kzs80vv/xisrOzHdCzi5OTk2PGjx9vunbtaoKCgoyvr69p27atmTRpkjlz5oytHWBmzZplYmNjjZeXl4mMjDTvvvuu3bYOHz5sRo4cacLCwoyXl5eJiYkxo0ePtjtXS5YsMZ07dzaenp4mJCTE9O7d2yxbtsy2fO3ataZTp07G09PTdO7c2XzwwQcGMJs3by7zGHbt2mXy8/Or76RUIC4uzgAlPitXriy1vTN+L0REKiUz35i3jxrz+1+M6bSl7M8bacZkFji2q+X8/b6QniarwEU9TVYPWCwWli9fzs033+zorjid+vy9EBEXZAz8nA3/SYePMspu522B8c3h98HV/mTYxdDTZCIiInLp/psBbx2DX7PLbtPRF+4Nh2sDwK3uFEVXhcKQiIiI2Csw8NJBWFrOo/GxQRDXGP7Pt+w2TkJhSEqlu6ciIi4qqwB6byt7+Z9D4c5G0Nyr9vpUwxSGRERExDpa9BtHYN6RkstCGsBtofCnMOt/1zOOr3CqpJ07dzJkyBDCwsIIDAykZ8+erFy5stx1LBZLqZ8ZM2bUUq9FRETquFNnYdFR+N3/Sg9CE5vBF+3h/oh6GYTAicLQoEGDKCgo4JtvvmHjxo107tyZwYMHk5ZW9iBPhw8ftvssWLAAi8XC0KFDa7HnIiIiddDRfHjlkPXlqf84XHL5Y01gY0cYFgbeThMXLopTRLz09HR2797NggULbAPsvfjii8yePZtt27YREVH6uygunP/RRx/Rt29fYmJiarzPIiIiddLuHOuVoM9/sxZKX8jfDRIvB3/Hvkm+NjlFGAoNDaV9+/YsWrSIrl274uXlxdy5cwkPD+fKK6+s1DaOHDnCZ599RkJCQrntcnNzyc0tfqdKVlbWJfVdRETE4YpGjF54FH44WXa7kY3gr03A3Tkfkb9YThGGLBYLK1asYMiQIQQEBODm5kZ4eDiJiYm2N5NXJCEhgYCAAP74xz+W227q1Kk888wz1dBrERERBysw8HUmJByFX8oZK6iBBSY1g5tDa69vdYhDbwLGx8eXWeRc9ElKSsIYw5gxY2jcuDHff/8969evZ8iQIQwePJjDh0u5z1mKBQsWMGLEiApHBJ4wYQKZmZm2T2pqanUcqlRSSkoKFoulwperiohIObLPwtJ0GPIrPLmv/CAU4g5zY1w2CIGDrwyNHTuW2267rdw2UVFRfPPNN3z66adkZGTYhtSePXs2K1asICEhgfHjx5e7je+//54dO3bw3nvvVdgnLy8vvLzqz9gJpTl69CiTJ0/miy++4MiRI4SEhNCpUyfi4+Pp0aOHo7tX5/zhD39gy5YtHD16lJCQEPr168e0adNo2rSpo7smImLvRL51oMT30iHzrP2ydj7g5wYbTxfPa+UNr0ZBs/r9d68iDg1DYWFhhIWFVdjuzJkzALi52V/IcnNzo7CwsML158+fz5VXXkmnTp0urqP1zNChQ8nPzychIYGYmBiOHDnC119/zYkTJxzdtUo5cOAAzZo1w2KpnXvaffv25amnnqJJkyYcPHiQJ554gltvvZU1a9bUyv5FRCq0LxcWH4NPTkDuBUXRPQNgRBh8l2U/onSvAJga6VKF0mVximflevToQUhICHFxcWzdupWdO3cybtw49u7dy6BBg2zt2rVrx/Lly+3WzcrK4v333+fee++t7W7XSb/99hurV69m2rRp9O3bl8jISK666iomTJhgdy4tFgtz5sxh4MCB+Pj4EB0dzfvvv2+3rYMHD/LnP/+ZkJAQQkNDGTJkCCkpKXZt3nrrLdq3b4+3tzft2rVj9uzZdsvXr19Ply5d8Pb2plu3bmzevLnCY5g8eTIxMTFMmTKF5OTkiz8ZlfToo4/SvXt3IiMjueaaaxg/fjzr1q0jPz+/xvctIlKuLafh0b1w86/wn+PFQagBMDgE3r8MpraERcfsg9DIRvBKtILQOU4RhsLCwkhMTOTUqVNcf/31dOvWjdWrV/PRRx/ZXe3ZsWMHmZmZdusuXboUYwy33357bXe7TvL398ff358PP/zQ7qm50kyePJmhQ4eydetW7rjjDm6//Xa2b98OWK/W9e3bF39/f7777jtWr16Nv78/AwYMIC8vD4A33niDiRMn8vzzz7N9+3ZeeOEFJk+ebHui7/Tp0wwePJi2bduyceNG4uPjeeKJJyo8hldffZXJkyezatUq2rRpQ+/evZk/fz4nT5b+hETRMZf1GThwYKXP34kTJ1iyZAnXXHMNHh4elV5PRKTaFBr4JhPidsFdu2FlFhRdDPJzswadz9rDcy2tb4+/czesO2Vd3sAC8c3hsaYu98RYeSxGL6EqV1ZWFkFBQWRmZtrqlYrk5OSwd+9eoqOj7Quzh++E9ILa7WhYA3jnsko1/eCDDxg9ejTZ2dl07dqVPn36cNttt9nGcALrlaEHHniAOXPm2OZ1796drl27Mnv2bBYsWMD06dPZvn277XZVXl4ewcHBfPjhh/Tv35+WLVsybdo0uyD63HPP8fnnn7NmzRrmzZvHhAkTSE1NxdfX+qK/119/nQcffJDNmzfTuXPnCo9l3759LF68mMWLF3PgwAFuueUW4uLi6Nevn61fu3fvLncbPj4+NGvWrNw2Tz75JK+99hpnzpyhe/fufPrpp4SGll5sWOb3QkTkUuQWwicZ1tth+y74n9lGDWBEIxgaCgHnrvasPwlP7IOsc7VDIe7wUhRc6V+r3XaU8v5+X8gpHq13OukF1pE966ihQ4cyaNAgvv/+e9auXUtiYiLTp0/nzTff5K677rK1u7CYukePHranvDZu3Mju3bsJCAiwa5OTk8OePXs4duwYqampjBo1itGjR9uWFxQUEBQUBMD27dvp1KmTLQiVts+KREZGMmnSJCZNmkRCQgJjx45lyZIlZGRk2IZdaN26dZW2WZpx48YxatQo9u3bxzPPPMPIkSP59NNPa61uSURcWGYB/Ps4vJsOJy74H+1W3tYrQb8PBo/zbva8nw4vHoSz57VToXSZFIZqQpgDTmsV9+nt7U1sbCyxsbE8/fTT3HvvvUyZMsUuDJWm6I9/YWEhV155JUuWLCnRplGjRuTk5ADWW2VXX3213XJ3d+v/tVTHRcn09HSWLl3KokWL2LJlCwMHDiQuLs4WuMB6m6w8vXr14osvvii3TVGx/2WXXUb79u1p0aIF69at09N3IlJzDubC2+mw/ATkXPCw0O/8Ia6RtTj6/P8pKzDw0kEVSleRwlBNqOTtqrrk8ssv58MPP7Sbt27dOkaOHGk33aVLFwC6du3Ke++9R+PGjUu9/BgUFESzZs1ITk5mxIgRZe5z8eLFZGdn4+PjY9tHRXJzc/nkk09YtGgRiYmJdOjQgbi4OD777DMaNWpUon1FYxYV7buyikJcRTVXIiIX5ZczkHAMVvwG52cgNyA22HolqINvyfWyCuBv+4rrg8BlR5SuKoUhF3P8+HGGDRvGPffcQ8eOHQkICCApKYnp06czZMgQu7bvv/8+3bp149prr2XJkiWsX7+e+fPnAzBixAhmzJjBkCFDePbZZ2nevDn79+9n2bJljBs3jubNmxMfH8/DDz9MYGAgAwcOJDc3l6SkJDIyMnjssccYPnw4EydOZNSoUUyaNImUlBReeumlCo9hzJgxfPbZZwwfPpykpCS7WqfSXMptsvXr17N+/XquvfZaQkJCSE5O5umnn6ZVq1a6KiQi1ccY62syEo7BhlP2y7zd4JaGcEdY2be59uXCw3uLa4lcfETpKjNSrszMTAOYzMzMEsuys7PNL7/8YrKzsx3Qs4uTk5Njxo8fb7p27WqCgoKMr6+vadu2rZk0aZI5c+aMrR1gZs2aZWJjY42Xl5eJjIw07777rt22Dh8+bEaOHGnCwsKMl5eXiYmJMaNHj7Y7V0uWLDGdO3c2np6eJiQkxPTu3dssW7bMtnzt2rWmU6dOxtPT03Tu3Nl88MEHBjCbN28u8xh27dpl8vPzq++klON///uf6du3r2nYsKHx8vIyUVFR5oEHHjAHDhwocx1n/F6IiIPknTXmo+PGDP3VmE5b7D99fzZmXpoxGRX8vvsxy5hePxWvd91PxiSdrJ3+12Hl/f2+kJ4mq8BFPU1WD1gsFpYvX87NN9/s6K44nfr8vRCRanLyLHxwHN5JL/nATaQX3NnIOk6QdwUj4KhQukx6mkxERKQuOpIHS9KtQej0BUXRnXwhrjFcFwhuFdT4qFC6WikMiYiI1LRd2dZ6oMQMOP/peAvW8BPXGDr7VW5bKpSudgpDUirdPRURuUTGWIuhE45Zi6PP52mBm0Kst8OiqnA7XYXSNUJhSEREpDoVGPjqN2sI2p5tvyzQHf4cCreFQWgVX+nj4iNK1ySFIRERkepw5ix8eMI6UOKhPPtlTT3hzjC4uSH4XERNjwqla5TCkIiIyKU4nm99Vca/jxdftSlyuY91pOgbgq23tKpKhdK1QmFIRETkYqTkwKJj8GkG5F1QZ9kzAO5qDN387F+XURUqlK41CkMiIiJVsfk0JByFVVlwfgZqYIGBwdYrQa2r9pqfElQoXasUhkRERCpy1ljDz8Kj8L8z9sv83WBoKAxvBOFVLIoujQqla53CkNQpKSkpREdHs3nzZjp37uzo7oiIq8sptN4GW3QU9l9QFN3YA0aEwR9DIaCa6ndUKO0QFYzzLfXR0aNHuf/++2nZsiVeXl5ERERw4403snbtWkd3rU6KiorCYrHYfcaPH+/obolITfqtAOYdgYHb4bkD9kGojTf8vQV81s46WGJ1BKECAy8egOfPC0K9AiChtYJQLdCVIRc0dOhQ8vPzSUhIICYmhiNHjvD1119z4sQJR3etUg4cOECzZs2wXGxR4kV49tlnGT16tG3a31+Xq0XqpYO5sPgYfJhhvSp0vqv8rfVA1wRcfFF0aVQo7XC6MuRifvvtN1avXs20adPo27cvkZGRXHXVVUyYMIFBgwbZ2lksFubMmcPAgQPx8fEhOjqa999/325bBw8e5M9//jMhISGEhoYyZMgQUlJS7Nq89dZbtG/fHm9vb9q1a8fs2bPtlq9fv54uXbrg7e1Nt27d2Lx5c4XHMHnyZGJiYpgyZQrJyckXfzKqICAggIiICNtHYUikntl2Bv6WAjf9an2MvSgIuQMDguHdNjCvFfQMrN4gtC8X7txdHIQaWCC+OTzWVEGoFikMuRh/f3/8/f358MMPyc3NLbft5MmTGTp0KFu3buWOO+7g9ttvZ/v27QCcOXOGvn374u/vz3fffcfq1avx9/dnwIAB5OVZLye/8cYbTJw4keeff57t27fzwgsvMHnyZBISEgA4ffo0gwcPpm3btmzcuJH4+HieeOKJCo/h1VdfZfLkyaxatYo2bdrQu3dv5s+fz8mTJ0ttX3TMZX0GDhxY4T6nTZtGaGgonTt35vnnn7cdo4g4sUID32XBqN0wYhd8mQlFF4O83eD2MPi4PbwYCe19q3//60/CnbuKnxgLcYe5MXpizAEsRi+hKldWVhZBQUFkZmYSGBhotywnJ4e9e/cSHR2Nt/f575bpBqTVaj8hAkiqVMsPPviA0aNHk52dTdeuXenTpw+33XYbHTt2tLWxWCw88MADzJkzxzave/fudO3aldmzZ7NgwQKmT5/O9u3bbber8vLyCA4O5sMPP6R///60bNmSadOmcfvtt9u28dxzz/H555+zZs0a5s2bx4QJE0hNTcXX1/qL5vXXX+fBBx+sdAH1vn37WLx4MYsXL+bAgQPccsstxMXF0a9fP1u/du/eXe42fHx8aNasWZnL//nPf9K1a1dCQkJYv349EyZMYMiQIbz55pulti/7eyEidUJeIXz+m7UoOvmC/ykMbWB9VcafQiGoBitJVChd48r7+30h1QzViDTgoKM7UaahQ4cyaNAgvv/+e9auXUtiYiLTp0/nzTff5K677rK169Gjh916PXr0YMuWLQBs3LiR3bt3ExAQYNcmJyeHPXv2cOzYMVJTUxk1apRdrU1BQQFBQUEAbN++nU6dOtmCUGn7rEhkZCSTJk1i0qRJJCQkMHbsWJYsWUJGRgbBwcEAtG7dukrbvNCjjz5q+++OHTsSEhLCrbfeartaJCJOosBY64HeOQbHCuyXRXlZX5o6OAS8avCmiUaUrpMUhmpERJ3fp7e3N7GxscTGxvL0009z7733MmXKFLswVJqiqy2FhYVceeWVLFmypESbRo0akZOTA1hvlV199dV2y93drf/gq+OiZHp6OkuXLmXRokVs2bKFgQMHEhcXZwtcUHGxc69evfjiiy8qvc/u3bsD1itOCkMiTsQdWPGbfRDq7Gt9IqxPILjVcI2OCqXrLIWhGlG521V1yeWXX86HH35oN2/dunWMHDnSbrpLly4AdO3alffee4/GjRuXevkxKCiIZs2akZyczIgRI8rc5+LFi8nOzsbHx8e2j4rk5ubyySefsGjRIhITE+nQoQNxcXF89tlnNGrUqET7oqtZZSnad2UVFXk3adKkSuuJiINZLNZXZDy5D/oGWZ8M6+RXO/vWiNJ1msKQizl+/DjDhg3jnnvuoWPHjgQEBJCUlMT06dMZMmSIXdv333+fbt26ce2117JkyRLWr1/P/PnzARgxYgQzZsxgyJAhPPvsszRv3pz9+/ezbNkyxo0bR/PmzYmPj+fhhx8mMDCQgQMHkpubS1JSEhkZGTz22GMMHz6ciRMnMmrUKCZNmkRKSgovvfRShccwZswYPvvsM4YPH05SUpJdrVNpLuU22dq1a1m3bh19+/YlKCiIDRs28Oijj/KHP/yBli1bXvR2RcRBbgiCD9tBZC3W5mhE6brPSLkyMzMNYDIzM0ssy87ONr/88ovJzs52QM8uTk5Ojhk/frzp2rWrCQoKMr6+vqZt27Zm0qRJ5syZM7Z2gJk1a5aJjY01Xl5eJjIy0rz77rt22zp8+LAZOXKkCQsLM15eXiYmJsaMHj3a7lwtWbLEdO7c2Xh6epqQkBDTu3dvs2zZMtvytWvXmk6dOhlPT0/TuXNn88EHHxjAbN68ucxj2LVrl8nPz6++k1KOjRs3mquvvtoEBQUZb29v07ZtWzNlyhRz+vTpMtdxxu+FiNSQfx8zpusWYzqd+/zxV2MO5Di6Vy6hvL/fF9LTZBW4uKfJnJ/FYmH58uXcfPPNju6K06nP3wsRqSQVSjucniYTERFxFBVKOx2FIRERkeqiQmmnpDAkpdLdUxGRKiqtUPrlKOiqQum6TmFIRETkUmlEaaemMFQNdBVFzqfvg4gLUaF0vaAwdAk8PDwA60tLqzpwn9RfRS9xLRppW0TqKRVK1xsKQ5fA3d2d4OBgjh49CoCvr6/tdRXimgoLCzl27Bi+vr40aKB/XiL1lgql6xX9tr5EERHWd4IVBSIRNzc3WrZsqWAsUl+pULreURi6RBaLhSZNmtC4cWPy8/Md3R2pAzw9PXFzq8G3XouI46hQul5SGKom7u7uqhEREamvVChdrykMiYiIlEeF0vWewpCIiEhZVCjtEhSGRERESqNCaZehMCQiInIhFUq7FIUhERGRIiqUdkkKQyIiIqBCaRfmNIOh7Ny5kyFDhhAWFkZgYCA9e/Zk5cqV5a5z6tQpxo4dS/PmzfHx8aF9+/bMmTOnlnosIiJOY18u3Lm7OAg1sEB8c3isqYKQC3CaMDRo0CAKCgr45ptv2LhxI507d2bw4MGkpaWVuc6jjz5KYmIib7/9Ntu3b+fRRx/loYce4qOPPqrFnouISJ22/iTcuav4ibEQd5gXoyfGXIhThKH09HR2797N+PHj6dixI23atOHFF1/kzJkzbNu2rcz11q5dS1xcHNdddx1RUVHcd999dOrUiaSkpFrsvYiI1Fnvp8ODycVPjLXyhrfb6IkxF+MUYSg0NJT27duzaNEiTp8+TUFBAXPnziU8PJwrr7yyzPWuvfZaPv74Yw4ePIgxhpUrV7Jz505uvPHGMtfJzc0lKyvL7iMiIvVMgYEXD8Dz5z0x1isAElrriTEX5BQF1BaLhRUrVjBkyBACAgJwc3MjPDycxMREgoODy1zv1VdfZfTo0TRv3pwGDRrg5ubGm2++ybXXXlvmOlOnTuWZZ56pgaMQEZE6QYXScgGHXhmKj4/HYrGU+0lKSsIYw5gxY2jcuDHff/8969evZ8iQIQwePJjDhw+Xuf1XX32VdevW8fHHH7Nx40ZefvllxowZw1dffVXmOhMmTCAzM9P2SU1NrYlDFxERR1ChtJTCYowxjtp5eno66enp5baJiorihx9+oH///mRkZBAYGGhb1qZNG0aNGsX48eNLrJednU1QUBDLly9n0KBBtvn33nsvBw4cIDExsVJ9zMrKIigoiMzMTLt9i4iIk9GI0i6lKn+/HXqbLCwsjLCwsArbnTlzBgA3N/sLWW5ubhQWFpa6Tn5+Pvn5+SXWcXd3L3MdERGppzSitJTDKQqoe/ToQUhICHFxcWzdupWdO3cybtw49u7da3fVp127dixfvhyAwMBA+vTpw7hx4/j222/Zu3cvCxcuZNGiRdxyyy2OOhQREalNKpSWSnCKAuqwsDASExOZOHEi119/Pfn5+XTo0IGPPvqITp062drt2LGDzMxM2/TSpUuZMGECI0aM4MSJE0RGRvL888/zwAMPOOIwRESkNqlQWirJoTVDzkA1QyIiTmhfLjy8t3ggxQYWmNRMAym6EKepGRIREal2KpSWKlIYEhGR+kOF0nIRFIZERMT5FRh46SAsPV48r1cATI0Ef3fH9UucgsKQiIg4NxVKyyVSGBIREeelQmmpBgpDIiLinFQoLdVEYUhERJyPCqWlGikMiYiI81ChtNQAhSEREXEOKpSWGqIwJCIidZ8KpaUGKQyJiEjdpkJpqWFO8dZ6ERGpIxYdhR+yam9/76fDg8nFQaiVN7zdRkFIqpWuDImISMWMgVlp8OZR8LbA7JiaDSQqlJZapDAkIiLlKzQw4xC8m26dzjHw85maC0MqlJZapjAkIiJlKzDwbCp8nFE8b3wzuC2sZvZXaqF0c7i5Yc3sTwSFIRERKUt+IUzYD19lWqfdgPgW8IcaCiYqlBYHURgSEZGSsgvhiRT44aR1uoEFXmwJ/YJrZn8aUVocSGFIRETsnTprvVW16bR12tsC/4iCawKrf18qlJY6QGFIRESKZRTAX5Lhl2zrtL8bvBpdM7eqVCgtdYTCkIiIWB3Nhwf2QPK54uVgd+sj9Jf7Vv++VCgtdYjCkIiIwMFcuD8ZDuRZpxs1gNdbWWt3qpsKpaWOURgSEXF1e3OsQehovnW6qSfMi4HmNVC8rEJpqYMUhkREXNmvZ6yvu8g4l05ivGBOKwj3qN79qFBa6jCFIRERV7X5NDyUDKcKrdPtfKw1Qg2r+U+DCqWljlMYEhFxRWtPwqMpkHMuCHX2hZkxEFDNV2lUKC1OQGFIRMTVfJMJT+6DfGOd7uFvHUfIp5qDkAqlxUkoDImIuJLPMuDp/cUFzNcHWUeW9nSr3v2oUFqciMKQiIir+Hc6vHCweHpwiPVdYw2qsW5HhdLihBSGRERcwVtH4V+Hi6f/FGp9+7xbNQYhFUqLk1IYEhGpz4yB19Jg/tHiefc0hociwFKNAUWF0uLEFIZEROqrQgPTL7hl9XAE3BNevftRobQ4OYUhEZH6qMDAM6nwSUbxvAnN4M9h1buff6fDNBVKi3NTGBIRqW/yCmHCfvg60zrtBjzTAm6qxltWBQZmHIT3VCgtzk9hSESkPskuhMdTYM1J63QDC0xrCTcEV98+VCgt9YzCkIhIfXHyrLWIefNp67S3xTqY4jWB1bcPFUpLPaQwJCJSH2QUwJhk2J5tnfZ3g5nR0KUai5hVKC31lMKQiIizO5oPD+yB5HNXa0LcrS9cbe9bfftQobTUYwpDIiLO7EAu3J8MB/Os040awNxWEONdPdtXobS4AIUhERFntSfHekXoWIF1upknzIupvqs1KpQWF6EwJCLijLafsdYIZZy7bxXjBXNaQbhH9WxfhdLiQhSGRESczeZT8NBeOFVonW7vY60RCqmmX+kqlBYXozAkIuJM1pyEx/ZCjrFOd/GDV6MhoJrqd1QoLS5IYUhExFl8kwlP7oP8c0HomgDrFRsft0vftgqlxYVVw7+g2rFz506GDBlCWFgYgYGB9OzZk5UrV5a7zpEjR7jrrrto2rQpvr6+DBgwgF27dtVSj0VEqtGnJ2BcSnEQ6hcEr0RVTxDKKoCxyfZBaGQjeCVaQUhcgtOEoUGDBlFQUMA333zDxo0b6dy5M4MHDyYtLa3U9sYYbr75ZpKTk/noo4/YvHkzkZGR9OvXj9OnT9dy70VELsF76TAptfjW1U0h8GIkeFbDr/B9uXDn7uInxhpYIL4FPNZUT4yJy7AYY4yjO1GR9PR0GjVqxHfffUevXr0AOHnyJIGBgXz11VfccMMNJdbZuXMnbdu25eeff6ZDhw4AnD17lsaNGzNt2jTuvffeSu07KyuLoKAgMjMzCQysxiHtRUQqY/4RmHne//TdFgp/awZu1RBUVCgt9VhV/n47xZWh0NBQ2rdvz6JFizh9+jQFBQXMnTuX8PBwrrzyylLXyc21Pg7q7V088Ji7uzuenp6sXr26zH3l5uaSlZVl9xERqXXGwKuH7YPQqMbwZDUFoX+nw4PJxUGolTe83UZBSFySU4Qhi8XCihUr2Lx5MwEBAXh7e/PPf/6TxMREgoODS12nXbt2REZGMmHCBDIyMsjLy+PFF18kLS2Nw4cPl7mvqVOnEhQUZPu0aNGiho5KRKQMhQamHoQFR4vn/bUJPNQELJcYhAoMTD0AL5z3xFivAEhorSfGxGU5NAzFx8djsVjK/SQlJWGMYcyYMTRu3Jjvv/+e9evXM2TIEAYPHlxmsPHw8OCDDz5g586dNGzYEF9fX7799lsGDhyIu3vZBYETJkwgMzPT9klNTa2pwxcRKanAwNOp8O9zxcwW4KlmcHfjS9+2CqVFSuXQmqH09HTS09PLbRMVFcUPP/xA//79ycjIsLvv16ZNG0aNGsX48ePL3UZmZiZ5eXk0atSIq6++mm7dujFr1qxK9VE1QyJSa/IKYfx+6yP0AO7Asy1hUMilb1sjSouLqcrfb4eOMxQWFkZYWFiF7c6cOQOAm5v9hSw3NzcKCwsrXD8oKAiAXbt2kZSUxN///veL6K2ISA3KPguPpcDac091eVhgWiRcH3Tp21ahtEi5nKJmqEePHoSEhBAXF8fWrVvZuXMn48aNY+/evQwaNMjWrl27dixfvtw2/f777/Ptt9/aHq+PjY3l5ptvpn///o44DBGR0mWdtRYzFwUhbzfrqNLVEYRUKC1SIacYgTosLIzExEQmTpzI9ddfT35+Ph06dOCjjz6iU6dOtnY7duwgMzPTNn348GEee+wxjhw5QpMmTRg5ciSTJ092xCGIiJTuRIH1hau/Zlun/d1gZoz1NRuXQiNKi1SaU4wz5EiqGRKRGnMkHx7YA3vP1fGEuMOcGGjne2nbzSqAv+0rHkgRrIXSf22igRTFZThNzZCIiMs6kAv3J8PBPOt0Yw94PQZivMtfryIqlBapMoUhEZHatifHekXoWIF1urknzI259HF+VCgtclEUhkREatMvZ6w1Qr+dCywxXvB6K+uVoUvx73SYdt5Aiq284dUoDaQoUgkKQyIitWXTKXhoL5w+NyTI5T4wKwZCLuFXsQqlRS6ZwpCISG34IQseT4Gcc8+sdPWzPj5/KYFFhdIi1UJhSESkpn31m3Vk6YJzQahnALwUBT6XMNSbCqVFqo3CkIhITfr4BMSnQtFg+f2CYGpL8LiEIKRCaZFqpTAkIlJTlqbDiweLp/8QAk+3sF7FuVgqlBapdgpDIiI1Yf4RmJlWPH17GIxrCm4XGYRUKC1SYxSGRESqkzHw6mF461jxvNGNYUwEWC4yCKlQWqRGKQyJiFSXQgNTD8L75129+WsTuLvxxW9ThdIiNU5hSESkOhQYmJIKn2VYpy3AU81gWNjFb1OF0iK1QmFIRORS5RXCk/tgZZZ12h14tiUMCrn4bapQWqTWKAyJiFyK7LPwaEpxPY+HBaZHQt+gi9ueCqVFap3CkIjIxco6Cw8lw9Yz1mlvN3glCroHXOT2VCgt4ggKQyIiF+NEPjyYDDtyrNP+bvBaDHT2u7jtqVBaxGEUhkREqupIHtyfDCnngktIA5gTA+18Lm57KpQWcSiFIRGRqkjNhfv2wOF863S4B7weA9HeF7c9FUqLOJzCkIhIZe3OgQf3wLEC63QLT3i9FTTzrPq2VCgtUmcoDImIVMa2MzAmGTLPXcJp5W29ItTIo+rbUqG0SJ2iMCQiUpGNp6zFzafPvXr+ch+YHQPBF/ErVIXSInWOwpCISHlWZ8HjKZBrrNNX+sG/oi/uVpYKpUXqJIUhEZGyfPkbPLXfWt8D0DMAXooCH7eqb0uF0iJ1lsKQiEhpPjwBz6bCuTtjxAbBCy3Bo4pBSIXSInWewpCIyIXeOQbTDxVPDwmBp1tUvbhZhdIiTkFhSESkiDHw5lGYlVY87/YwGNcU3KoYXlQoLeI0FIZERMAahF45DAnHiufdFw4PhoOlikFIhdIiTkVhSESk0MDUg/D+eXU9jzaBuMZV35YKpUWcjsKQiLi2fANP74cvfrNOW4CJzeHW0KptR4XSIk5LYUhEXFduITy5D77Nsk67A8+1hIEhVduOCqVFnJrCkIi4pjNn4dEU+PFcgPG0wPRIuC6oattRobSI01MYEhHXk3UWxibD/85Yp33c4JUouDqgatv58SSMU6G0iLOr9OhhBw4cqMl+iIjUjhP5cO/u4iAU4G594WpVg9C/060vbs0678Wtb7dREBJxQpUOQ//3f//H4sWLa7IvIiI1Ky0P7tkDO3Os0w0bwJutoJNf5bdRYGDqAXjhvCfGegVAQms9MSbipCodhl544QX+8pe/MHToUI4fP17xCiIidcn+XLh7N6Scq+0J94AFraCtT+W3kVVgvb12/hNjIxvBKxf54lYRqRMqHYbGjBnD1q1bycjIoEOHDnz88cc12S8RkeqzOxvu2Q2H863TLTzhrdYQ5V35bezLhTt3Fz8x1sAC8S3gsaZ6YkzEyVWpgDo6OppvvvmG1157jaFDh9K+fXsaNLDfxKZNm6q1gyIil+TnM/CXZMg8d0+rtbe1RijMo/LbUKG0SL1W5afJ9u3bxwcffEDDhg0ZMmRIiTAkIlJnJJ2yPvZ+5tyr5zv4wOwYCKrC7y2NKC1S71Upybzxxhs8/vjj9OvXj59//plGjRrVVL9ERC7N91nwRArkGuv0lX7wajT4VbK2RyNKi7iMSoehAQMGsH79el577TVGjhxZk30SEbk0X/4GT+2DgnPTvQJgRhR4V7JMUiNKi7iUSoehs2fP8r///Y/mzZvXZH9ERC7Nh8fh2QNw7s4Y/YPg+ZbgUckgpBGlRVxOpcPQihUrarIfIiKX7u1j8NKh4ulbGlqDTGWv5qhQWsQlqfpZRJyfMfDGUZidVjxvRBg80RQslQxCKpQWcVmVHmfI0TZt2kRsbCzBwcGEhoZy3333cerUqXLXMcYQHx9P06ZN8fHx4brrrmPbtm211GMRqRXGwD8P2weh+8MrH4Q0orSIy3OKMHTo0CH69etH69at+fHHH0lMTGTbtm3cdddd5a43ffp0/vGPf/Daa6+xYcMGIiIiiI2N5eTJk7XTcRGpWWcNPHcAFh0rnvdYE3gwonJBSCNKiwhOcpvs008/xcPDg1mzZuHmZs1vs2bNokuXLuzevZvWrVuXWMcYwyuvvMLEiRP54x//CEBCQgLh4eG888473H///bV6DCJSzfINTN4Pib9Zpy3AxOZwa2jl1lehtIic4xRXhnJzc/H09LQFIQAfH+v7hFavXl3qOnv37iUtLY3+/fvb5nl5edGnTx/WrFlTsx0WkZqVW2gdQ6goCDUAXmhZ+SD040m4c1dxEApxh3kxCkIiLsopwtD1119PWloaM2bMIC8vj4yMDJ566ikADh8+XOo6aWnW+oHw8HC7+eHh4bZlpcnNzSUrK8vuIyJ1yJmz8NBeWHXu36anBf4RDQNDKrf+v9NhTHLxE2OtvOHtNnpiTMSFOTQMxcfHY7FYyv0kJSXRoUMHEhISePnll/H19SUiIoKYmBjCw8Nxdy//vr7lgroBY0yJeeebOnUqQUFBtk+LFi2q5VhFpBpkFcADybD+3MMTPm4wKwZ6B1a8rgqlRaQMFmOMcdTO09PTSU9PL7dNVFQU3t7Fb5Y+cuQIfn5+WCwWAgMDWbp0KcOGDSuxXnJyMq1atWLTpk106dLFNn/IkCEEBweTkJBQ6v5yc3PJzc21TWdlZdGiRQsyMzMJDKzEL1wRqRnH8+HBZNiZY50OcIdZ0dDRr+J1NaK0iMvJysoiKCioUn+/HVpAHRYWRlhYWJXWKbrttWDBAry9vYmNjS21XXR0NBEREaxYscIWhvLy8li1ahXTpk0rc/teXl54een/EkXqlMN51itCRTU+DRtY3zx/mU/F66pQWkQq4BQ1QwCvvfYamzZtYufOncyaNYuxY8cydepUgoODbW3atWvH8uXLAevtsUceeYQXXniB5cuX8/PPP3PXXXfh6+vL8OHDHXQUIlJl+3Lhnt3FYSbCA95qXbkgpEJpEakEp3i0HmD9+vVMmTKFU6dO0a5dO+bOncudd95p12bHjh1kZmbapv/2t7+RnZ3NmDFjyMjI4Oqrr+bLL78kICCgtrsvIhdjV7b1itDxc29cbekJc1tBE8+K19WI0iJSSQ6tGXIGVbnnKCLV6Kcz8Jfznvpq4229NRbqUf56BQZmHLQfSLFXAEyN1ECKIi7EaWqGRERKteEU/HUvnDn36vkrfOG1aAiq4FeWCqVF5CIoDIlI3fJdFoxLgdxzF61/5w+vRIFfBVd1VCgtIhdJYUhE6o7/ZsDE/XCuRIheATAjCrwreNbjx5Mwbl/xLbUQd3g5SgMpikilKAyJSN2w/Dg8ewCKqhhvDIbnWoJHBbe3VCgtIpdIYUhEHO/tY/DSoeLpWxpab3GVV+ejQmkRqSYKQyLiOMbA3CPw+pHieXc2gseaQDmvzVGhtIhUJ4UhEXEMY+Afh2HxseJ5D4bDfeHlByEVSotINVMYEpHad9bAcwdg+YnieY83tV4VKo8KpUWkBigMiUjtyjcwaT/89zfrtAWY3Bz+GFr+eiqUFpEaojAkIrUnp9Ba6/NdlnW6AfB8S7gxpOx1VCgtIjVMYUhEasfps/BIinV0aQBPC7wUBb3LGSZfhdIiUgsUhkSk5mUWwNi91veNAfi6wb+iraNLl0WF0iJSSxSGRKRmpefDg8mwK8c6HegOs2Ks7xsriwqlRaQWKQyJSM05nAf374H9edbp0AbWN8+38Sl7HRVKi0gtUxgSkZqxL9cahNLyrdNNPOD1VhBZRqhRobSIOIjCkIhUv53Z8EAynDj3xtWWnjC3FTTxLL29CqVFxIEUhkSkev10GsbshZPn7nNd5g1zYiDUo/T2KpQWEQdTGBKR6rPhlDXYZBdapzv6wmvREFjGrxoVSotIHaAwJCLVY1WmNdjkGev0Vf7wShT4llHvo0JpEakjFIZE5NIlZlhfsXGuRIg+gTA9ErzcSrZVobSI1DEKQyJyaT44bn3p6rkLQgwIhr+3BI9SCp9VKC0idZDCkIhcvMXH4OVDxdN/bAgTm5cebFQoLSJ1lMKQiFSdMfD6EZh7pHjeyEbwaBOwlBKEVCgtInWYwpCIVI0x1qtBb6cXzxsTAaMblx6EVCgtInWcwpCIVN5ZY60PWn6ieN64pjCiUcm2KpQWESehMCQilZNfCBP3w5eZ1mk34OnmcHNoybYqlBYRJ6IwJCIVyymEJ1Jg9UnrdAPg+Ui4MbhkWxVKi4iTURgSkfKdPmsNNxtPW6e9LPBSFPQKLNn2x5PwxL7iV3GoUFpEnIDCkIiULbMA/rIXfj5jnfZ1g1ejoVsp4ebCQunW3vCvKBVKi0idpzAkIqVLz7e+eX53jnU60B1mxcAVvvbtVCgtIk5OYUhESjqUB/fvgdQ863RYA3g9Blr72LdTobSI1AMKQyJiLyXHekUoLd863cQD5raClhfc7lKhtIjUEwpDIlJsR7Y1CGWce+NqpBfMjYEIT/t2KpQWkXpEYUhErLaehrF7iwPOZd7WW2MNPezbqVBaROoZhSERsV7peSQFsgut0x194bVoCDzvV4QKpUWknlIYEnF1qzKtL1HNM9bpq/3hn1Hge17AUaG0iNRjCkMiruyLDJi0v/iW13WBMC0SvNyK26hQWkTqOYUhEVf1n+Pw/AE4d0GIgcHwbEvwOO9KjwqlRcQFKAyJuKKEo/DPw8XTt4bCU83A7bwgpEJpEXERCkMirsQYmHME5h0pnhfXCB5pApZzQUiF0iLiYhSGRFxFoYGXDsE76cXz/hIB9zYuDkIqlBYRF6QwJOIKzhr4+wH48ETxvL81heGNiqdVKC0iLkphSKS+yy+Ep/bDikzrtBvwdAv7kKNCaRFxYQpDIvVZTiE8ngI/nLRON7DACy2hf3BxGxVKi4iLc6u4Sd2wadMmYmNjCQ4OJjQ0lPvuu49Tp06Vu86yZcu48cYbCQsLw2KxsGXLltrprEhdcOos/CW5OAh5WeCVqOIgVGBg6gF44bwg1CsAFrZWEBIRl+IUYejQoUP069eP1q1b8+OPP5KYmMi2bdu46667yl3v9OnT9OzZkxdffLF2OipSV/xWAPftgY2nrdN+bjA7Bq4NtE5nFcDYZPsnxkY2glei9cSYiLgcp7hN9umnn+Lh4cGsWbNwc7Pmt1mzZtGlSxd2795N69atS13vzjvvBCAlJaW2uirieMfyrW+e35NjnQ5ytwahDr7WaRVKi4jYcYowlJubi6enpy0IAfj4+ACwevXqMsPQxe4rNzfXNp2VlVVt2xapcQfz4IE9kJpnnQ5rYH3zfGvrvxcVSouIlOQUt8muv/560tLSmDFjBnl5eWRkZPDUU08BcPjw4QrWrpqpU6cSFBRk+7Ro0aJaty9SY1Jy4J7dxUGoiQcsaF0chP6dDmOSi4NQa294u42CkIi4PIeGofj4eCwWS7mfpKQkOnToQEJCAi+//DK+vr5EREQQExNDeHg47u7VW98wYcIEMjMzbZ/U1NRq3b5Ijfg1G+7eA0fyrdNRXtZC6JZeKpQWEamAxRhjKm5WM9LT00lPTy+3TVRUFN7e3rbpI0eO4Ofnh8ViITAwkKVLlzJs2LByt5GSkkJ0dDSbN2+mc+fOVepjVlYWQUFBZGZmEhgYWKV1RWrFltPWYuhThdbptt4wJwYaemhEaRFxWVX5++3QmqGwsDDCwsKqtE54eDgACxYswNvbm9jY2JromohzWHcSHkmxjicE0MkXZsZAoLsKpUVEKskpaoYAXnvtNTZt2sTOnTuZNWsWY8eOZerUqQQHB9vatGvXjuXLl9umT5w4wZYtW/jll18A2LFjB1u2bCEtLa22uy9S/VZmwkN7i4PQ1f7WYulAd2uh9B27ioNQiDvMi1EQEhEphdOEofXr1xMbG8sVV1zBvHnzmDt3Lg8//LBdmx07dpCZmWmb/vjjj+nSpQuDBg0C4LbbbqNLly68/vrrtdp3kWr3WQY8kQL55+5yXxcIr0aDj7sKpUVEqsihNUPOQDVDUuf85zg8fwCK/uX+PhieaQkWYMZB+4EUewXA1EgNpCgiLsdpaoZEpIoWHoVXzhtOYlgoTGhmffWGCqVFRC6KwpCIMzAGZqXBm0eL5911Luzsz1OhtIjIJVAYEqnrCg3MOATvnjcMxUMRMCpcI0qLiFQDhSGRuqzAwLOp8HFG8bzxzeC2MGuh9LTzBlJs7Q3/itJAiiIiVaQwJFJX5RfChP3w1bknJN2A+Bbw+xDriNIqlBYRqRYKQyJ1UXah9dH5H05apxtY4MWWcJW/dbRpFUqLiFQbhSGRuubUWWtB9KbT1mlvi7UOqLkX3LlbhdIiItVMYUikLvmtwDpg4i/Z1mk/N5gZbR1c8Y5dKpQWEakBCkMidcXRfHhgDySfu/IT7A6zYmDbGRVKi4jUIIUhkbrgYC7cnwwH8qzTjRpYg9AHx1UoLSJSwxSGRBxtb441CB3Nt0439YSXIuEfh1QoLSJSCxSGRBzp1zPwYDJknLsHFu0FTzW3PlKvQmkRkVqhMCTiKJtPw0PJcKrQOt3Ox/qKjcdS7Aul/xEFXVQoLSJSUxSGRBxh7Ul4NAVyzgWhzr7QOxAm7lehtIhILVMYEqlt32TCk/usj8sD/M4fmnjAq2nFbVQoLSJSaxSGRGrTZxnw9HlXf37nb30R6/nvHlOhtIhIrVIYEqkt/06HFw4WT3f0hbQ8SD33OL0KpUVEHEJhSKQ2vHUU/nW4eDrKC5JziounVSgtIuIwCkMiNckYeC0N5h8tnufvBqm5KpQWEakjFIZEakqhgekHYelx+/lFV4NAhdIiInWAwpBITSgw8EwqfJJRdhsVSouI1AkKQyLVLa/QOoL015mlL1ehtIhInaIwJFKdsgvh8RRYc7L05SqUFhGpcxSGRKrLybPw8F7razZKo0JpEZE6SWFIpDpkFMCYZNieXfpyFUqLiNRZCkMil+poPjywB5JzS1+uQmkRkTpNYUjkUhzMhfuT4UBeyWUqlBYRcQoKQyIXa0+O9YrQsYKSy1QoLSLiNBSGRC7G9jPWGqGMsyWXqVBaRMSpuDm6AyJOZ/MpGL2n9CDUKwAWtlYQEhFxIroyJFIVa07CY3shx5RcpkJpERGnpDAkUlnfZMKT+yD/giCkQmkREaemMCRSGZ+egCmpxW+aL6JCaRERp6cwJFKR99Jh6sGS81UoLSJSLygMiZRn/hGYmVZyvkaUFhGpNxSGREpjjDUELThacpkKpUVE6hWFIZELFRp48SD8+7j9fBVKi4jUSwpDIucrMBCfCp9m2M9XobSISL2lMCRSJK8Qxu+3PkJ/PhVKi4jUawpDIgDZZ+GxFFh7yn6+CqVFROo9hSGRrLPwcDJsOWM/X4XSIiIuQWFIXNuJAusLV3/NLp6nQmkREZeiMCSu60g+PLAH9uYWz1OhtIiIy3Gat9Zv2rSJ2NhYgoODCQ0N5b777uPUqVNlts/Pz+fJJ5/kiiuuwM/Pj6ZNmzJy5EgOHTpUi72WOutALtyz2z4ItfaGt9soCImIuBinCEOHDh2iX79+tG7dmh9//JHExES2bdvGXXfdVeY6Z86cYdOmTUyePJlNmzaxbNkydu7cyR/+8Ifa67jUTXty4O7dcDCveF6vAFjYWk+MiYi4IIsxxlTczLHmzZvH5MmTOXz4MG5u1vy2ZcsWunTpwq5du2jdunWltrNhwwauuuoq9u3bR8uWLSu1TlZWFkFBQWRmZhIYGHjRxyB1xC9nrDVCv533xlUVSouI1DtV+fvtFDVDubm5eHp62oIQgI+PDwCrV6+udBjKzMzEYrEQHBxc7r5yc4tvnWRlZV1cp6Xu2XQKHt4Lpwqt0yqUFhERnOQ22fXXX09aWhozZswgLy+PjIwMnnrqKQAOHz5cqW3k5OQwfvx4hg8fXm5CnDp1KkFBQbZPixYtquUYxMHWnrReESoKQiHu8EaMgpCIiDg2DMXHx2OxWMr9JCUl0aFDBxISEnj55Zfx9fUlIiKCmJgYwsPDcXeveDC8/Px8brvtNgoLC5k9e3a5bSdMmEBmZqbtk5qaWl2HK45iDDyTCjnn7girUFpERM7j0Jqh9PR00tPTy20TFRWFt7e3bfrIkSP4+flhsVgIDAxk6dKlDBs2rMz18/Pz+dOf/kRycjLffPMNoaGhVeqjaobqiVG7YeNp6BMIz7fUiNIiIvWc09QMhYWFERYWVqV1wsPDAViwYAHe3t7ExsaW2bYoCO3atYuVK1dWOQhJPTK3FRzKg5Z6WkxEROw5Rc0QwGuvvcamTZvYuXMns2bNYuzYsUydOtWuGLpdu3YsX74cgIKCAm699VaSkpJYsmQJZ8+eJS0tjbS0NPLy8srYi9RbDSwKQiIiUiqneJoMYP369UyZMoVTp07Rrl075s6dy5133mnXZseOHWRmWt84fuDAAT7++GMAOnfubNdu5cqVXHfddbXRbREREanjnGKcIUdSzZCIiIjzqcrfb6e5TSYiIiJSExSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLc5owtGnTJmJjYwkODiY0NJT77ruPU6dOlbtOfHw87dq1w8/Pj5CQEPr168ePP/5YSz0WERERZ+AUYejQoUP069eP1q1b8+OPP5KYmMi2bdu46667yl3vsssu47XXXuOnn35i9erVREVF0b9/f44dO1Y7HRcREZE6z2KMMY7uREXmzZvH5MmTOXz4MG5u1vy2ZcsWunTpwq5du2jdunWltpOVlUVQUBBfffUVN9xwQ5XWyczMJDAw8KKPQURERGpPVf5+O8WVodzcXDw9PW1BCMDHxweA1atXV2obeXl5zJs3j6CgIDp16lTuvrKysuw+IiIiUn85RRi6/vrrSUtLY8aMGeTl5ZGRkcFTTz0FwOHDh8td99NPP8Xf3x9vb2/++c9/smLFCsLCwspsP3XqVIKCgmyfFi1aVOuxiIiISN3i0DAUHx+PxWIp95OUlESHDh1ISEjg5ZdfxtfXl4iICGJiYggPD8fd3b3cffTt25ctW7awZs0aBgwYwJ/+9CeOHj1aZvsJEyaQmZlp+6Smplb3YYuIiEgd4tCaofT0dNLT08ttExUVhbe3t236yJEj+Pn5YbFYCAwMZOnSpQwbNqzS+2zTpg333HMPEyZMqFR71QyJiIg4n6r8/W5QS30qVVhYWLm3rEoTHh4OwIIFC/D29iY2NrZK6xtjyM3NrdI6IiIiUn85Rc0QwGuvvcamTZvYuXMns2bNYuzYsUydOpXg4GBbm3bt2rF8+XIATp8+zVNPPcW6devYt28fmzZt4t577+XAgQNVupIkIiIi9ZtDrwxVxfr165kyZQqnTp2iXbt2zJ07lzvvvNOuzY4dO8jMzATA3d2dX3/9lYSEBNLT0wkNDeV3v/sd33//PR06dHDEIYiIiEgd5BTjDDmSaoZEREScT70bZ0hERESkpigMiYiIiEtTGBIRERGXpjAkIiIiLs1pniZzlKL6cr2jTERExHkU/d2uzHNiCkMVOHnyJIDeUSYiIuKETp48SVBQULlt9Gh9BQoLCzl06BABAQFYLBZHd4esrCxatGhBamqqHvWvJJ2zqtM5qzqds4uj81Z1OmeVY4zh5MmTNG3aFDe38quCdGWoAm5ubjRv3tzR3SghMDBQ/wiqSOes6nTOqk7n7OLovFWdzlnFKroiVEQF1CIiIuLSFIZERETEpSkMORkvLy+mTJmCl5eXo7viNHTOqk7nrOp0zi6OzlvV6ZxVPxVQi4iIiEvTlSERERFxaQpDIiIi4tIUhkRERMSlKQyJiIiIS1MYqiXx8fFYLBa7T0REhG25MYb4+HiaNm2Kj48P1113Hdu2bSt3m2+88Qa9evUiJCSEkJAQ+vXrx/r166u037qsJs7ZsmXL6NatG8HBwfj5+dG5c2cWL15cot3s2bOJjo7G29ubK6+8ku+//77aj68mOOqcOfP3DGrmvJ1v6dKlWCwWbr755hLL9F0rXVnnzJm/azVxzhYuXFhimxaLhZycHLt2zvo9qy0KQ7WoQ4cOHD582Pb56aefbMumT5/OP/7xD1577TU2bNhAREQEsbGxtnejlebbb7/l9ttvZ+XKlaxdu5aWLVvSv39/Dh48WOn91nXVfc4aNmzIxIkTWbt2Lf/73/+4++67ufvuu/nvf/9ra/Pee+/xyCOPMHHiRDZv3kyvXr0YOHAg+/fvr9FjrS6OOGcV7dcZVPd5K7Jv3z6eeOIJevXqVWKZvmulK++cVbTfuq4mzllgYKDdNg8fPoy3t7dtubN/z2qFkVoxZcoU06lTp1KXFRYWmoiICPPiiy/a5uXk5JigoCDz+uuvV3ofBQUFJiAgwCQkJFRqv3VdbZwzY4zp0qWLmTRpkm36qquuMg888IBdm3bt2pnx48dXabuO4Khz5szfM2Nq7rwVFBSYnj17mjfffNPExcWZIUOG2C3Xd62kis6ZM3/XauKcvfXWWyYoKKjc/Trz96y26MpQLdq1axdNmzYlOjqa2267jeTkZAD27t1LWloa/fv3t7X18vKiT58+rFmzptLbP3PmDPn5+TRs2LBS+3UGNXnOjDF8/fXX7Nixg969ewOQl5fHxo0b7bYL0L9//yr9LBypts9ZRft1FjVx3p599lkaNWrEqFGjSizTd6105Z2zivbrDGrinJ06dYrIyEiaN2/O4MGD2bx5s21Zffie1QaFoVpy9dVXs2jRIv773//yxhtvkJaWxjXXXMPx48dJS0sDIDw83G6d8PBw27LKGD9+PM2aNaNfv36V2m9dV1PnLDMzE39/fzw9PRk0aBAzZ84kNjYWgPT0dM6ePXvJPwtHccQ5q2i/zqAmztsPP/zA/PnzeeONN0pdru9aSRWds4r2W9fVxDlr164dCxcu5OOPP+bdd9/F29ubnj17smvXLsD5v2e1RW+tryUDBw60/fcVV1xBjx49aNWqFQkJCXTv3h0Ai8Vit44xpsS8skyfPp13332Xb7/91u5ecXn7feyxxy7lkGpcTZ2zgIAAtmzZwqlTp/j666957LHHiImJ4brrrrO1uZSfhSM56pw58/cMqv+8nTx5kjvuuIM33niDsLCwcvet75pVZc+ZM3/XauLfZ/fu3W3rAvTs2ZOuXbsyc+ZMXn31Vdt8Z/2e1RaFIQfx8/PjiiuuYNeuXbanJdLS0mjSpImtzdGjR0uk+dK89NJLvPDCC3z11Vd07Nix0vt1NtV1ztzc3GjdujUAnTt3Zvv27UydOpXrrruOsLAw3N3dS/wfU2V/FnVNbZyzivbrjC71vO3Zs4eUlBRuuukm27zCwkIAGjRowI4dO2jRooW+a+epzDlr1apVuft1NtX5d6CIm5sbv/vd72zno779Tqspuk3mILm5uWzfvp0mTZoQHR1NREQEK1assC3Py8tj1apVXHPNNeVuZ8aMGfz9738nMTGRbt26VWm/zqa6ztmFjDHk5uYC4OnpyZVXXmm3XYAVK1ZUebt1QW2cs4r264wu9by1a9eOn376iS1bttg+f/jDH+jbty9btmyhRYsW+q5doDLnrKL9Opua+PdpjGHLli2281Hfvmc1xhFV267o8ccfN99++61JTk4269atM4MHDzYBAQEmJSXFGGPMiy++aIKCgsyyZcvMTz/9ZG6//XbTpEkTk5WVZdvGnXfeaVf9P23aNOPp6Wn+85//mMOHD9s+J0+erPR+67KaOGcvvPCC+fLLL82ePXvM9u3bzcsvv2waNGhg3njjDVubpUuXGg8PDzN//nzzyy+/mEceecT4+fnpnJVzzpz5e2ZMzZy3C5X2ZJS+a1U/Z878XauJcxYfH28SExPNnj17zObNm83dd99tGjRoYH788UdbG2f+ntUWhaFa8uc//9k0adLEeHh4mKZNm5o//vGPZtu2bbblhYWFZsqUKSYiIsJ4eXmZ3r17m59++sluG3369DFxcXG26cjISAOU+EyZMqXS+63LauKcTZw40bRu3dp4e3ubkJAQ06NHD7N06dIS+541a5aJjIw0np6epmvXrmbVqlU1dpzVyVHnzJm/Z8bUzHm7UGl/2I3Rd62q58yZv2s1cc4eeeQR07JlS+Pp6WkaNWpk+vfvb9asWVNi3876PastFmOMceilKREREREHUs2QiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiLiUs2fPcs011zB06FC7+ZmZmbRo0YJJkyY5qGci4igagVpEXM6uXbvo3Lkz8+bNY8SIEQCMHDmSrVu3smHDBjw9PR3cQxGpTQpDIuKSXn31VeLj4/n555/ZsGEDw4YNY/369XTu3NnRXRORWqYwJCIuyRjD9ddfj7u7Oz/99BMPPfSQbpGJuCiFIRFxWb/++ivt27fniiuuYNOmTTRo0MDRXRIRB1ABtYi4rAULFuDr68vevXs5cOCAo7sjIg6iK0Mi4pLWrl1L7969+eKLL5g+fTpnz57lq6++wmKxOLprIlLLdGVIRFxOdnY2cXFx3H///fTr148333yTDRs2MHfuXEd3TUQcQGFIRFzO+PHjKSwsZNq0aQC0bNmSl19+mXHjxpGSkuLYzolIrdNtMhFxKatWreKGG27g22+/5dprr7VbduONN1JQUKDbZSIuRmFIREREXJpuk4mIiIhLUxgSERERl6YwJCIiIi5NYUhERERcmsKQiIiIuDSFIREREXFpCkMiIiLi0hSGRERExKUpDImIiIhLUxgSERERl6YwJCIiIi5NYUhERERc2v8D+Nx78sOlKz4AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V RIO DA BOUZA\n",
+      "93       49.536567\n",
+      "205      49.536567\n",
+      "317      49.531167\n",
+      "429      49.520217\n",
+      "541      49.496900\n",
+      "           ...    \n",
+      "21261    49.531633\n",
+      "21373    49.527400\n",
+      "21485    49.529000\n",
+      "21597    49.535667\n",
+      "21709    49.566033\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OTTER BANK F/V\n",
+      "163      57.120740\n",
+      "51       57.120740\n",
+      "275      57.120745\n",
+      "387      57.120737\n",
+      "499      57.120755\n",
+      "           ...    \n",
+      "21219    60.801882\n",
+      "21443    60.852743\n",
+      "21331    60.852743\n",
+      "21555    60.923917\n",
+      "21667    60.969618\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GURE AMETZA II\n",
+      "6        44.591753\n",
+      "118      44.591753\n",
+      "230      44.559438\n",
+      "342      44.524793\n",
+      "454      44.498057\n",
+      "           ...    \n",
+      "21174    43.352675\n",
+      "21286    43.352580\n",
+      "21398    43.352588\n",
+      "21510    43.352588\n",
+      "21622    43.352587\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA AVENIR\n",
+      "41       5.289293\n",
+      "153      5.289293\n",
+      "265      5.289305\n",
+      "377      5.289315\n",
+      "489      5.289317\n",
+      "           ...   \n",
+      "21209    5.289307\n",
+      "21321    5.289303\n",
+      "21433    5.289302\n",
+      "21545    5.289305\n",
+      "21657    5.289293\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V FARPESCA\n",
+      "61       49.138952\n",
+      "173      49.143535\n",
+      "285      49.157630\n",
+      "397      49.167335\n",
+      "509      49.180652\n",
+      "           ...    \n",
+      "21229    48.852325\n",
+      "21341    48.825843\n",
+      "21453    48.806172\n",
+      "21565    48.782310\n",
+      "21677    48.742577\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V LE MARMOUSET 3\n",
+      "2        50.726525\n",
+      "114      50.726525\n",
+      "226      50.726548\n",
+      "338      50.726527\n",
+      "450      50.726535\n",
+      "           ...    \n",
+      "21170    50.724042\n",
+      "21282    50.724045\n",
+      "21394    50.724052\n",
+      "21506    50.724053\n",
+      "21618    50.724042\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "VIA ALIZE\n",
+      "104      5.290782\n",
+      "216      5.290782\n",
+      "328      5.290790\n",
+      "440      5.290828\n",
+      "552      5.290833\n",
+      "           ...   \n",
+      "21272    5.274947\n",
+      "21384    5.275022\n",
+      "21496    5.274908\n",
+      "21608    5.274882\n",
+      "21720    5.274882\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V NOTRE DAME DE B\n",
+      "9        51.356900\n",
+      "121      51.356900\n",
+      "233      51.339983\n",
+      "345      51.318733\n",
+      "457      51.291960\n",
+      "           ...    \n",
+      "21177    50.724153\n",
+      "21289    50.724137\n",
+      "21401    50.724153\n",
+      "21513    50.724163\n",
+      "21625    50.724153\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V TOURMALET\n",
+      "103      50.246970\n",
+      "215      50.246970\n",
+      "327      50.254190\n",
+      "439      50.304617\n",
+      "551      50.325923\n",
+      "           ...    \n",
+      "21271    50.723773\n",
+      "21383    50.723768\n",
+      "21495    50.723778\n",
+      "21607    50.723785\n",
+      "21719    50.723770\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MARIA MAGDALENA\n",
+      "158      43.680415\n",
+      "46       43.680415\n",
+      "270      43.680387\n",
+      "382      43.680387\n",
+      "494      43.680392\n",
+      "           ...    \n",
+      "20990    43.680408\n",
+      "15278    43.680408\n",
+      "13486    43.680408\n",
+      "19758    43.680408\n",
+      "17182    43.680408\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Nm2jWrBm1a9fmsssuc7vTjBYskeB5UXjjjTcK3bdHjx6ULl2a1atXc+qpp3p9ADRu3JgGDRrwzjvvkJOT4/N41hw872wtt9X777/vNj5//nyWL1/uJj4L49prr6VMmTIMGDCAFStW+O2erFGjBieeeCKfffYZCxcuzBM+3bp1Y8eOHTz//POkpqb6tH5Z+HqPxWXnzp0cOXLE67q///4bEOuYnYkTJ7otz507l3///Tfv5qZ9+/ZUrFiRZcuW+fz/lilThrJly9K5c2f++OMPWrZs6XU7S7x27tyZpUuXsnjxYrfX/uCDD4LxMeSjT58+GGPYtGmT13m1aNECKNrvoKT+hw6HA2NMvjm8/fbbHD9+3Os+hf0PlfhELT4BsHr1aj788EM2btyYd7K85557mDp1KuPGjeOpp54q8jHPOOMMJkyYQOPGjdm2bRsjR46kXbt2LF261Kt5v6i888479O/f380K5I0BAwZQv359qlevzl9//cWwYcNYvHhxXpxGly5duOuuuxg9ejS33347Bw4c4MEHHwTE4gASE5Obm8tTTz3Fiy++SFpaGg8//DDdunVjyZIleSbsaKBdu3ZUqlSJG2+8kUcffZTExEQmTpyY78LkjczMTB5//HEeeugh1qxZQ8+ePalUqRLbtm3jt99+o1y5cjz22GOAWM3OO+88zjzzTO68807q1q3L+vXr+e677/JO3tZF6MUXX2TQoEEkJibSpEkTmjRpwvXXX8+YMWNISEjg3HPPZd26dTzyyCPUqVOHO++80+/3W7FiRQYOHMhrr71GvXr1OO+88/zet2vXrowZM4aUlBTat28PiCWjfv36fP/995x//vmULl3wKceqzPzmm29SoUIFkpOTqV+/frF/AzNnzuT2229nwIABtGvXjipVqrB9+3Y+/PBDpk6dysCBA/NZyxYsWMC1117LpZdeyoYNG3jooYeoVasWN998MwDly5dnzJgxDBo0iF27dnHJJZdQrVo1duzYweLFi9mxYwevvfYaIP+zs846iw4dOnDTTTeRmZnJvn37+Oeff/jqq6/yimnecccdvPPOO/Tu3ZuRI0eSkZHBxIkT88RZsGnfvj3XX38911xzDQsWLODss8+mXLlybNmyhZ9//pkWLVpw00030bRpUxo0aMADDzyAMYbKlSvz1Vdf5Z0X7Pj6nlaoUKFYc01NTeXss89m9OjRpKenk5mZyY8//sjYsWN9Fkos7H+oxCnhja2ODgDz+eef5y1/8sknBjDlypVze5QuXTovU2ft2rWFZlfccsstPl9z//79JiMjwy3bYtCgQYUe057SaTF37lwDmAULFhT5vS9YsMAAZuHChXljEydONBkZGaZUqVKmTJky5p577jEZGRnmmWeeMcZI9g5gvvvuu7x9tm/fbhISEszUqVOLPIdg4yurq3nz5l63nzt3rmnbtq0pW7asqVq1qrn22mvN77//bgAzbty4vO28pbMbI9kpnTt3NqmpqSYpKcnUq1fPXHLJJW7pzsZIhs25555r0tLSTFJSkmnQoIG588473bYZNmyYqVmzpklISHDL8jl+/Lh55plnTOPGjU1iYqJJT083V155pdmwYYPf79Ni1qxZBjBPP/10gdt58uWXXxrAdOvWzW38uuuuM4B56aWX8u2DR1aXMca88MILpn79+qZUqVJun7GvuQ8aNChfirYnGzZsMA8//LBp3769qV69uildurSpUKGCOeOMM8yYMWPMsWPH8ra1MoK+//57c9VVV5mKFSualJQU06tXL7Nq1ap8x/7xxx9N7969TeXKlU1iYqKpVauW6d27t/nf//7ntt3atWvN4MGDTa1atUxiYqKpWrWqadeuXb4Mo2XLlplu3bqZ5ORkU7lyZTNkyJC8z9bfrK758+d7Xd+7d2+vn9U777xjzjjjDFOuXDmTkpJiGjRoYAYOHOh2zrDmVaFCBVOpUiVz6aWXmvXr13v9H/r6ntarV8/07t073+t7Ox9a59DRo0fnjW3cuNFcfPHFplKlSqZChQqmZ8+e5q+//jL16tUzgwYNyvc5+Ps/VOILhzHGlKiyigEcDgeff/45F1xwASAF6QYMGMDSpUvzBSCXL1+e6tWrc/ToUVavXl3gcStVquQzqBDETdCwYcO8u8YtW7aQnZ1d4DEbNWqUb05Dhgzh999/91o0rzCM07T83nvvcfnll7ut27ZtG+XKlcPhcJCamspHH33EpZdeyrhx4xg8eDAbNmxwu4vOyMhg5MiRXHfddUWeRzRw55138t5777kVdItG7r77bl577TU2bNgQFGtjtDF+/HiuueYa5s+f7zVAWIl89H+oFIS6ugLg5JNP5vjx42zfvp0OHTp43SYxMZGmTZsG/Bo5OTksX77c7fg1atTwmZHji/379/PJJ58watSogOaxdOlSjh496vV1LdH2zjvvkJycnBfXYbk5VqxYkSd8du3aRVZWVoFBvtHK9u3bmTdvHpMmTaJt27bhnk7A/PLLL6xcuZJXX32VG264IS5Fj6IosY8KHx/s37/fLWNh7dq1LFq0iMqVK9O4cWMGDBjAwIEDee655zj55JPJyspixowZtGjRgl69ehX59e655x7OO+886taty/bt2xk5ciR79+51y6AIhI8//phjx47lq2cBsGnTJrp27cqECRM4/fTTWb16NRMnTqRXr16kp6ezbNky7r77bk4++eQ8MQPw8ssv065dO8qXL8+0adO49957efrpp/P87I0bN6Zv377cfvvtvPnmm6SmpjJs2DCaNm1K586di/V+IpEpU6YwdOhQzjzzTF588cVwTydg2rZtS9myZenTpw8jR44M93QURVFKhjC72iKWmTNneo2hsfzIR44cMcOHDzeZmZkmMTHRVK9e3Vx44YVmyZIlAb3e5ZdfbmrUqGESExNNzZo1zUUXXeTW0iBQ2rZta/r37+91neVDt/zv69evN2effbapXLmyKVOmjGnQoIG57bbbzM6dO932u+qqq/K2admypZkwYUK+Y2dnZ5vBgwebihUrmsqVK5sLL7zQrF+/vtjvR1EURVGKg8b4KIqiKIoSN2gdH0VRFEVR4gYVPoqiKIqixA0a3OxBbm4umzdvpkKFCj5L+yuKoiiKElkYY9i3bx81a9Z06y7giQofDzZv3kydOnXCPQ1FURRFUQLAs4acJyp8PLDKqm/YsIHU1NQwz0ZRFEVRFH/Yu3cvderUKbQ9igofDyz3VmpqqgofRVEURYkyCgtT0eBmRVEURVHiBhU+iqIoiqLEDSp8FEVRFEWJGzTGR1EURYlYjh8/ztGjR8M9DSUCSExMpFSpUsU+jgofRVEUJeIwxrB161b27NkT7qkoEUTFihWpXr16sersqfBRFEVRIg5L9FSrVo2yZctqQdk4xxjDwYMH2b59OwA1atQI+FgqfBRFUZSI4vjx43mip0qVKuGejhIhpKSkALB9+3aqVasWsNtLg5sVRVGUiMKK6SlbtmyYZ6JEGtZ3ojhxXyp8FEVRlIhE3VuKJ8H4TqjwURRFURQlbogK4TNr1iwcDofXx/z58922HT9+PC1btiQ5OZnq1aszdOjQMM1aURRFUSKHdevW4XA4WLRoUbinElaiQvi0a9eOLVu2uD2uvfZaMjMzOfXUU/O2e/7553nooYd44IEHWLp0KT/88AM9evQI48wVRVGUeGL79u3ccMMN1K1bl6SkJKpXr06PHj2YN29euKcWkezevZurrrqKtLQ00tLSuOqqq0q8hEFUZHWVKVOG6tWr5y0fPXqUyZMnM3To0Dx/3+7du3n44Yf56quv6Nq1a962zZs3D/l844rjwOdAZaAzoC55RVHimIsvvpijR4/y7rvvcsIJJ7Bt2zZ++OEHdu3aFe6p+cXGjRupVatWyOKr+vfvz8aNG5k6dSoA119/PVdddRVfffVVib1mVFh8PJk8eTJZWVlcffXVeWPTpk0jNzeXTZs20axZM2rXrs1ll13Ghg0bCjxWTk4Oe/fudXsoRWAicCnQFegJrArvdBRFUcLFnj17+Pnnn3nmmWfo3Lkz9erV4/TTT2fYsGH07t07bzuHw8Frr73GueeeS0pKCvXr1+d///uf27E2bdrE5ZdfTqVKlahSpQp9+/Zl3bp1btuMGzeOZs2akZycTNOmTXn11Vfd1v/222+cfPLJJCcnc+qpp/LHH38U+h4eeeQRTjjhBB599FHWrFkT+IfhB8uXL2fq1Km8/fbbtG3blrZt2/LWW2/x9ddfs2LFihJ73agUPmPHjqVHjx7UqVMnb2zNmjXk5uby1FNP8cILL/Dpp5+ya9cuunXrxpEjR3wea9SoUXkmtrS0NLdjKn7wk+3598BJwHDgUHimoyiKEi7Kly9P+fLl+eKLL8jJySlw20ceeYSLL76YxYsXc+WVV9KvXz+WL18OwMGDB+ncuTPly5dn9uzZ/Pzzz5QvX56ePXvmXc/eeustHnroIZ588kmWL1/OU089xSOPPMK7774LwIEDB+jTpw9NmjRh4cKFjBgxgnvuuafQ9/DSSy/xyCOP8OOPP9KoUSPOPvtsxo4dy759+wp8z74e5557rs/XmjdvHmlpaZxxxhl5Y2eeeSZpaWnMnTu30LkGjAkjjz76qAEKfMyfP99tnw0bNpiEhATz6aefuo0/+eSTBjDfffdd3tj27dtNQkKCmTp1qs85HD582GRnZ+c9NmzYYACTnZ0d3Dcbq3Q0xuDlUd8Y83X4pqUoSvRy6NAhs2zZMnPo0CH3FW2MMbXC8Gjj/9w//fRTU6lSJZOcnGzatWtnhg0bZhYvXuy2DWBuvPFGt7EzzjjD3HTTTcYYY8aOHWuaNGlicnNz89bn5OSYlJSUvGtcnTp1zAcffOB2jCeeeMK0bdvWGGPMG2+8YSpXrmwOHDiQt/61114zgPnjjz/8ei/r1q0zTzzxhGncuLEpW7asGTBggPn+++/d5rVq1aoCHxs3bvR5/CeffNI0atQo33ijRo3MU0895XUfn98NY0x2drZf1++wxvgMHTqUK664osBtMjMz3ZbHjRtHlSpVOP/8893GrfLVJ554Yt5Y1apVSU9PZ/369T6Pn5SURFJSUhFnruTxj/NvZeA64DngGLAW6ANcALwA1AvD3BRFiS22ApvCPYmCufjii+nduzc//fQT8+bNY+rUqTz77LO8/fbbbuEZbdu2dduvbdu2edlWCxcu5J9//qFChQpu2xw+fJjVq1ezY8cONmzYwJAhQ7juuuvy1h87doy0tDRA3EitWrVyKwLp+ZqFUa9ePR5++GEefvhh3n33XYYOHcrEiRPZvXs3FStWBKBhw4ZFOqYn3mKJjDElGmMUVuGTnp5Oenq639sbYxg3bhwDBw4kMTHRbV379u0BWLFiBbVr1wZg165dZGVlUa+eXnVLhIO4TkJNgKeBgcAtwCzn+BfAd4j76y6gTEhnqChKLFG98E0i4XWTk5Pp1q0b3bp1Y/jw4Vx77bU8+uijbsLHG9bFPjc3lzZt2jBx4sR821StWpXDhw8D4u6yu4mAvDYOxpiiTdoLWVlZfPTRR0yYMIFFixZx7rnnMmjQoDxxBeLqKogOHTrw7bffel1XvXp1tm3blm98x44dZGRkFG/yBRAVWV0WM2bMYO3atQwZMiTfusaNG9O3b19uv/123nzzTVJTUxk2bBhNmzalc+fOYZhtHLDa9twS/ScCM4APEaGzDYn3GQa8C7wCdAnhHBVFiR0WhHsCgXHiiSfyxRdfuI398ssvDBw40G355JNPBuCUU07h448/plq1aqSmpuY7XlpaGrVq1WLNmjUMGDDA52u+9957HDp0KK/H1S+//FLoXHNycvjqq6+YMGECU6dOpXnz5gwaNIhvvvmGqlWr5tu+sJpA1mt7o23btmRnZ/Pbb79x+umnA/Drr7+SnZ1Nu3btCp1rwBToCIsw+vXrZ9q1a+dzfXZ2thk8eLCpWLGiqVy5srnwwgvN+vXri/Qa/voIFWPMZ8YV0/O4l/V7jDG3GWMSjHv8Tz9jzOYQzVFRlKijoDiOSCYrK8t07tzZvPfee2bx4sVmzZo15pNPPjEZGRlm8ODBedsBJj093YwdO9asWLHCDB8+3CQkJJilS5caY4w5cOCAadSokenUqZOZPXu2WbNmjZk1a5a57bbbzIYNG4wxxrz11lsmJSXFvPDCC2bFihVmyZIl5p133jHPPfecMcaYffv2mfT0dNOvXz+zdOlS880335iGDRsWGuMzePBgk5GRYe688858sUklQc+ePU3Lli3NvHnzzLx580yLFi1Mnz59fG4fjBifqBI+oUCFTxF4xrjEzAcFbPe7MeZM4y5+KhhjXjDGHC3hOSqKEnVEq/A5fPiweeCBB8wpp5xi0tLSTNmyZU2TJk3Mww8/bA4ePJi3HWBeeeUV061bN5OUlGTq1atnPvzwQ7djbdmyxQwcONCkp6ebpKQkc8IJJ5jrrrvO7do0ceJE07p1a1OmTBlTqVIlc/bZZ5tJkyblrZ83b55p1aqVKVOmjGndurX57LPPChU+q1atMkePhu7EvHPnTjNgwABToUIFU6FCBTNgwACze/dun9sHQ/g4jAmCIzCG2Lt3L2lpaWRnZ3s1MSo2rgPedj6fD5xawLa5wDvA/YC9jlcr4DWgaDF3iqLEMIcPH2bt2rXUr1+f5OTkcE8n6DgcDj7//HMuuOCCcE8l6ijou+Hv9Tsq6/goEcI/tueFBfYnANcCK5x/LRYD7ZxjWUGdnaIoiqLkQ4WPEjhWleZ0oKKf+6QDbwFzgda28bFIZtibiHVIURRFUUoAFT5KYNhT2QMp49AWcY+9BFgWyV3ADYgF6PfiTlBRFCUyMcaomyuMqPBRAsOeyt4owGOUBm4F/gbsGZm/Aqc51+0J8NiKoiiK4gUVPkpgFCW+pzBqAO8j9X+aOcdygZeBps51GoKvKHGH5t4ongTjO6HCRwkMexf2QC0+nnQGFiEVoK0q69uAq5zrlgbpdRRFiWisyvwHDx4M80yUSMP6Tnh2bygKUVW5WYkggmnxsVMGSXnvB9wBfO4c/xEJhr4LeAQouEq6oihRTKlSpahYsSLbt28HoGzZsiXau0mJfIwxHDx4kO3bt1OxYsW81hyBoMJHCQy7xSeYwseiLjAJmILE+qxBmp8+C3yAND69CNBzoaLEJNWrS4MsS/woCkDFihXzvhuBogUMPdAChn5SB9gIVKHk6+8cAp5BXGA5tvGewBhKRngpihIRHD9+nKNHj4Z7GkoEkJiYWKClx9/rt1p8lKJzEBE9ELz4noJIAUYAVyLWn6nO8anAScADiHvMdy88RVGilFKlShXLraEonmhws1J01tieh9La0hBxfX0G1HaO5QCPIQLo2xDORVEURYlKVPgoRackMrr8xYHE9iwH7sVls1wD9HKuWx/iOSmKoihRgwofpeiUdGCzP5RHAp0XAR1t458jtYCeAY6EflqKoihKZKPCRyk69lT2UFt8PGkOzATeAzKcYweRuJ/WwKywzEpRFEWJUFT4KEUnEiw+dhxI4PPfwFBc3+rlSOHDK4Gt4ZmaoiiKElmo8FGKjmXxqQJUCudEPKiIpLfPB063jU9EOr+PQWoBKYqiKHGLCh+laNhT2SPB2uONU4B5wJu4hNle4Dak+ekvYZqXoiiKEnZU+ChFw57KHu74noJIAK4DVgJDbOOLgLbOdTtDPy1FURQlvKjwUYpGOFPZAyEdeBuYA7Syjb+NuL/eRjrBK4qiKHGBCh+laJRUc9KSph2wAOnxVcE5thOx/LRHLEGKoihKzKPCRyka0WbxsVMauB1YgXR/t/gFaONclx2GeSmKoighQ4WPUjSi1eJjpwbS4f0HoKlzLBd4ybk8EdDWvYqiKDGJCh+laFgWn0hLZQ+ELsBiYBSuBqdbkbo/XZA6QIqiKEpMocJH8Z9DRH4qe1Epg1R5Xg5cYBufBbR0rjsQ8lkpiqIoJYQKH8V/VtueR1t8T2HUQ/p8fQ3Ud44dQ3p+NXOuU/eXoihK1KPCR/GfWIjvKYzewFLgEcQaBLAB6freG3fxpyiKokQdKnwU/4nmjK6ikAI8DvwFdLeNf4s0RX0MOByGeSmKoijFRoWP4j/xYPGx0wiYCvwPqOUcywFGACc51ymKoihRhQofxX/ixeJjxwFcggQ/3wOUco6vBs51rtsQnqkpiqIoRScqhM+sWbNwOBxeH/Pnzwdg/PjxPrfZvn17mN9BjGBZfCoT/ansRaUCMBqp8NzBNv4ZEvw8Gjga+mkpiqIoRcNhjIn4XJUjR46wa9cut7FHHnmE6dOns2bNGhwOB4cOHSI7273s7tVXX83hw4eZNWuW36+1d+9e0tLSyM7OJjU1NRjTjw0OAWWdz88gvjucG+B9xAJk19QnAq8CHcMxKUVRlPjG3+t3VFh8ypQpQ/Xq1fMeVapUYfLkyQwePBiHwwFASkqK2zalSpVixowZDBkypJCjxyDHkaacWUE8pr0rezzE9xSEA7gKaX1xi3MZYBnQyblua1hmpiiKohRCVAgfTyZPnkxWVhZXX321z20mTJhA2bJlueSSSwo8Vk5ODnv37nV7RD13AWcBdYGhwNogHDMe43sKoyLwMjAfON02/j7S+uJlRIQqiqIoEUNUCp+xY8fSo0cP6tSp43Obd955h/79+5OSkuJzG4BRo0aRlpaW9yjomFGDJVIOAa8gQmUAsCQIxwS1+HjSBpgHvIEr9ikbuBURRL+GaV6KoihKPsIqfEaMGOEzINl6LFiwwG2fjRs38t133xXowpo3bx7Lli3zy801bNgwsrOz8x4bNsRAis4ZHsvHkaacrYBewI8UvQqxPZVdLT75SQCuR9xf19jGfwfaAjcAO8MwL0VRFMWNsAY3Z2VlkZVVcCBKZmYmycnJectPPPEEY8aMYdOmTSQmJnrdZ8iQIfz+++/88ccfRZ5TTAQ3/4jEmoDUnzlM/ovuGcD9QF/8k79dgJnO5zuRzC7FN3OAm3G3slVBWmBcQ5TaWhVFUSIXf6/fpUM4p3ykp6eTnp7u9/bGGMaNG8fAgQN9ip79+/fzySefMGrUqGBNM/o4A0hCiu0lASuBd4D/AP86t/kVacPQFLgX6UheJt+RXNhT2VX0FE57YCES5zMc2IcIxmuBscBriAVOURRFCSlRdd85Y8YM1q5dW6AL6+OPP+bYsWMMGDAghDOLMJKBM53P1yAX3KFInM77QAvbtn8DQ4ATgOeQC7Qnh3AV6dP4Hv8pDdyBfMZX2MbnAac418VALL2iKEo0EVXCZ+zYsbRr145mzZoVuM1FF11EpUrxVmHPA3stmR+dfxORIOfFwBTgbNs2m5C6NHWBh3GvT2NPZdf4nqJTE/gQmA40cY7lAi86lz9EO78riqKEiKgoYBhKYiLGByQep4vz+RDgbR/bzUPiTr70GE9GYlHuQeJULnSOP4r0qlICIwd4HngCsaRZdEHcYr41vaIoilIAMVXAUAmAM3HF7PxYwHZtgS+Q4nvXIFYhkIDo1xALz4W27dXiUzySgGHI593XNj4Difl5EDgQhnkpiqLECSp8YpUUXGnt/yCurIJohgRAr0EKIJZ3jud6bLcBdcsEg0xEcH7lfA7S62sU0vriC/RzVhRFKQFU+MQy3uJ8CqM2EuS8HhgJVPVYPwwRVJPQqsTBoA+wFImrsix06xEr23m4x1cpiqIoxUaFTyzTyfZ8VhH3rQQ8hCv93c584GLEMvE2EreiBE5ZJObnT6CbbfwboLlz3eEwzEtRFCUGUeETy7TFFbPjr8WnMOy1Z1YC1wH1gdFoanZxaQx8B3yCZIKBCJ7hSAmC78M0L0VRlBhChU8sUxZX88yVwJYAjmF3tQwA/gC+xd2atAW4D0mFH4Z2Ji8ODuBSpPbP3UAp5/g/QA/nuo3hmZqiKEosoMIn1ulkex6I1cfeo6shcmHuiaTL/4LEojic67OBp5Fg3Rs99lWKRgWk0vYfwFm28U+Ratv/QYKhFUVRlCKhwifWsQc4zwpgf3tXds9UdivIeTlSK8hyq+UgncqbAJcjjTqVwGgBzAbG4wo0P4C0GTnZuU5RFEXxGxU+sU47XB3ZgmHx8UYTJMh5LVLw0J4K/wnQBugO/ICmaAeCAxiEdH6/CZeFbSkibAcB28IzNUVRlGhDhU+sUw44zfn8b4oef1OQxceTWkiQ83rgSaCabd004BznXP6HpsIHQiXgVeA34FTb+AREfL6Kfq6KoiiFoMInHuhke15U14hl8amE/13ZKyEViNch1Z9PsK1bCFyGxKm8iaZpB8KpSHzVa0BF51g2cAvifvwtPNNSFEWJBlT4xAOBxvkcxtWVPZBWFSlIkPMK4CMkJsXiH+AGJBX+GeTCrfhPKVyf7dW28YVIu5IbgV2hn5aiKEqko8InHmiPKy26KHE+q3HF5PiK7/GH0kiQ80KkFk0X27qtwANIKvz9BJZyH89UA8YBPyGB0CD/Myu4fBz5244oiqLEMSp84oHyuGJClgHb/dzPHtgcjOakDqQy8Q+IO+YSXIG6e4FnkVT463GPLVIK5yxEWD6PK7g8CxgMnA0sCdO8FEVRIgwVPvFCJ9tzf+N87OKjOBYfb1hBzn8j1Z+tPlVHgLcQa8WlwIIgv24skwjciXyml9vG5wCnIM1ntbq2oihxjgqfeCGQOJ9gW3y80RgJcl6HuLpSneMGKdZ3GtAVyQrTVHj/qIXEVE1DPl+QbK//IkHlH6GfpaIocYsKn3jBHuczy899StLi40kNpOrzeuffDNu6GUgdoDbAx2jKtr+cg7i4RgLJzrEtQD/E5bgiTPNSFEUJIyp84oVUxN0BUvhuhx/72FPZq5TEpLyQhlh+1iEBunbB9QdwBeIGex1NhfeHJOAhJLbrPNv4D0gw9EPAwTDMS1EUJUyo8IknOtmeFxbnY09lL2lrjzeSkSDnv3FVf7ZYjVQwrgeMAvaEenJRSH1gMvAl8rmB9Pp6CjjRuU5RFCUOUOETT3SyPS8srX0NrjiQkorv8YdSSJDzfGA64r6x2I4USqyL9K7aHPLZRR/nI9afh3D1VvsX6ItYhNaGaV6KoighQoVPPHEWrv/4rEK2DWV8jz84cAU5L0CqP1vvZR/Srbw+cC0au1IYZZG4nz9xF5JfI9afJ5FGs4qiKDGICp94wh7n8yews4BtQ5HRFShWkPMKpPpzknP8CDAWaAZcjLZuKIwmSEHJj5DgchAX58NAS0RkKoqixBgqfOINe1p7QXE+kWbx8UZDJMh5HVL92Z4KPwnpW9UZmIqmb/vCgdT8+RupAWRl/q1EMukuBzaFZ2qKoiglgQqfeKOT7XlBcT6RbPHxpDoS5LwBqf5cw7ZuFnAu0ifsQ+BYqCcXJaQiVZ9/R0ofWHyC1P55HgmGVhRFiXJU+MQbZ+FqEzGrgO0si09F/O/KHm5SkSDntUj158a2dYuB/s6xV4FDIZ9ddNASsQSOA9KdY/uBuxE36c9hmpeiKEqQUOETb1TE1SV9Cd47eHt2ZXd42SaSSUKCnJcBnyHVny3WArcgKd1PArtDPrvIJwHp+L4C6fJu/f//Ajo41/nb701RFCXCUOETj1hxPgbp6u2JPZU9UuN7/KEUcBHwK1L9uYdt3Q4kiLcuYs3YGPLZRT6VgdeQz89eR+ldJDD6NbSKtqIoUYcKn3ikk+25tzifaIrv8QcHriDn35Hqz9Y3fz8Sv3IC0sl8eTgmGOGchoifV5HK2iBFI28GzkQbySqKElWo8IlHOlBwnE80ZHQFihXkvBKp/mz1sDqKxLWcCFwA/BKOyUUwpZDPawUw0Da+ADgdEUHqNlQUJQpQ4ROPVAJaOZ8vIn/Lh1iz+HijAWLB+BepYlzRtu5LoC3iEpyCpsLbyUBcXT8CzZ1jBnF7NXGu089LUZQIJiqEz6xZs3A4HF4f8+fPz9tu/vz5dO3alYoVK1KpUiW6d+/OokWLwjfxSKagOJ9Ytvh4Ug2pYrweqf5c07ZuNtAbaA1MRFPh7ZyNNI39D1DeObYDCXw+GymQqSiKEoFEhfBp164dW7ZscXtce+21ZGZmcuqppwKwb98+evToQd26dfn111/5+eefSU1NpUePHhw9qgVI8tHJ9twzzsey+FQkdF3Zw00FJMh5DVL9uYlt3RLgSsT69TLazdwiEfnMliP91Cx+RlyKdyPtRBRFUSIIhzEm6gzTR48epXbt2gwdOpRHHnkEgAULFnDaaaexfv166tSpA8Cff/5Jy5Yt+eeff2jQoIFfx967dy9paWlkZ2eTmppa+A7Ryk5cdVra4ApQPYz0cjJIUGu8tn3IRTqWP40E9tpJB25F0uLjRRj6w/fAUNwthjWB/yLCKNrKIiiKElX4e/2OCouPJ5MnTyYrK4urr746b6xJkyakp6czduxYjhw5wqFDhxg7dizNmzenXr16Po+Vk5PD3r173R5xQRWkWB2IyyLb+TxWUtmLSwIS5DwPV/VniyzgUaQW0J24ah7FO90RF9cTuILGNyNtL3ogAeWKoihhJiqFz9ixY+nRo0eeZQegQoUKzJo1i/fff5+UlBTKly/Pd999x5QpUyhdurTPY40aNYq0tLS8h/2YMY8V55OLqyJvPAQ2FwUHriDnRUj1Z6uf1QHgBSQV/mqkYGK8k4TUR1qKxEdZTANaAI+grkJFUcJKWIXPiBEjfAYtW48FC9yLhGzcuJHvvvuOIUOGuI0fOnSIwYMH0759e3755RfmzJlD8+bN6dWrF4cO+e5PMGzYMLKzs/MeGzbE0e17J9tzK84nngKbi0orJMh5FeLmsqwax5BspubA+cDcsMwusjgB+Ar4AikSCXAECSRv7lynKIoSBsIa45OVlUVWVlaB22RmZpKcnJy3/MQTTzBmzBg2bdpEYmJi3vjYsWN58MEH2bJlCwkJoueOHDlCpUqVGDt2LFdccYVfc4qbGB8Ql01V53MrnucmpOM5iJvnzDDMK1rYAYxBAp49a9icBdwP9CJK7apB5ADSHuQ/uDc6PR94EcgMw5wURYk5/L1++/YBhYD09HTS09ML39CJMYZx48YxcOBAN9EDcPDgQRISEnA4XBGU1nJubm7Q5hxTpAMnIT2Yfgf2ohafolAVeBy4D2mK+jyu1hc/Ox/NEQF0BZIFFY+UA55CCh/egrQPAQken4a4xu5G3GSKoiglTFTdi86YMYO1a9fmc3MBdOvWjd27d3PLLbewfPlyli5dyjXXXEPp0qXp3LlzGGYbJXRy/j0OzCE+U9mLS3kkyHk1MB5oZlu3FLngNwReQqwf8UpTYDpSObuGc+wQUkCypXOdoihKCRNVwmfs2LG0a9eOZs2a5VvXtGlTvvrqK5YsWULbtm3p0KEDmzdvZurUqdSoUcPL0RTAFeAM8B1SyA/kQq3px0WjDDAIsaBZ1Z8t1gO3I5lgIxA3YzziQKxffwN34DoDrQS6OddtDsvMFEWJE6Kyjk9JElcxPgDbkTYEIK4v64LcD/ggLDOKHQzi7noG+MZjXVngWuAuRAzFK4uRPl/2gPAKwGNIraSwOuMVRYkmYrqOjxJEqiGNOcHdCqHxPcXHgTSE/RpX9WcrFf4g4vpqgLjC/grHBCOAVkjLlLG4XKv7EEHYBnG/KoqiBBEVPop7WruF1vAJLi2A95A4oNuAFOf4ced4C6APrnpK8UQCMBjp/H49LhfrEiQ7bjCSQacoihIEVPgo7nE+FmrxKRnqISnc65Hqz5Vt675BLETtkYyneEtGrAK8gZRRONk2Pg7pnfYGIhQVRVGKgQofxbvwUYtPyZKOBDmvR6o/2wuGzwX6Ilagd5HCf/HEGcB8pD5SmnNsN3AjEjC+MEzzUhQlJlDho0hwc1Pbchqayh4qyiHZXqtxVX+2WIa0wmiAiKP9IZ5bOCmF1PxZAVxlG5+PFNu8hfxFIxVFUfxAhY8idLI9b4SmsoeaRCTIeQnSzuEs27qNSJ2gusBw4iveJQOYgDSKtYLwDfAqItYn4GqqqyiK4gcqfBTB7u7S+J7wkYAEOf+EBDqfZ1u3G+l8Xg9J9V4X6smFkY5Ik9jRiJUMpBTDIES0x2tWnKIoRUaFjyL0QFLbQXooKeHHCnL+C7EGWTVtDiHxLw2RFPklYZld6EkE7gGWAxfbxmcDrYF7iS93oKIoAaHCRxEqITElfyHFC5XIoTkS/7MaqXZc1jl+HOkW3wpphjqb+HD71AE+Babisk4eR5qgNgX+R3x8DoqiBIQKH8VFFdyDa5XIoi7wXyQT7DHcA9C/RdxB7YAviI9U+B7An8hnYTU43QRcBvTEveGuoiiKExU+ihJtVEGCnNcDY3BvefELcCEiYMcR+6nwychnsRSxell8D5zkXHcoDPNSFCViUeGjKNFKWWAoYtl4H6n7Y/E3UvH4BOA5pA1ELNMAaQ0yCVdNpCNIMHhz8vdKUxQlblHhoyjRTiIwAGn4+Q1wtm3dJiQguC7wMJIJFas4EGvXcuABXMHga5FMuQuAf8MyM0VRIggVPooSKzgQd8+PuKo/W+wBnkTcYrcAa0I9uRBSDhiFZLt1to1/CTQDnib2XYCKovhEhY+ixCJtkSDnZcA1iFUI4DBS/K8Rkr23KAxzCxXNgB+QzLfqzrFDwDAkE25GmOalKEpYUeGjKLFMM+AdxMJzF67if7nAR0gz0J7ATGIzBdwB9Edinm7Ddcb7G+jqXLclPFNTFCU8qPBRlHigNhLkvB4J+K1qW/cd0AU4EwkOjsVU+DTgRaTB6Zm28Q+Rzu8vAsfCMC9FUUKOCh9FiScqI0HO65Dqz5m2db8hFZGbAWOBnBDPLRS0BuYAb+Oqg7QPKQx5KhIbpShKTKPCR1HikbJIkPMq4AMk5sViJXAtkgo/Gtgb8tmVLAnAEKTz+3W28cVIm5AhQFYI5rEnBK+hKEo+VPgoSjxTGgly/gOp/tzJtm4zcB+SCv8gsC3UkythqgBvAvOQWCeLdxD315uUjNvvJ8S12KmEjq8oSoGo8FEURYKArSBnq/qzw7kuG0kPrwfchPQMiyXORNx8LwGpzrFdwA1IC5Dfg/Q6PyMB1Wcjn/NiJMVeUZSQosJHURR3zkCCnJcjbh8rFT4HeB1oDFxO8ARBJFAauBVxfw2wjf8KnOZctyfAY88BzgE64J5C3xAoE+AxFUUJGBU+iqJ4pwkSBLwWqf5c3jmeC3wCtAG6I7VyYiUVvjrS/mMmEuQN8n5fRjq/v4//73UO0A04C/mMLBoA4xFh2bvYM1YUpYio8FEUpWBqIUHO65Hqz9Vs66Yh1ozTgU+B4yGfXcnQCSnu+AwSCA4S43QVUg16aQH7zkUE4VnAdNv4CUjj2L+BQbhaaiiKElJU+CiK4h+VkCDndcBryIXcYgFwKWIleROpEB3tlEGCu5cDF9nGf0TS4u8D9tvG5wE9kMywabZxu+C5GhU8ihJmHMaYWDFSB4W9e/eSlpZGdnY2qamphe+gKPHKMeAzxCryh8e66khtnBuR4oGxwLdIrI89uLs2cAXSF+x7j+3rA48AV+KKk1IUpcTw9/qtFh9FUQKjNBLkvBBX9WeLrUiH9LrOv7HQFuJc4C9gBJDkHNsI/Ad30VMfKQC5Avc+aYqiRAQqfBRFKR4OXEHOVvVnKxV+L2IRykTSw1eFYX7BJBkRQHV9rK+NpKkPRgWPokQoKnwURQkepyFBzn8jVZGtdO0jSOxPEyQWaEFYZlc8fkOysM7At4DbiMT/TAnRnBRFKTIqfBRFCT6NEaGzDgkCruAcN4gwOg3JBptG5KfCzwf6IILHLmjqIu9xF/IeraDlNYhAugjJhFMUJaKICuEza9YsHA6H18f8+fPztvvhhx9o164dFSpUoEaNGtx///0cO6YtlxUlbNRAXF3rkerPGbZ1PyAuslORukCRlgq/ABE8pwPf2MbrAm8gVp/rkGy3ZxAXV0fbdp8jWW7PIBYvRVEigqgQPu3atWPLli1uj2uvvZbMzExOPfVUAJYsWUKvXr3o2bMnf/zxBx999BGTJ0/mgQceCPPsFUWhIhLkvA4RDQ1t635HgqSbONeFOxV+IXAeYpWyC546SOXqVcD15K+6fCJS+PB9XALvIPK+WzvXKYoSdqIynf3o0aPUrl2boUOH8sgjjwDw4IMPMm3aNDcL0BdffEG/fv3Yvn07FSpU8HU4NzSdXVFCwHGkLcYziNCwkwHcjvQFqxjCOf2OZGx95TFeB6lfdA2ubK7C2AMMB17BvRFpfyQLrEYx5qkoildiOp198uTJZGVlcfXVV+eN5eTkkJyc7LZdSkoKhw8fZuFCzzOri5ycHPbu3ev2UBSlhCmFBDnPR6obn2Nbtw0RGnWR2JnNJTyXP4C+SAsOu+ipDbyKWHhuxH/RAyLYXkLe3xm28Q+Q1hcvIXWQFEUJOVEpfMaOHUuPHj2oU6dO3liPHj2YO3cuH374IcePH2fTpk2MHDkSgC1bfBcRGTVqFGlpaXkP+zEVRSlhHEjH8mm4qj9bZ6V9SKuM+sC1SF2cYLIIuAA4BZhsG6+FWGr+QaxORRE8npyCtLB4E6jsHNuLWLROA34pxrEVRQmIsAqfESNG+Axath4LFrjnvW7cuJHvvvuOIUOGuI13796d0aNHc+ONN5KUlETjxo3p3Vs6AJYqVcrnHIYNG0Z2dnbeY8OGDcF/o4qiFE4bJMh5BVLzxxIcR5CCgM2QGkG/FfN1FgEXAicDX9rGayHNSFcDN1M8wWMnAQmCXoF0u7fPo61z3c4gvZaiKIUS1hifrKwssrKyCtwmMzPTzYX1xBNPMGbMGDZt2kRiYv4KYcYYtmzZQqVKlVi3bh0nnngiv/32G6eddppfc9IYH0WJELYCLyLuJk8PdGfgfiQrzIF/LAYeQ7Kt7NQEhiFWpWTPnUqAeYglabFtrArwNFL4MCrt8IoSfvy9fkdVcLMxhgYNGnDRRRfxn//8p9Dthw8fzvjx41m7dm2BVh87KnwUJcLYi2R7/Zf8rS9aIwLoEnw3/1yCCJ5JHuM1EMFzHaERPHaOIYLuYcSlZ3Em0gC2dYjnoygxQEwGN8+YMYO1a9fmc3NZjB49mj///JOlS5fyxBNP8PTTT/PSSy/5LXoURYlAUoF7gbXAW0hxRItFQD/n2KvAIdu6JYggaoW76KmBBBevQZqOhlr0gIi02xD3V3/b+C+Iy+92IDsM81KUOCCqLD79+/fn33//Zc6cOV7Xd+nShd9//52cnBxatWrFo48+yrnnnluk11CLj6JEOMeBL5BU+Pke66oiwdI7kAKJdqrjsvCklOwUi8wM4Bak1YdFdST1vT/+u/MUJY6JSVdXKFDhoyhRwm7EcvMkcLSA7aojRQSvJ/IEj50jiDvvcaTwoUUnxJrVLAxzUpQowt/rty+vuKIoSmRwDFiJuK7sD38SMP+LZIhFsuCxKIPEK10B3IFYtQBmAS2Bu4FHgHKhn5qixBIqfBRFiRy2kV/gLKPova5OBX4EygZ1dqGhHpJ59g0Sg7QWEX/PIAUQX0TqD6n7S1ECQoWPoiih5zAiaCxx86fz7/ZiHDMFGIlUWY5GweNJb6ALkub+NCL+NiBd388FxgANwjY7RYlaVPgoilJyGORi7WnFWYl/3dgTkOalLYFExP2z32ObqoiL6EZizw2UgqTiX4lYf75zjn8LNEeCte8nPJlpihKlqPBRFCU47AP+wl3g/In/adlVkdTzFojQaYkE9P6LBPxORISUffv7kGKAsSZ4PGmEiJ3PkPifTUAO0lT1PaTidM8wzU1RogwVPoqiFI3jSFsHT4Gzxs/9ywAn4hI31iPDY7sVSDXlD3EXPOmI4LmZ2Bc8dhxIXaKeiBD8LxL7sxpxfV3sHNN2g4pSICp8FEXxzU7cY3CWIFadQwXtZKMO7uKmBVJsMH+3GRcrgCcQwZNrG09HChneDJT3+x3EHuWBZ4FByGcx2zn+GTAVeBSxChX0GStKHKPCR1EUCZxdQf5YnM1+7l8Ol4vK/rdSEeawEhE8H+AueKoggucW4lvweNIcSXV/H7gHCQw/gFjDxiO1fzqGaW6KEsGo8FGUeMIg/a48Bc7fFFwE0MIBNMQ9DqclUJ/AG+CsQgTPRPILnnuAoajg8YUDuAo4D+n79RryGS5DCh9eCYxGijgqigKo8FGU2OUgsJT8rqqdfu5fifxxOM0JXlzNP4jgeR93wVMZl+CpEKTXinUqIgHO1yDur9+c4+8DXyFp/jcB2rZQUVT4KErUkwusw13cLEEsKf40pCkNNMU9DqclUIuSKZL3D3Ihfh/3lPbKSHXiW1HBEyhtgHnA20ibjt1IVt2twDjE/XVG2GanKBGBCh9FiSayyS9w/iR/bRtf1MBd3LRERE9S0Gean9WI4HkPd8FTCZfg0fZ4xScB6Ut2ISJ+3nGO/w60RZq0PoW4EhUlDlHhoyiRyDHEYuNZ2fhfP/dPRtxSnhlVVYM+08JZjTQSnYAKnlBSFRgLDEbcX0sQC+CbSAbYM4hrLNDYLEWJUlT4KEq42U7+OJylSIE6f8gkv8BpSPh/3WsQwfMu7oKnIi7Bkxb6acUd7YGFSAzQcKTQ5E6kRtJYJCC6VdhmpyghJ9ynRkWJH3KA5eTPqNrm5/4VyB+HcxKRJx7W4hI8x2zjFYG7gNuIvDnHOqWR2j6XIaLzI+f4POAURIQ+jlrelLhAhY+iBBsDbCR/HM7f+N+fqhH5M6rqEdkdudchgmc87oInDZfgqRjqSSlu1EQKQ16L1EVagQTHvwh8DDwPXEFkf88UpZio8FGU4rAfqWTsGXC8x8/9qyBuBrvAORFpThktrEOCZceRX/DcCdyOCp5IoyuwGBE6TyCVuLcC/ZGMsJeRPmmKEoOo8FEUf8hFYlY83VSr/dw/Eff+VJarqjrRe3f9LyJ43sFd8KQigucOVPBEMklId/d+yP/qS+f4DESM3wM8RHz1Q1PiAhU+iuLJLvJbcP5CCgL6Q23yp4w3IXZ6J/0LjEIEj73acypyAb2DorWqUMJLJvAF8DUS67MO+b+OQqppvwj0JXoFuqJ4oMJHiV+O4t6fyhI7G/3cvywSXOyZUVU56DONDNbjsvDYBU8FXIInVt97PNAHcYGNQlLdjyD/8wuB3sBLwAlhm52iBA0VPkrsY5D4BU8rzjL8608F0ID8wcYnEB81UDYggmcs+QXP7YhbSwVPbJCCZHddiVh/vneOfwP8ADyINIxNDsvsFCUoqPBRYotDiKDxjMXJ8nP/inhPGY/HJpkbkLv/t3EXPOURwXMXKnhilcbAVOBTRNhuAg4jdYAmAK8A3cM2O0UpFip8lOjEILEmninjK3FveOmLUkjcjacVpzYay7ARl+A5Yhsvj6Sk34W2O4gHHMClQE/gMeAFpBzDP0AP4BLgv8hvRlGiCBU+SuSzFxE1dlfVn85xf8ggv8BpiprrPdmECJ63yC94bkUK36ngiT8qAP8BBiGtL352jn8KfAuMQCyAsRK8r8Q8KnyUyMG6m/R0U63zc/8kvPenqhbsicYYm4CnkR5OdsFTDpfgSQ/DvJTIogUwG2kyew+wAziAxPyMRzq/nx2uySmK/6jwUcJDFvkFzlIkjsAf6pE/ZbwR+o0uCptxCR57X7BywFDk4qaCR7HjAAYC5wEPI32+DPLb7ehc9yxiZVWUCEUvE0rJkoO0avBMGd/i5/7lcRc3VrBxxWBPNI7YjKQrv4F3wXM34enirkQPlZAA52sQ99d85/gEpBDie4g4UpQIRIWPEhwMckH1tOL8jXtVX1848N2fKh5SxkPBFlyCx25ZK4vLwqOCRykKpyKNTt9Csr8OA9nAfajwUSIWFT5K0TmAmLY9Rc5uP/evjHt/qhZIbE7ZoM9UARE8zwKvk1/w3IIIHo2DUgIlAdiG+3frkjDNRVH8QIWP4ptcYC35U8b/QSw8hZGINDr0dFXVQFPGQ8FWRPC8hvtFKQURPPeigkcpHrlIRtfLtrEHkSKIihKhRI0TYeXKlfTt25f09HRSU1Np3749M2fOdNtm/fr1nHfeeZQrV4709HRuu+02jhw54uOIihu7kYyNV4AbgLZI76WGwEVIyuokYBXeRU9NpN7HfcD7iEjaj3SAft853tO5nYqekmUbEqdzAlJnxRI9Kc7xtcBoVPQoxeMIUuHZLnqeA55Ef+NKRBM1Fp/evXvTuHFjZsyYQUpKCi+88AJ9+vRh9erVVK9enePHj9O7d2+qVq3Kzz//zM6dOxk0aBDGGMaMGRPu6UcOx5Aif55uqg1+7p+C9/5UWt8l/GxDBM2rSAVri2QkAPVepBu8ohSXA4g7a6pzuRTSw21g2GakKH7jMMb447QIK1lZWVStWpXZs2fToUMHAPbt20dqairTp0+na9eufPvtt/Tp04cNGzZQs2ZNAD766COuvvpqtm/fTmpqql+vtXfvXtLS0sjOzvZ7n4hlG/kFzjLca7UUxAnkTxlvgJzklMhhOyJ4XiG/4LkJsbap4FGCxS6koek853Iy8AkazKyEHX+v335bfDZu3Ejt2uGpTV6lShWaNWvGhAkTOOWUU0hKSuKNN94gIyODNm3aADBv3jxOOumkPNED0KNHD3Jycli4cCGdO3f2euycnBxyclw5vXv3+lsOOIL5BrgR/7uMp5I/m+okpGKrErlsRyrqvgIctI0nI///+5B4KkXxl1zgF8St/QNyLngH183OJqRdxVLncirwFVq4UIkq/BY+J510EmPGjOGqq64qyfl4xeFwMG3aNPr27UuFChVISEggIyODqVOnUrFiRQC2bt1KRoZ71axKlSpRpkwZtm7d6vPYo0aN4rHHHivJ6Yeel/EuehLw3p+qDuqTjyZ2IILnZdwFTxIieO5HBY/iP0eBWYjY+QIJirdYhDQmbYDE93XHVUk9A3F1tQ7FJBUlePgd3PzUU09xyy23cPHFF7Nz586gvPiIESNwOBwFPhYsWIAxhptvvplq1arx008/8dtvv9G3b1/69OnDli2uSngOR/6rtzHG67jFsGHDyM7Oznts2OBvsEsEcwPuQqYB8Bvil18GfIRkXvQB6qKiJ1rYgYiaTCRbyxI9SUjz0DVII0kVPUphHEREzkAkyL07Uu7A8x6xG+Ly/gM4C5foqQ/MQUWPEpUUKcZn7dq1DBkyhGXLlvHmm29y/vnnF+vFs7KyyMrKKnCbzMxM5syZQ/fu3dm9e7eb365Ro0YMGTKEBx54gOHDh/Pll1+yePHivPW7d++mcuXKzJgxw6ery5OYifH5ADmpHXcu9wPeRRsJRiNZuCw8B2zjScD1wANItpyiFEQ24gafhDQXPVjw5nQCvgYWAOfjagrcAvgOFdhKxBH0GB+A+vXrM2PGDF5++WUuvvhimjVrRunS7of4/fff/T5eeno66emFNwM6eFB+oQkJ7gaqhIQEcnNzAWjbti1PPvkkW7ZsoUYN+UV+//33JCUl5cUBxRX9kQtjP8SU/SGS1vwRUCaM81L8JwtJDx6Du+Apg0vw1ArDvJToYTvSQsKK2TnqZZtU5Hu03DbWERE9PwCX4Wpt0s45XqmE5qsoIaDI6ez//vsvn332GZUrV6Zv3775hE9J0LZtWypVqsSgQYMYPnw4KSkpvPXWW6xdu5bevXsD0L17d0488USuuuoqRo8eza5du7jnnnu47rrrottyUxwuBj53/s1xPr8Q+AwJgFUik524BM9+23gZ4DpE8IQnz0CJBv5FfuufAz8jAcueVAX6IjW6KgK9bOvORixD/wOuxWU1Phf4FK2wrkQ/pgi8+eabpkKFCubCCy8027dvL8quxWb+/Pmme/fupnLlyqZChQrmzDPPNFOmTHHb5t9//zW9e/c2KSkppnLlymbo0KHm8OHDRXqd7OxsA5js7OxgTj+8TDPGpBhjcD66GmP2h3VGijd2GmMeNMaUN67/FcaYMsaYm40xG8I3NSXCWWaMedIY08a4f3fsjzrGmNuNMT8aY44591tojKlk26aDMWafMWa0x74DjDFHQvJOFCVg/L1++x3j07NnT3777TdeeOEFBg6M3SpVMRPj48lsoDcuC0IHxGQdQ28xatkFPA+8BOyzjZdB7rgfQDLvohEDPITEKGUirpL2zr/NiKLa8RGGAX5HXFiTkGbA3miCWHwvBNrgnsjwO3AOrh57HRBLz5NIM1uLW5Ggef1fKRFO0GN8jh8/zpIlS8JWy0cpJmcD05C2EdnAT0gmx1TE1K2Enl1IS4kXcRc8iYjgGUb0Ch6Qi/NdyEUTJB16FRJkD/K9a4tLDJ0OlAvpDKOL40gm1STEjbXex3ZtEKFzESIuvfEH7qLnLKQez53AWNt2jwMPo5mfSkwRFZWbQ0nMWnwsfkdSVHc5l08GvgcKjzFXgsVuXILHXi8zERiCCJ66YZhXMDFIX7D/OpcdyPsrqGp4KSQ9uh0uMRTNwi8Y5AAzEKHzBVLSwBMHIlwuAi5ALGsFsQjoiusc0N557Oudr2Md8xWk8reiRAklktWlxACnIMXKzkEyPv4AOiPWIG1rULLsRqwfL5Bf8AxGBE+9kM8q+BjgHtxFz9tIpuHvwFzEcjEX+Q5aHAcWOh9We73auLvHWhH7JRkOIJbYSYg72lsx+UREvFyIBClneNnGG4txFz3tkHYTlwFWz+dEpLHwZQHMXVGiALX4eBDzFh+Lv5ET4GbncmMkdVU9mcFnDy7Bk20bL40IngeJDcEDInruRbLSwCV6BvvYdjUigCwxtNQ57ouyiEvMEkNnApWDMfEwsxtxNX2OiJ7DXrYpi7iqL0Li9SoW8TUs0WPVn22LS+AstL3G54gbXFGiDH+v3yp8PIgb4QNy0emCK1agPmJWzwzXhGKMPYg767/kFzzXIIInM+SzKjkM0h/sP7axsXgXPb7YA/yKyyL0C+41jLzRDJdFqB0i4qMhJmULrho7M4FjXrapiDT/vAgRI4Gmki9Bfut20fMmEvi80jlWGQluPjPA11CUMKPCJ0BiQvgYpLR8DQqv17MeOSGudi7XQSw/jUpqcnFANi7Bs8c2Xhq4GhE89UM+q5LFIO00RtvG3kZilorDMeBP3N1j/xayTxXc3WOnAinFnIcv9jsf/rqJ1yAWlUlId3NvZ98MxIV1IVI9ubgFR/9EfuNWkfwzke/mJUjTUZACht8DJxbztRQljKjwCZCYED4PIympFRD//2XI3WKSj+03IyZwKyW2BjAdPQkWlWwkJf153AVPKVyC54SQz6rkMUjK/bO2sbeQzLSSYBPu7rE/8G4tsUhEYtvsYigY7Ra2IKJqG5L+fbeXbQzivrMysRb5OFYmYtW5CBEmpXxsV1Q8Rc8ZwBPAFbjifBojoidW3K1K3KLCJ0BiQvicglwM7KQiGR+XIlldniJoOxLw/KdzuSoS8NyqxGYZO+zFJXh228ZLAYOQOjaxKHhALuzDcK/78iZSYTpUHET6SVkWobm4Luq+yMTdPdaCoouNW4BXbcsPI+nfxjkfq8bOKh/7N8cldloRfPfcX0jigl303IOIcMt92Abp21U1yK+tKGFAhU+AxITwORnfd5YAaYgIugwRO5YpfSfQA1egYyXkTvDUkphkDLAXyT56jvyCZyByIYxVwQPeRc8bSFp0ODHACtzdY74K/FmURywtlhg6A/md+GIdYinx1vuqJq6kAU9OR4TOhc79S4q/EEuPlf5+OmKBuwXXnDsjaexReppTFE9U+ARITAmfMsgd5yfICc5bWmxFXCKoK3AI6ckzz7k+FZiCXBAUoSDBcxUieBqEYV6hxCCuu6dtY68DN4RnOoWyE/lOW2LoN7xnTlk4ECuQvaZQfVxWmWuA8X68bgJSPNSqsROKukRLEVFjiZ7TnK//IK6YoguBD9CefUpMocInQGJK+CThOrnnINab/yEiaJ+X/SohJ8RzkdTrOc7xckg9kU4lM92oYR8uwWN3pSTgEjwNwzCvUGO1oRhlG3sNuDE80wmII0h6t2URmoNvK41FBtASyTrzdhPhyatIAHEo3UjLENFj1Uc6DRFez9m2GYKIVK3ipsQYKnwCJGaFj53DiAj6BEmn3e9lm2SPfZMRwdQjiPOMFvYBLyNp2p6C50pE8MRLFpxB3u9TtrFXif4KvwbJcLS7xxbjvbO5v3RHLK6hasPhKXraACfhahECknk3iuhI91eUIuLv9VvbzsUjycD5SPGy7Ui2SX8kzsHCUzAdRoqnTQrFBCOE/Ygrpz7iJrBEj2Xh+Ru5qMST6HkEd9ETK20NHEhWUz9E5E5GMiOLw/dIIsGeYh7HH5YjMT2W6GmFpNjbRc9o5PusokeJc1T4xDspSOzBROSkOQlJdfV1l3oxUujsBwpOIY5m9iMBu5lI8K5V9M2y8CwHJhA/ggdE9AzHXQy8DNwcnumUCKuQlPwzkVicYUE45jzEhXwbUhzUm3W1uCxHLD3bnMvNkN/vN87lUsA4JKNLURR1dXkSF64ufziIlM63AqNzvGxTFQmavAyJI4j2mIEDiAVjNK4UYBDB0x9x8TQJw7zCjQEeReq/WLyMZAhFMwapaGylnf/lY7sGyPe8JtK9HKS1yyqkdpM9aHoBhTdibYV7TaHiNKT9G4m9s0TPCYhFd5lzOQn4GKnnpSgxjsb4BIgKHy8cRIKbLy9gm2qINegyoAPBK8AWCg4gcSqjce9+7cAleJqGYV6RwqNIfRqLMcDQMM2luOQibTCs6slrfGzXEleNnZOQ70JXxGoDvmsV5SDlIOYC7yDWmMKwGrFaYsjfRqwrENGz1blcA/ndbXQuV0D6f3X041iKEgOo8AkQFT4FkIvUAhlXyHYZuETQWUSuCDqAZCM9S37B0w+JZ4lnwQMwAnjMtvwScGt4phIwR4EfEaHzBVJx2RttcdXY8SxHMAMRPjjXLcc/cbIOscIU5SybgtTdsSxCbcnfiHUF4t6y3ksqYpnc41yuhlhsTy7C6ypKlOPv9TvanRNKKElAmk5Wwb0RJbhngW1DLCivIgGWlyAVo9sTGSLoIC7Bs9027kDimx5B4iTincdwFz0vEj2i5xASXDwJsXrs9rJNKUQ8XIjEudX0cSwrfd/iMfwTPSBxYpuRIGfLlZaAWNGOI+4xz0ashxCh9qNtrBkui1A6UiTSsvQ4nPtYhQnrIVXX4ykGTVGKgFp8PFCLjx94i/m4D2iN1AmagveYoBqICLoMOYmHOrT+IFK/5BnyC57LEcGj/cmEx5H/scWLSIBuJJONBPR+jnwHD3rZJhlJM78I6XruaUnxxtfObUHaTCym6AJ+F1If6zfncjlEkHVGkgT+wr2mUGGNWH3RHPgOaTqqKHGGuroCRIVPEXgK9zvhYUjWz37kYvEJ0gfImwiqiYig+yj5k/RBpJXCM7iCQEEEz2WI4GlewnOIJp5AMrgsXgBuD89UCmU7kno+CWms662FRAWgDyJ2euJetqEwcpHf0xLn8iTEQhQI+5Ag45nO5STkN3K+l203IUHTlhj6Hf+yKAch77Udvi1YihKjqPAJEBU+ReS/wF225dudY1atkL3Ine0nSMyBZ8bLKbh6gwWbQ7gEz1aPdZbgOamEXjta8RQ9/wXuCM9UfLIeV3Dyz3gvMpiOiIyLkNgcz6a8/vIx4v4E6Vn3G8Wrg3MY+e595VwuhZRG6F/IfksoesPgTNyzxwJpxKooUYTG+Cih4U7EfWDVc3kRObm/iriyUoEBzkc2Eltjr49SoQTmdAjJunma/ILnUuTCroInPyNxFz3PEzmi529cYmeBj21q48rEak/xz27HcP88RlL84n/JwGdIh/QPkDifK5EbBF8tP/4BehVy3AbAao+xdc7HB85lqxGrlUF2JgU3YlWUGEWFj1J8bkJO6EOQ+J83EPfW27jfYe5DgqMtGiDVo4PFIeAtRPB4Zu5cglzEWgTx9WKJJxELmMVzuGrWhAMD/IGrxo6vtPDGSAbhRUiLhmBWJX4PWOl83gGJDQoGic5jpyIxZwb5DWUjLSXsrEbigDb5ONZQ5GYjASm0+Qsu99hvyG/CYj/iDpzuXHYgNwCWRagdkoGmlZ2VGEddXR6oq6sYfIi0cjjuXL4CMeMnIifuTsjdK4jomYXcpReXw4jgGUV+wXMxEqSrgsc3nrFa/wHuDsM8jiMX7EmIdcdXgO8pSJzNRUi2U0lcqHOQYpXWHGYj4ieYGOABJLvQwoqTcyCipxOuujyejEDEvK/3fxQ5D1gB0/42YrW7x04hcDehooQYdXUpoacfcpK8AjnpfoRcQJ5D7pbtomcmxRc9luB5mvwn9IsQwdOymK8R64zCXfSMJrSi5whSI+dzpMbOdi/bOJALsVVjJzME83obl+jpSfBFD8j7egaoiPSCA/l/ZCPWti54Fz0OpIhkYZWzE5Hu7KchsXcG2IDLIjQXEUb2GKltyP/ic+dyEhLb1M72qObXu1OUiEUtPh6oxScIfINYWrxlc52AWHrqFOP4h5EL0yjyC54LEcFT1EDQeORp3OOtngXuDcHrHkBSrich2X/ZXrYpjQQlX4RkPVUPwbwsDiLi3IoPW4C40UqSV/GvBUhpxIraL0ivux9xiVliaB7e/x92GuLuHjsR7fqoRARq8VHCR2/kgtbNYzyD4okeK25oFPljHi5ABE/rAI8db5yCxNBY3EnJNrHcjXwnJiGi55CXbVKQWjcXIinZFUtwPgXxCi7RY8UOlTQ3IzE/VxWwTVkkMLpnEF+3PGJZ6uJczkX6fFkWoTm4LLUW/zgfVuf3NKS6tOUiO52ilQxQlBCjFh8P1OITJDaTvz5PPSQtt6gfaw4SFD2K/Kb/vojg0dL8/nMb4irxpBJSz6g5chdvPc8gsDiarYj76nPEneWtDk0aUhzwIqAHcnEPJ3uB+kjBQQfwJ6Gr8bTO+dreqIRYUtuGaC52tuMSQnOB+fjfiNUSQ3XQoGmlxFGLjxI+NiOZKJ78i1iBpiIn8sLIQRo9PoV3wTMcsVwo/jMa76IHxCrzs/NhpzL5xVBzJNbD82K2Flfa+Vy896jKQCx0FyLfkzJFfA8lyX8R0QNSgiGUoqdTAesnEx7RA/J/vsD5APld/o570LQ9Nuu4c/3vwMvOsVq4B023xv+2H4oSZNTi44FafIqJJXqsNOD6yMVkCJJuC3LSm4YUmfPGEVyCZ4PHuvMRC48KnqLzH9xjeGojrRNWBHi8KrhafKzAe2CyRSau4OS2RGYhvZ3I93Ufckv4N/mblZYE/yKiZ10B27REeo9lhGA+RcUgXe7t7rG/KLgxq9WI1RJD3hqxKkoR8ff6HTUhaStXrqRv376kp6eTmppK+/btmTlzpts2t99+O23atCEpKYnWrVuHZ6LxzBbyi56ZiHVmFq5skEXIid6zuOARpAZQI6SuiV30nIcEmX6Jip5AeA530fMk8vkuQ2JuegdwzJ3AT86HL9FTCSmE+JtzDmcRmaIHJLh7n/P5YMIveuxn5yVIZtn6kp9SkXEgn9VVSIHSJYj18DvEKnsO+WN+rEaso5B4ripIaYJrkZueFRSto72iFIGoET69e/fm2LFjzJgxg4ULF9K6dWv69OnD1q2uq6cxhsGDB3P55ZeHcaZxyhbkBG6JnkxE9NRzLp+EnOis/kFLgY6IC+sIUmm5EVK91n5y74PEFEwmNEGmscjzuAcuj8SVPp2AlBr4Gvnf3Y73atoV8M896clupKVJNeejM5K99CryfcgK4JglwRZcLsAk3Is5lhTrkc9jnZd1HRGX2wpcyQCrEOG40sv2kUYa8r16DLHu7kaC6V9B2nNketnnbySWbwjQFKiK3PA8jdRR8hYQrygBEBWurqysLKpWrcrs2bPp0EEKauzbt4/U1FSmT59O165d3bYfMWIEX3zxBYsWLSrya6mrKwAsS4/lMslELDz1vGy7GskgKezOtTfi0jotKDOMXzx7qT0BPFzIPvuQjJ3R+GdhSESK/TVCgoOXkt+aVxDVyB8/1ByxAoSKW3HFo9yBfG4lyXrkRmGtl3UXIMVAk23bnoMIH5DP63uiv2TDZtzdY4U1Yi2NWHvtsULaiFWxEVPBzVWqVKFZs2ZMmDCBU045haSkJN544w0yMjJo00bNAGFlCyJk/BE9ICbxGUgtEG/0QgTP6UGbYfwSqOj5FrkQ7SxkW5A79EHkd1/tQtxoS22PZXgXRNudj1ke4xl4F0TBjgX5F3GxgsQ8DStg22CwAblR8CZ6rkGsn/Yzc13EndgdcSNtR0TTFMIX8BwMaiKtZC5xLh9C3Nn2Aov27+AxxGX6G/CCc6wexasJFgociOX6vnBPRLGICuHjcDiYNm0affv2pUKFCiQkJJCRkcHUqVOpWLFisY6dk5NDTo6r0t7evXuLOds4Yisiev52LtfD3b3lyVGk+NpIH+vHIc0bleLjKXoex7fo2Yl0C5+EWBK8FZ70xRAkXmgoctGu6ByvjLhlzvLyWt4E0TYvx97mfMz0GK+Od0EUiCsO5LM56nx+OyVbmXgDIlrWeFl3L1LJ2Vvat1UDqxfSj2sPYgX60vk3FkhB4pisKtkGcetZFqG55O/Z9i++W5tEEj8hFe3rhnsiCgAmjDz66KMG+Xr7fMyfP9/k5uaa888/35x77rnm559/NgsXLjQ33XSTqVWrltm8ebPX47Zq1apYc8jOzg7yuw0hrY0xGGOSSvA1thhjmjpfB2NMPWPMWh/bHjHGjDXG1Ldt7+2RboxZVIJzjhf+a9w/18e8bLPRGPOyMaaLMaaU8f7/qGSMGWSM+dIYc9C53x5jzAvGmAZeti9njLnZGLM8gDnvMMb8aIx51RhzizGmkzGmmo95+XpUN8Z0NcbcZox5wxjzszFmdyGv+7ft/acZY3YFMHd/2WC8f24YY57x8xj7jLxHa78yxpjPgz3RCGanMeZrY8yDRr4jKaZo35FwPToYY3JK4PNQ3MjOzvbr+h3WGJ+srCyysgqObszMzGTOnDl0796d3bt3u/ntGjVqxJAhQ3jggQfc9ilKjI83i0+dOnU0xqcgLEuPdfdVD7kbzfTY7ijSfX0k+e9weyBNFhsjJvyFzvFKSDaIxvYExotIjIrFCMR1CFJt16qx84uP/WvgagB6Nr5rreQiLrGXECuRJ92RQonnUrwUih14txDtKMIxapDfOnQiYp26AvjYud1I3PuWBZONiKVntcd4AuLaGlKEYx1GWlZ84VwuhVhLC6r6HKsYXE2Rw0kuEpc1DPdGyVUQF/N1RIl/JbqJihif9PR00tN9FXNxcfDgQQASEtzPoAkJCeTm5nrbxW+SkpJIStL2w36zjcJFzzFcgsfzRN8duRjbYxN+QC6Q85Dsj3OQ+IX2wZx4HPAS7qLnUUTEjEDEzp8+9jsB6a12ERJb5Y9QSUAC0Hsj34WXkYDoA8713zsfDZHA4aspesVukMyejs6HnR24iyHr4S0uaYvzMb2Q1zod6VOVFsA8C2ITEtPj+VtIQi6WFxbxeMnA/5CU+/eQC/9AJD7r5mLNNPpwEH5B8SviIv3VNlYa+d4PJ3ytVxSfhPsr4xdt27alUqVKDBo0iOHDh5OSksJbb73F2rVr6d3bVYDkn3/+Yf/+/WzdupVDhw7lWXxOPPFEypSJpPKwUco25ARuiZ66uIueY8BE5A7H8yTfDbkAt/Ny3DTEynMekuK8F7EIfYX3CtBKfsYgJ1+LNER8PuZj+xaI0LnI+bw47QSaIWnKTyI1WF7GFbj7j3NeDyExQEMRK19xqYpYUDp5jG/HuyDaReF0d/6tRX7r0IkEJogs0ePZ76oCEp8T6Pe7NDDeeZxXnWO3IMLtAbQ9RCjYhHzW73uM90ZqVjUJ+YwUfwmJ4y0IzJ8/33Tv3t1UrlzZVKhQwZx55plmypQpbtt07NjRa7zO2rVr/X4df32EEU1JxPhsNcY0My6fdV1jzBrnuqPGmPHGe/zCOUZiLfzhgDGmu23fZGPMt8GZfkwzxvgXZ3CmMeZZY8yqEp7PMSNxQfZYFPvjXCP/1+MlPA+LXCPf3x+MMS8ZY24wxiT6mFtBj9rGmB7GmLuMxKzNM8YUdJrYZIxp5OU4VY0xC4P43h70OP59znGlZDhojHncGFPWuH/uzYwxU8M4LyU6YnwiEa3j4wXLvbXMuVwXybSpC3yAWHg872i7IhYez6yewsgBLkWsPSB9nD5Bqj8r+Xkf37EdpRCLyEXI5+fZNDYU/IVYgCaQvwBdY8QdMAjvRRNLknMQFyvAZYhb1YofWoq4XP2lDvmbu1ZCLJiexQbrIgX9gmH1svMscL9t+QbEChepVbKjEYOci+7Dvb5VJSQz8Aa0/1iY8ff6rcLHAxU+HmxHzPGW6KmDXDB+QQTPKo/tuyCCpwOBcwRpEPmpc7k0IrAuLcYxY5VOiHvQIglx2VyEXHhDWQSwIHbhcoN5ph9XQOJVhuK7vlMwmYl8T0HqSi3H/YJlkAB+z4DqpUgaeXH4m5JzgbyOxPhYZ/T+iDtML8bFZwESPzfHNlYK+bxHoH3GIgQVPgGiwseGp+ipidzVTCT/nWwXJJj27GK8np1jSEyI5T9PQE7i8Zi5UhBfIHE8TRGx05PQW0+KwnHEmvci+QsWOpA6NbcjFpmSiFMxiHVnnnP5PeDKIuy7hfxiaCkSW+Mv9chvIWpG/n5WgfABEuhsZTqdh1gpkn3uoRTEFqS9y7u49w7rgbSCOdHbTkq4UOETICp8nGxHxMxS21girkJvFp0RweOZdRMMjiO9u952LjuQu9rrS+C1lNCzBAnKfp/839NmiBvsKoIjCCy+Qarogly0llB8d5BB2i/8gLjtAiUTdzFkCaJyRTzOV4h11KrS0RkJpI5kQRxpHEaKgD4F7LeNN0YETy80gDwCUeETICp8ENHTFYnP8EVHxMTbKYDjF4VcpB7MK7axl5CLohIb7ETE7StIZWM7aUiNm1uQtPvikIs0ul3kXP4MsZIFg62IwPjbY7w9EnvzD+6us334hwPfgqhsAfvNAM7HVV7gdKTukrpkCsYgpR/uxb2lSBpyvrsZiTtUIhIVPgES98JnByJqPEvDW5yNuFY6BTi3QDBIQOF/bGPPoL1vYo1jiGXiJaQbtx0H4ra5DbFEBnK3/T8kkBlEAM0P8DieeJZ5sLgZeS+eFiWDFDT0dJcto2iCqD75BVFTXILoV6Q+lhWofRJSW6mGn68RbyxC4njsMXMJiHv/caDwknNKmFHhEyBxLXy2IX2QvNEBl+AJh4nXIHdcj9vGHgMeCdN8lJJlEeIGm0j+3mHNEYvflfjvBjqOXPgti8y3SDxUcfEleoYj39eifDcNYvHyJoj2F7CfHQdiGbPEkEFuEiwaIIUcM4swr1hnG9LHbizucTxdEXdXi3BMSgkEFT4BEpfCJxcpgubNfXQWIjA6ExkCYxQSbGjxAOKHj4S5KcEnC3gLcYNt8lhXEbgWcYNlFnKcd3E1wD0LsSgV9zvjWebBItiuWIOkT3tr3XGggP18URtJqW8arAlGKTnI/+oJ3C1tDZAChOej55UoQ4VPgMSV8MlFUsZvReJ67GQgd9uBuhVKkheAO23LtyN3ZpE2TyV4HEX6jL2Ee0oxiDuiL+IG60j+78ERJIV8nXP5R4qffeiZ8QiuasoDinlsf8nFtyA6WMi+VZFq6SeX5AQjFANMBu7GvcJ8KmJBvhU5dypRh7/X7+K0D1SilVwk3qElcDn5Rc9rSBpnVyJTTNyBq0w/SGr0Tcj7UmKTRCQ+52ekpsogXEGmuYgo6gy0QgKl7Rf+sbhET3eCI3o8LT0pSHxSqEQPyNk7E8kwuhcRXfMR68Us55wsmiJuvtbO5R2I2/rnEMwzkvgTaZ9zAS7R40CaiK4E7kFFTxygwieesCw8rZCLyFIv26xEUsgjUfDYuQkpiGfN8w2kCF4kdGpWSpY2yEV+A+KmsAfr/olcxOogbtAVSLNcC/vzQNiB3BDYfzsVEddRr2IeO1hsRGpgWZWymyBZXk2Q4o1W89+9iBD8LtQTDAM7kHNGa1wVu0EshL8DbyJWbiUuUOETD+Qiqbutkfoe3tLUayKip1HoplVsrkHccVbWzLvIHbdnrSElNqmGBKWuQ7qct7Wt24UE9TZFauyA3OWfVozXs0SP/fdTA4kXau91j9CzHrHkWKnYjRGxY4nDiojQsRqyHkKy5T4L2QxDyxHEDd4IqQFmWYUzkZvAmbisYErcoMInlrFqUpwMXILcDXujJmIajybRY9EPcdtZZfk/RqxZnplASuxSBrgCmAv8hhQ99Nam4WvESujZM8wfshDRY/8NNUDijSIl62cD4u7zJXosyiExLlYNo6PIb+bdEMwxVBikWGUL4C5clbXLI8kQy4GLiXzLtlIiqPCJZY4gP+4ltjHPXkg1kZNjNIoeiwuR1g2Wb/4L51ggFzglujkNaYi6nvz1c44hxRDrIJmBG/08pjfR0woRPfWLM9kgshERPWucy42Q33VNH9snITcJVqXpXCTr7aWSm2LIWIaUKuiDq7WOA7EQrwSGoS084hwVPvHC6UhfInvdkxrIyTHYnaLDQS/kjt4K6PwWOfEFku6rRD9lcP+uV7I934mURchEgvvn4F6/BY9tz8H95uFsJDMsUmJCNiLuLStYtyEFix6L0ogFzJ56fzsSNxWNub67kPfSEinUaNEeCfp+By3eqAAqfGKT2rbnpyEm3ylI5ePFzvEaiHsrFkSPxTlI/ILV22kG0kxwb9hmpISLZ3H9369FLoq/IB3LSzvHjyMNPM8CTkVcPfbyDzsRS89i29h5wFSkhUEksAmx9FiipwEiemr5uX8CkhX5iG1sOJIlFi3i5yhS7LIh8DKuBIe6wEfAT0hAvKI40To+HsREHZ8NSArvGYjJdxciChY511uWnibhmFwI+AV535Zf/3TkYlXJ5x5KLLEVqV58CLH8rEIughabkSzA18lfyqEq0qLgMqTL+SLbukFIqnxpIgNL9KxyLjdAbmZq+9qhEJ5D0rktrkNKWxS3iWtJ8h1S08teObssktF3D+4p/UrMowUMAyQmhI8dS/T84VyOddFj8TuSubLTudwaMX9XDdeElJBxG2IBsJ6/6GO7HMTi8yKwsJBj3o1YkSLFRr4ZcW9ZoucERPTUKeZx30KEn3VVuBxxkXsLFg8nK5Cg5Ske41chbkx/LV5KTKEFDJX8oqc68SF6AE5BLgRWHMYi5EKxNTzTUULEesSaA3Ln/2AB2yYhF8r5SJzPFQVs24rIKZOwBXdLT33kd11c0QNi5fkAl1XrYyIrUWA3YuE5CXfRcyZi6Z2Aih6lUFT4xCrxLHosTkKCUK0T4TKkYJm/2TxK9PE4ks0IEqjrTwCyA2iH9APztf1AoB7SeHRL8aZYLCzRY2Ur1UcEfl1fOwTAFUhmpJX59A3S5T2csXLHELdbI6RlzTHneC3gfUS4nhGWmSlRiAqfWGQXUpbdU/TEY1PCJkiBuXrO5ZVIVs5an3so0coqpKIzSPDxvUXYdzfym9lmG+uDe3G7bUjD3npIZ/jfApxnoGxFWmWscC5nIr/rYIoei95IXJyVKPAjEui90+ceJccPSC2ym22vn4wEYa9AipbqlUwpAvp1iTUs0fO7czmD+BU9Ficg4seqYbQWET8rfe6hRCOP4srouYeiBbPfjes3Ux652H7lHPsJqXhuBfkeRSqGn4G4WD7AZWUqKbYhlp6/ncv1kN91PZ97FJ+OSGZkZefyAuR3s9nnHsHlH6T57Dm4V8vuhwiex3AvWaAofqLCJ5aw7lrtomcW8S16LOoid63WZ7ERObEv87mHEk38iaQuA6Qjbq6iYGUApiOCootz2YGku3+CCOZhQBXbfr8iFod6iJvNbjEKFt5EzyzE4lPSnIb8bqz6N8uADpSsxTQbsdadiFSYtjgVcWl9QMlYuZS4QYVPrOBN9MS7pceTmshJvKVzeSsifhaFa0JK0HgEVybSMKBCEfcfi8SK/IVcYL1RB2l3sAFJa29pW7cVsTjVRdLeC8sS85dtiAiz0rXrIr/rzCAd3x9OQqxe1muuQcRgsG8ajiNZZY2RmmNWMHkNxIX5KxKLpSjFRIVPLGCJHutkm4GYqJuFbUaRSzXkwmFd3LKQu+n5YZuRUlx+A750Pq+JdOEuKhURy40/wdApSOuLRYjl5SJcZ9IjSGbRqUjF4I8JPBtsOxJXYwmMOsh3NxxtMhoAP+M6p2xG3F7BEng/Ip/Z9bhqKyUhWXkrETGpVyslSOhXKdrZjdSrsU5A1RDRc2LYZhT5VAam47p73INcYOaEa0JKsXjY9vwRQle0zoFYDD9DrCD34R5XNBfJkMoEnkS6u/uL1Ql+qXO5DiKyTijOhItJLSRWzqqCvBO5aZhdjGOuQfoJdsLd8nopYuV6EleAtaIECRU+0cweRPQscC5b1gwVPYWThlR97eRc3od8ljPCNSElIH4Epjmf1wcGh2ke9YBnkNixNxH3kMVmRJzVQRpl/pFvb3d2IO4tK6C3NvK7DqfosUhHAr87OJf3IW1hvi3icfYhLslmwCTb+MnI//QTIqcBrBJzqPCJVvYg7i276FFLT9Eoj9Qo6e5cPogrjVeJfAzwkG15BNKiIpyURYoALkF+jxcgliGQStHjkeKaHYD/4apHY2F1grdETy1E9DQowTkXlTTkN9LTuXwYyb76nx/75gLjkDiep3Flw1VD4qbmIy40JTbZhmREfkZYe8Gp8IlG9uBu6amKnGSbh2tCUUxZJHPkPOfyYeB8XDEjSuQyFZd7shkSoxMpOBA30OdIA9F7kDgii5+RfmD1kRYLWbhEz5/ObWoh7q2GRB5lkd/Ipc7lo4hbb2wB+/yM9M0bjKuCehnERbgKiZuK5L5gStHJRWLwRiAZgtWRGliX4G7pCzEqfKKNPYjosYJxqyJ3hCp6AicJ+BT3k/gliLldiUxycbf2PE7kXjTrA6MRN9hruCcdbEQCeKs6H0uc4zWR33Ukih6LMsCHiGAB+Z9cC/zXY7t/EVHUAfdg6AuRwO1ngBhoi6g42Y0E9Q9ChM4ZSM2lBR7bhbH/W6T0GVb8IRvxp6voCT5lkPogyUhTxmNIobTDSLsCJbKYhCtW5mQksyrSKQfciDQB/QF4Cfga7yb/W4mOGJdSSAp6Ki7BcxdyrroHETX/QX5HFi2d23ZBiQUM4pqdgoQOzMVVSNQXjYBeJTyvAogai8/KlSvp27cv6enppKam0r59e2bOnJm3fvHixfTr1486deqQkpJCs2bNePFFX22Zo5BsxNJjlclX91bwKY3EYFzrXM4FrkaCVZXI4TjSrsBiJFF0JkPcYOcgLtZffWwzDInreRapxh7JOIDnEHeGxWNILaWRuERPOvA6UmtMRU90cwD5/t6IBPa3BB5A6j3ZRU85JM7tLdyvVY8QVrNL1JwuevfuzbFjx5gxYwYLFy6kdevW9OnTh61bxVm8cOFCqlatyvvvv8/SpUt56KGHGDZsGC+//HKYZx4EPEVPOiJ6TvK5hxIoCUh376HOZYPcob8UthkpnkzEVdCvHdJAMxrZhXy37Dhsz9cD9yNZXdfjiv2JRBxIAcfLvaxLQKxAq5D3G6kuSaVg/gFeRLwOlZGA9jeQgp52mgB3IiVDdiJxbo1wlWZoiFjTw4jDGBPG2Gr/yMrKomrVqsyePZsOHSSPct++faSmpjJ9+nS6du3qdb9bbrmF5cuXM2OG/znKe/fuJS0tjezsbFJTI8DxbLm3rDtDq6S+ip6SxSAXndG2saedY0r4OIJUI7daJszEVZIgmtiNWH2sSutWI+HGyAXjJcRt4EkX4DakgWokCYiNyB3/RC/rWiE3beHOuFOKRg5So8lyYa3ysV0S8hvsjbivvGUgdkG+3wDvUmLhA/5ev6MixqdKlSo0a9aMCRMmcMopp5CUlMQbb7xBRkYGbdq08blfdnY2lStX9rk+4vEmetTSExocSHxCChI4C3JiP4y4WRw+9lNKlndwiZ5ziCzRk4PUp9nrx9/puCw4nu1lujsfq4CXkfTvfc51M5yPTMQqOZiiNWMNNgeRm4NngEM+tlmMWAc+Q7LBlMhlIyJ0piDf0QM+tquDCJ3eSPZiQc1iZ+MSPQ2B/kGZabGICosPwKZNm+jbty+///47CQkJZGRk8M0339C6dWuv28+bN4+OHTvyzTff0K1bN5/HzcnJIScnJ29579691KlTJ/wWn72I6PnFuWyJnhZhm1H8MgrJvLG43zmm4ie0HEJOnFZ38F+R9OjicAT/hIo/fwPp0F4NSVkvqL3MXuQueQz577rLInfPtxLaGl4GaQp7P+6ujsrIjcINyIXzIlyCqAPS8T4tdNNUCuEYco2xrDpLfGxXCunP1sv5aI7/57+uuArDjkeyvUoIfy0+YRU+I0aM4LHHHitwm/nz59OmTRsuuOACjh49ykMPPURKSgpvv/02kydPZv78+dSoUcNtn6VLl9K5c2duu+02Hn74YR9HLngOYRU+nqKnCvLFaelzD6WkeQHxW1vc5hxT8RM6ngfudj4/C+mJVVzBEohYCRaZyMXGX8GSi1QbfwnvRTbPQb6XvShZN9h84A4ke8eiFHALEudjN7L/hFgFLIvVKch7SC/B+SkFswP5/kxB/he7fWxXDYmf640Uy60YwGv9hKsgZQPgb0rUzxQVwicrK4usrKwCt8nMzGTOnDl0796d3bt3u72ZRo0aMWTIEB544IG8sWXLltG5c2euvfZannzyyULnEHEWHxU9kcvruDfAvB6pyxI1KQJh5ChFFyX255spWq+rUJCEpHFXCOBvBUTwBHoRWIG4wcYD+z3WnYC4wa4hsIuVLzYjls93PcZ7IqLUl9VqIXJO2+lcboa0GakVxLkpvslFSj9YVp3f8F5CwYEUGbSsOm0o/rntHKR0A4jL9upiHq8QoiLGJz09nfT0wqX/wYMHAUhIcP8vJCQkkJubm7e8dOlSunTpwqBBg/wSPQBJSUkkJSUVYdYlyF7kJKKiJzK5EanzMwQ5mbyJxPyMJUqi5YqIJVaC4QY6TGRQhqKJlIKESziDdZsgrq+RiPgZg1SIBmn8eReSMjwIcYM1zX8IvzmECJtRuMd8NHWOF5ZV1waJ8+iGiKfliMVuOpHViiOWyEbE5RSkj9pWH9ulIaK0N3LtqRbEOfyMS/Q0QCo2RwhREeOTlZVF06ZN6dixI8OHDyclJYW33nqLF198kfnz59OqVas891b37t35z3/+k7dvqVKlqFq1qt+vFbasrr3ICcQyH1dBvjStQjcFxU8+Qn7EVr2Ky4D3CWsl0jyOERyhspfIESueZCAuk0CsLBFyjxN0jiMXuJdwNW210wNxg/XE/7t4g1Q0vxepvmxREanZczNF+86vRSwAa5zLNYDv0WSNYGAQQfkNInZ+Jn8fOIsWiEWnN9CWkrtp64aIW5CkhGtK6HVsRIWrqygsWLCAhx56iAULFnD06FGaN2/O8OHDOfdcud3wFatTr1491q1b5/frhEX47ENOSJboqYxYelT0RC6fIzVLjjqX+yJl2gO5sFpiJRiCxVdmTahJJHA3kOffxxBrA4i17e1QvYkoZRniBnsXybqy0xCxAF1NwW0i/kDieGbbxhIQq+djBB6jsxnJWLNqulRG4k1OC/B48cxBJFvKysJa52O7skiAcW/k5rpuCOY2B7Hqgbhe/yYkN4YxJ3xCRciFj4qe6OQ40svLnppZCnE7FCWeZS+RI1ZKU7B7pyh/g2VZ2YacOA8irqVVhObEHQvsQe60X8ZVAsCiPHIHPhSpHWSxDemB9g7ucSDnIG0mgmGd2Ymc86zeTeWRbK9OQTh2rLMWl1VnJr6tsg1wpZufjbjoQ0l3XJbHsUjZhRCgwidAQip8vImeH4DWJfuycctxJBA0GG4gzzvpcFGawONUPP8mEXlZancg1WJBLBVaQbvoHEculi/hirmwcy6Sfr4ceApXBhZIxd3nkIKJwfxu7AXOB350LicjbrXeQXyNWOAI4rayApP/9rFdItARVxHBxj62CwVzgfbO5/WRQPwQhQGo8AmQkAmffcgJZ45zWUWPdyyxEgw3kK9iXKGmFMFzAyUTeWIlWGxAXDNHkEKSa5AKx0rg/IVYgCZQsKUxFSnUeSslF8R9CLgUV4Xq0kiD4CtK6PWihS243FfTcBeidmrhitXpiljOIoEeSOwWiFt6SOheOiqyuuKWfcgX1hI9lZAgsNbhmlCQycVdrBRHsESSWClIgCzHlY1n8S7SwM9z+1gWK8HkCVx1dm5DRU8wOAkpy/AUcDsSlO+NPkjcWklmrqUgsXIDkYSBY4jreC9SKiJeOI6kmFtWnT98bJeA9KazxE4LIu88Mg+X6MmkxFpTFBcVPqHGEj0/O5crIZaek8M2IyEXERnBcAN51hUJFwkEz7KSQuEnmT+QTAarXsnzyB2b/0mFisU/SJwJyP/gvjDOJdbYgaS6f1DANh8AHyIX2NuQGJ+SuMgmIuKrAtLB22oKvBe4pwReL1LYiRQPnIIEd+/0sV06Eg7RG4mbqexju0jBnl/0EJGR6eoFFT6hZD/BFT2WWAmGG8iXOTXUOAhOnZVU/BMrweRkpP3AOUiQ6GIkYHM6krqr+M8IXOUC7ibyT/jRwBGk3s/jyO/e4gTgP0hA7BhEiBxGRMjXzkczxO11FcF3qZRCunynOecBkkKf7ZxrpFk1AsEg5wMrMPkX5PztjTa4rDqnElnNaAviF0TMQURbe0BjfPJRYjE+luj5ybmchFSybEjxLCuR8N9zEByrSiqSehntJ7oViM99k3O5ESJw64RtRtHFX0jRToPUs1pDwanXSsFYAuZu3Ht9lQceRgLI7Vl4O5HYjFdw78MFIk6GIO0pTiiBeT6JWKMsbkVaw0RjdfR9yE2PFa+z2cd2qYg1pxdi3YnWm6RzcbVSeRO4LvRT0ODmACkx4WMP+IoELLESDMFSjugXK8FmDSJ+1jmXM5EyBfXDNJ9o4kLgC+fz0cS2y6OkWYr0mLMXNXQgqexPUnDc1DHgSyQbbLbHOgdwHhIn1Jng/v7HIO41i0GIEIt0/4QBVuKy6szGVefLkxNxWXXaE7EuIb/5FTjT+bwe8jmEobK5Cp8AKRHhs43gBGY6kLu0YFlWovEuKprYAHRB4lUAaiOWn3CmmkY683F1XK+BtGFICd90opadSMPQ13G5DEE6pL+AVL4uCosQQTIRyPFY1xwRKgOQm6Bg8C5S+8VyB12ExB1FWuXtw4h72wpMXuNju2TkRqgXYhmJtRugXkjlcAibtQdU+ARMiVl8HkLunsoSuFgph4qVaGMLcsJb7lzOQMRP87DNKLKxW0ZfQdoiKP5zFHgViZHaYxuvh1jPLqF41pkdSBDyq7hcuRaVgGuR/1lmMV7DYhKS2m5ZTbo7x4IlrgLlX1zuqx/wXRYgE1cRwU7EroD/DTjD+bwu4k4NUx87FT4BErZeXUrssh3J9lriXE5HXA+twzWhCGU2UoQN5KKxgvA2Ao02vkWak9qL3JUDhjnHg3nhPYqkor+EqyyHRQKSCn8b8v8sjtD6HrgAl7hoh1hWKhbjmEXlKFKUz3JhLfWxXWmkSrLlwmpCfIQA9EY+F5Ag9TCWIlDhEyAqfJQSYRdizbDK9FdEMiBO97VDnGGQi4aV8TgO6SelFM7fiLD51mN8INLjrGYJv/5CxA32Ia66SxYtEAHUH7F2B8Ic5OKa7Vxujfx2gtlJ3JNtyOc5BRFf2T62q45L6JxD/AXhR5C1B1T4BIwKH6XEyEZOklaLkgrIifUsn3vED1OR2AeApsCfRH4wa7jZjdRNeQX3TtztkDieUDf+3I7Ed7yKuHjtVEbiPm4msF5rfyA3Djucy00Qq2mwMiVzkZsSy6qzwMd2DiSI1xI7rYjv8IM+uCpvv47UYAojKnwCRIWPUqLsR3oUzXQul0UaNHYJ24zCj0Eu0gudy58grQwU7xxDBMZw3Avf1QaeReJiwuliOYLE4ryEVPK1UwrJ2rsNEfxFmeffiMt4o3O5LpIu3ijAee5GrDlTEOvODh/bVcJVRLAHgXemjzXsiQh1kCSOMLumVfgEiAofpcQ5hJz8rWJfyciF4lyfe8Q2k4CLnc9bIwIonu+iC2Iakp5ujzNJAe5Hiv4F6k4qKeYjAuhj8qd2t0YEUD/87x7+L+JSsjIlM5DPpIUf+xqkRpRl1ZmLe8ab59wsq87pqPXRG+ch9aEAXgNuDONcnKjwCRAVPkpIyAEuAyY7lxMRS8cF4ZpQmDiOFCtc5lz+Gu3Q7Y1VSAHCrzzG+wNPE/nFMbciga+vIfEzdtKRgNibEKuVP8fqhogYEIvMFFx1ZOzsR+pnWVlYngUZLco7j2mlm9fyYx7xzAJcrtTaiBCNgFIDKnwCRIWPEjKOIrVP/udcLoXUSbk8bDMKPe8jbRAA2iKBrPGQCeMv2Uiz1pdwt5icjsTxtA3DnIrDEeT7/iJiDbJTCrH83YbEKRX0PdiFiJRfncvlkJsIq26WZdWZRf6Aa4smuKw6ZxERF+6o4XxcIvxVRLRGACp8AkSFjxJSjiGF2t5zLicgzTkHhW1GoeMoEshsFX2bgVQBVsQSNhZpKWGPPamJWHgGEP3uwF8RQfcJ7sHZIAUWb0NuAny5wfYhFtIZfr5eEvL96uV8NCjadBUnC5EeYhBR1h7w//od7T8dRYluSgPjcVU6zUXSuN8M03xCyThcoqcrKnosZiIX/htwiZ5kRAStQCxksXDmPgOxcP6L9Oeqalv3O/I7qOtc59nnaiOSPl9Yq4e6SOzJV0gg+LdI/y8VPYFj78A+jIgRPUVBLT4eqMVHCQsG6Xs0xjb2gnMsFjmMZONYGTq/4KoHEq+sQfqSfe4xfhmSrVUv5DMKLTlIEPRLuDL8LByIdaEBImD+LORY9RGxcyLqOg0mvyPd40HioFYTUcJHLT6KEk04kLiH+2xjdyBujVjkdVyi5zziW/TsAx4AmuEuetoAPyFiINZFD8gFdCAS+zMH9xIPBglMnkV+0VMNsYJVsY2tRQLlVfQElxiw9oAKH0WJHByI0HnUNjYM6bsUS3bZ/cBTtuUnwjWRMHMciedqBDyDKwi3unP8N+KruGUuYul5AqlEPbPgzQEJTP4DmIC4Be+3rXsA+f3E0m8nnPyBKwu1FjAkjHMpJlqdQFEiCQcidJKRkzbIXdYhRBTFwh3sS7hiVy5Hqt/GGz8hbsw/bGNlkAv+g0hV73ggG6nDYxUR3Opju2TEPerJN0hft8uQz/NppB2M9dt5GtiLuJD1Nr942K09D+B/7aUIRGN8PNAYHyVieAEpVmdxm3MsmsXPbiT+Ihu5EC1D0orjhXWIO/N/HuMXId3TTwj1hEKMAZbjSjf/mfwZXRYtcKWbt0Vu0w3iBnsJKXzpWYDwTOR3sh1xFVtciQTT661+YPyBBNyDZBauJiKFj7/Xb/0aKEqkcgdycrFqZLyE3PW+RvTevf4HV8PHQcSP6NmPWB/+gwTxWrRCxGyn0E8pZBxE3FZTEMHzr4/tyiJVma10c29FGR2I++8sYD3yW3gTqesDEiT/C1ADKZVgdap/H4ml+oiIvGBHPI/bnke5tQfU4pMPtfgoEce7SK2fXOfyVUgMSLTdtmxHLBoHkDTklYibIpbJRS66w3BPya4KPIn8X0uFYV4lzRpc1ZJn4t1NBZKl1dv5OJvALqiHgA+QG4MlhWzbFfgCqdSs+Mci4GTn8xrI/zZChY9afBQlVhiEnGgGIKb995ALyUQKr2MSSYxCRA9Ii4LM8E0lJMxFrHb2CsWJSCzKw0BaGOZUUhxB3FaWC+tvH9uVATricmEF2mDUTgoSaDsYmI0IoC9w3SjY+QFpTTEFaXWhFE6MWXtALT75UIuPErF8jgQDW60L+iKpztGQUroRaIi4eVKQGIEaYZ1RybEByS760GO8LxLHE4yLfSSwGQlInoIEKO/zsV0tROT0QiwuobC2/Iu0UngLiSvzpCXSmT0jBHOJZhYjDVtBfq+rkd9vhKJ1fBQl1rgQuZO1hM6XSMn+Q2GaT1F4Aldsy1BiU/QcRDLymuAuek4CpiP/u2gWPceBeYi16hRE0FyLBBnbRU8CEoPzFHLh3IA0KO1L6FxM9ZASARuRGKCTPNYvQeauFIzd2nM/ES16ioJafDxQi48S8fyANAk86FzujNTXiNS4hdVIoOkxJE17Le7F5qIdgwid+3EVZQR5j08g7UiiNahgJ/Ad4sKaiiuI2JN0pKt5L6A7UDkks/MfgxQ/fBH5rRjE5fV9GOcU6SzBVWqiOhLbE+HCR2N8FCVW6YpchHojd9ozgZ7IxSkS40ZG4EpZvpvYEj2/ITE7v9jGSiNWreFEXxyJQaw0VqzOL3iPlQGpLG3F6pxKZAdpO5AbhM6I8P4V+c0ovolRaw+oxScfavFRogbr5L3HuXwaIogi6W57KVKPxSCCZw0QCz+rTUim1nse472RlPWmIZ9R4OxDXHHfIDE7ng1BLVIRa04vxLpTPSSzU8JBFFp7IAZjfFauXEnfvn1JT08nNTWV9u3bM3Omq6b5zp076dmzJzVr1iQpKYk6deowdOhQ9u7dG8ZZK0oJcgYwA5cFZT7S32iHzz1Cz3BcLQPuJ/pFzyFgJNAYd9HTDBGdXxP5oscgXd6fR+rmVEEKKI4lv+g5EWmcOhPIQgovXoOKnljH3kbmPqJC9BSFqBE+vXv35tixY8yYMYOFCxfSunVr+vTpw9atUuM8ISGBvn37MnnyZFauXMn48eOZPn06N954Y5hnriglyMnAj7iyUxYj6cJbwjYjFwuRwFeQC+UtYZxLcTHAJ4jAeQRXfFUlJH16MdAjPFPzi0OIMLsVya5rirgdf8CVJQhygesNvIK4hJYimWidiK7SCUrg/Al86nyeAdwQxrmUEFHh6srKyqJq1arMnj2bDh06ALBv3z5SU1OZPn06Xbt29brfSy+9xOjRo9mwYYPfr6WuLiUqWYlYezY5lxsi1iBv1W9DxbnIxRbgZaJX+CxE6vH8bBsrhVTUHkHkxiz9i6uI4A/4zv7LxFVEsBMxd3evFJHLcLVUeR73tjkRTkwFN1epUoVmzZoxYcIETjnlFJKSknjjjTfIyMigTZs2XvfZvHkzkyZNomPHjgUeOycnh5wcVw15dY0pUUljpHhbV6Qf1D9IJdwZSG+sUPMzLtFTD8lsija2Ig1Dx+Pe4bs7ckFoHoY5FcRRpGiiFZi81Md2pZHvhhWY3ITo7v+mBI+/cImeGLX2QJS4uhwOB9OmTeOPP/6gQoUKJCcn89///pepU6dSsWJFt2379etH2bJlqVWrFqmpqbz99tsFHnvUqFGkpaXlPerUCectsqIUgxMQ8dPQubwO6IBYg0KJAR6yLT+KVOyNFg4jfbUaIY0tLdHTGInhmUrkiJ6tiDC7DGmD0QlxTXmKnhpIdePPkBT1HxBXV1NU9CguPGN7yoZrIiVLWF1dI0aM4LHHHitwm/nz59OmTRsuuOACjh49ykMPPURKSgpvv/02kydPZv78+dSo4aqGtnXrVvbs2cOKFSt48MEH6dixI6+++qrP43uz+NSpU0ddXUr0sgUJWl3mXM5AsnY8i7iVFN/jindpgtxFRoNt2SDVse9B4lss0hDxdgvhF3C5wAJcVp0FPrZzIJ3KLatOa1TgKAVjz8CshvwGokz4+OvqCqvwycrKIisrq8BtMjMzmTNnDt27d2f37t1ub6ZRo0YMGTKEBx54wOu+P//8Mx06dGDz5s1u4qggNMZHiQl2IAXaFjuXqyBtBU72uUdwMMDpuC7IHyFtNiKdxUgczyzbWALSU+xxxJoSLnYjYtIqIugra68yUt6gFyI800MyOyVWuAJpgQNSkuHuMM4lQKIixic9PZ309MJ/nQcPSgpFQoK7Zy4hIYHcXF/VtcDSdHaLjqLEBVWR+J6eSJr7TiT4eSqSBl9SfIlL9LQCLi3B1woG25EWDG/jHsfTBfgv0tMp1Bgks8YKTJ6LtIvwRmtcfbDOILKLCCqRyzIkaxHk3BHjydDRYICmbdu2VKpUiUGDBjF8+HBSUlJ46623WLt2Lb179wZgypQpbNu2jdNOO43y5cuzbNky7rvvPtq3b09mZmZ434CihIPKiJWnF3Lx3IOrM/VZJfB6xxERYfEEkRtFeARJQ38CsOczNACeQ1qChNI1tB8RqpYLa6OP7coj/0OriGCtkMxOiXWewCX87wPKhXEuISAqhE96ejpTp07loYceokuXLhw9epTmzZvz5Zdf0qqVlJe0xNCdd95JTk4OderU4aKLLvLpBlOUuCAN6bV0PlKEbh/iBpmMZIAFk49wBdWeAfQJ8vGDgQG+Qsz4/9jGKyD1eW4jdN3uVyEi5xukFtMRH9s1wWXVOYvQzU+JD5bhcnFVRco0xDhRUccnlGiMjxKTHEK6u3/nXE5CAnnPDdLxjyLF/VY7l6cTfGFVXP5CapJMt405kGynkbiKQJYUOUjWnWXVWeVjuySkp1Qv56NBCc9LiW/6I012AZ4F7g3jXIpJVMT4KIoSIlKQ+JvLnX9zgL7Ind6FQTj+eFyipzORJXqykNYZb+DecPNs4AVKNuB7A9L/agoiuA742K4uLqtOF6Ium0aJUpYjllqQYPibwziXEKLCR1HihSSkONmVSCDjUST4+H0koyNQDuPeyfnJYhwrmBxFWi88hquRK0il4v8g/amCHcdzDJiHKzB5iY/tSiFuKyvd/MQSmIuiFIY9tudeYj62x0KFj6LEE4nAREQEvYcEJA9ALECDAjzmG7iCcXsDbYs5x2AwBbgLacZpUQ4prHgnkBzE19qBZMt9g7gS9/jYrhou91U3oGIQ56AoReVv4tLaAyp8FCX+KI24ppKBtxD3z9WI5aaoJeoPAE/ZlkcWf3rFYjkieKZ6jF+NzNO/cl4Fkwv8jsuq8xvuqfAWDuA0XFadU4jcLDcl/rBbe+5BMgbjBBU+ihKPJCCWmmRgjHPsRkT83F6E47yE1MIBaZvQOkjzKyq7kIahr+Je86Y9EsdzajGPn42UBvgGidnZ5mO7ikjWXC+khlK1Yr6uopQEdmtPFaK3gXCAqPBRlHjFAbyIBD4/6xy7A8kA86cKxB7bfglILE2oOQa8jrSU2GUbr4vM7TICi50xSJqvlW4+x/la3miBKzC5LXpWVSKfkbgC/ePM2gP6E1WU+MaBNORMwSVchiHiZwQFi4bncMWzDEQaXoaS75F4nWW2sbKIaLsHeU9F4SBS68hKN//Xx3ZlkV5oVryO9jVWookVuNLX49DaAyp8FEVxICInBZel53FE/DyDd/GzA3EhgQRMP1qiM3RnJVKA8GuP8auQOJ7aRTjWGlxWnZlIkLc3GuKy6pxNcIOjFSWU2K09dyPFO+MMFT6Kogj3Ixf0O5zLo5GYnxfIH5T7NNJmAeA6JEW8pNmDCLIxuLudzkTm6E8PsiPAz7isOn/72K4M0BFXYHKjQCasKBHGSuAD5/PKwNAwziWMqPBRFMXF7Yj4sZoUjkHEz+u4xM8mpD4Ozm0fKuE5HUeyzx5BihFa1EIsUv0oOFtqMxKQ/A0SoLzfx3a1cFl1uhJ3cQ9KHKDWHkCFj6IontyACJrByEnyLUT8vIOcMUbicgkNBWqW4FxmIBaoP21jyUgjRV/NFI8Dv+JKN//Dx7ETgHa4rDot0CKCSuyyCqnhBXFt7QEVPoqieGMQIjAGIELiPUT8PAG87dymAuIeKwlWIwHKX3iM90PcbHU9xncixQO/QWr47MI76Uh/sl5Ad+QCoCjxgN3acxcQx60oVfgoiuKdy5EKz5ch7R/+53xY3IkIiWCyFzlBv4h7t/JTnWPtnMsGWITLqvML7n247LTB5cI6FWkXoSjxxD+4rD2VgFvDOJcIQIWPoii+uQBpanoRYvGxSEbuGoPFcWAcEi+03TZeAxiFZGwdQDrKW4HJW3wcKxWx5vRCrDvVgzhPRYlGRuIq7Bnn1h5Q4aMoSmGci4gNe8f1wwTPcjIbieOxx+IkIcGXFzrXdwN+QixP3jgRV6xOeyTFXlEUsfa873yu1h5AhY+iKP5Q0ctYD8TykhbgMdciAcqfenmts5CS+k/hnRSgC64igpkBzkFRYp0ncVl77iTw32sMocJHUZTCedjL2FykgvF3FC1IeB/ivnoe7wUD95C/OCFAfVyxOp0oemVmRYk3ViOJCSA3FLeFbyqRhAofRVEKZg5SBwckm+oTRIDsBBYAnZH6OIU15MwFJiAtMbb68bqlkSrJlgurCZpurihFwW7tuQu19jhR4aMoim8M7gUKhyMVkn9EYn62AUsQC8x0fNf0mYPE8Swo5PVq4HJfnUPcB2EqSsCsRm40QK09HqjwURTFN9MRkQPStmGQ83lzJOi4K7ARWI60ePiB/DV2xuD7pOtAWk5YLqzWqFVHUYLBU2hsjw9U+CiK4h1Pa89juJ8xGiPipwuwDskeORuptnyCbbtJHsetDPREhE4Pgl8LSFHinTXAu87naai1xwMVPoqieGcyMN/5vAVS0NCT+rgsP6uAfxHx8wMSkwPwLPBfXMHJZ6BFBBWlJPG09lQM31QiEYcxxoR7EpHE3r17SUtLIzs7m9RUDTBQ4pRcxO1k9cj6Eji/gO23IDE5y5zLGYib7KQSmp+iKN5Zi1hjjyHWnnXEjfDx9/pdUE9jRVHilY9xiZ7TgfMK2b4GMAto5VzehgQ8+2oQqihKyfAUInpAEgoqhm0mEYsKH0VR3DkGPGpbfhL/Ao6rIvE9pzmXdyKp7r8GdXaKovhiHTDe+TwVuD1sM4loVPgoiuLOu0i8DojVpqvvTfNRGXFxtXcuZyMusJ+CNTlFUdw4BuxG4uuG427tqRSmOUU4GtysKIqLHOBx27K/1h47qcBUJCZoJrAfyeKaTNFElKLEMseRKuZ7bY9sP557Lh/wcuxURPgoXlHhoyiKizeB9c7nvYB2AR6nPNLY9CJEBB1EMromOY+rKNFKLiLmAxUq1vP9JTjHO1BrTwGo8FEURTiAWHgsRhbzeCnAF0ga/JeINekCJHD6wmIeW1GKisElWPwVJ96e7wv1xD1wIBYd65HmsdwYtfYUggofRVGEl5FsLIBLgJODcMwk4H/AlUiPr6PApcD7wBVBOL4S+xjEYhiIUPFcDnfxlgrkFyppfjy3L5dDo3OLSdQIn5UrV3LvvfcyZ84cjhw5QosWLRg5ciSdO3fOt+3OnTtp1aoVmzZtYvfu3VSsWDH0E1aUaCIbeMb5PAH3OJ/ikghMBJKR3kHHgf7AYeDqIL6OElkY4BDFEyrW89wQz92T8hRNnHh7Xh4VLBFC1Aif3r1707hxY2bMmEFKSgovvPACffr0YfXq1VSvXt1t2yFDhtCyZUs2bdoUptkqSpTxHJIZAmKdaRbk45cGxiHi503kongNIn5uDPJrKcXDIG7J4ggV63GM8FKWwCws9ucV0ErjMUZUCJ+srCz++ecf3nnnHVq2bAnA008/zauvvsrSpUvdhM9rr73Gnj17GD58ON9++224pqwo0cMOpKUEyBnh0QK2LQ4JwOuI+HnJOXYTIn7uKKHXjDdyKF78ivX8aKgn7kEKgbuCrOcViJIrnBJqouJrUaVKFZo1a8aECRM45ZRTSEpK4o033iAjI4M2bdrkbbds2TIef/xxfv31V9asWePXsXNycsjJyclb3rt3b9DnrygRzTO4Mkyuxb3BaLBxAC8gFzbLtXYn4hIZVoKvG+kcofjxK9nO44STJAJ3BdktLGVCPXElnogK4eNwOJg2bRp9+/alQoUKJCQkkJGRwdSpU/Pid3JycujXrx+jR4+mbt26fgufUaNG8dhjj5Xg7BUlgtkMvOJ8ngw8HILXdACjEPEzwjn2ICJ+HqPodYPCyVEky6e4bqHDoZ64B4m4xEdRXUF2C0tSqCeuKEUnrMJnxIgRhYqO+fPn06ZNG26++WaqVavGTz/9REpKCm+//TZ9+vRh/vz51KhRg2HDhtGsWTOuvPLKIs1h2LBh3HXXXXnLe/fupU6dOgG9H0WJOkbiuujeDNQK0es6EJdaMvCAc+wJRPw8S8mLn2O4iscFIlSs54dKeJ6FUZriW1jSUMGixBVh7c6elZVFVlZWgdtkZmYyZ84cunfvzu7d/2/v3oOirP4/gL8fFkRZAbnIZdWgFEVNwCwNrYEEQVLxkpqjqalTTjd1ykrz+vtW3qY0G0ZTy8bqD8rwlqmJI14wROQyImOAgSahqOUFQbnt5/cHsrkosuDKs+u+XzM7w57ncj5+dl0+nD3Pc64YrbgaEBCAadOmYc6cOQgJCUF2djYUpfYTU0Sg1+uh0Wgwb948k0d1uDo72Yw7V3FuC6AAtetttbQvYbym0NsAVuPeV8DUv9ttcy9xvtfdbluSBs0vVO583hrWNUJG9BCZ+vtb1REfT09PeHp6NrpfeXk5AMDOzviT0M7ODnp97XWOCQkJuHnzvz+/0tLSMHXqVBw+fBidO3c2Y9REj4j/g/G6Pg+z6Lnf3W6dAHQDkHt737jbj4GoLVBa6m63prDDgxUqdT+3AQsWIpVYxRyf0NBQuLm5YfLkyVi4cCHatGmDDRs2oLCwEEOGDAGAu4qbupGk7t278z4+RPWdAvD97Z/bAXivgf3ud7fbpoy2NOdut/ubcUxDFDT/5nF3/qwFCxYiK2cVhY+npyf27NmDefPmYeDAgaiqqkLPnj2xfft2BAcHqx0ekfVZhP9uCucBYDoaLmjUvttta9TG+CAjLLzbLRHdpuocH0vEOT70yLsIwLsF+tGieRNvk2B8ddkw1C5uahV/phGRWqxijg8RqcAetSs3X2lguxMefOLtg9zttj+Ap1C7svstAD0e4FxERPWw8CGyNe6oneOTgdqrueoXLpbwqRAD4FcAe1F7zx/OqyEiM7GEjzgiamneqC0uLNnA2w8iIjPidD8iIiKyGSx8iIiIyGaw8CEiIiKbwcKHiIiIbAYLHyIiIrIZLHyIiIjIZrDwISIiIpvBwoeIiIhsBgsfIiIishksfIiIiMhmsPAhIiIim8HCh4iIiGwGCx8iIiKyGVydvR4RAQBcv35d5UiIiIjIVHW/t+t+jzeEhU89paWlAIBOnTqpHAkRERE1VWlpKVxdXRvcrkhjpZGN0ev1KC4uhrOzMxRFUTscq3D9+nV06tQJ586dg4uLi9rhWC3m0TyYR/NgHs2DeTQPU/IoIigtLYVOp4OdXcMzeTjiU4+dnR06duyodhhWycXFhf+xzYB5NA/m0TyYR/NgHs2jsTzeb6SnDic3ExERkc1g4UNEREQ2g4UPPTBHR0csWrQIjo6Oaodi1ZhH82AezYN5NA/m0TzMmUdObiYiIiKbwREfIiIishksfIiIiMhmsPAhIiIim8HCh4iIiGwGCx8yydq1axEUFGS4eVRoaCh2795t2F5SUoJXX30VOp0OTk5OGDx4MPLz81WM2DosXboUiqJg1qxZhjYRweLFi6HT6dCmTRuEh4cjJydHvSCtwL3yuGXLFkRHR8PT0xOKoiArK0u1+KxF/TxWVVXhww8/RK9evaDVaqHT6TBp0iQUFxerG6iFu9f7cfHixQgMDIRWq4WbmxsiIyORmpqqXpBW4F55vNP06dOhKAq++OKLJp2XhQ+ZpGPHjli2bBmOHz+O48ePY+DAgRg+fDhycnIgIhgxYgQKCgqwfft2ZGZmws/PD5GRkSgrK1M7dIuVlpaG9evXIygoyKh9xYoVWLlyJeLi4pCWlgYfHx8MGjTIsI4cGWsoj2VlZRgwYACWLVumUmTW5V55LC8vR0ZGBhYsWICMjAxs2bIFeXl5iI2NVTFSy9bQ+7Fr166Ii4tDdnY2kpOT4e/vj6ioKFy6dEmlSC1bQ3mss23bNqSmpkKn0zX95ELUTG5ubvL1119Lbm6uAJCTJ08atlVXV4u7u7ts2LBBxQgtV2lpqQQEBEhiYqKEhYXJzJkzRUREr9eLj4+PLFu2zLDvrVu3xNXVVb766iuVorVcDeXxToWFhQJAMjMzWzw+a2FKHuscO3ZMAMjZs2dbLkAr0ZQ8Xrt2TQDIvn37Wi5AK9FYHouKiqRDhw5y8uRJ8fPzk1WrVjXp/BzxoSarqalBfHw8ysrKEBoaioqKCgBA69atDftoNBq0atUKycnJaoVp0d566y0MGTIEkZGRRu2FhYW4cOECoqKiDG2Ojo4ICwvD77//3tJhWryG8khN05Q8Xrt2DYqioF27dg8/MCtjah4rKyuxfv16uLq6Ijg4uIWisx73y6Ner8fEiRPx/vvvo2fPns06PxcpJZNlZ2cjNDQUt27dQtu2bbF161b06NEDVVVV8PPzw9y5c7Fu3TpotVqsXLkSFy5cwPnz59UO2+LEx8cjIyMDaWlpd227cOECAMDb29uo3dvbG2fPnm2R+KzF/fJIpmtKHm/duoU5c+Zg/PjxXHCzHlPyuHPnTowbNw7l5eXw9fVFYmIiPD09WzBKy9dYHpcvXw57e3vMmDGj2X2w8CGTdevWDVlZWbh69SoSEhIwefJkHDx4ED169EBCQgKmTZsGd3d3aDQaREZGIiYmRu2QLc65c+cwc+ZM7N2712iErD5FUYyei8hdbbbM1DzS/TUlj1VVVRg3bhz0ej3WrFnTQhFaB1Pz+MILLyArKwuXL1/Ghg0bMHbsWKSmpsLLy6sFo7VcjeUxPT0dq1evRkZGxoN9HprtSzmyOREREfL6668btV29elUuXrwoIiJ9+/aVN998U43QLNbWrVsFgGg0GsMDgCiKIhqNRk6fPi0AJCMjw+i42NhYmTRpkkpRW57G8lhdXW3Yl3N8GmZqHisrK2XEiBESFBQkly9fVjlqy9OU9+OdunTpIkuWLGnhaC1XY3n87LPPDD/fud3Ozk78/PxM7ocjPtRsImKY31PH1dUVAJCfn4/jx4/j448/ViM0ixUREYHs7GyjtilTpiAwMBAffvghnnjiCfj4+CAxMRG9e/cGUDsf4ODBg1i+fLkaIVukxvKo0WhUisy6mJLHqqoqjB07Fvn5+UhKSoKHh4dK0Vqu5r4f7/UZassay6Ovry+io6ONtkdHR2PixImYMmWKyf2w8CGTfPTRR4iJiUGnTp1QWlqK+Ph4HDhwAHv27AEAbN68Ge3bt8djjz2G7OxszJw5EyNGjDCapEuAs7MznnzySaM2rVYLDw8PQ/usWbOwZMkSBAQEICAgAEuWLIGTkxPGjx+vRsgWyZQ8/vvvv/jrr78M95zJzc0FAPj4+MDHx6dlA7ZQjeWxuroao0ePRkZGBnbu3ImamhrDPDR3d3e0atVKjbAtTmN5LCsrw6efforY2Fj4+vrin3/+wZo1a1BUVIQxY8aoFLXlMeX/df3C28HBAT4+PujWrZvJ/bDwIZOUlJRg4sSJOH/+PFxdXREUFIQ9e/Zg0KBBAIDz58/j3XffRUlJCXx9fTFp0iQsWLBA5ait0wcffICbN2/izTffxJUrV9CvXz/s3bsXzs7OaodmVXbs2GH0V+C4ceMAAIsWLcLixYtVisq6FBUVYceOHQCAkJAQo21JSUkIDw9v+aCskEajwR9//IFNmzbh8uXL8PDwwDPPPIPDhw83+8okaj5FRETtIIiIiIhaAu/jQ0RERDaDhQ8RERHZDBY+REREZDNY+BAREZHNYOFDRERENoOFDxEREdkMFj5ERERkM1j4EBERNeLQoUMYNmwYdDodFEXBtm3bHmp/ixcvhqIoRg9z3XG8oqICISEhUBQFWVlZjcYRGBgIrVYLNzc3REZGIjU19a79UlJSMHDgQGi1WrRr1w7h4eG4efOmYXteXh6GDx8OT09PuLi4YMCAAUhKSmpS3OZ6DVj4ENEjq6amBv3798dLL71k1H7t2jV06tQJ8+fPVykysjZlZWUIDg5GXFxci/XZs2dPnD9/3vCov45Vff7+/jhw4ECj5/3ggw+g0+lMiqFr166Ii4tDdnY2kpOT4e/vj6ioKFy6dMmwT0pKCgYPHoyoqCgcO3YMaWlpePvtt2Fn91+JMWTIEFRXV2P//v1IT09HSEgIhg4dalgCxRRmew0ezhqrRESWIS8vT5ycnOSHH34wtE2cOFGCgoKkoqJCxcjIWgGQrVu3GrVVVFTI+++/LzqdTpycnKRv376SlJTU7D4WLVokwcHBTTrGz8+v0T537dolgYGBkpOTIwAkMzOzSX1cu3ZNAMi+ffsMbf369ZP58+c3eMylS5cEgBw6dMjQdv369bvOk5OTIzExMaLVasXLy0teeeUVuXTp0j3Pea/XwFQc8SGiR1pAQACWLl2Kd955B8XFxdi+fTvi4+OxadMmLrJJZjNlyhQcOXIE8fHxOHHiBMaMGYPBgwcjPz+/2efMz8+HTqfD448/jnHjxqGgoOCBYiwpKcFrr72G77//Hk5OTk0+vrKyEuvXr4erqyuCg4MBABcvXkRqaiq8vLzQv39/eHt7IywsDMnJyYbjPDw80L17d3z33XcoKytDdXU11q1bB29vb/Tp0wdA7XqPYWFhCAkJwfHjx7Fnzx6UlJRg7NixD/RvvqdmlUtERFZEr9dLeHi4REREiJeXl3z88cdqh0RWDPVGG06fPi2Kosjff/9ttF9ERITMnTu3WX3s2rVLfv75Zzlx4oQkJiZKWFiYeHt7y+XLlxs85n4jPnq9XgYPHmx47xcWFpo84vPLL7+IVqsVRVFEp9PJsWPHDNtSUlIEgLi7u8vGjRslIyNDZs2aJa1atZK8vDzDfkVFRdKnTx9RFEU0Go3odDqjvhcsWCBRUVFG/Z47d04ASG5u7l0x1X8NmoKFDxHZhFOnTgkA6dWrl1RVVakdDlmx+r90f/rpJwEgWq3W6GFvby9jx44Vkf8Kjfs93nrrrQb7vHHjhnh7e8vnn39uaJs+fbpRf4qiSOvWrY3azp49KyIiq1evlv79+0t1dbVRPKYUPjdu3JD8/HxJSUmRqVOnir+/v5SUlIiIyJEjRwTAXQVer169ZM6cOSJSW3TFxsZKTEyMJCcnS3p6urzxxhvSoUMHKS4uFhGRF198URwcHO7KIQDZtWtXo69BU9ibfwyJiMjybNy4EU5OTigsLERRURH8/f3VDokeEXq9HhqNBunp6dBoNEbb2rZtCwDo0KEDTp06dd/zuLm5NbhNq9WiV69eRl+d/e9//8Ps2bMNz8PDw7F8+XL069fP0FY3iXn//v04evQoHB0djc779NNPY8KECdi0adN9++7SpQu6dOmCZ599FgEBAfjmm28wd+5c+Pr6AgB69OhhdEz37t3x119/GfreuXMnrly5AhcXFwDAmjVrkJiYiE2bNmHOnDnQ6/UYNmwYli9fflf/dX2YCwsfInrkpaSkYNWqVdi9ezdWrFiBadOmYd++fVAURe3Q6BHQu3dv1NTU4OLFi3j++efvuY+DgwMCAwOb3UdFRQVOnTpldH4vLy94eXkZntvb26NDhw7o0qXLXcd/+eWX+OSTTwzPi4uLER0djR9//NGoUDKFiKCiogJA7ZVkOp0Oubm5Rvvk5eUhJiYGAFBeXg4ARld51T3X6/UAgKeeegoJCQnw9/eHvf1DLk2aNU5ERGQlysvLJSAgwPA1wtmzZ8XZ2VnWrl2rcmRkTUpLSyUzM1MyMzMFgKxcuVIyMzMNXyVNmDBB/P39JSEhQQoKCuTYsWOybNky+fXXX5vV33vvvScHDhyQgoICOXr0qAwdOlScnZ3lzJkzDR5jylVddRr6qqtbt26yZcsWEan9imvu3LmSkpIiZ86ckfT0dJk2bZo4OjrKyZMnDcesWrVKXFxcZPPmzZKfny/z58+X1q1by+nTp0Wk9qouDw8PGTVqlGRlZUlubq7Mnj1bHBwcJCsrS0RE/v77b2nfvr2MHj1aUlNT5c8//5TffvtNpkyZYvh6rrHXwFQsfIjokTZjxgzp3Lmz3Lhxw9C2fv16adu2rRQWFqoXGFmVpKSke87LmTx5soiIVFZWysKFC8Xf318cHBzEx8dHRo4cKSdOnGhWfy+//LL4+vqKg4OD6HQ6GTVqlOTk5Nz3GHMUPgDk22+/FRGRmzdvysiRI0Wn00mrVq3E19dXYmNjjSY311m6dKl07NhRnJycJDQ0VA4fPmy0PS0tTaKiosTd3V2cnZ3l2WefvWvuTl5enowcOVLatWsnbdq0kcDAQJk1a5bo9XoRafw1MJVy+x9KRPTIOXjwICIiInDgwAE899xzRtuio6NRXV3Nr7yIbAwLHyIiIrIZvIEhERER2QwWPkRERGQzWPgQERGRzWDhQ0RERDaDhQ8RERHZDBY+REREZDNY+BAREZHNYOFDRERENoOFDxEREdkMFj5ERERkM1j4EBERkc1g4UNEREQ24/8B9fkLyCrUySkAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V VIA MISTRAL\n",
+      "180      5.289290\n",
+      "68       5.289290\n",
+      "292      5.289283\n",
+      "404      5.289287\n",
+      "516      5.289275\n",
+      "           ...   \n",
+      "6900     5.289213\n",
+      "13396    5.289213\n",
+      "15076    5.289213\n",
+      "7460     5.289213\n",
+      "14404    5.289213\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.L.RAPHAEL 2\n",
+      "252      43.403890\n",
+      "476      43.403890\n",
+      "28       43.403890\n",
+      "364      43.403890\n",
+      "140      43.403890\n",
+      "           ...    \n",
+      "21196    43.403872\n",
+      "21308    43.403857\n",
+      "21420    43.403907\n",
+      "21532    43.403897\n",
+      "21644    43.403853\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PEDRA BLANCA\n",
+      "480      49.030183\n",
+      "368      49.030183\n",
+      "256      49.030183\n",
+      "144      49.030183\n",
+      "592      49.030183\n",
+      "           ...    \n",
+      "21200    49.148283\n",
+      "21312    49.154700\n",
+      "21424    49.162750\n",
+      "21536    49.162750\n",
+      "21648    49.171650\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 6\n",
+      "49       43.421008\n",
+      "161      43.421008\n",
+      "273      43.420995\n",
+      "385      43.420992\n",
+      "497      43.421013\n",
+      "           ...    \n",
+      "21217    43.421060\n",
+      "21441    43.421013\n",
+      "21329    43.421013\n",
+      "21553    43.421048\n",
+      "21665    43.421012\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/VJANVIER L.RAPHAEL\n",
+      "90       22.969740\n",
+      "202      22.969740\n",
+      "314      22.998642\n",
+      "426      23.045408\n",
+      "538      23.069405\n",
+      "           ...    \n",
+      "21258    29.298082\n",
+      "21370    29.342160\n",
+      "21482    29.386142\n",
+      "21594    29.443125\n",
+      "21706    29.501137\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "PRINS BERNHARD\n",
+      "97       52.457557\n",
+      "209      52.457557\n",
+      "321      52.457535\n",
+      "433      52.457567\n",
+      "545      52.457553\n",
+      "           ...    \n",
+      "21265    52.457572\n",
+      "21377    52.457517\n",
+      "21489    52.457583\n",
+      "21601    52.457588\n",
+      "21713    52.457572\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V JULIEN COLEOU\n",
+      "108      48.995475\n",
+      "220      48.995475\n",
+      "332      48.942282\n",
+      "444      48.894005\n",
+      "556      48.845315\n",
+      "           ...    \n",
+      "21276    47.728953\n",
+      "21388    47.728962\n",
+      "21500    47.728980\n",
+      "21612    47.728953\n",
+      "21724    47.728955\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V GUERIDEN\n",
+      "170      5.266732\n",
+      "58       5.266732\n",
+      "282      5.266732\n",
+      "394      5.266695\n",
+      "506      5.266642\n",
+      "           ...   \n",
+      "21226    5.290842\n",
+      "21338    5.290843\n",
+      "21450    5.290853\n",
+      "21562    5.290858\n",
+      "21674    5.290868\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MANUREVA\n",
+      "189      50.724973\n",
+      "77       50.724973\n",
+      "301      50.724972\n",
+      "413      50.724977\n",
+      "525      50.724962\n",
+      "           ...    \n",
+      "21245    50.724963\n",
+      "21357    50.724968\n",
+      "21469    50.724975\n",
+      "21581    50.724980\n",
+      "21693    50.724977\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V MADELEINE\n",
+      "60       51.586305\n",
+      "172      51.586305\n",
+      "284      51.551110\n",
+      "396      51.529172\n",
+      "508      51.492358\n",
+      "           ...    \n",
+      "21228    50.724840\n",
+      "21340    50.724822\n",
+      "21452    50.724820\n",
+      "21564    50.724832\n",
+      "21676    50.724828\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V ANDRE LEDUC\n",
+      "67       57.452738\n",
+      "179      57.452738\n",
+      "291      57.423793\n",
+      "403      57.393933\n",
+      "515      57.363335\n",
+      "           ...    \n",
+      "21235    61.170470\n",
+      "21347    61.189812\n",
+      "21459    61.212102\n",
+      "21571    61.272215\n",
+      "21683    61.306905\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "FISHER BANK\n",
+      "218      57.542720\n",
+      "106      57.542720\n",
+      "330      57.512713\n",
+      "442      57.482513\n",
+      "554      57.453760\n",
+      "           ...    \n",
+      "21050    59.986133\n",
+      "21610    60.015493\n",
+      "21498    60.015493\n",
+      "21386    60.015493\n",
+      "21722    60.015493\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V PAX DEI II\n",
+      "196      51.580167\n",
+      "84       51.580167\n",
+      "308      51.545793\n",
+      "420      51.514600\n",
+      "532      51.491173\n",
+      "           ...    \n",
+      "21252    50.724982\n",
+      "21364    50.725000\n",
+      "21476    50.724967\n",
+      "21588    50.724970\n",
+      "21700    50.724965\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "F/V J.M.CHRISTIAN 7\n",
+      "94       38.427533\n",
+      "206      38.427533\n",
+      "318      38.458555\n",
+      "430      38.501940\n",
+      "542      38.558143\n",
+      "           ...    \n",
+      "21262    41.955188\n",
+      "21374    41.915528\n",
+      "21486    41.874953\n",
+      "21598    41.834613\n",
+      "21710    41.793970\n",
+      "Name: position_latitude, Length: 194, dtype: float64\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "IndexError",
+     "evalue": "index 112 is out of bounds for axis 0 with size 112",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[33], line 8\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcm\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m ScalarMappable\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m200\u001b[39m):\n\u001b[0;32m----> 8\u001b[0m     df_ \u001b[38;5;241m=\u001b[39m df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvessel_name\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munique\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[43mj\u001b[49m\u001b[43m]\u001b[49m) \u001b[38;5;241m&\u001b[39m (df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)]\n\u001b[1;32m      9\u001b[0m     \u001b[38;5;28mprint\u001b[39m(df[(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvessel_name\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39munique()[j])\n\u001b[1;32m     10\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(df_[df_[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mposition_speed\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m>\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m20\u001b[39m :\n",
+      "\u001b[0;31mIndexError\u001b[0m: index 112 is out of bounds for axis 0 with size 112"
+     ]
+    }
+   ],
+   "source": [
+    "# Faire se suivre les records, les intégrer dans la trajectoire \n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import Normalize\n",
+    "from matplotlib.cm import ScalarMappable\n",
+    "\n",
+    "for j in range(200):\n",
+    "    df_ = df[(df['vessel_name'] == df['vessel_name'].unique()[j]) & (df['position_speed'] >=0)]\n",
+    "    print(df[(df['position_speed'] >=0)]['vessel_name'].unique()[j])\n",
+    "    if len(df_[df_['position_speed'] >= 0]) > 20 :\n",
+    "        x = df_['position_latitude']\n",
+    "        print(x)\n",
+    "        y = df_['position_longitude'] \n",
+    "        speed = df_['position_speed']  \n",
+    "        num_points = len(df_)\n",
+    "\n",
+    "        # Define speed thresholds for heatmap\n",
+    "        speed_thresholds = [0,1,2,3,4,5]  # Example thresholds\n",
+    "\n",
+    "        # Calculate speed segments\n",
+    "        speed_segments = np.digitize(speed, speed_thresholds)\n",
+    "\n",
+    "        # Create colormap for heatmap\n",
+    "        cmap = plt.get_cmap('spring') #hot\n",
+    "\n",
+    "        # Plot trajectory as lineplot with segments colored by speed\n",
+    "        for i in range(1, len(speed_thresholds) + 1):\n",
+    "            mask = speed_segments == i\n",
+    "            if np.any(mask):\n",
+    "                segment_x = x[mask]\n",
+    "                segment_y = y[mask]\n",
+    "                segment_speed = speed[mask]\n",
+    "                segment_color = cmap(Normalize(vmin=min(speed), vmax=max(speed))(segment_speed))\n",
+    "                plt.plot(segment_x, segment_y, color=segment_color[0], linewidth=2, label=f'Speed >= {speed_thresholds[i-1]}')\n",
+    "\n",
+    "        # Add colorbar\n",
+    "        sm = ScalarMappable(cmap=cmap, norm=Normalize(vmin=min(speed), vmax=max(speed)))\n",
+    "        sm.set_array(speed)\n",
+    "        #plt.colorbar(sm, label='Speed')\n",
+    "\n",
+    "        # Add labels and legend\n",
+    "        plt.xlabel('X')\n",
+    "        plt.ylabel('Y')\n",
+    "        plt.title('Trajectory with Speed Heatmap')\n",
+    "        plt.legend()\n",
+    "\n",
+    "        # Show plot\n",
+    "        plt.show();\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f18f6e00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Enlever les graphes blancs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "de24c149",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'spire_update_statement', 'vessel_ais_class', 'vessel_flag',\n",
+       "       'vessel_name', 'vessel_callsign', 'vessel_timestamp',\n",
+       "       'vessel_update_timestamp', 'vessel_ship_type', 'vessel_sub_ship_type',\n",
+       "       'vessel_mmsi', 'vessel_imo', 'vessel_width', 'vessel_length',\n",
+       "       'position_accuracy', 'position_collection_type', 'position_course',\n",
+       "       'position_heading', 'position_latitude', 'position_longitude',\n",
+       "       'position_maneuver', 'position_navigational_status', 'position_rot',\n",
+       "       'position_speed', 'position_timestamp', 'position_update_timestamp',\n",
+       "       'voyage_destination', 'voyage_draught', 'voyage_eta',\n",
+       "       'voyage_timestamp', 'voyage_update_timestamp', 'created_at'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "3b919522",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.1          43.679835           -7.596252\n",
+      "1               0.1          43.679835           -7.596252\n",
+      "2               0.1          43.679835           -7.596252\n",
+      "3               0.1          43.679835           -7.596252\n",
+      "4               0.1          43.679835           -7.596252\n",
+      "5               0.1          43.679835           -7.596252\n",
+      "6               0.1          43.679835           -7.596252\n",
+      "7               0.1          43.679835           -7.596252\n",
+      "8               0.1          43.679835           -7.596252\n",
+      "9               0.1          43.679835           -7.596252\n",
+      "10              0.1          43.679835           -7.596252\n",
+      "11              0.1          43.679835           -7.596252\n",
+      "12              0.1          43.679835           -7.596252\n",
+      "13              0.1          43.679835           -7.596252\n",
+      "14              0.1          43.679835           -7.596252\n",
+      "15              0.1          43.679835           -7.596252\n",
+      "16              0.1          43.679835           -7.596252\n",
+      "17              0.1          43.679835           -7.596252\n",
+      "18              0.1          43.679835           -7.596252\n",
+      "19              0.1          43.679835           -7.596252\n",
+      "20              0.1          43.679835           -7.596252\n",
+      "21              0.1          43.679835           -7.596252\n",
+      "22              0.1          43.679835           -7.596252\n",
+      "23              0.1          43.679835           -7.596252\n",
+      "24              0.1          43.679835           -7.596252\n",
+      "25              0.1          43.679835           -7.596252\n",
+      "26              0.1          43.679835           -7.596252\n",
+      "27              0.1          43.679835           -7.596252\n",
+      "28              0.1          43.679835           -7.596252\n",
+      "29              0.1          43.679835           -7.596252\n",
+      "30              0.1          43.679835           -7.596252\n",
+      "31              0.1          43.679835           -7.596252\n",
+      "32              0.1          43.679835           -7.596252\n",
+      "33              0.1          43.679835           -7.596252\n",
+      "34              0.1          43.679835           -7.596252\n",
+      "35              0.1          43.679835           -7.596252\n",
+      "36              0.1          43.679835           -7.596252\n",
+      "37              0.1          43.679835           -7.596252\n",
+      "38              0.1          43.679835           -7.596252\n",
+      "39              0.1          43.679835           -7.596252\n",
+      "40              0.1          43.679835           -7.596252\n",
+      "41              0.1          43.679835           -7.596252\n",
+      "42              0.1          43.679835           -7.596252\n",
+      "43              0.1          43.679835           -7.596252\n",
+      "44              0.1          43.679835           -7.596252\n",
+      "45              0.1          43.679835           -7.596252\n",
+      "46              0.1          43.679835           -7.596252\n",
+      "47              0.1          43.679835           -7.596252\n",
+      "48              0.1          43.679835           -7.596252\n",
+      "49              0.1          43.679835           -7.596252\n",
+      "50              0.1          43.679835           -7.596252\n",
+      "51              0.1          43.679835           -7.596252\n",
+      "52              0.1          43.679835           -7.596252\n",
+      "53              0.1          43.679835           -7.596252\n",
+      "54              0.1          43.679835           -7.596252\n",
+      "55              0.1          43.679835           -7.596252\n",
+      "56              0.1          43.679835           -7.596252\n",
+      "57              0.1          43.679835           -7.596252\n",
+      "58              0.1          43.679835           -7.596252\n",
+      "59              0.1          43.679835           -7.596252\n",
+      "60              0.1          43.679835           -7.596252\n",
+      "61              0.1          43.679835           -7.596252\n",
+      "62              0.1          43.679835           -7.596252\n",
+      "63              0.1          43.679835           -7.596252\n",
+      "64              0.1          43.679835           -7.596252\n",
+      "65              0.1          43.679835           -7.596252\n",
+      "66              0.1          43.679835           -7.596252\n",
+      "67              0.1          43.679835           -7.596252\n",
+      "68              0.1          43.679835           -7.596252\n",
+      "69              0.1          43.679835           -7.596252\n",
+      "70              0.1          43.679835           -7.596252\n",
+      "71              0.1          43.679835           -7.596252\n",
+      "72              0.1          43.679835           -7.596252\n",
+      "73              0.1          43.679835           -7.596252\n",
+      "74              0.1          43.679835           -7.596252\n",
+      "75              0.1          43.679835           -7.596252\n",
+      "76              0.1          43.679835           -7.596252\n",
+      "77              0.1          43.679835           -7.596252\n",
+      "78              0.1          43.679835           -7.596252\n",
+      "79              0.1          43.679835           -7.596252\n",
+      "80              0.1          43.679835           -7.596252\n",
+      "81              0.1          43.679835           -7.596252\n",
+      "82              0.1          43.679835           -7.596252\n",
+      "83              0.1          43.679835           -7.596252\n",
+      "84              0.1          43.679835           -7.596252\n",
+      "85              0.1          43.679835           -7.596252\n",
+      "86              0.1          43.679835           -7.596252\n",
+      "87              0.1          43.679835           -7.596252\n",
+      "88              0.1          43.679835           -7.596252\n",
+      "89              0.1          43.679835           -7.596252\n",
+      "90              0.1          43.679835           -7.596252\n",
+      "91              0.1          43.679835           -7.596252\n",
+      "92              0.1          43.679835           -7.596252\n",
+      "93              0.1          43.679835           -7.596252\n",
+      "94              0.1          43.679835           -7.596252\n",
+      "95              0.1          43.679835           -7.596252\n",
+      "96              0.1          43.679835           -7.596252\n",
+      "97              0.1          43.679835           -7.596252\n",
+      "98              0.1          43.679835           -7.596252\n",
+      "99              0.1          43.679835           -7.596252\n",
+      "100             0.1          43.679835           -7.596252\n",
+      "101             0.1          43.679835           -7.596252\n",
+      "102             0.1          43.679835           -7.596252\n",
+      "103             0.1          43.679835           -7.596252\n",
+      "104             0.1          43.679835           -7.596252\n",
+      "105             0.1          43.679835           -7.596252\n",
+      "106             0.1          43.679835           -7.596252\n",
+      "107             0.1          43.679835           -7.596252\n",
+      "108             0.1          43.679835           -7.596252\n",
+      "109             0.1          43.679835           -7.596252\n",
+      "110             0.1          43.679835           -7.596252\n",
+      "111             0.1          43.679835           -7.596252\n",
+      "112             0.1          43.679835           -7.596252\n",
+      "113             0.1          43.679835           -7.596252\n",
+      "114             0.1          43.679835           -7.596252\n",
+      "115             0.1          43.679835           -7.596252\n",
+      "116             0.1          43.679835           -7.596252\n",
+      "117             0.1          43.679835           -7.596252\n",
+      "118             0.1          43.679835           -7.596252\n",
+      "119             0.1          43.679835           -7.596252\n",
+      "120             0.1          43.679835           -7.596252\n",
+      "121             0.1          43.679835           -7.596252\n",
+      "122             0.1          43.679835           -7.596252\n",
+      "123             0.1          43.679835           -7.596252\n",
+      "124             0.1          43.679835           -7.596252\n",
+      "125             0.1          43.679835           -7.596252\n",
+      "126             0.1          43.679835           -7.596252\n",
+      "127             0.1          43.679835           -7.596252\n",
+      "128             0.1          43.679835           -7.596252\n",
+      "129             0.1          43.679835           -7.596252\n",
+      "130             0.1          43.679835           -7.596252\n",
+      "131             0.1          43.679835           -7.596252\n",
+      "132             0.1          43.679835           -7.596252\n",
+      "133             0.1          43.679835           -7.596252\n",
+      "134             0.1          43.679835           -7.596252\n",
+      "135             0.1          43.679835           -7.596252\n",
+      "136             0.1          43.679835           -7.596252\n",
+      "137             0.1          43.679835           -7.596252\n",
+      "138             0.1          43.679835           -7.596252\n",
+      "139             0.1          43.679835           -7.596252\n",
+      "140             0.1          43.679835           -7.596252\n",
+      "141             0.1          43.679835           -7.596252\n",
+      "142             0.1          43.679835           -7.596252\n",
+      "143             0.1          43.679835           -7.596252\n",
+      "144             0.1          43.679835           -7.596252\n",
+      "145             0.1          43.679835           -7.596252\n",
+      "146             0.1          43.679835           -7.596252\n",
+      "147             0.1          43.679835           -7.596252\n",
+      "148             0.1          43.679835           -7.596252\n",
+      "149             0.1          43.679835           -7.596252\n",
+      "150             0.1          43.679835           -7.596252\n",
+      "151             0.1          43.679835           -7.596252\n",
+      "152             0.1          43.679835           -7.596252\n",
+      "153             0.1          43.679835           -7.596252\n",
+      "154             0.1          43.679835           -7.596252\n",
+      "155             0.1          43.679835           -7.596252\n",
+      "156             0.1          43.679835           -7.596252\n",
+      "157             0.1          43.679835           -7.596252\n",
+      "158             0.1          43.679835           -7.596252\n",
+      "159             0.1          43.679835           -7.596252\n",
+      "160             0.1          43.679835           -7.596252\n",
+      "161             0.1          43.679835           -7.596252\n",
+      "162             0.1          43.679835           -7.596252\n",
+      "163             0.1          43.679835           -7.596252\n",
+      "164             0.1          43.679835           -7.596252\n",
+      "165             0.1          43.679835           -7.596252\n",
+      "166             0.1          43.679835           -7.596252\n",
+      "167             0.1          43.679835           -7.596252\n",
+      "168             0.1          43.679835           -7.596252\n",
+      "169             0.1          43.679835           -7.596252\n",
+      "170             0.1          43.679835           -7.596252\n",
+      "171             0.1          43.679835           -7.596252\n",
+      "172             0.1          43.679835           -7.596252\n",
+      "173             0.1          43.679835           -7.596252\n",
+      "174             0.1          43.679835           -7.596252\n",
+      "175             0.1          43.679835           -7.596252\n",
+      "176             0.1          43.679835           -7.596252\n",
+      "177             0.1          43.679835           -7.596252\n",
+      "178             0.1          43.679835           -7.596252\n",
+      "179             0.1          43.679835           -7.596252\n",
+      "180             0.1          43.679835           -7.596252\n",
+      "181             0.1          43.679835           -7.596252\n",
+      "182             0.1          43.679835           -7.596252\n",
+      "183             0.1          43.679835           -7.596252\n",
+      "184             0.1          43.679835           -7.596252\n",
+      "185             0.1          43.679835           -7.596252\n",
+      "186             0.1          43.679835           -7.596252\n",
+      "187             0.1          43.679835           -7.596252\n",
+      "188             0.1          43.679835           -7.596252\n",
+      "189             0.1          43.679835           -7.596252\n",
+      "190             0.1          43.679835           -7.596252\n",
+      "191             0.1          43.679835           -7.596252\n",
+      "192             0.1          43.679835           -7.596252\n",
+      "193             0.1          43.679835           -7.596252\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.4           43.32218           -1.914893\n",
+      "1               0.4           43.32218           -1.914893\n",
+      "2               0.4           43.32218           -1.914893\n",
+      "3               0.4           43.32218           -1.914893\n",
+      "4               0.4           43.32218           -1.914893\n",
+      "5               0.4           43.32218           -1.914893\n",
+      "6               0.4           43.32218           -1.914893\n",
+      "7               0.4           43.32218           -1.914893\n",
+      "8               0.4           43.32218           -1.914893\n",
+      "9               0.4           43.32218           -1.914893\n",
+      "10              0.4           43.32218           -1.914893\n",
+      "11              0.4           43.32218           -1.914893\n",
+      "12              0.4           43.32218           -1.914893\n",
+      "13              0.4           43.32218           -1.914893\n",
+      "14              0.4           43.32218           -1.914893\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.2          42.258372           -8.691205\n",
+      "1               0.2          42.258372           -8.691205\n",
+      "2               0.2          42.258372           -8.691205\n",
+      "3               0.2          42.258372           -8.691205\n",
+      "4               0.2          42.258372           -8.691205\n",
+      "5               0.2          42.258372           -8.691205\n",
+      "6               0.2          42.258372           -8.691205\n",
+      "7               0.2          42.258372           -8.691205\n",
+      "8               0.2          42.258372           -8.691205\n",
+      "9               0.2          42.258372           -8.691205\n",
+      "10              0.2          42.258372           -8.691205\n",
+      "11              0.2          42.258372           -8.691205\n",
+      "12              0.2          42.258372           -8.691205\n",
+      "13              0.2          42.258372           -8.691205\n",
+      "14              0.2          42.258372           -8.691205\n",
+      "15              0.2          42.258372           -8.691205\n",
+      "16              0.2          42.258372           -8.691205\n",
+      "17              0.2          42.258372           -8.691205\n",
+      "18              0.2          42.258372           -8.691205\n",
+      "19              0.2          42.258372           -8.691205\n",
+      "20              0.2          42.258372           -8.691205\n",
+      "21              0.2          42.258372           -8.691205\n",
+      "22              0.2          42.258372           -8.691205\n",
+      "23              0.2          42.258372           -8.691205\n",
+      "24              0.2          42.258372           -8.691205\n",
+      "25              0.2          42.258372           -8.691205\n",
+      "26              0.2          42.258372           -8.691205\n",
+      "27              0.2          42.258372           -8.691205\n",
+      "28              0.2          42.258372           -8.691205\n",
+      "29              0.2          42.258372           -8.691205\n",
+      "30              0.2          42.258372           -8.691205\n",
+      "31              0.2          42.258372           -8.691205\n",
+      "32              0.2          42.258372           -8.691205\n",
+      "33              0.2          42.258372           -8.691205\n",
+      "34              0.2          42.258372           -8.691205\n",
+      "35              0.2          42.258372           -8.691205\n",
+      "36              0.2          42.258372           -8.691205\n",
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AAGAK8QIAAEwhXgAAgCk+jZe8vDwlJyfL7XYrNDRUvXv3VnZ2dp3rPvroIw0dOlRhYWEKCQlRr1699Nlnn/lyVAAAYIRP4yUxMVGVlZXavn279u7dq65duyopKUmFhYU1rvnkk0/Up08fxcfH6/XXX9f+/fv1yCOPqGXLlr4cFQAAGOFyHMfxxYGLiorUpk0bvfnmm7r55pslSWVlZQoNDdW2bdt06623VrtuxIgRCgwM1D/+8Y8f9bilpaUKCwtTSUmJQkNDf/T8AADg4mnI67fPrrxERESoY8eOWrFihU6ePKnKykotWbJEkZGR6t69e7Vrqqqq9Nprr+naa6/V4MGD1bZtW914441av359jY9z+vRplZaWet0AAEDT5bN4cblcysrK0r59+xQSEqKWLVtqwYIFyszMVHh4eLVrvvjiC5WXlystLU1DhgzR1q1bNWzYMN1+++164403ql0zZ84chYWFeW4xMTG+ekoAAOAS0OB4SU1NlcvlqvWWk5Mjx3E0ceJEtW3bVjt27NDu3buVnJyspKQkHT9+vNpjV1VVSZKSk5M1ZcoUde3aVSkpKUpKStJzzz1X7ZqZM2eqpKTEczty5EhDnxIAADAkoKELJk2apBEjRtS6T2xsrLZv367NmzeruLjY897VM888o6ysLGVkZCglJeWCdW63WwEBAbr++uu9tnfs2FE7d+6s9rGCgoIUFBTU0KcBAACManC8uN1uud3uOverqKiQJPn5eV/c8fPz81xh+aEWLVqoZ8+eOnjwoNf2vLw8XXnllQ0dFQAANEE++8zLTTfdpNatW2v06NHav3+/8vLyNG3aNOXn5ysxMdGzX3x8vNatW+f5edq0aXr55Zf1wgsv6NChQ1q0aJE2bdqkiRMn+mpUAABgiM/ixe12KzMzU+Xl5erfv7969OihnTt3asOGDUpISPDsd/DgQZWUlHh+HjZsmJ577jk9+eSTuuGGG7R06VK9+uqr6tOnj69GBQAAhvjs97w0Fn7PCwAA9lwSv+cFAADAF4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABMIV4AAIApxAsAADCFeAEAAKYQLwAAwBTiBQAAmEK8AAAAU4gXAABgCvECAABM8Wm85OXlKTk5WW63W6Ghoerdu7eys7NrXVNeXq5Jkyapffv2Cg4OVseOHfXss8/6ckwAAGCIT+MlMTFRlZWV2r59u/bu3auuXbsqKSlJhYWFNa6ZMmWKMjMztXLlSn300UeaMmWKfv/732vDhg2+HBUAABjhs3gpKirSoUOHlJKSoi5duiguLk5paWmqqKjQgQMHalz3zjvvaPTo0erXr59iY2N1//33KyEhQTk5Ob4aFQAAGOKzeImIiFDHjh21YsUKnTx5UpWVlVqyZIkiIyPVvXv3Gtf16dNHGzdu1LFjx+Q4jrKzs5WXl6fBgwdXu//p06dVWlrqdQMAAE1XgK8O7HK5lJWVpeTkZIWEhMjPz0+RkZHKzMxUeHh4jeuefvpp3XfffWrfvr0CAgLk5+enpUuXqk+fPtXuP2fOHD322GM+ehYAAOBS0+ArL6mpqXK5XLXecnJy5DiOJk6cqLZt22rHjh3avXu3kpOTlZSUpOPHj9d4/KefflrvvvuuNm7cqL1792revHmaOHGitm3bVu3+M2fOVElJied25MiRhj4lAABgiMtxHKchC4qKilRUVFTrPrGxsXrrrbc0aNAgFRcXKzQ01HNfXFycxo8fr5SUlAvWnTp1SmFhYVq3bp0SExM923/729/q6NGjyszMrHO+0tJShYWFqaSkxOtxAQDApashr98NftvI7XbL7XbXuV9FRYUkyc/P++KOn5+fqqqqql1z9uxZnT179oI1/v7+Na4BAADNi88+sHvTTTepdevWGj16tPbv36+8vDxNmzZN+fn5XldV4uPjtW7dOklSaGio+vbtq2nTpun1119Xfn6+XnzxRa1YsULDhg3z1agAAMAQn8WL2+1WZmamysvL1b9/f/Xo0UM7d+7Uhg0blJCQ4Nnv4MGDKikp8fz80ksvqWfPnrrnnnt0/fXXKy0tTU888YR+97vf+WpUAABgSIM/83Kp4zMvAADY05DXb/62EQAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAAphAvAADAFOIFAACYQrwAAABTiBcAAGAK8QIAAEwhXgAAgCnECwAAMIV4AQAApvg0XnJzczVw4ECFh4crIiJC999/v8rLy2td4ziOUlNTFR0dreDgYPXr108HDhzw5ZgAAMAQn8VLQUGBBgwYoGuuuUa7du1SZmamDhw4oDFjxtS67sknn9T8+fO1aNEi7dmzR1FRURo4cKDKysp8NSoAADAkwFcH3rx5swIDA7V48WL5+X3bSIsXL1a3bt106NAhXXPNNRescRxHCxcu1J///GfdfvvtkqSMjAxFRkbqn//8pyZMmOCrcQEAgBE+u/Jy+vRptWjRwhMukhQcHCxJ2rlzZ7Vr8vPzVVhYqEGDBnm2BQUFqW/fvnr77bdrfJzS0lKvGwAAaLp8Fi/9+/dXYWGh/vrXv+rMmTMqLi7Wn/70J0nS8ePHq11TWFgoSYqMjPTaHhkZ6bnvh+bMmaOwsDDPLSYm5md8FgAA4FLT4HhJTU2Vy+Wq9ZaTk6NOnTopIyND8+bN02WXXaaoqChdddVVioyMlL+/f62P4XK5vH52HOeCbefNnDlTJSUlntuRI0ca+pQAAIAhDf7My6RJkzRixIha94mNjZUkjRw5UiNHjtTnn3+uVq1ayeVyaf78+erQoUO166KioiR9ewWmXbt2nu1ffPHFBVdjzgsKClJQUFBDnwYAADCqwfHidrvldrsbtOZ8eCxfvlwtW7bUwIEDq92vQ4cOioqKUlZWlrp16yZJOnPmjN544w3NnTu3oaMCAIAmyKe/52XRokXKzc1VXl6eFi9erEmTJmnOnDkKDw/37BMfH69169ZJ+vbtosmTJ2v27Nlat26dPvzwQ40ZM0aXXXaZRo4c6ctRAQCAET77qrQk7d69W7NmzVJ5ebni4+O1ZMkSjRo1ymufgwcPqqSkxPPz9OnTderUKU2cOFHFxcW68cYbtXXrVoWEhPhyVAAAYITLcRynsYf4OZWWliosLEwlJSUKDQ1t7HEAAEA9NOT1m79tBAAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYArxAgAATAlo7AF+bo7jSJJKS0sbeRIAAFBf51+3z7+O16bJxUtZWZkkKSYmppEnAQAADVVWVqawsLBa93E59UkcQ6qqqlRQUKCQkBC5XC6v+0pLSxUTE6MjR44oNDS0kSZEfXCu7OBc2cG5sqG5nifHcVRWVqbo6Gj5+dX+qZYmd+XFz89P7du3r3Wf0NDQZvVfCMs4V3ZwruzgXNnQHM9TXVdczuMDuwAAwBTiBQAAmNKs4iUoKEizZs1SUFBQY4+COnCu7OBc2cG5soHzVLcm94FdAADQtDWrKy8AAMA+4gUAAJhCvAAAAFOIFwAAYArxAgAATGny8TJnzhy5XC5NnjzZs81xHKWmpio6OlrBwcHq16+fDhw40HhDQlL152rt2rUaPHiw3G63XC6X3nvvvUabD9/54bk6e/asZsyYoRtuuEGtWrVSdHS07r33XhUUFDTuoM1cdf+mUlNTFR8fr1atWql169YaMGCAdu3a1XhDQlL15+r7JkyYIJfLpYULF17UuS5VTTpe9uzZo+eff15dunTx2v7kk09q/vz5WrRokfbs2aOoqCgNHDjQ80cdcfHVdK5Onjyp3r17Ky0trZEmww9Vd64qKiqUm5urRx55RLm5uVq7dq3y8vI0dOjQRpy0eavp39S1116rRYsW6YMPPtDOnTsVGxurQYMG6cSJE400KWo6V+etX79eu3btUnR09EWe7BLmNFFlZWVOXFyck5WV5fTt29d5+OGHHcdxnKqqKicqKspJS0vz7PvNN984YWFhznPPPddI0zZvNZ2r78vPz3ckOfv27bvo8+E79TlX5+3evduR5Hz66acXb0A4jtOw81RSUuJIcrZt23bxBoRHXefq6NGjzi9+8Qvnww8/dK688kpnwYIFjTLnpabJXnl58MEHlZiYqAEDBnhtz8/PV2FhoQYNGuTZFhQUpL59++rtt9++2GNCNZ8rXHoacq5KSkrkcrkUHh7u+8Hgpb7n6cyZM3r++ecVFhamhISEizQdvq+2c1VVVaVRo0Zp2rRp6tSpUyNMd+lqcn9VWpJeeukl5ebmas+ePRfcV1hYKEmKjIz02h4ZGalPP/30osyH79R2rnBpaci5+uabb5SSkqKRI0c2u7+K29jqc542b96sESNGqKKiQu3atVNWVpbcbvdFnBJS3edq7ty5CggI0EMPPXSRJ7v0Nbl4OXLkiB5++GFt3bpVLVu2rHE/l8vl9bPjOBdsg2/V91yh8TXkXJ09e1YjRoxQVVWVnnnmmYs0IaT6n6dbbrlF7733noqKivTCCy/orrvu0q5du9S2bduLOG3zVte52rt3r5566inl5uby2lSdxn7f6ue2bt06R5Lj7+/vuUlyXC6X4+/v7xw6dMiR5OTm5nqtGzp0qHPvvfc20tTNU13nqrKy0rMvn3lpXPU9V2fOnHFuu+02p0uXLk5RUVEjT938NOTf1Pddc801zuzZsy/ytM1bXefqb3/7m+c/f/9+Pz8/58orr2zs8Rtdk7vycuutt+qDDz7w2jZ27FjFx8drxowZuuqqqxQVFaWsrCx169ZN0rfv+77xxhuaO3duY4zcbNV1rvz9/RtpMvxQfc7V2bNnddddd+njjz9Wdna2IiIiGmna5uvH/ptyHEenT5++GCPi/6vrXLVr106DBw/2un/w4MEaNWqUxo4dezFHvSQ1uXgJCQlR586dvba1atVKERERnu2TJ0/W7NmzFRcXp7i4OM2ePVuXXXaZRo4c2RgjN1v1OVdfffWVPvvsM8/vCzl48KAkKSoqSlFRURd34GasrnNVWVmp4cOHKzc3V5s3b9a5c+c8ny+74oor1KJFi8YYu9mp6zydPHlSTzzxhIYOHap27drpyy+/1DPPPKOjR4/qzjvvbKSpm6f6/O/fD/8PQGBgoKKionTdddddtDkvVU0uXupj+vTpOnXqlCZOnKji4mLdeOON2rp1q0JCQhp7NPzAxo0bvf5fxogRIyRJs2bNUmpqaiNNhR86evSoNm7cKEnq2rWr133Z2dnq16/fxR8KF/D399d///tfZWRkqKioSBEREerZs6d27NjBt1lgistxHKexhwAAAKivJvt7XgAAQNNEvAAAAFOIFwAAYArxAgAATCFeAACAKcQLAAAwhXgBAACmEC8AAMAU4gUAAJhCvAAAAFOIFwAAYMr/A+GMfpYtuo7pAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.1          14.684228          -17.429313\n",
+      "1               0.1          14.684228          -17.429313\n",
+      "2               0.1          14.684228          -17.429313\n",
+      "3               0.1          14.684228          -17.429313\n",
+      "4               0.1          14.684228          -17.429313\n",
+      "5               0.1          14.684228          -17.429313\n",
+      "6               0.1          14.684228          -17.429313\n",
+      "7               0.1          14.684228          -17.429313\n",
+      "8               0.1          14.684228          -17.429313\n",
+      "9               0.1          14.684228          -17.429313\n",
+      "10              0.1          14.684228          -17.429313\n",
+      "11              0.1          14.684228          -17.429313\n",
+      "12              0.1          14.684228          -17.429313\n",
+      "13              0.1          14.684228          -17.429313\n",
+      "14              0.1          14.684228          -17.429313\n",
+      "15              0.1          14.684228          -17.429313\n",
+      "16              0.1          14.684228          -17.429313\n",
+      "17              0.1          14.684228          -17.429313\n",
+      "18              0.1          14.684228          -17.429313\n",
+      "19              0.1          14.684228          -17.429313\n",
+      "20              0.1          14.684228          -17.429313\n",
+      "21              0.1          14.684228          -17.429313\n",
+      "22              0.1          14.684228          -17.429313\n",
+      "23              0.1          14.684228          -17.429313\n",
+      "24              0.1          14.684228          -17.429313\n",
+      "25              0.1          14.684228          -17.429313\n",
+      "26              0.1          14.684228          -17.429313\n",
+      "27              0.1          14.684228          -17.429313\n",
+      "28              0.1          14.684228          -17.429313\n",
+      "29              0.1          14.684228          -17.429313\n",
+      "30              0.1          14.684228          -17.429313\n",
+      "31              0.1          14.684228          -17.429313\n",
+      "32              0.1          14.684228          -17.429313\n",
+      "33              0.1          14.684228          -17.429313\n",
+      "34              0.1          14.684228          -17.429313\n",
+      "35              0.1          14.684228          -17.429313\n",
+      "36              0.1          14.684228          -17.429313\n",
+      "37              0.1          14.684228          -17.429313\n",
+      "38              0.1          14.684228          -17.429313\n",
+      "39              0.1          14.684228          -17.429313\n",
+      "40              0.1          14.684228          -17.429313\n",
+      "41              0.1          14.684228          -17.429313\n",
+      "42              0.1          14.684228          -17.429313\n",
+      "43              0.1          14.684228          -17.429313\n",
+      "44              0.1          14.684228          -17.429313\n",
+      "45              0.1          14.684228          -17.429313\n",
+      "46              0.1          14.684228          -17.429313\n",
+      "47              0.1          14.684228          -17.429313\n",
+      "48              0.1          14.684228          -17.429313\n",
+      "49              0.1          14.684228          -17.429313\n",
+      "50              0.1          14.684228          -17.429313\n",
+      "51              0.1          14.684228          -17.429313\n",
+      "52              0.1          14.684228          -17.429313\n",
+      "53              0.1          14.684228          -17.429313\n",
+      "54              0.1          14.684228          -17.429313\n",
+      "55              0.0          14.684230          -17.429322\n",
+      "56              0.0          14.684222          -17.429305\n",
+      "57              0.0          14.684240          -17.429295\n",
+      "58              0.0          14.684235          -17.429305\n",
+      "59              0.0          14.684228          -17.429275\n",
+      "60              0.1          14.684240          -17.429315\n",
+      "61              0.0          14.684248          -17.429282\n",
+      "62              0.0          14.684263          -17.429293\n",
+      "63              0.0          14.684258          -17.429312\n",
+      "64              0.0          14.684235          -17.429312\n",
+      "65              0.0          14.684253          -17.429323\n",
+      "66              0.0          14.684232          -17.429317\n",
+      "67              0.0          14.684238          -17.429305\n",
+      "68              0.0          14.684238          -17.429305\n",
+      "69              0.1          14.684253          -17.429302\n",
+      "70              0.0          14.684235          -17.429275\n",
+      "71              0.1          14.684230          -17.429305\n",
+      "72              0.0          14.684232          -17.429305\n",
+      "73              0.0          14.684248          -17.429300\n",
+      "74              0.0          14.684227          -17.429312\n",
+      "75              0.2          14.684220          -17.429318\n",
+      "76              0.2          14.684227          -17.429310\n",
+      "77              0.0          14.684730          -17.429897\n",
+      "78              0.0          14.684742          -17.429905\n",
+      "79              0.0          14.684742          -17.429905\n",
+      "80              0.0          14.684747          -17.429897\n",
+      "81              0.0          14.684747          -17.429905\n",
+      "82              0.0          14.684737          -17.429918\n",
+      "83              0.0          14.684752          -17.429895\n",
+      "84              0.1          14.684737          -17.429925\n",
+      "85              0.1          14.684725          -17.429905\n",
+      "86              0.0          14.684727          -17.429907\n",
+      "87              0.0          14.684735          -17.429895\n",
+      "88              0.0          14.684748          -17.429918\n",
+      "89              0.0          14.684733          -17.429900\n",
+      "90              0.0          14.684733          -17.429900\n",
+      "91              0.0          14.684723          -17.429878\n",
+      "92              0.0          14.684742          -17.429902\n",
+      "93              0.1          14.684735          -17.429895\n",
+      "94              0.1          14.684735          -17.429895\n",
+      "95              0.0          14.684727          -17.429887\n",
+      "96              0.0          14.684738          -17.429893\n",
+      "97              0.0          14.684737          -17.429900\n",
+      "98              0.0          14.684752          -17.429892\n",
+      "99              0.0          14.684742          -17.429878\n",
+      "100             0.0          14.684762          -17.429898\n",
+      "101             0.0          14.684748          -17.429858\n",
+      "102             0.0          14.684758          -17.429860\n",
+      "103             0.0          14.684725          -17.429882\n",
+      "104             0.0          14.684730          -17.429887\n",
+      "105             0.0          14.684738          -17.429882\n",
+      "106             0.1          14.684748          -17.429888\n",
+      "107             0.0          14.684735          -17.429890\n",
+      "108             0.0          14.684762          -17.429905\n",
+      "109             0.0          14.684728          -17.429913\n",
+      "110             0.0          14.684768          -17.429895\n",
+      "111             0.0          14.684785          -17.429957\n",
+      "112             0.0          14.684763          -17.429910\n",
+      "113             0.0          14.684752          -17.429933\n",
+      "114             0.0          14.684735          -17.429920\n",
+      "115             0.0          14.684758          -17.429912\n",
+      "116             0.0          14.684828          -17.429880\n",
+      "117             0.0          14.684828          -17.429880\n",
+      "118             0.0          14.684745          -17.429885\n",
+      "119             0.0          14.684738          -17.429892\n",
+      "120             0.0          14.684723          -17.429897\n",
+      "121             0.0          14.684723          -17.429897\n",
+      "122             0.0          14.684732          -17.429883\n",
+      "123             0.0          14.684732          -17.429883\n",
+      "124             0.0          14.684732          -17.429883\n",
+      "125             0.0          14.684732          -17.429883\n",
+      "126             0.0          14.684732          -17.429883\n",
+      "127             0.0          14.684732          -17.429883\n",
+      "128             0.0          14.684732          -17.429883\n",
+      "129             0.0          14.684732          -17.429883\n",
+      "130             0.0          14.684732          -17.429883\n",
+      "131             0.0          14.684732          -17.429883\n",
+      "132             0.0          14.684732          -17.429883\n",
+      "133             0.0          14.684732          -17.429883\n",
+      "134             0.0          14.684732          -17.429883\n",
+      "135             0.0          14.684732          -17.429883\n",
+      "136             0.0          14.684732          -17.429883\n",
+      "137             0.0          14.684732          -17.429883\n",
+      "138             0.0          14.684732          -17.429883\n",
+      "139             0.0          14.684732          -17.429883\n",
+      "140             0.0          14.684732          -17.429883\n",
+      "141             0.0          14.684732          -17.429883\n",
+      "142             0.0          14.684732          -17.429883\n",
+      "143             0.0          14.684732          -17.429883\n",
+      "144             0.0          14.684732          -17.429883\n",
+      "145             0.0          14.684732          -17.429883\n",
+      "146             0.0          14.684732          -17.429883\n",
+      "147             0.0          14.684732          -17.429883\n",
+      "148             0.0          14.684732          -17.429883\n",
+      "149             0.0          14.684732          -17.429883\n",
+      "150             0.0          14.684732          -17.429883\n",
+      "151             0.0          14.684732          -17.429883\n",
+      "152             0.0          14.684732          -17.429883\n",
+      "153             0.0          14.684732          -17.429883\n",
+      "154             0.0          14.684732          -17.429883\n",
+      "155             0.0          14.684732          -17.429883\n",
+      "156             0.0          14.684732          -17.429883\n",
+      "157             0.0          14.684732          -17.429883\n",
+      "158             0.0          14.684732          -17.429883\n",
+      "159             0.0          14.684732          -17.429883\n",
+      "160             0.0          14.684732          -17.429883\n",
+      "161             0.0          14.684732          -17.429883\n",
+      "162             0.0          14.684732          -17.429883\n",
+      "163             0.0          14.684732          -17.429883\n",
+      "164             0.0          14.684732          -17.429883\n",
+      "165             0.0          14.684732          -17.429883\n",
+      "166             0.0          14.684732          -17.429883\n",
+      "167             0.1          14.684775          -17.429908\n",
+      "168             0.0          14.684772          -17.429918\n",
+      "169             0.0          14.684798          -17.429917\n",
+      "170             0.2          14.684748          -17.429917\n",
+      "171             0.0          14.684758          -17.429895\n",
+      "172             0.1          14.684733          -17.429892\n",
+      "173             0.1          14.684765          -17.429838\n",
+      "174             0.0          14.684737          -17.429873\n",
+      "175             0.1          14.684753          -17.429875\n",
+      "176             0.0          14.684737          -17.429892\n",
+      "177             0.0          14.684717          -17.429905\n",
+      "178             0.1          14.684728          -17.429890\n",
+      "179             0.1          14.684735          -17.429878\n",
+      "180             0.0          14.684728          -17.429887\n",
+      "181             0.0          14.684722          -17.429968\n",
+      "182             0.0          14.684722          -17.429968\n",
+      "183             0.0          14.684738          -17.429967\n",
+      "184             0.0          14.684748          -17.429982\n",
+      "185             0.0          14.684698          -17.429962\n",
+      "186             0.0          14.684758          -17.429950\n",
+      "187             0.0          14.684757          -17.429957\n",
+      "188             0.0          14.684723          -17.429978\n",
+      "189             0.1          14.684775          -17.429958\n",
+      "190             0.0          14.684753          -17.429967\n",
+      "191             0.0          14.684767          -17.429977\n",
+      "192             0.0          14.684745          -17.429985\n",
+      "193             0.0          14.684762          -17.429952\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.8          52.754833          -12.317030\n",
+      "1               2.8          52.754833          -12.317030\n",
+      "2               2.8          52.754833          -12.317030\n",
+      "3               2.8          52.754833          -12.317030\n",
+      "4               2.8          52.754833          -12.317030\n",
+      "5               2.8          52.754833          -12.317030\n",
+      "6               2.8          52.754833          -12.317030\n",
+      "7               2.8          52.754833          -12.317030\n",
+      "8               2.8          52.754833          -12.317030\n",
+      "9               2.8          52.754833          -12.317030\n",
+      "10              2.8          52.754833          -12.317030\n",
+      "11              2.8          52.754833          -12.317030\n",
+      "12              2.8          52.754833          -12.317030\n",
+      "13              2.8          52.754833          -12.317030\n",
+      "14              2.8          52.754833          -12.317030\n",
+      "15              2.8          52.754833          -12.317030\n",
+      "16              2.8          52.754833          -12.317030\n",
+      "17              2.8          52.754833          -12.317030\n",
+      "18              2.8          52.754833          -12.317030\n",
+      "19              2.8          52.754833          -12.317030\n",
+      "20              2.8          52.754833          -12.317030\n",
+      "21              2.8          52.754833          -12.317030\n",
+      "22              2.8          52.754833          -12.317030\n",
+      "23              2.8          52.754833          -12.317030\n",
+      "24              2.8          52.754833          -12.317030\n",
+      "25              2.8          52.754833          -12.317030\n",
+      "26              2.8          52.754833          -12.317030\n",
+      "27              2.8          52.754833          -12.317030\n",
+      "28              2.8          52.754833          -12.317030\n",
+      "29              2.8          52.754833          -12.317030\n",
+      "30              2.8          52.754833          -12.317030\n",
+      "31              2.8          52.754833          -12.317030\n",
+      "32              2.8          52.754833          -12.317030\n",
+      "33              2.8          52.754833          -12.317030\n",
+      "34              2.8          52.754833          -12.317030\n",
+      "35              2.8          52.754833          -12.317030\n",
+      "36              2.8          52.754833          -12.317030\n",
+      "37              2.8          52.754833          -12.317030\n",
+      "38              2.8          52.754833          -12.317030\n",
+      "39              2.8          52.754833          -12.317030\n",
+      "40              2.8          52.754833          -12.317030\n",
+      "41              2.8          52.754833          -12.317030\n",
+      "42              2.8          52.754833          -12.317030\n",
+      "43              2.8          52.754833          -12.317030\n",
+      "44              2.8          52.754833          -12.317030\n",
+      "45              2.8          52.754833          -12.317030\n",
+      "46              2.8          52.754833          -12.317030\n",
+      "47              2.8          52.754833          -12.317030\n",
+      "48              2.8          52.754833          -12.317030\n",
+      "49              2.8          52.754833          -12.317030\n",
+      "50              2.8          52.754833          -12.317030\n",
+      "51              2.8          52.754833          -12.317030\n",
+      "52              2.8          52.754833          -12.317030\n",
+      "53              3.3          53.086495          -12.106092\n",
+      "54              3.3          53.086495          -12.106092\n",
+      "55              3.3          53.086495          -12.106092\n",
+      "56              3.3          53.086495          -12.106092\n",
+      "57              3.3          53.086495          -12.106092\n",
+      "58              3.3          53.086495          -12.106092\n",
+      "59              3.3          53.086495          -12.106092\n",
+      "60              3.3          53.086495          -12.106092\n",
+      "61              3.3          53.086495          -12.106092\n",
+      "62              3.3          53.086495          -12.106092\n",
+      "63              3.3          53.086495          -12.106092\n",
+      "64              3.3          53.086495          -12.106092\n",
+      "65              3.3          53.086495          -12.106092\n",
+      "66              3.3          53.086495          -12.106092\n",
+      "67              3.3          53.086495          -12.106092\n",
+      "68              3.3          53.086495          -12.106092\n",
+      "69              3.3          53.086495          -12.106092\n",
+      "70              3.3          53.086495          -12.106092\n",
+      "71              3.3          53.086495          -12.106092\n",
+      "72              3.3          53.086495          -12.106092\n",
+      "73              3.3          53.086495          -12.106092\n",
+      "74              3.3          53.086495          -12.106092\n",
+      "75              3.3          53.086495          -12.106092\n",
+      "76              3.3          53.086495          -12.106092\n",
+      "77              3.3          53.086495          -12.106092\n",
+      "78              3.3          53.086495          -12.106092\n",
+      "79              3.3          53.086495          -12.106092\n",
+      "80              3.3          53.086495          -12.106092\n",
+      "81              3.3          53.086495          -12.106092\n",
+      "82              3.3          53.086495          -12.106092\n",
+      "83              3.3          53.086495          -12.106092\n",
+      "84              3.3          53.086495          -12.106092\n",
+      "85              3.3          53.086495          -12.106092\n",
+      "86              3.3          53.086495          -12.106092\n",
+      "87              3.3          53.086495          -12.106092\n",
+      "88              3.3          53.086495          -12.106092\n",
+      "89              3.3          53.086495          -12.106092\n",
+      "90              3.3          53.086495          -12.106092\n",
+      "91              3.3          53.086495          -12.106092\n",
+      "92              3.3          53.086495          -12.106092\n",
+      "93              3.3          53.086495          -12.106092\n",
+      "94              3.3          53.086495          -12.106092\n",
+      "95              3.3          53.086495          -12.106092\n",
+      "96              3.3          53.086495          -12.106092\n",
+      "97              3.3          53.086495          -12.106092\n",
+      "98              3.3          53.086495          -12.106092\n",
+      "99              3.3          53.086495          -12.106092\n",
+      "100             3.3          53.086495          -12.106092\n",
+      "101             3.3          53.086495          -12.106092\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.5           14.68533          -17.430223\n",
+      "1               0.5           14.68533          -17.430223\n",
+      "2               0.5           14.68533          -17.430223\n",
+      "3               0.5           14.68533          -17.430223\n",
+      "4               0.5           14.68533          -17.430223\n",
+      "5               0.5           14.68533          -17.430223\n",
+      "6               0.5           14.68533          -17.430223\n",
+      "7               0.5           14.68533          -17.430223\n",
+      "8               0.5           14.68533          -17.430223\n",
+      "9               0.5           14.68533          -17.430223\n",
+      "10              0.5           14.68533          -17.430223\n",
+      "11              0.5           14.68533          -17.430223\n",
+      "12              0.5           14.68533          -17.430223\n",
+      "13              0.5           14.68533          -17.430223\n",
+      "14              0.5           14.68533          -17.430223\n",
+      "15              0.5           14.68533          -17.430223\n",
+      "16              0.5           14.68533          -17.430223\n",
+      "17              0.5           14.68533          -17.430223\n",
+      "18              0.5           14.68533          -17.430223\n",
+      "19              0.5           14.68533          -17.430223\n",
+      "20              0.5           14.68533          -17.430223\n",
+      "21              0.5           14.68533          -17.430223\n",
+      "22              0.5           14.68533          -17.430223\n",
+      "23              0.5           14.68533          -17.430223\n",
+      "24              0.5           14.68533          -17.430223\n",
+      "25              0.5           14.68533          -17.430223\n",
+      "26              0.5           14.68533          -17.430223\n",
+      "27              0.5           14.68533          -17.430223\n",
+      "28              0.5           14.68533          -17.430223\n",
+      "29              0.5           14.68533          -17.430223\n",
+      "30              0.5           14.68533          -17.430223\n",
+      "31              0.5           14.68533          -17.430223\n",
+      "32              0.5           14.68533          -17.430223\n",
+      "33              0.5           14.68533          -17.430223\n",
+      "34              0.5           14.68533          -17.430223\n",
+      "35              0.5           14.68533          -17.430223\n",
+      "36              0.5           14.68533          -17.430223\n",
+      "37              0.5           14.68533          -17.430223\n",
+      "38              0.5           14.68533          -17.430223\n",
+      "39              0.5           14.68533          -17.430223\n",
+      "40              0.5           14.68533          -17.430223\n",
+      "41              0.5           14.68533          -17.430223\n",
+      "42              0.5           14.68533          -17.430223\n",
+      "43              0.5           14.68533          -17.430223\n",
+      "44              0.5           14.68533          -17.430223\n",
+      "45              0.5           14.68533          -17.430223\n",
+      "46              0.5           14.68533          -17.430223\n",
+      "47              0.5           14.68533          -17.430223\n",
+      "48              0.5           14.68533          -17.430223\n",
+      "49              0.5           14.68533          -17.430223\n",
+      "50              0.5           14.68533          -17.430223\n",
+      "51              0.5           14.68533          -17.430223\n",
+      "52              0.5           14.68533          -17.430223\n",
+      "53              0.5           14.68533          -17.430223\n",
+      "54              0.5           14.68533          -17.430223\n",
+      "55              0.5           14.68533          -17.430223\n",
+      "56              0.5           14.68533          -17.430223\n",
+      "57              0.5           14.68533          -17.430223\n",
+      "58              0.5           14.68533          -17.430223\n",
+      "59              0.5           14.68533          -17.430223\n",
+      "60              0.5           14.68533          -17.430223\n",
+      "61              0.5           14.68533          -17.430223\n",
+      "62              0.5           14.68533          -17.430223\n",
+      "63              0.5           14.68533          -17.430223\n",
+      "64              0.5           14.68533          -17.430223\n",
+      "65              0.5           14.68533          -17.430223\n",
+      "66              0.5           14.68533          -17.430223\n",
+      "67              0.5           14.68533          -17.430223\n",
+      "68              0.5           14.68533          -17.430223\n",
+      "69              0.5           14.68533          -17.430223\n",
+      "70              0.5           14.68533          -17.430223\n",
+      "71              0.5           14.68533          -17.430223\n",
+      "72              0.5           14.68533          -17.430223\n",
+      "73              0.5           14.68533          -17.430223\n",
+      "74              0.5           14.68533          -17.430223\n",
+      "75              0.5           14.68533          -17.430223\n",
+      "76              0.5           14.68533          -17.430223\n",
+      "77              0.5           14.68533          -17.430223\n",
+      "78              0.5           14.68533          -17.430223\n",
+      "79              0.5           14.68533          -17.430223\n",
+      "80              0.5           14.68533          -17.430223\n",
+      "81              0.5           14.68533          -17.430223\n",
+      "82              0.5           14.68533          -17.430223\n",
+      "83              0.5           14.68533          -17.430223\n",
+      "84              0.5           14.68533          -17.430223\n",
+      "85              0.5           14.68533          -17.430223\n",
+      "86              0.5           14.68533          -17.430223\n",
+      "87              0.5           14.68533          -17.430223\n",
+      "88              0.5           14.68533          -17.430223\n",
+      "89              0.5           14.68533          -17.430223\n",
+      "90              0.5           14.68533          -17.430223\n",
+      "91              0.5           14.68533          -17.430223\n",
+      "92              0.5           14.68533          -17.430223\n",
+      "93              0.5           14.68533          -17.430223\n",
+      "94              0.5           14.68533          -17.430223\n",
+      "95              0.5           14.68533          -17.430223\n",
+      "96              0.5           14.68533          -17.430223\n",
+      "97              0.5           14.68533          -17.430223\n",
+      "98              0.5           14.68533          -17.430223\n",
+      "99              0.5           14.68533          -17.430223\n",
+      "100             0.5           14.68533          -17.430223\n",
+      "101             0.5           14.68533          -17.430223\n",
+      "102             0.5           14.68533          -17.430223\n",
+      "103             0.5           14.68533          -17.430223\n",
+      "104             0.5           14.68533          -17.430223\n",
+      "105             0.5           14.68533          -17.430223\n",
+      "106             0.5           14.68533          -17.430223\n",
+      "107             0.5           14.68533          -17.430223\n",
+      "108             0.5           14.68533          -17.430223\n",
+      "109             0.5           14.68533          -17.430223\n",
+      "110             0.5           14.68533          -17.430223\n",
+      "111             0.5           14.68533          -17.430223\n",
+      "112             0.5           14.68533          -17.430223\n",
+      "113             0.5           14.68533          -17.430223\n",
+      "114             0.5           14.68533          -17.430223\n",
+      "115             0.5           14.68533          -17.430223\n",
+      "116             0.5           14.68533          -17.430223\n",
+      "117             0.5           14.68533          -17.430223\n",
+      "118             0.5           14.68533          -17.430223\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.1          43.403590            3.702032\n",
+      "1               0.1          43.403590            3.702032\n",
+      "2               0.1          43.403590            3.702032\n",
+      "3               0.1          43.403590            3.702032\n",
+      "4               0.1          43.403590            3.702032\n",
+      "5               0.1          43.403590            3.702032\n",
+      "6               0.1          43.403590            3.702032\n",
+      "7               0.1          43.403590            3.702032\n",
+      "8               0.1          43.403590            3.702032\n",
+      "9               0.1          43.403590            3.702032\n",
+      "10              0.1          43.403590            3.702032\n",
+      "11              0.1          43.403590            3.702032\n",
+      "12              0.1          43.403590            3.702032\n",
+      "13              0.1          43.403590            3.702032\n",
+      "14              0.1          43.403590            3.702032\n",
+      "15              0.1          43.403590            3.702032\n",
+      "16              0.1          43.403590            3.702032\n",
+      "17              0.1          43.403590            3.702032\n",
+      "18              0.1          43.403590            3.702032\n",
+      "19              0.1          43.403590            3.702032\n",
+      "20              0.1          43.403590            3.702032\n",
+      "21              0.1          43.403590            3.702032\n",
+      "22              0.1          43.403590            3.702032\n",
+      "23              0.1          43.403590            3.702032\n",
+      "24              0.1          43.403590            3.702032\n",
+      "25              0.1          43.403590            3.702032\n",
+      "26              0.1          43.403590            3.702032\n",
+      "27              0.1          43.403590            3.702032\n",
+      "28              0.1          43.403590            3.702032\n",
+      "29              0.1          43.403590            3.702032\n",
+      "30              0.1          43.403590            3.702032\n",
+      "31              0.1          43.403590            3.702032\n",
+      "32              0.1          43.403590            3.702032\n",
+      "33              0.1          43.403590            3.702032\n",
+      "34              0.1          43.403590            3.702032\n",
+      "35              0.1          43.403590            3.702032\n",
+      "36              0.1          43.403590            3.702032\n",
+      "37              0.1          43.403590            3.702032\n",
+      "38              0.1          43.403590            3.702032\n",
+      "39              0.1          43.403590            3.702032\n",
+      "40              0.1          43.403590            3.702032\n",
+      "41              0.1          43.403590            3.702032\n",
+      "42              0.1          43.403590            3.702032\n",
+      "43              0.1          43.403590            3.702032\n",
+      "44              0.1          43.403590            3.702032\n",
+      "45              0.1          43.403590            3.702032\n",
+      "46              0.1          43.403590            3.702032\n",
+      "47              0.1          43.403590            3.702032\n",
+      "48              0.1          43.403590            3.702032\n",
+      "49              0.1          43.403590            3.702032\n",
+      "50              0.1          43.403590            3.702032\n",
+      "51              0.1          43.403590            3.702032\n",
+      "52              0.1          43.403590            3.702032\n",
+      "53              0.1          43.403590            3.702032\n",
+      "54              0.1          43.403590            3.702032\n",
+      "55              0.1          43.403590            3.702032\n",
+      "56              0.1          43.403590            3.702032\n",
+      "57              0.1          43.403590            3.702032\n",
+      "58              0.1          43.403590            3.702032\n",
+      "59              0.1          43.403590            3.702032\n",
+      "60              0.1          43.403590            3.702032\n",
+      "61              0.1          43.403590            3.702032\n",
+      "62              0.1          43.403590            3.702032\n",
+      "63              0.1          43.403590            3.702032\n",
+      "64              0.1          43.403590            3.702032\n",
+      "65              0.1          43.403590            3.702032\n",
+      "66              0.1          43.403590            3.702032\n",
+      "67              0.0          43.403637            3.702043\n",
+      "68              0.0          43.403637            3.702043\n",
+      "69              0.0          43.403637            3.702043\n",
+      "70              0.0          43.403637            3.702043\n",
+      "71              0.0          43.403637            3.702043\n",
+      "72              0.0          43.403637            3.702043\n",
+      "73              0.0          43.403637            3.702043\n",
+      "74              0.0          43.403637            3.702043\n",
+      "75              0.0          43.403637            3.702043\n",
+      "76              0.0          43.403637            3.702043\n",
+      "77              0.0          43.403637            3.702043\n",
+      "78              0.0          43.403637            3.702043\n",
+      "79              0.0          43.403637            3.702043\n",
+      "80              0.0          43.403637            3.702043\n",
+      "81              0.0          43.403637            3.702043\n",
+      "82              0.0          43.403637            3.702043\n",
+      "83              0.0          43.403637            3.702043\n",
+      "84              0.0          43.403637            3.702043\n",
+      "85              0.0          43.403637            3.702043\n",
+      "86              0.0          43.403637            3.702043\n",
+      "87              0.0          43.403637            3.702043\n",
+      "88              0.0          43.403637            3.702043\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.5          50.561082          -10.487038\n",
+      "1               0.5          50.561082          -10.487038\n",
+      "2               0.5          50.561082          -10.487038\n",
+      "3               0.5          50.561082          -10.487038\n",
+      "4               0.5          50.561082          -10.487038\n",
+      "5               0.5          50.561082          -10.487038\n",
+      "6               0.5          50.561082          -10.487038\n",
+      "7               0.5          50.561082          -10.487038\n",
+      "8               0.5          50.561082          -10.487038\n",
+      "9               0.5          50.561082          -10.487038\n",
+      "10              0.5          50.561082          -10.487038\n",
+      "11              0.5          50.561082          -10.487038\n",
+      "12              0.5          50.561082          -10.487038\n",
+      "13              0.5          50.561082          -10.487038\n",
+      "14              0.5          50.561082          -10.487038\n",
+      "15              0.5          50.561082          -10.487038\n",
+      "16              0.5          50.561082          -10.487038\n",
+      "17              0.5          50.561082          -10.487038\n",
+      "18              0.5          50.561082          -10.487038\n",
+      "19              0.5          50.561082          -10.487038\n",
+      "20              0.5          50.561082          -10.487038\n",
+      "21              0.5          50.561082          -10.487038\n",
+      "22              0.5          50.561082          -10.487038\n",
+      "23              0.5          50.561082          -10.487038\n",
+      "24              0.5          50.561082          -10.487038\n",
+      "25              0.5          50.561082          -10.487038\n",
+      "26              0.5          50.561082          -10.487038\n",
+      "27              0.5          50.561082          -10.487038\n",
+      "28              0.5          50.561082          -10.487038\n",
+      "29              0.5          50.561082          -10.487038\n",
+      "30              0.5          50.561082          -10.487038\n",
+      "31              0.5          50.561082          -10.487038\n",
+      "32              0.5          50.561082          -10.487038\n",
+      "33              0.5          50.561082          -10.487038\n",
+      "34              0.5          50.561082          -10.487038\n",
+      "35              0.5          50.561082          -10.487038\n",
+      "36              0.5          50.561082          -10.487038\n",
+      "37              0.5          50.561082          -10.487038\n",
+      "38              0.5          50.561082          -10.487038\n",
+      "39              0.5          50.561082          -10.487038\n",
+      "40              0.5          50.561082          -10.487038\n",
+      "41              0.5          50.561082          -10.487038\n",
+      "42              0.5          50.561082          -10.487038\n",
+      "43              0.5          50.561082          -10.487038\n",
+      "44              0.5          50.561082          -10.487038\n",
+      "45              0.5          50.561082          -10.487038\n",
+      "46              0.5          50.561082          -10.487038\n",
+      "47              0.5          50.561082          -10.487038\n",
+      "48              0.5          50.561082          -10.487038\n",
+      "49              0.5          50.561082          -10.487038\n",
+      "50              0.5          50.561082          -10.487038\n",
+      "51              0.5          50.561082          -10.487038\n",
+      "52              0.5          50.561082          -10.487038\n",
+      "53              0.5          50.561082          -10.487038\n",
+      "54              0.5          50.561082          -10.487038\n",
+      "55              0.5          50.561082          -10.487038\n",
+      "56              3.5          50.522543          -10.446767\n",
+      "57              3.5          50.522543          -10.446767\n",
+      "58              3.5          50.522543          -10.446767\n",
+      "59              3.5          50.522543          -10.446767\n",
+      "60              3.5          50.522543          -10.446767\n",
+      "61              3.5          50.522543          -10.446767\n",
+      "62              3.5          50.522543          -10.446767\n",
+      "63              3.5          50.522543          -10.446767\n",
+      "64              3.5          50.522543          -10.446767\n",
+      "65              3.5          50.522543          -10.446767\n",
+      "66              3.5          50.522543          -10.446767\n",
+      "67              3.5          50.522543          -10.446767\n",
+      "68              3.5          50.522543          -10.446767\n",
+      "69              3.5          50.522543          -10.446767\n",
+      "70              3.5          50.522543          -10.446767\n",
+      "71              3.5          50.522543          -10.446767\n",
+      "72              3.5          50.522543          -10.446767\n",
+      "73              3.5          50.522543          -10.446767\n",
+      "74              3.5          50.522543          -10.446767\n",
+      "75              3.5          50.522543          -10.446767\n",
+      "76              3.5          50.522543          -10.446767\n",
+      "77              3.5          50.522543          -10.446767\n",
+      "78              3.5          50.522543          -10.446767\n",
+      "79              3.5          50.522543          -10.446767\n",
+      "80              3.5          50.522543          -10.446767\n",
+      "81              3.5          50.522543          -10.446767\n",
+      "82              3.5          50.522543          -10.446767\n",
+      "83              3.5          50.522543          -10.446767\n",
+      "84              3.5          50.522543          -10.446767\n",
+      "85              3.5          50.522543          -10.446767\n",
+      "86              3.5          50.522543          -10.446767\n",
+      "87              3.5          50.522543          -10.446767\n",
+      "88              3.5          50.522543          -10.446767\n",
+      "89              3.5          50.522543          -10.446767\n",
+      "90              3.5          50.522543          -10.446767\n",
+      "91              3.5          50.522543          -10.446767\n",
+      "92              3.5          50.522543          -10.446767\n",
+      "93              3.5          50.522543          -10.446767\n",
+      "94              3.5          50.522543          -10.446767\n",
+      "95              3.5          50.522543          -10.446767\n",
+      "96              3.5          50.522543          -10.446767\n",
+      "97              3.5          50.522543          -10.446767\n",
+      "98              3.5          50.522543          -10.446767\n",
+      "99              3.5          50.522543          -10.446767\n",
+      "100             3.5          50.522543          -10.446767\n",
+      "101             3.5          50.522543          -10.446767\n",
+      "102             3.5          50.522543          -10.446767\n",
+      "103             3.5          50.522543          -10.446767\n",
+      "104             3.5          50.522543          -10.446767\n",
+      "105             3.5          50.522543          -10.446767\n",
+      "106             3.5          50.522543          -10.446767\n",
+      "107             3.5          50.522543          -10.446767\n",
+      "108             3.5          50.522543          -10.446767\n",
+      "109             3.5          50.522543          -10.446767\n",
+      "110             3.5          50.522543          -10.446767\n",
+      "111             3.5          50.522543          -10.446767\n",
+      "112             3.5          50.522543          -10.446767\n",
+      "113             3.5          50.522543          -10.446767\n",
+      "114             3.5          50.522543          -10.446767\n",
+      "115             3.5          50.522543          -10.446767\n",
+      "116             3.5          50.522543          -10.446767\n",
+      "117             3.5          50.522543          -10.446767\n",
+      "118             3.5          50.522543          -10.446767\n",
+      "119             3.5          50.522543          -10.446767\n",
+      "120             3.5          50.522543          -10.446767\n",
+      "121             3.5          50.522543          -10.446767\n",
+      "122             3.5          50.522543          -10.446767\n",
+      "123             3.5          50.522543          -10.446767\n",
+      "124             3.5          50.522543          -10.446767\n",
+      "125             3.5          50.522543          -10.446767\n",
+      "126             3.5          50.522543          -10.446767\n",
+      "127             3.5          50.522543          -10.446767\n",
+      "128             3.5          50.522543          -10.446767\n",
+      "129             3.5          50.522543          -10.446767\n",
+      "130             3.5          50.522543          -10.446767\n",
+      "131             3.5          50.522543          -10.446767\n",
+      "132            10.4          51.447458           -9.950917\n",
+      "133            10.7          51.491070           -9.944087\n",
+      "134             9.9          51.533957           -9.937033\n",
+      "135            10.1          51.562065           -9.934312\n",
+      "136             9.8          51.604063           -9.928852\n",
+      "137             4.3          51.643795           -9.908637\n",
+      "138             1.4          51.646860           -9.907357\n",
+      "139             1.4          51.646860           -9.907357\n",
+      "140             1.4          51.646860           -9.907357\n",
+      "141             1.4          51.646860           -9.907357\n",
+      "142             1.4          51.646860           -9.907357\n",
+      "143             1.4          51.646860           -9.907357\n",
+      "144             1.4          51.646860           -9.907357\n",
+      "145             1.4          51.646860           -9.907357\n",
+      "146             1.4          51.646860           -9.907357\n",
+      "147             1.4          51.646860           -9.907357\n",
+      "148             1.4          51.646860           -9.907357\n",
+      "149             1.4          51.646860           -9.907357\n",
+      "150             1.4          51.646860           -9.907357\n",
+      "151             1.4          51.646860           -9.907357\n",
+      "152             1.4          51.646860           -9.907357\n",
+      "153             1.4          51.646860           -9.907357\n",
+      "154             0.5          51.646115           -9.907695\n",
+      "155             0.5          51.646115           -9.907695\n",
+      "156            10.0          51.577092           -9.953840\n",
+      "157            10.0          51.577092           -9.953840\n",
+      "158            10.0          51.577092           -9.953840\n",
+      "159            10.0          51.577092           -9.953840\n",
+      "160            10.0          51.577092           -9.953840\n",
+      "161            10.0          51.577092           -9.953840\n",
+      "162            10.0          51.577092           -9.953840\n",
+      "163            10.0          51.577092           -9.953840\n",
+      "164            10.0          51.577092           -9.953840\n",
+      "165            10.0          51.577092           -9.953840\n",
+      "166            10.0          51.577092           -9.953840\n",
+      "167            10.0          51.577092           -9.953840\n",
+      "168            10.0          51.577092           -9.953840\n",
+      "169            10.0          51.577092           -9.953840\n",
+      "170            10.0          51.577092           -9.953840\n",
+      "171            10.0          51.577092           -9.953840\n",
+      "172            10.0          51.577092           -9.953840\n",
+      "173            10.0          51.577092           -9.953840\n",
+      "174            10.0          51.577092           -9.953840\n",
+      "175            10.0          51.577092           -9.953840\n",
+      "176            10.0          51.577092           -9.953840\n",
+      "177            10.0          51.577092           -9.953840\n",
+      "178            10.0          51.577092           -9.953840\n",
+      "179            10.0          51.577092           -9.953840\n",
+      "180            10.0          51.577092           -9.953840\n",
+      "181            10.0          51.577092           -9.953840\n",
+      "182            10.0          51.577092           -9.953840\n",
+      "183            10.0          51.577092           -9.953840\n",
+      "184            10.0          51.577092           -9.953840\n",
+      "185            10.0          51.577092           -9.953840\n",
+      "186            10.0          51.577092           -9.953840\n",
+      "187            10.0          51.577092           -9.953840\n",
+      "188            10.0          51.577092           -9.953840\n",
+      "189            10.0          51.577092           -9.953840\n",
+      "190            10.0          51.577092           -9.953840\n",
+      "191            10.0          51.577092           -9.953840\n",
+      "192            10.0          51.577092           -9.953840\n",
+      "193            10.0          51.577092           -9.953840\n",
+      "diff 136 156\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.2          51.746657          -11.488778\n",
+      "1               1.2          51.746657          -11.488778\n",
+      "2               1.2          51.746657          -11.488778\n",
+      "3               1.2          51.746657          -11.488778\n",
+      "4               1.2          51.746657          -11.488778\n",
+      "5               1.2          51.746657          -11.488778\n",
+      "6               1.2          51.746657          -11.488778\n",
+      "7               1.2          51.746657          -11.488778\n",
+      "8               1.2          51.746657          -11.488778\n",
+      "9               1.2          51.746657          -11.488778\n",
+      "10              1.2          51.746657          -11.488778\n",
+      "11              1.2          51.746657          -11.488778\n",
+      "12              1.2          51.746657          -11.488778\n",
+      "13              1.2          51.746657          -11.488778\n",
+      "14              1.2          51.746657          -11.488778\n",
+      "15              1.2          51.746657          -11.488778\n",
+      "16              1.2          51.746657          -11.488778\n",
+      "17              1.2          51.746657          -11.488778\n",
+      "18              1.2          51.746657          -11.488778\n",
+      "19              1.2          51.746657          -11.488778\n",
+      "20              1.2          51.746657          -11.488778\n",
+      "21              1.2          51.746657          -11.488778\n",
+      "22              1.2          51.746657          -11.488778\n",
+      "23              1.2          51.746657          -11.488778\n",
+      "24              1.2          51.746657          -11.488778\n",
+      "25              1.2          51.746657          -11.488778\n",
+      "26              1.2          51.746657          -11.488778\n",
+      "27              1.2          51.746657          -11.488778\n",
+      "28              1.2          51.746657          -11.488778\n",
+      "29              1.2          51.746657          -11.488778\n",
+      "30              1.2          51.746657          -11.488778\n",
+      "31              1.2          51.746657          -11.488778\n",
+      "32              1.2          51.746657          -11.488778\n",
+      "33              1.2          51.746657          -11.488778\n",
+      "34              1.2          51.746657          -11.488778\n",
+      "35              1.2          51.746657          -11.488778\n",
+      "36              1.2          51.746657          -11.488778\n",
+      "37              1.2          51.746657          -11.488778\n",
+      "38              1.2          51.746657          -11.488778\n",
+      "39              1.2          51.746657          -11.488778\n",
+      "40              1.2          51.746657          -11.488778\n",
+      "41              1.2          51.746657          -11.488778\n",
+      "42              1.2          51.746657          -11.488778\n",
+      "43              1.2          51.746657          -11.488778\n",
+      "44              1.2          51.746657          -11.488778\n",
+      "45              1.2          51.746657          -11.488778\n",
+      "46              1.2          51.746657          -11.488778\n",
+      "47              1.2          51.746657          -11.488778\n",
+      "48              1.2          51.746657          -11.488778\n",
+      "49              1.2          51.746657          -11.488778\n",
+      "50              1.2          51.746657          -11.488778\n",
+      "51              1.2          51.746657          -11.488778\n",
+      "52              1.2          51.746657          -11.488778\n",
+      "53              1.2          51.746657          -11.488778\n",
+      "54              1.2          51.746657          -11.488778\n",
+      "55              1.2          51.746657          -11.488778\n",
+      "56              1.2          51.746657          -11.488778\n",
+      "57              1.2          51.746657          -11.488778\n",
+      "58              1.2          51.746657          -11.488778\n",
+      "59              1.2          51.746657          -11.488778\n",
+      "60              1.2          51.746657          -11.488778\n",
+      "61              1.2          51.746657          -11.488778\n",
+      "62              1.2          51.746657          -11.488778\n",
+      "63              1.2          51.746657          -11.488778\n",
+      "64              1.2          51.746657          -11.488778\n",
+      "65              1.2          51.746657          -11.488778\n",
+      "66              1.2          51.746657          -11.488778\n",
+      "67              1.2          51.746657          -11.488778\n",
+      "68              1.2          51.746657          -11.488778\n",
+      "69              1.2          51.746657          -11.488778\n",
+      "70              1.2          51.746657          -11.488778\n",
+      "71              1.2          51.746657          -11.488778\n",
+      "72              1.2          51.746657          -11.488778\n",
+      "73              1.2          51.746657          -11.488778\n",
+      "74              1.2          51.746657          -11.488778\n",
+      "75              1.2          51.746657          -11.488778\n",
+      "76              1.2          51.746657          -11.488778\n",
+      "77              1.2          51.746657          -11.488778\n",
+      "78              1.6          51.285925          -11.464963\n",
+      "79              0.9          51.277315          -11.466652\n",
+      "80              0.9          51.277315          -11.466652\n",
+      "81              0.7          51.276927          -11.467148\n",
+      "82              0.8          51.279197          -11.464895\n",
+      "83              0.8          51.279197          -11.464895\n",
+      "84              1.0          51.273243          -11.464205\n",
+      "85              0.6          51.269682          -11.463995\n",
+      "86              1.3          51.263948          -11.462205\n",
+      "87              1.3          51.263948          -11.462205\n",
+      "88              1.3          51.256112          -11.462367\n",
+      "89              0.8          51.252152          -11.463812\n",
+      "90              0.8          51.252152          -11.463812\n",
+      "91              0.8          51.252152          -11.463812\n",
+      "92              0.8          51.252152          -11.463812\n",
+      "93              0.8          51.252152          -11.463812\n",
+      "94              0.8          51.252152          -11.463812\n",
+      "95              0.8          51.252152          -11.463812\n",
+      "96              0.8          51.252152          -11.463812\n",
+      "97              0.8          51.252152          -11.463812\n",
+      "98              0.8          51.252152          -11.463812\n",
+      "99              0.8          51.252152          -11.463812\n",
+      "100             0.8          51.252152          -11.463812\n",
+      "101             0.8          51.252152          -11.463812\n",
+      "102             0.8          51.252152          -11.463812\n",
+      "103             0.8          51.252152          -11.463812\n",
+      "104             0.8          51.252152          -11.463812\n",
+      "105             0.8          51.252152          -11.463812\n",
+      "106             0.8          51.252152          -11.463812\n",
+      "107             0.8          51.252152          -11.463812\n",
+      "108             0.8          51.252152          -11.463812\n",
+      "109             0.8          51.252152          -11.463812\n",
+      "110             0.8          51.252152          -11.463812\n",
+      "111             0.8          51.252152          -11.463812\n",
+      "112             0.8          51.252152          -11.463812\n",
+      "113             0.8          51.252152          -11.463812\n",
+      "114             0.8          51.252152          -11.463812\n",
+      "115             0.8          51.252152          -11.463812\n",
+      "116             0.8          51.252152          -11.463812\n",
+      "117             0.8          51.252152          -11.463812\n",
+      "118             0.8          51.252152          -11.463812\n",
+      "119             0.8          51.252152          -11.463812\n",
+      "120             0.8          51.252152          -11.463812\n",
+      "121             0.8          51.252152          -11.463812\n",
+      "122             0.8          51.252152          -11.463812\n",
+      "123             0.8          51.252152          -11.463812\n",
+      "124             8.9          51.429102          -10.539945\n",
+      "125             9.2          51.452665          -10.463925\n",
+      "126             8.8          51.466430          -10.407630\n",
+      "127             8.9          51.473185          -10.351337\n",
+      "128             8.9          51.486033          -10.316745\n",
+      "129             8.8          51.512318          -10.248297\n",
+      "130             8.8          51.517757          -10.233575\n",
+      "131             8.8          51.517757          -10.233575\n",
+      "132             8.8          51.517757          -10.233575\n",
+      "133             8.8          51.517757          -10.233575\n",
+      "134             8.8          51.517757          -10.233575\n",
+      "135             8.8          51.517757          -10.233575\n",
+      "136             8.8          51.517757          -10.233575\n",
+      "137             8.8          51.517757          -10.233575\n",
+      "138             8.8          51.517757          -10.233575\n",
+      "139             8.8          51.517757          -10.233575\n",
+      "140             8.8          51.517757          -10.233575\n",
+      "141             8.8          51.517757          -10.233575\n",
+      "142             8.8          51.517757          -10.233575\n",
+      "143             8.8          51.517757          -10.233575\n",
+      "144             8.8          51.517757          -10.233575\n",
+      "145             8.8          51.517757          -10.233575\n",
+      "146             8.8          51.517757          -10.233575\n",
+      "147             8.8          51.517757          -10.233575\n",
+      "148             8.8          51.517757          -10.233575\n",
+      "149             0.9          51.649427           -9.906745\n",
+      "150             8.3          51.609015           -9.930427\n",
+      "151             9.0          51.590072           -9.958958\n",
+      "152             8.9          51.570365          -10.008910\n",
+      "153             8.7          51.561103          -10.065550\n",
+      "154             7.7          51.554853          -10.105315\n",
+      "155             7.7          51.554853          -10.105315\n",
+      "156             7.7          51.554853          -10.105315\n",
+      "157             7.1          51.534007          -10.254278\n",
+      "158             7.3          51.525432          -10.316485\n",
+      "159             7.1          51.519320          -10.362553\n",
+      "160             7.5          51.512412          -10.412210\n",
+      "161             7.5          51.508140          -10.460308\n",
+      "162             7.5          51.504842          -10.509908\n",
+      "163             7.4          51.501035          -10.559292\n",
+      "164             6.8          51.497120          -10.607822\n",
+      "165             7.0          51.490787          -10.657877\n",
+      "166             6.8          51.487088          -10.688297\n",
+      "167             6.3          51.481563          -10.737255\n",
+      "168             6.3          51.481563          -10.737255\n",
+      "169             6.3          51.481563          -10.737255\n",
+      "170             6.3          51.481563          -10.737255\n",
+      "171             6.3          51.481563          -10.737255\n",
+      "172             6.3          51.481563          -10.737255\n",
+      "173             6.3          51.481563          -10.737255\n",
+      "174             6.3          51.481563          -10.737255\n",
+      "175             6.3          51.481563          -10.737255\n",
+      "176             6.3          51.481563          -10.737255\n",
+      "177             6.3          51.481563          -10.737255\n",
+      "178             6.3          51.481563          -10.737255\n",
+      "179             6.3          51.481563          -10.737255\n",
+      "180             6.3          51.481563          -10.737255\n",
+      "181             6.3          51.481563          -10.737255\n",
+      "182             6.3          51.481563          -10.737255\n",
+      "183             6.3          51.481563          -10.737255\n",
+      "184             6.3          51.481563          -10.737255\n",
+      "185             6.3          51.481563          -10.737255\n",
+      "186             6.3          51.481563          -10.737255\n",
+      "187             6.3          51.481563          -10.737255\n",
+      "188             6.3          51.481563          -10.737255\n",
+      "189             6.3          51.481563          -10.737255\n",
+      "190             6.3          51.481563          -10.737255\n",
+      "191             6.3          51.481563          -10.737255\n",
+      "192             6.3          51.481563          -10.737255\n",
+      "193             6.3          51.481563          -10.737255\n",
+      "diff 148 150\n",
+      "diff 163 165\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               5.4          52.948763          -14.312168\n",
+      "1               5.4          52.948763          -14.312168\n",
+      "2               5.4          52.948763          -14.312168\n",
+      "3               5.4          52.948763          -14.312168\n",
+      "4               5.4          52.948763          -14.312168\n",
+      "5               5.4          52.948763          -14.312168\n",
+      "6               5.4          52.948763          -14.312168\n",
+      "7               5.4          52.948763          -14.312168\n",
+      "8               5.4          52.948763          -14.312168\n",
+      "9               5.4          52.948763          -14.312168\n",
+      "10              5.4          52.948763          -14.312168\n",
+      "11              5.4          52.948763          -14.312168\n",
+      "12              5.4          52.948763          -14.312168\n",
+      "13              5.4          52.948763          -14.312168\n",
+      "14              5.4          52.948763          -14.312168\n",
+      "15              5.4          52.948763          -14.312168\n",
+      "16              5.4          52.948763          -14.312168\n",
+      "17              5.4          52.948763          -14.312168\n",
+      "18              5.4          52.948763          -14.312168\n",
+      "19              5.4          52.948763          -14.312168\n",
+      "20              5.4          52.948763          -14.312168\n",
+      "21              5.4          52.948763          -14.312168\n",
+      "22              5.4          52.948763          -14.312168\n",
+      "23              5.4          52.948763          -14.312168\n",
+      "24              5.4          52.948763          -14.312168\n",
+      "25              3.3          52.948442          -14.249668\n",
+      "26              3.3          52.948442          -14.249668\n",
+      "27              3.3          52.948442          -14.249668\n",
+      "28              3.3          52.948442          -14.249668\n",
+      "29              3.3          52.948442          -14.249668\n",
+      "30              3.3          52.948442          -14.249668\n",
+      "31              3.3          52.948442          -14.249668\n",
+      "32              3.3          52.948442          -14.249668\n",
+      "33              3.3          52.948442          -14.249668\n",
+      "34              3.3          52.948442          -14.249668\n",
+      "35              3.3          52.948442          -14.249668\n",
+      "36              3.3          52.948442          -14.249668\n",
+      "37              3.3          52.948442          -14.249668\n",
+      "38              3.3          52.948442          -14.249668\n",
+      "39              3.3          52.948442          -14.249668\n",
+      "40              3.3          52.948442          -14.249668\n",
+      "41              3.3          52.948442          -14.249668\n",
+      "42              3.3          52.948442          -14.249668\n",
+      "43              3.3          52.948442          -14.249668\n",
+      "44              3.3          52.948442          -14.249668\n",
+      "45              3.3          52.948442          -14.249668\n",
+      "46              3.3          52.948442          -14.249668\n",
+      "47              3.3          52.948442          -14.249668\n",
+      "48              3.3          52.948442          -14.249668\n",
+      "49              3.3          52.948442          -14.249668\n",
+      "50              2.3          52.916672          -14.284280\n",
+      "51              2.3          52.916672          -14.284280\n",
+      "52              2.3          52.916672          -14.284280\n",
+      "53              3.6          52.924733          -14.295577\n",
+      "54              3.6          52.924733          -14.295577\n",
+      "55              3.6          52.924733          -14.295577\n",
+      "56              3.6          52.924733          -14.295577\n",
+      "57              3.6          52.924733          -14.295577\n",
+      "58              3.6          52.924733          -14.295577\n",
+      "59              3.6          52.924733          -14.295577\n",
+      "60              3.6          52.924733          -14.295577\n",
+      "61              3.6          52.924733          -14.295577\n",
+      "62              3.6          52.924733          -14.295577\n",
+      "63              3.6          52.924733          -14.295577\n",
+      "64              3.6          52.924733          -14.295577\n",
+      "65              3.6          52.924733          -14.295577\n",
+      "66              3.6          52.924733          -14.295577\n",
+      "67              3.6          52.924733          -14.295577\n",
+      "68              3.6          52.924733          -14.295577\n",
+      "69              3.6          52.924733          -14.295577\n",
+      "70              3.6          52.924733          -14.295577\n",
+      "71              3.6          52.924733          -14.295577\n",
+      "72              3.6          52.924733          -14.295577\n",
+      "73              3.6          52.924733          -14.295577\n",
+      "74              3.6          52.924733          -14.295577\n",
+      "75              3.6          52.924733          -14.295577\n",
+      "76              3.6          52.924733          -14.295577\n",
+      "77              3.6          52.924733          -14.295577\n",
+      "78              3.6          52.924733          -14.295577\n",
+      "79              3.6          52.924733          -14.295577\n",
+      "80              3.6          52.924733          -14.295577\n",
+      "81              3.6          52.924733          -14.295577\n",
+      "82              3.6          52.924733          -14.295577\n",
+      "83              3.6          52.924733          -14.295577\n",
+      "84              3.6          52.924733          -14.295577\n",
+      "85              3.6          52.924733          -14.295577\n",
+      "86              3.6          52.924733          -14.295577\n",
+      "87              3.6          52.924733          -14.295577\n",
+      "88              3.6          52.924733          -14.295577\n",
+      "89              3.6          52.924733          -14.295577\n",
+      "90              3.6          52.924733          -14.295577\n",
+      "91              3.6          52.924733          -14.295577\n",
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+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               5.6          52.537592          -11.901778\n",
+      "1               5.6          52.537592          -11.901778\n",
+      "2               5.6          52.537592          -11.901778\n",
+      "3               5.6          52.537592          -11.901778\n",
+      "4               5.6          52.537592          -11.901778\n",
+      "5               5.6          52.537592          -11.901778\n",
+      "6               5.6          52.537592          -11.901778\n",
+      "7               5.6          52.537592          -11.901778\n",
+      "8               5.6          52.537592          -11.901778\n",
+      "9               5.6          52.537592          -11.901778\n",
+      "10              5.6          52.537592          -11.901778\n",
+      "11              5.6          52.537592          -11.901778\n",
+      "12              5.6          52.537592          -11.901778\n",
+      "13              5.6          52.537592          -11.901778\n",
+      "14              5.6          52.537592          -11.901778\n",
+      "15              5.6          52.537592          -11.901778\n",
+      "16              5.6          52.537592          -11.901778\n",
+      "17              5.6          52.537592          -11.901778\n",
+      "18              5.6          52.537592          -11.901778\n",
+      "19              5.6          52.537592          -11.901778\n",
+      "20              5.6          52.537592          -11.901778\n",
+      "21              5.6          52.537592          -11.901778\n",
+      "22              5.6          52.537592          -11.901778\n",
+      "23              5.6          52.537592          -11.901778\n",
+      "24              5.6          52.537592          -11.901778\n",
+      "25              5.6          52.537592          -11.901778\n",
+      "26              5.6          52.537592          -11.901778\n",
+      "27              5.6          52.537592          -11.901778\n",
+      "28              5.6          52.537592          -11.901778\n",
+      "29              5.6          52.537592          -11.901778\n",
+      "30              5.6          52.537592          -11.901778\n",
+      "31              5.6          52.537592          -11.901778\n",
+      "32              5.6          52.537592          -11.901778\n",
+      "33              5.6          52.537592          -11.901778\n",
+      "34              5.6          52.537592          -11.901778\n",
+      "35              5.6          52.537592          -11.901778\n",
+      "36              5.6          52.537592          -11.901778\n",
+      "37              5.6          52.537592          -11.901778\n",
+      "38              5.6          52.537592          -11.901778\n",
+      "39              5.6          52.537592          -11.901778\n",
+      "40              5.6          52.537592          -11.901778\n",
+      "41              5.6          52.537592          -11.901778\n",
+      "42              5.6          52.537592          -11.901778\n",
+      "43              5.6          52.537592          -11.901778\n",
+      "44              5.6          52.537592          -11.901778\n",
+      "45              5.6          52.537592          -11.901778\n",
+      "46              5.6          52.537592          -11.901778\n",
+      "47              5.6          52.537592          -11.901778\n",
+      "48              5.6          52.537592          -11.901778\n",
+      "49              5.6          52.537592          -11.901778\n",
+      "50              5.6          52.537592          -11.901778\n",
+      "51              5.6          52.537592          -11.901778\n",
+      "52              1.9          53.167093          -12.054430\n",
+      "53              7.6          53.164257          -12.055620\n",
+      "54              7.6          53.164257          -12.055620\n",
+      "55              7.6          53.164257          -12.055620\n",
+      "56              7.6          53.164257          -12.055620\n",
+      "57              7.6          53.164257          -12.055620\n",
+      "58              7.6          53.164257          -12.055620\n",
+      "59              7.6          53.164257          -12.055620\n",
+      "60              7.6          53.164257          -12.055620\n",
+      "61              7.6          53.164257          -12.055620\n",
+      "62              7.6          53.164257          -12.055620\n",
+      "63              7.6          53.164257          -12.055620\n",
+      "64              7.6          53.164257          -12.055620\n",
+      "65              7.6          53.164257          -12.055620\n",
+      "66              7.6          53.164257          -12.055620\n",
+      "67              7.6          53.164257          -12.055620\n",
+      "68              7.6          53.164257          -12.055620\n",
+      "69              7.6          53.164257          -12.055620\n",
+      "70              7.6          53.164257          -12.055620\n",
+      "71              7.6          53.164257          -12.055620\n",
+      "72              7.6          53.164257          -12.055620\n",
+      "73              7.6          53.164257          -12.055620\n",
+      "74              7.6          53.164257          -12.055620\n",
+      "75              7.6          53.164257          -12.055620\n",
+      "76              7.6          53.164257          -12.055620\n",
+      "77              7.6          53.164257          -12.055620\n",
+      "78              7.6          53.164257          -12.055620\n",
+      "79              7.6          53.164257          -12.055620\n",
+      "80              7.6          53.164257          -12.055620\n",
+      "81              7.6          53.164257          -12.055620\n",
+      "82              7.6          53.164257          -12.055620\n",
+      "83              7.6          53.164257          -12.055620\n",
+      "84              7.6          53.164257          -12.055620\n",
+      "85              7.6          53.164257          -12.055620\n",
+      "86              7.6          53.164257          -12.055620\n",
+      "87              7.6          53.164257          -12.055620\n",
+      "88              7.6          53.164257          -12.055620\n",
+      "89              7.6          53.164257          -12.055620\n",
+      "90              4.8          53.275382          -12.091247\n",
+      "91              4.8          53.275382          -12.091247\n",
+      "92              4.8          53.275382          -12.091247\n",
+      "93              4.8          53.275382          -12.091247\n",
+      "94              4.8          53.275382          -12.091247\n",
+      "95              4.8          53.275382          -12.091247\n",
+      "96              4.8          53.275382          -12.091247\n",
+      "97              4.8          53.275382          -12.091247\n",
+      "98              4.8          53.275382          -12.091247\n",
+      "99              4.8          53.275382          -12.091247\n",
+      "100             4.8          53.275382          -12.091247\n",
+      "101             4.8          53.275382          -12.091247\n",
+      "102             4.8          53.275382          -12.091247\n",
+      "103             4.8          53.275382          -12.091247\n",
+      "104             4.8          53.275382          -12.091247\n",
+      "105             4.8          53.275382          -12.091247\n",
+      "106             4.8          53.275382          -12.091247\n",
+      "107             4.8          53.275382          -12.091247\n",
+      "108             4.8          53.275382          -12.091247\n",
+      "109             4.8          53.275382          -12.091247\n",
+      "110             4.8          53.275382          -12.091247\n",
+      "111             4.8          53.275382          -12.091247\n",
+      "112             4.8          53.275382          -12.091247\n",
+      "113             4.8          53.275382          -12.091247\n",
+      "114             4.8          53.275382          -12.091247\n",
+      "115             4.8          53.275382          -12.091247\n",
+      "116             4.8          53.275382          -12.091247\n",
+      "117             4.8          53.275382          -12.091247\n",
+      "118             4.8          53.275382          -12.091247\n",
+      "119             4.8          53.275382          -12.091247\n",
+      "120             4.8          53.275382          -12.091247\n",
+      "121             4.8          53.275382          -12.091247\n",
+      "122             4.8          53.275382          -12.091247\n",
+      "123             8.0          53.620038          -11.880752\n",
+      "124             5.4          53.620172          -11.880570\n",
+      "125             5.4          53.620172          -11.880570\n",
+      "126             5.4          53.620172          -11.880570\n",
+      "127             5.4          53.620172          -11.880570\n",
+      "128             5.4          53.620172          -11.880570\n",
+      "129             5.4          53.620172          -11.880570\n",
+      "130             5.4          53.620172          -11.880570\n",
+      "131             5.4          53.620172          -11.880570\n",
+      "132             5.4          53.620172          -11.880570\n",
+      "133             5.4          53.620172          -11.880570\n",
+      "134             5.4          53.620172          -11.880570\n",
+      "135             5.4          53.620172          -11.880570\n",
+      "136             5.4          53.620172          -11.880570\n",
+      "137             5.4          53.620172          -11.880570\n",
+      "138             5.4          53.620172          -11.880570\n",
+      "139             5.4          53.620172          -11.880570\n",
+      "140             5.4          53.620172          -11.880570\n",
+      "141             5.4          53.620172          -11.880570\n",
+      "142             5.4          53.620172          -11.880570\n",
+      "143             5.4          53.620172          -11.880570\n",
+      "144             5.4          53.620172          -11.880570\n",
+      "145             5.4          53.620172          -11.880570\n",
+      "146             5.4          53.620172          -11.880570\n",
+      "147             1.7          53.806908          -11.374460\n",
+      "148             1.7          53.806908          -11.374460\n",
+      "149             1.7          53.806908          -11.374460\n",
+      "150             1.7          53.806908          -11.374460\n",
+      "151             1.7          53.806908          -11.374460\n",
+      "152             1.7          53.806908          -11.374460\n",
+      "153             1.7          53.806908          -11.374460\n",
+      "154             1.7          53.806908          -11.374460\n",
+      "155             1.7          53.806908          -11.374460\n",
+      "156             1.8          53.864483          -11.302475\n",
+      "157             1.8          53.864483          -11.302475\n",
+      "158             1.8          53.864483          -11.302475\n",
+      "159             1.8          53.864483          -11.302475\n",
+      "160             1.8          53.864483          -11.302475\n",
+      "161             1.8          53.864483          -11.302475\n",
+      "162             1.8          53.864483          -11.302475\n",
+      "163             1.8          53.864483          -11.302475\n",
+      "164             1.8          53.864483          -11.302475\n",
+      "165             1.8          53.864483          -11.302475\n",
+      "166             1.8          53.864483          -11.302475\n",
+      "167             1.8          53.864483          -11.302475\n",
+      "168             1.8          53.864483          -11.302475\n",
+      "169             1.8          53.864483          -11.302475\n",
+      "170             1.8          53.864483          -11.302475\n",
+      "171             1.8          53.864483          -11.302475\n",
+      "172             1.8          53.864483          -11.302475\n",
+      "173             1.8          53.864483          -11.302475\n",
+      "174             1.8          53.864483          -11.302475\n",
+      "175             1.8          53.864483          -11.302475\n",
+      "176             1.8          53.864483          -11.302475\n",
+      "177             1.8          53.864483          -11.302475\n",
+      "178             1.8          53.864483          -11.302475\n",
+      "179             1.8          53.864483          -11.302475\n",
+      "180             1.8          53.864483          -11.302475\n",
+      "181             1.8          53.864483          -11.302475\n",
+      "182             1.8          53.864483          -11.302475\n",
+      "183             1.8          53.864483          -11.302475\n",
+      "184             1.8          53.864483          -11.302475\n",
+      "185             1.8          53.864483          -11.302475\n",
+      "186             1.8          53.864483          -11.302475\n",
+      "187             1.8          53.864483          -11.302475\n",
+      "188             4.3          53.851397          -11.321905\n",
+      "189             4.3          53.851397          -11.321905\n",
+      "190             4.3          53.851397          -11.321905\n",
+      "191             4.3          53.851397          -11.321905\n",
+      "192             4.3          53.851397          -11.321905\n",
+      "193             4.3          53.851397          -11.321905\n",
+      "diff 89 123\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.0          52.340000          -11.663333\n",
+      "1               3.0          52.340000          -11.663333\n",
+      "2               3.0          52.340000          -11.663333\n",
+      "3               3.0          52.340000          -11.663333\n",
+      "4               3.0          52.340000          -11.663333\n",
+      "5               3.0          52.340000          -11.663333\n",
+      "6               3.0          52.340000          -11.663333\n",
+      "7               3.0          52.340000          -11.663333\n",
+      "8               3.0          52.340000          -11.663333\n",
+      "9               3.0          52.340000          -11.663333\n",
+      "10              3.0          52.340000          -11.663333\n",
+      "11              3.0          52.340000          -11.663333\n",
+      "12              3.0          52.340000          -11.663333\n",
+      "13              3.0          52.340000          -11.663333\n",
+      "14              3.0          52.340000          -11.663333\n",
+      "15              3.0          52.340000          -11.663333\n",
+      "16              3.0          52.340000          -11.663333\n",
+      "17              3.0          52.340000          -11.663333\n",
+      "18              3.0          52.340000          -11.663333\n",
+      "19              3.0          52.340000          -11.663333\n",
+      "20              3.0          52.340000          -11.663333\n",
+      "21              3.0          52.340000          -11.663333\n",
+      "22              3.0          52.340000          -11.663333\n",
+      "23              3.0          52.340000          -11.663333\n",
+      "24              3.0          52.340000          -11.663333\n",
+      "25              3.0          52.340000          -11.663333\n",
+      "26              3.0          52.340000          -11.663333\n",
+      "27              3.0          52.340000          -11.663333\n",
+      "28              3.0          52.340000          -11.663333\n",
+      "29              3.0          52.340000          -11.663333\n",
+      "30              3.0          52.340000          -11.663333\n",
+      "31              3.0          52.340000          -11.663333\n",
+      "32              3.0          52.340000          -11.663333\n",
+      "33              3.0          52.340000          -11.663333\n",
+      "34              3.0          52.340000          -11.663333\n",
+      "35              3.0          52.340000          -11.663333\n",
+      "36              3.0          52.340000          -11.663333\n",
+      "37              3.0          52.340000          -11.663333\n",
+      "38              3.0          52.340000          -11.663333\n",
+      "39              3.0          52.340000          -11.663333\n",
+      "40              3.0          52.340000          -11.663333\n",
+      "41              3.0          52.340000          -11.663333\n",
+      "42              3.0          52.340000          -11.663333\n",
+      "43              3.0          52.340000          -11.663333\n",
+      "44              3.0          52.340000          -11.663333\n",
+      "45              3.0          52.340000          -11.663333\n",
+      "46              3.0          52.340000          -11.663333\n",
+      "47              3.0          52.340000          -11.663333\n",
+      "48              3.0          52.340000          -11.663333\n",
+      "49              3.0          52.340000          -11.663333\n",
+      "50              3.0          52.340000          -11.663333\n",
+      "51              3.0          52.340000          -11.663333\n",
+      "52              3.0          52.340000          -11.663333\n",
+      "53              3.0          52.340000          -11.663333\n",
+      "54              3.0          52.340000          -11.663333\n",
+      "55              3.0          52.340000          -11.663333\n",
+      "56              3.0          52.340000          -11.663333\n",
+      "57              3.0          52.340000          -11.663333\n",
+      "58              3.0          52.340000          -11.663333\n",
+      "59              3.0          52.340000          -11.663333\n",
+      "60              3.0          52.340000          -11.663333\n",
+      "61              3.0          52.340000          -11.663333\n",
+      "62              3.0          52.340000          -11.663333\n",
+      "63              3.0          52.340000          -11.663333\n",
+      "64              3.0          52.340000          -11.663333\n",
+      "65              3.0          52.340000          -11.663333\n",
+      "66              3.0          52.340000          -11.663333\n",
+      "67              3.0          52.340000          -11.663333\n",
+      "68              3.0          52.340000          -11.663333\n",
+      "69              3.0          52.340000          -11.663333\n",
+      "70              3.0          52.340000          -11.663333\n",
+      "71              3.0          52.340000          -11.663333\n",
+      "72              3.0          52.340000          -11.663333\n",
+      "73              3.0          52.340000          -11.663333\n",
+      "74              3.0          52.340000          -11.663333\n",
+      "75              3.0          52.340000          -11.663333\n",
+      "76              3.0          52.340000          -11.663333\n",
+      "77              3.0          52.340000          -11.663333\n",
+      "78              3.0          52.340000          -11.663333\n",
+      "79              3.0          52.340000          -11.663333\n",
+      "80              3.0          52.340000          -11.663333\n",
+      "81              3.0          52.340000          -11.663333\n",
+      "82              3.0          52.340000          -11.663333\n",
+      "83              3.0          52.340000          -11.663333\n",
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+     ]
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.4          54.045703          -11.108653\n",
+      "1               3.4          54.045703          -11.108653\n",
+      "2               3.4          54.045703          -11.108653\n",
+      "3               3.4          54.045703          -11.108653\n",
+      "4               3.4          54.045703          -11.108653\n",
+      "5               3.4          54.045703          -11.108653\n",
+      "6               3.4          54.045703          -11.108653\n",
+      "7               3.4          54.045703          -11.108653\n",
+      "8               3.3          53.976422          -11.169360\n",
+      "9               3.3          53.976422          -11.169360\n",
+      "10              3.3          53.976422          -11.169360\n",
+      "11              3.3          53.976422          -11.169360\n",
+      "12              3.3          53.976422          -11.169360\n",
+      "13              3.3          53.976422          -11.169360\n",
+      "14              3.3          53.976422          -11.169360\n",
+      "15              3.3          53.976422          -11.169360\n",
+      "16              3.3          53.976422          -11.169360\n",
+      "17              3.1          53.925982          -11.216047\n",
+      "18              3.1          53.925982          -11.216047\n",
+      "19              3.1          53.914157          -11.226857\n",
+      "20              3.4          53.902300          -11.237272\n",
+      "21              3.1          53.877675          -11.257485\n",
+      "22              3.1          53.877675          -11.257485\n",
+      "23              3.5          53.864935          -11.272528\n",
+      "24              3.4          53.853670          -11.287930\n",
+      "25              3.4          53.853670          -11.287930\n",
+      "26              1.2          53.835517          -11.313267\n",
+      "27              2.5          53.834647          -11.307927\n",
+      "28              6.8          53.848487          -11.303288\n",
+      "29              6.8          53.848487          -11.303288\n",
+      "30              3.3          53.862235          -11.285643\n",
+      "31              3.3          53.862235          -11.285643\n",
+      "32              3.3          53.862235          -11.285643\n",
+      "33              3.3          53.862235          -11.285643\n",
+      "34              3.3          53.862235          -11.285643\n",
+      "35              3.3          53.862235          -11.285643\n",
+      "36              3.3          53.862235          -11.285643\n",
+      "37              3.3          53.862235          -11.285643\n",
+      "38              3.3          53.862235          -11.285643\n",
+      "39              3.3          53.862235          -11.285643\n",
+      "40              3.3          53.862235          -11.285643\n",
+      "41              3.3          53.862235          -11.285643\n",
+      "42              3.3          53.862235          -11.285643\n",
+      "43              3.3          53.862235          -11.285643\n",
+      "44              3.3          53.862235          -11.285643\n",
+      "45              3.3          53.862235          -11.285643\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.2          51.433477          -11.449643\n",
+      "1               3.2          51.433477          -11.449643\n",
+      "2               3.2          51.433477          -11.449643\n",
+      "3               3.2          51.433477          -11.449643\n",
+      "4               3.2          51.433477          -11.449643\n",
+      "5               3.2          51.433477          -11.449643\n",
+      "6               3.2          51.433477          -11.449643\n",
+      "7               3.2          51.433477          -11.449643\n",
+      "8               3.2          51.433477          -11.449643\n",
+      "9               3.2          51.433477          -11.449643\n",
+      "10              3.2          51.433477          -11.449643\n",
+      "11              3.2          51.433477          -11.449643\n",
+      "12              3.2          51.433477          -11.449643\n",
+      "13              3.2          51.433477          -11.449643\n",
+      "14              3.2          51.433477          -11.449643\n",
+      "15              3.2          51.433477          -11.449643\n",
+      "16              3.2          51.433477          -11.449643\n",
+      "17              3.2          51.433477          -11.449643\n",
+      "18              3.2          51.433477          -11.449643\n",
+      "19              3.2          51.433477          -11.449643\n",
+      "20              3.2          51.433477          -11.449643\n",
+      "21              3.2          51.433477          -11.449643\n",
+      "22              3.2          51.433477          -11.449643\n",
+      "23              3.2          51.433477          -11.449643\n",
+      "24              3.2          51.433477          -11.449643\n",
+      "25              3.2          51.433477          -11.449643\n",
+      "26              3.2          51.433477          -11.449643\n",
+      "27              3.2          51.433477          -11.449643\n",
+      "28              3.2          51.433477          -11.449643\n",
+      "29              3.2          51.433477          -11.449643\n",
+      "30              3.2          51.433477          -11.449643\n",
+      "31              3.2          51.433477          -11.449643\n",
+      "32              3.2          51.433477          -11.449643\n",
+      "33              3.2          51.433477          -11.449643\n",
+      "34              3.2          51.433477          -11.449643\n",
+      "35              3.2          51.433477          -11.449643\n",
+      "36              3.2          51.433477          -11.449643\n",
+      "37              3.2          51.433477          -11.449643\n",
+      "38              3.2          51.433477          -11.449643\n",
+      "39              3.2          51.433477          -11.449643\n",
+      "40              3.2          51.433477          -11.449643\n",
+      "41              3.2          51.433477          -11.449643\n",
+      "42              3.2          51.433477          -11.449643\n",
+      "43              3.2          51.433477          -11.449643\n",
+      "44              3.2          51.433477          -11.449643\n",
+      "45              3.2          51.433477          -11.449643\n",
+      "46              3.2          51.433477          -11.449643\n",
+      "47              3.2          51.433477          -11.449643\n",
+      "48              3.2          51.433477          -11.449643\n",
+      "49              3.2          51.433477          -11.449643\n",
+      "50              3.4          51.438693          -11.460610\n",
+      "51              3.4          51.438693          -11.460610\n",
+      "52              3.4          51.438693          -11.460610\n",
+      "53              3.4          51.438693          -11.460610\n",
+      "54              3.4          51.438693          -11.460610\n",
+      "55              3.4          51.438693          -11.460610\n",
+      "56              3.4          51.438693          -11.460610\n",
+      "57              3.4          51.438693          -11.460610\n",
+      "58              3.4          51.438693          -11.460610\n",
+      "59              3.4          51.438693          -11.460610\n",
+      "60              3.4          51.438693          -11.460610\n",
+      "61              3.4          51.438693          -11.460610\n",
+      "62              3.4          51.438693          -11.460610\n",
+      "63              3.4          51.438693          -11.460610\n",
+      "64              3.4          51.438693          -11.460610\n",
+      "65              3.4          51.438693          -11.460610\n",
+      "66              3.4          51.438693          -11.460610\n",
+      "67              3.4          51.438693          -11.460610\n",
+      "68              3.4          51.438693          -11.460610\n",
+      "69              3.4          51.438693          -11.460610\n",
+      "70              3.4          51.438693          -11.460610\n",
+      "71              3.4          51.438693          -11.460610\n",
+      "72              3.4          51.438693          -11.460610\n",
+      "73              3.4          51.438693          -11.460610\n",
+      "74              3.4          51.438693          -11.460610\n",
+      "75              3.4          51.438693          -11.460610\n",
+      "76              3.4          51.438693          -11.460610\n",
+      "77              3.4          51.438693          -11.460610\n",
+      "78              1.5          51.312730          -11.496365\n",
+      "79              0.8          51.308077          -11.496815\n",
+      "80              0.8          51.308077          -11.496815\n",
+      "81              0.5          51.303777          -11.496963\n",
+      "82              0.7          51.295340          -11.497103\n",
+      "83              0.7          51.295340          -11.497103\n",
+      "84              1.4          51.292008          -11.497197\n",
+      "85              0.7          51.286847          -11.497613\n",
+      "86              0.5          51.283813          -11.496423\n",
+      "87              0.5          51.283813          -11.496423\n",
+      "88              1.1          51.280807          -11.496383\n",
+      "89              0.9          51.276712          -11.496095\n",
+      "90              0.6          51.272520          -11.495423\n",
+      "91              0.6          51.272520          -11.495423\n",
+      "92              0.6          51.272520          -11.495423\n",
+      "93              0.6          51.272520          -11.495423\n",
+      "94              0.6          51.272520          -11.495423\n",
+      "95              0.6          51.272520          -11.495423\n",
+      "96              0.6          51.272520          -11.495423\n",
+      "97              0.6          51.272520          -11.495423\n",
+      "98              0.6          51.272520          -11.495423\n",
+      "99              0.6          51.272520          -11.495423\n",
+      "100             0.6          51.272520          -11.495423\n",
+      "101             0.6          51.272520          -11.495423\n",
+      "102             0.6          51.272520          -11.495423\n",
+      "103             0.6          51.272520          -11.495423\n",
+      "104             0.6          51.272520          -11.495423\n",
+      "105             0.6          51.272520          -11.495423\n",
+      "106             0.6          51.272520          -11.495423\n",
+      "107             0.6          51.272520          -11.495423\n",
+      "108             0.6          51.272520          -11.495423\n",
+      "109             0.6          51.272520          -11.495423\n",
+      "110             0.6          51.272520          -11.495423\n",
+      "111             0.6          51.272520          -11.495423\n",
+      "112             8.6          51.432522          -10.584632\n",
+      "113             8.7          51.445732          -10.528538\n",
+      "114             9.3          51.459540          -10.472607\n",
+      "115             8.8          51.472827          -10.419542\n",
+      "116             9.1          51.486607          -10.365853\n",
+      "117             8.6          51.500972          -10.310020\n",
+      "118             9.6          51.515235          -10.254888\n",
+      "119             8.9          51.529468          -10.199737\n",
+      "120             8.4          51.539727          -10.140385\n",
+      "121             8.9          51.546035          -10.085597\n",
+      "122             3.1          51.549917          -10.056167\n",
+      "123             3.0          51.553097          -10.043052\n",
+      "124             3.4          51.561248          -10.013382\n",
+      "125             3.1          51.567945           -9.998607\n",
+      "126             2.8          51.574682           -9.983170\n",
+      "127             2.8          51.574682           -9.983170\n",
+      "128             2.7          51.588845           -9.957625\n",
+      "129             2.4          51.598503           -9.943763\n",
+      "130             1.8          51.602685           -9.938625\n",
+      "131             3.6          51.607195           -9.933657\n",
+      "132             3.6          51.607195           -9.933657\n",
+      "133             3.6          51.607195           -9.933657\n",
+      "134             3.6          51.607195           -9.933657\n",
+      "135             3.6          51.607195           -9.933657\n",
+      "136             3.6          51.607195           -9.933657\n",
+      "137             3.6          51.607195           -9.933657\n",
+      "138             3.6          51.607195           -9.933657\n",
+      "139             3.6          51.607195           -9.933657\n",
+      "140             3.6          51.607195           -9.933657\n",
+      "141             0.0          51.648705           -9.906078\n",
+      "142             0.0          51.648717           -9.906027\n",
+      "143             0.0          51.648717           -9.906027\n",
+      "144             0.0          51.648680           -9.906027\n",
+      "145             0.0          51.648680           -9.906027\n",
+      "146             0.0          51.648680           -9.906027\n",
+      "147             0.0          51.648680           -9.906027\n",
+      "148             0.0          51.648680           -9.906027\n",
+      "149             0.0          51.648680           -9.906027\n",
+      "150             0.0          51.648680           -9.906027\n",
+      "151             0.0          51.648680           -9.906027\n",
+      "152             0.0          51.648680           -9.906027\n",
+      "153             0.0          51.648680           -9.906027\n",
+      "154             6.9          51.647225           -9.908068\n",
+      "155             9.0          51.606222           -9.933352\n",
+      "156             9.3          51.575685           -9.969458\n",
+      "157             9.1          51.545048          -10.005002\n",
+      "158             9.0          51.534623          -10.017150\n",
+      "159             9.0          51.534623          -10.017150\n",
+      "160             9.0          51.534623          -10.017150\n",
+      "161             9.0          51.534623          -10.017150\n",
+      "162             9.0          51.534623          -10.017150\n",
+      "163             9.0          51.534623          -10.017150\n",
+      "164             9.0          51.534623          -10.017150\n",
+      "165             9.0          51.534623          -10.017150\n",
+      "166             9.0          51.534623          -10.017150\n",
+      "167             9.0          51.534623          -10.017150\n",
+      "168             9.0          51.534623          -10.017150\n",
+      "169             9.0          51.534623          -10.017150\n",
+      "170             9.0          51.534623          -10.017150\n",
+      "171             9.0          51.534623          -10.017150\n",
+      "172             9.0          51.534623          -10.017150\n",
+      "173             9.0          51.534623          -10.017150\n",
+      "174             9.0          51.534623          -10.017150\n",
+      "175             9.0          51.534623          -10.017150\n",
+      "176             9.0          51.534623          -10.017150\n",
+      "177             9.0          51.534623          -10.017150\n",
+      "178             9.0          51.534623          -10.017150\n",
+      "179             9.0          51.534623          -10.017150\n",
+      "180             9.0          51.534623          -10.017150\n",
+      "181             9.0          51.534623          -10.017150\n",
+      "182             9.0          51.534623          -10.017150\n",
+      "183             9.0          51.534623          -10.017150\n",
+      "184             9.0          51.534623          -10.017150\n",
+      "185             9.0          51.534623          -10.017150\n",
+      "186             9.0          51.534623          -10.017150\n",
+      "187             9.0          51.534623          -10.017150\n",
+      "188             9.0          51.534623          -10.017150\n",
+      "189             9.0          51.534623          -10.017150\n",
+      "190             9.0          51.534623          -10.017150\n",
+      "191             9.0          51.534623          -10.017150\n",
+      "192             9.0          51.534623          -10.017150\n",
+      "193             9.0          51.534623          -10.017150\n",
+      "diff 121 155\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.0          51.371768          -11.417992\n",
+      "1               1.0          51.371768          -11.417992\n",
+      "2               1.0          51.371768          -11.417992\n",
+      "3               1.0          51.371768          -11.417992\n",
+      "4               1.0          51.371768          -11.417992\n",
+      "5               1.0          51.371768          -11.417992\n",
+      "6               1.0          51.371768          -11.417992\n",
+      "7               1.0          51.371768          -11.417992\n",
+      "8               1.0          51.371768          -11.417992\n",
+      "9               1.0          51.371768          -11.417992\n",
+      "10              1.0          51.371768          -11.417992\n",
+      "11              1.0          51.371768          -11.417992\n",
+      "12              1.0          51.371768          -11.417992\n",
+      "13              1.0          51.371768          -11.417992\n",
+      "14              1.0          51.371768          -11.417992\n",
+      "15              1.0          51.371768          -11.417992\n",
+      "16              1.0          51.371768          -11.417992\n",
+      "17              1.0          51.371768          -11.417992\n",
+      "18              1.0          51.371768          -11.417992\n",
+      "19              1.0          51.371768          -11.417992\n",
+      "20              1.0          51.371768          -11.417992\n",
+      "21              1.0          51.371768          -11.417992\n",
+      "22              1.0          51.371768          -11.417992\n",
+      "23              1.0          51.371768          -11.417992\n",
+      "24              1.0          51.371768          -11.417992\n",
+      "25              6.9          51.317952          -11.530802\n",
+      "26              6.9          51.317952          -11.530802\n",
+      "27              6.9          51.317952          -11.530802\n",
+      "28              6.9          51.317952          -11.530802\n",
+      "29              6.9          51.317952          -11.530802\n",
+      "30              6.9          51.317952          -11.530802\n",
+      "31              6.9          51.317952          -11.530802\n",
+      "32              6.9          51.317952          -11.530802\n",
+      "33              6.9          51.317952          -11.530802\n",
+      "34              6.9          51.317952          -11.530802\n",
+      "35              6.9          51.317952          -11.530802\n",
+      "36              6.9          51.317952          -11.530802\n",
+      "37              6.9          51.317952          -11.530802\n",
+      "38              6.9          51.317952          -11.530802\n",
+      "39              6.9          51.317952          -11.530802\n",
+      "40              6.9          51.317952          -11.530802\n",
+      "41              6.9          51.317952          -11.530802\n",
+      "42              6.9          51.317952          -11.530802\n",
+      "43              6.9          51.317952          -11.530802\n",
+      "44              6.9          51.317952          -11.530802\n",
+      "45              6.9          51.317952          -11.530802\n",
+      "46              6.9          51.317952          -11.530802\n",
+      "47              6.9          51.317952          -11.530802\n",
+      "48              6.9          51.317952          -11.530802\n",
+      "49              6.9          51.317952          -11.530802\n",
+      "50              6.9          51.317952          -11.530802\n",
+      "51              6.9          51.317952          -11.530802\n",
+      "52              6.9          51.317952          -11.530802\n",
+      "53              6.9          51.317952          -11.530802\n",
+      "54              6.9          51.317952          -11.530802\n",
+      "55              6.9          51.317952          -11.530802\n",
+      "56              6.9          51.317952          -11.530802\n",
+      "57              6.9          51.317952          -11.530802\n",
+      "58              6.9          51.317952          -11.530802\n",
+      "59              6.9          51.317952          -11.530802\n",
+      "60              6.9          51.317952          -11.530802\n",
+      "61              6.9          51.317952          -11.530802\n",
+      "62              6.9          51.317952          -11.530802\n",
+      "63              6.9          51.317952          -11.530802\n",
+      "64              6.9          51.317952          -11.530802\n",
+      "65              6.9          51.317952          -11.530802\n",
+      "66              6.9          51.317952          -11.530802\n",
+      "67              6.9          51.317952          -11.530802\n",
+      "68              6.9          51.317952          -11.530802\n",
+      "69              6.9          51.317952          -11.530802\n",
+      "70              6.9          51.317952          -11.530802\n",
+      "71              6.9          51.317952          -11.530802\n",
+      "72              6.9          51.317952          -11.530802\n",
+      "73              6.9          51.317952          -11.530802\n",
+      "74              6.9          51.317952          -11.530802\n",
+      "75              6.9          51.317952          -11.530802\n",
+      "76              6.9          51.317952          -11.530802\n",
+      "77              6.9          51.317952          -11.530802\n",
+      "78              1.8          51.341623          -11.376783\n",
+      "79              1.9          51.329748          -11.375990\n",
+      "80              1.9          51.329748          -11.375990\n",
+      "81              1.1          51.324648          -11.375673\n",
+      "82              1.9          51.318613          -11.375440\n",
+      "83              1.3          51.314672          -11.374990\n",
+      "84              1.3          51.314672          -11.374990\n",
+      "85              1.5          51.308932          -11.374333\n",
+      "86              0.9          51.306253          -11.373685\n",
+      "87              0.9          51.306253          -11.373685\n",
+      "88              0.7          51.305617          -11.371777\n",
+      "89              9.8          51.311633          -11.381342\n",
+      "90              9.8          51.336763          -11.439442\n",
+      "91              9.8          51.336763          -11.439442\n",
+      "92              9.8          51.336763          -11.439442\n",
+      "93              9.8          51.336763          -11.439442\n",
+      "94              9.8          51.336763          -11.439442\n",
+      "95              9.8          51.336763          -11.439442\n",
+      "96              9.8          51.336763          -11.439442\n",
+      "97              9.8          51.336763          -11.439442\n",
+      "98              9.8          51.336763          -11.439442\n",
+      "99              9.8          51.336763          -11.439442\n",
+      "100             9.8          51.336763          -11.439442\n",
+      "101             9.8          51.336763          -11.439442\n",
+      "102             9.8          51.336763          -11.439442\n",
+      "103             9.8          51.336763          -11.439442\n",
+      "104             9.8          51.336763          -11.439442\n",
+      "105             9.8          51.336763          -11.439442\n",
+      "106             9.8          51.336763          -11.439442\n",
+      "107             9.8          51.336763          -11.439442\n",
+      "108             9.8          51.336763          -11.439442\n",
+      "109             9.8          51.336763          -11.439442\n",
+      "110             9.8          51.336763          -11.439442\n",
+      "111             9.8          51.336763          -11.439442\n",
+      "112             9.8          51.336763          -11.439442\n",
+      "113             9.8          51.336763          -11.439442\n",
+      "114             9.8          51.336763          -11.439442\n",
+      "115             9.8          51.336763          -11.439442\n",
+      "116             0.0          51.301667          -11.528333\n",
+      "117             0.0          51.301667          -11.528333\n",
+      "118             0.0          51.301667          -11.528333\n",
+      "119             0.0          51.301667          -11.528333\n",
+      "120             0.0          51.301667          -11.528333\n",
+      "121             0.0          51.301667          -11.528333\n",
+      "122             0.0          51.301667          -11.528333\n",
+      "123             7.0          51.336085          -11.513295\n",
+      "124             7.0          51.336085          -11.513295\n",
+      "125             7.0          51.336085          -11.513295\n",
+      "126             7.0          51.336085          -11.513295\n",
+      "127             7.0          51.336085          -11.513295\n",
+      "128             7.0          51.336085          -11.513295\n",
+      "129             7.0          51.336085          -11.513295\n",
+      "130             7.0          51.336085          -11.513295\n",
+      "131             7.0          51.336085          -11.513295\n",
+      "132             7.0          51.336085          -11.513295\n",
+      "133             7.0          51.336085          -11.513295\n",
+      "134             7.0          51.336085          -11.513295\n",
+      "135             7.0          51.336085          -11.513295\n",
+      "136             7.0          51.336085          -11.513295\n",
+      "137             7.0          51.336085          -11.513295\n",
+      "138             7.0          51.336085          -11.513295\n",
+      "139             7.0          51.336085          -11.513295\n",
+      "140             7.0          51.336085          -11.513295\n",
+      "141             7.0          51.336085          -11.513295\n",
+      "142             7.0          51.336085          -11.513295\n",
+      "143             7.0          51.336085          -11.513295\n",
+      "144             7.0          51.336085          -11.513295\n",
+      "145             7.0          51.336085          -11.513295\n",
+      "146             7.0          51.336085          -11.513295\n",
+      "147             7.0          51.336085          -11.513295\n",
+      "148             7.0          51.336085          -11.513295\n",
+      "149             7.0          51.336085          -11.513295\n",
+      "150             7.0          51.336085          -11.513295\n",
+      "151             7.0          51.336085          -11.513295\n",
+      "152             7.0          51.336085          -11.513295\n",
+      "153             7.0          51.336085          -11.513295\n",
+      "154             7.0          51.336085          -11.513295\n",
+      "155             7.0          51.336085          -11.513295\n",
+      "156             7.0          51.336085          -11.513295\n",
+      "157             7.0          51.336085          -11.513295\n",
+      "158             7.0          51.336085          -11.513295\n",
+      "159             7.0          51.336085          -11.513295\n",
+      "160             7.0          51.336085          -11.513295\n",
+      "161             7.0          51.336085          -11.513295\n",
+      "162             7.0          51.336085          -11.513295\n",
+      "163             7.0          51.336085          -11.513295\n",
+      "164             7.0          51.336085          -11.513295\n",
+      "165             7.0          51.336085          -11.513295\n",
+      "166             7.0          51.336085          -11.513295\n",
+      "167             7.0          51.336085          -11.513295\n",
+      "168             7.0          51.336085          -11.513295\n",
+      "169             7.0          51.336085          -11.513295\n",
+      "170             7.0          51.336085          -11.513295\n",
+      "171             7.0          51.336085          -11.513295\n",
+      "172             7.0          51.336085          -11.513295\n",
+      "173             7.0          51.336085          -11.513295\n",
+      "174             7.0          51.336085          -11.513295\n",
+      "175             7.0          51.336085          -11.513295\n",
+      "176             7.0          51.336085          -11.513295\n",
+      "177             7.0          51.336085          -11.513295\n",
+      "178             7.0          51.336085          -11.513295\n",
+      "179             7.0          51.336085          -11.513295\n",
+      "180             7.0          51.336085          -11.513295\n",
+      "181             7.0          51.336085          -11.513295\n",
+      "182             7.0          51.336085          -11.513295\n",
+      "183             7.0          51.336085          -11.513295\n",
+      "184             7.0          51.336085          -11.513295\n",
+      "185             7.0          51.336085          -11.513295\n",
+      "186             7.0          51.336085          -11.513295\n",
+      "187             7.0          51.336085          -11.513295\n",
+      "188             7.0          51.336085          -11.513295\n",
+      "189             7.0          51.336085          -11.513295\n",
+      "190             7.0          51.336085          -11.513295\n",
+      "191             7.0          51.336085          -11.513295\n",
+      "192             7.0          51.336085          -11.513295\n",
+      "193             7.0          51.336085          -11.513295\n",
+      "diff 115 123\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.8           9.125173          -17.208292\n",
+      "1               0.8           9.125173          -17.208292\n",
+      "2               0.8           9.125173          -17.208292\n",
+      "3               0.8           9.125173          -17.208292\n",
+      "4               0.8           9.125173          -17.208292\n",
+      "5               0.8           9.125173          -17.208292\n",
+      "6               0.8           9.125173          -17.208292\n",
+      "7               9.8           9.614947          -17.987732\n",
+      "8               4.7           9.607348          -17.939993\n",
+      "9               0.6           9.608492          -17.941083\n",
+      "10              0.7           9.606677          -17.941567\n",
+      "11              0.5           9.603895          -17.942313\n",
+      "12              0.5           9.602382          -17.942525\n",
+      "13              0.5           9.600103          -17.943142\n",
+      "14              0.1           9.599022          -17.943598\n",
+      "15              0.3           9.598927          -17.943552\n",
+      "16              0.3           9.599168          -17.943253\n",
+      "17              0.1           9.599487          -17.942623\n",
+      "18              0.4           9.599483          -17.942275\n",
+      "19              0.3           9.598538          -17.941960\n",
+      "20              0.5           9.597830          -17.941205\n",
+      "21              0.4           9.597108          -17.940033\n",
+      "22              0.6           9.596273          -17.938822\n",
+      "23              0.2           9.595253          -17.937660\n",
+      "24              0.3           9.594203          -17.935578\n",
+      "25              0.4           9.593622          -17.934573\n",
+      "26              0.4           9.593622          -17.934573\n",
+      "27              0.6           9.589478          -17.929702\n",
+      "28              1.0           9.587278          -17.927673\n",
+      "29              0.6           9.586063          -17.926367\n",
+      "30              0.5           9.584567          -17.924830\n",
+      "31              0.8           9.581580          -17.922952\n",
+      "32              0.6           9.578883          -17.921023\n",
+      "33              0.8           9.576685          -17.919250\n",
+      "34              0.8           9.575843          -17.918120\n",
+      "35              0.8           9.571660          -17.914123\n",
+      "36              0.9           9.568363          -17.911757\n",
+      "37              0.9           9.566220          -17.909560\n",
+      "38              1.0           9.562100          -17.906542\n",
+      "39              0.8           9.559287          -17.905055\n",
+      "40              0.7           9.555993          -17.904078\n",
+      "41              0.8           9.564878          -17.908390\n",
+      "42              0.6           9.549468          -17.900837\n",
+      "43              0.6           9.547167          -17.899660\n",
+      "44              1.0           9.543535          -17.898295\n",
+      "45              0.7           9.539790          -17.897740\n",
+      "46              0.6           9.536652          -17.897543\n",
+      "47              1.0           9.534117          -17.897822\n",
+      "48              0.8           9.530707          -17.898007\n",
+      "49              0.8           9.527090          -17.898357\n",
+      "50              0.7           9.524938          -17.898922\n",
+      "51              0.8           9.521470          -17.900588\n",
+      "52              0.6           9.518707          -17.902660\n",
+      "53              0.4           9.518352          -17.903613\n",
+      "54              0.7           9.516840          -17.904130\n",
+      "55              0.5           9.514698          -17.905170\n",
+      "56              0.4           9.513357          -17.905915\n",
+      "57              0.2           9.511598          -17.907768\n",
+      "58              0.6           9.510682          -17.908557\n",
+      "59              0.4           9.509887          -17.910195\n",
+      "60              0.5           9.508625          -17.912210\n",
+      "61              0.5           9.507580          -17.914152\n",
+      "62              0.6           9.507087          -17.914773\n",
+      "63              0.4           9.506057          -17.916438\n",
+      "64              0.8           9.505067          -17.917323\n",
+      "65              0.5           9.503212          -17.917178\n",
+      "66              0.3           9.502113          -17.916415\n",
+      "67              0.6           9.501367          -17.915917\n",
+      "68              0.7           9.499833          -17.914638\n",
+      "69              9.6           9.499387          -17.918070\n",
+      "70             10.5           9.458343          -17.948740\n",
+      "71             10.7           9.400408          -17.991452\n",
+      "72             10.9           9.371822          -18.012648\n",
+      "73             10.8           9.340517          -18.036265\n",
+      "74             10.5           9.291742          -18.071615\n",
+      "75             10.7           9.267065          -18.088935\n",
+      "76             11.0           9.226675          -18.116842\n",
+      "77             10.9           9.200250          -18.135720\n",
+      "78             10.8           9.159840          -18.164428\n",
+      "79             11.0           9.138412          -18.179602\n",
+      "80             11.3           9.071318          -18.225850\n",
+      "81             11.3           9.044370          -18.244463\n",
+      "82             11.6           9.003383          -18.271470\n",
+      "83             11.5           8.976843          -18.288847\n",
+      "84             11.2           8.919150          -18.326750\n",
+      "85             11.3           8.895568          -18.342447\n",
+      "86             11.0           8.836455          -18.371437\n",
+      "87             11.0           8.809215          -18.382178\n",
+      "88             10.8           8.748800          -18.406307\n",
+      "89             11.3           8.690060          -18.401295\n",
+      "90             11.2           8.657903          -18.396498\n",
+      "91             11.0           8.612805          -18.390142\n",
+      "92             11.0           8.552317          -18.380928\n",
+      "93             11.2           8.506970          -18.374652\n",
+      "94             11.5           8.465280          -18.362268\n",
+      "95             11.4           8.428207          -18.348377\n",
+      "96             11.4           8.386328          -18.332895\n",
+      "97             10.9           8.358690          -18.318542\n",
+      "98             10.5           8.320827          -18.297067\n",
+      "99             10.7           8.274407          -18.268745\n",
+      "100            10.5           8.237033          -18.244173\n",
+      "101            10.1           8.204500          -18.222373\n",
+      "102            10.2           8.182398          -18.207202\n",
+      "103            10.0           8.122408          -18.165133\n",
+      "104             9.6           8.097173          -18.147350\n",
+      "105             9.8           8.063570          -18.122833\n",
+      "106             9.7           8.037192          -18.102890\n",
+      "107            10.0           7.989430          -18.068518\n",
+      "108            10.0           7.968735          -18.054347\n",
+      "109            10.2           7.932612          -18.029357\n",
+      "110            10.1           7.896865          -18.005328\n",
+      "111            10.2           7.863915          -17.983298\n",
+      "112             9.7           7.819230          -17.951812\n",
+      "113             9.7           7.781388          -17.925553\n",
+      "114             9.6           7.757388          -17.909363\n",
+      "115             9.9           7.716065          -17.881975\n",
+      "116            10.1           7.682050          -17.859295\n",
+      "117            10.3           7.651235          -17.838533\n",
+      "118            10.3           7.617042          -17.815312\n",
+      "119            10.1           7.581313          -17.790682\n",
+      "120            10.0           7.545667          -17.765750\n",
+      "121            10.0           7.516927          -17.745238\n",
+      "122            10.1           7.504093          -17.735960\n",
+      "123             9.9           7.446568          -17.694395\n",
+      "124            10.1           7.411540          -17.669502\n",
+      "125            10.3           7.356793          -17.630845\n",
+      "126            10.4           7.333612          -17.614443\n",
+      "127            10.4           7.333612          -17.614443\n",
+      "128            10.5           7.277173          -17.575057\n",
+      "129            10.5           7.242960          -17.551140\n",
+      "130            10.4           7.181627          -17.509750\n",
+      "131            10.4           7.157312          -17.494102\n",
+      "132            10.5           7.114725          -17.466630\n",
+      "133            10.6           7.076142          -17.441107\n",
+      "134            10.3           7.053648          -17.425838\n",
+      "135            10.5           7.016830          -17.400627\n",
+      "136            10.1           6.985265          -17.379613\n",
+      "137            10.1           6.927368          -17.341127\n",
+      "138            10.1           6.927368          -17.341127\n",
+      "139            10.1           6.887593          -17.314508\n",
+      "140            10.2           6.879695          -17.309158\n",
+      "141            10.1           6.817330          -17.265812\n",
+      "142            10.4           6.759112          -17.222128\n",
+      "143            10.4           6.755280          -17.219223\n",
+      "144            10.5           6.685125          -17.165662\n",
+      "145            10.4           6.653772          -17.141327\n",
+      "146            10.4           6.653772          -17.141327\n",
+      "147            10.6           6.617472          -17.111870\n",
+      "148            10.6           6.617472          -17.111870\n",
+      "149            10.6           6.617472          -17.111870\n",
+      "150            10.6           6.617472          -17.111870\n",
+      "151            10.6           6.617472          -17.111870\n",
+      "152            10.6           6.617472          -17.111870\n",
+      "153            10.0           6.361992          -17.058703\n",
+      "154            10.1           6.346123          -17.058213\n",
+      "155            10.1           6.346123          -17.058213\n",
+      "156            10.1           6.346123          -17.058213\n",
+      "157             9.6           6.182667          -17.057413\n",
+      "158             9.6           6.182667          -17.057413\n",
+      "159             9.6           6.182667          -17.057413\n",
+      "160             9.8           6.065358          -17.056852\n",
+      "161             9.8           6.065358          -17.056852\n",
+      "162             9.9           6.009173          -17.056562\n",
+      "163             9.9           6.009173          -17.056562\n",
+      "164             9.9           6.009173          -17.056562\n",
+      "165             9.9           6.009173          -17.056562\n",
+      "166             9.9           6.009173          -17.056562\n",
+      "167             9.9           6.009173          -17.056562\n",
+      "168             9.9           6.009173          -17.056562\n",
+      "169             9.7           5.763185          -17.056452\n",
+      "170             9.7           5.763185          -17.056452\n",
+      "171             9.7           5.763185          -17.056452\n",
+      "172             9.7           5.763185          -17.056452\n",
+      "173             9.7           5.763185          -17.056452\n",
+      "174             9.7           5.763185          -17.056452\n",
+      "175             9.7           5.763185          -17.056452\n",
+      "176             9.7           5.763185          -17.056452\n",
+      "177             9.7           5.763185          -17.056452\n",
+      "178             9.7           5.763185          -17.056452\n",
+      "179            10.4           5.317742          -17.068487\n",
+      "180            10.4           5.317742          -17.068487\n",
+      "181             9.6           5.186862          -17.074533\n",
+      "182             9.6           5.186862          -17.074533\n",
+      "183             9.6           5.186862          -17.074533\n",
+      "184             9.6           5.186862          -17.074533\n",
+      "185             9.6           5.186862          -17.074533\n",
+      "186             9.6           5.186862          -17.074533\n",
+      "187            10.3           4.946552          -17.082500\n",
+      "188            10.3           4.946552          -17.082500\n",
+      "189            10.3           4.946552          -17.082500\n",
+      "190            10.3           4.946552          -17.082500\n",
+      "191            10.3           4.946552          -17.082500\n",
+      "192            10.3           4.946552          -17.082500\n",
+      "193             9.5           4.773715          -16.971495\n",
+      "diff 7 69\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.5           9.205023          -17.091690\n",
+      "1               2.5           9.205023          -17.091690\n",
+      "2               2.5           9.205023          -17.091690\n",
+      "3               2.5           9.205023          -17.091690\n",
+      "4              10.8           9.744057          -18.033833\n",
+      "5               2.0           9.772423          -18.061033\n",
+      "6               0.2           9.774045          -18.058368\n",
+      "7               0.5           9.772108          -18.055947\n",
+      "8               0.7           9.771205          -18.054900\n",
+      "9               0.7           9.771205          -18.054900\n",
+      "10              0.8           9.768205          -18.051265\n",
+      "11              0.7           9.765577          -18.048520\n",
+      "12              0.7           9.764722          -18.047178\n",
+      "13              0.9           9.762143          -18.043928\n",
+      "14              0.9           9.759545          -18.040600\n",
+      "15              0.7           9.757255          -18.037957\n",
+      "16              0.9           9.754298          -18.034822\n",
+      "17              0.9           9.751317          -18.031102\n",
+      "18              0.8           9.749707          -18.029195\n",
+      "19              1.2           9.746532          -18.025703\n",
+      "20              1.0           9.742865          -18.022277\n",
+      "21              1.3           9.740650          -18.019637\n",
+      "22              1.2           9.735748          -18.015077\n",
+      "23              0.9           9.731637          -18.012108\n",
+      "24              1.1           9.729005          -18.010032\n",
+      "25              1.1           9.724432          -18.006438\n",
+      "26              1.1           9.722658          -18.005175\n",
+      "27              1.0           9.717197          -18.002012\n",
+      "28              1.1           9.712012          -17.999613\n",
+      "29              1.4           9.705950          -17.995328\n",
+      "30              1.6           9.702563          -17.993518\n",
+      "31              1.7           9.700480          -17.992407\n",
+      "32              1.4           9.690118          -17.987558\n",
+      "33              1.5           9.687468          -17.986843\n",
+      "34              0.9           9.681647          -17.984315\n",
+      "35              0.9           9.678708          -17.983028\n",
+      "36              1.2           9.674278          -17.980707\n",
+      "37              0.7           9.672382          -17.979562\n",
+      "38              1.3           9.669127          -17.978073\n",
+      "39              0.6           9.666062          -17.977028\n",
+      "40              0.6           9.662133          -17.976208\n",
+      "41              0.8           9.670733          -17.978615\n",
+      "42              0.5           9.656880          -17.974555\n",
+      "43              0.3           9.655850          -17.973637\n",
+      "44              0.4           9.654893          -17.972508\n",
+      "45              0.4           9.653803          -17.971600\n",
+      "46              0.2           9.652612          -17.970982\n",
+      "47              0.6           9.650955          -17.970890\n",
+      "48              5.3           9.650143          -17.969883\n",
+      "49              5.3           9.650143          -17.969883\n",
+      "50              5.3           9.650143          -17.969883\n",
+      "51              5.3           9.650143          -17.969883\n",
+      "52              5.3           9.650143          -17.969883\n",
+      "53              5.3           9.650143          -17.969883\n",
+      "54              5.3           9.650143          -17.969883\n",
+      "55              5.3           9.650143          -17.969883\n",
+      "56              5.3           9.650143          -17.969883\n",
+      "57              5.3           9.650143          -17.969883\n",
+      "58              5.3           9.650143          -17.969883\n",
+      "59              5.3           9.650143          -17.969883\n",
+      "60              5.3           9.650143          -17.969883\n",
+      "61              5.3           9.650143          -17.969883\n",
+      "62              5.3           9.650143          -17.969883\n",
+      "63              5.3           9.650143          -17.969883\n",
+      "64              5.3           9.650143          -17.969883\n",
+      "65              5.3           9.650143          -17.969883\n",
+      "66              5.3           9.650143          -17.969883\n",
+      "67              5.3           9.650143          -17.969883\n",
+      "68              5.3           9.650143          -17.969883\n",
+      "69              5.3           9.650143          -17.969883\n",
+      "70              5.3           9.650143          -17.969883\n",
+      "71              5.3           9.650143          -17.969883\n",
+      "72              5.3           9.650143          -17.969883\n",
+      "73              5.3           9.650143          -17.969883\n",
+      "74              5.3           9.650143          -17.969883\n",
+      "75              5.3           9.650143          -17.969883\n",
+      "76              5.3           9.650143          -17.969883\n",
+      "77              5.3           9.650143          -17.969883\n",
+      "78              5.3           9.650143          -17.969883\n",
+      "79              5.3           9.650143          -17.969883\n",
+      "80              5.3           9.650143          -17.969883\n",
+      "81              5.3           9.650143          -17.969883\n",
+      "82              5.3           9.650143          -17.969883\n",
+      "83              5.3           9.650143          -17.969883\n",
+      "84              5.3           9.650143          -17.969883\n",
+      "85              5.3           9.650143          -17.969883\n",
+      "86              5.3           9.650143          -17.969883\n",
+      "87              5.3           9.650143          -17.969883\n",
+      "88              5.3           9.650143          -17.969883\n",
+      "89              5.3           9.650143          -17.969883\n",
+      "90              5.3           9.650143          -17.969883\n",
+      "91              5.3           9.650143          -17.969883\n",
+      "92              5.3           9.650143          -17.969883\n",
+      "93              5.3           9.650143          -17.969883\n",
+      "94              5.3           9.650143          -17.969883\n",
+      "95              5.3           9.650143          -17.969883\n",
+      "96              5.3           9.650143          -17.969883\n",
+      "97              5.3           9.650143          -17.969883\n",
+      "98              5.3           9.650143          -17.969883\n",
+      "99              0.5           9.695803          -17.930117\n",
+      "100             0.2           9.696130          -17.930047\n",
+      "101             0.2           9.696138          -17.930027\n",
+      "102             0.3           9.695775          -17.930608\n",
+      "103             0.3           9.695847          -17.930492\n",
+      "104             0.3           9.695847          -17.930492\n",
+      "105             0.1           9.695705          -17.931238\n",
+      "106             0.2           9.695713          -17.931520\n",
+      "107             0.2           9.695868          -17.931542\n",
+      "108             0.2           9.695468          -17.931713\n",
+      "109             0.3           9.695035          -17.932008\n",
+      "110             0.1           9.694373          -17.931940\n",
+      "111             0.3           9.694233          -17.931960\n",
+      "112             0.1           9.694097          -17.931675\n",
+      "113             0.1           9.693857          -17.930698\n",
+      "114             0.6           9.693367          -17.930085\n",
+      "115             0.5           9.692905          -17.929638\n",
+      "116             0.4           9.692532          -17.928548\n",
+      "117             0.4           9.691495          -17.926080\n",
+      "118             0.4           9.691260          -17.925482\n",
+      "119             0.6           9.689707          -17.922690\n",
+      "120             0.5           9.688040          -17.920210\n",
+      "121             0.5           9.686910          -17.918723\n",
+      "122             0.5           9.686620          -17.918273\n",
+      "123             0.7           9.684242          -17.914137\n",
+      "124             0.6           9.683385          -17.912017\n",
+      "125             0.7           9.681833          -17.908882\n",
+      "126             0.4           9.681027          -17.907570\n",
+      "127             0.5           9.680617          -17.907067\n",
+      "128             0.3           9.678363          -17.905163\n",
+      "129             0.4           9.677843          -17.904640\n",
+      "130             0.4           9.675057          -17.903307\n",
+      "131             0.4           9.674033          -17.902752\n",
+      "132             0.4           9.673597          -17.901632\n",
+      "133             0.3           9.673198          -17.900822\n",
+      "134             0.1           9.673250          -17.899268\n",
+      "135             0.3           9.672565          -17.897787\n",
+      "136             0.4           9.672263          -17.897417\n",
+      "137             0.3           9.672272          -17.895420\n",
+      "138             0.4           9.671658          -17.894775\n",
+      "139             0.3           9.671233          -17.892887\n",
+      "140             0.1           9.670872          -17.892283\n",
+      "141             0.3           9.670667          -17.890953\n",
+      "142             0.1           9.670415          -17.890223\n",
+      "143             0.4           9.670168          -17.888432\n",
+      "144             9.8           9.681775          -17.881925\n",
+      "145             9.4           9.716092          -17.865097\n",
+      "146             8.7           9.721500          -17.845802\n",
+      "147            10.7           9.657938          -17.846525\n",
+      "148            11.0           9.627535          -17.845987\n",
+      "149            10.4           9.576633          -17.842368\n",
+      "150            10.4           9.563102          -17.845300\n",
+      "151            10.4           9.563102          -17.845300\n",
+      "152            10.4           9.563102          -17.845300\n",
+      "153            10.4           9.563102          -17.845300\n",
+      "154            10.4           9.563102          -17.845300\n",
+      "155            10.4           9.563102          -17.845300\n",
+      "156             5.6           9.562865          -17.847477\n",
+      "157             5.6           9.562865          -17.847477\n",
+      "158             5.6           9.562865          -17.847477\n",
+      "159             5.6           9.562865          -17.847477\n",
+      "160             5.6           9.562865          -17.847477\n",
+      "161             5.6           9.562865          -17.847477\n",
+      "162             5.6           9.562865          -17.847477\n",
+      "163             5.6           9.562865          -17.847477\n",
+      "164             5.6           9.562865          -17.847477\n",
+      "165             5.6           9.562865          -17.847477\n",
+      "166             5.6           9.562865          -17.847477\n",
+      "167             5.6           9.562865          -17.847477\n",
+      "168             5.6           9.562865          -17.847477\n",
+      "169             5.6           9.562865          -17.847477\n",
+      "170             5.6           9.562865          -17.847477\n",
+      "171             5.6           9.562865          -17.847477\n",
+      "172             5.6           9.562865          -17.847477\n",
+      "173             5.6           9.562865          -17.847477\n",
+      "174             5.6           9.562865          -17.847477\n",
+      "175             5.6           9.562865          -17.847477\n",
+      "176             5.6           9.562865          -17.847477\n",
+      "177             5.6           9.562865          -17.847477\n",
+      "178             5.6           9.562865          -17.847477\n",
+      "179             5.6           9.562865          -17.847477\n",
+      "180             5.6           9.562865          -17.847477\n",
+      "181             5.6           9.562865          -17.847477\n",
+      "182             5.6           9.562865          -17.847477\n",
+      "183             5.6           9.562865          -17.847477\n",
+      "184             5.6           9.562865          -17.847477\n",
+      "185             5.6           9.562865          -17.847477\n",
+      "186             5.6           9.562865          -17.847477\n",
+      "187             5.6           9.562865          -17.847477\n",
+      "188             5.6           9.562865          -17.847477\n",
+      "189             5.6           9.562865          -17.847477\n",
+      "190             5.6           9.562865          -17.847477\n",
+      "191             5.6           9.562865          -17.847477\n",
+      "192             5.6           9.562865          -17.847477\n",
+      "193             5.6           9.562865          -17.847477\n",
+      "diff 4 144\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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xmgtALpcLLper/rndbj+vOnuqNLMOxQ4Xvs8pwxBrBAZEGbgIKxER9VghdXfYwoULcccdd0Cn07X5mNLSUvz1r3/F/fff3+w+8+fPh9lsrn8kJycHotweR6tU4JJeURgYZcT+kkpsyS2H28dZpomIqGdqdwiaN29es4OZ6x7bt29vdyFbtmzBgQMHMHv27DYfY7fbcc011yA9PR1z585tdr+nnnoKNput/pGTk9Pu+sKFJEkYEhOBCUmRKHO6se5UCcpr3MEui4iIKODa3R320EMP4fbbb29xn7S0tHYX8u6772L48OEYNWpUm/avrKzElVdeCaPRiJUrV0KlUjW7r0ajgUbDMS7tEW/UYnKaFVvzKrAxuxQXxpjQ26Jn9xgREfUY7Q5BVqsVVqs1oEVUVVXho48+wvz589u0v91ux/Tp06HRaLBq1SpotdqA1kO19ColJqZEY2+RHSdtDqSa9VAwAxERUQ/RqWOCsrOzkZmZiezsbPh8PmRmZiIzMxNVVVUN9lu+fDm8Xi9mzpzZ6By5ubkYNGgQtm3bBqC2BWjatGmorq7GggULYLfbUVBQgIKCAvh8nOsm0GRJwrA4MyamREMhS7C7PFyElYiIeoROvTvsz3/+M5YsWVL/fMSIEQCA9evXY9KkSfXbFyxYgJtuugmRkZGNzuHxeHD48GE4HA4AwI4dO7B161YAQL9+/Rrse/LkyQ51xVHrlHJtXj5QUgWn14dJKdHsGiMiom6tS+YJCjWcJ6jjvH4/3D4BvUoBh8cHjUKGQmYYIiKiztej5wmi0KeUZShlQAiBn3LLAEgYl2iBQc0fJSIi6l5Cap4g6j4kScKIeAvcfj/WZZUgv6om2CURERG1C0MQdVikVoXJqVZY9WpsyS3HvmI7/OHXu0pERN0UQxCdF7VCxkWJkbggJgJHy6qxOacMTi/v0iMiotDHEETnTZIkDIgy4tLkaFS5vVh3qgTFDlfrBxIREQURQxAFjFWvxuQ0K0waJYodXGqDiIhCG2/poYCqW4S1Tm6lEzF6DdQK5m0iIgot/GaigKtbSNfj8yOz0I5TFY5gl0RERNQIW4Ko06gUMianWqFV1mbtihoPzBolZ5omIqKQwJYg6lQ6lQKSJKHa7cX6rBJk5FfA6/cHuywiIiKGIOoaBrUSYxIsKKhyYX1WCRdhJSKioGMIoi7Ty6TD5WlWSJCwPqsU2TaOFSIiouBhCKIuFaFWYlKqFUkRWmwvsGFXgQ0+P2eZJiKirseB0dTllLKEUfFmROvU2F1kQ3mNG+MSI7kIKxERdSm2BFFQSJKE3hY9JqVY4ReAh61BRETUxRiCKKgsWhWmpFlh0arg8wscK6/mIqxERNQlGIIo6OrmDSp1urG/uBJVbm+QKyIionDAEEQhI9agwZV9YmHSqOAXAmVOrj9GRESdhyGIQormzOzSJysc2JBdisOlVRDsHiMiok7A23EoJPWx6OHy+bG/pBIlTjfGJFi4CCsREQUUv1UoJEmShHRrBCYkRaLc6ca6UyXsHiMiooBiCKKQFm/UYnJaDDRKGRuzS3G8vJrdY0REFBAMQRTy9CoFJqZEo49Fj91Fdi7CSkREAcExQdQtyJKEYXFmROvVOFXhgHzmtnoiIqKOYgiibqVXhA5JRi0kSUJ5jQeVLg9SzPpgl0VERN0Qu8Oo26mbXDG30onjFQ7OME1ERB3CliDqtoZYI+AVArIkwebyQClJXISViIjajC1B1G1JkgSVXPsjvLfIjnVZJcirqglyVURE1F0wBFGPMDYxEla9Gj/llmNfsZ1dZERE1CqGIOoR1AoZFyVGYmhMBI6WVeP7nDI4vb5gl0VERCGMIYh6DEmS0D/KiEuTo1Ht8WLdqRIUVbuCXRYREYUohiDqcax6NSanWmHSKLH5dBkOl1YFuyQiIgpBDEHUI2mVClzSKwqDoo2QOa8iERE1gfcTU49VtwhrnWNl1YjSqRClUwexKiIiChVsCaKw4BcCpyudKHZwJXoiIqrFliAKC7Ik4bKUaNT1jOVWOhFr0NTPM0REROGHIYjCRt2iqy6vHzsKbNAqZYxLjIRZowpyZUREFAz8ZzCFHY1SxuWpVsiQsCGrBNk2R7BLIiKiIGAIorAUoVZiUqoVSRE6bC+wYWeBDT4/Z5kmIgon7A6jsKWUJYyKNyNap8buIhvKa9y4KDGSi7ASEYUJtgRRWJMkCb0tekxKscLrF1iXVYJCzjJNRBQWGIKIAFi0KlyeakW8QQO9UhHscoiIqAswBBGdoVbIGJMYiQiNEl6/HzsKKrgIKxFRD8YQRNQEh8eHUocbHp8/2KUQEVEnYQgiaoJJo8IVvWNg0qjg9QucqKiGELx7jIioJ2EIImqGdGZyxaJqFzIL7fgxtxwutgwREfUYDEFErUiM0GJCr0iU17ix7lQJypxcf4yIqCdgCCJqg3iDFpNTY6BTytiYXYrj5eweIyLq7hiCiNpIr1LgspRo9InUY3eRHdvyK+Dxs3uMiKi7YggiagdZkjAs1oyxiRYUVruwPqsETg9voyci6o64PgBRB/SK0MGsUeFYeTW0Sv5bgoioO+Jvb6IOilArMSLODEmSUOJwYxcXYSUi6lYYgogCwOn1odrjw5m76omIqBtgdxhRACSbdOgVoYUkSSh1uuHy+pEYoQ12WURE1AK2BBEFSN3kijl2J37KK8feIjv8vI2eiChksSWIKMCGxZpgUCmwr7gSZTVujE2IhE7FlemJiEINW4KIAkySJPSPMuLS5GhUe3xYl1WCompXsMsiIqJzMAQRdRKrXo3JqVaYNUpsPl2GQ6WVnGWaiCiEMAQRdSKtUoGLe0VhULQRB0qq8FNeOYMQEVGI6NQQ9Pzzz2PChAnQ6/WwWCyNXl+8eDEkSWryUVRU1Or5hRC46qqrIEkSPv3008B/AKIAkCQJ6dYIXNwrColGbf0AaiIiCq5OHRjtdrtx6623Yvz48ViwYEGj12fMmIErr7yywbZZs2ahpqYGsbGxrZ7/tdde4xcKdRtxBk39n/cW2aFXKdA30hDEioiIwlunhqDnnnsOQG2LT1N0Oh10Ol398+LiYqxbt67JwHSu3bt345VXXkFGRgYSEhJa3NflcsHl+nlgqt1ub0P1RJ1DCAF2iBERBV9IjQlaunQp9Ho9brnllhb3czgc+OUvf4k33ngD8fHxrZ53/vz5MJvN9Y/k5ORAlUzUbpIk4cJYU30r0NGyKthcniBXRUQUfkIqBC1cuBB33HFHg9ahpjz22GOYMGECrr/++jad96mnnoLNZqt/5OTkBKJcovPm8wtk253YkFWCLJsj2OUQEYWVdoegefPmNTuYue6xffv2dheyZcsWHDhwALNnz25xv1WrVmHdunV47bXX2nxujUYDk8nU4EEUChSyhIkpVvSK0GFHgQ07Cyq4CCsRURdp95ighx56CLfffnuL+6SlpbW7kHfffRfDhw/HqFGjWtxv3bp1OH78eKO7zW6++WZceuml2LBhQ7vfmyiYlLKEUQkWROvVyCy0obzGg3GJkTCqOaE7EVFnavdvWavVCqvVGtAiqqqq8NFHH2H+/Pmt7jtnzhzcd999DbYNHToUr776Kq677rqA1kXUldLMelg0KmzNK8f6rBKMirdwEVYiok7Uqf/UzM7ORllZGbKzs+Hz+ZCZmQkA6NevH4xGY/1+y5cvh9frxcyZMxudIzc3F1OmTMHSpUsxduxYxMfHNzkYOiUlBb179+60z0LUFSxaFSanWrGjwIaf8sox7KwB1EREFFidGoL+/Oc/Y8mSJfXPR4wYAQBYv349Jk2aVL99wYIFuOmmmxAZGdnoHB6PB4cPH4bDwUGjFB5UChnjEi04UeFAvLF2biEhBOfEIiIKMEmE4Rz+drsdZrMZNpuNg6Qp5Hl8fvxwugxDY0yI1quDXQ4RUdAE+vs7pG6RJ6LG/AB0SgU0Sv51JSIKJP5WJQpxGoWMcUm1d4t5/H7sKrDB5fUHuywiom6PIYioG6ly+5BbVYN1WcUoc7qDXQ4RUbfGEETUjUSeuXtMp1RgY3YpjpVXIwyH9RERBQRDEFE3o1cpcFlKNPpGGrCnyI5t+RXw+Ng9RkTUXgxBRN2QfGYR1nGJFhRWu7A+q4SLsBIRtRNDEFE3lhShw+RUKxSyhA0MQkRE7cLFiYi6OaNaiUkpVpyyOWA6s94YJ1ckImodW4KIegCFLKFvpAGSJNV3j7m8vmCXRUQU0hiCiHoYjUJGpFYNtYJ/vYmIWsLfkkQ9jEWrwoh4MyRJQlG1C3uL7PDzNnoiokYYgoh6sGqPD8fKq/F9TimcHnaPERGdjSGIqAfrbdHjspRoODw+rMsqQVG1K9glERGFDIYgoh4uWqfG5FQrzBolNp8uw8GSSs4yTUQEhiCisKBRKnBxrygMjjbiYGkVfswt5yKsRBT2GIKIwoQkSRhsjcDFvaJQXuPBppwSDpgmorDGyRKJwkycQYPJqVbY3R7IkgS/EJAATq5IRGGHIYgoDOlVCuhVCgDArkIbhABGJ1iCWxQRURdjCCIKc/EGDXzsFSOiMMQQRBTmkiJ09X/eU2SHWaNEqlkfxIqIiLoGB0YTEYDaRVc9fj92FNiwo6ACPj+bh4ioZ2NLEBEBqB0YPSregmidGpmFNlTUeDAuMRJGNX9NEFHPxJYgImogzazH5SlWeP0C67JKkFtZE+ySiIg6BUMQETVi1qowOdWKWL0GW/PKsYeLsBJRD8QQRERNUilkjEu04MJYE46XV2NvsT3YJRERBRQ7+4moWZIkoV+kAZFaVf28Ql6/H0qZ/34iou6Pv8mIqFXROjV0SgXcPj++PVmCLJsj2CUREZ03hiAiajOVLKG3RY8YvQYAuBo9EXVrDEFE1GaSJGFgtBF6VW2r0KacUpQ63cEui4ioQxiCiKhDfEJACGBTdimOlVezVYiIuh2GICLqEJ1SgctSotEv0oA9RXZszauAx+cPdllERG3GEEREHSZLEobGmjAu0YIihwvrs0pgq/EEuywiojZhCCKi85YUocPkVCsUsoT12bx7jIi6B4YgIgoIo1qJSSlWJJt02FFgQ1G1K9glERG1iJMlElHAKOTaRViTI3SI0asBAG6fH2oF/71FRKGHv5mIKOBiDRpIkoSCqhqsOVGEKrc32CURETXCEEREnSZap8bgaCMMZ5bc4G30RBRKGIKIqNOoFDL6RxkhSRLyq2qwKacUDo8v2GUREQFgCCKiLqJRyHB4fFiXVYJCDpomohDAEEREXSJKp8bk1BhYNCr8cLoMB0sq2T1GREHFEEREXUajlHFxr0gMjjbiYGkVfjhdBpeX3WNEFBwMQUTUpSRJwmBrBC7pFQWby4vvskq4CCsRBQVDEBEFRaxBg8mpVhhUCmzJLYfXz3XHiKhrcbJEIgoanUqBS5OjYXd5oZRlePx+QNTeVUZE1Nn4m4aIgkqWJFi0KgDAniI7vs8p44BpIuoSbAkiopAxMMqIao8PkiTBLwRkSQp2SUTUgzEEEVHIMKqVMKqVEEJgR34FZFnC8FgzFDLDEBEFHrvDiCjkSJKEWIMGp+1ObMgu4dpjRNQpGIKIKCSlmvWYlGqFzy+wLqsEuZXOYJdERD0MQxARhSyzRoXLU62IM2iwNa8Ce4rs8HPQNBEFCEMQEYU0lULG2AQLLow14Xh5NTZlcxFWIgoMhiAiCnmSJKFfpAETU6Lh9Pqwr9ge7JKIqAfg3WFE1G3ULcJap8rthUGlgMRb6YmoA9gSRETdikYpQ6OU4fMLbMouxYGSqmCXRETdFFuCiKhbUsgSRidYYNLU/hrz+QXnEyKidmFLEBF1W7EGDbRKBWq8PnxzsghHy6q45AYRtRlDEBF1e2qFjF4ROuwtrsTWvAp4fFyRnohaxxBERN2eLEkYGmvCuEQLihwurMsqQUWNJ9hlEVGI69QQ9Pzzz2PChAnQ6/WwWCyNXl+8eDEkSWryUVRU1OK5t2zZgsmTJ8NgMMBisWDSpElwOjmjLFE4S4rQYXKqFUpZwobsEpyyOYJdEhGFsE4NQW63G7feeiseeOCBJl+fMWMG8vPzGzymT5+OiRMnIjY2ttnzbtmyBVdeeSWmTZuGbdu2ISMjAw899BBkmQ1bROHOqFZiUooVKSYddhbYsCO/Al4/xwkRUWOdenfYc889B6C2xacpOp0OOp2u/nlxcTHWrVuHBQsWtHjexx57DL/73e8wZ86c+m39+/c//4KJqEdQyBJGxlsQrVMjs9CGeKMGSRG61g8korASUk0nS5cuhV6vxy233NLsPkVFRdi6dStiY2MxYcIExMXFYeLEidi8eXOzx7hcLtjt9gYPIur5Us16XNE7tj4AcZwQEZ0tpELQwoULcccddzRoHTrXiRMnAADz5s3Dr3/9a6xZswYjR47ElClTcPTo0SaPmT9/Psxmc/0jOTm5U+onotCjVykAAMVnBkyXOt1BroiIQkW7Q9C8efOaHcxc99i+fXu7C9myZQsOHDiA2bNnt7if31976+v999+Pe+65ByNGjMCrr76KgQMHYuHChU0e89RTT8Fms9U/cnJy2l0fEXVvVp0aF/eKQpRWBQBw8zZ6orDX7jFBDz30EG6//fYW90lLS2t3Ie+++y6GDx+OUaNGtbhfQkICACA9Pb3B9sGDByM7O7vJYzQaDTQaTbtrIqKeQ5IkxBlqfw/kVjqxq9COMQmW+m1EFH7aHYKsViusVmtAi6iqqsJHH32E+fPnt7pvWloaEhMTcfjw4Qbbjxw5gquuuiqgdRFRz2TVaWDRqPDD6TIMijZicLSRi7AShaFOHROUnZ2NzMxMZGdnw+fzITMzE5mZmaiqarjg4fLly+H1ejFz5sxG58jNzcWgQYOwbds2ALX/mnvyySfx+uuvY8WKFTh27Bj+9Kc/4dChQ612pRERAbWLsF7cKxLpViMOlVbhh9NlcHl9wS6LiLpYp94i/+c//xlLliypfz5ixAgAwPr16zFp0qT67QsWLMBNN92EyMjIRufweDw4fPgwHI6fJz179NFHUVNTg8ceewxlZWUYNmwY1q5di759+3behyGiHkWSJAyKjkCUVo2M/Ap8l1WCcQmRiNarg10aEXURSYThaoN2ux1msxk2mw0mkynY5RBRkDk9PmzLL0eZ04MLYiLQL9LA7jGiEBTo7++QukWeiCgYdCoFLk2ORr9IA46UVcPFO8eIwkKndocREXUXdYuwDog2QqOQ4fb54fD4YDlzSz0R9TxsCSIiOotGUftr8VBpFX7MLYOP644R9VhsCSIiasIQawRSTDooZAkenx+SJEEpc5wQUU/CliAioiYoZKm+K2xXoQ0bskpQ6fYGuSoiCiSGICKiVgyMNsIvBNZnleB0pTPY5RBRgDAEERG1wqxR4fI0K+IMGmzLq8DuIhv84Te7CFGPwxBERNQGKlnG2AQLhsWacKLcgU3ZpXB4OMs0UXfGEERE1EaSJKFvpAETU6Lh9PqwLqsYhdWuYJdFRB3EEERE1E5ROjUmp8UgUqvGyQpH6wcQUUjiLfJERB2gUciYkBQJ35mhQaUON4xqBTRKRXALI6I2Y0sQEVEH1c0dJITAzsIK7C+pDHZJRNQObAkiIjpPkiThkuRoKM4sulrt9kKvUnARVqIQx5YgIqIA0CkVUCtkeHx+rM8uwda8cni4ECtRSGMIIiIKIJVCxsg4C4odbqzLKkFFjSfYJRFRMxiCiIgCLDFCi8tTrVDKEjZkl+AU7yAjCkkMQUREncCoVmJSihUpJj12FtqwPb8CXq5ITxRSODCaiKiTKGQJI+PNiNapkFloQ0WNB+OSIhGh5q9eolDAliAiok6WatZjUqoVfgjYXBwjRBQqGIKIiLqAWaPC1LQY9IrQQQiBbJuDi7ASBRlDEBFRF5HPzBtU6fZiR4ENRVx3jCio2DFNRNTFTBoVpveJgV6lhBACdrcXZo0q2GURhR22BBERBYFeVftv0MJqF747VYIDJZUQ7B4j6lIMQUREQRRn0CDdasSh0ir8cLoMNV5fsEsiChsMQUREQSRJEgZFR+CSXlGwubxYl1WCUoc72GURhQWGICKiEBBr0GBymhUGlRKbckpxtKyK3WNEnYwhiIgoROiUClyaHIV+kQbsLa7kIqxEnYx3hxERhRBZkjA01oRonRr7SyrhEwK8b4yoczAEERGFoMQILRKMGkiShBqvD4XVLqSYdJDOzDVEROeP3WFERCGqLvDkVtZgX3ElPFyAlSig2BJERBTi+kYakBShhVohw+X1we0XXISVKADYEkRE1A1olQoAwP6SKqzPKsHpSmeQKyLq/hiCiIi6kaGxEYg3aLAtrwK7i2xchJXoPLA9lYioG1HJMsYkWBCtc2BPkR3lTg/GJkZCr1IEuzSiboctQURE3YwkSegbacDElGg4vX6syypGQXVNsMsi6nYYgoiIuqkonRqT06yI1Krx4+lyLsJK1E7sDiMi6sY0ChkTkiJxuKwaVW5vsMsh6lYYgoiIurnaRViNEEJAkiTkVdZArZBh1auDXRpRSGMIIiLqISRJghACp2wOqBiCiFrFEERE1INIkoSLkiJRN7l0qcONCI0SagWHgBKdiyGIiKiHkSUJsgT4hUBGfgUkCRiXGAmLlkuxEp2N/zQgIuqhZEnCpclRUMkSNmSX4GSFg3ePEZ2FIYiIqAczqJWYmGJFqkmPXYU27CiwwcuFWIkAsDuMiKjHU8gSRsSbEa1TYVehHRU1HoxLiuQirBT22BJERBQmUsx6XJ4aDQGB9adKkMtFWCnMMQQREYURk0aFy1OtSDBqoJCkYJdDFFQMQUREYUYpyxiTGIl4oxZCCOwvroTDw9mmKfwwBBERhbEanx85lU5UuBiCKPwwBBERhTGdUoEr0mKQeKZVKMfu5G30FDYYgoiIwpxCrh0bVOHyICO/AptPl6HG6wtyVUSdjyGIiIgAAJFaNS5NjoLd5cW6rBKUONzBLomoUzEEERFRvRi9BpPTrDCqlPg+pxRHyqrYPUY9FkMQERE1oFMqcElyFPpHGbCvuBI/5ZXD7fMHuyyigGMIIiKiRmRJwgUxJoxPikSJw431WSWo5B1k1MMwBBERUbMSjFpMTrXCrFFBo+RXBvUs/IkmIqIWGdRKXJQUCbVChsPjQ2ahDV4/u8eo+2MIIiKiNrO7PCh2uOHjWGnqAbiEMBERtVm8UYtYgwayJMHp8aGsxo2kCF2wyyLqkE5tCXr++ecxYcIE6PV6WCyWRq8vXrwYkiQ1+SgqKmr2vAUFBbjrrrsQHx8Pg8GAkSNHYsWKFZ34SYiIqI58ZuHVLLsTW/MqkFlog8/PpiHqfjq1JcjtduPWW2/F+PHjsWDBgkavz5gxA1deeWWDbbNmzUJNTQ1iY2ObPe9dd90Fm82GVatWwWq1YtmyZZgxYwa2b9+OESNGBPxzEBFRYwOjDFDLEvYU21Fe48G4RAv0KnYwUPfRqS1Bzz33HB577DEMHTq0ydd1Oh3i4+PrHwqFAuvWrcPs2bNbPO+WLVvw8MMPY+zYsejTpw+effZZWCwW7Ny5szM+BhERNUGSJPSJNOCy5Gi4vH6sO1WCgqqaYJdF1GYhNTB66dKl0Ov1uOWWW1rc75JLLsHy5ctRVlYGv9+PDz/8EC6XC5MmTWpyf5fLBbvd3uBBRESBEaVTY3KaFVE6NX7MLcf+kkrOMk3dQkiFoIULF+KOO+6ATtfyILvly5fD6/UiOjoaGo0G999/P1auXIm+ffs2uf/8+fNhNpvrH8nJyZ1RPhFR2FIrZIxPisQQawQOl1Zh8+kyjhOikNfuEDRv3rxmBzPXPbZv397uQrZs2YIDBw602hUGAM8++yzKy8vx7bffYvv27Xj88cdx6623Yu/evU3u/9RTT8Fms9U/cnJy2l0fERG1TJIkDIw24tLkKETp1PWr0xOFKkm0s82ypKQEJSUlLe6TlpYGrVZb/3zx4sV49NFHUVFR0ewxs2fPxs6dO7Fr164Wz338+HH069cP+/btw5AhQ+q3T506Ff369cP//u//tvoZ7HY7zGYzbDYbTCZTq/sTEVHHnLI54Pb50T/SAEliKKLzE+jv73YP47darbBaref9xmerqqrCRx99hPnz57e6r8PhAADIcsNGLIVCAT9nMCUiCikOjw81Xh8DEIWkTh0TlJ2djczMTGRnZ8Pn8yEzMxOZmZmoqqpqsF/dGJ+ZM2c2Okdubi4GDRqEbdu2AQAGDRqEfv364f7778e2bdtw/Phx/POf/8TatWtxww03dObHISKidkq3RmBEnBkAkFvpRHmNJ8gVEf2sUyd0+POf/4wlS5bUP6+bw2f9+vUN7uRasGABbrrpJkRGRjY6h8fjweHDh+tbgFQqFb788kvMmTMH1113HaqqqtCvXz8sWbIEV199dWd+HCIi6gBJkiCEwPFyB8pq3BgWa0aaWcfWIQq6do8J6gk4JoiIqOv5/AJ7iu04WeFAikmH4XEmKOWQukmZQlzQxwQRERF1hEKWMCLOjGidGrsKbKio8WBcYiQiNPwqouBgBCcioi6VYtLh8tRoCAiszypBjt0Z7JIoTDEEERFRlzNpVLg81Yp4owYZ+RU4UFIZ7JIoDLENkoiIgkIpyxiTYIFV52CXGAUFW4KIiCho6hZhjdFrIITAtrxyFFa7gl0WhQmGICIiCgk+IeATArxxnroKQxAREYUEpSxjfFIUYg21rUIHSipR4/UFuyzqwdgJS0TUTQkh4Pb5UePzo8brR43XB5fXD5NGiXijFuU1HmzPL8eEXlEwqJTYWWDDabsTsixBIQGyJEEhSfXPFZKEITEmRGpVyK2sQZnTjaGxtXOxHCmrgl+I2v3POa7ueaxBAwCodnuhkCVolQqIM6078pnj2srh8eFkhQMnKxwYl2iBVa/plGtI4Y0hiIioG/L6/fj6RDFcvoZrJqrk2jE28UYtNAoZcQYt5DMdTEkRWkSoFfCL2q4nvxDw+QV8ArV/FgJ1C7+7fD5Ue7z1582xO1Hj9dcf5z9nml0JwI0DEwAAW/PKEalVY0S8GTaXF+uySur3kSUJCvnn4KSQJMQY1BgWa4bb58dPueUYYo1AtF6NgVFG7Cm2Y1NOGQAg3qCBJAESpNpPJAFpZj3iDBqUOtw4aXNgZLwZsiThSFkVqtw+SADOzV51UwSnW43QKBU4WeGAx+/HgCgj/EJgZ4Gtdr+zdq77uAKAViFj2JmlQLbnVyDBqEFShA5lTjcOlVb9vK84+8jaPyUYtegXaUCl24udBTaMjDcjQq3EkbIq5FXWNHifuv+p23ZhbG1A5QSTgcMQRETUDQkB9LHooVLIiNKqoFHK0CoUUMg/f+PrVQpcGPvzrLpxBg3iDG1rUeljMaCPxVD/fEpazDnvLxqEKf9Ziw+MjLdAeaYOvUqBMQmW+pDl9/889qduW4S69qtIAqBTypDPHKtTyUgwapBfVTtQuqDahSitCiqFjLrFDnxn/t8rBKo9P3edVbt9sLk8EOLsGPEzCYDvzGan19cgTNaGP6l+bNLZIUpCbYtZHb8QOOujnwlpOBPSzsQ16edj666LLNVem7r/XFqFXHsdft795xrObPP6BdacKMLoBAviDdpGn4naj8tmcNkMIqKQl19Vg+35FVApZIxLjESkVhXskrqczy9wpKwK/SINUCnCszUo0N/f4XkViYioW0kwajE51Qq1LGNjdknY3Ubv8wsoZAmDrRFhG4A6A68kERF1Cwa1EhNTojEwyogoXW1LUDh0Zri8fnxzsgh5lTXBLqXHYQgiIqJuo741RJZR5fZiY3Ypqt3e1g/sxvYW2+H1i/rgR4HDEERERN2SAKBRylD34O6hguoaZNudGBprglapCHY5PQ7vDiMiom4pQq3E+KQoALVzE52ocCDdGtHgDrnuRAiB8hoPymo8KHe6UVbjQbXHhxi9GqkmXbDL65EYgoiIqNurcHlwvKIaJU43xiZaYFB17tebI68EBZv2oDq7CEP/cHuHz1PqcKOsxo3+UUYAwOacMvghYNaoEG/QIEqnRoJRA6kdE01S2zEEERFRt5cUoYNepcDWvAqsO1WC0QkWJBgDN5dOVVYhCjbtQcHG3SjYtAeVx3IBAJJSgUEPXg+VoeWWGpfPX9+6U17jQf9IA2INGpS7PMiyOdEv0gBJknB5qhV6laLbtmZ1NwxBRETUI0Rq1ZicasX2/ApsyS3HgCgD0q0R7VquA6jtlqo8kX8m8OxG4cY9qMoqbHpfrw/FPx1E4pSR9dt8fgGbqzbslJ3VrQUAallCpE5dv29fix79In+elDJCw6/lrsSrTUREPYZaIWN8UiSOlFVjf0klypwejE20tDqo2Ody48SH65H3zXYUbNoDR25Jm98zf+Nu+MYMhkGlQJROjdOVTuwosEGWUN+tFalTI0qrgkGlaNC1xW6u4GIIIiKiHkWSJAyMrp1LaNuZ7rGpvWOavYusaMt+rL/tL20LPnotlMP7QTG8H+TkODifehuFm/ag9J5r0CtChyidGvEGLSalKGHWqNitFeIYgoiIqEeK0WswJc2K/CoX1GetN3Z264ujoAzrbpoLZ2F50yeJ0EM5agCUowdDMWYQFOlpkJQK+Csq4dtzAtCoULL1IGbEmaE5s9K9RilDo1Q3fT4KKQxBRETUY2mVCvS26AEAJyocKHK4MC4xsn6c0KkVmxoEIMlihKioAgDoXrwfqusuhiTL8BeUwZtxEO4VG+Dbfgj+k/n1x/gAlGccQvzEYV33wSggGIKIiCgs6FUKmDWqBgOlS3ccrv+zFGOBadMbqH7wFXjX7YR3Yya8Ww/Whp6cohbPXbBpD0NQN8QQREREYSHBqK2/bf5khQMCAoa0hPrXRXklnC+9D9/eEwAAz1dbWz2nQqNCzPh0GNPiO6do6lQMQUREFHYq3V4cK6+G9ReXAC9/CDhdgNcH9+KvAADKqaPh/XZ7k8dGDu2NtFsnIX7ihYgZOwgKDcf/dFc9d8EVIiKiZlwYa8KYBAvKDXqYP30Bcp/E+tdUN10G/T9+Cyk+qsljKw5koXzPcegTrQxA3RxDEBERhaVkkw6Xp0ZDGxcJ40d/gerq8QAA384jgCRD+4c7mjxO+Pw4tWITPhv+a2St3NyVJVOAMQQREVHYMmlUmHZBMjzf7YD+nw9C+6e74c8tges/K6G+6iJEbHgd+n/9Dup7roaUFNPgWG91DdbdPBe7X3i//vZ76l4kEYb/5ex2O8xmM2w2G0wmU7DLISKiIKsps+OTB/8N7dN3wbthFxyPvA7lZcOgGD0Iygv7QjG0DyS9Ft4t+1H94Cu1Y4jOMvQPt2Pk8/dCVrQ8MzWdn0B/f3NgNBERhT1tlAmjJl6Irb98DpJc20ni/XEfvJt2wwUAOg1U08ZATo1vFIAAYO/LH6J05xFcvOBJGJNju7Z46jB2hxEREQEY9JvrMPq+q+E/cApQyDAsegrqe66ufdHpguezzXC9vgJA7eBp7dxZDY7P+3YnVg65F/v/9Qn8Pl/XFk8dwhBERER0xpBHb8Y1W/6Nfr+aBnnPcfgyjza9owDg8wPnLIDqrXJi22NvYc3lj8OR1/ZFWCk4OCaIY4KIiKgZzqJy5G/YjX0+oOLVj+DbfrjRPsppYyCKyuHLPNZguy4+CtO+fgmm/r2g1PJW+kAI9Pc3QxBDEBERtcDt8+On3HKUOFxwvfYRav7vc6Duq1OSYFjyNBSjBsL90TrUvPIRUOlo8jyXr5iHtJsu7cLKe55Af3+zO4yIiKgFaoWMS5KjMDDaCM1jM2B463HAVLsoK4RA9awXUPPCe1BfezEi/vs3yOlpTZ5n/S3zkPPFT11XOLWKIYiIiKgVsiRhSIwJ45MioZ04HKbPXvw57PgF3O+vReX1c+CvqIJx6TNQXNi3yfN8e90zXVc0tYohiIiIqI0SjFpMjDNBq1XB+MFcqGdMrn9N5JWi+lfPw3cwG/q3n4T6jqmNBk4DgCO/tCtLphYwBBEREbVC+P3I35CJTbNexKrkGSi67GG4P14P3bx7obp54s87Ol1wPPQK4PZA96dZ0L/yUKNz+WrcXVg5tYSTJRIRETWjKqsQx5Z8jaNLvkHVyfwGr9X8bSm8m/fCu2Uf5MGp0PxyKqTICDgefg2Vl/8O+n89AvcXWxqd05gW31XlUysYgoiIiM7idbqQ9d/vcXTx18hft+vnO8HOIVmMkJNjYfzdPCgGp9Yeu/0wIEuAX8Dx8GuNjrGOHgipiS4yCg6GICIiCntCCBRvPYiji9bg5PIN8Nirm95RIUN56YVQ33gZlJNGAgC8G3bC9X+roEhPQ82bKwF/8zPPXPvTG51RPnUQQxAREYUtR34pjr+3FkeXfA3bwexW99c++Uto7r4KvkNZqPnHB/B8/iNEeSUAwPPVVgCA3CcRuj/dDccz/wdxZtboy957Cn3umMJWoBDDEERERGHF5/Yg5/OfcHTRV8hdkwHh8ze/s0KGYckzcH+2GZ6P18P9wbdwr/qhdn2xZujT4qG5oDe0372GMUmRSDBqA/8hKCAYgoiIKCyU7T6Oo4vW4Piy7+AqsTW9kyRBMS4dquljUPO3pYDPD++P++DPKgAA+LMKmzxModMg7ZbL0H/WdMRPHAaPAHYUVGBLbjkGRBmQbo2AzFagkMMQREREPVZNqQ0nlq3D0cVrULbrWLP7SUkxUN94KdQ3XAo5KQa+k/mQEqIhThfD9dbKZo+LnTAE/WdNR9ptk6A2Geq3qwFclBiJo+XV2F9ciTKnB2MTLdAqFYH8eHSeGIKIiKhH8Xt9yP1mO44tXoPsVVvgd3ua3lGngWramNpBzuPSIaqc8Hz1E9z/3dT86vEA9InR6HvXNPSfNR3mgcnN7idJEgZEGRGlVWFbXgW+O1WCsYkWxOg15/sRKUAYgoiIqEewHc7B0UVrcOy9tXC2Miuz8uKh0L/2O0hGHbw/7Yfjj/+BZ+12wOlqcn9ZrULK9RPQf9Z0JF4xGnI7WnSseg0mp1mRkV+BzTllmN4nFnoVW4RCAUMQERF1a55KBzL+8A4Ov726xf3Ut08BNGq4l3wF3+FsuBZ/Bfen30PkFjd7TPTI/ug360r0+eXl0EabO1yjVqnAxb2iUOJwQ69SQAgBr19ApeDCDcHEEERERN3axjtfQM7qxjMzQ6WEcvJI+DIOQZTZIcVFQdKpAQCixAbXm/9t8nwaqxl9Z05F/3umI6qZhVA7QpYkxBpqu8KOllfjRIUDU9OsUMoMQsHCEERERN1WwcbdjQKQnJ4G9U2XQXXNBMgWY21X16of4PrXx20654V/vB1DHr+1U+f06RWhhUqWoZRliDMzUnMOoa7HEERERN1W2Z4TPz+RJRg/exGKfkkAAM/X21D9r4/hP2fNr9ZkPPk2Mp58G7JKiZF/uxexE4YgetQAKLXqgNWtVynR21L7FXy0rBo2lwcj4s1sFepiDEFERNRt+T3en58IwHfgFBT9kiB8fqimj4Xnux21IUivBdwewOtr17m3//EdAICsUiJ6ZH9YxwxC9Ih+iBrRD5b0VCjUqvP+DHqVAgdLq1CRVYpxiRaYNOd/TmobSYhmVobrwex2O8xmM2w2G0wmU7DLISKiDqrKKsSKvndC+M+Z9VmjgmrySHi3HYQotUP7p7uhHN4fVTc/CwDQzp0Fze1TAQCud1fD88M++HYeqQ1KbSSrlLAMSUP08NpQZOqfBGNKLCL6JkKhaV+rkd3lwda8Cjg8PoyMNyPZpGvX8eEi0N/fDEEMQURE3dqOZxdizwvvt7iPnJ4GOTIC3h/2AhoVjB//BYr+Tc/x4y+uQM2L78ObeQQir+Vb7Zt8L5USkRf2gXX0QFhHD4B1zEBY0tNava3e6/djV6EdOXYnelv0uDDGBIXMcUJnYwgKAIYgIqKe5dD/rsaOp9+Fu6KqXcdJ0SYoBqZAecmF0NxzdYPXvBkHUf2r5wGFDPWd0+BZsw2isKxD9Sl0GkSP6IfoUQMQM3YQYi++AMbUuEaDoYUQOGVzYneRDSaNCuMSLTCoOHKlDkNQADAEERH1PH6vDyUZh1CwcQ+KfjqA3DUZzc8W3QopMgKSxQj/yXzIafEwrnwB1ffOh2/XUah/ORWKUQPhO3gK/oNZ8B3Mql9Jvj30SVbEXXIBYi8eiqRpo2Ae8HPLVHmNB1vzyqFRyJiUEs07x85gCAoAhiAiop7PVWbHqU++R+H3e2A/nofiLQc6fjKlAvD7Ab+A6tZJUF9/KRSDUiAZasfu+Isr4M8rgf90MXz7T8Kz+geI5hZpbYZ5UApSfjEBKddPQMy4wfAIwOXzI0KtRI3XB7VCDvtFWLtVCHr++efxxRdfIDMzE2q1GhUVFY32ycjIwJw5c7Bjxw5IkoQxY8bg5ZdfxvDhw5s9r8vlwu9//3t88MEHcDqdmDJlCt566y306tWrTXUxBBERhSev04VTH2/EjqffhaMD430akCTIKbFQDE6D3DcJckIU5NQEKAanourWP8F/Mh+aX18HGHRwvfZR7TEaFeBqvXVKG2tBzEXpsI4agOjRA3C0fypMBi1GJ1jOr+ZurluFoLlz58JiseD06dNYsGBBoxBUWVmJ1NRUXH/99ZgzZw68Xi/mzp2L77//HqdPn4ZK1fRtgg888ABWr16NxYsXIzo6Gk888QTKysqwY8cOKBStr8fCEEREROfy+3wo3XEUpTuPomjLfhT9uB+Vx/PafyJZAvy1X63qu6+CZNDA9dankGIsiFj3L/gOZsG38zC8O4/At/NIm1qMFKMHwhhjQUJqHOIuH46EiRdCFxvZ/tq6uW4VguosXrwYjz76aKMQtH37dowZMwbZ2dlITq7tC927dy8uvPBCHDt2DH37Np6u3GazISYmBu+99x5mzJgBAMjLy0NycjK+/PJLTJ8+vdV6GIKIiKgtnIVlKNpyAEVbDqAs8xhKdx2Dq53dXPUi9FBfdREUI/tDOXIg5ORYAIDvSA4863bA+91O+PafBFr6WlYpYVjyNLzrdkG/8xD63HwZ0m6dCNOZCSJ7ukB/fwd1yPnAgQNhtVqxYMECPP300/D5fFiwYAGGDBmC1NTUJo/ZsWMHPB4Ppk2bVr8tMTERF1xwAX788ccmQ5DL5YLL9fPKwHa7PfAfhoiIehxdXBRSb7gEqTdcAqD27i1HbglKdx1FWeZxlGYeQ/nu46jKKoTw+Vs+WaUD7o/WAR+tAwBIsZFQjh4I5WXDoL59KrS/uQGud1ej5p/LIVmMtQOzswobhiKfD96tB6B9YgZc63di51NvY8czCxA9sj/SbplYG4j6JnbW5ehxghqCIiIisGHDBlx//fX461//CgAYMGAAvv76ayiVTZdWUFAAtVqNyMiGzYBxcXEoKCho8pj58+fjueeeC2zxREQUdiRJgqFXDAy9YpBy3YT67X6fD47cEpTtPo6SjMMo2XEEJRmHW2w1EkXl8Hz5Ezxf/gQoZChGDYQord1fecVo6ObeC/vo+4AaN1TXjIe/xAZf5lG4/rUCvl1HoXvpNzB+8jc4HnkdpTtru/F2PP0uokb0Q9rNlyHt5stgHtj0XEhUq90haN68ea0GioyMDIwePbrVczmdTtx77724+OKL8cEHH8Dn8+Ef//gHrr76amRkZECna/uMmUKIZm8hfOqpp/D444/XP7fb7fXdb0REROdLVihgTImDMSWuPhwJIVCdXYSSjEMo2X4ExRmHULLtELzVNY1P4PPDt+1g/VPPmm3wH8sFatwAAM1vb4SiTyKE2wNf5jF4f9gLx+NvQPvIrTAs+zNq5v8/uD/8DgBQtusYynYdw85nF8JyQW+k3XwZ+v3qCkT0Tuj8C9HNtDsEPfTQQ7j99ttb3CctLa1N51q2bBlOnTqFLVu2QD6zaNyyZcsQGRmJzz77rMn3iY+Ph9vtRnl5eYPWoKKiIkyYMKHR/gCg0Wig0WjaVBMREVEgSJIEY2ocjKlxSLtlIoDauYzKdh9H4ea9KNy8F/nf7oTbVt344EoHfLuO1j+tuvaPkPslQTkuHcpx6dD8zy+gNWjhO3YakloF3dx7oBg1EM65CwDHz8M/KvadROa+k8j8y1IkTR+NQb/5BXpdPa7V2avDRbtDkNVqhdVqDcibOxwOyLLcoAWn7rn/3HVgzhg1ahRUKhXWrl2L2267DQCQn5+Pffv24eWXXw5IXURERJ1BVipgHTUA1lEDMOSRm+Fze1CwcTeyP/sR2at+hON0cdMHCgH/0dNwHz0N9//7BtCooLxsGFRXjoOcYIVk0EJ1+Qj4T1wFz1db4T+V3+j43DUZyF2TAX2vGAx59GYMeuAXUOrCu4GgU+8Oy87ORllZGVatWoW///3v+P777wEA/fr1g9FoxKFDhzB8+HDce++9ePjhh+H3+/Hiiy9i9erVOHjwIBISEpCbm4spU6Zg6dKlGDt2LIDaW+Q///xzLF68GFFRUfj973+P0tJS3iJPRETdlhACZbuPo3jLAZTsOILSHUdQvu9k6wOutWpIUSZISgXk1DgY3vkDqh9+Dd5vtwNGHVDlbPIwfZIVgx74BQbMvgq6uKhO+ESB161ukZ81axaWLFnSaPv69esxadIkAMDatWvx3HPPYd++fZBlGSNGjMDzzz+Piy66CABw6tQp9O7du8ExNTU1ePLJJ7Fs2bIGkyW2dZwPQxAREXUHXqcLxT8dQP76TBRsyETx1kPwe7zNH6BRQX3LJGj/MBPOOf+BetbVgBBwf/AdPGt+anKiRlmlROpNl2DoH25H9Ij+nfhpzl+3CkGhiiGIiIi6I0+1E3nf7MCpFRuRverHpgdZA1BOHwvvup1QXjYMml9dCeXYwRC2arj/uxGuhV80O0Fj0lVjMfxPdyH2ovTO/BgdxhAUAAxBRETU3XmdLpz+ahtOrdiInNVbmgxE8qAUGN5+Eq4Fn0OOsUB962RArYT7w+/g/vA7+LMLmzx3yvUTMOr52bCkp3Xyp2gfhqAAYAgiIqKexOt0Ifeb7cj6ZBOyV22Bx37mjrMIPfQv/A9UU0ej5v9Ww73wC6jvvhLq26dCthjh/NsSuN9f2+Q5JVlGv7unYdizd4bM7fUMQQHAEERERD2Vz+VG3ne7cPy9b5D1383we7xQ33M1tI/PgG/XETieeBPCXg3VlePg230c/lP5UF4xGpBleL/e1uh8kkJG79smYegfb0fUhY2Xs+pKDEEBwBBEREThwFlYhqOLvsbht1fDabVA/8pDgCTB8cSb8GX8PDmj7i+zAYMWzifebP5kkoS+M6dgxF/uQURafBdU3xhDUAAwBBERUTjJXbsd30z/I6RoE/R/fxCKsYPhXvwlXAu/hCg7s56mSgF4fFBddzHUt0xCzavL4cs81uhcslqFwb/9BS58eia0VnOXfo5Af3/LAaiJiIiIQtjhdz4HAIhSO6rvexGut1ZCPWMKJIsRACDFWACPDwDgLyqHZDbA+ME8GJY8A+WlFzY4l9/twf7XPsGKfndh9wvvw1Pd9DxE3QFbgtgSREREPVj16WJ83PuOxpMualS18wZJEoxfvgzv+l2oeXlZ7WuSBOWUUdDcdy2Uw/rBu+Mwav75YYOlPOoYkmMx+sVfI+3WiZ2+HAdbgoiIiKjNfC4PUm+6FJLinK/8uokThYBz7kK4V24CACinjYH26bvgP5GH6tvnoXr2i5B0GhiXzYX+349C7pvY4DTVOUXYOPN5fDLgVzjy7hfwe31d8bECgi1BbAkiIqIwUJ1bjCPvfIHD//cFnAVlze6nunkitI/eBtlqhnfLfriWrYV3wy6opo+F9tFb4dmYiZq/LW32ePPAZIz86z1IvfmyBmuDBgIHRgcAQxAREYUrn9uDrJWbcejNT1G4eV/TO6mUUE0bA/XMK6AcMQD+vBK4l6+D+7PNEFVOoNoJ1c0TIem1cL/3dZOnsI4eiFEv/hqJk0cErHaGoABgCCIiIgLKdh/HwTc/w4ll38HraHoJDjk9DZo7pkJ1zQRAluBe+T1q5i2E5rHbIEXoUfOXxbV3lmk1QKWj0fHDnrkTI567G5J8/iNwGIICgCGIiIjoZ67yShxb/DUO/mcVKo/lNrmPZDZAdeNlkPRauN5aCeg1UE0fB8+XW6C+eRI0D98M1/+thvv9bxot1Drpwz+h922TzrtOhqAAYAgiIiJqTPj9yFu7Awff/BQ5X2wFWogIyknDoX/9UVROfwLw+qB9fAZU14yHKLWj5q3/wvPfTcCZO9JiLhqMa39847zrC/T3t/K8z0BEREQ9giTLSJo+BknTx6DyZD4O/e9qHF3wJVxllY329W7IROWk39VOtqhUQDkuHf7sQsjx0dD/5T44nG54Pv8RAFB9uqSrP0qb8BZ5IiIiaiSidwLGvPQ/uC1nOS5Z+CSiRw1otE/9bNMSUPPGJ4DLA8mghXvlJni+21G/nz4+qqvKbhd2h7E7jIiIqFVCCJRsO4SDb32Gk8s3wO/2NLmfZDFCVFQ12HbRvx/G4AdvOO8aOCYoABiCiIiIOs5ZVI6jC77CobdXozq7qMV9+951BS5d9AfeHRYqGIKIiIjOn9/rQ87nW3Dorc+Q9+3OBq/JahVG/mUWLvj9bQEJQAAHRhMREVGIkJUKpN5wCVJvuAQVh7KRs3oL7EdzYUyNQ7+7p8HQKybYJbaIIYiIiIjOm2VQCiyDUoJdRrvw7jAiIiIKSwxBREREFJYYgoiIiCgsMQQRERFRWGIIIiIiorDEEERERERhiSGIiIiIwhJDEBEREYUlhiAiIiIKSwxBREREFJbCctmMujVj7XZ7kCshIiKitqr73g7U2u9hGYIqKysBAMnJyUGuhIiIiNqrsrISZrP5vM8jiUDFqW7E7/cjLy8PERERkCTpvM5lt9uRnJyMnJwcmEymAFUYHnjtOo7X7vzw+nUcr13H8dp1XN21y87OhiRJSExMhCyf/4iesGwJkmUZvXr1Cug5TSYTf6g7iNeu43jtzg+vX8fx2nUcr13Hmc3mgF47DowmIiKisMQQRERERGGJIeg8aTQazJ07FxqNJtildDu8dh3Ha3d+eP06jteu43jtOq6zrl1YDowmIiIiYksQERERhSWGICIiIgpLDEFEREQUlhiCiIiIKCwxBBEREVFYYghqRWVlJR599FGkpqZCp9NhwoQJyMjIaHb///73v7jiiisQExMDk8mE8ePH4+uvv+7CikNHe6/d5s2bcfHFFyM6Oho6nQ6DBg3Cq6++2oUVh472Xruz/fDDD1AqlRg+fHjnFhmi2nvtNmzYAEmSGj0OHTrUhVWHjo787LlcLjzzzDNITU2FRqNB3759sXDhwi6qOHS099rNmjWryZ+9IUOGdGHVoaEjP3fvv/8+hg0bBr1ej4SEBNxzzz0oLS1t3xsLatFtt90m0tPTxcaNG8XRo0fF3LlzhclkEqdPn25y/0ceeUS89NJLYtu2beLIkSPiqaeeEiqVSuzcubOLKw++9l67nTt3imXLlol9+/aJkydPivfee0/o9Xrx9ttvd3Hlwdfea1enoqJC9OnTR0ybNk0MGzasa4oNMe29duvXrxcAxOHDh0V+fn79w+v1dnHloaEjP3u/+MUvxLhx48TatWvFyZMnxdatW8UPP/zQhVWHhvZeu4qKigY/czk5OSIqKkrMnTu3awsPAe29dt9//72QZVn861//EidOnBDff/+9GDJkiLjhhhva9b4MQS1wOBxCoVCIzz//vMH2YcOGiWeeeabN50lPTxfPPfdcoMsLaYG6djfeeKO48847A11eSDufazdjxgzx7LPPirlz54ZlCOrItasLQeXl5V1QYWjryPX76quvhNlsFqWlpV1RYsgKxO+8lStXCkmSxKlTpzqjxJDVkWv397//XfTp06fBttdff1306tWrXe/N7rAWeL1e+Hw+aLXaBtt1Oh02b97cpnP4/X5UVlYiKiqqM0oMWYG4drt27cKPP/6IiRMndkaJIauj127RokU4fvw45s6d29klhqzz+bkbMWIEEhISMGXKFKxfv74zywxZHbl+q1atwujRo/Hyyy8jKSkJAwYMwO9//3s4nc6uKDlkBOJ33oIFCzB16lSkpqZ2RokhqyPXbsKECTh9+jS+/PJLCCFQWFiIFStW4Jprrmnfm7crMoWh8ePHi4kTJ4rc3Fzh9XrFe++9JyRJEgMGDGjT8S+//LKIiooShYWFnVxp6OnotUtKShJqtVrIsiz+8pe/dFG1oaW91+7IkSMiNjZWHD58WAghwrYlSIj2X7tDhw6Jd955R+zYsUP8+OOP4oEHHhCSJImNGzd2ceWhob3Xb/r06UKj0YhrrrlGbN26VXzxxRciNTVV3HPPPV1cefCdz/dFXl6eUCgUYvny5V1QaejpyLX7+OOPhdFoFEqlUgAQv/jFL4Tb7W7X+zIEteLYsWPisssuEwCEQqEQY8aMETNnzhSDBw9u9dhly5YJvV4v1q5d2wWVhp6OXrsTJ06IPXv2iHfeeUdERUWJZcuWdVHFoaM9187r9YrRo0eL//znP/XbwjkEnc/f2TrXXnutuO666zqxytDV3ut3xRVXCK1WKyoqKuq3ffLJJ0KSJOFwOLqq7JBwPj97L7zwgoiOjhYul6sLKg097b12+/fvFwkJCeLll18Wu3fvFmvWrBFDhw4V9957b7velyGojaqqqkReXp4QonYA19VXX93i/h9++KHQ6XSN+jjDUXuv3dn++te/trnVrSdqy7UrLy+v/8VR95AkqX7bd99919Vlh4Tz+bn729/+JgYNGtRZpXULbb1+v/rVr0Tfvn0bbDtw4IAAII4cOdLpdYai9v7s+f1+0a9fP/Hoo492RXkhra3X7s477xS33HJLg23ff/+9AFB/fFtwTFAbGQwGJCQkoLy8HF9//TWuv/76Zvf94IMPMGvWLCxbtqz9/ZM9UHuu3bmEEHC5XJ1YXWhry7UzmUzYu3cvMjMz6x+/+c1vMHDgQGRmZmLcuHFBqDz4zufnbteuXUhISOjE6kJfW6/fxRdfjLy8PFRVVdVvO3LkCGRZRq9evbqq3JDS3p+9jRs34tixY5g9e3YXVRi62nrtHA4HZLlhhFEoFABqvzfarKNpLVysWbNGfPXVV+LEiRPim2++EcOGDRNjx46t73ecM2eOuOuuu+r3X7ZsmVAqleLNN99scOvj2U3F4aK91+6NN94Qq1atEkeOHBFHjhwRCxcuFCaTqV13k/UU7b125wrn7rD2XrtXX31VrFy5Uhw5ckTs27dPzJkzRwAQn3zySbA+QlC19/pVVlaKXr16iVtuuUXs379fbNy4UfTv31/cd999wfoIQdPRv7d33nmnGDduXFeXG1Lae+0WLVoklEqleOutt8Tx48fF5s2bxejRo8XYsWPb9b4MQa1Yvny56NOnj1Cr1SI+Pl48+OCDDQLN3XffLSZOnFj/fOLEiQJAo8fdd9/d9cUHWXuv3euvvy6GDBki9Hq9MJlMYsSIEeKtt94SPp8vCNUHV3uv3bnCOQS199q99NJLom/fvkKr1YrIyEhxySWXiC+++CIIlYeGjvzsHTx4UEydOlXodDrRq1cv8fjjj4fdeCAhOnbtKioqhE6nE++8804XVxtaOnLtXn/9dZGeni50Op1ISEgQM2fObHUutXNJQrSn3YiIiIioZ+CYICIiIgpLDEFEREQUlhiCiIiIKCwxBBEREVFYYggiIiKisMQQRERERGGJIYiIiIjCEkMQERERhSWGICIiIgpLDEFEREQUlhiCiIiIKCz9f+tZwSnXeLesAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.8          60.544587            0.340900\n",
+      "1               3.8          60.544587            0.340900\n",
+      "2               3.8          60.544587            0.340900\n",
+      "3               3.8          60.544587            0.340900\n",
+      "4               3.8          60.544587            0.340900\n",
+      "5               3.8          60.544587            0.340900\n",
+      "6               3.8          60.544587            0.340900\n",
+      "7               3.8          60.544587            0.340900\n",
+      "8               3.8          60.544587            0.340900\n",
+      "9               3.8          60.544587            0.340900\n",
+      "10              3.8          60.544587            0.340900\n",
+      "11              3.8          60.544587            0.340900\n",
+      "12              3.8          60.544587            0.340900\n",
+      "13              3.8          60.544587            0.340900\n",
+      "14              3.8          60.544587            0.340900\n",
+      "15              3.8          60.544587            0.340900\n",
+      "16              0.0          60.531667            0.208333\n",
+      "17              0.0          60.531667            0.208333\n",
+      "18              0.0          60.531667            0.208333\n",
+      "19              0.0          60.531667            0.208333\n",
+      "20              0.0          60.531667            0.208333\n",
+      "21              0.0          60.531667            0.208333\n",
+      "22              0.0          60.531667            0.208333\n",
+      "23              0.0          60.531667            0.208333\n",
+      "24              0.0          60.531667            0.208333\n",
+      "25              0.0          60.531667            0.208333\n",
+      "26              9.8          60.428027           -0.069343\n",
+      "27              9.6          60.410747           -0.135190\n",
+      "28              9.6          60.476328           -0.165313\n",
+      "29              9.6          60.514488           -0.166482\n",
+      "30              9.6          60.514488           -0.166482\n",
+      "31              9.9          60.554075           -0.166083\n",
+      "32              9.8          60.634817           -0.166788\n",
+      "33             10.3          60.674405           -0.167322\n",
+      "34             10.3          60.674405           -0.167322\n",
+      "35             10.0          60.715547           -0.166948\n",
+      "36              0.6          60.744177           -0.163168\n",
+      "37              0.6          60.744177           -0.163168\n",
+      "38              0.8          60.747235           -0.160657\n",
+      "39              1.3          60.750625           -0.158027\n",
+      "40              1.1          60.757643           -0.151678\n",
+      "41              1.1          60.757643           -0.151678\n",
+      "42              1.1          60.761483           -0.148533\n",
+      "43              1.1          60.765243           -0.144688\n",
+      "44              1.1          60.773570           -0.136193\n",
+      "45              1.1          60.773570           -0.136193\n",
+      "46              1.4          60.777928           -0.131232\n",
+      "47              1.4          60.777928           -0.131232\n",
+      "48              1.4          60.777928           -0.131232\n",
+      "49              1.4          60.777928           -0.131232\n",
+      "50              1.4          60.777928           -0.131232\n",
+      "51              1.4          60.777928           -0.131232\n",
+      "52              1.5          60.753753           -0.150647\n",
+      "53              1.5          60.753753           -0.150647\n",
+      "54              2.7          60.742373           -0.160182\n",
+      "55              1.3          60.743605           -0.159330\n",
+      "56              1.3          60.743605           -0.159330\n",
+      "57              0.3          60.738375           -0.164240\n",
+      "58              0.7          60.734267           -0.161555\n",
+      "59              0.7          60.734267           -0.161555\n",
+      "60              0.7          60.734267           -0.161555\n",
+      "61              0.7          60.734267           -0.161555\n",
+      "62              0.7          60.734267           -0.161555\n",
+      "63              0.7          60.734267           -0.161555\n",
+      "64              0.7          60.734267           -0.161555\n",
+      "65              0.7          60.734267           -0.161555\n",
+      "66              0.7          60.734267           -0.161555\n",
+      "67              1.2          60.685362           -0.161615\n",
+      "68              1.2          60.685362           -0.161615\n",
+      "69              1.4          60.679427           -0.164075\n",
+      "70              1.4          60.670650           -0.164550\n",
+      "71              1.4          60.670650           -0.164550\n",
+      "72              2.0          60.665680           -0.165133\n",
+      "73              2.5          60.659970           -0.165537\n",
+      "74              1.9          60.650477           -0.166178\n",
+      "75              1.9          60.650477           -0.166178\n",
+      "76              1.9          60.645333           -0.166285\n",
+      "77              1.5          60.639723           -0.166942\n",
+      "78              1.2          60.628427           -0.167770\n",
+      "79              1.2          60.628427           -0.167770\n",
+      "80              2.2          60.621760           -0.168345\n",
+      "81              0.8          60.616283           -0.167948\n",
+      "82              1.5          60.610528           -0.168553\n",
+      "83              1.5          60.610528           -0.168553\n",
+      "84              1.5          60.610528           -0.168553\n",
+      "85              1.5          60.610528           -0.168553\n",
+      "86              1.5          60.610528           -0.168553\n",
+      "87              1.5          60.610528           -0.168553\n",
+      "88              1.5          60.610528           -0.168553\n",
+      "89              1.5          60.610528           -0.168553\n",
+      "90              1.3          60.575160           -0.166570\n",
+      "91              1.3          60.575160           -0.166570\n",
+      "92              1.3          60.575160           -0.166570\n",
+      "93              1.3          60.575160           -0.166570\n",
+      "94              1.3          60.575160           -0.166570\n",
+      "95              1.2          60.550040           -0.170942\n",
+      "96              1.1          60.544595           -0.172117\n",
+      "97              1.1          60.544595           -0.172117\n",
+      "98              1.1          60.544595           -0.172117\n",
+      "99              1.1          60.544595           -0.172117\n",
+      "100             1.1          60.544595           -0.172117\n",
+      "101             1.1          60.544595           -0.172117\n",
+      "102             1.1          60.544595           -0.172117\n",
+      "103             1.1          60.544595           -0.172117\n",
+      "104             1.1          60.544595           -0.172117\n",
+      "105             1.1          60.544595           -0.172117\n",
+      "106             1.1          60.544595           -0.172117\n",
+      "107             1.1          60.544595           -0.172117\n",
+      "108             1.1          60.544595           -0.172117\n",
+      "109             1.1          60.544595           -0.172117\n",
+      "110             1.1          60.544595           -0.172117\n",
+      "111             1.1          60.544595           -0.172117\n",
+      "112             1.1          60.544595           -0.172117\n",
+      "113             1.1          60.544595           -0.172117\n",
+      "114             1.1          60.544595           -0.172117\n",
+      "115             1.1          60.544595           -0.172117\n",
+      "116             1.1          60.544595           -0.172117\n",
+      "117             1.1          60.544595           -0.172117\n",
+      "118             1.1          60.544595           -0.172117\n",
+      "119             1.1          60.544595           -0.172117\n",
+      "120             1.1          60.544595           -0.172117\n",
+      "121             1.1          60.544595           -0.172117\n",
+      "122             1.1          60.544595           -0.172117\n",
+      "123             1.1          60.544595           -0.172117\n",
+      "124             1.1          60.544595           -0.172117\n",
+      "125             1.1          60.544595           -0.172117\n",
+      "126             1.1          60.544595           -0.172117\n",
+      "127             1.1          60.544595           -0.172117\n",
+      "128             1.1          60.544595           -0.172117\n",
+      "129             1.1          60.544595           -0.172117\n",
+      "130             1.1          60.544595           -0.172117\n",
+      "131             1.1          60.544595           -0.172117\n",
+      "132             5.3          60.278138           -0.681092\n",
+      "133             7.5          60.257335           -0.751853\n",
+      "134             7.5          60.257335           -0.751853\n",
+      "135             7.7          60.238702           -0.817887\n",
+      "136             7.7          60.223625           -0.877712\n",
+      "137             8.1          60.213663           -0.948857\n",
+      "138             8.1          60.213663           -0.948857\n",
+      "139             3.0          60.225613           -1.015703\n",
+      "140             3.1          60.217118           -1.005140\n",
+      "141             3.1          60.217118           -1.005140\n",
+      "142             1.0          60.214388           -0.993717\n",
+      "143             0.8          60.217235           -0.993028\n",
+      "144             5.4          60.219805           -0.994137\n",
+      "145             8.6          60.210162           -1.048657\n",
+      "146             8.6          60.208238           -1.056503\n",
+      "147             8.6          60.208238           -1.056503\n",
+      "148             8.6          60.208238           -1.056503\n",
+      "149             8.6          60.208238           -1.056503\n",
+      "150             8.6          60.208238           -1.056503\n",
+      "151             8.6          60.208238           -1.056503\n",
+      "152             8.6          60.208238           -1.056503\n",
+      "153             8.6          60.208238           -1.056503\n",
+      "154             8.6          60.208238           -1.056503\n",
+      "155             8.6          60.208238           -1.056503\n",
+      "156             8.6          60.208238           -1.056503\n",
+      "157             8.6          60.208238           -1.056503\n",
+      "158             8.6          60.208238           -1.056503\n",
+      "159             8.6          60.208238           -1.056503\n",
+      "160             8.6          60.208238           -1.056503\n",
+      "161             0.0          60.164775           -1.157615\n",
+      "162             0.0          60.164770           -1.157637\n",
+      "163             0.0          60.164760           -1.157633\n",
+      "164             0.0          60.164755           -1.157647\n",
+      "165             0.0          60.164757           -1.157658\n",
+      "166             0.0          60.164757           -1.157658\n",
+      "167             0.0          60.164770           -1.157653\n",
+      "168             0.0          60.164768           -1.157657\n",
+      "169             0.0          60.164757           -1.157650\n",
+      "170             0.0          60.164757           -1.157650\n",
+      "171             9.9          60.189258           -1.135618\n",
+      "172            10.3          60.208908           -1.061138\n",
+      "173            10.2          60.216017           -1.035463\n",
+      "174             9.9          60.226800           -0.951667\n",
+      "175             7.2          60.230112           -0.877730\n",
+      "176             6.8          60.239107           -0.763602\n",
+      "177             6.8          60.239107           -0.763602\n",
+      "178             6.9          60.246033           -0.705993\n",
+      "179             7.0          60.251732           -0.649120\n",
+      "180             7.0          60.251732           -0.649120\n",
+      "181             4.2          60.262362           -0.542538\n",
+      "182             4.3          60.265752           -0.507505\n",
+      "183             4.4          60.273040           -0.435480\n",
+      "184             4.4          60.273040           -0.435480\n",
+      "185             3.7          60.267730           -0.409147\n",
+      "186             2.6          60.258912           -0.396575\n",
+      "187             2.6          60.258912           -0.396575\n",
+      "188             3.3          60.245117           -0.375517\n",
+      "189             3.2          60.259780           -0.375448\n",
+      "190             2.7          60.271527           -0.379895\n",
+      "191             2.7          60.271527           -0.379895\n",
+      "192             1.2          60.278705           -0.373475\n",
+      "193             3.2          60.286835           -0.323758\n",
+      "diff 35 133\n",
+      "diff 138 145\n",
+      "diff 160 171\n",
+      "diff 175 179\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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2S0so8Ych0jIdZbEcniK6ZUxwiIg8KGnJP5dfeBmgbd8YtiuGpwAgpnc7D0dFVPEwwSEi8hDFYsWp37c4Xmvb3wbJqId97eUEJ6RVPfhEh5RGeEQVChMcIiIPOftnPGzZeY7X2i63Q0lMgkg65yiL7dOhNEIjqnCY4BAReUjSr/84vZbrx8K+xnl4qur9HJ4iKgncbJOIyANURUHSbxudyvJ6jwcMOsfrwNuqw792FU+HRlQhsQeHiMgDzm3YB0u6+XKBUQ8IAVwxo6rq/Zw9RVRSmOAQEXmA0+J+sgSflR9AN6iLUxsmOEQlh0NURERuJoRwTnA0MizTf4K695ijyLdGJAIb1yiF6IgqJiY4RERudn7HIeQmp10usCmwX/XAcez97SFJkocjI6q4OERFRORmSUs2OL02vDgQcp0Yp7KqnB5OVKKY4BARuZEQAievWL1YblAN+qH3QAr0c5R5RQYjtHW90giPqMJigkNE5EbmhCRkHTrleK3t0hIiMxvK9oOOsqr3t4Mk89cxUUni3ygiIjdyergYhQmOfd0uQFEdZVW59xRRiWOCQ0TkRievSHDkGlHQ1Ix22lxTH+iHiE5NSiM0ogqNCQ4RkZvknEjBhZ2HHa+1d7WAyCuAsnGfoyzmvjjIOk5oJSppTHCIiNzkZFHDU3/vBqw2R1nVPlzcj8gdmOAQEbnJldPDpchgaBrVgP2K4SmtjxFRXVqURmhEFR4THCIiN8hPzcC5jfsdrzVNa0MUWGH/O95RFt2jFbRehlKIjqji48AvEZEbJC/9t3AzzYvs/9uMnH92A7kFjjIOTxG5D3twiIjc4OSVqxfrNIAkATn5jiJZr0OVe1qXQmRElQMTHCKiEmbNzMHZP3c5Xut6d4DPmo8Avc5RFnlXM+j9fUojPKJKgQkOEVEJS/59M4RdcbxWdh+BdfZyp9lTsdx7isit+AwOEVEJEkLgxI/rnMrUw6egHr68XYMky4i5L87ToRFVKh7pwfniiy9QvXp1GI1GtGjRAv/888812y5evBhdu3ZFaGgo/P39ERcXh1WrVnkiTCKiW2LPt2DD0HdwasUWR5mmTUPoHunm1C6sfSMYQwM8HB1R5eL2BOfHH3/EmDFj8Oqrr2LXrl3o0KED7r77biQlJRXZ/u+//0bXrl2xYsUK7NixA3fccQfuu+8+7Nq1q8j2RERlQe7pdKy8YyyOzf/DqVz/SDfo7m3rVMbhKSL3k4S4Yh6jG7Ru3RrNmzfHl19+6SirX78+7r//fkydOrVY12jYsCH69++PCRMm3LBtVlYWTCYTzGYz/P39/3PcRETFlbb5ANY9MAn5KRcuF+q0MLw2BPoHOqNgwtewLfrLUfXA8QXwiQkrhUiJyq6S/v526zM4VqsVO3bswLhx45zKu3Xrho0bNxbrGqqqIjs7G0FBQUXWWywWWCwWx+usrKz/HjAR0U068u0qbHpqOtQrHiCWQkzwmj4acsPqyH9lJuy/XZ4yHhrXkMkNkQe4dYgqPT0diqIgPDzcqTw8PBwpKSnFusYHH3yA3NxcPPTQQ0XWT506FSaTyXHExMTcctxERDei2hVs+78v8e/w95ySG7lBNXgvnAypShjyhrzllNxAktB04qOlEC1R5eORh4wlSXJ6LYRwKSvKDz/8gEmTJuHHH39EWFjR/+IZP348zGaz40hOTi6RmImIrsWSkY0/er6CAx8vcirX3tMG3t+9DpGeibyHJkDdc9RRJ2k1aPf1C9x7ishD3DpEFRISAo1G49Jbc+7cOZdenav9+OOPGD58OH7++Wd06dLlmu0MBgMMBu7lQkSekZlwEn/2mYDsI6edK7Qa6If3hH31VhRM+gawXO7VMYSY0PmniYjo2NjD0RJVXm7twdHr9WjRogXWrFnjVL5mzRq0bdv2GmcV9twMHToUCxYswL333uvOEImIii15+WasaPusc3LjY4QUHQrYFeQNfRsF42c6JTeBTWqi55YvmNwQeZjbF/p7/vnnMXjwYLRs2RJxcXH46quvkJSUhJEjRwIoHGI6ffo05s2bB6AwuXn00Ufx8ccfo02bNo7eHy8vL5hMJneHS0TkQgiBfe/8gJ2vz3HaQBMAjG89ATk8CHkDJwHZeU51sf06ot03L0Ln4+XBaIkI8ECC079/f5w/fx5TpkzB2bNn0ahRI6xYsQKxsbEAgLNnzzqtiTNz5kzY7XY888wzeOaZZxzlQ4YMwdy5c90dLhGRE3teAf4d8YHL6sTQagC7AsuHCwHZtTO86aShaPzqw8V63pCISp7b18HxNK6DQ0QlJTf5HP7sNxEXdh52Ktc92gO63u2RN/gNIM/iVKf19UKHb8ehau92ngyVqNwrV+vgEBGVV+f+3Yd1D05CwbnMy4V6HYwTh0F3fwdYZi8HCqxO5/hWj8CdS95AYKPqng2WiFwwwSEiusrhb/6Hzc98DNVmd5RJISZ4fTIGct2qyH/pS9h/d16sNOKOZui08DUYg/msIFFZwASHiOgi1WbHthdn4OBnvzqVy42qw+uTMQCAvCFvQt133Km+3qj7cft7IyHr+CuVqKzg30YiIgAF5834a8CbSFnnvLGvtmdbGKcMh5pwEvnPfQyRbnbUyTotWn82GnWG3+PpcInoBpjgEFGll7HvOP7sOwE5x846lWva3wavd56CbcnfKJgyF7hiSwZjWADu+HkSwto18nC0RFQcTHCIqFJLWvov/nl0Guw5+ZcLZQlQBZR/9yF/9HTY1+5wOieoWS3csWgyfKtef0V2Iio9HtmLioiorBFCYPdb32Nd34lOyY0UYoL34rehad0AEMIluan2UGfc/dd0JjdEZRx7cIio0rHl5uPf4e/h5C9/u9SJjGwo2xKgnj3vXCFJaP7GMDR6eSAX7yMqB5jgEFGlknMyFX/2nYCM3UedynXD7oG65yiUHYmwvDXPuc7PGx3mjUfMfXGeDJWIbgGHqIio0kj9Zy9+b/OMc3Jj0ME4bSSMLwyEplltl3P8akXjnn8/ZXJDVM6wB4eIKoXEr5Zjy+hPIeyKo0wKC4TXp2Mg14xG/gufw/6/zU7nRN7VHJ1+eA2GIG77QlTeMMEhogpNtdmxdeznSJyxzKlcblyzcPE+u4K8wW9ATTjpVF9/dF+0fPdJyFqNB6MlopLCBIeIKqyCtEys7z8FqX/vcSrX9m4P46THoOw7hoIxn0Ccz3LUyXod4r4cg1pDuns6XCIqQUxwiKhCurDnGP7s8zpyT6Y6levHPATDiPtg/WU9LG9+C1yx35RXRBA6/zwJYXENPB0uEZUwJjhEVOGcXPIPNgx9B/bcApc69cgpFLw1D7YFa5zKg1vWwR2LpsAnOsRTYRKRGzHBIaIKQ6gqdr/xHXa/8Z1TuVwjCtqut8M68zfYl290Oa/GoLsQN/N5aL0MngqViNyM08SJqEKw5eRj/UNTXJIbAJCb1IL27jaAj9G5QpLQYtoItP92HJMbogqGPThEVO5lHz+LdX0nIGPvcadyTZuGUDbvh33J34U9N1c8b6Pz90bH719FlXtaezpcIvIA9uAQUbl2dl184eJ9VyY3Rj2M7z4F79njINeLLSy7Irnxr1MF9278jMkNUQXGHhwiKpeEEEicsRRbx3wOoaiOcikiCF6fjIFcPQr5Yz+FetB5fZvo7rej4/xXoQ/w9XTIRORBTHCIqNxRrDZsfe4zHJr1u1O5plltGKePBqx25A2eAvVgklN9w+cfRPOpj0PWcPE+ooqOCQ4RlSv55zKw/sHJOPfvPqdyXd9OMEwYCmX3ERSM/RTiwhWL9xl0aDvzedR8pKunwyWiUsIEh4jKjQvxR/Bn3wnITTp3uVCrgeHFQdA/0g3WH9fCMvU7wHZ5vymvqGDc8ctkhLaqVwoRE1FpYYJDROXCiZ/XY8Nj70HJtziVSwG+0N7VAgVT5sL241qnupDb6+GORZPgHcXF+4gqGyY4RFSmCVXFrolzsXfqAqdyuWY01HQzRLoZuT1fAgqsTvU1B3dF3JdjoTHqPRkuEZURTHCIqMyyZuViw5BpSF62yblCq4HXF/8H+4bdsLzxrVNyI8kyWrz7BBo81w+SJHk4YiIqK5jgEFGZlHX0DP7s8zrMB5ynecOoBwqsyH9uOtSkqzbSDPBFx/mvIrr77R6MlIjKIiY4RFTmnF27E+sHvAFrRvblQi8DjG+OgGTUI/+ZD12mgJvqVcWdS6bAv3YVD0dLRGURExwiKjOEEDj42a/Y9sKXzov3RQbD69MxkGMjUPDKTJfzqtzTGh2+Gw+9iYv3EVEhJjhEVCYoFis2j/oER+asdCrXNK8D4/TngHwL8h6eAvVQslN9o5cGoNkbw7h4HxE5YYJDRKUuP+UC1j04GWmb9juV6x68A4ZXH4Wy61Dh4n2ZOY46jVGPtl+/gBoD7vR0uERUDjDBIaJSdX7HIfzZbyLyTqVdLtRqYBj3CPQDu8C6YA0s78wH7JcX7/OODsEdiyYjpGXdUoiYiMoDJjhEVGqOLfwTGx9/H8pVa9joH+8J3QOdUTDpG9h+XudUF9qmAe74ZRK8IoI8GSoRlTNMcIjI41RFwa7X52DfuwudK/Q6wGqDdd5K2Dfug7rnqFN1rWE90Oaz0dAYuHgfEV2f7Ik3+eKLL1C9enUYjUa0aNEC//zzz3Xb//XXX2jRogWMRiNq1KiBGTNmeCJMIvIAqzkH6/pMcEluNM3rwOd/70OqGg7kWZySG0kjo9VHz6DtV//H5IaIisXtCc6PP/6IMWPG4NVXX8WuXbvQoUMH3H333UhKSiqy/fHjx3HPPfegQ4cO2LVrF1555RWMHj0aixYtcneoRORmWYdPYUW70Ti1YotLnZKYBPuKTRBpmU7l+kA/dF0xDfWf7cOViYmo2CQhhHDnG7Ru3RrNmzfHl19+6SirX78+7r//fkydOtWl/csvv4ylS5ciISHBUTZy5Ejs3r0bmzZtcml/taysLJhMJpjNZvj7+5fMhyCiW3Z69Xb8PehNWK+YCQVvAwzjBsM6aylE8jmXc0wNYnHnkjfgXzPKg5ESUWko6e9vt/bgWK1W7NixA926dXMq79atGzZu3FjkOZs2bXJp3717d2zfvh02m82lvcViQVZWltNBRGWHEAL7P/oFa3u+4pTcSFEh8P5+AnQ9WkGuEuZyXsx9cbhnwydMbojoP3FrgpOeng5FURAeHu5UHh4ejpSUlCLPSUlJKbK93W5Henq6S/upU6fCZDI5jpiYmJL7AER0S5QCK/4d/h62vzgDQr28MrHm9nrw/mkKJC8D8gZOhrJpn9N5jV95GHcsmgy9v4+nQyaiCsIjDxlfPW4uhLjuWHpR7YsqB4Dx48fDbDY7juTkZJc2ROR5eWfSsfLO53F03mqncl3/u+A162WoiUnIHTAJ6tHTjjqNlwGdfngNzaYMgyR75NcTEVVQbp0mHhISAo1G49Jbc+7cOZdemksiIiKKbK/VahEcHOzS3mAwwGAwlFzQRHTL0rcdxJ/9JiL/zPnLhToNDOMHQ9//Lli/WwXLewuAK/ab8okJxR2LpyC4We1SiJiIKhq3/hNJr9ejRYsWWLNmjVP5mjVr0LZt2yLPiYuLc2m/evVqtGzZEjqdzm2xElHJODr/D/yv81jn5EargdescdD17YSC17+GZdr3TslNWLtGuHfLF0xuiKjEuH2hv+effx6DBw9Gy5YtERcXh6+++gpJSUkYOXIkgMIhptOnT2PevHkACmdMffbZZ3j++ecxYsQIbNq0CbNnz8YPP/zg7lCJ6BaoioKd47/G/g9/dq20K1D+jof145+g7DrsVFVnxL1o9fEoaPT8BwwRlRy3Jzj9+/fH+fPnMWXKFJw9exaNGjXCihUrEBsbCwA4e/as05o41atXx4oVKzB27Fh8/vnniIqKwieffIJ+/fq5O1Qi+o+smTn4++G3cHrVNqdybbdWkIL8YFu4FtZvfneqkzQyWk1/BnVH9uL6NkRU4ty+Do6ncR0cIs8yJybjzz6vI+vQKZc6wwsDIQX5o+CVmc7lwf7otHACIu9o6qEoiaisK+nvb+5FRUT/2an/bcXfD78JW1be5UJvIzTNa0PZsBeWDxcCqvO/oQJvq447Fk+BX/VID0dLRJUJExwiumlCCOz/4CfsGP81cEUnsBQTBq9Px0IKMSG3+/NAboHTeVXvb4/2c1+GztfL0yETUSXDBIeIboo934JNT36IYwvWOpVrWjeA14ejIMy5yH/0TZfkpsnrg9Hk9cFc34aIPIIJDhEVW+7pdKzrNwHntx9yKtcN6grDyw9D2bIf+S98DlwxZKX1NqL93JcQ27ejp8MlokqMCQ4RFUva5gNY98Ak5KdcuFyo08Lw2hDoH+gM69wVsHz4o/PifbHhuHPxFAQ1qVkKERNRZcYEh4hu6Mi3q7DpqelQrZc3vJWC/eH18XOQG1ZH/iszYf9tg9M54R0bo/OPE2AMDfBwtERETHCI6DpUu4LtL81EwieLXeqkyGBIIQHIG/IW1D1HnerqPtULrT58GrKOv2KIqHTwtw8RFcmWnYd1D07G2T92OJVr2t0GZesBqPuOI7fnS4BdcdRJWg1af/Is6j7R09PhEhE54XQGIiqSxsuAqxcYliKD4fXZWGjvvbiX3BXJjSHEhG6r32NyQ0RlAhMcIiqSrNWg44LX4F872lEmzp5H3oMTYP/1H6e2gU1qoueWLxDRsbGnwyQiKhITHCK6JkOgH+5c8gb0DWKhH/0AIEtQjzhvyRD7QEfc/fd0+MaGl1KURESumOAQ0XUZa1eB//yJ0HVrBfg4r0DcdPJQdPrhdeh8uDIxEZUtfMiYiK5JUQW2nM6A8DKg+tEk7MsuXMBP6+uFDvPGoWqvdqUcIRFR0ZjgEFGRhBDYmWrGhQIrOlQJRtDTvZG7+QDStiTgzsVTENioemmHSER0TUxwiKhICedzkJyVj1aRAQj21gMA2n71f7DnFcAYbCrl6IiIro8JDhG5OGnOw8HzOWgY4ocq/pefr9F6GaD1MpRiZERExcOHjInISXqeBTtTzIg1eaFOkE9ph0NE9J+wB4eInHjrtKge4I3GYf6Qrl7pj4ionGCCQ0QAAItdBSTAW6dB03A+Y0NEl+WfSsXRz37C2d/Ww9SsLiCA8O5xiH6oK7TextIOr0hMcIgIALAzNRNWRUXHmGD23BBVYkII5J08iwsb9+DYl78g7/hpp/rzf+8q/POfXTj142q0/vkdaH29SyPU62KCQ0QAgNtC/WFTBZMbokpGCIHcI8m4sGUf0tfvQOrKjcU+N2vvERx842s0eme0GyP8b5jgEFVyJ815iPI1wlfPXwdElYFQVWQfPIkLm/cgY8s+pK7eDGGzF+9cWYZyVxtotu+DlJEFAEhduRENp46CJJeteUv8jUZUiSWZ87AjxYwLJhvqBvvCSyuzB4eoghGqiqwDx3Bh4x5c2LIP5//ZBSWvoPjnB5lgeef/IOXmQa0aCZj8IGb9DN3C/wEArBnZUG12aAx6d32E/4QJDlEllmUt/FfbcXMejpvzIEuAj04LH50GJoMODUP9AAB5NgVGrQyZyQ9RmSeEQM6hJJz/N74wqdm0BzZzTvHO9TZCbVQbSpsmUFs3hnzgKJSOLQCtFgKAdsFyyFv3Qt53xHGOd0x4mUtuACY4RJVao1B/NAjxQ65NQa7Vjpwr/syy2gAU/rL840Qa6gb5om6wLy7kW5GUlQ9ffWEi5KvTwlungUZm8kMVk1BVCEW9QSNx4+sUow2K0QQAZIPOqbfVvOcwtjz0MpSc/OJd4NLb+XhBva0O1MZ1oDRvAFEjBtBcHmpSs3OhnbcUmg07IZ08g6L+ltccM/Cm3tNTmOAQVXKyJMFPr4XfdZ7BaR0VCF+dBgBQoKhIz7PihDkP6hW/jL21GvjoNfDRaRHjb0SotwGKKiAgoC1jY/NUcQghIGx2qHYFwmor/NNmh2qzQ9jtUG0KVJsNwlpYphRYoOZboBRYC8vtKoSiQNgVqHY7hF2BkpOP/FOpyEtORX5yKgpSzgPqDRKcckIY9ZAKrBAArB+8BLVpPad63QdzIO85BLV5g8KempT0a15L0mpQ4+kHEf1AFzdH/d8wwSGi65IkCeE+l7dniPI1IsrXCCEE8u0qcm125FoV5Fz8M6PAimAvHQDgdE4Btp/NxH21w6GTZRy5kAu7EPDVaeCj18JXp4FOw+TnWoQQUPIKYM/Ogz03H/bsXNhz8qDk5MOekwf7lX9m512sy3OpAwq/jCStDFmrvfjfGshaDSSNBpJOW/jnLdYLRYFaYIFisUG1WCFUFbJOB1mngaQr/JlQrTaoFhuEzVb43zY7VOvFZMR6RWJitUO91KbAWpiQFFigWKyAKgAhIC7+Sdcm/HwAjQwpMxv2LnGwjR8B3SffQ21QE2rTepA374buswUQ4cEQVSKgWfEPJADyqdTrXlfSatD+jy/hWyvGMx/kP5BEsfrMyo+srCyYTCaYzWb4+/uXdjhElVqezY7z+TbEXNzPasuZDKTlWmC9ouvHoJHhc0XCUzvIF1pZgl0V0Eio8A89Zx88gdTVm5C1+zBs5hzHUZjM5PMLnG6KCPArfIamSV2ojetC1KoKKTUd8s4EKHd3cLSTDh6HJj4BmtUbIZ88U6xrm5rWRZ1xQxDctolbZkyV9Pc3e3CIyG28dVp46y7/mmkdFQgAsCoqcqx25NoUpz/T8yyoG+wLANiQfB7+Bi2aRwSgwK7gaEYefC8OgfnqNTBoyveMr/xTqTj4xtdI+X1DaYdCRRC+3lBrVYWICIGICAGKeIhW3nMImk3xUMODodx/F7Q/rYSUkQV759sh6tW47vU1v/8FOTkFSsuGUOvXgO67ZQAA2+BeEDdYNE//5UIAgBodBikzGxACao0YWD8e72gjnUmD8ClcYViEh0CtWx2axWug2ZUAec8hSDl5xboPNZ8biPC728K/Yc1y9/eNCQ4ReZxeIyPIS48gr2u3qRvsC93FfyXm21UkZeUh3375OQiNJF1MdDSQJCDc24BaQT7ItynYcy4L9UN84W/QITkrH6m5FgCAJAESAAkSLv2ulgBUNXkj0KjD+TwrUvMsaBBSOHvsWEYuLIp68Typ8AFLCYC4/CxorUAfaGQJp7LyIUlAtJ8XbKqKIxdyHbFe2Qej2uzI2HYA5jWboLmY3Nge6wvNv7sgJx6HWqcalE4tget8mcg7D0CzfT/UqDAod3eAdskfgKrCfk8nqI1qAd5GCC8j5ANHIWVkQa1brXD4Yc1GaFZtgKhTHUqrRhDhIdD+9iegKLD3vhOQZcBuB+wK5IRjhcNAESGQLFZIqeehWf4XEOAHpdPtkFLSIO9MgPD3hdq+GaCohTHLMmC1AbIEERIIKTML0skzkOMTAT9v2Lu2hWZ3IpBhhqhXA2q96oBGA6HRQEq7AOlCJkRwAETNqpC37oF84BhEZCjUxnWgNqoFzb+7IDQaqLc3ggg0AVoNoNVAu/B/hcMw93SA8PeBbsEKyHsSYR0/Amq9GoDRAPlIEoRRD1E71vnn8aX3AQDWd1+AvOMAtPN+A0x+sE4Z5WgjnTwDERwAXJF8yA1rARKg1oqF/aEeQEYWNNv3QVSvAvtdbYAgE5CeASk3HyI2yuk9hU4Led8R2B/oWpgMFVih+WcH1KZ1oTatX/ieJwpXEBbVop3Oze98e2HC5XdxM1xFheHZNy/HtTsRhuffgfD3gdK8ATS7Ex1r1txIYOtGCL+7LcK7xcG7akSxzimrOERFROWGogrk2uzIsSqOPy2KCgGBUG8DagX6IM+mYGdKJhqH+cPfoMPRjFycyi5wzGARKBz1ERfTDiGARqF+iPA14qQ5D4cv5KJL9VAAwD/J55FtsReec7HxpV+Yl5KdbtXDoNfI2HomA7IkoWVkYY/T2hPpTu0AQM23wJaVC9gVSEeTYHj9UwBAwffvQPP3dshb90Lp0R5K17ZOn1tKToGIufhlY7ND99XPECEBsPe/+8Y3LT0DCCnsOcP5TBhe/xSWKc8CIQHXP+/Sv/AvfaFnmGF44X1YZr9x4/dUFECjcbyU/94OOeEY7E8+dONzr6L78FsonW+H2rxBYYHVVngUY2sAw8Mvwfb0QKjtmgEANCs3AFoNlC5x1z1PSjoLwzNvQAT6w/LVZGjn/grdz6ugdGgB66RnrnuuZvEa6D//AWq9GrB8/hoMj78O+fhpWMcOgdKzU9EnKQqQb4F+yhfQ7DgA+z0dobRvDsMr0ws/8qhBgJcRKLBAsliBAitQYIGIDIWUkwvpSDI0f2+HJATU2ChIuXmQ0jNveH8AwKdGNILaNkFQm9sQ0rEZ9EGltw9dSX9/M8EhInKzrP1HcWDCDGRs2edSpzSqDduoQS69CrDagNw8aH//G7o5S6BGhcE2sj90Xy6EfDatcJ2S6tGQcvOBvHxIuQWFf+blAzn5kPIKgOxcSEXM/hE6LaDVFk4H1mou9qDIhUmJRgNoZMdzGWqNKoDFCvn0ucI1Um6rU3jepXO0msvnKUphT0/8QQhZhtq8PuSjyYW9SLFRUGtUgWRXCnuJrPbCL3ZVLUz4FKXwSzkrB/AyQPh4Q8owAzalMGhZKow5v6CwE83LWBjHlV1xkC530wFAVg4kVRQO+cgSpKxcCEkCggMgJFw8V3L0yl28O5DsCqQL5sJXQSYgrwBSgaXwvl2ZWAlxOWO+eC6stsJZSrIMeBkK41UFhF5XeI+ubCtQeM/sSnF+jEqEzuSL4I7NEdKpOUI6NodXVKjH3vtGmODcABMcIiorrBfMOPTuPCQvWFnkNGMRHICCBe9COpIE3TeLIZ1JK0xY8gsgFXPpfKLr0fh6Iej2hghs3QjB7ZrC1LgWpCt618oSPmRMRFTGqTY7kub9jsMffg/7VSvICr0Oyr2doFm2DtL5TBhGT4V06ASkivVvzXJBNuggXZz2Ll+c+l447V0DQ3AAvGIi4F01HF5VwqEL8r+5h2yLaisEdj5ejCG+WxDcrgmMUaHwq18dQW0bw79+9TKb0LibWxOcjIwMjB49GkuXLgUA9OrVC59++ikCAgKKbG+z2fDaa69hxYoVOHbsGEwmE7p06YJp06YhKiqqyHOIiMqS9H92IWHiDOQcSiqyXkSGwvZ4P0hHk6DZcwhy4vH/9D6SVgOtrze0ft7Q+nhB6+cNjY/za62PFzS+XpC0GgibcnlBO5sdQlEh7ArExcXtVEVxtLlRfeGieIV/CkVxLLQnazWQDfqLR+FKu4UL79mg2hRACMh6HWS99uKfOkgX/5S1Gkh67cV1c7SQdFrIlw6jARqjHrJRD41RD8gXZ9DJEiRZdrSXtJrL6+5otZB0Gsf1ZL0WklZ78ToGl5WAPSX6gbsAjQytlxGylwEaLyM0XgZovC/+eem/jYYiy2WjAbK2ciYsN8utQ1R33303Tp06ha+++goA8MQTT6BatWpYtmxZke3NZjMeeOABjBgxAk2aNEFGRgbGjBkDu92O7du3F+s9OURFRKUhLykFB6fMQurKjS51amwU7P26Qvfx95AUBcLfB1JWrks779hIhHZpBUNoEHQmH2j9fKD19YLW1xuai39eOkrrC5rIXcrNMzgJCQlo0KABNm/ejNatWwMANm/ejLi4OBw8eBB169Yt1nW2bduGVq1a4eTJk6hateoN2zPBISJPsucV4NhnP+L4zEVQLTanOuHrDduQ+6H0vgPS2TTox30E+WyayzX8GtZAgylPIah1I0+FTVTmlJtncDZt2gSTyeRIbgCgTZs2MJlM2LhxY7ETHLPZDEmSrjmsZbFYYLFYHK+zsoo315+I6FYIIXD21/U4+NZsWFLOO9fJEpR7OsH2WB9Aq4X260XQLl7jMltGF+SPOi8NQczA7pX2OQkid3FbgpOSkoKwsDCX8rCwMKSkpBTrGgUFBRg3bhwGDRp0zWxu6tSpmDx58i3FSkR0M8x7jyBhwpfI2HbApU65rU7htO9aVaFZuQG6r39xWWRN0sioOvQ+1B77MHQBfp4Km6hSuenNJCZNmgRJkq57XHpepqjxYSFEscaNbTYbBgwYAFVV8cUXX1yz3fjx42E2mx1HcnLyzX4kIqJisaRnYu+LH2PjPaNdkhsBwPrycFinjwOsNhiefgP6975xSW6COzZDuzVfoMHkkUxuiNzopntwRo0ahQEDBly3TbVq1bBnzx6kprruRpqWlobw8PDrnm+z2fDQQw/h+PHj+PPPP687FmcwGGAwGK5ZT0R0q1SbHSe/XYYjH86H/aqHg4VeBwgByWaHdDQZumlfQ/PHJpdp316xEag/4QmEdWvDh4OJPOCmE5yQkBCEhITcsF1cXBzMZjO2bt2KVq1aAQC2bNkCs9mMtm3bXvO8S8nN4cOHsW7dOgQHB99siEREJSbtrx1ImDQTuYdde4eFVgPLrMnQ/LEZuu+WQvfLapc2Gm8jaj7bH9VG9C2c4kxEHuH2aeJnzpzBzJkzARROE4+NjXWaJl6vXj1MnToVffr0gd1uR79+/bBz504sX77cqacnKCgIev2NfzlwFhURlYTcE2dwcMosnFu92aVOrR4N6VQqJJsd9i5xkA8chXzmnEu7qL53ou74YTBG3vgfhUSVXbmZRQUA8+fPx+jRo9GtWzcAhQv9ffbZZ05tEhMTYTYX7vlx6tQpx6KATZs2dWq3bt06dO7c2Z3hEhHBnpuPo58sxPFZiyGsztslCH8f2Ib2gdKzM3Rf/ADtr2uh/WOTyzX8G9dGgykjEdiygafCJqKrcC8qIiIAQlVxZvE6JE79BpbUC851sgzlvs6wDb0fkGVov1sK7a9rXaZ960MCUOfloajSvysk+abncBBVauWqB4eIqDzIjE9EwoQZyNx50KVOaVoPtmcGQVSLKpz2/c1i12nfWg1iH+uNWmMGQefv46mwieg6mOAQUaVlScvAoWlzceqnNcBVndlqeDBsI/tD7dgS8v4j0D/zJuRDJ1yuEdK5JepPegK+tWI8FDURFQcTHCKqdFSrDSfnLMWR6Qtgz84rso1yVxuoDWpC9/ZX0KzdjKsndnvHRqL+5CcRelcrTvsmKoOY4BBRpZL25zYkTP4KuUdPudQp7ZtDjQyF7udV0P68CtrFf0AqsDi10fh4oeboAaj2+P3QGDjtm6isYoJDRJVC7rHTSJj8FdLWbnWpEwAkFE7/FrHRha9tdsDmPIsq+oG7UGf8YzCGB3kkZiL675jgEFGFZsvOxdGPF+LE7F8hbFdP+/aF7bE+kDJzoJu7BNrvl7usQAwApiZ10OCNpxDQvJ6nwiaiW8QEh4gqJKGqOL1oLQ5NnQPLuQznOo0GSq87YBvSG5Ak6L7+BQBckht9aCDqjh+G6Afu4rRvonKGCQ4RVTiZOw/iwIQZMMcnutQpzRvA9sxAiKqR0Kz4G7pvlkAyZzu1kXRaVBt+P2o+NwA6P077JiqPmOAQUYVRkHoBh6bNwemf/3CpUyNDC6d9t28Oee8h6J+aAvlIkku70Ltaof7EEfCpUcUTIRORmzDBIaJyT7FYcXL2bzjy8Q9QcvNd6xvUhPWDlwBzNnRvzoBm3VaXad8+NaJRb+ITCLurlWeCJiK3YoJDROWWEAJpa7ciYdJXyDtxxrkOgKgdC/nwSciJJ6CdvQja5eshFVid2ml8vVBrzCBUe6w3ZL3Og9ETkTsxwSGicinn6CkkTJyJ9PXbi6xXusTB9tJjMDwyDvK589D9stqlTXT/rqj78lAYwjjtm6iiYYJDROWKLSsXR6YvwMlvfoO4arNLEeAHpUk9aP/aBs36rZDOnYd87rzLNQKa10P9KSMR0LSuh6ImIk9jgkNE5YJQVZz6aQ0OTZsLa3qmc51GA+X+O2F7tDdgs0GzZQ+kAgs0ew45tTOEB6Hu+McQ1fcOTvsmquCY4BBRmZexIwEJE76EefdhlzqlZUPYnh4IUSUCmuXroZv7q8v2CpJei+oj+qLms/2h9fX2VNhEVIqY4BBRmVWQch6Jb3+DM4v/dKlTo8Jge6o/1LbNIMcfhP7NmZCPJbu0C+vWBvVeHwGf6lGeCJmIyggmOERU5igFVpz4egmOfrIQSl6BU53QaWF/tDfsD3SDlJEF3ZQvoflrm+u071oxqD/pSYR2buG5wImozGCCQ0RlhhAC59ZsQcLkmcg/meJch8INMaEoUG+rA+2C36H9aSUki/O0b62fN2o9/whih94HWcdfcUSVFf/2E1GZkHM4CQmTZiL9r50udSLQH9bJo6D7bAHkQyegHzvNdVNMSUKVAd1R5+UhMIQEeCZoIiqzmOAQUamymXNw5KP5ODl3meu0b6O+cGE+cw6k1POAVDgQdXVyE9CyARpMGQlT49oei5uIyjYmOFSmWBUVe89loUGIH7x0mtIOh9xIKApOLVyNQ+9+C+t5s3OdVgN7ny6wP9wThhfeg3wkCfq3ZrpcwxAejHqvDUfk/Z0hSVc/hUNElRkTHCpTDl3IwansAjQM9SvtUMiNLmzdh4QJM5C176hLndLqtsJp31Gh0CxdV9hzcxXZoEP1J/qixqj+0Pp4eSJkIipnmOBQmVLV3wsmgw5GLXtvKqL8M2lIfOsbnP1tvUudGh0G29MDobZpAnnnAegnfQ75xGmXduHd41Bvwgh4x0Z6IGIiKq+Y4FCZIYSAv0EHfwM3PKxolAIrjs9chGOf/Qgl33kRPuFthP2R+2Dv2xXS+czCxOafHS7Tvn3rVEX9ySMR0qGZ5wInonKLCQ6VCdkWO7acyUCb6ED46vljWVEIIZC6ciMOTpmF/OTUIttYxz0OtUVDaL9fVjjt22pzqteafFH7+UdQ9dF7Oe2biIqNvy2obJCAAKMOXhyaqjCyE08iYeIMnN8Q71Kn1qsBqCrkQyegm/UL8Ol8yGkZzo0kCTEP343aLw6GITjAIzETUcXBBIfKBD+9Fi0jA0o7DCoBtsxsHP7geyTNWw6hqC71AoD1mYGQT6VC/87XkJNTXNoEtm6EBlNGwr9hTQ9ETEQVERMcKlVCCOxKzUKMvxGh3obSDodugVAUJC9YiUPvzoMtI8u5TqeFvV9XyHsOQXPgKAwTPgXM2S7XMEaGoN7rjyPivo6c9k1Et4QJDpWq1FwLTpjzEOXL5KY8u7B5Lw5MmIHsA8ecygUANa4JbCMHQESGQDfjR+DAUUhXJUCyQY/qI/uhxjMPQett9GDkRFRRMcGhUiOEwP70bIR46RHuwwSnPMo/fQ4H35yNlGV/u9SpMRGF075b3QZ5x37oJ3wK+eQZl3bh97RDvddHwDsm3BMhE1ElwQSHSk1yVj7MFjs6Vw3mcEQ5o+RbcGzGLzj2+c9QC66a9u3jBfvgXrD3uQvSuYzCxObfXa7TvutWQ4MpTyK4XVOPxU1ElQcTHCpSRoEN53ItqB7gjSyLDaeyC9A03AQAOHg+G3k2FYUDEIX0GhleWg28dBp4azXwN2ghX5W0CCGQbbUjNdeCc3lWpOVZEOlrQJCX3pMfjW6BEAIpv29A4ptfI//UOZd65fZGsL48HDAaof32N2h/XgXJZndqozP5ovaLjyLmkXsgc9YcEbkJExwqUp7Njv3p2Ug8nwO9RoaAcCQ42VYF2dbCLy0JhWmOTVGRb1egXsx5etYKh14jIT7VDJ0so2GoH87n2/B38nnIEhDipUeDED9UM3mXzgekm5Z14DgSJs7AhU17XOoubYoppWVAs30/dF//Aik907mRLKPq4HtQ+4XB0Af6eyZoIqq0JCGu2pa3nMvKyoLJZILZbIa/P3+J3ooCu4IjGbk4npkHuypQ1d8LtYN8rrnSsBACFkVFnk1BoFEHSZJw+EIOtLKM6gHeUIVAWp4VIV56aGQOSZUX1owsHH7/OyR9twJQXad92/r3gNK9PQwjJkJSlCKuAATFNUb9ySPh36C6u8MlonKqpL+/5RKI6ZoyMjIwePBgmEwmmEwmDB48GJmZmcU+/8knn4QkSZg+fbrbYqRrM2o1aBTqjx41wtAw1A+peRb8cSIdm05fwIV8q0t7SZJg1GoQ5KV3PFNTO8gX1QMKe2lkSUK4j4HJTTmh2hWcnLsMf3d4HEnfLndKboROCzUyFACg2bYP2l9WAcI1+TFGh6HpjFfQ6qdpTG6IyKPcOkQ1aNAgnDp1CitXrgQAPPHEExg8eDCWLVt2w3N//fVXbNmyBVFRUe4MkYpBp5FRJ8gXNQN8kJydj0MXcvB38nncXTMcBo1bc2QqJef/3Y2EiTOQffCEU7kAoLZrBtvI/kBuPgwjJ0M+dgrysVNO7WSjATWefhA1nuoHjRenfROR57ktwUlISMDKlSuxefNmtG7dGgAwa9YsxMXFITExEXXr1r3muadPn8aoUaOwatUq3Hvvve4KkW6SRpZQzeSNWH8vmC12GDQy7KrAxlMX0CjUjw8LVwD5p1Jx8I2vkfL7Bpc6NTYKtqcHQG3ZCPLWvdB9udBlZhQARNzXEfVeGw6v6DD3B0xEdA1uS3A2bdoEk8nkSG4AoE2bNjCZTNi4ceM1ExxVVTF48GC8+OKLaNiw4Q3fx2KxwGK5PE01KyvrOq2pJEiShABj4XM4VkWFTiM5enLS8yzw0WnhpePsmPJEyS/Asc9/xrEvf4FqcR5+FL7esA3pDaX3nZBS0qF/7WPIm3a7JDd+DWqg/uQnERzX2HOBExFdg9sSnJSUFISFuf4LLiwsDCkprnvPXPLOO+9Aq9Vi9OjRxXqfqVOnYvLkyf85Tro13joN4qKDABQ+ZByfmoVsqx3RfkbUCvRhr04ZJ4RAyrK/cfDN2Sg4k+ZcJ0tQ7ukI27C+gEEH7TeLoV20xnXad4Af6rw8BDGDekDSMLElorLhph+gmDRpEiRJuu6xfft2AChy8TYhxDUXdduxYwc+/vhjzJ07t9gLv40fPx5ms9lxJCcn3+xHohIiSRI6VQ3GbWH+yCiwYX3SeRy6kFPaYdE1ZO0/ii0PvIT4p6e5JDcAIMJDYHtmEDRb98I45BXoFv7PKbmRNDJih96Hjv/MRtXB9zK5IaIy5aZ7cEaNGoUBAwZct021atWwZ88epKamutSlpaUhPLzoJdn/+ecfnDt3DlWrVnWUKYqC//u//8P06dNx4sQJl3MMBgMMBi7zX1boNDJqBfqgZoA39qZl40B6NiJ8DNecWk6eZ71gxqF35yF5wUqXad8iOAC2AXdD99XPkM+mwTj4Zdf1bAAEt2uC+pNHwq9eNc8ETUR0k246wQkJCUFISMgN28XFxcFsNmPr1q1o1aoVAGDLli0wm81o27ZtkecMHjwYXbp0cSrr3r07Bg8ejGHDht1sqFSKJElCwxA/pOYWYEeKGZ2qBrusbEyepdoVJM1bjsMffA+7ueieNeFlhNquOcTKDZCOJrskN14x4ag3YQTCe7Tl9hpEVKa57Rmc+vXro0ePHhgxYgRmzpwJoHCaeM+ePZ0eMK5Xrx6mTp2KPn36IDg4GMHBwU7X0el0iIiIuO6sKyqbNLKE5hEB+CvpPI5cyEWdYN/SDqnSSt+wCwkTZyIn8aRTuQCgtm8Oe687oH/1Y8inUmAYPM5lwT6NlwE1RvVH9Sf6QuPFHlMiKvvcug7O/PnzMXr0aHTr1g0A0KtXL3z22WdObRITE2E2m90ZBpWiYC89agX64IQ5D7WCfNiL42F5SSk4OGUWUldudKlTq0XD9sxAqM0bQN68G/DxAjKzXZKbyN6dUffVx+AVFeqpsImIbhm3aiC3U1QBVQjouCigx9jzCnDssx9xfOYiqBabU53w8ymc9t3rDkhn06D7/Adotu51uYZ/o5qoP2Ukglo18lTYRFSJlfT3NzfbJLfTyBIURSAtz4KQK7ZxoJInhMDZX9fj4FuzYUk571wnS1Du7QTbsD6AVgvtrF+gXfIHJLtzj40uyB91Xx6KKgO6cWYUEZVbTHDII87kFGBXihn31AyDQcsvTXcw7z2ChAlfImPbAZc6IUmwTh8PtWEtaFZuKNztO8N5UUxJI6Pq0PtQe+zD0AX4eSpsIiK3YIJDHhHr74Ugo47JjRtY0jNx6J1vcWrhKuCqEWc1LAhSVi6kAgs0y9dD98VCyAePuVwjuGMz1J/0JPzqxHoqbCIit2KCQ253aXFHroVTslSbHSe/XYYjH86HPSvXpV4Y9bDMnATtojXQfb8M2tWuDxp7xUag/oQnENatDYcOiahCYYJDbnfCnI+krHx0iAniLKoSkvbXDiRMmoncw84rdxfu9t0c8vZ9kAqs0L85A/IB1x4bjbcRNUcPQLXH+0Bj5HYaRFTxMMEhtzudnQ9ZApObEpB74gwOTpmFc6s3u9SpNaoUTvtuWh+6qV9B+8dmaHa4Po8T1fdO1B0/DMbIGy/YSURUXjHBIbey2FWk5VnRJJxT9m+FPTcfRz9ZiOOzFkNYnTe7FP4+sA3tA6VnZ0inU6F/+QNotu93uYZ/49poMGUkAls28FTYRESlhgkOudWZnAIIAFG+xtIOpVwSQuDM4nVIfHs2LKkXnOtkGcp9nWEbej8gy9DN/BGaX/90WahPHxKAOuOGospDXSHJXIuIiCoHJjjkVqez8xHqrYeRs6dumnn3IRyYMAOZOxJc6pTGdWB79hGIalGF075nL4KUme3URtJqEPtYb9QaMwg6fx9PhU1EVCYwwSG3cQxPhXF46mZY0jJwaNpcnPppjcu070vUutUh5eVD//QbkA+fdKkP6dwS9Sc9Ad9aMe4Ol4ioTGKCQ27jGJ7y4/BUcahWG07OWYoj0xfAnp3nUm8bcDfg4w3d7EXQLloD/LwKVz+27V0tCvUnPYHQu1px2jcRVWpMcMhtTmcXIMSLw1PFkfbnNiRM/gq5R085lQsA0Gog2RVINjuEvfABY0lVndppfLxQ67mBiB3eGxoDp30TETHBIbcQQsBXr0GQkYv7XU/usdNImPwV0tZudalTa1WF7ZmBkBOOQffVz4W9NkWIfuAu1Bn/GIzhQe4Ol4io3GCCQ24hSRKahptKO4wyy5adi6MfL8SJ2b9C2K6e9u0L22N9oNzbCVJyCuQipnwDgKlpXTSYMhIBzet5ImQionKFCQ65RUpOAQKNehi0nJZ8JaGqOL1oLQ5NnQPLuQznOo0GSq87YBvSG5Ak6L5cCM1v61ynfYcGou4rwxDd7y5O+yYiugYmOFTi7KqKzWcycFuoP2oGcnryJZk7D+LAhBkwxye61CnNG8D2zECIqpHQrPgbum+WQDJfNe1bp0W14fej5nMDoPPjfSUiuh4mOFTitLKMHjXCoOEsHgBAQeoFHJo2B6d//qPIeqV1Y1jfHgN57yHon5oC+UiSS5vQu1qh/sQR8KlRxd3hEhFVCExwqMQJIThzCoBiseLk7N9w5OMfoOTmO9UJowFqiwbQ/LsL8rZ90L/2CeRN8S7Tvn1qRKP+pCcReuftnguciKgCYIJDJcquqvjjRDqah5sQ5mMo7XBKzbm1W5EwcSbyTpwpsl7pEgfbyP4wPvwSJHM2NJvineo1vl6oPfZhxA7rBVnPmWhERDeLCQ6VqJRcC/JsCnx0lbMHJ+foKRycNBNp67a71Km1Y6HeVhvaxX9A879/IG/d6/KcDQBE9++Kui8PhSGM076JiP4rJjhUos5kF8Bk0MJHX7l+tGxZuTj68QKcmP0bhN151pMI8IPtsb5Q7u4A6fhpaJath2SzQzp33qldQPN6qD9lJAKa1vVg5EREFVPl+hYit1JUgZRcC2pXoplTQlVx6qc1ODRtLqzpmc51Gg2U+++E7dHegKpC99mCwuTmqlWIDeFBqDv+MUT1vYPTvomISggTHCoxaXkW2FVRafaeytiRgIQJX8K8+7BLndKyIWxPD4SoEgHN8vXQzf0VUlaOUxtJr0X1EX1R89n+0Pp6eypsIqJKgQkOlZgzOQXw0WngX8GHpwpSziPx7W9wZvGfLnXCxwvWlx+H2q4Z5N2J0L85E/KxZJd2Yd3aoN7rI+BTPcoTIRMRVToV+5uIPEYIgbM5FlT196qwu1grBVac+HoJjn6yEEpegVOd0Gkh2exAXgGgKNBN+RKav7a5TvuuFVM47btzC88FTkRUCTHBoRKRnm+FRVERXQGHp4QQOLdmCxImz0T+yRSXejUqDJaPXoZ+8hfQHDgKw+QvXNpo/bxR6/8eQeyQ+yDr+NeOiMjd+JuWSoQQQISPAYEVbPfwnMNJSJg0E+l/7XSpU8ODIaeeh5SSBu3qjZDSM1wvIEmoMqA76rw8BIaQAPcHTEREAJjgUAkJ8zFUqIX9bOYcHPloPk7OXeY67TvQH7bHH4DStS0Mz0yBfDgJutmLXK4R0LIBGkwZCVPj2p4Km4iILmKCQ7cs12qHRVERaNSV++dvhKLg1MLVOPTut7CeNzvXaTWw9+kC++Behc/ZfPo9pKOnXK5hiAhGvVeHI/L+zuX+fhARlVdMcOiWHTfnIcmcj7trhpV2KLckY9t+HHj9S2TtO+pSp7S6rXDad1QoNEvXQfftb5Cyc53ayAYdqj/ZDzWeeQhaHy9PhU1EREVggkO3rEGIH6qZvMttb0X+mTQkvvUNzv623qVOrRIO21MDoLZpAnnnAegnfQ75xGmXduE92qLe64/DOzbSAxETEdGNMMGhWyKEgCxJ8C2Ha98oBVYc/2oRjn36I5R8S5FtbKMfgYgOL0xs/tnhMu3bt24s6k96EiEdmrk/YCIiKrby961EZcr+9Gzk2RS0igos7VCKTQiB1JUbcfCNr5Gf5DztW0gSlG5tIZ1Ng2bPIejfnQ1k5UKy2pzaaU2+qP1/j6Dqoz0hayvnxqJERGUZExz6z4QQOJVdgHDv8jN7KjvxJBImzsD5DfFFNxACyt0dIO85BM2eQ5Cu2l8KkoSYh+9G7RcHwxAc4OZoiYjov3Lrzn4ZGRkYPHgwTCYTTCYTBg8ejMzMzBuel5CQgF69esFkMsHPzw9t2rRBUlKSO0Ol/yDTYkeeTSkXi/vZMrNx4PUv8W+3p12SGxFkgvXl4VCa1IUEQP/i+9B9s9jlGoGtG6Hdyk/RaNqzTG6IiMo4t/bgDBo0CKdOncLKlSsBAE888QQGDx6MZcuWXfOco0ePon379hg+fDgmT54Mk8mEhIQEGI1l/0u0sjmdnQ+9RkKIt760Q7kmoShIXrASh96dB1tGlnOdTgt7v66wP3wfYLVB8+8uACjccuEKxqhQ1HttOCLu61huH6QmIqpsJCGEcMeFExIS0KBBA2zevBmtW7cGAGzevBlxcXE4ePAg6tatW+R5AwYMgE6nw3fffVes97FYLLBYLj8gmpWVhZiYGJjNZvj7+9/6B6EiCSGw+ngaQrz1aBERUNrhFOnC5r04MGEGsg8ccyoXANS4JrCNHAARGQLNr39CN+83SDl5Tu1kgx41nnoANZ55EBovJthERO6UlZUFk8lUYt/fbhui2rRpE0wmkyO5AYA2bdrAZDJh48aNRZ6jqip+//131KlTB927d0dYWBhat26NX3/99ZrvM3XqVMcQmMlkQkxMTEl/FCpClsWOXJuCaN+y98Wff/ocdj01FVseeMkluVFjImCdOhbWN5+DlJoOw4iJ0H/xg0tyE35PO3RY/xVqvzCYyQ0RUTnktgQnJSUFYWGuC7+FhYUhJcV1w0IAOHfuHHJycjBt2jT06NEDq1evRp8+fdC3b1/89ddfRZ4zfvx4mM1mx5GcnFyin4OKdjqnADpZKlPbMyj5Fhz+aD7+7vQEUpb97VJv794elq+nQFSJgH7Cp9C/9AHkk2ec2vjWrYZWP05D869eg3dMuKdCJyKiEnbTz+BMmjQJkydPvm6bbdu2AUCRzysIIa75HIOqqgCA3r17Y+zYsQCApk2bYuPGjZgxYwY6derkco7BYIDBUHa+ZCuL09kFiPQ1Qi4Dz6QIIZDy+wYkvvk18k+dc66TJIjQQMjnLkDefwTab5dC+/NKl+dsdCZf1H7xUcQ8cg+nfRMRVQA3neCMGjUKAwYMuG6batWqYc+ePUhNTXWpS0tLQ3h40f8yDgkJgVarRYMGDZzK69evjw0bNtxsqOQmiioQYNQhxr/0tyPITjiOAxNm4MKmPUXW254eALVVYxiGvQr5VArkBcudG8gyqg6+B7VfGAx9IJ/ZIiKqKG46wQkJCUFISMgN28XFxcFsNmPr1q1o1aoVAGDLli0wm81o27Ztkefo9XrcfvvtSExMdCo/dOgQYmNjbzZUchONLOH2yIBSjcGakYXD73+HpO9WABd7/i4RIQEQgf6QDydB+9s6iPXbIF3VBgCC4hqj/uSR8G9Q3VNhExGRh7htmnj9+vXRo0cPjBgxAjNnzgRQOE28Z8+eTjOo6tWrh6lTp6JPnz4AgBdffBH9+/dHx44dcccdd2DlypVYtmwZ1q9f765Q6SadyS5AqLceOo1bl1EqkmpXkDz/fzj83jzYMrOd6oROC/uD3WEfdC/kI0kwjJkG+VQKcNWG38boMNR7/XFE3Nue076JiCoot66DM3/+fIwePRrdunUDAPTq1QufffaZU5vExESYzWbH6z59+mDGjBmYOnUqRo8ejbp162LRokVo3769O0OlYsqzKdh8JgOtowI9vsDf+Y17kDDhS2QfPOFULgCo7ZrBNrI/RFgQtEvWQvvdUpfzZaMBNZ55EDVGPgCNF5/bIiKqyNy2Dk5pKel59OQqz6bAoJGhkT3T+5F/KhUH3/gaKb+7PoelxkYVPmfTshHkrXuh++IHyMmus/Qi7uuIeq8Nh1e068w+IiIqfSX9/c29qOimCCHgrfPMLCMlvwDHPv8Zx778BarF6hyHjxdsQ+6Hcv+dkFLSoX/tY8ibdrvs9u3XoAbqT34SwXGNPRIzERGVDUxwqNhyrXb8nXwBcdGBCDDq3PY+QgikLPsbB9+cjYIzaUW38fWGcmdraL9ZDO2iNa7TvgP9UeelRxEzqAckDad9ExFVNkxwqNhO5xTAoijw1bsvYcjafxQHJsxAxpZ9LnVqjSqwPdYX+jdmQE49D+PAF1wSG0kjo+qjPVHr+UegD/RzW5xERFS2McGhYjudXYAIHwO0csnPnrJeMOPQu/OQvGCl67RvWYKkCiDfAvh6QwT6Q0pJd0lugts3Rf1JT8KvXrUSj4+IiMoXJjhULHk2BRkFNtQq4fVvVLuCpHnLcfiD72E35zjVCb0O9ge7Q7mjFQxPvwH5bBoMY6a5XMMrJhz1JoxAeI+2nPZNREQAmOBQMZ3JLoAsAREluPdU+oZdSJg4EzmJJ53KBQC1ffPCad8hgdAuXgMUMWNL42VAjWf7o/oT/aAx6kssLiIiKv+Y4FCxnM7JR5i3oUQW98tLSsHBKbOQutJ1V3m1WjRszwyE2rwB5M27oR/3IeRTrlt+RPbujLqvPgavqNBbjoeIiCoeJjh0Q/k2BefzbWgRYbrla51d+hf2PP8R1AKLU7nw84FtSG8ove6AdCYN+vEfQbN1r8v5/o1qov6UkQhq1eiWYyEiooqLCQ7d0JmcAkgAIn1vbeXi04v+xJ4x7wNXrS0pNBpYZkyE8POBdtYv0C75A5JdcWqjC/JH3ZeHosqAbpz2TUREN8QEh25IJ0uoHuAN/S0MT51d/g/2jP3AKblRbqsD+VgypNx86D7+DvLhk5AyspzOkzQyYof1Qq2xD0Nn8v3P709ERJULExy6oaomb1S9hdGp1DWbsXvUO07Tv9XQQFinjoXum8XQLl5T5HBUcMdmhdO+63AneSIiujlMcOi6MgqskCUJJsN/W7k4/e+d2PXkWxBXDDkJAHJaBgyPvw4p9bzLOV6xEag/4QmEdWvDad9ERPSfMMGh60pIz4EiBDrEBN/0uec37cGOx6ZAWC8vyGe/pwPUJvWge2c25JR0p/YabyNqjh6Aao/34bRvIiK6JUxw6LpaRwXCoqg3bniVjB0J2DF0ktNsKXuXNrCNHQLNsvUuqxVH9b0TdccPgzEy5BYjJiIiYoJD1yGEgEaW4C3f3Kwl894j2D74dSi5+Y4ypWML2F56HJpV/0L36XynXb/rTRiB6k/0LaGoiYiIgJLfVIgqjM1nMrA/LevGDa+QnXAc2wa+AntWrqNMadME1lefhGb9Vug+nAvpiplUtV96lMkNERGVOCY4VKR8u4KUHAuM2uL33uQcScbWga/AlpntKFNaNIB14tOQN+2G7p3ZhZtmXlTz2f6oNXpgicZNREQEMMGha0gy50OWgBh/r2K1zz1xBlv7j4c1PdNRpjSuA+uUZyHvPAD9mzMgKZdnUlUb0Qe1XxpS0mETEREBYIJDRRBC4IQ5D9F+XsVa3C//9DlsGzAeliumfAsAthEPQN5/FPpJnzutTFz10XtRb8IITgEnIiK34UPG5CItz4pcm4IWEd43bFuQch5b+49H/qlzjjIBQAJgePUTwGqFZLs8TTy6f1c0ePNpJjdERORW7MEhFyfMefDTaxHsdf3F/Szpmdg6cDzyTpxxlKnVomGdPh4iJABSVg6kAqujLrJ3J9z27nOQZP7YERGRe/GbhpxY7CrO5BSgmsnrur0s1oxsbBv4CnIPJ19VYQOycoArEhsACO/RFo2nv8CNMomIyCM4REVOkrLyAABV/a89PGXLysX2R15FdsJxR5kaHgwpJw/ymXMwTPjUqX3oHS3R5POXIev440ZERJ7BHhxyEmDUoWGIHwzaon807Ln52DFkAsy7DzvK1LAgWD98GbbnBru0D27XBM2+eg0aA7deICIiz+E/qclJqLcBod6GIuuUfAt2DJuMjG0HHGUiOADW914EhIB21s9O7QNbNUTzOZOg8Sr6ekRERO7CHhxyOJKRi3O5liLrFIsVO0e8iQsbdzvKRIAfLO+9AOh10L/wHuS0DEedqUkdtPh2MrTeRrfHTUREdDUmOASgcO2bM9kFuFBgK7L+8HvfIX399svtfbxgmfY8hJ8P9C++57QzuF+DGmj5/ZvQ+fm4PW4iIqKiMMEhAIAkSehYNRh1g4pOSmo88xBMTWoDAIReB+uboyEiQmB46X3Ip1Id7XzrVMXtP7wFfaCfR+ImIiIqChMcAgBkFtgghLjm1HB9oB9u/2EqTK0awfr6SKh1qkH/ynTIx0872nhXi8LtP0yFITjAQ1ETEREVjQkOIddqx58n05F6jedvLtH5+6DFvMnQm3yhn/Q5NAeOOuq8qoSh1U/TYAwPcne4REREN8QEh5CWX7goX5DXtadyCyGQb1Ng8PVG97tbI9zn8sPDhohgtPpxGryiQt0eKxERUXEwwSGk5VoQYNBdd2PNE+Z8/HEiDQV2BRovA5rPfh1h3eOgDw1Eqx+nwTs20oMRExERXR/XwankhBBIy7Mixt/ruu2q+BmhkQCjtnCrBY1Bj2YzXkHBmTQmN0REVOa4tQcnIyMDgwcPhslkgslkwuDBg5GZmXndc3JycjBq1ChUqVIFXl5eqF+/Pr788kt3hlmp5VgVFCgqwnyKXozvdHYBcqx26DQyqpqct2+QdVomN0REVCa5NcEZNGgQ4uPjsXLlSqxcuRLx8fEYPNh1Of8rjR07FitXrsT333+PhIQEjB07Fs8++yx+++03d4ZaaZ3Ls0ACitw5PCWnAFvPZOBYZp7nAyMiIroFbktwEhISsHLlSnz99deIi4tDXFwcZs2aheXLlyMxMfGa523atAlDhgxB586dUa1aNTzxxBNo0qQJtm/ffs1z6L9Ly7MiyEsHrez8o5CeZ8WWMxmI8DWgUSjXtCEiovLFbQnOpk2bYDKZ0Lp1a0dZmzZtYDKZsHHjxmue1759eyxduhSnT5+GEALr1q3DoUOH0L179yLbWywWZGVlOR1UPEIIpOdZXPaeyiywYdPpCwg06tEqMhDyNdbGISIiKqvcluCkpKQgLCzMpTwsLAwpKSnXPO+TTz5BgwYNUKVKFej1evTo0QNffPEF2rdvX2T7qVOnOp7xMZlMiImJKbHPUNGpAqgV5IMo38tTvnOsdvx76gJ8dBrERQdCIzO5ISKi8uemE5xJkyZBkqTrHpeGk4paFfd6q+UChQnO5s2bsXTpUuzYsQMffPABnn76afzxxx9Fth8/fjzMZrPjSE5OvtmPVGlpZAn1gv0QYCx8/ibfrmDDqQvQyRLaVgmC7jrTxomIiMqym54mPmrUKAwYMOC6bapVq4Y9e/YgNTXVpS4tLQ3h4eFFnpefn49XXnkFS5Yswb333gsAaNy4MeLj4/H++++jS5cuLucYDAYYDEXPAKLrS87Kh79BC5NBB7uq4t/kCxBCoH3VEMd0cCIiovLophOckJAQhISE3LBdXFwczGYztm7dilatWgEAtmzZArPZjLZt2xZ5js1mg81mg3zVA68ajQaqqt5sqHQdQgjsTctCzQAfmAw6aCQJVfy9EOVrgLeOyQ0REZVvbhuDqF+/Pnr06IERI0Zg8+bN2Lx5M0aMGIGePXuibt26jnb16tXDkiVLAAD+/v7o1KkTXnzxRaxfvx7Hjx/H3LlzMW/ePPTp08ddoVZKkiShR40w1Az0xoV8KyRJQr1gX/gbXKeLExERlTdufchi/vz5uO2229CtWzd069YNjRs3xnfffefUJjExEWaz2fF64cKFuP322/Hwww+jQYMGmDZtGt566y2MHDnSnaFWOkIIyJKEMzkW/JV0HrlWe2mHREREVGIkIYQo7SBKUlZWFkwmE8xmM/z9/Us7nDLr31MXYDJo0TDED+n5Vpep4kRERJ5U0t/f3IuqElJUgdTcwhWMJUlickNERBUO5wFXQqdzCgAUrlZcwTrwiIiIADDBqXQUVWD72UwAQNfqodddk4iIiKi8YoJTiQghsDO18IFub50GXpwOTkREFRQTnErk0IVcJGflAwDqBPmUcjRERETuwwSnkjibU4D96dkwGQqfKw/jg8VERFSBcRZVJWC22LDtTCYifQ3w0WlhVVT4cHiKiIgqMPbgVAJ5NgX+Bi1ujwyALAHRfl58uJiIiCo09uBUYJemgEf6GhHhY4AkSWgUysUPiYio4mMPTgUWn5qF+NQsAIUL+uXbFVgVblpKREQVHxOcCizYS4cgr8ubZyaez8H6pPRSjIiIiMgzOERVgVU1eTu9rhXog6r+XqUUDRERkeewB6cCSs21YOuZDNhV5+EoX70WQV76UoqKiIjIc5jgVECHLuQg16ZAc8VMKbuqIj7VjCyLrRQjIyIi8gwmOBVMRoENaXlW1A7ycZoKnmNVcCwzDzaVm2sSEVHFxwSngjl8IQc+Og2ifY1O5bk2O4DCYSoiIqKKjglOBZJrteNUdgFqBfq4LOSXbVWgkyUYNPxfTkREFR+/7SqQwxm50GtkxF41ewoAcqx29t4QEVGlwQSngrDYVZw056FmgDe0sus2DExwiIioMmGCU0Ecy8wFANQI8CmyPtemwJcbbBIRUSXBBKcCEEIg2EuPRqH+MGhd/5daFRUWRYUfe3CIiKiSYIJTjqkWK05//RMSnnwdoV461Awsuvcmx1o4g8qHCQ4REVUSTHDKISEEMtZvxe5+o5D02fc42bwpTqzZeM32fgYt2lcJgj8THCIiqiT4jVfO5J84hRPvzoL5350AADUoALZqMTj7wxLEtGsOra/rDCqdLCPMx+DpUImIiEoNE5xywp6Th9NfLUTK/KUQdsVRrrmQidCX34QE4PRXCxH7/GMu5x7NyIVWloqcPk5ERFQRcYiqnEj5/jec/XaJU3JjqxoNa81YXJoUnjJ/KfKPJ7ucm2mxIcti91CkREREpY8JTjkRObg3dKFBTmW5d9+JCy8+jUu7Swm7ghPvfg0hnPebahERgNvC/D0UKRERUeljglNOaHy8UXXMUKcyw+4DUIMCYWnS0FFm3rgTmX9tc7wusCuwq6qnwiQiIioTmOCUIyH3doZvk3qO18bNO6Dfl4isof0hNJcX8Tvx3iyoFisAYF9aNv5KOu/xWImIiEoTE5xyRJIkVB//JHBxI00JgGnOQtgjw5B7952OdpZTKTj73a+w2FWcys5HjJ9XKUVMRERUOpjglDM+9WshrG83x2td8mn4rFqP7Ad6QjFdfs7m9KyfcPR0GgAgNoCzp4iIqHJhglMOxYwaDI3f5VWL/X5aCsmuIGtQH0eZYrHiaHoWqvh5waDh/2YiIqpc+M1XDumCTKgycqDjtZybB78fliD/jnaw1q4OACho0Rg2X19EpKaUVphERESlhglOOVSQfBYpPyx3KvP+cwO8V62DlJsPAMjtcSd0h47iwttfQChKUZchIiKqsNya4Lz11lto27YtvL29ERAQUKxzhBCYNGkSoqKi4OXlhc6dO2P//v3uDLNcUQss2D9sHCynnHtmJCEQMPsH6M6kwBYdAWvj+vBZuQ55icdxbtHqUoqWiIiodLg1wbFarXjwwQfx1FNPFfucd999Fx9++CE+++wzbNu2DREREejatSuys7PdGGn5kfb7etjSLjiVCZ0WSnAghE4LW7UYpH00BbDa4LW5cL+q5M++gy0zqzTCJSIiKhVu3Ytq8uTJAIC5c+cWq70QAtOnT8err76Kvn37AgC+/fZbhIeHY8GCBXjyySfdFWq5kX8sybUsriUyRz0GqCqkAgu0J5Lht3gFJHvh9gx2czZOfTEf1V8pfqJJRERUnpWpZ3COHz+OlJQUdOt2eRq0wWBAp06dsHHjxiLPsVgsyMrKcjoqMtnovCu4ajQgP64FTDPmQZN+AXJuHkJfmQqvzTuc2qX+uAK5icc9GSoREVGpKVMJTkpK4XMl4eHhTuXh4eGOuqtNnToVJpPJccTExLg9ztIU2vMOx0J/ACD0eihhobBHR0AJC4ESGoy8Tm1gqVsLmcMH4cpdqU68M9NlnyoiIqKK6KYTnEmTJkGSpOse27dvv6WgpCu+wIHCoauryy4ZP348zGaz40hOdt1NuyLxqh6D0N5dHK81WdkIHfcmClo0hjbpNADAHh0JNcAfed07o+D2po622Tv2I+PPzZ4OmYiIyONu+hmcUaNGYcCAAddtU61atf8UTEREBIDCnpzIyEhH+blz51x6dS4xGAwwGAxF1lVUhmjne5HbrTOUiDAETp+FnHu7ILdnV+R1bgvYFWQNeQjG+P2QbDYAQNqytQi6K640wiYiIvKYm05wQkJCEBIS4o5YUL16dURERGDNmjVo1qwZgMKZWH/99Rfeeecdt7xneWNNz8DZuYscr4VGg9x7u8AQvx+26lURPPUTKAEm5HeOQ17HOChhIciPawHvvwt7bvL4HA4REVUCbn0GJykpCfHx8UhKSoKiKIiPj0d8fDxycnIcberVq4clS5YAKByaGjNmDN5++20sWbIE+/btw9ChQ+Ht7Y1Bgwa5M9RyI/mTeVAuLuYHAJKiIGT8W9BcyEBut06AokB3JgX+C5Yg/OlxCJ74Hozb4h3ttUEBng+aiIjIw9w6TXzChAn49ttvHa8v9cqsW7cOnTt3BgAkJibCbDY72rz00kvIz8/H008/jYyMDLRu3RqrV6+Gn5+fO0MtF3L2HULab384XtvDQiDn5kHOK0BBq+bwXvcvZIvVUS+pKgwJh52uEXbF8ztEREQVlSQq2LSarKwsmEwmmM1m+Pv73/iEckIIgf2PvoicPQcBFD5wff6V0RBaHbz/2ojMZ4Yh7NlXoU1Ngz4iBNaUdJdrBHZujdrvj4Osc2teS0REdNNK+vub33TlRPrv65G3/yBColXkZUvIy5IR8MW3UAJNyBz5KAw790KbmoZ6X0yGKa4psnfux4U/NiLvaBK0fj4I6NgKob3uhCSXqZUBiIiI3IIJTjmg5OUj5fOvEFFdhVYH6AJ0yE/SQc40I7t/L9irRsM0ZyECOt6OgHbNAQD+LW+Df8vbSjlyIiKi0sEEp4wTNhvOvvYKgk2Xn1NK6XQ3zjVpB/2G7ci7qwMCPvsGxiMnEPvui6UYKRERUdnB8YoyzHYqCedeHgX5TKKjrCAwFGfa9YDXhVTk3tcd/t/9DO+/NyPikV7wio0qxWiJiIjKDvbglEFCCOStXg7z97MB2+VZUYpOj0MDnoE+KwN1F36G3LAqyPvnOERwIKJH9C/FiImIiMoWJjhljJKZgcyZ02HZtc2p3Orjj6P9HkdeRAzCt6yFxmqB/6mj8IoCjA8PgtbXu5QiJiIiKnuY4JQhBTu3InPGR1CzzE7lGbUb4+j9wyBBwOfUMVgCQyEkCZIQ0BkAY25SKUVMRERUNjHBKQNUSwGy5s9G3urfXepOdnsIZ9t1h+nwXtRc8g10uVkQGg2ki8sXaWrWh2/vhzwdMhERUZnGh4xLme3EUaS/8lyRyQ0AGC+kIuaPRbD7+CG7am1IAGRFgaoC1uA6CHvzfWgCAj0bNBERURnHHpxSIlQVub8vQdbCbwHF7lR3tvVdsPoHInbNLwjduQGJDz+HgsAweKWfAQBoY6rBGtUEUYMegCRJpRE+ERFRmcYEpxQo59OR8cUHsO7fXWS9hMLhJwHgRM9HkFW9Lup99xG8087Cp2c/+Pd/FJJO58GIiYiIyhcmOB6Wv2UDMr/6BCI3x6n8fP0WyAuPRsz6pYjY8icA4HSHe3CuRUfUXDwbgZlpCHz1LRhua1YaYRMREZUrTHA8RC3IR9bcmchbv9qpXNEbcOLugUhr3gFB+7c7ZkelN2qF5C79EL3uN8QYJAS8+zlkv4qzeSgREZE7McHxAOvhg8j47D0oqWedynOiq+NIvxGw+ppQY8k3CI3/FxKArKq1cLTPYwjZuwWN6taAd+cn+awNERHRTWCC40ZCUZDz64/IXrQAUNXL5ZKE0x3uxanOveBz9iQafz8dxgvnAACqVovDD46Ef/oZtGnXCvpIbr9ARER0s5jguIn9XAoyP38f1sQDTuUFAcE42ncEsmNqIvrv5Yj+azlkVXHUy4qKJqlHEN61B/QGvafDJiIiqhCY4JQwIQTyN6yD+ZvPIfLzXeqP3/corP4BaDDnHfgnHXGUq1otzt3RC/XbxcGrXkNPhkxERFThMMEpQWpuDsyzP0f+xr+cyu1GL9h8TfBKT0GN3+ZCYymA1uKc/FjvfgCnbu+KmrEh8PJk0ERERBUQE5wSYknYi8zP34eSnuZSd6z3MFhMQWj01ZswZGW41AeMHAvvzl0RragwaLi4NBER0a1ignOLhN2G7J/nI2fpz8DF/aEAQJU1sPkFwGA+j6qrf4KkChQ1Dyq1RUecC6+BJkIwuSEiIiohTHBugf3MKWR89i5sx444lecHh+NIvxFQtXo0/nIijBnpRZ6fWbMhjt/7CKqcPw2ghgciJiIiqhyY4PwHQgjk/bkKWfNmQlgsl8sBnGvRESd7DIA+KwO1Fs1y7Pp9tdzwKjj80FMIOLof1TavgNS+tYeiJyIiqviY4NwkJcsM86xPULBtk1O5zdsXx3oNQUb95gjb/hdiV/0IjdVS5DUs/oFIfPg5GC6cQ+2fZ8Bus0LJMkPjb/LERyAiIqrwmODchILdO5Hx6TsQOdlO5Zk1G+Lo/Y9BaDSo88NnCDq4y+Xc/OBwnG/UCuaaDZFdpQb0OWbUW/CJIwmy7ouHV9tOHvkcREREFR0TnGIQNhvODu5dZN3Jrg/gbPu7YTqyHzV//Qb67MzCc1A4XOWdehp+p44ip0pNnI3rBtPxBFRfMR9BCTuhy72cKBXs3sEEh4iIqIQwwbkBJcuM1CcGXrNen5OF2P/9gNBdG5AdWwepLTshZt1vkACktO6CkL2b4XfqKIL3bUXI3s2Qrtiy4UqWPbsghOCeU0RERCWACc4NFJXcpNx+B2w+fghM3A1Vq0VmzYZI6voghFYLQ0YaIjetgbYgD7fNmOzYhkFW7Nd8D9kUCEOjJhCWAkhGLvNHRER0q5jgXIcoorclo04TnOj5CADg9B29IVsKYDqegNhVC2E6sh/GC+cc691cuceUE50OhnqNYGjcHIbGzaGtWo09N0RERCWICc512JNPuJRlV60Fn9PHEXBkP0xH98M3+ei1E5kraGNiHQmNvl5DyAajGyImIiIigAnOdWljqrmUxfyxCFWLca7s5w/Dbc0uJjXNoAkKKfH4iIiIqGhMcK5Dkl23TrjmQJJGC33dBjA0Keyl0cXWKPJ8IiIicj8mODcQMXcxUob2vWa9T49ehcNODW6DzAeEiYiIygQmODcgG42I/OF3ZP8wt3BDTQCa4FAEv/Y2tJHRpRwdERERFUUS4hqbJZVTWVlZMJlMMJvN8Pf3L+1wiIiIqBhK+vvbrQ+JvPXWW2jbti28vb0REBBww/Y2mw0vv/wybrvtNvj4+CAqKgqPPvoozpw5484wiYiIqIJxa4JjtVrx4IMP4qmnnipW+7y8POzcuROvv/46du7cicWLF+PQoUPo1auXO8MkIiKiCsYjQ1Rz587FmDFjkJmZedPnbtu2Da1atcLJkydRteqNJ2hziIqIiKj8Kenv7zL/kLHZbIYkSdcc4rJYLLBYLI7XWVlZHoqMiIiIyqoyvVBLQUEBxo0bh0GDBl0zm5s6dSpMJpPjiImJ8XCUREREVNbcdIIzadIkSJJ03WP79u23HJjNZsOAAQOgqiq++OKLa7YbP348zGaz40hOTr7l9yYiIqLy7aaHqEaNGoUBAwZct021atX+azwACpObhx56CMePH8eff/553bE4g8EAg8FwS+9HREREFctNJzghISEICXHfvkqXkpvDhw9j3bp1CA4Odtt7ERERUcXk1mdwkpKSEB8fj6SkJCiKgvj4eMTHxyMnJ8fRpl69eliyZAkAwG6344EHHsD27dsxf/58KIqClJQUpKSkwGq1ujNUIiIiqkDcOotqwoQJ+Pbbbx2vmzVrBgBYt24dOnfuDABITEyE2WwGAJw6dQpLly4FADRt2tTpWleeQ0RERHQ9FW6rBrPZjICAACQnJ3MdHCIionIiKysLMTExyMzMhMlkuuXrlfl1cG5WdnY2AHC6OBERUTmUnZ1dIglOhevBUVUVZ86cgZ+fHyRJKu1w/pNLWSx7oa6N96h4eJ+Kh/fpxniPiof36caudY+EEMjOzkZUVBRk+dYfEa5wPTiyLKNKlSqlHUaJ8Pf351+QG+A9Kh7ep+Lhfbox3qPi4X26saLuUUn03FxSplcyJiIiIvovmOAQERFRhcMEpwwyGAyYOHEiV2i+Dt6j4uF9Kh7epxvjPSoe3qcb89Q9qnAPGRMRERGxB4eIiIgqHCY4REREVOEwwSEiIqIKhwkOERERVThMcIiIiKjCYYLjZqdPn8YjjzyC4OBgeHt7o2nTptixY4ejXgiBSZMmISoqCl5eXujcuTP2799/3WvOmjULHTp0QGBgIAIDA9GlSxds3brV3R/FrdxxnxYvXoyWLVsiICAAPj4+aNq0Kb777jt3fxS3csd9utLChQshSRLuv/9+N0TvGe64R3PnzoUkSS5HQUGBuz+O27jrZykzMxPPPPMMIiMjYTQaUb9+faxYscKdH8Vt3HGPOnfuXOTP0r333uvuj+M27vpZmj59OurWrQsvLy/ExMRg7NixN/d3TpDbXLhwQcTGxoqhQ4eKLVu2iOPHj4s//vhDHDlyxNFm2rRpws/PTyxatEjs3btX9O/fX0RGRoqsrKxrXnfQoEHi888/F7t27RIJCQli2LBhwmQyiVOnTnniY5U4d92ndevWicWLF4sDBw6II0eOiOnTpwuNRiNWrlzpiY9V4tx1ny45ceKEiI6OFh06dBC9e/d24ydxH3fdozlz5gh/f39x9uxZp6O8ctd9slgsomXLluKee+4RGzZsECdOnBD//POPiI+P98THKlHuukfnz593+hnat2+f0Gg0Ys6cOR74VCXPXffp+++/FwaDQcyfP18cP35crFq1SkRGRooxY8YUOzYmOG708ssvi/bt21+zXlVVERERIaZNm+YoKygoECaTScyYMaPY72O324Wfn5/49ttvbyne0uKp+ySEEM2aNROvvfbaf461NLnzPtntdtGuXTvx9ddfiyFDhpTbBMdd92jOnDnCZDKVZKilyl336csvvxQ1atQQVqu1ROMtDZ76vfTRRx8JPz8/kZOTc0vxlhZ33adnnnlG3HnnnU5lzz///HXf62oconKjpUuXomXLlnjwwQcRFhaGZs2aYdasWY7648ePIyUlBd26dXOUGQwGdOrUCRs3biz2++Tl5cFmsyEoKKhE4/cUT9wnIQTWrl2LxMREdOzYscQ/gye48z5NmTIFoaGhGD58uNvi9wR33qOcnBzExsaiSpUq6NmzJ3bt2uW2z+Fu7rpPS5cuRVxcHJ555hmEh4ejUaNGePvtt6Eoils/jzt46vf37NmzMWDAAPj4+JRo/J7irvvUvn177Nixw/H4xbFjx7BixYqbG8ordipEN81gMAiDwSDGjx8vdu7cKWbMmCGMRqOjp+Xff/8VAMTp06edzhsxYoTo1q1bsd/n6aefFjVr1hT5+fklGr+nuPM+ZWZmCh8fH6HVaoXBYBCzZ8922+dwN3fdpw0bNojo6GiRlpYmhBDlugfHXfdo06ZN4rvvvhPx8fHi77//Fv369RNeXl7i0KFDbv087uKu+1S3bl1hMBjEY489JrZv3y5++OEHERQUJCZPnuzWz+MOnvj9vWXLFgFAbNmypcTj9xR33qdPPvlE6HQ6odVqBQDx1FNP3VRsTHDcSKfTibi4OKeyZ599VrRp00YIcfl//JkzZ5zaPP7446J79+7Feo933nlHBAYGit27d5dM0KXAnfdJURRx+PBhsWvXLvH+++8Lk8kk1q1bV6Lxe4o77lNWVpaoVq2aWLFihaOsPCc4nvg7J0Thz1WTJk3Es88+e+tBlwJ33afatWuLmJgYYbfbHWUffPCBiIiIKMHoPcMTP0tPPPGEaNSoUckEXErcdZ/WrVsnwsPDxaxZs8SePXvE4sWLRUxMjJgyZUqxY+MQlRtFRkaiQYMGTmX169dHUlISACAiIgIAkJKS4tTm3LlzCA8Pv+H133//fbz99ttYvXo1GjduXEJRe54775Msy6hVqxaaNm2K//u//8MDDzyAqVOnlmD0nuOO+3T06FGcOHEC9913H7RaLbRaLebNm4elS5dCq9Xi6NGjbvgk7uPuv3OXyLKM22+/HYcPH77FiEuHu+5TZGQk6tSpA41G43TdlJQUWK3WkgrfI9z9s5SXl4eFCxfi8ccfL6GIS4e77tPrr7+OwYMH4/HHH8dtt92GPn364O2338bUqVOhqmqxYmOC40bt2rVDYmKiU9mhQ4cQGxsLAKhevToiIiKwZs0aR73VasVff/2Ftm3bXvfa7733Ht544w2sXLkSLVu2LPngPcid9+lqQghYLJZbD7oUuOM+1atXD3v37kV8fLzj6NWrF+644w7Ex8cjJibGfR/IDTz1sySEQHx8PCIjI0smcA9z131q164djhw54vQFdOjQIURGRkKv15fwp3Avd/8s/fTTT7BYLHjkkUdKNnAPc9d9ysvLgyw7pygajQaicOSpeMEVu6+HbtrWrVuFVqsVb731ljh8+LCYP3++8Pb2Ft9//72jzbRp04TJZBKLFy8We/fuFQMHDnSZPjd48GAxbtw4x+t33nlH6PV68csvvzhNN8zOzvbo5ysp7rpPb7/9tli9erU4evSoSEhIEB988IHQarVi1qxZHv18JcVd9+lq5XmIyl33aNKkSWLlypXi6NGjYteuXWLYsGFCq9WW22cn3HWfkpKShK+vrxg1apRITEwUy5cvF2FhYeLNN9/06OcrCe7++9a+fXvRv39/j3wWd3LXfZo4caLw8/MTP/zwgzh27JhYvXq1qFmzpnjooYeKHRsTHDdbtmyZaNSokTAYDKJevXriq6++cqpXVVVMnDhRRERECIPBIDp27Cj27t3r1KZTp05iyJAhjtexsbECgMsxceJED3wi93DHfXr11VdFrVq1hNFoFIGBgSIuLk4sXLjQEx/Hbdxxn65WnhMcIdxzj8aMGSOqVq0q9Hq9CA0NFd26dRMbN270xMdxG3f9LG3cuFG0bt1aGAwGUaNGDfHWW285PZNTnrjrHiUmJgoAYvXq1e7+CB7hjvtks9nEpEmTRM2aNYXRaBQxMTHi6aefFhkZGcWOSxKiuH09REREROUDn8EhIiKiCocJDhEREVU4THCIiIiowmGCQ0RERBUOExwiIiKqcJjgEBERUYXDBIeIiIgqHCY4REREVOEwwSEiIqIKhwkOERERVThMcIiIiKjC+X/7Xr451AVI0wAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.6          49.745077          -10.957972\n",
+      "1               3.6          49.745077          -10.957972\n",
+      "2               3.6          49.745077          -10.957972\n",
+      "3               3.6          49.745077          -10.957972\n",
+      "4               3.6          49.745077          -10.957972\n",
+      "5               3.6          49.745077          -10.957972\n",
+      "6               3.6          49.745077          -10.957972\n",
+      "7               3.6          49.745077          -10.957972\n",
+      "8               3.6          49.745077          -10.957972\n",
+      "9               3.6          49.745077          -10.957972\n",
+      "10              3.6          49.745077          -10.957972\n",
+      "11              3.6          49.745077          -10.957972\n",
+      "12              3.6          49.745077          -10.957972\n",
+      "13              3.6          49.745077          -10.957972\n",
+      "14              3.6          49.745077          -10.957972\n",
+      "15              3.6          49.745077          -10.957972\n",
+      "16              3.6          49.745077          -10.957972\n",
+      "17              3.6          49.745077          -10.957972\n",
+      "18              3.6          49.745077          -10.957972\n",
+      "19              3.6          49.745077          -10.957972\n",
+      "20              3.6          49.745077          -10.957972\n",
+      "21              3.6          49.745077          -10.957972\n",
+      "22              3.6          49.745077          -10.957972\n",
+      "23              3.6          49.745077          -10.957972\n",
+      "24              3.6          49.745077          -10.957972\n",
+      "25              3.6          49.745077          -10.957972\n",
+      "26              3.6          49.745077          -10.957972\n",
+      "27              3.6          49.745077          -10.957972\n",
+      "28              3.6          49.745077          -10.957972\n",
+      "29              3.6          49.745077          -10.957972\n",
+      "30              3.6          49.745077          -10.957972\n",
+      "31              3.6          49.745077          -10.957972\n",
+      "32              3.6          49.745077          -10.957972\n",
+      "33              3.6          49.745077          -10.957972\n",
+      "34              3.6          49.745077          -10.957972\n",
+      "35              3.6          49.745077          -10.957972\n",
+      "36              3.6          49.745077          -10.957972\n",
+      "37              3.6          49.745077          -10.957972\n",
+      "38              3.6          49.745077          -10.957972\n",
+      "39              3.6          49.745077          -10.957972\n",
+      "40              3.6          49.745077          -10.957972\n",
+      "41              3.6          49.745077          -10.957972\n",
+      "42              3.6          49.745077          -10.957972\n",
+      "43              3.6          49.745077          -10.957972\n",
+      "44              3.6          49.745077          -10.957972\n",
+      "45              3.6          49.745077          -10.957972\n",
+      "46              3.6          49.745077          -10.957972\n",
+      "47              3.6          49.745077          -10.957972\n",
+      "48              3.6          49.745077          -10.957972\n",
+      "49              3.6          49.745077          -10.957972\n",
+      "50              3.6          49.745077          -10.957972\n",
+      "51              3.6          49.745077          -10.957972\n",
+      "52              3.6          49.745077          -10.957972\n",
+      "53              3.6          49.745077          -10.957972\n",
+      "54              3.6          49.745077          -10.957972\n",
+      "55              3.6          49.745077          -10.957972\n",
+      "56              3.6          49.745077          -10.957972\n",
+      "57              3.6          49.745077          -10.957972\n",
+      "58              3.6          49.745077          -10.957972\n",
+      "59              3.6          49.745077          -10.957972\n",
+      "60              3.6          49.745077          -10.957972\n",
+      "61              3.6          49.745077          -10.957972\n",
+      "62              3.6          49.745077          -10.957972\n",
+      "63              3.6          49.745077          -10.957972\n",
+      "64              3.6          49.745077          -10.957972\n",
+      "65              3.6          49.745077          -10.957972\n",
+      "66              3.6          49.745077          -10.957972\n",
+      "67              3.6          49.745077          -10.957972\n",
+      "68              3.6          49.745077          -10.957972\n",
+      "69              3.6          49.745077          -10.957972\n",
+      "70              3.6          49.745077          -10.957972\n",
+      "71              3.6          49.745077          -10.957972\n",
+      "72              3.6          49.745077          -10.957972\n",
+      "73              3.6          49.745077          -10.957972\n",
+      "74              3.6          49.745077          -10.957972\n",
+      "75              3.6          49.745077          -10.957972\n",
+      "76              3.6          49.745077          -10.957972\n",
+      "77              3.6          49.745077          -10.957972\n",
+      "78              3.6          49.745077          -10.957972\n",
+      "79              3.6          49.745077          -10.957972\n",
+      "80              3.6          49.745077          -10.957972\n",
+      "81              3.6          49.745077          -10.957972\n",
+      "82              3.6          49.745077          -10.957972\n",
+      "83              3.6          49.745077          -10.957972\n",
+      "84              3.6          49.745077          -10.957972\n",
+      "85              3.6          49.745077          -10.957972\n",
+      "86              3.6          49.745077          -10.957972\n",
+      "87              3.6          49.745077          -10.957972\n",
+      "88              3.6          49.745077          -10.957972\n",
+      "89              3.6          49.745077          -10.957972\n",
+      "90              3.6          49.745077          -10.957972\n",
+      "91              3.6          49.745077          -10.957972\n",
+      "92              3.6          49.745077          -10.957972\n",
+      "93              3.6          49.745077          -10.957972\n",
+      "94              3.6          49.745077          -10.957972\n",
+      "95              3.6          49.745077          -10.957972\n",
+      "96              3.6          49.745077          -10.957972\n",
+      "97              3.6          49.745077          -10.957972\n",
+      "98              3.6          49.745077          -10.957972\n",
+      "99              3.6          49.745077          -10.957972\n",
+      "100             3.6          49.745077          -10.957972\n",
+      "101             3.6          49.745077          -10.957972\n",
+      "102             3.6          49.745077          -10.957972\n",
+      "103             3.6          49.745077          -10.957972\n",
+      "104             3.6          49.745077          -10.957972\n",
+      "105             3.6          49.745077          -10.957972\n",
+      "106             3.6          49.745077          -10.957972\n",
+      "107             3.6          49.745077          -10.957972\n",
+      "108             3.6          49.745077          -10.957972\n",
+      "109             3.6          49.745077          -10.957972\n",
+      "110             3.6          49.745077          -10.957972\n",
+      "111             3.6          49.745077          -10.957972\n",
+      "112             3.6          49.745077          -10.957972\n",
+      "113             3.6          49.745077          -10.957972\n",
+      "114             3.6          49.745077          -10.957972\n",
+      "115             3.6          49.745077          -10.957972\n",
+      "116             3.6          49.745077          -10.957972\n",
+      "117             3.6          49.745077          -10.957972\n",
+      "118             3.6          49.745077          -10.957972\n",
+      "119             3.6          49.745077          -10.957972\n",
+      "120             3.6          49.745077          -10.957972\n",
+      "121             3.6          49.745077          -10.957972\n",
+      "122             3.6          49.745077          -10.957972\n",
+      "123             3.8          50.525938          -10.157142\n",
+      "124             3.8          50.525938          -10.157142\n",
+      "125             3.8          50.525938          -10.157142\n",
+      "126             3.8          50.525938          -10.157142\n",
+      "127             3.8          50.525938          -10.157142\n",
+      "128             3.8          50.525938          -10.157142\n",
+      "129             3.8          50.525938          -10.157142\n",
+      "130             3.8          50.525938          -10.157142\n",
+      "131             3.8          50.525938          -10.157142\n",
+      "132             3.8          50.525938          -10.157142\n",
+      "133             3.8          50.525938          -10.157142\n",
+      "134             3.8          50.525938          -10.157142\n",
+      "135             3.8          50.525938          -10.157142\n",
+      "136             3.8          50.525938          -10.157142\n",
+      "137             3.8          50.525938          -10.157142\n",
+      "138             3.8          50.525938          -10.157142\n",
+      "139             3.8          50.525938          -10.157142\n",
+      "140             3.8          50.525938          -10.157142\n",
+      "141             3.8          50.525938          -10.157142\n",
+      "142             3.8          50.525938          -10.157142\n",
+      "143             3.8          50.525938          -10.157142\n",
+      "144             3.8          50.525938          -10.157142\n",
+      "145             3.8          50.525938          -10.157142\n",
+      "146             3.8          50.525938          -10.157142\n",
+      "147             3.8          50.525938          -10.157142\n",
+      "148             3.8          50.525938          -10.157142\n",
+      "149             3.8          50.525938          -10.157142\n",
+      "150             3.8          50.525938          -10.157142\n",
+      "151             3.8          50.525938          -10.157142\n",
+      "152             3.8          50.525938          -10.157142\n",
+      "153             3.8          50.525938          -10.157142\n",
+      "154             3.8          50.525938          -10.157142\n",
+      "155             3.8          50.525938          -10.157142\n",
+      "156             3.8          50.525938          -10.157142\n",
+      "157             3.8          50.525938          -10.157142\n",
+      "158             3.8          50.525938          -10.157142\n",
+      "159             3.8          50.525938          -10.157142\n",
+      "160             3.8          50.525938          -10.157142\n",
+      "161             3.8          50.525938          -10.157142\n",
+      "162             3.8          50.525938          -10.157142\n",
+      "163             3.8          50.525938          -10.157142\n",
+      "164             3.8          50.525938          -10.157142\n",
+      "165             3.8          50.525938          -10.157142\n",
+      "166             3.8          50.525938          -10.157142\n",
+      "167             3.8          50.525938          -10.157142\n",
+      "168             3.8          50.525938          -10.157142\n",
+      "169             3.8          50.525938          -10.157142\n",
+      "170             3.8          50.525938          -10.157142\n",
+      "171             3.8          50.525938          -10.157142\n",
+      "172             3.8          50.525938          -10.157142\n",
+      "173             3.8          50.525938          -10.157142\n",
+      "174             3.8          50.525938          -10.157142\n",
+      "175             3.8          50.525938          -10.157142\n",
+      "176             3.8          50.525938          -10.157142\n",
+      "177             3.8          50.525938          -10.157142\n",
+      "178             3.8          50.525938          -10.157142\n",
+      "179             3.8          50.525938          -10.157142\n",
+      "180             3.8          50.525938          -10.157142\n",
+      "181             3.8          50.525938          -10.157142\n",
+      "182             3.8          50.525938          -10.157142\n",
+      "183             3.8          50.525938          -10.157142\n",
+      "184             3.8          50.525938          -10.157142\n",
+      "185             3.8          50.525938          -10.157142\n",
+      "186             3.8          50.525938          -10.157142\n",
+      "187             3.8          50.525938          -10.157142\n",
+      "188             3.8          50.525938          -10.157142\n",
+      "189             3.8          50.525938          -10.157142\n",
+      "190             3.8          50.525938          -10.157142\n",
+      "191             3.8          50.525938          -10.157142\n",
+      "192             3.8          50.525938          -10.157142\n",
+      "193             3.8          50.525938          -10.157142\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.4          60.629035           -2.119787\n",
+      "1               1.4          60.629035           -2.119787\n",
+      "2               1.4          60.629035           -2.119787\n",
+      "3               1.4          60.629035           -2.119787\n",
+      "4               1.4          60.629035           -2.119787\n",
+      "5               1.4          60.629035           -2.119787\n",
+      "6               1.4          60.629035           -2.119787\n",
+      "7               1.4          60.629035           -2.119787\n",
+      "8               1.4          60.629035           -2.119787\n",
+      "9               1.4          60.629035           -2.119787\n",
+      "10              1.4          60.629035           -2.119787\n",
+      "11              1.4          60.629035           -2.119787\n",
+      "12              1.4          60.629035           -2.119787\n",
+      "13              1.4          60.629035           -2.119787\n",
+      "14              1.5          60.561163           -2.343645\n",
+      "15              1.5          60.561163           -2.343645\n",
+      "16              1.0          60.560000           -2.346667\n",
+      "17              1.0          60.560000           -2.346667\n",
+      "18              1.0          60.560000           -2.346667\n",
+      "19              1.0          60.560000           -2.346667\n",
+      "20              1.0          60.560000           -2.346667\n",
+      "21              1.0          60.560000           -2.346667\n",
+      "22              3.0          60.545000           -2.383333\n",
+      "23              3.0          60.545000           -2.383333\n",
+      "24              3.0          60.545000           -2.383333\n",
+      "25              3.0          60.545000           -2.383333\n",
+      "26              3.0          60.545000           -2.383333\n",
+      "27              3.0          60.545000           -2.383333\n",
+      "28              3.0          60.545000           -2.383333\n",
+      "29              3.0          60.545000           -2.383333\n",
+      "30              3.0          60.545000           -2.383333\n",
+      "31              3.0          60.545000           -2.383333\n",
+      "32              3.0          60.545000           -2.383333\n",
+      "33              3.0          60.545000           -2.383333\n",
+      "34              3.0          60.545000           -2.383333\n",
+      "35              3.0          60.545000           -2.383333\n",
+      "36              3.0          60.545000           -2.383333\n",
+      "37              3.0          60.545000           -2.383333\n",
+      "38              3.0          60.545000           -2.383333\n",
+      "39              3.0          60.545000           -2.383333\n",
+      "40              3.0          60.545000           -2.383333\n",
+      "41              3.0          60.545000           -2.383333\n",
+      "42              3.0          60.545000           -2.383333\n",
+      "43              3.0          60.545000           -2.383333\n",
+      "44              3.0          60.545000           -2.383333\n",
+      "45              3.0          60.545000           -2.383333\n",
+      "46              3.0          60.545000           -2.383333\n",
+      "47              3.0          60.545000           -2.383333\n",
+      "48              3.0          60.545000           -2.383333\n",
+      "49              3.0          60.545000           -2.383333\n",
+      "50              3.0          60.545000           -2.383333\n",
+      "51              3.0          60.545000           -2.383333\n",
+      "52              4.1          60.666028           -2.044523\n",
+      "53              4.1          60.666028           -2.044523\n",
+      "54              4.1          60.666028           -2.044523\n",
+      "55              4.1          60.666028           -2.044523\n",
+      "56              4.1          60.666028           -2.044523\n",
+      "57              4.1          60.666028           -2.044523\n",
+      "58              4.1          60.666028           -2.044523\n",
+      "59              4.1          60.666028           -2.044523\n",
+      "60              4.1          60.666028           -2.044523\n",
+      "61              4.1          60.666028           -2.044523\n",
+      "62              4.1          60.666028           -2.044523\n",
+      "63              4.1          60.666028           -2.044523\n",
+      "64              4.1          60.666028           -2.044523\n",
+      "65              4.1          60.666028           -2.044523\n",
+      "66              4.1          60.666028           -2.044523\n",
+      "67              4.1          60.666028           -2.044523\n",
+      "68              4.1          60.666028           -2.044523\n",
+      "69              4.1          60.666028           -2.044523\n",
+      "70              4.1          60.666028           -2.044523\n",
+      "71              4.1          60.666028           -2.044523\n",
+      "72              4.1          60.666028           -2.044523\n",
+      "73              1.8          60.598878           -2.154702\n",
+      "74              2.0          60.594273           -2.170450\n",
+      "75              2.0          60.589703           -2.185755\n",
+      "76              2.0          60.589703           -2.185755\n",
+      "77              2.0          60.589703           -2.185755\n",
+      "78              1.6          60.586263           -2.200243\n",
+      "79              1.6          60.586263           -2.200243\n",
+      "80              1.9          60.579893           -2.220553\n",
+      "81              1.5          60.576735           -2.231607\n",
+      "82              1.5          60.576735           -2.231607\n",
+      "83              1.5          60.576735           -2.231607\n",
+      "84              1.5          60.576735           -2.231607\n",
+      "85              2.7          60.563098           -2.267460\n",
+      "86              2.7          60.563098           -2.267460\n",
+      "87              2.2          60.559102           -2.273440\n",
+      "88              3.1          60.555342           -2.287278\n",
+      "89              2.4          60.552725           -2.295147\n",
+      "90              2.4          60.552725           -2.295147\n",
+      "91              1.7          60.550957           -2.308023\n",
+      "92              2.2          60.546895           -2.328420\n",
+      "93              2.3          60.544747           -2.338153\n",
+      "94              2.3          60.544747           -2.338153\n",
+      "95              2.8          60.541653           -2.349748\n",
+      "96              2.1          60.539060           -2.361297\n",
+      "97              2.5          60.535883           -2.372145\n",
+      "98              2.5          60.535883           -2.372145\n",
+      "99              2.7          60.532187           -2.386597\n",
+      "100             2.3          60.527523           -2.403782\n",
+      "101             2.3          60.527523           -2.403782\n",
+      "102             2.5          60.525788           -2.417248\n",
+      "103             1.8          60.523422           -2.429388\n",
+      "104             1.6          60.521082           -2.439435\n",
+      "105             1.6          60.521082           -2.439435\n",
+      "106             1.6          60.521082           -2.439435\n",
+      "107             1.6          60.521082           -2.439435\n",
+      "108             1.6          60.521082           -2.439435\n",
+      "109             1.6          60.521082           -2.439435\n",
+      "110             1.6          60.521082           -2.439435\n",
+      "111             1.6          60.521082           -2.439435\n",
+      "112             1.6          60.521082           -2.439435\n",
+      "113             1.6          60.521082           -2.439435\n",
+      "114             1.6          60.521082           -2.439435\n",
+      "115             1.6          60.521082           -2.439435\n",
+      "116             1.0          60.496667           -2.501667\n",
+      "117             1.0          60.496667           -2.501667\n",
+      "118             1.0          60.496667           -2.501667\n",
+      "119             1.0          60.496667           -2.501667\n",
+      "120             1.0          60.496667           -2.501667\n",
+      "121             1.0          60.496667           -2.501667\n",
+      "122             1.0          60.496667           -2.501667\n",
+      "123             1.0          60.496667           -2.501667\n",
+      "124             1.0          60.496667           -2.501667\n",
+      "125             1.0          60.496667           -2.501667\n",
+      "126             1.0          60.496667           -2.501667\n",
+      "127             1.0          60.496667           -2.501667\n",
+      "128             1.0          60.496667           -2.501667\n",
+      "129             1.0          60.496667           -2.501667\n",
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+      "192             2.0          60.556642           -3.018860\n",
+      "193             2.0          60.556642           -3.018860\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.3          49.769508          -11.188280\n",
+      "1               0.3          49.769508          -11.188280\n",
+      "2               0.3          49.769508          -11.188280\n",
+      "3               0.3          49.769508          -11.188280\n",
+      "4               0.3          49.769508          -11.188280\n",
+      "5               0.3          49.769508          -11.188280\n",
+      "6               0.3          49.769508          -11.188280\n",
+      "7               0.3          49.769508          -11.188280\n",
+      "8               0.3          49.769508          -11.188280\n",
+      "9               0.3          49.769508          -11.188280\n",
+      "10              0.3          49.769508          -11.188280\n",
+      "11              0.3          49.769508          -11.188280\n",
+      "12              0.3          49.769508          -11.188280\n",
+      "13              0.3          49.769508          -11.188280\n",
+      "14              0.3          49.769508          -11.188280\n",
+      "15              0.3          49.769508          -11.188280\n",
+      "16              0.3          49.769508          -11.188280\n",
+      "17              0.3          49.769508          -11.188280\n",
+      "18              0.3          49.769508          -11.188280\n",
+      "19              0.3          49.769508          -11.188280\n",
+      "20              0.3          49.769508          -11.188280\n",
+      "21              0.3          49.769508          -11.188280\n",
+      "22              0.3          49.769508          -11.188280\n",
+      "23              1.2          49.718960          -11.237198\n",
+      "24              1.3          49.720585          -11.232712\n",
+      "25              1.3          49.720585          -11.232712\n",
+      "26              0.9          49.724520          -11.222032\n",
+      "27              3.2          49.723720          -11.224163\n",
+      "28              3.2          49.723720          -11.224163\n",
+      "29              3.9          49.708617          -11.245167\n",
+      "30              3.9          49.708617          -11.245167\n",
+      "31              3.9          49.708617          -11.245167\n",
+      "32              3.9          49.708617          -11.245167\n",
+      "33              3.9          49.708617          -11.245167\n",
+      "34              3.9          49.708617          -11.245167\n",
+      "35              3.9          49.708617          -11.245167\n",
+      "36              3.9          49.708617          -11.245167\n",
+      "37              3.9          49.708617          -11.245167\n",
+      "38              3.9          49.708617          -11.245167\n",
+      "39              3.9          49.708617          -11.245167\n",
+      "40              3.9          49.708617          -11.245167\n",
+      "41              3.9          49.708617          -11.245167\n",
+      "42              3.9          49.708617          -11.245167\n",
+      "43              3.9          49.708617          -11.245167\n",
+      "44              3.9          49.708617          -11.245167\n",
+      "45              3.9          49.708617          -11.245167\n",
+      "46              3.9          49.708617          -11.245167\n",
+      "47              3.9          49.708617          -11.245167\n",
+      "48              3.9          49.708617          -11.245167\n",
+      "49              3.9          49.708617          -11.245167\n",
+      "50              3.9          49.708617          -11.245167\n",
+      "51              3.9          49.708617          -11.245167\n",
+      "52              3.9          49.708617          -11.245167\n",
+      "53              3.9          49.708617          -11.245167\n",
+      "54              3.9          49.708617          -11.245167\n",
+      "55              3.9          49.708617          -11.245167\n",
+      "56              3.9          49.708617          -11.245167\n",
+      "57              3.9          49.708617          -11.245167\n",
+      "58              3.9          49.708617          -11.245167\n",
+      "59              3.9          49.708617          -11.245167\n",
+      "60              3.9          49.708617          -11.245167\n",
+      "61              3.9          49.708617          -11.245167\n",
+      "62              3.9          49.708617          -11.245167\n",
+      "63              3.9          49.708617          -11.245167\n",
+      "64              3.9          49.708617          -11.245167\n",
+      "65              3.9          49.708617          -11.245167\n",
+      "66              3.9          49.708617          -11.245167\n",
+      "67              3.9          49.708617          -11.245167\n",
+      "68              3.9          49.708617          -11.245167\n",
+      "69              3.9          49.708617          -11.245167\n",
+      "70              3.9          49.708617          -11.245167\n",
+      "71              3.9          49.708617          -11.245167\n",
+      "72              3.9          49.708617          -11.245167\n",
+      "73              3.9          49.708617          -11.245167\n",
+      "74              3.9          49.708617          -11.245167\n",
+      "75              3.9          49.708617          -11.245167\n",
+      "76              3.9          49.708617          -11.245167\n",
+      "77              3.9          49.708617          -11.245167\n",
+      "78              3.9          49.708617          -11.245167\n",
+      "79              3.9          49.708617          -11.245167\n",
+      "80              3.9          49.708617          -11.245167\n",
+      "81              3.9          49.708617          -11.245167\n",
+      "82              3.9          49.708617          -11.245167\n",
+      "83              3.9          49.708617          -11.245167\n",
+      "84              3.9          49.708617          -11.245167\n",
+      "85              3.9          49.708617          -11.245167\n",
+      "86              3.9          49.708617          -11.245167\n",
+      "87              3.9          49.708617          -11.245167\n",
+      "88              3.9          49.708617          -11.245167\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               6.0          49.003715          -10.210257\n",
+      "1               6.0          49.003715          -10.210257\n",
+      "2               6.0          49.003715          -10.210257\n",
+      "3               6.0          49.003715          -10.210257\n",
+      "4               6.0          49.003715          -10.210257\n",
+      "5               6.0          49.003715          -10.210257\n",
+      "6               6.0          49.003715          -10.210257\n",
+      "7               6.0          49.003715          -10.210257\n",
+      "8               6.0          49.003715          -10.210257\n",
+      "9               6.0          49.003715          -10.210257\n",
+      "10              6.0          49.003715          -10.210257\n",
+      "11              8.7          49.082950          -10.453513\n",
+      "12              8.7          49.082950          -10.453513\n",
+      "13              8.7          49.082950          -10.453513\n",
+      "14              8.7          49.082950          -10.453513\n",
+      "15              8.7          49.082950          -10.453513\n",
+      "16              8.7          49.082950          -10.453513\n",
+      "17              8.7          49.082950          -10.453513\n",
+      "18              8.7          49.082950          -10.453513\n",
+      "19              8.7          49.082950          -10.453513\n",
+      "20              8.7          49.082950          -10.453513\n",
+      "21              8.7          49.082950          -10.453513\n",
+      "22              8.7          49.082950          -10.453513\n",
+      "23              8.7          49.082950          -10.453513\n",
+      "24              8.7          49.082950          -10.453513\n",
+      "25              8.7          49.082950          -10.453513\n",
+      "26              8.7          49.082950          -10.453513\n",
+      "27              8.7          49.082950          -10.453513\n",
+      "28              8.7          49.082950          -10.453513\n",
+      "29              8.7          49.082950          -10.453513\n",
+      "30              8.7          49.082950          -10.453513\n",
+      "31              8.7          49.082950          -10.453513\n",
+      "32              8.7          49.082950          -10.453513\n",
+      "33              8.7          49.082950          -10.453513\n",
+      "34              8.7          49.082950          -10.453513\n",
+      "35              8.7          49.082950          -10.453513\n",
+      "36              8.7          49.082950          -10.453513\n",
+      "37              8.7          49.082950          -10.453513\n",
+      "38              8.7          49.082950          -10.453513\n",
+      "39              8.7          49.082950          -10.453513\n",
+      "40              8.7          49.082950          -10.453513\n",
+      "41              8.7          49.082950          -10.453513\n",
+      "42              8.7          49.082950          -10.453513\n",
+      "43              8.7          49.082950          -10.453513\n",
+      "44              8.7          49.082950          -10.453513\n",
+      "45              8.7          49.082950          -10.453513\n",
+      "46              8.7          49.082950          -10.453513\n",
+      "47              8.7          49.082950          -10.453513\n",
+      "48              8.7          49.082950          -10.453513\n",
+      "49              8.7          49.082950          -10.453513\n",
+      "50              8.7          49.082950          -10.453513\n",
+      "51              8.7          49.082950          -10.453513\n",
+      "52              8.7          49.082950          -10.453513\n",
+      "53              8.7          49.082950          -10.453513\n",
+      "54              8.7          49.082950          -10.453513\n",
+      "55              8.7          49.082950          -10.453513\n",
+      "56              8.7          49.082950          -10.453513\n",
+      "57              8.7          49.082950          -10.453513\n",
+      "58              8.7          49.082950          -10.453513\n",
+      "59              8.7          49.082950          -10.453513\n",
+      "60              8.7          49.082950          -10.453513\n",
+      "61              8.7          49.082950          -10.453513\n",
+      "62              8.7          49.082950          -10.453513\n",
+      "63              8.7          49.082950          -10.453513\n",
+      "64              8.7          49.082950          -10.453513\n",
+      "65              8.7          49.082950          -10.453513\n",
+      "66              8.7          49.082950          -10.453513\n",
+      "67              8.7          49.082950          -10.453513\n",
+      "68              8.7          49.082950          -10.453513\n",
+      "69              8.7          49.082950          -10.453513\n",
+      "70              8.7          49.082950          -10.453513\n",
+      "71              8.7          49.082950          -10.453513\n",
+      "72              8.7          49.082950          -10.453513\n",
+      "73              8.7          49.082950          -10.453513\n",
+      "74              8.7          49.082950          -10.453513\n",
+      "75              8.7          49.082950          -10.453513\n",
+      "76              8.7          49.082950          -10.453513\n",
+      "77              8.7          49.082950          -10.453513\n",
+      "78              8.7          49.082950          -10.453513\n",
+      "79              8.7          49.082950          -10.453513\n",
+      "80              8.7          49.082950          -10.453513\n",
+      "81              8.7          49.082950          -10.453513\n",
+      "82              8.7          49.082950          -10.453513\n",
+      "83              8.7          49.082950          -10.453513\n",
+      "84              8.7          49.082950          -10.453513\n",
+      "85              8.7          49.082950          -10.453513\n",
+      "86              8.7          49.082950          -10.453513\n",
+      "87              8.7          49.082950          -10.453513\n",
+      "88              8.7          49.082950          -10.453513\n",
+      "89              8.7          49.082950          -10.453513\n",
+      "90              8.7          49.082950          -10.453513\n",
+      "91              8.7          49.082950          -10.453513\n",
+      "92              8.7          49.082950          -10.453513\n",
+      "93              8.7          49.082950          -10.453513\n",
+      "94              8.7          49.082950          -10.453513\n",
+      "95              8.7          49.082950          -10.453513\n",
+      "96              8.7          49.082950          -10.453513\n",
+      "97              8.7          49.082950          -10.453513\n",
+      "98              8.7          49.082950          -10.453513\n",
+      "99              8.7          49.082950          -10.453513\n",
+      "100             8.7          49.082950          -10.453513\n",
+      "101             8.7          49.082950          -10.453513\n",
+      "102             8.7          49.082950          -10.453513\n",
+      "103             8.7          49.082950          -10.453513\n",
+      "104             8.7          49.082950          -10.453513\n",
+      "105             8.7          49.082950          -10.453513\n",
+      "106             8.7          49.082950          -10.453513\n",
+      "107             8.7          49.082950          -10.453513\n",
+      "108             8.7          49.082950          -10.453513\n",
+      "109             8.7          49.082950          -10.453513\n",
+      "110             8.7          49.082950          -10.453513\n",
+      "111             8.7          49.082950          -10.453513\n",
+      "112             8.7          49.082950          -10.453513\n",
+      "113             8.7          49.082950          -10.453513\n",
+      "114             8.7          49.082950          -10.453513\n",
+      "115             8.7          49.082950          -10.453513\n",
+      "116             8.7          49.082950          -10.453513\n",
+      "117             8.7          49.082950          -10.453513\n",
+      "118             8.7          49.082950          -10.453513\n",
+      "119             8.7          49.082950          -10.453513\n",
+      "120             8.7          49.082950          -10.453513\n",
+      "121             8.7          49.082950          -10.453513\n",
+      "122             8.7          49.082950          -10.453513\n",
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+      "189             6.2          51.644960           -9.908142\n",
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+      "193             6.2          51.644960           -9.908142\n"
+     ]
+    },
+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.9          50.531713            0.549555\n",
+      "1               2.9          50.531713            0.549555\n",
+      "2               2.9          50.531713            0.549555\n",
+      "3               2.9          50.531713            0.549555\n",
+      "4               2.9          50.531713            0.549555\n",
+      "5               2.9          50.531713            0.549555\n",
+      "6               2.9          50.531713            0.549555\n",
+      "7               2.9          50.531713            0.549555\n",
+      "8               2.9          50.531713            0.549555\n",
+      "9               2.9          50.531713            0.549555\n",
+      "10              2.9          50.531713            0.549555\n",
+      "11              2.9          50.531713            0.549555\n",
+      "12              2.9          50.531713            0.549555\n",
+      "13              2.9          50.531713            0.549555\n",
+      "14              2.9          50.531713            0.549555\n",
+      "15              9.9          49.977853            1.053843\n",
+      "16              9.4          49.941725            1.082828\n",
+      "17              9.4          49.941725            1.082828\n",
+      "18              0.1          49.927525            1.083213\n",
+      "19              7.6          49.930207            1.085880\n",
+      "20              7.6          49.930207            1.085880\n",
+      "21              7.6          49.930207            1.085880\n",
+      "22              7.6          49.930207            1.085880\n",
+      "23              7.6          49.930207            1.085880\n",
+      "24              7.6          49.930207            1.085880\n",
+      "25              7.6          49.930207            1.085880\n",
+      "26              7.6          49.930207            1.085880\n",
+      "27              7.6          49.930207            1.085880\n",
+      "28              7.6          49.930207            1.085880\n",
+      "29              7.6          49.930207            1.085880\n",
+      "30              7.6          49.930207            1.085880\n",
+      "31              7.6          49.930207            1.085880\n",
+      "32              7.6          49.930207            1.085880\n",
+      "33              7.6          49.930207            1.085880\n",
+      "34              7.6          49.930207            1.085880\n",
+      "35              7.6          49.930207            1.085880\n",
+      "36              7.6          49.930207            1.085880\n",
+      "37              7.6          49.930207            1.085880\n",
+      "38              7.6          49.930207            1.085880\n",
+      "39              7.6          49.930207            1.085880\n",
+      "40              7.6          49.930207            1.085880\n",
+      "41              7.6          49.930207            1.085880\n",
+      "42              7.6          49.930207            1.085880\n",
+      "43              7.6          49.930207            1.085880\n",
+      "44              7.6          49.930207            1.085880\n",
+      "45              7.6          49.930207            1.085880\n",
+      "46              7.6          49.930207            1.085880\n",
+      "47              7.6          49.930207            1.085880\n",
+      "48              7.6          49.930207            1.085880\n",
+      "49              7.6          49.930207            1.085880\n",
+      "50              7.6          49.930207            1.085880\n",
+      "51              3.8          50.035408            0.742497\n",
+      "52              4.2          50.027913            0.739223\n",
+      "53              4.1          50.026010            0.736777\n",
+      "54              4.1          50.026010            0.736777\n",
+      "55              4.1          50.026010            0.736777\n",
+      "56              4.1          50.026010            0.736777\n",
+      "57              4.1          50.026010            0.736777\n",
+      "58              4.1          50.026010            0.736777\n",
+      "59              4.1          50.026010            0.736777\n",
+      "60              4.1          50.026010            0.736777\n",
+      "61              4.1          50.026010            0.736777\n",
+      "62              4.1          50.026010            0.736777\n",
+      "63              4.1          50.026010            0.736777\n",
+      "64              4.1          50.026010            0.736777\n",
+      "65              4.1          50.026010            0.736777\n",
+      "66              4.1          50.026010            0.736777\n",
+      "67              4.1          50.026010            0.736777\n",
+      "68              4.1          50.026010            0.736777\n",
+      "69              4.1          50.026010            0.736777\n",
+      "70              4.1          50.026010            0.736777\n",
+      "71              4.1          50.026010            0.736777\n",
+      "72              4.1          50.026010            0.736777\n",
+      "73              4.1          50.026010            0.736777\n",
+      "74              4.1          50.026010            0.736777\n",
+      "75              4.1          50.026010            0.736777\n",
+      "76              4.1          50.026010            0.736777\n",
+      "77              4.1          50.026010            0.736777\n",
+      "78              4.1          50.026010            0.736777\n",
+      "79              4.1          50.026010            0.736777\n",
+      "80              4.1          50.026010            0.736777\n",
+      "81              4.1          50.026010            0.736777\n",
+      "82              4.1          50.026010            0.736777\n",
+      "83              4.1          50.026010            0.736777\n",
+      "84              4.1          50.026010            0.736777\n",
+      "85              4.1          50.026010            0.736777\n",
+      "86              4.1          50.026010            0.736777\n",
+      "87              4.1          50.026010            0.736777\n",
+      "88              4.1          50.026010            0.736777\n",
+      "89              4.1          50.026010            0.736777\n",
+      "90              4.1          50.026010            0.736777\n",
+      "91              4.1          50.026010            0.736777\n",
+      "92              4.1          50.026010            0.736777\n",
+      "93              4.1          50.026010            0.736777\n",
+      "94              4.1          50.026010            0.736777\n",
+      "95              4.1          50.026010            0.736777\n",
+      "96              4.1          50.026010            0.736777\n",
+      "97              4.1          50.026010            0.736777\n",
+      "98              4.1          50.026010            0.736777\n",
+      "99              4.1          50.026010            0.736777\n",
+      "100             4.1          50.026010            0.736777\n",
+      "101             4.1          50.026010            0.736777\n",
+      "102             4.1          50.026010            0.736777\n",
+      "103             4.1          50.026010            0.736777\n",
+      "104             4.1          50.026010            0.736777\n",
+      "105            10.0          50.025302            0.774052\n",
+      "106            10.5          50.032048            0.855317\n",
+      "107            10.5          50.036182            0.908820\n",
+      "108            10.8          50.042012            0.976547\n",
+      "109            11.1          50.049193            1.046448\n",
+      "110            11.5          50.049677            1.124683\n",
+      "111            11.7          50.065295            1.199793\n",
+      "112            11.7          50.065518            1.200563\n",
+      "113             8.2          50.064702            1.369660\n",
+      "114             0.4          50.061700            1.379470\n",
+      "115             0.0          50.061662            1.379502\n",
+      "116             0.0          50.061693            1.379338\n",
+      "117             0.0          50.061680            1.379395\n",
+      "118             0.0          50.061690            1.379363\n",
+      "119             0.0          50.061625            1.379668\n",
+      "120             0.0          50.061647            1.379667\n",
+      "121             0.0          50.061642            1.379657\n",
+      "122             0.0          50.061665            1.379713\n",
+      "123             0.0          50.061643            1.379702\n",
+      "124             0.0          50.061682            1.379635\n",
+      "125             0.0          50.061655            1.379642\n",
+      "126             0.0          50.061655            1.379642\n",
+      "127             0.0          50.061610            1.379672\n",
+      "128             0.0          50.061610            1.379672\n",
+      "129             0.0          50.061573            1.379652\n",
+      "130             0.0          50.061633            1.379662\n",
+      "131             0.0          50.061575            1.379648\n",
+      "132             0.0          50.061602            1.379680\n",
+      "133             0.0          50.061627            1.379682\n",
+      "134             0.0          50.061657            1.379648\n",
+      "135             0.0          50.061618            1.379648\n",
+      "136             0.0          50.061648            1.379678\n",
+      "137             0.0          50.061635            1.379622\n",
+      "138             0.0          50.061632            1.379637\n",
+      "139             0.0          50.061645            1.379703\n",
+      "140             0.0          50.061645            1.379703\n",
+      "141             0.0          50.061647            1.379677\n",
+      "142             0.0          50.061623            1.379700\n",
+      "143             0.0          50.061578            1.379722\n",
+      "144             0.0          50.061578            1.379722\n",
+      "145             0.0          50.061638            1.379682\n",
+      "146             0.0          50.061628            1.379685\n",
+      "147             0.0          50.061625            1.379648\n",
+      "148             0.0          50.061630            1.379662\n",
+      "149             0.0          50.061605            1.379640\n",
+      "150             0.0          50.061635            1.379687\n",
+      "151             0.0          50.061623            1.379675\n",
+      "152             0.0          50.061600            1.379768\n",
+      "153             0.0          50.061632            1.379683\n",
+      "154             0.0          50.061620            1.379692\n",
+      "155             0.0          50.061638            1.379648\n",
+      "156             0.0          50.061650            1.379642\n",
+      "157             0.0          50.061620            1.379657\n",
+      "158             0.0          50.061620            1.379657\n",
+      "159             0.0          50.061630            1.379660\n",
+      "160             0.0          50.061647            1.379717\n",
+      "161             0.0          50.061670            1.379682\n",
+      "162             0.0          50.061655            1.379677\n",
+      "163             0.0          50.061642            1.379655\n",
+      "164             0.0          50.061632            1.379602\n",
+      "165             0.0          50.061643            1.379650\n",
+      "166             0.0          50.061643            1.379650\n",
+      "167             0.0          50.061662            1.379637\n",
+      "168             0.0          50.061652            1.379672\n",
+      "169             0.0          50.061643            1.379598\n",
+      "170             0.0          50.061640            1.379693\n",
+      "171             0.0          50.061615            1.379665\n",
+      "172             0.0          50.061628            1.379688\n",
+      "173             0.0          50.061663            1.379733\n",
+      "174             0.0          50.061663            1.379733\n",
+      "175             0.0          50.061665            1.379687\n",
+      "176             0.0          50.061663            1.379658\n",
+      "177             0.0          50.061598            1.379653\n",
+      "178             0.0          50.061627            1.379660\n",
+      "179             0.0          50.061617            1.379612\n",
+      "180             0.0          50.061658            1.379705\n",
+      "181             0.0          50.061635            1.379730\n",
+      "182             0.0          50.061633            1.379675\n",
+      "183             0.0          50.061630            1.379585\n",
+      "184             0.0          50.061627            1.379637\n",
+      "185             0.0          50.061615            1.379658\n",
+      "186             0.0          50.061662            1.379678\n",
+      "187             0.0          50.061635            1.379683\n",
+      "188             0.0          50.061647            1.379618\n",
+      "189             0.0          50.061638            1.379677\n",
+      "190             0.0          50.061618            1.379685\n",
+      "191             0.0          50.061672            1.379672\n",
+      "192             0.0          50.061620            1.379610\n",
+      "193             0.0          50.061615            1.379640\n",
+      "diff 17 19\n",
+      "diff 50 105\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.2          51.309705          -11.483388\n",
+      "1               0.2          51.309705          -11.483388\n",
+      "2               0.2          51.309705          -11.483388\n",
+      "3               0.2          51.309705          -11.483388\n",
+      "4               0.2          51.309705          -11.483388\n",
+      "5               0.2          51.309705          -11.483388\n",
+      "6               0.2          51.309705          -11.483388\n",
+      "7               0.2          51.309705          -11.483388\n",
+      "8               0.2          51.309705          -11.483388\n",
+      "9               0.2          51.309705          -11.483388\n",
+      "10              0.2          51.309705          -11.483388\n",
+      "11              0.2          51.309705          -11.483388\n",
+      "12              0.2          51.309705          -11.483388\n",
+      "13              0.2          51.309705          -11.483388\n",
+      "14              0.2          51.309705          -11.483388\n",
+      "15              0.2          51.309705          -11.483388\n",
+      "16              0.2          51.309705          -11.483388\n",
+      "17              0.2          51.309705          -11.483388\n",
+      "18              0.2          51.309705          -11.483388\n",
+      "19              0.2          51.309705          -11.483388\n",
+      "20              0.2          51.309705          -11.483388\n",
+      "21              0.2          51.309705          -11.483388\n",
+      "22              0.2          51.309705          -11.483388\n",
+      "23              0.2          51.309705          -11.483388\n",
+      "24              0.2          51.309705          -11.483388\n",
+      "25              0.2          51.309705          -11.483388\n",
+      "26              0.2          51.309705          -11.483388\n",
+      "27              0.2          51.309705          -11.483388\n",
+      "28              0.2          51.309705          -11.483388\n",
+      "29              0.2          51.309705          -11.483388\n",
+      "30              0.2          51.309705          -11.483388\n",
+      "31              0.2          51.309705          -11.483388\n",
+      "32              0.2          51.309705          -11.483388\n",
+      "33              0.2          51.309705          -11.483388\n",
+      "34              0.2          51.309705          -11.483388\n",
+      "35              0.2          51.309705          -11.483388\n",
+      "36              0.2          51.309705          -11.483388\n",
+      "37              0.2          51.309705          -11.483388\n",
+      "38              0.2          51.309705          -11.483388\n",
+      "39              0.2          51.309705          -11.483388\n",
+      "40              0.2          51.309705          -11.483388\n",
+      "41              0.2          51.309705          -11.483388\n",
+      "42              0.2          51.309705          -11.483388\n",
+      "43              0.2          51.309705          -11.483388\n",
+      "44              0.2          51.309705          -11.483388\n",
+      "45              0.2          51.309705          -11.483388\n",
+      "46              0.2          51.309705          -11.483388\n",
+      "47              0.2          51.309705          -11.483388\n",
+      "48              0.2          51.309705          -11.483388\n",
+      "49              0.2          51.309705          -11.483388\n",
+      "50              0.2          51.309705          -11.483388\n",
+      "51              0.2          51.309705          -11.483388\n",
+      "52              0.2          51.309705          -11.483388\n",
+      "53              0.2          51.309705          -11.483388\n",
+      "54              0.2          51.309705          -11.483388\n",
+      "55              0.2          51.309705          -11.483388\n",
+      "56              0.2          51.309705          -11.483388\n",
+      "57              0.2          51.309705          -11.483388\n",
+      "58              0.2          51.309705          -11.483388\n",
+      "59              0.2          51.309705          -11.483388\n",
+      "60              0.2          51.309705          -11.483388\n",
+      "61              0.2          51.309705          -11.483388\n",
+      "62              0.2          51.309705          -11.483388\n",
+      "63              0.2          51.309705          -11.483388\n",
+      "64              0.2          51.309705          -11.483388\n",
+      "65              0.2          51.309705          -11.483388\n",
+      "66              0.2          51.309705          -11.483388\n",
+      "67              0.2          51.309705          -11.483388\n",
+      "68              0.2          51.309705          -11.483388\n",
+      "69              0.2          51.309705          -11.483388\n",
+      "70              0.2          51.309705          -11.483388\n",
+      "71              0.2          51.309705          -11.483388\n",
+      "72              0.2          51.309705          -11.483388\n",
+      "73              0.2          51.309705          -11.483388\n",
+      "74              0.2          51.309705          -11.483388\n",
+      "75              0.2          51.309705          -11.483388\n",
+      "76              0.2          51.309705          -11.483388\n",
+      "77              1.3          51.342685          -11.481193\n",
+      "78              0.6          51.334145          -11.480843\n",
+      "79              0.7          51.329842          -11.481080\n",
+      "80              0.7          51.329842          -11.481080\n",
+      "81              0.6          51.326327          -11.481082\n",
+      "82              0.2          51.321967          -11.480323\n",
+      "83              0.2          51.321967          -11.480323\n",
+      "84              0.4          51.315042          -11.480013\n",
+      "85              1.2          51.312877          -11.478863\n",
+      "86              2.2          51.309278          -11.479563\n",
+      "87              2.2          51.309278          -11.479563\n",
+      "88              0.9          51.305702          -11.478723\n",
+      "89              1.9          51.300460          -11.476815\n",
+      "90              3.7          51.295618          -11.477527\n",
+      "91              3.7          51.295618          -11.477527\n",
+      "92              3.7          51.295618          -11.477527\n",
+      "93              1.4          51.291380          -11.476052\n",
+      "94              1.4          51.291380          -11.476052\n",
+      "95              1.4          51.291380          -11.476052\n",
+      "96              1.4          51.291380          -11.476052\n",
+      "97              1.4          51.291380          -11.476052\n",
+      "98              1.4          51.291380          -11.476052\n",
+      "99              1.4          51.291380          -11.476052\n",
+      "100             1.4          51.291380          -11.476052\n",
+      "101             1.4          51.291380          -11.476052\n",
+      "102             1.4          51.291380          -11.476052\n",
+      "103             1.4          51.291380          -11.476052\n",
+      "104             1.4          51.291380          -11.476052\n",
+      "105             1.4          51.291380          -11.476052\n",
+      "106             1.4          51.291380          -11.476052\n",
+      "107             8.3          51.550998          -11.078650\n",
+      "108             8.6          51.576143          -11.041262\n",
+      "109             8.6          51.583728          -11.029887\n",
+      "110             9.5          51.626590          -10.965683\n",
+      "111             8.8          51.650573          -10.930863\n",
+      "112             8.6          51.676700          -10.892947\n",
+      "113             8.4          51.703060          -10.854330\n",
+      "114             8.2          51.730183          -10.815035\n",
+      "115             8.4          51.758557          -10.775012\n",
+      "116             8.7          51.786972          -10.734908\n",
+      "117             9.2          51.812318          -10.699315\n",
+      "118             9.2          51.839483          -10.659227\n",
+      "119             8.7          51.867207          -10.617692\n",
+      "120             8.9          51.893898          -10.578912\n",
+      "121             8.7          51.920567          -10.539187\n",
+      "122             6.9          51.942830          -10.506580\n",
+      "123             7.2          51.964680          -10.475335\n",
+      "124             7.0          51.987087          -10.442453\n",
+      "125             6.2          52.007182          -10.415080\n",
+      "126             5.8          52.026395          -10.387172\n",
+      "127             5.8          52.044618          -10.358330\n",
+      "128             5.9          52.056642          -10.339417\n",
+      "129             6.2          52.084655          -10.293862\n",
+      "130             4.9          52.097125          -10.272048\n",
+      "131             4.1          52.108250          -10.251775\n",
+      "132             9.0          52.120177          -10.259878\n",
+      "133             9.0          52.120177          -10.259878\n",
+      "134             9.0          52.120177          -10.259878\n",
+      "135             9.0          52.120177          -10.259878\n",
+      "136             9.0          52.120177          -10.259878\n",
+      "137             9.0          52.120177          -10.259878\n",
+      "138             9.0          52.120177          -10.259878\n",
+      "139             9.0          52.120177          -10.259878\n",
+      "140             9.0          52.120177          -10.259878\n",
+      "141             9.0          52.120177          -10.259878\n",
+      "142             9.0          52.120177          -10.259878\n",
+      "143             9.0          52.120177          -10.259878\n",
+      "144             9.0          52.120177          -10.259878\n",
+      "145             9.0          52.120177          -10.259878\n",
+      "146             9.0          52.120177          -10.259878\n",
+      "147             9.0          52.120177          -10.259878\n",
+      "148             9.0          52.120177          -10.259878\n",
+      "149             9.0          52.120177          -10.259878\n",
+      "150             9.0          52.120177          -10.259878\n",
+      "151             9.0          52.120177          -10.259878\n",
+      "152             9.0          52.120177          -10.259878\n",
+      "153             9.0          52.120177          -10.259878\n",
+      "154             9.0          52.120177          -10.259878\n",
+      "155             9.0          52.120177          -10.259878\n",
+      "156             9.0          52.120177          -10.259878\n",
+      "157             9.0          52.120177          -10.259878\n",
+      "158             9.0          52.120177          -10.259878\n",
+      "159             9.0          52.120177          -10.259878\n",
+      "160             9.0          52.120177          -10.259878\n",
+      "161             9.0          52.120177          -10.259878\n",
+      "162             9.0          52.120177          -10.259878\n",
+      "163             9.0          52.120177          -10.259878\n",
+      "164             9.0          52.120177          -10.259878\n",
+      "165             9.0          52.120177          -10.259878\n",
+      "166             9.0          52.120177          -10.259878\n",
+      "167             9.0          52.120177          -10.259878\n",
+      "168             9.0          52.120177          -10.259878\n",
+      "169             9.0          52.120177          -10.259878\n",
+      "170             9.0          52.120177          -10.259878\n",
+      "171             9.0          52.120177          -10.259878\n",
+      "172             9.0          52.120177          -10.259878\n",
+      "173             9.0          52.120177          -10.259878\n",
+      "174             9.0          52.120177          -10.259878\n",
+      "175             9.0          52.120177          -10.259878\n",
+      "176             9.0          52.120177          -10.259878\n",
+      "177             9.0          52.120177          -10.259878\n",
+      "178             9.0          52.120177          -10.259878\n",
+      "179             9.0          52.120177          -10.259878\n",
+      "180             9.0          52.120177          -10.259878\n",
+      "181             9.2          52.108405          -10.254918\n",
+      "182             9.4          52.080617          -10.267995\n",
+      "183             9.3          52.044640          -10.315653\n",
+      "184             9.4          52.020325          -10.348948\n",
+      "185             8.8          51.991120          -10.389307\n",
+      "186             9.3          51.961250          -10.430628\n",
+      "187             8.8          51.934372          -10.467932\n",
+      "188             8.9          51.906395          -10.507782\n",
+      "189             9.2          51.880063          -10.549878\n",
+      "190             8.9          51.856545          -10.595583\n",
+      "191             8.7          51.834153          -10.642215\n",
+      "192             9.0          51.810807          -10.690648\n",
+      "193             9.0          51.786900          -10.739512\n",
+      "diff 121 123\n",
+      "diff 124 132\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               4.8          61.686193           -0.814257\n",
+      "1               4.8          61.686193           -0.814257\n",
+      "2               4.8          61.686193           -0.814257\n",
+      "3               4.8          61.686193           -0.814257\n",
+      "4               4.8          61.686193           -0.814257\n",
+      "5               4.8          61.686193           -0.814257\n",
+      "6               4.8          61.686193           -0.814257\n",
+      "7               4.1          61.734853           -0.772873\n",
+      "8               4.1          61.734853           -0.772873\n",
+      "9               4.1          61.734853           -0.772873\n",
+      "10              4.1          61.734853           -0.772873\n",
+      "11              4.1          61.734853           -0.772873\n",
+      "12              2.5          61.766422           -0.668502\n",
+      "13              2.5          61.766422           -0.668502\n",
+      "14              2.5          61.766422           -0.668502\n",
+      "15              2.5          61.766422           -0.668502\n",
+      "16              2.5          61.766422           -0.668502\n",
+      "17              2.5          61.766422           -0.668502\n",
+      "18              2.5          61.766422           -0.668502\n",
+      "19              2.5          61.766422           -0.668502\n",
+      "20              4.2          61.780125           -0.622342\n",
+      "21              4.2          61.780125           -0.622342\n",
+      "22              4.1          61.796255           -0.571533\n",
+      "23              4.1          61.796255           -0.571533\n",
+      "24              4.1          61.796255           -0.571533\n",
+      "25              4.1          61.796255           -0.571533\n",
+      "26              4.1          61.796255           -0.571533\n",
+      "27              4.1          61.796255           -0.571533\n",
+      "28              4.1          61.796255           -0.571533\n",
+      "29              4.1          61.796255           -0.571533\n",
+      "30              4.1          61.796255           -0.571533\n",
+      "31              4.1          61.796255           -0.571533\n",
+      "32              4.1          61.796255           -0.571533\n",
+      "33              4.1          61.796255           -0.571533\n",
+      "34              4.1          61.796255           -0.571533\n",
+      "35              4.1          61.796255           -0.571533\n",
+      "36              4.1          61.796255           -0.571533\n",
+      "37              4.1          61.796255           -0.571533\n",
+      "38              4.1          61.796255           -0.571533\n",
+      "39              4.1          61.796255           -0.571533\n",
+      "40              4.1          61.796255           -0.571533\n",
+      "41              4.1          61.796255           -0.571533\n",
+      "42              4.1          61.796255           -0.571533\n",
+      "43              4.1          61.796255           -0.571533\n",
+      "44              4.1          61.796255           -0.571533\n",
+      "45              4.1          61.796255           -0.571533\n",
+      "46              4.1          61.796255           -0.571533\n",
+      "47              4.1          61.796255           -0.571533\n",
+      "48              4.1          61.796255           -0.571533\n",
+      "49              4.1          61.796255           -0.571533\n",
+      "50              4.1          61.796255           -0.571533\n",
+      "51              4.1          61.796255           -0.571533\n",
+      "52              7.7          61.790993           -0.072675\n",
+      "53              7.7          61.790993           -0.072675\n",
+      "54              7.7          61.790993           -0.072675\n",
+      "55              7.7          61.790993           -0.072675\n",
+      "56              7.7          61.790993           -0.072675\n",
+      "57              7.7          61.790993           -0.072675\n",
+      "58              7.7          61.790993           -0.072675\n",
+      "59              7.1          61.643235           -0.435568\n",
+      "60              7.1          61.643235           -0.435568\n",
+      "61              7.1          61.643235           -0.435568\n",
+      "62              7.1          61.643235           -0.435568\n",
+      "63              7.1          61.643235           -0.435568\n",
+      "64              7.1          61.643235           -0.435568\n",
+      "65              7.1          61.643235           -0.435568\n",
+      "66              7.1          61.643235           -0.435568\n",
+      "67              7.1          61.643235           -0.435568\n",
+      "68              7.1          61.643235           -0.435568\n",
+      "69              7.7          61.450512           -0.917193\n",
+      "70              5.5          61.430043           -0.979392\n",
+      "71              8.1          61.414152           -1.034915\n",
+      "72              8.1          61.414152           -1.034915\n",
+      "73              7.8          61.396188           -1.087737\n",
+      "74              7.3          61.360222           -1.191065\n",
+      "75              6.7          61.342608           -1.242980\n",
+      "76              6.7          61.342608           -1.242980\n",
+      "77              6.9          61.324118           -1.296875\n",
+      "78              7.8          61.297113           -1.403203\n",
+      "79              7.8          61.297113           -1.403203\n",
+      "80              3.2          61.307743           -1.440523\n",
+      "81              4.1          61.328445           -1.424680\n",
+      "82              4.1          61.328445           -1.424680\n",
+      "83              3.5          61.344302           -1.405007\n",
+      "84              3.9          61.374343           -1.340588\n",
+      "85              4.2          61.390133           -1.320180\n",
+      "86              4.2          61.390133           -1.320180\n",
+      "87              4.1          61.406213           -1.302455\n",
+      "88              4.1          61.406213           -1.302455\n",
+      "89              4.1          61.406213           -1.302455\n",
+      "90              3.9          61.431303           -1.275313\n",
+      "91              3.9          61.431303           -1.275313\n",
+      "92              4.0          61.448405           -1.255622\n",
+      "93              3.9          61.404082           -1.304822\n",
+      "94              3.9          61.404082           -1.304822\n",
+      "95              3.9          61.404082           -1.304822\n",
+      "96              4.0          61.466077           -1.233085\n",
+      "97              4.0          61.466077           -1.233085\n",
+      "98              4.1          61.543028           -1.102443\n",
+      "99              4.1          61.543028           -1.102443\n",
+      "100             4.1          61.543028           -1.102443\n",
+      "101             4.1          61.543028           -1.102443\n",
+      "102             4.1          61.543028           -1.102443\n",
+      "103             4.1          61.543028           -1.102443\n",
+      "104             4.1          61.543028           -1.102443\n",
+      "105             3.9          61.664743           -0.940150\n",
+      "106             4.0          61.678363           -0.917093\n",
+      "107             4.0          61.678363           -0.917093\n",
+      "108             4.3          61.692167           -0.890872\n",
+      "109             2.8          61.705273           -0.868833\n",
+      "110             5.0          61.714617           -0.850090\n",
+      "111             5.0          61.714617           -0.850090\n",
+      "112             5.0          61.714617           -0.850090\n",
+      "113             5.0          61.714617           -0.850090\n",
+      "114             5.0          61.714617           -0.850090\n",
+      "115             5.0          61.714617           -0.850090\n",
+      "116             5.0          61.714617           -0.850090\n",
+      "117             5.0          61.714617           -0.850090\n",
+      "118             5.0          61.714617           -0.850090\n",
+      "119             5.0          61.714617           -0.850090\n",
+      "120             5.0          61.714617           -0.850090\n",
+      "121             5.0          61.714617           -0.850090\n",
+      "122             5.0          61.714617           -0.850090\n",
+      "123             0.8          61.671002           -0.858917\n",
+      "124             0.8          61.671002           -0.858917\n",
+      "125             0.8          61.671002           -0.858917\n",
+      "126             0.6          61.614545           -0.869017\n",
+      "127             1.5          61.609605           -0.882740\n",
+      "128             1.5          61.609605           -0.882740\n",
+      "129             0.7          61.603413           -0.896225\n",
+      "130             1.7          61.598458           -0.908830\n",
+      "131             2.9          61.589365           -0.930672\n",
+      "132             2.9          61.589365           -0.930672\n",
+      "133             2.2          61.578333           -0.958825\n",
+      "134             2.4          61.568432           -0.984260\n",
+      "135             2.4          61.568432           -0.984260\n",
+      "136             2.4          61.568432           -0.984260\n",
+      "137             2.4          61.554043           -1.023960\n",
+      "138             2.4          61.554043           -1.023960\n",
+      "139             2.4          61.554043           -1.023960\n",
+      "140             2.4          61.554043           -1.023960\n",
+      "141             2.4          61.554043           -1.023960\n",
+      "142             2.4          61.554043           -1.023960\n",
+      "143             2.4          61.554043           -1.023960\n",
+      "144             2.4          61.554043           -1.023960\n",
+      "145             2.4          61.554043           -1.023960\n",
+      "146             4.1          61.489218           -1.159525\n",
+      "147             4.1          61.489218           -1.159525\n",
+      "148             4.1          61.489218           -1.159525\n",
+      "149             3.8          61.532020           -1.105973\n",
+      "150             3.8          61.532020           -1.105973\n",
+      "151             3.8          61.532020           -1.105973\n",
+      "152             3.8          61.532020           -1.105973\n",
+      "153             3.8          61.532020           -1.105973\n",
+      "154             4.2          61.577625           -1.040817\n",
+      "155             4.2          61.577625           -1.040817\n",
+      "156             4.2          61.578778           -1.039402\n",
+      "157             4.2          61.578778           -1.039402\n",
+      "158             4.2          61.578778           -1.039402\n",
+      "159             4.2          61.578778           -1.039402\n",
+      "160             4.2          61.578778           -1.039402\n",
+      "161             4.2          61.578778           -1.039402\n",
+      "162             4.2          61.578778           -1.039402\n",
+      "163             4.3          61.663207           -0.928170\n",
+      "164             4.3          61.663207           -0.928170\n",
+      "165             4.3          61.663207           -0.928170\n",
+      "166             4.3          61.663207           -0.928170\n",
+      "167             4.3          61.663207           -0.928170\n",
+      "168             4.3          61.663207           -0.928170\n",
+      "169             4.3          61.663207           -0.928170\n",
+      "170             4.3          61.663207           -0.928170\n",
+      "171             4.3          61.663207           -0.928170\n",
+      "172             4.3          61.663207           -0.928170\n",
+      "173             4.0          61.810592           -0.537360\n",
+      "174             0.6          61.826300           -0.490992\n",
+      "175             0.6          61.826300           -0.490992\n",
+      "176             0.6          61.826300           -0.490992\n",
+      "177             0.6          61.826300           -0.490992\n",
+      "178             0.6          61.826300           -0.490992\n",
+      "179             3.1          61.796868           -0.546875\n",
+      "180             3.1          61.796868           -0.546875\n",
+      "181             3.1          61.796868           -0.546875\n",
+      "182             3.1          61.796868           -0.546875\n",
+      "183             3.1          61.796868           -0.546875\n",
+      "184             3.1          61.796868           -0.546875\n",
+      "185             3.1          61.796868           -0.546875\n",
+      "186             3.1          61.796868           -0.546875\n",
+      "187             3.1          61.796868           -0.546875\n",
+      "188             3.1          61.796868           -0.546875\n",
+      "189             3.4          61.735527           -0.694218\n",
+      "190             3.4          61.735527           -0.694218\n",
+      "191             3.4          61.735527           -0.694218\n",
+      "192             3.4          61.735527           -0.694218\n",
+      "193             3.4          61.735527           -0.694218\n",
+      "diff 69 71\n",
+      "diff 74 78\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.8          61.636562           -0.880395\n",
+      "1               3.8          61.636562           -0.880395\n",
+      "2               3.8          61.636562           -0.880395\n",
+      "3               3.8          61.636562           -0.880395\n",
+      "4               3.8          61.636562           -0.880395\n",
+      "5               9.9          61.365297           -0.633253\n",
+      "6               9.9          61.365297           -0.633253\n",
+      "7               9.9          61.365297           -0.633253\n",
+      "8               9.9          61.365297           -0.633253\n",
+      "9              10.4          61.177757           -0.331542\n",
+      "10             10.4          61.177757           -0.331542\n",
+      "11             10.4          61.177757           -0.331542\n",
+      "12             10.4          61.177757           -0.331542\n",
+      "13             10.7          61.058355           -0.171457\n",
+      "14             10.7          61.058355           -0.171457\n",
+      "15             11.0          60.983168           -0.072067\n",
+      "16             10.7          60.942818           -0.019358\n",
+      "17             10.7          60.942818           -0.019358\n",
+      "18             10.5          60.904632            0.031998\n",
+      "19             10.5          60.904632            0.031998\n",
+      "20             10.5          60.904632            0.031998\n",
+      "21             10.5          60.904632            0.031998\n",
+      "22             10.5          60.904632            0.031998\n",
+      "23             10.5          60.904632            0.031998\n",
+      "24             11.0          60.625718            0.429877\n",
+      "25             11.0          60.625718            0.429877\n",
+      "26             10.8          60.588783            0.485455\n",
+      "27             11.1          60.552115            0.540368\n",
+      "28             10.9          60.479235            0.650522\n",
+      "29             10.7          60.442908            0.705118\n",
+      "30             10.7          60.442908            0.705118\n",
+      "31             10.9          60.406522            0.759483\n",
+      "32             10.8          60.355920            0.835737\n",
+      "33             10.8          60.355920            0.835737\n",
+      "34             10.8          60.355920            0.835737\n",
+      "35             10.8          60.355920            0.835737\n",
+      "36             10.8          60.355920            0.835737\n",
+      "37             10.8          60.355920            0.835737\n",
+      "38             10.8          60.355920            0.835737\n",
+      "39             10.8          60.355920            0.835737\n",
+      "40             10.8          60.355920            0.835737\n",
+      "41             10.9          60.037395            1.390673\n",
+      "42             10.5          60.002837            1.476685\n",
+      "43             10.5          60.002837            1.476685\n",
+      "44             10.7          59.974292            1.547668\n",
+      "45             10.8          59.912190            1.705072\n",
+      "46             10.7          59.888133            1.767400\n",
+      "47             10.5          59.879310            1.790577\n",
+      "48              9.9          59.861217            1.835667\n",
+      "49             10.4          59.802202            1.964012\n",
+      "50             10.3          59.783008            2.005613\n",
+      "51             10.2          59.763173            2.048612\n",
+      "52             10.4          59.744488            2.093487\n",
+      "53             10.6          59.688665            2.228962\n",
+      "54             10.6          59.688665            2.228962\n",
+      "55             10.6          59.650853            2.321063\n",
+      "56             10.7          59.610608            2.425473\n",
+      "57             10.8          59.575370            2.505363\n",
+      "58             10.9          59.557272            2.544455\n",
+      "59             11.0          59.529872            2.611233\n",
+      "60             11.0          59.496745            2.693073\n",
+      "61             11.2          59.462312            2.776967\n",
+      "62             11.1          59.446563            2.815035\n",
+      "63             11.1          59.404855            2.914813\n",
+      "64             10.7          59.370123            2.995752\n",
+      "65             11.1          59.343060            3.057902\n",
+      "66              8.6          59.312047            3.109150\n",
+      "67              3.9          59.291893            3.085897\n",
+      "68              3.9          59.281283            3.072163\n",
+      "69              4.0          59.268117            3.056017\n",
+      "70              4.1          59.254818            3.038525\n",
+      "71              4.1          59.239440            3.018735\n",
+      "72              4.0          59.226353            3.001995\n",
+      "73              4.1          59.210958            2.982053\n",
+      "74              4.2          59.196787            2.964420\n",
+      "75              4.2          59.181720            2.945913\n",
+      "76              4.3          59.163932            2.924192\n",
+      "77              4.1          59.152750            2.910627\n",
+      "78              4.2          59.139580            2.894458\n",
+      "79              4.2          59.132320            2.885388\n",
+      "80              4.0          59.111985            2.860383\n",
+      "81              4.1          59.098642            2.844100\n",
+      "82              0.4          59.091450            2.836332\n",
+      "83             11.3          59.074568            2.836007\n",
+      "84             11.4          59.064135            2.845118\n",
+      "85             11.4          58.985218            2.938597\n",
+      "86             11.2          58.939723            2.994862\n",
+      "87             11.5          58.895632            3.058353\n",
+      "88             11.4          58.863630            3.117337\n",
+      "89             11.3          58.824308            3.183723\n",
+      "90             11.0          58.785595            3.230540\n",
+      "91             11.1          58.745582            3.236263\n",
+      "92             11.1          58.697035            3.242928\n",
+      "93             11.1          58.662915            3.270797\n",
+      "94             11.1          58.620702            3.315160\n",
+      "95             11.0          58.577057            3.361902\n",
+      "96             11.0          58.577057            3.361902\n",
+      "97             11.0          58.577057            3.361902\n",
+      "98             10.9          58.473658            3.475915\n",
+      "99             10.9          58.473658            3.475915\n",
+      "100            11.0          58.411505            3.542158\n",
+      "101            11.0          58.411505            3.542158\n",
+      "102            10.8          58.372740            3.584507\n",
+      "103            10.6          58.318042            3.647858\n",
+      "104            10.6          58.318042            3.647858\n",
+      "105            10.6          58.318042            3.647858\n",
+      "106            10.6          58.318042            3.647858\n",
+      "107            10.6          58.318042            3.647858\n",
+      "108            10.6          58.318042            3.647858\n",
+      "109            10.6          58.318042            3.647858\n",
+      "110            10.6          58.318042            3.647858\n",
+      "111            10.6          58.318042            3.647858\n",
+      "112            10.6          58.318042            3.647858\n",
+      "113            10.6          58.318042            3.647858\n",
+      "114             4.3          58.337615            3.818827\n",
+      "115             4.3          58.337615            3.818827\n",
+      "116             4.3          58.370115            3.896002\n",
+      "117             4.1          58.386552            3.914897\n",
+      "118             3.8          58.401442            3.929248\n",
+      "119             3.6          58.416870            3.933527\n",
+      "120             3.3          58.429745            3.928128\n",
+      "121             3.2          58.443793            3.921190\n",
+      "122             3.2          58.458947            3.913750\n",
+      "123             3.4          58.470123            3.901475\n",
+      "124             4.0          58.483588            3.894075\n",
+      "125             4.4          58.485460            3.925610\n",
+      "126             3.9          58.474345            3.947940\n",
+      "127             4.3          58.460367            3.970017\n",
+      "128             3.8          58.445917            3.991077\n",
+      "129             0.9          58.434332            4.005772\n",
+      "130             2.6          58.434180            4.018695\n",
+      "131             6.8          58.422008            4.040218\n",
+      "132             3.0          58.405718            4.054463\n",
+      "133             2.2          58.399958            4.062775\n",
+      "134             3.6          58.382732            4.073437\n",
+      "135             4.2          58.366885            4.085307\n",
+      "136             4.1          58.351935            4.099212\n",
+      "137             4.4          58.336870            4.121910\n",
+      "138             4.3          58.322872            4.153920\n",
+      "139             4.5          58.317413            4.175962\n",
+      "140             4.3          58.307752            4.208343\n",
+      "141             4.2          58.296670            4.232298\n",
+      "142             4.2          58.285882            4.255753\n",
+      "143             4.1          58.275125            4.278565\n",
+      "144             4.2          58.262313            4.306108\n",
+      "145             4.2          58.252160            4.329803\n",
+      "146             3.9          58.242062            4.354475\n",
+      "147             3.9          58.231328            4.376662\n",
+      "148             3.7          58.220083            4.398330\n",
+      "149             7.0          58.212985            4.424802\n",
+      "150             3.9          58.227983            4.392713\n",
+      "151             4.3          58.234962            4.376495\n",
+      "152             3.5          58.245425            4.350500\n",
+      "153             3.6          58.251903            4.325020\n",
+      "154             3.4          58.257875            4.300793\n",
+      "155             4.3          58.264685            4.275750\n",
+      "156             3.8          58.271697            4.249562\n",
+      "157             3.8          58.278962            4.219755\n",
+      "158             1.3          58.284063            4.201322\n",
+      "159             2.8          58.288317            4.204863\n",
+      "160            11.3          58.275447            4.250862\n",
+      "161            11.4          58.249968            4.320350\n",
+      "162            11.1          58.220697            4.400277\n",
+      "163            11.2          58.193882            4.471727\n",
+      "164            11.3          58.167237            4.542077\n",
+      "165            11.2          58.141822            4.617728\n",
+      "166            11.4          58.119820            4.693080\n",
+      "167            11.1          58.097965            4.768025\n",
+      "168            11.6          58.072288            4.853258\n",
+      "169            11.0          58.049563            4.929440\n",
+      "170            11.3          58.027300            5.003082\n",
+      "171            11.2          58.004688            5.076205\n",
+      "172            11.1          57.981793            5.150208\n",
+      "173            11.4          57.955393            5.233232\n",
+      "174            11.5          57.927718            5.319123\n",
+      "175            11.5          57.900713            5.405405\n",
+      "176            11.5          57.883768            5.460775\n",
+      "177            11.5          57.860280            5.537615\n",
+      "178            11.0          57.836795            5.612887\n",
+      "179            11.4          57.811907            5.695033\n",
+      "180            11.6          57.782418            5.790820\n",
+      "181            11.7          57.766702            5.845408\n",
+      "182            11.6          57.739937            5.929575\n",
+      "183            11.0          57.711665            6.025362\n",
+      "184             5.4          57.704803            6.057867\n",
+      "185             4.2          57.694615            6.086328\n",
+      "186             4.2          57.684533            6.116907\n",
+      "187             4.3          57.679088            6.147782\n",
+      "188             4.3          57.675127            6.179357\n",
+      "189             4.3          57.670363            6.210050\n",
+      "190             4.2          57.665848            6.244115\n",
+      "191             4.1          57.664508            6.275065\n",
+      "192             4.0          57.665725            6.315067\n",
+      "193             4.1          57.667018            6.337160\n",
+      "diff 66 83\n",
+      "diff 113 149\n",
+      "diff 149 160\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.1          43.680747           -7.596992\n",
+      "1               0.1          43.680747           -7.596992\n",
+      "2               0.1          43.680747           -7.596992\n",
+      "3               0.1          43.680747           -7.596992\n",
+      "4               0.1          43.680747           -7.596992\n",
+      "5               0.1          43.680747           -7.596992\n",
+      "6               0.1          43.680747           -7.596992\n",
+      "7               0.1          43.680747           -7.596992\n",
+      "8               0.1          43.680747           -7.596992\n",
+      "9               0.1          43.680747           -7.596992\n",
+      "10              0.1          43.680747           -7.596992\n",
+      "11              0.1          43.680747           -7.596992\n",
+      "12              0.1          43.680747           -7.596992\n",
+      "13              0.1          43.680747           -7.596992\n",
+      "14              0.1          43.680747           -7.596992\n",
+      "15              0.1          43.680747           -7.596992\n",
+      "16              0.1          43.680747           -7.596992\n",
+      "17              0.1          43.680747           -7.596992\n",
+      "18              0.1          43.680747           -7.596992\n",
+      "19              0.1          43.680747           -7.596992\n",
+      "20              0.1          43.680747           -7.596992\n",
+      "21              0.1          43.680747           -7.596992\n",
+      "22              0.1          43.680747           -7.596992\n",
+      "23              0.1          43.680747           -7.596992\n",
+      "24              0.1          43.680747           -7.596992\n",
+      "25              0.1          43.680747           -7.596992\n",
+      "26              0.1          43.680747           -7.596992\n",
+      "27              0.1          43.680747           -7.596992\n",
+      "28              0.1          43.680747           -7.596992\n",
+      "29              0.1          43.680747           -7.596992\n",
+      "30              0.1          43.680747           -7.596992\n",
+      "31              0.1          43.680747           -7.596992\n",
+      "32              0.1          43.680747           -7.596992\n",
+      "33              0.1          43.680747           -7.596992\n",
+      "34              0.1          43.680747           -7.596992\n",
+      "35              0.1          43.680747           -7.596992\n",
+      "36              0.1          43.680747           -7.596992\n",
+      "37              0.1          43.680747           -7.596992\n",
+      "38              0.1          43.680747           -7.596992\n",
+      "39              0.1          43.680747           -7.596992\n",
+      "40              0.1          43.680747           -7.596992\n",
+      "41              0.1          43.680747           -7.596992\n",
+      "42              0.1          43.680747           -7.596992\n",
+      "43              0.1          43.680747           -7.596992\n",
+      "44              0.1          43.680747           -7.596992\n",
+      "45              0.1          43.680747           -7.596992\n",
+      "46              0.1          43.680747           -7.596992\n",
+      "47              0.1          43.680747           -7.596992\n",
+      "48              0.1          43.680747           -7.596992\n",
+      "49              0.1          43.680747           -7.596992\n",
+      "50              0.1          43.680747           -7.596992\n",
+      "51              0.1          43.680747           -7.596992\n",
+      "52              0.1          43.680747           -7.596992\n",
+      "53              0.1          43.680747           -7.596992\n",
+      "54              0.1          43.680747           -7.596992\n",
+      "55              0.1          43.680747           -7.596992\n",
+      "56              0.1          43.680747           -7.596992\n",
+      "57              0.1          43.680747           -7.596992\n",
+      "58              0.1          43.680747           -7.596992\n",
+      "59              0.1          43.680747           -7.596992\n",
+      "60              0.1          43.680747           -7.596992\n",
+      "61              0.1          43.680747           -7.596992\n",
+      "62              0.1          43.680747           -7.596992\n",
+      "63              0.1          43.680747           -7.596992\n",
+      "64              0.1          43.680747           -7.596992\n",
+      "65              0.1          43.680747           -7.596992\n",
+      "66              0.1          43.680747           -7.596992\n",
+      "67              0.1          43.680747           -7.596992\n",
+      "68              0.1          43.680747           -7.596992\n",
+      "69              0.1          43.680747           -7.596992\n",
+      "70              0.1          43.680747           -7.596992\n",
+      "71              0.1          43.680747           -7.596992\n",
+      "72              0.1          43.680747           -7.596992\n",
+      "73              0.1          43.680747           -7.596992\n",
+      "74              0.1          43.680747           -7.596992\n",
+      "75              0.1          43.680747           -7.596992\n",
+      "76              0.1          43.680747           -7.596992\n",
+      "77              0.1          43.680747           -7.596992\n",
+      "78              0.1          43.680747           -7.596992\n",
+      "79              0.1          43.680747           -7.596992\n",
+      "80              0.1          43.680747           -7.596992\n",
+      "81              0.1          43.680747           -7.596992\n",
+      "82              0.1          43.680747           -7.596992\n",
+      "83              0.1          43.680747           -7.596992\n",
+      "84              0.1          43.680747           -7.596992\n",
+      "85              0.1          43.680747           -7.596992\n",
+      "86              0.1          43.680747           -7.596992\n",
+      "87              0.1          43.680747           -7.596992\n",
+      "88              0.1          43.680747           -7.596992\n",
+      "89              0.1          43.680747           -7.596992\n",
+      "90              0.1          43.680747           -7.596992\n",
+      "91              0.1          43.680747           -7.596992\n",
+      "92              0.1          43.680747           -7.596992\n",
+      "93              0.1          43.680747           -7.596992\n",
+      "94              0.1          43.680747           -7.596992\n",
+      "95              0.1          43.680747           -7.596992\n",
+      "96              0.1          43.680747           -7.596992\n",
+      "97              0.1          43.680747           -7.596992\n",
+      "98              0.1          43.680747           -7.596992\n",
+      "99              0.1          43.680747           -7.596992\n",
+      "100             0.1          43.680747           -7.596992\n",
+      "101             0.1          43.680747           -7.596992\n",
+      "102             0.1          43.680747           -7.596992\n",
+      "103             0.1          43.680747           -7.596992\n",
+      "104             0.1          43.680747           -7.596992\n",
+      "105             0.1          43.680747           -7.596992\n",
+      "106             0.1          43.680747           -7.596992\n",
+      "107             0.1          43.680747           -7.596992\n",
+      "108             0.1          43.680747           -7.596992\n",
+      "109             0.1          43.680747           -7.596992\n",
+      "110             0.1          43.680747           -7.596992\n",
+      "111             0.1          43.680747           -7.596992\n",
+      "112             0.1          43.680747           -7.596992\n",
+      "113             0.1          43.680747           -7.596992\n",
+      "114             0.1          43.680747           -7.596992\n",
+      "115             0.1          43.680747           -7.596992\n",
+      "116             0.1          43.680747           -7.596992\n",
+      "117             0.1          43.680747           -7.596992\n",
+      "118             0.1          43.680747           -7.596992\n",
+      "119             0.1          43.680747           -7.596992\n",
+      "120             0.1          43.680747           -7.596992\n",
+      "121             0.1          43.680747           -7.596992\n",
+      "122             0.1          43.680747           -7.596992\n",
+      "123             0.1          43.680747           -7.596992\n",
+      "124             0.1          43.680747           -7.596992\n",
+      "125             0.1          43.680747           -7.596992\n",
+      "126             0.1          43.680747           -7.596992\n",
+      "127             0.1          43.680747           -7.596992\n",
+      "128             0.1          43.680747           -7.596992\n",
+      "129             0.1          43.680747           -7.596992\n",
+      "130             0.1          43.680747           -7.596992\n",
+      "131             0.1          43.680747           -7.596992\n",
+      "132             0.1          43.680747           -7.596992\n",
+      "133             0.1          43.680747           -7.596992\n",
+      "134             0.1          43.680747           -7.596992\n",
+      "135             0.1          43.680747           -7.596992\n",
+      "136             0.1          43.680747           -7.596992\n",
+      "137             0.1          43.680747           -7.596992\n",
+      "138             0.1          43.680747           -7.596992\n",
+      "139             0.1          43.680747           -7.596992\n",
+      "140             0.1          43.680747           -7.596992\n",
+      "141             0.1          43.680747           -7.596992\n",
+      "142             0.0          43.680750           -7.597028\n",
+      "143             0.0          43.680750           -7.597028\n",
+      "144             0.0          43.680750           -7.597028\n",
+      "145             0.0          43.680750           -7.597028\n",
+      "146             0.0          43.680750           -7.597028\n",
+      "147             0.0          43.680742           -7.596997\n",
+      "148             0.0          43.680742           -7.596997\n",
+      "149             0.0          43.680742           -7.596997\n",
+      "150             0.0          43.680742           -7.596997\n",
+      "151             0.0          43.680742           -7.596997\n",
+      "152             0.0          43.680742           -7.596997\n",
+      "153             0.0          43.680742           -7.596997\n",
+      "154             0.0          43.680742           -7.596997\n",
+      "155             0.0          43.680742           -7.596997\n",
+      "156             0.0          43.680742           -7.596997\n",
+      "157             0.0          43.680742           -7.596997\n",
+      "158             0.0          43.680742           -7.596997\n",
+      "159             0.0          43.680742           -7.596997\n",
+      "160             0.0          43.680742           -7.596997\n",
+      "161             0.0          43.680742           -7.596997\n",
+      "162             0.0          43.680742           -7.596997\n",
+      "163             0.0          43.680742           -7.596997\n",
+      "164             0.0          43.680742           -7.596997\n",
+      "165             0.0          43.680742           -7.596997\n",
+      "166             0.0          43.680742           -7.596997\n",
+      "167             0.0          43.680742           -7.596997\n",
+      "168             0.0          43.680742           -7.596997\n",
+      "169             0.0          43.680742           -7.596997\n",
+      "170             0.0          43.680742           -7.596997\n",
+      "171             0.0          43.680742           -7.596997\n",
+      "172             0.0          43.680742           -7.596997\n",
+      "173             0.0          43.680742           -7.596997\n",
+      "174             0.0          43.680742           -7.596997\n",
+      "175             0.0          43.680742           -7.596997\n",
+      "176             0.0          43.680742           -7.596997\n",
+      "177             5.3          43.918865           -7.650938\n",
+      "178             5.9          43.939828           -7.659957\n",
+      "179             6.2          43.964798           -7.670522\n",
+      "180             6.0          43.987870           -7.680858\n",
+      "181             6.1          44.011902           -7.692132\n",
+      "182             7.1          44.038757           -7.703783\n",
+      "183             6.4          44.066528           -7.716305\n",
+      "184             7.1          44.093462           -7.728790\n",
+      "185             6.0          44.121512           -7.743105\n",
+      "186             6.6          44.142980           -7.755795\n",
+      "187             6.2          44.171393           -7.771853\n",
+      "188             6.3          44.179880           -7.776247\n",
+      "189             6.7          44.222570           -7.796453\n",
+      "190             6.7          44.222570           -7.796453\n",
+      "191             6.7          44.222570           -7.796453\n",
+      "192             6.7          44.222570           -7.796453\n",
+      "193             6.7          44.222570           -7.796453\n",
+      "diff 182 184\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.5          51.646270           -9.907755\n",
+      "1               2.5          51.646270           -9.907755\n",
+      "2               2.5          51.646270           -9.907755\n",
+      "3               2.5          51.646270           -9.907755\n",
+      "4               2.5          51.646270           -9.907755\n",
+      "5               2.5          51.646270           -9.907755\n",
+      "6               2.5          51.646270           -9.907755\n",
+      "7               2.5          51.646270           -9.907755\n",
+      "8               2.5          51.646270           -9.907755\n",
+      "9               2.5          51.646270           -9.907755\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.0          51.496547          -11.359993\n",
+      "1               3.0          51.496547          -11.359993\n",
+      "2               3.0          51.496547          -11.359993\n",
+      "3               3.0          51.496547          -11.359993\n",
+      "4               3.0          51.496547          -11.359993\n",
+      "5               3.0          51.496547          -11.359993\n",
+      "6               3.0          51.496547          -11.359993\n",
+      "7               3.0          51.496547          -11.359993\n",
+      "8               3.0          51.400427          -11.348427\n",
+      "9               3.0          51.400427          -11.348427\n",
+      "10              3.0          51.400427          -11.348427\n",
+      "11              3.0          51.400427          -11.348427\n",
+      "12              3.0          51.400427          -11.348427\n",
+      "13              3.0          51.400427          -11.348427\n",
+      "14              3.0          51.400427          -11.348427\n",
+      "15              3.0          51.400427          -11.348427\n",
+      "16              3.0          51.400427          -11.348427\n",
+      "17              3.0          51.400427          -11.348427\n",
+      "18              3.0          51.400427          -11.348427\n",
+      "19              3.0          51.400427          -11.348427\n",
+      "20              3.0          51.400427          -11.348427\n",
+      "21              3.0          51.400427          -11.348427\n",
+      "22              3.0          51.400427          -11.348427\n",
+      "23              3.0          51.400427          -11.348427\n",
+      "24              3.0          51.400427          -11.348427\n",
+      "25              3.6          51.382855          -10.726613\n",
+      "26              3.6          51.382855          -10.726613\n",
+      "27              3.7          51.385568          -10.701613\n",
+      "28              3.7          51.385568          -10.701613\n",
+      "29              3.7          51.385568          -10.701613\n",
+      "30              2.3          51.391123          -10.636905\n",
+      "31             10.1          51.402913          -10.597995\n",
+      "32              9.8          51.420862          -10.539548\n",
+      "33              9.6          51.438640          -10.481350\n",
+      "34              9.4          51.455935          -10.424355\n",
+      "35              9.1          51.473175          -10.367613\n",
+      "36             10.0          51.492588          -10.304052\n",
+      "37              9.1          51.508497          -10.250028\n",
+      "38             10.0          51.525943          -10.189010\n",
+      "39              9.8          51.541962          -10.129333\n",
+      "40              9.7          51.557420          -10.068547\n",
+      "41             10.1          51.573047          -10.007772\n",
+      "42              9.5          51.593008           -9.951268\n",
+      "43             10.0          51.605660           -9.934658\n",
+      "44              5.1          51.643168           -9.908148\n",
+      "45              0.1          51.647885           -9.906882\n",
+      "46              0.0          51.647885           -9.906853\n",
+      "47              0.0          51.647885           -9.906865\n",
+      "48              0.0          51.647875           -9.906878\n",
+      "49              0.0          51.647887           -9.906853\n",
+      "50              0.0          51.647882           -9.906882\n",
+      "51              0.0          51.647882           -9.906855\n",
+      "52              0.0          51.647893           -9.906877\n",
+      "53              0.0          51.647892           -9.906872\n",
+      "54              0.0          51.647885           -9.906878\n",
+      "55              0.0          51.647890           -9.906873\n",
+      "56              0.0          51.647887           -9.906902\n",
+      "57              0.0          51.647887           -9.906872\n",
+      "58              0.0          51.647883           -9.906872\n",
+      "59              0.0          51.647878           -9.906870\n",
+      "60              0.0          51.647900           -9.906880\n",
+      "61              0.0          51.647885           -9.906877\n",
+      "62              0.0          51.647888           -9.906900\n",
+      "63              0.0          51.647888           -9.906900\n",
+      "64              0.0          51.647885           -9.906900\n",
+      "65              0.0          51.647885           -9.906900\n",
+      "66              0.0          51.647885           -9.906900\n",
+      "67              0.0          51.647890           -9.906898\n",
+      "68              0.0          51.647882           -9.906888\n",
+      "69              0.0          51.647882           -9.906888\n",
+      "70              0.0          51.647882           -9.906888\n",
+      "71              0.0          51.647882           -9.906888\n",
+      "72              0.0          51.647882           -9.906888\n",
+      "73              0.0          51.647885           -9.906877\n",
+      "74              0.0          51.647887           -9.906872\n",
+      "75              0.0          51.647890           -9.906872\n",
+      "76              0.0          51.647888           -9.906872\n",
+      "77              0.0          51.647887           -9.906877\n",
+      "78              0.0          51.647882           -9.906883\n",
+      "79              0.0          51.647882           -9.906883\n",
+      "80              0.0          51.647882           -9.906883\n",
+      "81              0.0          51.647893           -9.906872\n",
+      "82              0.0          51.647893           -9.906872\n",
+      "83              0.0          51.647893           -9.906872\n",
+      "84              0.0          51.647893           -9.906872\n",
+      "85              0.0          51.647893           -9.906872\n",
+      "86              0.0          51.647888           -9.906882\n",
+      "87              0.0          51.647887           -9.906883\n",
+      "88              4.6          51.645555           -9.908223\n",
+      "89              4.6          51.645555           -9.908223\n",
+      "90              7.8          51.596562           -9.939340\n",
+      "91              8.5          51.574812           -9.979118\n",
+      "92              8.9          51.552628          -10.021473\n",
+      "93              8.9          51.528357          -10.067460\n",
+      "94              9.0          51.504642          -10.109833\n",
+      "95              9.0          51.504642          -10.109833\n",
+      "96              8.9          51.456330          -10.197170\n",
+      "97              8.9          51.428360          -10.249113\n",
+      "98              8.9          51.402788          -10.297967\n",
+      "99              9.4          51.383300          -10.335625\n",
+      "100             8.9          51.360587          -10.378257\n",
+      "101             9.3          51.352718          -10.392962\n",
+      "102             9.3          51.352718          -10.392962\n",
+      "103             9.3          51.352718          -10.392962\n",
+      "104             9.3          51.352718          -10.392962\n",
+      "105             9.3          51.352718          -10.392962\n",
+      "106             9.3          51.352718          -10.392962\n",
+      "107             9.3          51.352718          -10.392962\n",
+      "108             9.3          51.352718          -10.392962\n",
+      "109             9.3          51.352718          -10.392962\n",
+      "110             9.3          51.352718          -10.392962\n",
+      "111             9.3          51.352718          -10.392962\n",
+      "112             9.3          51.352718          -10.392962\n",
+      "113             9.3          51.352718          -10.392962\n",
+      "114             9.3          51.352718          -10.392962\n",
+      "115             9.3          51.352718          -10.392962\n",
+      "116             9.3          51.352718          -10.392962\n",
+      "117             9.3          51.352718          -10.392962\n",
+      "118             9.3          51.352718          -10.392962\n",
+      "119             9.3          51.352718          -10.392962\n",
+      "120             9.3          51.352718          -10.392962\n",
+      "121             9.3          51.352718          -10.392962\n",
+      "122             9.3          51.352718          -10.392962\n",
+      "123             6.9          50.940263          -11.182030\n",
+      "124             3.5          50.974837          -11.303928\n",
+      "125             3.5          50.974837          -11.303928\n",
+      "126             3.5          50.974837          -11.303928\n",
+      "127             3.5          50.974837          -11.303928\n",
+      "128             3.5          50.974837          -11.303928\n",
+      "129             3.5          50.974837          -11.303928\n",
+      "130             3.5          50.974837          -11.303928\n",
+      "131             3.5          50.974837          -11.303928\n",
+      "132             3.5          50.974837          -11.303928\n",
+      "133             3.5          50.974837          -11.303928\n",
+      "134             3.5          50.974837          -11.303928\n",
+      "135             2.8          51.110617          -11.362620\n",
+      "136             2.8          51.110617          -11.362620\n",
+      "137             4.3          51.126572          -11.358347\n",
+      "138             3.6          51.157547          -11.366290\n",
+      "139             3.6          51.174548          -11.369845\n",
+      "140             3.6          51.174548          -11.369845\n",
+      "141             3.6          51.174548          -11.369845\n",
+      "142             3.6          51.174548          -11.369845\n",
+      "143             3.6          51.174548          -11.369845\n",
+      "144             3.6          51.174548          -11.369845\n",
+      "145             3.6          51.174548          -11.369845\n",
+      "146             3.6          51.174548          -11.369845\n",
+      "147             3.6          51.230607          -11.381475\n",
+      "148             3.6          51.230607          -11.381475\n",
+      "149             3.6          51.230607          -11.381475\n",
+      "150             3.6          51.230607          -11.381475\n",
+      "151             3.6          51.230607          -11.381475\n",
+      "152             3.6          51.230607          -11.381475\n",
+      "153             3.6          51.230607          -11.381475\n",
+      "154             3.6          51.230607          -11.381475\n",
+      "155             3.6          51.230607          -11.381475\n",
+      "156             3.6          51.230607          -11.381475\n",
+      "157             3.6          51.230607          -11.381475\n",
+      "158             3.6          51.230607          -11.381475\n",
+      "159             3.6          51.230607          -11.381475\n",
+      "160             3.6          51.230607          -11.381475\n",
+      "161             3.6          51.230607          -11.381475\n",
+      "162             3.6          51.230607          -11.381475\n",
+      "163             3.6          51.230607          -11.381475\n",
+      "164             3.6          51.230607          -11.381475\n",
+      "165             3.6          51.230607          -11.381475\n",
+      "166             3.6          51.230607          -11.381475\n",
+      "167             3.6          51.230607          -11.381475\n",
+      "168             3.6          51.230607          -11.381475\n",
+      "169             3.6          51.230607          -11.381475\n",
+      "170             3.6          51.230607          -11.381475\n",
+      "171             3.6          51.230607          -11.381475\n",
+      "172             3.6          51.230607          -11.381475\n",
+      "173             3.6          51.230607          -11.381475\n",
+      "174             3.6          51.230607          -11.381475\n",
+      "175             3.6          51.230607          -11.381475\n",
+      "176             3.6          51.230607          -11.381475\n",
+      "177             3.3          51.450868          -11.364452\n",
+      "178             3.3          51.450868          -11.364452\n",
+      "179             3.3          51.450868          -11.364452\n",
+      "180             3.3          51.450868          -11.364452\n",
+      "181             3.3          51.450868          -11.364452\n",
+      "182             3.3          51.450868          -11.364452\n",
+      "183             3.3          51.450868          -11.364452\n",
+      "184             3.3          51.450868          -11.364452\n",
+      "185             3.3          51.450868          -11.364452\n",
+      "186             3.3          51.450868          -11.364452\n",
+      "187             3.3          51.450868          -11.364452\n",
+      "188             3.3          51.450868          -11.364452\n",
+      "189             4.9          51.309502          -11.287818\n",
+      "190             4.9          51.309502          -11.287818\n",
+      "191             4.9          51.309502          -11.287818\n",
+      "192             3.3          51.295080          -11.295497\n",
+      "193             3.3          51.295080          -11.295497\n",
+      "diff 43 90\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.1          43.657252           -7.349448\n",
+      "1               0.1          43.657252           -7.349448\n",
+      "2               0.1          43.657252           -7.349448\n",
+      "3               0.1          43.657252           -7.349448\n",
+      "4               0.1          43.657252           -7.349448\n",
+      "5               0.1          43.657252           -7.349448\n",
+      "6               0.1          43.657252           -7.349448\n",
+      "7               0.1          43.657252           -7.349448\n",
+      "8               0.1          43.657252           -7.349448\n",
+      "9               0.1          43.657252           -7.349448\n",
+      "10              0.1          43.657252           -7.349448\n",
+      "11              0.1          43.657252           -7.349448\n",
+      "12              0.1          43.657252           -7.349448\n",
+      "13              0.1          43.657252           -7.349448\n",
+      "14              0.1          43.657252           -7.349448\n",
+      "15              0.1          43.657252           -7.349448\n",
+      "16              0.1          43.657252           -7.349448\n",
+      "17              0.1          43.657252           -7.349448\n",
+      "18              0.1          43.657252           -7.349448\n",
+      "19              0.1          43.657252           -7.349448\n",
+      "20              0.1          43.657252           -7.349448\n",
+      "21              0.1          43.657252           -7.349448\n",
+      "22              0.1          43.657252           -7.349448\n",
+      "23              0.1          43.657252           -7.349448\n",
+      "24              0.1          43.657252           -7.349448\n",
+      "25              0.1          43.657252           -7.349448\n",
+      "26              0.1          43.657252           -7.349448\n",
+      "27              0.1          43.657252           -7.349448\n",
+      "28              0.1          43.657252           -7.349448\n",
+      "29              0.1          43.657252           -7.349448\n",
+      "30              0.1          43.657252           -7.349448\n",
+      "31              0.1          43.657252           -7.349448\n",
+      "32              0.1          43.657252           -7.349448\n",
+      "33              0.1          43.657252           -7.349448\n",
+      "34              0.1          43.657252           -7.349448\n",
+      "35              0.1          43.657252           -7.349448\n",
+      "36              0.1          43.657252           -7.349448\n",
+      "37              0.1          43.657252           -7.349448\n",
+      "38              0.1          43.657252           -7.349448\n",
+      "39              0.1          43.657252           -7.349448\n",
+      "40              0.1          43.657252           -7.349448\n",
+      "41              0.1          43.657252           -7.349448\n",
+      "42              0.1          43.657252           -7.349448\n",
+      "43              0.1          43.657252           -7.349448\n",
+      "44              0.1          43.657252           -7.349448\n",
+      "45              0.1          43.657252           -7.349448\n",
+      "46              0.1          43.657252           -7.349448\n",
+      "47              0.1          43.657252           -7.349448\n",
+      "48              0.1          43.657252           -7.349448\n",
+      "49              0.1          43.657252           -7.349448\n",
+      "50              0.1          43.657252           -7.349448\n",
+      "51              9.5          45.743140           -6.718777\n",
+      "52              9.7          45.783032           -6.710420\n",
+      "53              9.6          45.822785           -6.704212\n",
+      "54              9.6          45.822785           -6.704212\n",
+      "55              9.6          45.822785           -6.704212\n",
+      "56              9.6          45.822785           -6.704212\n",
+      "57              9.6          45.822785           -6.704212\n",
+      "58              9.6          45.822785           -6.704212\n",
+      "59              9.6          45.822785           -6.704212\n",
+      "60              9.6          45.822785           -6.704212\n",
+      "61              9.6          45.822785           -6.704212\n",
+      "62              9.6          45.822785           -6.704212\n",
+      "63              9.6          45.822785           -6.704212\n",
+      "64              9.6          45.822785           -6.704212\n",
+      "65              9.6          45.822785           -6.704212\n",
+      "66              9.6          45.822785           -6.704212\n",
+      "67              9.6          45.822785           -6.704212\n",
+      "68              9.6          45.822785           -6.704212\n",
+      "69              9.6          45.822785           -6.704212\n",
+      "70              9.6          45.822785           -6.704212\n",
+      "71              9.6          45.822785           -6.704212\n",
+      "72              9.6          45.822785           -6.704212\n",
+      "73              9.6          45.822785           -6.704212\n",
+      "74              9.6          45.822785           -6.704212\n",
+      "75              9.6          45.822785           -6.704212\n",
+      "76              9.6          45.822785           -6.704212\n",
+      "77              9.6          45.822785           -6.704212\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.1          50.990838          -10.599687\n",
+      "1               1.1          50.990838          -10.599687\n",
+      "2               1.1          50.990838          -10.599687\n",
+      "3               1.1          50.990838          -10.599687\n",
+      "4               1.1          50.990838          -10.599687\n",
+      "5               1.1          50.990838          -10.599687\n",
+      "6               1.1          50.990838          -10.599687\n",
+      "7               1.1          50.990838          -10.599687\n",
+      "8               1.1          50.990838          -10.599687\n",
+      "9               1.1          50.990838          -10.599687\n",
+      "10              1.1          50.990838          -10.599687\n",
+      "11              1.1          50.990838          -10.599687\n",
+      "12              1.1          50.990838          -10.599687\n",
+      "13              1.1          50.990838          -10.599687\n",
+      "14              1.1          50.990838          -10.599687\n",
+      "15              1.1          50.990838          -10.599687\n",
+      "16              1.0          50.936667          -10.603333\n",
+      "17              1.0          50.936667          -10.603333\n",
+      "18              1.0          50.936667          -10.603333\n",
+      "19              1.0          50.936667          -10.603333\n",
+      "20              1.0          50.936667          -10.603333\n",
+      "21              1.0          50.936667          -10.603333\n",
+      "22              1.0          50.936667          -10.603333\n",
+      "23              1.0          50.936667          -10.603333\n",
+      "24              1.0          50.936667          -10.603333\n",
+      "25              1.0          50.936667          -10.603333\n",
+      "26              1.0          50.936667          -10.603333\n",
+      "27              1.0          50.936667          -10.603333\n",
+      "28              1.0          50.936667          -10.603333\n",
+      "29              1.0          50.936667          -10.603333\n",
+      "30              1.0          50.936667          -10.603333\n",
+      "31              1.0          50.936667          -10.603333\n",
+      "32              1.0          50.936667          -10.603333\n",
+      "33              1.0          50.936667          -10.603333\n",
+      "34              1.0          50.936667          -10.603333\n",
+      "35              1.0          50.936667          -10.603333\n",
+      "36              1.0          50.936667          -10.603333\n",
+      "37              1.0          50.936667          -10.603333\n",
+      "38              1.0          50.936667          -10.603333\n",
+      "39              1.0          50.936667          -10.603333\n",
+      "40              1.0          50.936667          -10.603333\n",
+      "41              1.0          50.936667          -10.603333\n",
+      "42              1.0          50.936667          -10.603333\n",
+      "43              1.0          50.936667          -10.603333\n",
+      "44              1.0          50.936667          -10.603333\n",
+      "45              1.0          50.936667          -10.603333\n",
+      "46              1.0          50.936667          -10.603333\n",
+      "47              1.0          50.936667          -10.603333\n",
+      "48              1.0          50.936667          -10.603333\n",
+      "49              1.0          50.936667          -10.603333\n",
+      "50              1.0          50.936667          -10.603333\n",
+      "51              1.0          50.936667          -10.603333\n",
+      "52              1.0          50.936667          -10.603333\n",
+      "53              1.0          50.936667          -10.603333\n",
+      "54              1.0          50.936667          -10.603333\n",
+      "55              1.0          50.936667          -10.603333\n",
+      "56              1.0          50.936667          -10.603333\n",
+      "57              1.0          50.936667          -10.603333\n",
+      "58              1.0          50.936667          -10.603333\n",
+      "59              1.0          50.936667          -10.603333\n",
+      "60              1.0          50.936667          -10.603333\n",
+      "61              1.0          50.936667          -10.603333\n",
+      "62              1.0          50.936667          -10.603333\n",
+      "63              1.0          50.936667          -10.603333\n",
+      "64              1.0          50.936667          -10.603333\n",
+      "65              1.0          50.936667          -10.603333\n",
+      "66              1.0          50.936667          -10.603333\n",
+      "67              1.0          50.936667          -10.603333\n",
+      "68              1.0          50.936667          -10.603333\n",
+      "69              1.0          50.936667          -10.603333\n",
+      "70              1.0          50.936667          -10.603333\n",
+      "71              1.0          50.936667          -10.603333\n",
+      "72              1.0          50.936667          -10.603333\n",
+      "73              1.0          50.936667          -10.603333\n",
+      "74              1.0          50.936667          -10.603333\n",
+      "75              1.0          50.936667          -10.603333\n",
+      "76              1.0          50.936667          -10.603333\n",
+      "77              1.0          50.936667          -10.603333\n",
+      "78              1.0          50.936667          -10.603333\n",
+      "79              1.0          50.936667          -10.603333\n",
+      "80              1.0          50.936667          -10.603333\n",
+      "81              1.0          50.936667          -10.603333\n",
+      "82              1.0          50.936667          -10.603333\n",
+      "83              1.0          50.936667          -10.603333\n",
+      "84              1.0          50.936667          -10.603333\n",
+      "85              1.0          50.936667          -10.603333\n",
+      "86              1.0          50.936667          -10.603333\n",
+      "87              1.0          50.936667          -10.603333\n",
+      "88              1.0          50.936667          -10.603333\n",
+      "89              1.0          50.936667          -10.603333\n",
+      "90              1.0          50.936667          -10.603333\n",
+      "91              1.0          50.936667          -10.603333\n",
+      "92              0.4          50.879000          -10.559705\n",
+      "93              2.7          50.878868          -10.555817\n",
+      "94              9.0          50.937083          -10.569538\n",
+      "95              9.0          50.937083          -10.569538\n",
+      "96              1.2          50.980618          -10.589670\n",
+      "97              0.4          50.977450          -10.591530\n",
+      "98              0.4          50.977450          -10.591530\n",
+      "99              0.4          50.977450          -10.591530\n",
+      "100             0.4          50.977450          -10.591530\n",
+      "101             0.4          50.977450          -10.591530\n",
+      "102             0.4          50.977450          -10.591530\n",
+      "103             0.4          50.977450          -10.591530\n",
+      "104             0.4          50.977450          -10.591530\n",
+      "105             0.4          50.977450          -10.591530\n",
+      "106             0.4          50.977450          -10.591530\n",
+      "107             0.4          50.977450          -10.591530\n",
+      "108             0.4          50.977450          -10.591530\n",
+      "109             0.4          50.977450          -10.591530\n",
+      "110             0.4          50.977450          -10.591530\n",
+      "111             0.4          50.977450          -10.591530\n",
+      "112             0.4          50.977450          -10.591530\n",
+      "113             0.4          50.977450          -10.591530\n",
+      "114             0.4          50.977450          -10.591530\n",
+      "115             0.4          50.977450          -10.591530\n",
+      "116             1.0          50.921667          -10.595000\n",
+      "117             1.0          50.921667          -10.595000\n",
+      "118             1.0          50.921667          -10.595000\n",
+      "119             1.0          50.921667          -10.595000\n",
+      "120             1.0          50.921667          -10.595000\n",
+      "121             1.0          50.921667          -10.595000\n",
+      "122             1.0          50.921667          -10.595000\n",
+      "123             0.0          50.906667          -10.595000\n",
+      "124             0.0          50.906667          -10.595000\n",
+      "125             0.0          50.906667          -10.595000\n",
+      "126             0.0          50.906667          -10.595000\n",
+      "127             0.0          50.906667          -10.595000\n",
+      "128             0.0          50.906667          -10.595000\n",
+      "129             0.0          50.906667          -10.595000\n",
+      "130             0.0          50.906667          -10.595000\n",
+      "131             0.0          50.906667          -10.595000\n",
+      "132             0.0          50.906667          -10.595000\n",
+      "133             0.0          50.906667          -10.595000\n",
+      "134             0.0          50.906667          -10.595000\n",
+      "135             0.0          50.906667          -10.595000\n",
+      "136             0.0          50.906667          -10.595000\n",
+      "137             0.0          50.906667          -10.595000\n",
+      "138             0.0          50.906667          -10.595000\n",
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+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               4.5          57.510192           -9.577457\n",
+      "1               4.5          57.510192           -9.577457\n",
+      "2               4.5          57.510192           -9.577457\n",
+      "3               4.5          57.510192           -9.577457\n",
+      "4               4.5          57.510192           -9.577457\n",
+      "5               4.5          57.510192           -9.577457\n",
+      "6               3.0          57.473318           -9.610563\n",
+      "7               3.0          57.473318           -9.610563\n",
+      "8               2.9          57.435793           -9.602525\n",
+      "9               2.9          57.435793           -9.602525\n",
+      "10              2.9          57.435793           -9.602525\n",
+      "11              2.9          57.435793           -9.602525\n",
+      "12              2.9          57.435793           -9.602525\n",
+      "13              2.9          57.435793           -9.602525\n",
+      "14              2.9          57.435793           -9.602525\n",
+      "15              2.9          57.435793           -9.602525\n",
+      "16              2.9          57.435793           -9.602525\n",
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JHD9+HC+99BI8Hs+o65uMOTT93uoIoC2cwI0N5RBCIJbK4PenvHAZdVjB+TRERETDGu/nt5Zrg7KyMpSVleXUprKyEgCwdetWGI1GrFmzZthj+8PMkSNHsHPnzpzCzGRb4LGi0WMdCC4mnYrLqp0IJ9OTXBkREdHUVtB1aB566CEcOHAAhw8fxsMPP4y7774bGzduHDTBt7GxEU899RQAIJ1O4xOf+AT279+P7du3I5PJoL29He3t7Ugmi38uilFTYdBUpLLZgQX2Ki0GzHH19k7xVm4iIqLCyLmHJhd79+7F+vXrEQ6H0djYiEceeQRr164ddExTUxMCgQAA4MyZM3j66acBAJdccsmg43bu3Ilrr722kOXmRSqTxX+f6MKiMhtmO80Dzx/3R/BedxirZ5VDr3KBZiIionwqaKB57LHHznvM2VN4Zs2aVfK7VutUBeUmPQ73hFHvMEHpG36qthoBCegUzqMhIiLKN3YVFMACjxWRVAZnQvGB50yaioa+oSfOqSEiIsovBpoCcBp1qLQY0NQdPqfHqSOSwI4TXeiMJCapOiIioqmHgaZAGj1WhJJptIYHB5cKsx5lZj32tfkRT2cmqToiIqKphYGmQDwmPcpM+nN6aYQQuKzaCQDY1+Yv+TlDRERExYCBpoAWeKzwJ1LofN/2B0ZNxbIaJ7qiSbzbHZ6k6oiIiKYOBpoCqjDr4TLqcGyITSrLzQYsLLPive4wOjifhoiIaFwYaAqof3hpWY1zyO8vcFtRYdZjf5sfMc6nISIiGjMGmgKz6jVoijLkKsH9gUcI4M32wCRUR0RENDUw0EwAXzyF5451wBdPnfM9g6bi8hoXFldM7EaaREREU0lBVwqmXg6DhoVlNlh06pDfd5v0AHq3TQinMnAZdRNZHhERUcljD80EUITAPLf1vHs4/akrhL2tvoGNLYmIiGh02EMzgY70hBFJZXBJpWPI7y8st2FexjKw/xMRERGNDntoJpAQAif8UUSG2cvJoCqw6jWks1mcCcYmuDoiIqLSxUAzgWY5zNCrCg73nLsuzdmag3HsbfOjLRwf8TgiIiLqxUAzgTRFYK7LglPBKGKp4dedmeUwocpiwP42P6Ip7sxNRER0Pgw0E6zBaYYqBI4MsXpwPyEEllY7oVMU7Gn1c5IwERHReTDQTDCdqmCOy4IT/igS6XMX2+unVxUsq3HCH0/hT12hCayQiIio9DDQTII5LgsA4Kh/5Lk0bpMeF5XbcdQXQWuI82mIiIiGw0AzCQyqgtlOM477IkgNsSXC2ea4zKixGvBGu3/Yu6OIiIimOwaaSTLPbcHCMtt515wRQuADVU7oVAXH/dEJqo6IiKi0cGG9SWLS1IGhp/PRqwquqfPAqDF/EhERDYWfkJNISok3OwI4PsIdT/1MOhVCCHRGElyfhoiI6H3YQzOJhBDQhIDIYauDk4EopASqrcYCVkZERFRaGGgm2UUV9pyO/0CVEyq3eiIiIhqEQ05FIJ7O4F1vaFQL6GlKb49OVzSBP3u5Pg0RERHAQFMU4uks3u0OoyWHtWZCyTTe6w5zE0siIiIw0BQFp1GHSosBTd1hyFFuczDbYUatzYgD7QGEuD4NERFNcww0RaLRbUUwmUZbODGq44UQWFLlgFFTsLfVh0yW+z0REdH0xUBTJDxmPcpMerzXM/peGp2iYHmNC6FkGm91BgtcIRERUfFioCkiCzxW+OMpdEaTo27jMOqwuMKBk4EomjmfhoiIpikGmiJSYdbDadShqTucU7tZDhPq7Kbe+TQJzqchIqLph4GmiAgh0Oi2whtLwptDL40QAksq7bDpNU4QJiKiaYkL6xWZaqsB1VYDMqOcR9NPUxRcV+/JadVhIiKiqYKBpsgIIXDFDPeY2/bvD+Ux6VHvMOe5OiIiouLEIaciFUqmcWwUm1a+nxACCntpiIhommGgKVLeaBKHe8JIZ7M5t72k0jHQOzPaW8CJiIhKGYecilS9w4R6h2lcvS3vdAaRyGRxaZWDc2uIiGhKYw9NkVL6ho4iyTRi6cyYzuEwaDgdjOEU16chIqIpjoGmiGWlxB+au/GeN7d1afrNdJgxy2HCwY4AAolUnqsjIiIqHgw0RUwRAnOcFpwKRsfcS7O4wgGbXsOeVh9SY5iPQ0REVAoYaIpcg9MMVQgc6cn9jicAUBWBZTUuxFNZHGwPcJIwERFNSQw0RU6nKmhwWXDCH0UiPbYeFptew5IqB5pDcZwMcD4NERFNPQw0JWCu0wIAOOofWy8NANTZTZjtMOOtzgD8cc6nISKiqYWBpgQYNAWznWYc90WQyoy+lyaezuDl5m50x3r3hbq4wo56uxl6lX/sREQ0tfCTrUTMc1uQkRLH/dFRtxEQ6Iom8YfT3WgOxqAqAkuqHDDrVKSyWc6nISKiKYOBpkSYNBX1djM6o4lRtzFoCi6ptAMA9rX58WZHAJmsRDKTxe9PeHEiMPpwREREVMy4UnAJuajCBjXHFX9nO8wIxNOIZzI4FYjCF0vh8hkuzHVbUGUxFqhSIiKiicVAU0I0pbdDzR9PwW7QRrUtghC9w0wA4Iun8HZnAIoA5rp6JxonM1kI9N5NRUREVKr4KVZioqkMXjrlxZkctzPISon3ukOY5TDDqKmIpzP4szeEP57uxhtcn4aIiEocA02JMetUXFXnRq3dlFM7RQhYddrAHU7dsSROBaJocJnRGo7jWA6TjYmIiIoNh5xKULnZAADIZCVUZfRzai6q6J0gLKVEjdWISosRmiLQHU3i7c4g3EYd3CZ9QWomIiIqpIL20Bw4cABr1qyB0+mEx+PBXXfdhXB45I0WN2zYgMbGRlgsFrhcLqxevRp79uwpZJkl6XBPGLtOe3MeKpJSYk+rD8f8UWh9YcikUwEAu053j3k1YiIioslUsEDT2tqK1atXY+7cudizZw+ef/55HDp0COvWrRux3fz58/HQQw/hnXfewe7duzFr1izccMMN6OrqKlSpJclt1COQSKMtPPrbuIHeScJGTcWfuoIIJdMAgEVlNtQ7eoewXm/15b1WIiKiQhOyQLNBf/CDH+CBBx5AW1sblL67cw4ePIglS5bgyJEjmDt37qjOEwwG4XA48OKLL+L6668f9fGBQAB2u31c76HY/fF0NzJS4tqZHogcbudOZ7N46aQXOlXBNTM9A3dLdUYS0BTBYSciIppw4/38LlgPTSKRgF6vHwgzAGAy9fYC7N69e1TnSCaT+MEPfgCHw4HFixcP+zrBYHDQY7pY4LHCF0+hM5rMqZ2mKFha7YQvnsLhs3bxrrAYGGaIiKgkFSzQrFq1Cu3t7di8eTOSySR8Ph/uv/9+AEBbW9uIbZ999llYrVYYjUZ897vfxY4dO1BWVjbksRs3boTD4Rh41NXV5f29FKsKsx5Ogw5N3SPPSxqK26THfLcF73pD3KySiIhKXs6BZsOGDRBCjPjYv38/Fi1ahG3btmHLli0wm82oqqpCQ0MDKisroarqiK9x3XXX4eDBg3j11Vdx00034ZOf/CQ6OzuHPPa+++5DIBAYeDQ3N+f6lkqWEAILPFZ4Y0l059hLAwAXeGywGzTsb/Mjk+U6NEREVLpynkPj9Xrh9XpHPGbWrFkwGv+yrH5HRwcsFguEELDb7Xj88cdx6623jvo1582bhzvuuAP33XffeY+dTnNogN67ln5/0guTTsWVte6c2wfiKbx0yot5bgsuLJ/614uIiIrTeD+/c16HpqysbNjhn+FUVlYCALZu3Qqj0Yg1a9bk1F5KiUQit7t5pgshBOZ7rNjf5kcgkYLDoMupvcOow8IyGwKJFKSUOU0uJiIiKhYFXYfmoYcewoEDB3D48GE8/PDDuPvuu7Fx40Y4nc6BYxobG/HUU08BACKRCO6//368/vrrOHXqFA4cOIAvfOELOHPmTE49OtNNrc2IK2vdsOvHtk7ifLcFl1U7GWaIiKhkFXSl4L1792L9+vUIh8NobGzEI488grVr1w46pqmpCYFAAACgqiree+89bNu2DV6vFx6PB5dddhlefvllLFq0qJClljRFCFRaelcPzko5qk0rz9YfZFpCcfjjKSwqt+W9RiIiokIq2Do0k2W6zaE52/42PwBgabVzTO2P+SLwRpNYVsPeGiIimlgTPoeGileVxYDx5JAGpxkNTjPDDBERlRwGmikk1x24368/yLSG4vDGkri4Ynr1cBERUekq6KRgmnjRVAavt/gQS2fGfI5UNoujvghaQ/E8VkZERFQ4DDRTjE4R6IomcPSsLQ1yNdNuQrXVgDc7AoiPIxgRERFNFAaaKUanKmhwWnDcH0Uikx3TOYQQWFLpgARwsCOAKTZvnIiIpiAGmilorssMoPeupbEyaiqWVNrRGk7gdDCWr9KIiIgKgoFmCjJoKmY7zTjmiyA1xl4aAJhhM6HObsJbnUFEUxx6IiKi4sVAM0XNc1mQkRLH/dFxnWdxhR2aInCg3c+hJyIiKloMNFOUSadipt2Mo77IuHbS1qsKLq1ywh9PIcJeGiIiKlIMNFPYArcFyUwWJwPj66WptBhwY0MFrGPcK4qIiKjQGGimMItew6JyG5w57sA9FJ2qIJnJ4l1viENPRERUdBhoprj5bis8Zn1ezhVKpnHMH0Eomc7L+YiIiPKFgWYa8MVT2NfqQ3acPSsekx43NVTAnoceHyIionxioJkmwqnMmBfaO5um9A49HeoKjjsgERER5QtneU4DLqMO19WX5e180VQGh/u2VlhUzg0siYho8rGHZhrxRpPojiXHfR6nUYcLyqxo6omgJw/nIyIiGi8GmmnkkDeEtzuDeblLab7bCpdRh/1tfqTHsc4NERFRPjDQTCONHit88RS6ouPvVVGEwNIqJ6LpDA51BfNQHRER0dgx0EwjFWY9nAYd3usO5+V8NoOGC8vtOOaPojOSyMs5iYiIxoKBZhoRQmCBxwJvLD9zaQBgjtOMcrMeb7T7x7URJhER0Xgw0EwzNVYjbHotb700QghcWuVAIpPF6WAsL+ckIiLKFQPNNCOEwAK3BR2RBPzxVF7OadZpuH5WORqc5rycj4iIKFcMNNNQrd0Ei05FU556aQDAptcghBjXzt5ERERjxUAzDSlCYIHbioyUed1o8s2OAF5r8eXtfERERKPFlYKnqXqHCTMdpoFeFVUR4z5njdWIdJYTg4mIaOKxh2aaEkJAEQLBRArPH+9Edx7Wpqm0GDDDZspDdURERLlhoJnmrHoN9Q4T7Ib8dNaFEmnsa/VxLg0REU0oBpppThECF5bboVMVhJNphBLpcZ1PCKA5FEdziLdwExHRxGGgoQEHOwLYfaYb0VRmzOew6jVUWgw47o/msTIiIqKRMdDQgEurnRBCYHdzN+LpsYeaBqcZ/niKO3ETEdGEYaChASZNxcpaN1JZiVfO9Ix5K4MqiwFmncpeGiIimjAMNDSIVa9hZa0b0VQGr7WMbXKvEAINDjPOhGJIpHkbNxERFR4DDZ3DYdRhxQw3fPEk9rT6kB3D4nv1jt5tEE4F2UtDRESFx0BDQ/KY9Vg+w4WOSAIH2gM5ryhs0BTU2kw47o/mdTViIiKioTDQ0LCqLEYsrXbCqI3tx6TBaYZdryGZYaAhIqLC4tYHNKI6uwl16F39N5RMw6Yf/Y+M26THilo3AEBKCSHGv70CERHRUNhDQ6Pij6ew40QX2sPxnNt2R5PYeWp8t4ITERGNhIGGRsVh0LC8xolKiyHntgZNgc2gQcvDBphERERDYaChURFCYIatd3fuzkgip54aq17DZdVOaIqCUCLNW7mJiCjvGGgoZycDUexp9cGb4w7dUkrsafVh95luJMe4aB8REdFQGGgoZ5dWOeEy6vFaSw/88dSo2wkhcFmNE7F0BrvHsRIxERHR+zHQUM5UReCKGS5YdBpeOdODcHL0O3Q7DDqsrPUgkkz3bq+QZaghIqLxY6ChMdGpCq6sdUGnCuw+04NYDjt0O406rKxzI5RM49UzPUgz1BAR0Tgx0NCYGTQVK2s9kLJ3M8tc5sW4jHpcWetGIJHGq2d8SI9hzygiIqJ+DDQ0LmZdb6iJZ7J49UxPTtscuE36vj2jUni9pWdMG2ESEREBXCmY8sBm0HBlrRuRZDrn1YDLzHqsqHXBF0+By9QQEdFYMdBQXriMOriMOkgpcToYQ63NBHWUCaXcbEC5uXfBvkxWjrodERFRPw45UV5FUhkc7AigPZL7FgnHfBHsOu3l0BMREeWMPTSUV1a9hjWzK2DWqQBy25SyzKxHJis59ERERDljoKG86w8zx3wRdEYTWF7jgjKKUOMw6OAw6ABw6ImIiHLDIScqGIteRUckgT2tPmRzuPvpmC+Cnac49ERERKNX0EBz4MABrFmzBk6nEx6PB3fddRfC4fCo2//t3/4thBB48MEHC1ckFUyVxYjLa1zoiCSwN4dQU2bWI5xK493uUIErJCKiqaJggaa1tRWrV6/G3LlzsWfPHjz//PM4dOgQ1q1bN6r2v/71r7Fnzx7U1NQUqkSaAFVWI5bXuNAWTmBfq39UocZh0KHRY8Phngh6YrltgElERNNTwQLNs88+C51Oh4cffhgLFizAZZddhocffhhPPvkkjh49OmLblpYW3H333di+fTt0Ol2hSqQJUt0XalrDcexvG12ome+2wGnUYV+bH9EctlUgIqLpqWCBJpFIQK/XQ1H+8hImkwkAsHv37mHbZbNZrF27Fvfccw8WLVo0qtcJBoODHlR8amxGLKtxoSUUxxtt/vOuKKwIgeXVTkgJ/LG5G5EcNsAkIqLpp2CBZtWqVWhvb8fmzZuRTCbh8/lw//33AwDa2tqGbffNb34Tmqbh7/7u70b1Ohs3boTD4Rh41NXV5aV+yr8ZNiOW1TjREU0gPIpeF4tew9UzPVAA/KG5G6EEQw0REQ0t50CzYcMGCCFGfOzfvx+LFi3Ctm3bsGXLFpjNZlRVVaGhoQGVlZVQVXXIc7/xxhv413/9V/zkJz8Z9dol9913HwKBwMCjubk517dEE2iGzYQbZ1fApteQlfK8PTVmnYqrZ3qgVxTsG0XPDhERTU9C5vgJ4fV64fV6Rzxm1qxZMBqNA193dHTAYrFACAG73Y7HH38ct9566zntHnzwQfzDP/zDoGGqTCYDRVFQV1eHkydPnre+YDAIh8OBQCAAu90++jdGE0pKiT2tfhhUBUuqHOc9PpHOIpXNwqrXclqsj4iISsN4P79zXlivrKwMZWVlObWprKwEAGzduhVGoxFr1qwZ8ri1a9di9erVg5678cYbsXbtWnz+85/PtVQqYkIIzLAZoY1y8TyDpsAABalsFntafGj02FBm1he4SiIiKhUFXSn4oYcewooVK2C1WrFjxw7cc8892LRpE5xO58AxjY2N2LhxI2655RZ4PB54PJ5B59DpdKiqqsKCBQsKWSpNgjp77yRxKSXOhOKotRnP2/MiAGiK4CrCREQ0SEEDzd69e7F+/XqEw2E0NjbikUcewdq1awcd09TUhEAgUMgyqMj1xFLY1+aHN2bGJRX2EUONpii4fIYbQO/2CP54Ch721BARTXs5z6EpdpxDU5pO+qM40BFAg9OMxecJNf2O9ITxp64QLqt2oravt4eIiErThM+hISqEWU4zJIA3OwIQAri4/PyhZo7LAn88hb1tfmSkRL3DPDHFEhFR0WGgoaIx22mGlBIHO4MQELio3DZiqFGEwNJqJ1QlgDfaA8hkJRpclgmsmIiIigUDDRWVBpcFEsBbnUEIABeeJ9QIIbCk0gFVETjYGURGSsxzWyesXiIiKg4MNFR05vSFmrc7gzBoCuafJ6AIIXBxuR2aEHinK4R0VqLRY+VaNURE0wgDDRWluS4LNEWgwmwY1fFCCCwqt0NVBP7sDcOgKWhwcviJiGi6YKChojWrb5JvIpNFSyg2qoDS6LHBrKmoshrPeywREU0dBduckihf2sJx/LkrhKcPt6M1FAcABBMptIbiSKTP3eRypsMMvaogkkzjnc4g938iIpoGGGio6M1ymHFtfRnSUqI7lgQAtIbjeL3Vh9+f9CI6zM7d/kQK7ZE4khkGGiKiqY6BhkqCSVNRazPiiC+Cp5rasMBtxQ2zy6EIgddaepDKZs9pM8NmwvWzymHQFCTSWWSyDDZERFMVAw2VBFURuKzaCVUISABPHW6HQVNwRa0LkVQGe1v9yA4xtKQIASklXm3pwWstPqQZaoiIpiQGGioZQgh8ZF4lHIbeuezPHOmAJgSW17jQGUng7WHmywghsKjMhu5YEq+eGbo3h4iIShsDDZUUIQRW1Zeh2tp7O/d/n+iCIoBLKh047o/imD86ZLsKiwEr69zwJ1LY3dyDZIahhohoKmGgoZIjhMDlNS7McvRuSPlycw8sOhXzXBa83RlEKJkesp3HpMdVdR5Ekmm83Nw95B1SRERUmhhoqCT1b3kwx9m7Vk0gkcKF5TZcVeeGTT/88kouow5XzfQgns7ij809iDHUEBFNCQw0VLKEELi4wo45LjPawgkEEmkc6YkgmcniuD8y7O3cDoMOV8/0IJ3N4o+nuxFnqCEiKnlcKZhKWv8+TlnZu+5MMpNFRko0dUcgZe++UEOx6TVcPdODY74oDCpzPRFRqeNvcip5QgioioBZUxFNZdATS2J5jRNmnTpiO4tOw8UVdggh4I0mEEykJqhiIiLKN/bQ0JRh1BTMcVlQZtKjqSeCo74ILDoV1VYjLq6wD9tOSolD3hBMmoplNa4JrJiIiPKFgYamDCEEFnisAHp36+6MJBBMpnHUF4FRVTC/73tDtbtihhuK6P06KyUUISaqbCIiygMOOdGUdMIfRTCZRk3fejV/8oZwYpg1agBAryrQFAWhZBovnOhCVzQxUaUSEVEeMNDQlLSwzIqZdhNawwnM65sY/GZHYMRQAwAmTYFVp+KVMz1oj8QnolQiIsoDBhqakoQQuLTKgTq7CUd9EVxYbgPQG2qausPDttMUBVfMcKPCbMBrZ3xoCTHUEBGVAgYamrKEEFha5cAMmxGHukK4qC/UHPKGkB5hPydVEbh8hgs1NiP2tvrQHIxNVMlERDRGDDQ0pQkhsLTaiRk2I/7UFcLCMis0IfBGewAtoRhSw+zppAiBZdVO1NlN2Nfmx8nzDFUREdHk4l1ONOUpfaFGSj/e9YaxsMwGh1HDvlY/LvDYMNc99OJ7/cNWqiJwoCOAjJTDLtRHRESTi4GGpgVFCFxW48TJQBSzHWYIIXBdfdnA9gixdAYm7dyF+IQQuKTCDk0IpLJyossmIqJRYqChaUMRAg3O3h6WjkgCx/0RdEYSuKzGhb2tPlxUbkeDszfsnE0IgQvLbQPP98SScBl15xxHRESTh3NoaFo6GYhCQOCamWWoshjQ4LTgrc4g3uwIIivP7YnpDy/BRAq7TnejLcx1aoiIigl7aGhaWlrlhBC9vTbpbBaaIrCwzIp3vWGEk2ksr3HCMMQQlN2gw8paN8rN+kmomoiIhsMeGpqWVEVAEQLBRArPHOnAe91htIbiWFHrRiiZxs5T3QjEh96sssJigBACbeE43mj3D9mjQ0REE4uBhqY1i04b6G3xJ9I47o/g2noPdKrArtPdIy6sl8lKnA7EsK+NoYaIaLIx0NC0piqib2Xg3lDTFk7gmC+Ka2Z6UGUx4I02PxLpzJBta+0mLK9xoS0cx+stPmR4FxQR0aRhoKFpr3dl4L/Miznqi+B0IIZlNU5cW++BQVORyUqkhwgsNTYjrpjhRmc0gddaekZcgZiIiAqHgYYIgKYIXDHDhTJTb6g52BlERyQBu0EHAHi7M4hXznRDDjG0VGkx4MpaN3piKbxypmfY1YeJiKhwGGiI+miKghW1LriNvSHm1RYfuqK9t2fPdpox12Uddu2ZcrMBK+vcCCbSePlMD5IMNUREE4qBhugsmqLgyjo3HIbeFQ3s+t7/Oo06zLAZIaXEWx0BnAqcu7eT26THVXUexFMZ+Ia5Q4qIiAqD69AQvY9OUXBdfRmUvt6YQCKFtzqCWFLlgFWnIiMl3mgPIJBI46KzVhAGeoPPDQ0V0BQBKSWSWQmDyn83EBEVGn/TEg2hP8w0B2P4/UkvEpksdIqAEAJLKh1YXGHHMV8Er7b4zhle0pTetk09Yew65R1yMjEREeUXe2iIRlBlMWBxxV/2eEqkM4imM5jjssCm17Cn1Yddp724YoYbNv3gv04z7WaYNXUg4BARUeGwh4ZoBDpVwRyXBUIItIRieK3Fh5ebe9ATS6LCYsB19WUQAHad8qIjMnh/J7NOxUyHGQBwzBdBIMF5NUREhcJAQzQKUkoc7ukNJQLA7jO9ocaq13DtzDK4TXq8cqYHZ4Kxc9pmshInA1G8fLobvnhy4osnIpoGGGiIRkEIgRW1blj1GrJSQgB45UwPfPEUdKqCFTNcWFhmRdkQm1aqisBVdR5Y9Bpebu5Bd5Shhogo3xhoiEbJoCpYWeuBRaehf57v7uZu+OIpCCHQ6LHBqKmIpzPY0+pD/KwtE/SqgpV1bjgNOuw+04PO9w1PERHR+DDQEOXAoCm4qs4Ni04dFGr8Z607E09nEU6m8f6bm3SKghW1bnhMerza0oO28PAbXxIRUW4YaIhyZNBUrKxzw3x2qDnTjXAyDaB3LZpV9WUw61Qk0lm0nhVc+rdYqLQY8HqLDy2hc+fcEBFR7hhoiMbAqKm4qs4Nk06BEMAshxlmnTrw/f7F9k4Goni9xYc/e0MD+0CpisDyGhdm2Iw42BHkhpZERHnAdWiIxqg31HgQSqRRYTEAALzRJHSqgKNvU8v5bgskJP7sDSOYSGNptQOaokARApdVOxFJZaApCqSUw+4TRURE58ceGqJxMGkqKiwGSClxyBvCvjYf3usOD3y/f7Lw5TUudEYS+MPpbkRT6YHv9d819coZH475IpP1NoiISh4DDVEeJDMSLcEY5rutuLTKCQADQ0wAUGMz4pp6D1JZiZ2nuuE969ZtAcBl0p2z0jAREY0eAw1RHhg0BdfPKscclwWaItATS+KlU16E+iYKA4DDoMN1M8tg02t4ubkbJ/29O3YLIbCozDbQ03MmGBsUhoiI6PwYaIjyRO3bs+loTwS7z/Qgmsrg5dPdg0KNQetdj2aWw4yuWPKc4NIZTWJvmx9vdwYZaoiIclDQQHPgwAGsWbMGTqcTHo8Hd911F8Lh8Iht1q1bByHEoMfll19eyDKJ8qraZoBOUSABZKTEy81/uaUb6N3Je0mVA5dWOSCEgDeaGNixu9JiwCUVdhzzR/FmR4ChhoholAoWaFpbW7F69WrMnTsXe/bswfPPP49Dhw5h3bp152170003oa2tbeDxu9/9rlBlEuWdRafh6jo3dH09NpnsuaEG6A02WSmxry0waCJxg8uCS6scOBmIYX+bH1mGGiKi8yrYLMRnn30WOp0ODz/8MBSlNzc9/PDDWLJkCY4ePYq5c+cO29ZgMKCqqqpQpREVnEWv4ao6D/7Y3I1MViLdF2qu7tvTqZ8iBK6uc8Og9f4dSWay0KsK6h1mqIrAvlY/MtKPZTVOKLytm4hoWAXroUkkEtDr9QNhBgBMJhMAYPfu3SO23bVrFyoqKjB//nz8zd/8DTo7O0d8nWAwOOhBVAyseg1X13mg9gWR3lDTg0hqcE+NRa9BUxREUmn89/FOHO4JQ0qJWpsJl89woT0Sx2stPmTev5cCERENKFigWbVqFdrb27F582Ykk0n4fD7cf//9AIC2trZh233wgx/E9u3b8dJLL2HLli3Yt28fVq1ahURi6M38Nm7cCIfDMfCoq6sryPshGgurXsNVMz0DvSvJbBZt4aF/ls2aitlOM/7UFcIb7QFkshLVViOumOGGN5rA250M60REw8k50GzYsOGcSbvvf+zfvx+LFi3Ctm3bsGXLFpjNZlRVVaGhoQGVlZVQVXXY83/qU5/Chz70IVx44YX48Ic/jOeeew6HDx/Gb3/72yGPv++++xAIBAYezc3Nub4looKy6TVc1bf308paN+a6LABwTo+LEAIXlttxWbUTZ0IxvNzcjVg6g0qLASvrPLigzDoZ5RMRlQQhc7yNwuv1wuv1jnjMrFmzYDQaB77u6OiAxWKBEAJ2ux2PP/44br311lG/5rx58/CFL3wB//iP/3jeY4PBIBwOBwKBAOx2+6hfg6jQ+rc3SGclTgeiOOqL4JqZZQPzZ87WE0vi9VYfAOCKGS64jHoAQDydwVudQVxS4RiyHRFRqRrv53fOk4LLyspQVlaWU5vKykoAwNatW2E0GrFmzZpRt+3u7kZzczOqq6tzek2iYtO/V9Mb7X744inMtJugV4ee6Os26XFdfRleb/HhD6e7cWmVE3V2ExKZLMLJNNLZLAxcRoqIaEBBfyM+9NBDOHDgAA4fPoyHH34Yd999NzZu3Ain0zlwTGNjI5566ikAQDgcxle/+lW89tprOHnyJHbt2oUPf/jDKCsrwy233FLIUokmTKPbiqVVTiwss0EIgc5IArF05pzjTJqKq+s8mGE1Yl+bH6FkGg6DDqvqy2DRa0hlsoimzm1HRDQdFXTzmL1792L9+vUIh8NobGzEI488grVr1w46pqmpCYFAAACgqireeecdPPbYY/D7/aiursZ1112Hn//857DZbIUslWjCOIy9O3FnpcSfvSGcCsSgUwWuqvPApA2eX6YqAkurnZjjSsGm1yClREYCmgAOdgTQHUthZZ0bVu4DRUTTXM5zaIod59BQqQgl09h1ygtFCGSkhElTcFWdB0Zt+Enzh3vCaA7GcO3MMiQyWexu7kZaSqysdcNu0E1g9URE+TXez28OwhNNEptew8o6N7JSQhUCsXQWLzf3ID7E8FO/KosBs/oW3TPrVFw90wO9ouDl5h7446kJrJ6IqLgw0BBNIpdRjytr3cgMhJoMdjf3IDFMqLEbdJjTd9v3UV8EreE4rprZO1T1cnM3emLJiSyfiKhoMNAQTTK3SY+VZ4WaaCqD3Wd6kEhnR2wXSaZxsCOId70hXFnrhk2vYfeZHnijDDVENP0w0BAVAbepr6cmK6EqApFkBq+c6Rlxt+3FlQ5cUmnHCX8Ue9t8WFbjgsuowytnuuGLM9QQ0fTCQENUJDwmPVbUupHOSjiNOizwWAfWrhlOg9OClXVuBBIpvNzcjQvL7ZjvtsKu5wRhIppeGGiIikiZWY+r6txYXuPCDJsRUkoc9UWQzAw//FRuNuC6mWVQhcDLzd1wGnVQFQFfPIUzodgEVk9ENHkYaIiKjNukh0FTEE1l8FqLD3/uCqEjMvSGlv0seg3X1ntQbtbjtRYfjvsjvdsr9ERGHLYiIpoquBoXUZGKpNKIpNK4ZqZn0GJ8yjDDUJqi4PIaF97rDsNt1GO2w4x0tnf/qFQ2C53Cf78Q0dTF33BERarcbMD1s8rhMOqQymRxpCeMP57uRmqE4SchBC4os8Fp1CErgXe6QggkUnjxhBeHe8ITWD0R0cRioCEqYooQkFLi1ZYeHPVFEEik8cqZHqSyI9/SDQCxdAbeaAJZKTHTYcKfukI41BXkEBQRTUkMNERFTgiBBW4rEpks9KpAIJHGq6MINVa9htWzy+Ey6nGBx4pysx5NPRHsafUjPYpARERUShhoiEpAldWI5TUuxNNZ6FUF/ngar57xnTeY9M+3aQ7G0BVNwqZX0RGJ4w+nu7lTNxFNKQw0RCWieiDUZPpCTXJUoQYAZtpNuKjchlAyA4OqIpbKYOcpL7q5qjARTREMNEQlpMZmxLK+UGNQVfjiSbzW4kM6O/K8GCEE5rmtWDHDhWQ2CyEEhAD+2NyNUCI9QdUTERUOAw1RiZlhM2JZjROxdAYGTUUomUY0NbpQUmU14rqZZdApAulM72Rhq14FAE4WJqKSxnVoiErQDJsJl1UDZ0JxXFrtgE5RkOnrpVGVkbdLsBk0XFtfhr2tPpwOxOA06KBTFTQHY7i8xnXe9kRExYg9NEQlqtZuwvIaJ3SKgnAyjf1tfuxt842qrV5VsKLWjQaXGc3BGPSKgFWnglmGiEoVe2iISpgQAslMFjtPeeE26THXZRl1W0UILK5wDOzwbdapSGYkumMJaIpAhcVQwMqJiPKLgYaoxOlVBUurnSgz66FTFEgpcdwfxSyHeVTDR6rSu3jf/rYALDoVEkBbOI6LK+xocJrPu+M3EVExYKAhmgKqrUYAQDiZxjtdQXREEuiIJHD5DNewez+dTQiBy2e4IAAYNAVvdQTxVmcQgUQal1TaR3UOIqLJxDk0RFNITyyJtnACZk1FZzSBPa0+ZEd595JZp8KkU5HOSnRGE7DoVJwKRLG7uQeJNFcWJqLixkBDNIXMdJixpNKBcCoDs6aiPZzA3hxCDQDoFIGZdhMiqQyMmgJ/PIWdp70IJFIFrJyIaHwYaIimmNlOMy6psCOcysCiU9EWTmBfq3/UoaZ/x+7lNU4kMxKKIpDOZvGHU91oC8cLXD0R0dgw0BBNQQ0uCxb3hxq9itZwHPvaRh9qgN61bq6Z6YEqBLJZQKcKzqUhoqLFQEM0Rc1xWXBxhR3hZF+oCcVxqCuU0zmcRh2uq/fAYdSQyGQRT2cgpcRRX2RgIT8iomLAu5yIprC5LguklHinK4Q5TjPmuke/Tk0/o6ZiZa0HBzsDeKM9gFRW4lBXCA6DhnIz16ohouLAQEM0xc1zW+Ey6uEx6SCEQDydwXF/FBd4rKNeY0ZVBD5Q6UCtzYQKsx51NiN0au+aN+FUBjY9f5UQ0eTibyGiaaDMrAcAnAnGcNQXQSydwSyHGWadOupzCCFQ2bd6sDeWwp+9Icy0m/BudwhzXRY4DDrY9Bqseg0a91AgognGQEM0jURSGVj1GlbWuaEpCtJZCVUg59WA7QYNVRYD5rosiKYzOB2IIZ6JDHzfrFNh02uw6TXMdpph02uQUnLVYSIqGAYaomlkgcc6ECyiqXTvdgd6FR+odOQUNmx6DRdV2AEAVRYDbHoNM+0mhJNpBJNphBJphJJptIXjqLX1rmJ8yBtCZzSJVfVlAICT/ihMfcHHpCkMO0Q0Lgw0RNOMEAKRZBovnuyCVa/hVCAJAYEllfYxhQpfPIX3usMIJFK4pMIBt0k/5HFVFiPsfXNtMlmJtzoDyPTdKKUJAatBg72vV8dh1FBpNjDkENGoMdAQTUNmnYq5LiuaesJwGDScDEQhBHBJRe6hZmGZDRadijc7Aggn01he44JRO3duTu88nt6woyoCH5lXhUgqg1Cytzenv1fndDAGAFgzqxw2A39FEdHo8LcF0TQkhMDCMiskJA73ROAwaDjhj0IAWDyGUFPvMMOq1/B6iw87T3XjihkuOI2689Zg7ZtEXH3W8754Cs3BGKz60U9YJiLiwnpE05QQAovKbJjnsiCQSMNh0HDcH8XbnUHIHFYU7ucx6XFdfRkMqsAfTnejJRTL+RxSSriMOlw8hlBFRNMbAw3RNCaEwIXlNsw9K9Qc80fxTldoTKHGrFNx9cwyVFkN2NPqx+Hu8KjbtobjeOmUF8kMd/YmotxxyIlomhNC4KJyGyQkjvmicBg0BBMpZCWgjqGTRFMEllU70WQI5zQHxqSpKDcboOMaNkQ0Bgw0RAQhBC4ut0NAwGHovQVbCIFYOgOjmvst1UIINHpsAHqHkf7cHcZshwlm3dC/cvqHmlznmXdDRDQcDjkREYC+UFNhR73DDADojCTw0kkvjvuj4zpvIpNFczAGXzw15Pfbw3HsPOVFgkNNRDQODDREdI72SAK7z/Sg3mFCrd00rnMZNRVrZpVjhs0EKSW6oomB76UyWRzoCECvqtBzqImIxoGBhojOUWUx4MpaNy4st8OgKoimMjjaEzl/w2GofWGlM5rEy809eLsziKyUeKcriHRW4gNVua1UTET0fpxDQ0TnOHsjyhP+KJqDMXhjSaSyWVxQZhvzeSstBiyusOPtziC80ST8iRQuqbTntEnmePjjKTgMGsMT0RTEHhoiGpaUEj2xJLyxJBwGDe92h/Fed2hc55zjsuDKWjeiqTQqzHrM7puzU2hd0QR2nvKiOZj7+jhEVPzYQ0NEwxJC4ANVDkgAzcEYHAYNf/aGISCwwGMd83krLAbc0FABVYgJ6S2JJNPY0+pDmVk/7jlBRFScGGiIaERCCFxa5YCUEmdCcTgMGg55e3tpxhNq9OrEdBCns1m83uqDTlGwrMYFhcNNRFMSh5yI6LyEELi02okZNiOCfSsKH/KGcLhn9CsBTwYpJfa3BRBOZnD5DBcMExSiiGji8W83EY2KIgSWVjtRc1ao+VNXCJ2RxPkbT5KmnjBaw3EsrXbCYeCifURTGQMNEY2aIgQuq3ai2mpELJ3B0monys36yS5rSK2hOP7sDeMCjxUzbMbJLoeICoxzaIgoJ4oQWFbjRCiZHuj1aAvHEU1lMMdlmeTqekkp8W53CDVWIxrHMc+HiEoHAw0R5UwRAg6DDlkp8UZ7AKFECmadhganuSjWeBFCYGWdB6pAUdRDRIXHISciGjMpgUxWotFjw7IaJ4QQSKQnb0+mrJR4uzOIaCoDg6pAU/grjmi64N92IhozVRFYXtM7UVgAaI/E8cKJTpwY54aWYxVPZ9AajiOSSk/K6xPR5ClooDlw4ADWrFkDp9MJj8eDu+66C+Hw+W/zfPfdd/GRj3wEDocDNpsNl19+OU6fPl3IUolojPqHdI77o9jT4oNZp+LNjgBOTnCokVLCrNNww+xylJsNE/raRDT5ChZoWltbsXr1asydOxd79uzB888/j0OHDmHdunUjtjt27BhWrlyJxsZG7Nq1C2+99RYeeOABGI28S4GomM1ymOE26RFOZmDXazjQEcDJwMSEmp5YErvP9CCRznLhPKJpSkgpZSFO/IMf/AAPPPAA2traoPSNYx88eBBLlizBkSNHMHfu3CHb3XbbbdDpdPjpT386ptcNBoNwOBwIBAKw2+1jrp+IcpfOSrzW0oOeWAqZvl8tl1Y5UF/A/Zpi6Qx2nvLCrKm4qs4zsLM3EZWW8X5+F6yHJpFIQK/XD4QZADCZevdQ2b1795Btstksfvvb32L+/Pm48cYbUVFRgeXLl+PXv/71iK8TDAYHPYhocmiKwBUzXJjpMEHrCxZvtAew65QXyUz+JwtnshKvt/gAAMtnuBhmiKaxggWaVatWob29HZs3b0YymYTP58P9998PAGhraxuyTWdnJ8LhMDZt2oSbbroJL7zwAm655RZ87GMfwx/+8Ich22zcuBEOh2PgUVdXV6i3RESjoCkKllQ68KE5lbis2gkA6Imn8HZn7z82YqkMsnnoGJZS4s2OAAKJFC6vccGkqeM+JxGVrpwDzYYNGyD6dsgd7rF//34sWrQI27Ztw5YtW2A2m1FVVYWGhgZUVlZCVYf+xZPN9v4L7qMf/Si+/OUv45JLLsG9996Lm2++Gf/xH/8xZJv77rsPgUBg4NHc3JzrWyKiAlAVgTq7CbfMr0KVxQCnsXcRvp2nvXj6SDuklAOPsTjmj+J0MIYPVDrgNhXnasVENHFyXljv7rvvxm233TbiMbNmzQIAfOYzn8FnPvMZdHR0wGKxQAiB73znO5g9e/aQ7crKyqBpGhYuXDjo+QsuuGDYYSqDwQCDgXc0EBUrIXqHofrvhnIYdOiIJCCEgDeawB+be9DgNGO+2wKzbnS/kjojCbzTGcQ8lwUzCzg/h4hKR86BpqysDGVlZTm1qaysBABs3boVRqMRa9asGfI4vV6Pyy67DE1NTYOeP3z4MOrr63MtlYiKxNmr9a6Y4UKibz5Ntq9z5rg/iuN9t3nPcphxYbkN+mF2xo6m0tjT6kO5WY9F5bbCFk5EJaOgWx889NBDWLFiBaxWK3bs2IF77rkHmzZtgtPpHDimsbERGzduxC233AIAuOeee/CpT30KV199Na677jo8//zzeOaZZ7Br165ClkpEE0QIAWPffJcKiwEfmluJllAMBzt659icDEQHbveeaTfhonI7DNpfwo1RU9HgsmCey8JbtIloQEEDzd69e7F+/XqEw2E0NjbikUcewdq1awcd09TUhEAgMPD1Lbfcgv/4j//Axo0b8Xd/93dYsGABnnzySaxcubKQpRLRJDGoChqcFjQ4LchKiZZQHPva/ACA08EYUtksrpjhRjydQSiZRrnZgEVl7JkhosEKtg7NZOE6NERTg5QSndEkbHoNRk3Brw+3AwA+OKeCdzQRTUHj/fzmbttEVJSEEKi09E74T2ezmO00o8Ksh0lTEUykYNap3HySiAYw0BBR0etf2wbo7bnZ1+ZHPJ3FfLcFs52WgUX8iGj64j9viKik9N4G7ka11YA/dYXw38c7ccwXQSY7pUbPiShH7KEhopJj1qn4QJUTC9xWvNsdxludQRzuCWOBx4pZDjPvfiKahthDQ0Qly6LXsLTaiTWzy+Ex6XGwI4gXTnTBG01OdmlENMHYQ0NEJc+m17CsxoUFiRTe6w7DpOv9t1o4mYZFpw5a2I+Ipib20BDRlOEw6LC8xgWLTkNWSrzc3I0/dYUmuywimgDsoSGiKUkRAstrXDD0baHQFo5DSqDaamCPDdEUxEBDRFPW2btwt4TiOB2MwWnUYWGZFZVmBhuiqYRDTkQ0LSytdmJlrRsKgFfP+PCH093ojCQmuywiyhP20BDRtFFhMaDcrEdHJIE/d4ex+0wPykx6NHqsKDfr2WNDVMLYQ0NE04oQAlVWI66b6cHlNS6kslnsPtODo77IZJdGROPAHhoimpaEEKixGVFtNaAzmoTd0Pvr8FQgCkUI1NlNk1whEeWCPTRENK31b4LZv4O3N5YcWJgvk5XcUoGoRLCHhojoLJdWOSFlb4g5GYjive4w5rosaHCaoVP5b0CiYsVAQ0T0Pv2Tg6ssBgQTabzbHUJTTxgNTjPmuiww9vXmEFHxYKAhIhqGRa9hSZUDjWVWHO2J4LgviqO+CGY5zJjvtsCs469QomLBv41EROdh0lRcVGHHAo8Vx3wRHPNHcMIfRYPTjMWVjskuj4jAQENENGp6VcEFZTbMc1tw0h+DRO9cm2Qmi3AyPWhlYiKaWJzhRkSUI01RMNdtwTy3FQBwOhDDy83dSGayk1wZ0fTFHhoionGa4zKjzKyHXlWQzmbxeosfDU4zN8IkmkAMNERE4ySEgNOoAwAk0llkpcTrrT7Y9BoWuC2otZugMNgQFRQDDRFRHln0Gq6e6UF3NImmnjD2twfw5+4w5rksmOUwQ1UYbIgKgYGGiKgAPGY9Vpjd8MdTONwTxludwYFF+ua4zNAUTmEkyif+jSIiKiCnUYdlNS7cMLsc1VYDjp21CSa3VSDKH/bQEBFNAKtewweqnMhkJVRFIJ7O4MWTXVha5USV1TjZ5RGVPPbQEBFNoP45NKoQmOO0wNW3dk1LKIZgIjWZpRGVNPbQEBFNAl3fIn0AIKXEn71hhJJp1FiNWOCxwGXkIn1EuWAPDRHRJBNCYFV9GZZUOhBIpLDzVDd2N3ejK5oY2PmbiEbGHhoioiKgKgKznWbMcpjQEoqjqSeMl5t74DLqsMBt5SJ9ROfBHhoioiIihECt3YRV9WVYMcMFRQCvt/pwOhib7NKIihp7aIiIipAQAlVWI6qsRnijyYGViN/1hmDRqZjpME9yhUTFhYGGiKjIlZl7JwhLKRFJZaD2DT0lM1kI9E4wJpruGGiIiEqEEAJLq50DE4WbusM4GYiiwWnBXJcZBk2d5AqJJg8DDRFRiemfHDzXZYEEcNQXwVFfGLMcZsxzW2HWMdjQ9MNAQ0RUokw6FRdX2LHAY8VxXwRHfREc90cx027CfI8VNj1/xdP0wZ92IqISZ+hbpG+u24KT/iiO9ERwKhjDXJcFF1fYJ7s8ognBQENENEXoFAXz3FY0OC04HYxBr/YOTYWTacTSGZSZ9FzLhqYsTo0nIppi+hfpm2EzAQBOBWLY1+YH1xymqYw9NEREU9zCMitmO01QhEA0lcZrLT7Md1sxw2aEwh4bmiLYQ0NENMUJIWDW9f77NSMBo6ZiX5sfO0504bg/gkyWfTdU+thDQ0Q0jdj0Gq6sdcMfT6GpJ4yDHUG86w1jntuC2U4zdAr/nUuliYGGiGgachp1WF7jQiiZxuGeMA51hdDUHcYclwUL3FaoCoeiqLQwihMRTWM2vYZLq5y4saEC9Q4z2iMJ9GeZRCY7ucUR5YA9NEREBHPfIn1SSgghEEiksPOUF1fVeeAx6Se7PKLzYg8NEREN6F+nxqxTcVG5Ha6+Xb6P+iLwxVOTWRrRiNhDQ0RE59ApCua4LACATFbiuC+CtzuDqDAb0OixwMNF+qjIMNAQEdGIVEVg9exytITiaOoO44/NPXAbdVjgsaLKYmCwoaLAQENEROelCIE6uwm1NiPaIwk0dYfxWosPDoPGRfqoKDDQEBHRqAkhUG01ospiQHcsife6I9jX5odedaPSYpjs8mgaY6AhIqKcCSFQZjZgpdmAQCIFu77342R/mx8VFgNm2k2TXCFNNwW9y+nAgQNYs2YNnE4nPB4P7rrrLoTD4RHbCCGGfGzevLmQpRIR0Rg5DDoIIZCVEkIAfZt8I5pKI5HmWjZTTbFulVGwQNPa2orVq1dj7ty52LNnD55//nkcOnQI69atG7FdW1vboMfWrVshhMDHP/7xQpVKRER5oAiBS6ucA7t8/6krhOePd+LtziCiqcwkV0f5cCoQxQsnuhArwj/Pgg05Pfvss9DpdHj44Yeh9O0N8vDDD2PJkiU4evQo5s6dO2S7qqqqQV//5je/wXXXXYeGhoZClUpERAWwuMIOiz6K474IjvkimOkwYYHbCquesx1KTVZKvN0ZxHF/FPUOE/Rq8S1jV7CfqkQiAb1ePxBmAMBk6k3tu3fvHjbQnK2jowO//e1vsW3bthFfJ5FIDHwdDAbHUTUREeWLQVOxqMyG+S4LTgSiONITwalADDNsRixwW+HsW7SPils8ncGeVh96YilcUmnHbIe5KG/VL1jEWrVqFdrb27F582Ykk0n4fD7cf//9AHqHlUZj27ZtsNls+NjHPjbsMRs3boTD4Rh41NXV5aV+IiLKD52qYL7bipsaKnBJpR2+eAovnfLiUFdoskuj8+iJJfHSKS/CyQyunulBg9NSlGEGGEOg2bBhw7ATd/sf+/fvx6JFi7Bt2zZs2bIFZrMZVVVVaGhoQGVlJVRVHdVrbd26FZ/97GdhNBqHPea+++5DIBAYeDQ3N+f6loiIaAKoikCD04IbZpfjsmonqqy9t3n3xJJoC8chZXFONp3OmnrCMGsqVs0qK/o9vYTM8SfI6/XC6/WOeMysWbMGhZCOjg5YLL2pzm634/HHH8ett9464jlefvllXH311Th48CAWL1486vqCwSAcDgcCgQDsdvuo2xER0eR4qyOAnngK1870QAgxsEEmTY5MViKSSsNu0CGVyUIRAqpS+D+P8X5+5zyHpqysDGVlZTm1qaysBNDb42I0GrFmzZrztvnxj3+MSy+9NKcwQ0REpefiCjtS2d4Q0x1LYn+bH/PdVsy0mybkg7SYSCmRzEjoVAFFCHRFE4ikMpjlMENKiZdOeZHIZKFAQFV67yxT+wKHKgT0qoKl1U4AwHvdYTgNGqqsRsRSGbSG4wPhRBUY1E4VAnpNgUlTccgbQksohhtmV0BXhJN/h1PQqeYPPfQQVqxYAavVih07duCee+7Bpk2b4HQ6B45pbGzExo0bccsttww8FwwG8ctf/hJbtmwpZHlERFQEhBDQ9y1eo1MEnAYd3uwI4N3uEOa5LJjtNENTSueD9XwCiRSCiTTi6Qxi6Wzff//y/1kJXFPngcesR0ckga5oErP6JuJWWgxQ+nqxMhLISIlMViIrJTKy97/9vNEEVAFUAQin0ninK4iRlpCZaTdhabUTC9xW1NqMJRcmCxpo9u7di/Xr1yMcDqOxsRGPPPII1q5dO+iYpqYmBAKBQc89/vjjkFLi05/+dCHLIyKiImM36LB8hguhRBqHe8L4U1cITd1hNLgsmOOywFCkPQZSSsTSGQSTacRSWcTSGTgMGmbYTPDHU9h9phtX13lgN+hwzBfByUAMmhAw6np7RSw6DR5T7/8bNQVWQ+/H86Iy26DhtwvLRz8Us7LOM/D/5WYD/np+9aAglM32hqD+UNTfG2PQFBi04p4vM5Sc59AUO86hISKaOqKpDI70hHEyEAUgMNtpxkXltkmfYxNLZXA6GEMomUYwkUYomUbmrI9To6qg3mnGojIbEukMTgRiqHeYYNLUviEjlNRwzkSY8Dk0REREE8WsU7G40oFGjxVH/VFEkumBicPRVAaWAi3Sl5US4WQaoWQGM2y9N7m83tIDi07DRRV2JLNZHO4Jw6bX4DBqqLMbYdNrsBk0mDR10M7jBk1Fo8f6l68ZZAqCgYaIiIpe/yJ9/dojCbzW4sOaWeWwGcb+UZbJSoSSvT0swWQaoUQaoWQK4WQG/f0tH5pTCYOmoNJiHAgjdr2Gm+dWTnpPEf0FAw0REZWcCrMBy2ucsBk0SCnxp64Qqq1GlJmHnvvRfyt4MJHC6WAMC8tsUITA7jPd6I6lAABGTYFdr6HCbMAclwa7XoNNr8Gg9YaY2U7zwPkYZIoPAw0REZUcVREDm2AmMxIdkQSO+CLwmPSY4zQj1dfzEuzrcZntNKPRY0M8ncWZUBxzXBaYNBWLyuwQArDptaLcn4hGj5OCiYio5Ekp0RZJoKk7DF+8t8fFqlNhM/T2slRZhu+9oeLAScFERDTtCSFQYzWi2mJALJ2BQVVLbh0VGh8GGiIimjKEEDDr+NE2HXHAkIiIiEoeAw0RERGVPAYaIiIiKnkMNERERFTyGGiIiIio5DHQEBERUcljoCEiIqKSx0BDREREJY+BhoiIiEoeAw0RERGVPAYaIiIiKnkMNERERFTyGGiIiIio5E25LUmllACAYDA4yZUQERHRaPV/bvd/judqygWaUCgEAKirq5vkSoiIiChXoVAIDocj53ZCjjUKFalsNovW1lbYbDYIISalhmAwiLq6OjQ3N8Nut09KDdMFr/XE4HWeOLzWE4PXeeKM9lpLKREKhVBTUwNFyX1GzJTroVEUBbW1tZNdBgDAbrfzL8oE4bWeGLzOE4fXemLwOk+c0VzrsfTM9OOkYCIiIip5DDRERERU8hhoCsBgMGD9+vUwGAyTXcqUx2s9MXidJw6v9cTgdZ44E3Wtp9ykYCIiIpp+2ENDREREJY+BhoiIiEoeAw0RERGVPAYaIiIiKnkMNERERFTyGGjOY8OGDRBCDHpUVVUNfP/93+t/bN68ecTzPvnkk1i4cCEMBgMWLlyIp556qtBvpagV4jr/8Ic/xFVXXQWXywWXy4XVq1dj7969E/F2ilqhfqb7Pf744xBC4K//+q8L9A5KQ6Gus9/vx5e+9CVUV1fDaDTiggsuwO9+97tCv52iVqhr/eCDD2LBggUwmUyoq6vDl7/8ZcTj8UK/naJ1vuscDodx9913o7a2FiaTCRdccAG+//3vn/e8+fo8nHJbHxTCokWL8OKLLw58rarqwP+3tbUNOva5557DnXfeiY9//OPDnu+1117Dpz71KfzzP/8zbrnlFjz11FP45Cc/id27d2P58uX5fwMlIt/XedeuXfj0pz+NFStWwGg04lvf+hZuuOEGHDp0CDNmzMj/Gygh+b7W/U6dOoWvfvWruOqqq/JXbAnL93VOJpNYs2YNKioq8MQTT6C2thbNzc2w2Wz5L77E5Ptab9++Hffeey+2bt2KFStW4PDhw1i3bh0A4Lvf/W5+iy8hI13nL3/5y9i5cyd+9rOfYdasWXjhhRfwxS9+ETU1NfjoRz865Pny+nkoaUTr16+XixcvHvXxH/3oR+WqVatGPOaTn/ykvOmmmwY9d+ONN8rbbrttLCVOCYW4zu+XTqelzWaT27Zty7G6qaVQ1zqdTssrr7xS/uhHP5K33367/OhHPzr2IqeAQlzn73//+7KhoUEmk8lxVje1FOJaf+lLXzrnmH/4h3+QK1euHEuJU8L5rvOiRYvk17/+9UHPfeADH5D/+3//72Hb5PPzkENOo3DkyBHU1NRg9uzZuO2223D8+PEhj+vo6MBvf/tb3HnnnSOe77XXXsMNN9ww6Lkbb7wRr776at5qLkX5vs7vF41GkUql4Ha781FuSSvEtf7617+O8vLynP9cprJ8X+enn34aV1xxBb70pS+hsrISF154If7lX/4FmUymEOWXlHxf65UrV+KNN94YGKY+fvw4fve73+FDH/pQ3msvJSNd55UrV+Lpp59GS0sLpJTYuXMnDh8+jBtvvHHY8+X18zDnCDTN/O53v5NPPPGEfPvtt+WOHTvkNddcIysrK6XX6z3n2G9+85vS5XLJWCw24jl1Op3cvn37oOe2b98u9Xp9XmsvJYW4zu/3xS9+Uc6ZMyfndlNNIa717t275YwZM2RXV5eUUrKHRhbmOi9YsEAaDAZ5xx13yP3798v/+q//km63W/7f//t/C/U2SkKhfn/827/9m9TpdFLTNAlA/s//+T8LUX7JON91TiQS8nOf+5wEIDVNk3q9Xj722GMjnjOfn4cMNDkKh8OysrJSbtmy5ZzvLViwQN59993nPYdOp5P/+Z//Oei5n/3sZ9JgMOStzlKXj+t8tv5fYm+99Va+Spwyxnutg8GgnDVrlvzd73438BwDzbny8TM9b948WVdXJ9Pp9MBzW7ZskVVVVXmttdTl41rv3LlTVlZWyh/+8Ify7bfflr/61a9kXV3dOUMq09n7r/PmzZvl/Pnz5dNPPy3feust+b3vfU9arVa5Y8eOYc+Rz89DTgrOkcViwUUXXYQjR44Mev7ll19GU1MTfv7zn5/3HFVVVWhvbx/0XGdnJyorK/NaaynLx3Xu9+1vfxv/8i//ghdffBEXX3xxvksteeO91seOHcPJkyfx4Q9/eOC5bDYLANA0DU1NTZgzZ07+Cy8x+fiZrq6uhk6nGzQR84ILLkB7ezuSyST0en3e6y5F+bjWDzzwANauXYsvfOELAICLLroIkUgEd911F/7pn/4JisIZG2df51gshvvvvx9PPfXUwLDcxRdfjIMHD+Lb3/42Vq9ePeQ58vl5yD+RHCUSCbz77ruorq4e9PyPf/xjXHrppVi8ePF5z3HFFVdgx44dg5574YUXsGLFirzWWsrycZ0BYPPmzfjnf/5nPP/881i6dGkhSi15473WjY2NeOedd3Dw4MGBx0c+8hFcd911OHjwIOrq6gpZfsnIx8/0lVdeiaNHjw4ERgA4fPgwqqurGWbOko9rHY1GzwktqqpC9o5s5LXeUnX2dU6lUkilUkNes7N/Xt8vr5+HOffpTDNf+cpX5K5du+Tx48fl66+/Lm+++WZps9nkyZMnB44JBALSbDbL73//+0OeY+3atfLee+8d+PqVV16RqqrKTZs2yXfffVdu2rRJapomX3/99YK/n2JViOv8zW9+U+r1evnEE0/Itra2gUcoFCr4+ylmhbjW78chp8Jc59OnT0ur1Srvvvtu2dTUJJ999llZUVEhv/GNbxT8/RSzQlzr9evXS5vNJv/rv/5LHj9+XL7wwgtyzpw58pOf/GTB30+xOt91vuaaa+SiRYvkzp075fHjx+Wjjz4qjUaj/Pd///eBcxTy85CB5jw+9alPyerqaqnT6WRNTY382Mc+Jg8dOjTomEceeUSaTCbp9/uHPMc111wjb7/99kHP/fKXv5QLFiyQOp1ONjY2yieffLJQb6EkFOI619fXSwDnPNavX1/Ad1L8CvUzfTYGmsJd51dffVUuX75cGgwG2dDQIP/f//t/g+bUTEeFuNapVEpu2LBBzpkzRxqNRllXVye/+MUvSp/PV8B3UtzOd53b2trkunXrZE1NjTQajXLBggVyy5YtMpvNDhxTyM9DISX7zoiIiKi0cQ4NERERlTwGGiIiIip5DDRERERU8hhoiIiIqOQx0BAREVHJY6AhIiKiksdAQ0RERCWPgYaIiIhKHgMNERERlTwGGiIiIip5DDRERERU8v4/SGPqCLky0qoAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.3          58.542457           -8.750945\n",
+      "1               3.3          58.542457           -8.750945\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               6.9          51.246000          -10.169285\n",
+      "1               6.9          51.246000          -10.169285\n",
+      "2               6.9          51.246000          -10.169285\n",
+      "3               6.9          51.246000          -10.169285\n",
+      "4               6.9          51.246000          -10.169285\n",
+      "5               6.9          51.246000          -10.169285\n",
+      "6               6.9          51.246000          -10.169285\n",
+      "7               6.9          51.246000          -10.169285\n",
+      "8               6.9          51.246000          -10.169285\n",
+      "9               6.9          51.246000          -10.169285\n",
+      "10              6.9          51.246000          -10.169285\n",
+      "11              6.9          51.246000          -10.169285\n",
+      "12              6.9          51.246000          -10.169285\n",
+      "13              6.9          51.246000          -10.169285\n",
+      "14              6.9          51.246000          -10.169285\n",
+      "15              6.9          51.246000          -10.169285\n",
+      "16              6.9          51.246000          -10.169285\n",
+      "17              6.9          51.246000          -10.169285\n",
+      "18              6.9          51.246000          -10.169285\n",
+      "19              7.7          50.663820          -10.593755\n",
+      "20              7.7          50.663820          -10.593755\n",
+      "21              7.7          50.663820          -10.593755\n",
+      "22              7.7          50.663820          -10.593755\n",
+      "23              7.7          50.663820          -10.593755\n",
+      "24              7.7          50.663820          -10.593755\n",
+      "25              6.9          50.503220          -10.718762\n",
+      "26              6.9          50.503220          -10.718762\n",
+      "27              6.9          50.503220          -10.718762\n",
+      "28              6.9          50.503220          -10.718762\n",
+      "29              6.9          50.503220          -10.718762\n",
+      "30              6.9          50.503220          -10.718762\n",
+      "31              6.9          50.503220          -10.718762\n",
+      "32              6.9          50.503220          -10.718762\n",
+      "33              6.9          50.503220          -10.718762\n",
+      "34              6.9          50.503220          -10.718762\n",
+      "35              6.9          50.503220          -10.718762\n",
+      "36              6.9          50.503220          -10.718762\n",
+      "37              6.9          50.503220          -10.718762\n",
+      "38              6.9          50.503220          -10.718762\n",
+      "39              6.9          50.503220          -10.718762\n",
+      "40              6.9          50.503220          -10.718762\n",
+      "41              6.9          50.503220          -10.718762\n",
+      "42              6.9          50.503220          -10.718762\n",
+      "43              6.9          50.503220          -10.718762\n",
+      "44              6.9          50.503220          -10.718762\n",
+      "45              6.9          50.503220          -10.718762\n",
+      "46              6.9          50.503220          -10.718762\n",
+      "47              6.9          50.503220          -10.718762\n",
+      "48              6.9          50.503220          -10.718762\n",
+      "49              6.9          50.503220          -10.718762\n",
+      "50              6.9          50.503220          -10.718762\n",
+      "51              6.9          50.503220          -10.718762\n",
+      "52              7.6          49.963243          -11.051558\n",
+      "53              7.6          49.963243          -11.051558\n",
+      "54              7.6          49.963243          -11.051558\n",
+      "55              7.6          49.963243          -11.051558\n",
+      "56              7.6          49.963243          -11.051558\n",
+      "57              7.6          49.963243          -11.051558\n",
+      "58              1.7          49.982482          -11.073587\n",
+      "59              1.7          49.982482          -11.073587\n",
+      "60              1.7          49.982482          -11.073587\n",
+      "61              1.7          49.982482          -11.073587\n",
+      "62              1.7          49.982482          -11.073587\n",
+      "63              1.7          49.982482          -11.073587\n",
+      "64              1.7          49.982482          -11.073587\n",
+      "65              1.7          49.982482          -11.073587\n",
+      "66              1.7          49.982482          -11.073587\n",
+      "67              1.7          49.982482          -11.073587\n",
+      "68              1.7          49.982482          -11.073587\n",
+      "69              1.7          49.982482          -11.073587\n",
+      "70              1.7          49.982482          -11.073587\n",
+      "71              1.7          49.982482          -11.073587\n",
+      "72              1.7          49.982482          -11.073587\n",
+      "73              1.7          49.982482          -11.073587\n",
+      "74              0.9          49.964403          -11.067763\n",
+      "75              0.9          49.964403          -11.067763\n",
+      "76              0.9          49.964403          -11.067763\n",
+      "77              0.9          49.964403          -11.067763\n",
+      "78              0.9          49.964403          -11.067763\n",
+      "79              0.9          49.964403          -11.067763\n",
+      "80              0.9          49.964403          -11.067763\n",
+      "81              0.9          49.964403          -11.067763\n",
+      "82              0.9          49.964403          -11.067763\n",
+      "83              0.9          49.964403          -11.067763\n",
+      "84              0.9          49.964403          -11.067763\n",
+      "85              0.9          49.964403          -11.067763\n",
+      "86              0.9          49.964403          -11.067763\n",
+      "87              0.9          49.964403          -11.067763\n",
+      "88              0.9          49.964403          -11.067763\n",
+      "89              0.9          49.964403          -11.067763\n",
+      "90              8.6          49.963957          -11.044573\n",
+      "91              8.6          49.963957          -11.044573\n",
+      "92              8.6          49.963957          -11.044573\n",
+      "93              8.6          49.963957          -11.044573\n",
+      "94              8.6          49.963957          -11.044573\n",
+      "95              8.6          49.963957          -11.044573\n",
+      "96              8.6          49.963957          -11.044573\n",
+      "97              8.6          49.963957          -11.044573\n",
+      "98              8.6          49.963957          -11.044573\n",
+      "99              8.6          49.963957          -11.044573\n",
+      "100             8.6          49.963957          -11.044573\n",
+      "101             8.6          49.963957          -11.044573\n",
+      "102             8.6          49.963957          -11.044573\n",
+      "103             8.6          49.963957          -11.044573\n",
+      "104             8.6          49.963957          -11.044573\n",
+      "105             8.6          49.963957          -11.044573\n",
+      "106             8.6          49.963957          -11.044573\n",
+      "107             8.6          49.963957          -11.044573\n",
+      "108             0.7          49.879180          -11.051417\n",
+      "109             0.7          49.879180          -11.051417\n",
+      "110             0.2          49.876943          -11.051067\n",
+      "111             0.2          49.876943          -11.051067\n",
+      "112             8.5          49.825825          -11.093155\n",
+      "113             8.5          49.825825          -11.093155\n",
+      "114             8.4          49.766615          -11.147358\n",
+      "115             4.8          49.738573          -11.172982\n",
+      "116             4.8          49.738573          -11.172982\n",
+      "117             3.1          49.727563          -11.184393\n",
+      "118             3.3          49.704537          -11.202070\n",
+      "119             3.0          49.693263          -11.210502\n",
+      "120             3.0          49.693263          -11.210502\n",
+      "121             3.2          49.681837          -11.219002\n",
+      "122             3.2          49.681837          -11.219002\n",
+      "123             0.9          49.673457          -11.220037\n",
+      "124             0.9          49.673457          -11.220037\n",
+      "125             8.3          49.669350          -11.217877\n",
+      "126             8.3          49.669350          -11.217877\n",
+      "127             8.3          49.669350          -11.217877\n",
+      "128             8.3          49.669350          -11.217877\n",
+      "129             8.3          49.669350          -11.217877\n",
+      "130             8.3          49.669350          -11.217877\n",
+      "131             8.3          49.669350          -11.217877\n",
+      "132             8.3          49.669350          -11.217877\n",
+      "133             8.3          49.669350          -11.217877\n",
+      "134             8.3          49.669350          -11.217877\n",
+      "135             8.3          49.669350          -11.217877\n",
+      "136             8.3          49.669350          -11.217877\n",
+      "137             8.3          49.669350          -11.217877\n",
+      "138             8.3          49.669350          -11.217877\n",
+      "139             8.3          49.669350          -11.217877\n",
+      "140             8.3          49.669350          -11.217877\n",
+      "141             8.3          49.669350          -11.217877\n",
+      "142             8.3          49.669350          -11.217877\n",
+      "143             2.4          49.762867          -11.109908\n",
+      "144             1.0          49.759735          -11.108915\n",
+      "145             1.0          49.759843          -11.107982\n",
+      "146             1.1          49.752330          -11.109543\n",
+      "147             1.0          49.748685          -11.111055\n",
+      "148             0.9          49.744822          -11.113000\n",
+      "149             0.8          49.744233          -11.113287\n",
+      "150             1.2          49.737143          -11.116507\n",
+      "151             1.2          49.737143          -11.116507\n",
+      "152             1.2          49.737143          -11.116507\n",
+      "153             1.2          49.737143          -11.116507\n",
+      "154             1.2          49.737143          -11.116507\n",
+      "155             1.2          49.737143          -11.116507\n",
+      "156             1.8          49.734283          -11.120650\n",
+      "157             1.8          49.734283          -11.120650\n",
+      "158             1.8          49.734283          -11.120650\n",
+      "159             1.8          49.734283          -11.120650\n",
+      "160             1.8          49.734283          -11.120650\n",
+      "161             1.8          49.734283          -11.120650\n",
+      "162             1.6          49.854455          -11.051910\n",
+      "163             1.6          49.854455          -11.051910\n",
+      "164             1.6          49.854455          -11.051910\n",
+      "165             1.6          49.854455          -11.051910\n",
+      "166             1.6          49.854455          -11.051910\n",
+      "167             1.6          49.854455          -11.051910\n",
+      "168             1.6          49.854455          -11.051910\n",
+      "169             1.6          49.854455          -11.051910\n",
+      "170             1.6          49.827100          -11.075853\n",
+      "171             1.6          49.827100          -11.075853\n",
+      "172             1.6          49.827100          -11.075853\n",
+      "173             1.6          49.827100          -11.075853\n",
+      "174             1.8          49.802730          -11.097192\n",
+      "175             1.8          49.802730          -11.097192\n",
+      "176             1.8          49.802730          -11.097192\n",
+      "177             1.4          49.802060          -11.097718\n",
+      "178             1.4          49.802060          -11.097718\n",
+      "179             1.4          49.802060          -11.097718\n",
+      "180             1.4          49.802060          -11.097718\n",
+      "181             1.4          49.802060          -11.097718\n",
+      "182             1.4          49.802060          -11.097718\n",
+      "183             1.4          49.802060          -11.097718\n",
+      "184             1.4          49.802060          -11.097718\n",
+      "185             1.4          49.802060          -11.097718\n",
+      "186             1.4          49.802060          -11.097718\n",
+      "187             1.4          49.802060          -11.097718\n",
+      "188             1.4          49.802060          -11.097718\n",
+      "189             0.7          49.748970          -11.149265\n",
+      "190             0.7          49.748970          -11.149265\n",
+      "191             0.7          49.748970          -11.149265\n",
+      "192             1.5          49.744273          -11.154148\n",
+      "193             1.5          49.744273          -11.154148\n",
+      "diff 24 52\n",
+      "diff 57 90\n",
+      "diff 107 112\n",
+      "diff 114 125\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.3          53.187485          -14.530107\n",
+      "1               9.3          53.187485          -14.530107\n",
+      "2               9.3          53.187485          -14.530107\n",
+      "3               9.3          53.187485          -14.530107\n",
+      "4               9.3          53.187485          -14.530107\n",
+      "5               9.3          53.187485          -14.530107\n",
+      "6               6.2          53.340132          -14.377778\n",
+      "7               6.2          53.340132          -14.377778\n",
+      "8               6.2          53.340132          -14.377778\n",
+      "9               6.2          53.340132          -14.377778\n",
+      "10              6.2          53.340132          -14.377778\n",
+      "11              6.2          53.340132          -14.377778\n",
+      "12              6.2          53.340132          -14.377778\n",
+      "13              6.2          53.340132          -14.377778\n",
+      "14              6.2          53.340132          -14.377778\n",
+      "15              6.2          53.340132          -14.377778\n",
+      "16              6.2          53.340132          -14.377778\n",
+      "17              6.2          53.340132          -14.377778\n",
+      "18              6.2          53.340132          -14.377778\n",
+      "19              6.2          53.340132          -14.377778\n",
+      "20              6.2          53.340132          -14.377778\n",
+      "21              6.2          53.340132          -14.377778\n",
+      "22              4.9          53.134890          -14.562222\n",
+      "23              4.9          53.134890          -14.562222\n",
+      "24              4.9          53.134890          -14.562222\n",
+      "25              5.6          53.030345          -14.628435\n",
+      "26              5.6          53.030345          -14.628435\n",
+      "27              5.6          53.030345          -14.628435\n",
+      "28              5.6          53.030345          -14.628435\n",
+      "29              5.6          53.030345          -14.628435\n",
+      "30              5.6          53.030345          -14.628435\n",
+      "31              5.6          53.030345          -14.628435\n",
+      "32              5.6          53.030345          -14.628435\n",
+      "33              5.6          53.030345          -14.628435\n",
+      "34              5.6          53.030345          -14.628435\n",
+      "35              5.6          53.030345          -14.628435\n",
+      "36              5.6          53.030345          -14.628435\n",
+      "37              5.6          53.030345          -14.628435\n",
+      "38              5.6          53.030345          -14.628435\n",
+      "39              5.6          53.030345          -14.628435\n",
+      "40              5.6          53.030345          -14.628435\n",
+      "41              5.6          53.030345          -14.628435\n",
+      "42              5.6          53.030345          -14.628435\n",
+      "43              5.6          53.030345          -14.628435\n",
+      "44              5.6          53.030345          -14.628435\n",
+      "45              5.6          53.030345          -14.628435\n",
+      "46              5.6          53.030345          -14.628435\n",
+      "47              5.6          53.030345          -14.628435\n",
+      "48              5.6          53.030345          -14.628435\n",
+      "49              5.6          53.030345          -14.628435\n",
+      "50              1.8          52.835563          -14.674637\n",
+      "51              1.8          52.835563          -14.674637\n",
+      "52              1.8          52.835563          -14.674637\n",
+      "53              1.7          52.838520          -14.673523\n",
+      "54              1.7          52.838520          -14.673523\n",
+      "55              1.7          52.838520          -14.673523\n",
+      "56              2.0          52.895708          -14.715775\n",
+      "57              2.0          52.895708          -14.715775\n",
+      "58              2.0          52.895708          -14.715775\n",
+      "59              2.0          52.895708          -14.715775\n",
+      "60              2.0          52.895708          -14.715775\n",
+      "61              2.0          52.895708          -14.715775\n",
+      "62              2.0          52.895708          -14.715775\n",
+      "63              2.0          52.895708          -14.715775\n",
+      "64              2.0          52.895708          -14.715775\n",
+      "65              2.0          52.895708          -14.715775\n",
+      "66              2.0          52.895708          -14.715775\n",
+      "67              2.0          52.895708          -14.715775\n",
+      "68              2.0          52.895708          -14.715775\n",
+      "69              2.0          52.895708          -14.715775\n",
+      "70              2.0          52.895708          -14.715775\n",
+      "71              2.0          52.895708          -14.715775\n",
+      "72              2.0          52.895708          -14.715775\n",
+      "73              2.0          52.895708          -14.715775\n",
+      "74              2.0          52.895708          -14.715775\n",
+      "75              2.0          52.895708          -14.715775\n",
+      "76              2.0          52.895708          -14.715775\n",
+      "77              2.0          52.895708          -14.715775\n",
+      "78              2.0          52.895708          -14.715775\n",
+      "79              2.0          52.895708          -14.715775\n",
+      "80              2.0          52.895708          -14.715775\n",
+      "81              2.0          52.895708          -14.715775\n",
+      "82              2.0          52.895708          -14.715775\n",
+      "83              2.0          52.895708          -14.715775\n",
+      "84              2.0          52.895708          -14.715775\n",
+      "85              2.0          52.895708          -14.715775\n",
+      "86              2.0          52.895708          -14.715775\n",
+      "87              2.0          52.895708          -14.715775\n",
+      "88              2.0          52.895708          -14.715775\n",
+      "89              2.0          52.895708          -14.715775\n",
+      "90              2.0          52.895708          -14.715775\n",
+      "91              2.0          52.895708          -14.715775\n",
+      "92              2.0          52.895708          -14.715775\n",
+      "93              2.0          52.895708          -14.715775\n",
+      "94              2.0          52.895708          -14.715775\n",
+      "95              2.0          52.895708          -14.715775\n",
+      "96              2.0          52.895708          -14.715775\n",
+      "97              2.0          52.895708          -14.715775\n",
+      "98              2.0          52.895708          -14.715775\n",
+      "99              2.0          52.895708          -14.715775\n",
+      "100             2.0          52.895708          -14.715775\n",
+      "101             2.0          52.895708          -14.715775\n",
+      "102             2.0          52.895708          -14.715775\n",
+      "103             2.0          52.895708          -14.715775\n",
+      "104             1.3          52.987748          -14.651290\n",
+      "105             1.3          52.987748          -14.651290\n",
+      "106             1.3          52.987748          -14.651290\n",
+      "107             1.3          52.987748          -14.651290\n",
+      "108             1.3          52.987748          -14.651290\n",
+      "109             1.3          52.987748          -14.651290\n",
+      "110             1.3          52.987748          -14.651290\n",
+      "111             1.3          52.987748          -14.651290\n",
+      "112             1.3          52.987748          -14.651290\n",
+      "113             1.3          52.987748          -14.651290\n",
+      "114             1.3          52.987748          -14.651290\n",
+      "115             1.3          52.987748          -14.651290\n",
+      "116             5.7          53.204702          -14.588070\n",
+      "117             5.7          53.204702          -14.588070\n",
+      "118             5.7          53.204702          -14.588070\n",
+      "119             5.7          53.204702          -14.588070\n",
+      "120             5.7          53.204702          -14.588070\n",
+      "121             5.7          53.204702          -14.588070\n",
+      "122             5.7          53.204702          -14.588070\n",
+      "123             2.0          53.192062          -14.596438\n",
+      "124             2.4          53.191498          -14.596680\n",
+      "125             2.4          53.191498          -14.596680\n",
+      "126             2.4          53.191498          -14.596680\n",
+      "127             2.4          53.191498          -14.596680\n",
+      "128             2.4          53.191498          -14.596680\n",
+      "129             2.4          53.191498          -14.596680\n",
+      "130             2.4          53.191498          -14.596680\n",
+      "131             2.4          53.191498          -14.596680\n",
+      "132             2.4          53.191498          -14.596680\n",
+      "133             2.4          53.191498          -14.596680\n",
+      "134             2.4          53.191498          -14.596680\n",
+      "135             2.4          53.191498          -14.596680\n",
+      "136             2.4          53.191498          -14.596680\n",
+      "137             2.4          53.191498          -14.596680\n",
+      "138             2.4          53.191498          -14.596680\n",
+      "139             2.4          53.191498          -14.596680\n",
+      "140             2.4          53.191498          -14.596680\n",
+      "141             2.4          53.191498          -14.596680\n",
+      "142             2.4          53.191498          -14.596680\n",
+      "143             2.4          53.191498          -14.596680\n",
+      "144             2.4          53.191498          -14.596680\n",
+      "145             2.4          53.191498          -14.596680\n",
+      "146             2.4          53.191498          -14.596680\n",
+      "147             2.4          53.191498          -14.596680\n",
+      "148             2.4          53.191498          -14.596680\n",
+      "149             2.4          53.191498          -14.596680\n",
+      "150             2.4          53.191498          -14.596680\n",
+      "151             2.4          53.191498          -14.596680\n",
+      "152             2.4          53.191498          -14.596680\n",
+      "153             2.4          53.191498          -14.596680\n",
+      "154             2.4          53.191498          -14.596680\n",
+      "155             2.4          53.191498          -14.596680\n",
+      "156             8.4          52.640653          -13.953332\n",
+      "157             8.4          52.640653          -13.953332\n",
+      "158             8.4          52.640653          -13.953332\n",
+      "159             8.4          52.640653          -13.953332\n",
+      "160             8.4          52.640653          -13.953332\n",
+      "161             8.4          52.640653          -13.953332\n",
+      "162             8.4          52.640653          -13.953332\n",
+      "163             8.4          52.640653          -13.953332\n",
+      "164             8.4          52.640653          -13.953332\n",
+      "165             8.4          52.640653          -13.953332\n",
+      "166             8.4          52.640653          -13.953332\n",
+      "167             8.4          52.640653          -13.953332\n",
+      "168             8.4          52.640653          -13.953332\n",
+      "169             8.4          52.640653          -13.953332\n",
+      "170             8.4          52.640653          -13.953332\n",
+      "171             8.4          52.640653          -13.953332\n",
+      "172             8.4          52.640653          -13.953332\n",
+      "173             8.4          52.640653          -13.953332\n",
+      "174             8.4          52.640653          -13.953332\n",
+      "175             8.4          52.640653          -13.953332\n",
+      "176             8.4          52.640653          -13.953332\n",
+      "177             6.6          52.100453          -13.270400\n",
+      "178             6.6          52.100453          -13.270400\n",
+      "179             6.6          52.100453          -13.270400\n",
+      "180             6.6          52.100453          -13.270400\n",
+      "181             6.6          52.100453          -13.270400\n",
+      "182             6.6          52.100453          -13.270400\n",
+      "183             6.6          52.100453          -13.270400\n",
+      "184             6.6          52.100453          -13.270400\n",
+      "185             6.6          52.100453          -13.270400\n",
+      "186             6.6          52.100453          -13.270400\n",
+      "187             6.6          52.100453          -13.270400\n",
+      "188             6.6          52.100453          -13.270400\n",
+      "189             6.6          52.100453          -13.270400\n",
+      "190             6.6          52.100453          -13.270400\n",
+      "191             6.6          52.100453          -13.270400\n",
+      "192             6.6          52.100453          -13.270400\n",
+      "193             6.6          52.100453          -13.270400\n",
+      "diff 5 156\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.1          49.981300            0.259300\n",
+      "1               2.1          49.981300            0.259300\n",
+      "2               2.1          49.981300            0.259300\n",
+      "3               2.1          49.981300            0.259300\n",
+      "4               2.1          49.981300            0.259300\n",
+      "5               2.1          49.981300            0.259300\n",
+      "6               2.1          49.981300            0.259300\n",
+      "7               2.1          49.981300            0.259300\n",
+      "8               2.1          49.981300            0.259300\n",
+      "9               2.1          49.981300            0.259300\n",
+      "10              2.1          49.981300            0.259300\n",
+      "11              2.1          49.981300            0.259300\n",
+      "12              2.1          49.981300            0.259300\n",
+      "13              2.1          49.981300            0.259300\n",
+      "14              2.1          49.981300            0.259300\n",
+      "15              2.1          49.981300            0.259300\n",
+      "16              2.1          49.981300            0.259300\n",
+      "17              2.1          49.981300            0.259300\n",
+      "18              2.1          49.981300            0.259300\n",
+      "19              2.1          49.981300            0.259300\n",
+      "20              2.1          49.981300            0.259300\n",
+      "21              2.1          49.981300            0.259300\n",
+      "22              2.1          49.981300            0.259300\n",
+      "23              2.1          49.981300            0.259300\n",
+      "24              2.1          49.981300            0.259300\n",
+      "25              2.1          49.981300            0.259300\n",
+      "26              2.1          49.981300            0.259300\n",
+      "27              2.1          49.981300            0.259300\n",
+      "28              2.1          49.981300            0.259300\n",
+      "29              2.1          49.981300            0.259300\n",
+      "30              2.1          49.981300            0.259300\n",
+      "31              2.1          49.981300            0.259300\n",
+      "32              3.2          50.264448            0.852075\n",
+      "33              3.2          50.252533            0.852755\n",
+      "34              3.1          50.235070            0.855005\n",
+      "35              2.7          50.221772            0.859472\n",
+      "36              2.3          50.219223            0.876887\n",
+      "37              2.3          50.217533            0.889212\n",
+      "38              2.2          50.214663            0.905055\n",
+      "39              2.6          50.212783            0.919353\n",
+      "40              2.1          50.209867            0.933735\n",
+      "41              2.2          50.206302            0.950228\n",
+      "42              3.1          50.201665            0.960317\n",
+      "43              2.8          50.189400            0.963142\n",
+      "44              9.9          50.160915            0.973630\n",
+      "45              9.9          50.136923            0.980920\n",
+      "46              9.8          50.074750            0.999747\n",
+      "47             10.0          50.042042            1.009787\n",
+      "48              2.5          50.014483            1.037427\n",
+      "49              2.6          50.013890            1.053022\n",
+      "50              2.5          50.014618            1.071575\n",
+      "51              2.7          50.016522            1.086540\n",
+      "52              4.0          50.017512            1.099867\n",
+      "53              3.9          50.015527            1.075668\n",
+      "54              4.1          50.014195            1.048950\n",
+      "55              2.9          50.013497            1.029028\n",
+      "56              3.1          50.013243            1.021925\n",
+      "57              4.0          50.013610            1.045725\n",
+      "58              2.9          50.015215            1.075837\n",
+      "59              4.4          50.017228            1.084868\n",
+      "60              4.6          50.022933            1.108322\n",
+      "61              3.6          50.031003            1.117105\n",
+      "62              2.9          50.024623            1.156443\n",
+      "63              3.0          50.024187            1.156157\n",
+      "64              2.2          50.018422            1.145480\n",
+      "65              2.3          50.013455            1.133330\n",
+      "66              4.7          50.021620            1.174820\n",
+      "67              4.8          50.022367            1.176515\n",
+      "68              4.1          50.044062            1.215277\n",
+      "69             11.0          50.053730            1.253107\n",
+      "70             11.1          50.059955            1.285013\n",
+      "71             10.8          50.066823            1.355492\n",
+      "72             10.8          50.066823            1.355492\n",
+      "73              0.0          50.061800            1.379012\n",
+      "74              0.0          50.061800            1.379012\n",
+      "75              0.0          50.061815            1.379037\n",
+      "76              0.0          50.061815            1.379037\n",
+      "77              0.0          50.061815            1.379037\n",
+      "78              0.0          50.061815            1.379037\n",
+      "79              0.0          50.061815            1.379037\n",
+      "80              0.0          50.061815            1.379037\n",
+      "81              0.0          50.061815            1.379037\n",
+      "82              0.0          50.061815            1.379037\n",
+      "83              0.0          50.061815            1.379037\n",
+      "84              0.0          50.061815            1.379037\n",
+      "85              0.0          50.061815            1.379037\n",
+      "86              0.0          50.061815            1.379037\n",
+      "87              0.0          50.061815            1.379037\n",
+      "88              0.0          50.061778            1.379037\n",
+      "89              0.0          50.061778            1.379037\n",
+      "90              0.0          50.061772            1.378998\n",
+      "91              0.0          50.061757            1.378968\n",
+      "92              0.0          50.061795            1.379000\n",
+      "93              0.0          50.061795            1.379000\n",
+      "94              0.0          50.061793            1.378972\n",
+      "95              0.0          50.061793            1.378972\n",
+      "96              0.0          50.061792            1.379007\n",
+      "97              0.0          50.061798            1.379050\n",
+      "98              0.0          50.061790            1.379005\n",
+      "99              0.0          50.061777            1.379013\n",
+      "100             0.0          50.061795            1.378993\n",
+      "101             0.0          50.061755            1.379033\n",
+      "102             0.0          50.061780            1.378988\n",
+      "103             0.0          50.061778            1.378985\n",
+      "104             0.0          50.061778            1.378985\n",
+      "105             0.0          50.061787            1.379010\n",
+      "106             0.0          50.061813            1.379075\n",
+      "107             0.0          50.061818            1.379012\n",
+      "108             0.0          50.061790            1.379008\n",
+      "109             0.0          50.061795            1.379032\n",
+      "110             0.0          50.061817            1.379042\n",
+      "111             0.0          50.061793            1.379017\n",
+      "112             0.0          50.061800            1.379010\n",
+      "113             0.0          50.061798            1.379020\n",
+      "114             0.1          50.061802            1.379038\n",
+      "115             0.0          50.061795            1.379028\n",
+      "116             0.0          50.061782            1.379012\n",
+      "117             0.0          50.061830            1.378967\n",
+      "118             8.7          50.070738            1.361025\n",
+      "119             8.7          50.070738            1.361025\n",
+      "120             8.7          50.070738            1.361025\n",
+      "121             8.7          50.070738            1.361025\n",
+      "122             8.7          50.070738            1.361025\n",
+      "123             8.7          50.070738            1.361025\n",
+      "124             8.7          50.070738            1.361025\n",
+      "125             8.7          50.070738            1.361025\n",
+      "126             8.7          50.070738            1.361025\n",
+      "127             8.7          50.070738            1.361025\n",
+      "128             8.7          50.070738            1.361025\n",
+      "129             8.7          50.070738            1.361025\n",
+      "130             8.7          50.070738            1.361025\n",
+      "131             8.7          50.070738            1.361025\n",
+      "132             8.7          50.070738            1.361025\n",
+      "133             8.7          50.070738            1.361025\n",
+      "134             8.7          50.070738            1.361025\n",
+      "135             8.7          50.070738            1.361025\n",
+      "136             8.7          50.070738            1.361025\n",
+      "137             8.7          50.070738            1.361025\n",
+      "138             8.7          50.070738            1.361025\n",
+      "139             8.7          50.070738            1.361025\n",
+      "140             8.7          50.070738            1.361025\n",
+      "141             8.7          50.070738            1.361025\n",
+      "142             8.7          50.070738            1.361025\n",
+      "143             8.7          50.070738            1.361025\n",
+      "144             8.7          50.070738            1.361025\n",
+      "145             8.7          50.070738            1.361025\n",
+      "146             8.7          50.070738            1.361025\n",
+      "147             8.7          50.070738            1.361025\n",
+      "148             8.7          50.070738            1.361025\n",
+      "149             8.7          50.070738            1.361025\n",
+      "150             8.7          50.070738            1.361025\n",
+      "151             8.7          50.070738            1.361025\n",
+      "152             8.7          50.070738            1.361025\n",
+      "153             8.7          50.070738            1.361025\n",
+      "154             8.7          50.070738            1.361025\n",
+      "155             8.7          50.070738            1.361025\n",
+      "156             8.7          50.070738            1.361025\n",
+      "157             8.7          50.070738            1.361025\n",
+      "158             8.7          50.070738            1.361025\n",
+      "159             8.7          50.070738            1.361025\n",
+      "160             8.7          50.070738            1.361025\n",
+      "161             8.7          50.070738            1.361025\n",
+      "162             8.7          50.070738            1.361025\n",
+      "163             8.7          50.070738            1.361025\n",
+      "164             8.7          50.070738            1.361025\n",
+      "165             8.7          50.070738            1.361025\n",
+      "166             8.7          50.070738            1.361025\n",
+      "167             8.7          50.070738            1.361025\n",
+      "168             8.7          50.070738            1.361025\n",
+      "169             8.7          50.070738            1.361025\n",
+      "170             8.7          50.070738            1.361025\n",
+      "171             8.7          50.070738            1.361025\n",
+      "172             8.7          50.070738            1.361025\n",
+      "173             8.7          50.070738            1.361025\n",
+      "174             8.7          50.070738            1.361025\n",
+      "175             8.7          50.070738            1.361025\n",
+      "176             3.7          50.060178           -0.277670\n",
+      "177             2.9          50.071005           -0.235210\n",
+      "178             3.2          50.077868           -0.219713\n",
+      "179             3.2          50.090527           -0.214357\n",
+      "180             2.6          50.095408           -0.201285\n",
+      "181             2.3          50.098113           -0.184755\n",
+      "182             2.7          50.101553           -0.170318\n",
+      "183             4.4          50.099760           -0.190988\n",
+      "184             4.5          50.094022           -0.220637\n",
+      "185             2.2          50.090805           -0.236795\n",
+      "186             2.2          50.090805           -0.236795\n",
+      "187             3.8          50.101768           -0.262587\n",
+      "188             3.8          50.101768           -0.262587\n",
+      "189             3.8          50.101768           -0.262587\n",
+      "190             3.8          50.101768           -0.262587\n",
+      "191             3.8          50.101768           -0.262587\n",
+      "192             3.8          50.101768           -0.262587\n",
+      "193             3.8          50.101768           -0.262587\n",
+      "diff 47 69\n",
+      "diff 72 118\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.7          49.841455          -10.943632\n",
+      "1               3.7          49.841455          -10.943632\n",
+      "2               3.5          49.812532          -10.936733\n",
+      "3               3.5          49.799738          -10.948012\n",
+      "4               3.3          49.798887          -10.949923\n",
+      "5               3.6          49.791580          -10.973820\n",
+      "6               3.5          49.783095          -11.006617\n",
+      "7               3.8          49.777172          -11.028183\n",
+      "8               3.8          49.777172          -11.028183\n",
+      "9               3.5          49.771278          -11.049578\n",
+      "10              1.9          49.776200          -11.051047\n",
+      "11              1.9          49.776200          -11.051047\n",
+      "12              3.7          49.753672          -11.085237\n",
+      "13              3.2          49.741973          -11.100323\n",
+      "14              3.5          49.733245          -11.111862\n",
+      "15              3.6          49.730017          -11.116237\n",
+      "16              3.5          49.711225          -11.140830\n",
+      "17              3.6          49.703665          -11.151108\n",
+      "18              3.4          49.690175          -11.166090\n",
+      "19              3.7          49.671765          -11.185483\n",
+      "20              3.5          49.662502          -11.195248\n",
+      "21              3.3          49.659192          -11.198770\n",
+      "22              3.3          49.634640          -11.220665\n",
+      "23              3.7          49.626307          -11.228163\n",
+      "24              3.3          49.613955          -11.238477\n",
+      "25              3.3          49.613955          -11.238477\n",
+      "26              3.1          49.586643          -11.249798\n",
+      "27              2.9          49.573302          -11.253365\n",
+      "28              2.9          49.573302          -11.253365\n",
+      "29              3.1          49.566152          -11.249125\n",
+      "30              5.9          49.547057          -11.252992\n",
+      "31              5.9          49.547057          -11.252992\n",
+      "32              5.9          49.547057          -11.252992\n",
+      "33              5.9          49.547057          -11.252992\n",
+      "34              5.9          49.547057          -11.252992\n",
+      "35              5.9          49.547057          -11.252992\n",
+      "36              5.9          49.547057          -11.252992\n",
+      "37              5.9          49.547057          -11.252992\n",
+      "38              5.9          49.547057          -11.252992\n",
+      "39              5.9          49.547057          -11.252992\n",
+      "40              5.9          49.547057          -11.252992\n",
+      "41              5.9          49.547057          -11.252992\n",
+      "42              5.9          49.547057          -11.252992\n",
+      "43              5.9          49.547057          -11.252992\n",
+      "44              5.9          49.547057          -11.252992\n",
+      "45              5.9          49.547057          -11.252992\n",
+      "46              5.9          49.547057          -11.252992\n",
+      "47              7.3          49.444720          -11.047402\n",
+      "48              7.3          49.444720          -11.047402\n",
+      "49              7.3          49.444720          -11.047402\n",
+      "50              7.3          49.444720          -11.047402\n",
+      "51              7.3          49.444720          -11.047402\n",
+      "52              7.3          49.444720          -11.047402\n",
+      "53              7.3          49.444720          -11.047402\n",
+      "54              7.3          49.444720          -11.047402\n",
+      "55              7.3          49.444720          -11.047402\n",
+      "56              3.3          49.445713          -10.816072\n",
+      "57              3.3          49.445713          -10.816072\n",
+      "58              3.3          49.445713          -10.816072\n",
+      "59              3.3          49.445713          -10.816072\n",
+      "60              3.3          49.445713          -10.816072\n",
+      "61              3.3          49.445713          -10.816072\n",
+      "62              3.3          49.445713          -10.816072\n",
+      "63              3.3          49.445713          -10.816072\n",
+      "64              3.3          49.445713          -10.816072\n",
+      "65              3.3          49.445713          -10.816072\n",
+      "66              3.5          49.365128          -10.673747\n",
+      "67              3.5          49.365128          -10.673747\n",
+      "68              3.5          49.365128          -10.673747\n",
+      "69              3.5          49.365128          -10.673747\n",
+      "70              3.5          49.365128          -10.673747\n",
+      "71              3.5          49.365128          -10.673747\n",
+      "72              3.5          49.365128          -10.673747\n",
+      "73              3.5          49.365128          -10.673747\n",
+      "74              3.4          49.283225          -10.682143\n",
+      "75              1.4          49.251305          -10.700728\n",
+      "76              1.4          49.251305          -10.700728\n",
+      "77              4.0          49.226432          -10.719663\n",
+      "78              3.4          49.202705          -10.740693\n",
+      "79              3.4          49.202705          -10.740693\n",
+      "80              3.4          49.202705          -10.740693\n",
+      "81              3.4          49.202705          -10.740693\n",
+      "82              3.4          49.202705          -10.740693\n",
+      "83              3.4          49.202705          -10.740693\n",
+      "84              3.4          49.202705          -10.740693\n",
+      "85              3.4          49.202705          -10.740693\n",
+      "86              3.7          49.112293          -10.818950\n",
+      "87              3.7          49.112293          -10.818950\n",
+      "88              3.7          49.112293          -10.818950\n",
+      "89              3.7          49.112293          -10.818950\n",
+      "90              3.3          49.076300          -10.850645\n",
+      "91              3.3          49.076300          -10.850645\n",
+      "92              9.2          48.991308          -10.841132\n",
+      "93              9.2          48.991308          -10.841132\n",
+      "94              9.2          48.991308          -10.841132\n",
+      "95              9.2          48.991308          -10.841132\n",
+      "96              9.2          48.991308          -10.841132\n",
+      "97              9.3          48.812875          -10.808832\n",
+      "98              9.3          48.812875          -10.808832\n",
+      "99              9.3          48.812875          -10.808832\n",
+      "100             9.3          48.812875          -10.808832\n",
+      "101            10.0          48.624397          -10.782070\n",
+      "102             9.6          48.596572          -10.779308\n",
+      "103             9.6          48.596572          -10.779308\n",
+      "104             9.6          48.504352          -10.767827\n",
+      "105            10.0          48.463052          -10.761352\n",
+      "106             9.7          48.412302          -10.753105\n",
+      "107             9.7          48.412302          -10.753105\n",
+      "108            10.0          48.339230          -10.741073\n",
+      "109             9.9          48.292568          -10.733098\n",
+      "110             9.9          48.292568          -10.733098\n",
+      "111             9.9          48.226750          -10.721908\n",
+      "112             9.9          48.173038          -10.712827\n",
+      "113             9.4          48.133490          -10.707195\n",
+      "114             9.6          48.102143          -10.701983\n",
+      "115             9.8          48.075512          -10.697960\n",
+      "116            10.0          48.011068          -10.683362\n",
+      "117            10.0          48.011068          -10.683362\n",
+      "118             9.9          47.960933          -10.671295\n",
+      "119            10.0          47.918905          -10.661032\n",
+      "120            10.2          47.877375          -10.653607\n",
+      "121            10.2          47.877375          -10.653607\n",
+      "122            10.1          47.798325          -10.638952\n",
+      "123            10.2          47.726492          -10.626488\n",
+      "124             9.8          47.675860          -10.619812\n",
+      "125             9.8          47.675860          -10.619812\n",
+      "126             9.4          47.600365          -10.610962\n",
+      "127             9.7          47.567420          -10.607335\n",
+      "128             9.6          47.519775          -10.599482\n",
+      "129             9.8          47.474658          -10.591748\n",
+      "130             9.4          47.420740          -10.582237\n",
+      "131             9.3          47.381828          -10.575548\n",
+      "132             9.1          47.344335          -10.569010\n",
+      "133             9.0          47.306333          -10.561825\n",
+      "134             9.5          47.267348          -10.553253\n",
+      "135             9.2          47.237232          -10.545853\n",
+      "136             8.9          47.190915          -10.537673\n",
+      "137             9.4          47.164727          -10.533302\n",
+      "138             9.5          47.114207          -10.524830\n",
+      "139             9.7          47.087925          -10.520530\n",
+      "140             9.7          47.047878          -10.514653\n",
+      "141             9.4          47.008100          -10.509020\n",
+      "142             9.5          46.968408          -10.503258\n",
+      "143             9.6          46.916548          -10.494905\n",
+      "144             9.5          46.876437          -10.489512\n",
+      "145             9.9          46.847938          -10.486703\n",
+      "146             9.9          46.847938          -10.486703\n",
+      "147             9.9          46.768367          -10.477067\n",
+      "148             9.9          46.768367          -10.477067\n",
+      "149             9.9          46.768367          -10.477067\n",
+      "150             9.9          46.768367          -10.477067\n",
+      "151             9.8          46.638013          -10.462102\n",
+      "152             9.7          46.597318          -10.459890\n",
+      "153             9.6          46.534410          -10.452005\n",
+      "154             9.4          46.481618          -10.441353\n",
+      "155             9.4          46.444253          -10.434088\n",
+      "156             9.8          46.413533          -10.426888\n",
+      "157             9.7          46.386083          -10.422712\n",
+      "158            10.0          46.355082          -10.417857\n",
+      "159             9.8          46.321950          -10.412235\n",
+      "160             9.8          46.321950          -10.412235\n",
+      "161            10.1          46.281055          -10.405822\n",
+      "162            10.1          46.281055          -10.405822\n",
+      "163            10.1          46.281055          -10.405822\n",
+      "164             9.9          46.162125          -10.390035\n",
+      "165             9.9          46.162125          -10.390035\n",
+      "166             9.9          46.162125          -10.390035\n",
+      "167             9.7          45.974732          -10.358588\n",
+      "168             9.7          45.974732          -10.358588\n",
+      "169            10.2          45.921595          -10.345092\n",
+      "170            10.2          45.921595          -10.345092\n",
+      "171            10.1          45.785405          -10.317922\n",
+      "172            10.1          45.785405          -10.317922\n",
+      "173            10.1          45.785405          -10.317922\n",
+      "174             9.6          45.725365          -10.310413\n",
+      "175             9.5          45.670577          -10.303480\n",
+      "176             9.5          45.625113          -10.295818\n",
+      "177             9.5          45.625113          -10.295818\n",
+      "178             9.5          45.625113          -10.295818\n",
+      "179             9.3          45.485403          -10.275498\n",
+      "180             9.6          45.439668          -10.265630\n",
+      "181             9.6          45.439668          -10.265630\n",
+      "182             9.6          45.400608          -10.257642\n",
+      "183             9.3          45.343132          -10.246532\n",
+      "184             9.3          45.343132          -10.246532\n",
+      "185             9.4          45.241690          -10.228070\n",
+      "186             9.5          45.224828          -10.225072\n",
+      "187             9.7          45.166362          -10.214362\n",
+      "188             9.7          45.166362          -10.214362\n",
+      "189             9.8          45.091947          -10.199720\n",
+      "190             9.8          45.045657          -10.194377\n",
+      "191            10.1          45.002475          -10.190617\n",
+      "192            10.1          44.946563          -10.185352\n",
+      "193             9.5          44.906738          -10.182235\n",
+      "diff 55 92\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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qA2BDkk6FtDgtss06aJWKSIdKREQUMwRJkkLef7JixQo88sgjqK+vDyj//PPPceWVV6KkpAQZGRkAgNWrV+OOO+5AZWUlTCZTj67/t7/9DbfddhsaGxuhVHaft9ntdpjNZthsth7fo6+1eLywOpwob2xBZaML07KSEK9VodHtgU6pgCgIEYmLiIiov+rt93dIW3K6s3XrVuTm5soJDgDMnj0bTqcTu3btwsUXX9yj65z6sJ0lOE6nE06nUz622+1nFngf0CoVyInXIydeD4/PB6UoQpIkbD1RhwStCvnp8ZEOkYiIKKpFdOCx1WpFampqQFlCQgLUajWsVmuPrlFTU4Nnn30W99xzT6d1li1bBrPZLL8yMzPPKO6+phRb/28QBAET0+MxPLF1LE9dixtNbk8kQyMiIopavU5ylixZAkEQunzt3Lmzx9cTgnTLSJIUtLw9u92OOXPmYOzYsfjNb37Tab3FixfDZrPJr5KSkh7HF27xWhXMGhUAYF+lHV8WVuN4fRPC0KtIREQUU3rdXfXggw/ipptu6rJOTk5Oj66VlpaGbdu2BZTV1dXB7XZ3aOFpr6GhAZdddhkMBgM+/vhjqFSqTutqNBpoNJoexdSfTBmUgO+r7NhTYUOZowUTUs3QqTg4mYiIqCd6neRYLBZYLJY+ufmUKVOwdOlSlJeXIz09HQCwbt06aDQa5Ofnd3qe3W7H7NmzodFosGbNGmi12j6Jp79RKUTkp8Ujw6DFHqsNXxZW4ewUE7JMuh61dBEREQ1kIR2TU1xcjIKCAhQXF8Pr9aKgoAAFBQVwOBwAgFmzZmHs2LG4/fbbsWfPHnz11Vd47LHHsHDhQnnUdGlpKUaPHo3t27cDaG3BmTVrFhobG7F8+XLY7XZYrVZYrVZ4vd5QfpyISTdoMXNIMtIMWuyy2rCltA6NLo7VISIi6kpIZ1c9/fTTWLlypXycl5cHANiwYQOmT58OhUKBtWvX4v7778f5558PnU6HW265BS+99JJ8jtvtxsGDB9HU1AQA2LVrl9zFNXz48ID7HT9+vMddZdFGrRBxbno8Bhu1KKiwYUNxNS4bmiIPWiYiIqJAYVknp7/pD+vknAmPz4faZjdS4jTw+HywOz1I1KkjHRYREVFI9fb7m80AUUgpikiJax1IXVjfjH+X1HKLCCIionYiuhggnblhCXok6VXQKER4fBIqGluQYdByYDIREQ14bMmJcoIgIEHb2lVV1tCMbWX1HJhMREQEJjkxJcusx+RBCbA73fiysAoHaxzwDbwhV0RERADYXRVzMgxapOjV+KnagR+rG1Bib0ZemhlJHJhMREQDDFtyYpBSFHF2igmXZFugEAVsKq7BHqsNLg5OJiKiAYRJTgyL16owPSsJ41NMKGloRrGtOdIhERERhQ27q2KcIAgYlhCHDKMWGkVrTltsa0KyXsN9sIiIKKaxJWeA0CkVEAUBHp9PHqtDREQUy9iSM8AoRREzcpKhFFvX0Sm2NcGi10DPVh0iIooxTHIGIPXJbiuPT8KP1Q1w++wYz93NiYgoxrC7agBTigJm5CQj4+Tu5jvK6zkDi4iIYgaTnAFOrRAxMT0ek9LjUdHoxNeF1ahpdkU6LCIiojPGJIcAAINNOlySY4FWKeKb4hrsr27AANygnoiIYgiTHJLFqZS4KCsJo5IM2F/jQEGFPdIhERERnTYOPKYAoiBgrMWIFL3ab4CyD0qR+TAREUUXfnNRUBa9BiaNCl6fhI1FNThQ0xDpkIiIiHqFLTnUJVEARibGwaBu/VWpbXZBFATEa1URjoyIiKhrTHKoS4IgIMusl48P1zai1NGCDIMGo5OMTHaIiKjfYncV9cq5GfHITzPD5vTg66JqbC2tRX2LO9JhERERdcCWHOoVURCQbdYj06RDib0ZB2oc+LqoGukGDcawZYeIiPoRtuTQaTmV7Fw6JBn5aWbYT7bsHK51RDo0IiIiAGzJoTPUvmUnUacGAFQ2OqFVijBp2LJDRESRwZYc6hOnkh3jyVlYh2od+LGa086JiChy2JJDITFlUCLcvtbNPq2OFjR5vMgx6yFyl3MiIgoTJjkUEgpRgEJUAABqml04WNuIgzUODI2Pw5B4vbyaMhERUagwyaGQG5dswiCjDkfrGrG/pgEHahqQadJhWEIczByzQ0REIcIkh8IiXqtCfno8cpONOG5rwrH6JhTampGsV2NEQhzSDNpIh0hERDGGSQ6FlUapwOgkI0YmGlDa0IKjdY2wNjqRZtDC4/NBkgAVu7KIiKgPMMmhiBAFAZkmHTJNOvgkCQBQaGvG/uoGXD4shbueExHRGWOSQxF3asbVIKMWWqUIpSjCJ0mwOT1I4ArKRER0mvjPZeo3dEoFBht1AIAiWzM2FFXjhyo7vD4pwpEREVE0YksO9UvZZh1cXh9+qm5ARaMT+Wnx3BeLiIh6hS051C+JgoBRSQZcnG2BJAEbiqpxoMYhj98hIiLqDpMc6tfitSpcnG3BiMQ4/FTdgG+Ka9Dg8kQ6LCIiigJMcqjfU4gCcpNNmJaVBKfXh68Lq1Dd5Ip0WERE1M8xyaGokaRTY0aOBSMTDfKsKw5KJiKizjDJoaiiFEWMsRihEAXYnW58cawStc1s1SEioo6Y5FDU0ioVyDbruP8VEREFxSSHopZaISI32QSFKMDW4sa2sjq4fb5Ih0VERP0EkxyKCU6vDxWNTnxTXINmjzfS4RARUT/AJIdiQkqcBtMyW2dfbSyqhs3pjnRIREQUYUxyKGaYtSpMz7JArRCxqbgGR+sauXggEdEAxiSHYopepcBFmUkYZNRib6UdXxdWo7LRGemwiIgoApjkUMxRKUTkp8Xj4mwLVAoB356o5TgdIqIBiBt0UsxK0KpwUWYSbE4PdEoFvD4Jh+scGBYfB5WC+T0RUazjX3qKaYIgyLuX17e4cai2ka06REQDBJMcGjCS9GpcPiwFJo0KPknCtrI67oFFRBTDmOTQgKISW3/lWzw+NLq9+KakBtvL6tDkZusOEVGsYZJDA5JepcDFWUnITzOjqsmFdccr8VN1AzxcMZmIKGZw4DENWIIgINusR4ZRi4M1DhyqdaDI1oTcZBMGG7UQBCHSIRIR0RlgSw4NeCqxdQ+sS3OSkaBVY0d5PTafqIXEhQSJiKJaSJOcpUuXYurUqdDr9YiPjw9ap7i4GHPnzkVcXBwsFgsWLVoEl6tng0ElScLll18OQRDwj3/8o+8CpwEpTq3E5EEJuDAzEYONOgiCAJfXh+omFxMeIqIoFNIkx+VyYd68ebjvvvuCvu/1ejFnzhw0NjZi8+bNWL16NT766CP88pe/7NH1f//737NLgfpcsl6DIfF6AECJvRmbT9TA5WOSQ0QUbUI6JueZZ54BAKxYsSLo++vWrcNPP/2EkpISZGRkAABefvll3HHHHVi6dClMJlOn1967dy9eeeUV7NixA+np6X0eOxEADI3Xw6JXQ6MQ4fFJ+HdJDbJMOmSb9VCKTLCJiPqziI7J2bp1K3Jzc+UEBwBmz54Np9OJXbt2dXpeU1MTbr75ZvzhD39AWlpat/dxOp2w2+0BL6KeEAQBZk3rYoJunw9xKgX2VtrxxbEK/FTdgBYuLEhE1G9FNMmxWq1ITU0NKEtISIBarYbVau30vEcffRRTp07F1Vdf3aP7LFu2DGazWX5lZmaeUdw0MOmUCkzKSMDsIcnINOpwuLYRXxyrxB6rDQ0uT6TDIyKidnqd5CxZsgSCIHT52rlzZ4+vF2xMjSRJnY61WbNmDb7++mv8/ve/7/E9Fi9eDJvNJr9KSkp6fC5Re3FqJcanmnHZsBSMTjKgzNGC9cersLO8Hk627BAR9Ru9HpPz4IMP4qabbuqyTk5OTo+ulZaWhm3btgWU1dXVwe12d2jhOeXrr7/G0aNHO8zWuv7663HhhRdi48aNHc7RaDTQaDQ9iomopzQKEaOTjBiRYEChrQnH6psgnkzOfZIk/0xERJHR6yTHYrHAYrH0yc2nTJmCpUuXory8XB48vG7dOmg0GuTn5wc957/+679w9913B5SdddZZePXVVzF37tw+iYuoNxSigGEJcRgar4cgCGjxeLGhqBoT0+ORrGdyTUQUKSGdXVVcXIza2loUFxfD6/WioKAAADB8+HAYDAbMmjULY8eOxe23344XX3wRtbW1eOyxx7Bw4UJ5ZlVpaSlmzJiBVatWYdKkSUhLSws62DgrKwtDhgwJ5cch6tKpLlZBEJBh1MoDlpvdXuhUikiGRkQ0IIU0yXn66aexcuVK+TgvLw8AsGHDBkyfPh0KhQJr167F/fffj/PPPx86nQ633HILXnrpJfkct9uNgwcPoqmpKZShEvUZjULE+BQzAMDp9WF9YRUStSqMSzYiQauOcHRERAOHIA3ApVztdjvMZjNsNluXa/EQnSlJklDmcOKn6gY0uDwYZNBibLIRRjW3jSMi6q3efn/zLy1RCAmCgEFGLTIMGhTbm/FTdQO+PF6FbLMOuckmqBXcPo6IKFSY5BCFwakdzwcbdThe34T9NQ2oanJh8qAEeewOERH1Lf4zkiiMFKKA4YlxuCTbAqUoYFtZHTf/JCIKEbbkEEVAnFqJaVlJaHJ7IQgCmj1eKEUBKpH/7iAi6iv8i0oUIUpRhOlkV9Ueqw1bT9RFOCIiotjClhyifmB8iglOrw8A0OLxQiWKUHCXcyKiM8Ikh6gfiFMrEXfy591WGxrdHuSnxSNRx3V1iIhOF7uriPqZ3GQjFIKITcU1+Km6AT4OTCYiOi1Mcoj6GZNGhenZSRidZMDBGgc2FFXD2tjCWVhERL3E7iqifkgUBIyxGJFm0GKP1YYtJ+pgUCswLD4O2WYdlJyFRUTULf6lJOrHErQqXJydhIsyk2DWqPB9pR0OlxcA4PH52LpDRNQFtuQQ9XOCIMCiV8OiV6PF44VWqYAkSdhQVIO0OA3OSjGh2eNFXbMbaQYNRIGzsoiIACY5RFFFq1TIP49LNkJ38ri22Y1tZXXQKERkm3XIMeth4CagRDTA8a8gURQSBAEZBq18PMioxYxsCwptTThe34RDtY1I1quRY9Yjw6DlmjtENCAxySGKEWatCuO1ZuQmm1Da0IxCWzN2lNdDLQrIMusxOsnAXc+JaEBhkkMUYxQnk5ossx4NLg8K65tgbWzBOIsRAFDV5ESCVsUZWkQU8/hXjiiGGdVKnJViwsycZChEAW6vD9+eqEVhfTMAcHYWEcU0tuQQDQDCyRlXKoWIS3OSoTrZbfV9lR22Fg+GxuuRYdRyZhYRxRQmOUQDTJzfrKtknQb1LR5sL6+HplLEkHg9hpj10KkUXVyBiCg6MMkhGsAyjFpkGLWwOd04VteEw7WNOFjjQJpBg0yjDmkGDcfuEFHU4l8vIoJZo0JemhlXDEvB2SkmNLt92F5ejy0n6iIdGhHRaWNLDhHJVAoRwxLiMCwhDg6XBy6vDwBQ1+LGgZoGTEiNh0bJfxsRUXRgkkNEQfmvmOzx+eCTAJWidWDyqe0liIj6MyY5RNStZL0GyXoNAMDudOOrwmpkm3UYY2nbWoKIqL9huzMR9Yrh5No7ZQ0tWHesCj9VN8B9sluLiKg/YUsOEfWKKAgYnhCHLJMOB2scOFTrwNG6Rgw/OZaHW0cQUX/BJIeITotaIeKsFBOGJ8bhUK0DB2sdOFLXiGEJcRidZODCgkQUcUxyiOiM6JQKjE8xY2SiAYdrG1Hd5IKQ1Pqe2+uTV1cmIgo3JjlE1Cd0SgXOTjFBkiQIgoCaJhe+La3F9KwkmDSqSIdHRAMQ/4lFRH3q1D5ZBrUCo5MMMJ6cil5ka4LTwwHKRBQ+bMkhopDQKBUYmWgA0Lquzt4KO/YKdoxONGBYQhwUIsfsEFFosSWHiEJOq1Rg9tAUZJt0+LG6AV8WVqG0oQWSJEU6NCKKYUxyiCgsNEoR41PNmJFjgUGtxLayOvy7pBb1Le5Ih0ZEMYpJDhGFlUmjwvmDEzF1UAKcXh++LqrGLms9vD626hBR3+KYHCKKiDSDFilxGhyvb0JNswunhuicmp1FRHSm2JJDRBEjCgKGJcRhUkYCBEFAuaMFXxZWw+nxRjo0IooBTHKIqN/QKxVIi9PIW0NwyjkRnQkmOUTUb5i1KpyVYoIgCKhodOKLY5U4WOPgeB0iOi1McoioX0rUqjAkXo+fqhvwTUkNWtiFRUS9xCSHiPollULE2SkmTMtKQrPbiw1FNbBxujkR9QKTHCLq1xJ1akzPtkCtELCpuAalDc2RDomIogSTHCLq9/QqBaZlJSHVoMG2snrsrbBxnA4RdYtJDhFFBaUoYlJ6PManmFDqaIHTy5lXRNQ1LgZIRFFDOLmuTo5ZD4UowOnxoaShGUPj9RC5gCARtcOWHCKKOqd2MK9scuJATQNcbNUhoiDYkkNEUSvTpEPqycUDnV4fDlQ3YHSSERol//1GRGzJIaIod2p1ZLvTjWJ7M9Yfr8Tx+iZIEgcmEw10THKIKCYk6zW4dEgy0gxa7KmwYVNxDeq5rg7RgMYkh4hihlapwMT0eFyUmQiPT8LXRdXYW2mDm2N2iAYkJjlEFHMseg0uybEgN9mIwvpmrD9ehbKGlkiHRURhxoHHRBSTREHAyEQDBht1+L7SBrevtTVHkiQInG5ONCAwySGimKZXKTB5UKI8EHl3hQ1GtRIjEw0RjoyIQi2k3VVLly7F1KlTodfrER8fH7ROcXEx5s6di7i4OFgsFixatAgul6vba2/duhWXXHIJ4uLiEB8fj+nTp6O5mXvaEFFwgiBAkiTolApoTs7I8vokzsIiimEhbclxuVyYN28epkyZguXLl3d43+v1Ys6cOUhOTsbmzZtRU1OD+fPnQ5IkvP76651ed+vWrbjsssuwePFivP7661Cr1di7dy9EkUOMiKhzgiBgrMUoH++psKHZ48XZKSaYNaoIRkZEoSBIYfhnzIoVK/DII4+gvr4+oPzzzz/HlVdeiZKSEmRkZAAAVq9ejTvuuAOVlZUwmUxBrzd58mRceumlePbZZ08rHrvdDrPZDJvN1uk9iCj2lTtasK/SDofbi6HxeoyxGOVWHiLqf3r7/R3R/5q3bt2K3NxcOcEBgNmzZ8PpdGLXrl1Bz6msrMS2bduQkpKCqVOnIjU1FdOmTcPmzZs7vY/T6YTdbg94ERGlG7SYOSQZZyUbUWxvxrpjlTha1wgfu7CIYkJEkxyr1YrU1NSAsoSEBKjValit1qDnHDt2DACwZMkSLFy4EF988QUmTJiAGTNm4PDhw0HPWbZsGcxms/zKzMzs2w9CRFFLFASMSDRg1pBkDDJqsbfSjq8Kq1HR6Ix0aER0hnqd5CxZsgSCIHT52rlzZ4+vF2wqZ1dTPH0np4Hec889uPPOO5GXl4dXX30Vo0aNwltvvRX0nMWLF8Nms8mvkpKSHsdHRAODVqnAhLR4XJJtgVoh4tsTtaht7n4SBBH1X70eePzggw/ipptu6rJOTk5Oj66VlpaGbdu2BZTV1dXB7XZ3aOE5JT09HQAwduzYgPIxY8aguLg46DkajQYajaZHMRHRwBavVeGizERYG51I0LYORt5WVocUvQZD4vURjo6IeqPXSY7FYoHFYumTm0+ZMgVLly5FeXm5nLysW7cOGo0G+fn5Qc/JyclBRkYGDh48GFB+6NAhXH755X0SFxENbIIgIN2gBQB52rla0dq6XNfiRoPTjUFGHRQiFxUk6s9COianuLgYBQUFKC4uhtfrRUFBAQoKCuBwOAAAs2bNwtixY3H77bdjz549+Oqrr/DYY49h4cKF8qjp0tJSjB49Gtu3bwfQ+sfn8ccfx2uvvYYPP/wQR44cwVNPPYUDBw5gwYIFofw4RDQACYKAs1NMGGTUAQAqGluw02rDP49WYG+FDTYnNwEl6q9Cuk7O008/jZUrV8rHeXl5AIANGzZg+vTpUCgUWLt2Le6//36cf/750Ol0uOWWW/DSSy/J57jdbhw8eBBNTU1y2SOPPIKWlhY8+uijqK2txfjx47F+/XoMGzYslB+HiAijk4wYbNSh0NaEIlszjtY3IUmnwogEA9INGm4ZQdSPhGWdnP6G6+QQUV/wSRLKHS04UteImmY3DCoFhifGYYhZz2SHKAR6+/3NvauIiE6TKAgYZNRhkFGH2mYXDtc2wupwYmh8nLxdBJMdoshhkkNE1AcSdWqcN0gtLyRY7nDiQE0DLshMgpqrKBNFBP/LIyLqQ+LJlhudSoRFr4Hq5Awsl9cXybCIBiS25BARhUCCVo0ErRpA6x5ZO8vrMcZixNB4vZwIEVFosSWHiCjEEnVqDDbq8H2lHRuKqrmSMlGYMMkhIgoxjUJEXpoZF2cnAQA2Ftdgb6UNHh+7sIhCiUkOEVGYJGjVuDjbgtxkIwrrm7D+eDWsjpZIh0UUs5jkEBGFkSgIGJlowMycZBjVCmwprcOR2sZIh0UUkzjwmIgoAuLUSpw/OBEl9mZY9K0bCDe5vdApRa6tQ9RH2JJDRBQhgiAgy6yHXqWA1ydhY3E1fqpxRDosopjBlhwion5AIQqYmBYPg7r1z7KtxY04tQJKkf8WJTpdTHKIiPqJlLjWbitJkvBdWR0AYOqgRBg1/FM9kDUWlqF+z0E4K2uRkD8G8RNGQ2Dy2yP8L4eIqJ8RBAHnD07E1tI6bCyuxqSMBKSeTIBoYGiprEX5mm9Q9vEG1O85GPBe/ITROPcvz0KdYIxQdNGDu5BzF3Ii6qfcXh+2l9ejotGJs1NMGBbP3c1jmdveCOvn36Ls442o3lwAdLGOUsKkcZj6j5fDF1w/wV3IiYhihEohYuqgBPxQ1YDvK+2wO904J9XMbSFiTGNhGQ79biWsX2yBz+nu0Tl123+E7fvDMJ89IsTRRTd26hER9WOCIOCsFBMmpJlRZGvG5pJaOLnZZ8yo3fYDvrn4HpR9silogiNZEuC9eFLQc6s27Qp1eFGPLTlERFEgx6yHQaXEd2V1qGx0ItOki3RIdIY8jibsvve5DsmNZIyDb9pEeGdMhnT2SMDpgnC0BL6506F4/58Qam0AAMeh4kiEHVWY5BARRQmLXo1ZQ5KhVrQ2wtudbpg0qghHRaer8O1P4ayolY99+WPhvXYmfJPOAkQRwu6foHzhLYj/3gUY4+CbdBbEdVvkJKeBSU63mOQQEUWRUwmO1dGCLaV1mJFjgZmJTtTxOJpw7M2P5GMpJRHuZY9COF4K5RurIW7cAaHO3nZCUwvU838VcA3H4RJIPh+nk3eBSQ4RURRKjdPgvIwEOcHx+iQoRA5IjhaFb38Kt18S47llDtDUDNXDyyC0ODs9T1IpIbg9AABfixPNJRXQZ6eHPN5oxfSPiCgKCYKAQUYtAKDY3owvC6tga+nZzByKrPatOAAgbimA8g/vdZnguBfdBvfv/yugjF1WXWOSQ0QU5RK1KihFARuLq1Fsa4p0ONSN9q04AKDYvg+KL7+Tj7XpFuQ+/xBEv65IobIWUnYG/Be34+DjrjHJISKKcga1EtOyLBhk1GGn1YY9FTa4u1hIjiLH2+wMMhbnEUgpiQH1Rj+5ANk/n4O4YYPlMqGoFIjTAZYEucxxuCj0QUcxJjlERDFAKQrITzPjnFQTimxNWHesCsfqGuEbeIva92vWL7YEtOJI8SZIGjVgb5TL4oZnIuOqiwAAxhFZcrlYVNZ6Tk6GXNZwkElOV5jkEBHFCEEQMDQ+DrOGpCA1ToOCSju+PF6Feo7V6TdOrF4XcCweKoT6Fy8EjMUZ8egtEBQKAIBhZFuSA2s10OKEL7styTk1w4qCY5JDRBRj9CoFJqbH45Ls1unlelXrF2aT24sBuF1hv9FUYm3dk+ok39kj4RszNKBO3LDBcisOABhGZss/Cz4JQrEVUs4guczb1ILmsqrQBR3lmOQQEcWoeK0K5w1KgFohwu314cvCKhyr58DkSDnx1y8BvyTT8x/z4P351QF1su+YK7fiAO1acgAIRWUB3VUABx93hUkOEdEAoBQFnJseHzDtvKbZFeGoBg7J58OJD9q6qnzZGZDGDYf4+b/lMlGtwqBrLw44Ly4nA4KqbUk7oai0wwwrjsvpHJMcIqIBQBAEpBu00CpbWwmKbU3YVFyDHeX1aPZ4Ixxd7KvZ8j2aT1TKx77LLgDqGyBu2SOXpc6eAnWiKeA8UaVE3NC27inhcDGE4nJAp5XL2JLTOa54TEQ0AJ0/OBGFtmb8VN2AdQ0tGJ1kwPCEOK6aHCJln2ySf5YUCnhnTYVi/RYIfglm5s2zgp5rHJkFx8nWGsX2fVBs3xfwvuMwk5zOMMkhIhqABEHAkHg9Bhm1OFDjwE/VDSi0NeGsZBPSDRoIApOdvuLzeFHx+Rb5WMobDSSaIa5rK9OmW2C5MC/o+YYRgeNyJEEANGp5RpbjUDEkSeL/Z0Gwu4qIaABTK0ScnWLCjBwL4lQKfFdWh29P1KLZzS6svlL73T64Tu4cDgDeaROB0goIR9paYAb9bEbAgGN//jOsAMD9v7+G594b5GOPowkt5dV9HHVsYEsOERHBpFHh/MGJKG904nBtI1SK1lYBnyRBZAvBGSlfu1n+WRJF+C7Ih+Kf38D/qabPvajjiScZRwW25ChWroFgawgocxwqgi4juU/ijSVsySEiIgCtXVgZBi2mZSVBKYpocnux7lgVajkL67RJXi8q/vlt2/HoIUC8EeKmnXKZPicdpnFDg50OAIgbMgiCou3rWrHte4gHjgfU4UadwTHJISKioEQBSDNoYFS3NvqzC6v3arf/CGdVnXws/nQU6luegHCoUC5Ln3Nhl+NpRLUK+iFtM6ykpHh4bpkDyRgnl3GGVXBMcoiIKCitUoFzUs1QKUS0eLxYd7wK35XWodHliXRoUaP8M7+uqpMvobwqoKsq7coLur2O0W9RQEmvhXfhzyANy5TLmOQExySHiIi6pVGIyEszo7bFhfWFVfihys6dzrsheb2wrm1b7E8aPwqud56HZImXy3SZqTCfPaLba/mvfCyUVQFuT+BGnYeKuGVHEBx4TERE3RIEAVkmHTIMGhyqbcShWgeKbM0Yl2xEtknH6ctB1G7/Ec7Ktq4q2Bqg+HYPUF0vF6VdcUGPnp3Rfw8rrxfCCSt82Rk4NR/LY2+Es6IW2rSkPoo+NrAlh4iIekwpihhrMWLWkBQk69XYbbVhQ1E1qps4OLm98jXfBByLhWVQvvFBQFeV/2acXQm6h1V2+z2suL1De0xyiIio1/QqBSZlJGBaVhIgCNhprYeP3SUyn8cbMHXcNywT3isuhOS3Fo5ucArM54zs0fXihg4GxLavbOF4xySHM6w6YpJDRESnLUmnxsVZSbgoMxGiIMDh8uCHKjs8A3y8Tu13++Dy65byzp0Oz+1XAd62GWrpcy/qcTefQqtGXE66fCwUlQKJZkgmg1zGlpyOmOQQEdEZEQQB+pM7Zdc73Sh3OCGc7JQZqINhyz9t66qSRAG+C/Oh2LQzcAHAHnZVneK/vYNQVNZ67YDBx2zJaY9JDhER9ZnBRh1m5ligEAU0ujz4srAKJ+zNAyrZ8Xm8sK71WwDw7FGte1Vt3C6X6bPTezSryp9hlN/g4xMVgNcb0GXl4AyrDpjkEBFRn/LvgolTKbG9vB4bi2tQ3eSMYFThU7tlb+BeVdPPBazVEPxWKU6f2/UCgMH4r5UjeLxQ/vcbEHf8IJe56x0BXWTEJIeIiEIkTq3E1MGJuDAzERKAb0pqsbW0Nua3iSj71G9tHFGE76KJUGzc3uO9qjrTfjdyxTe7IFgDN+ZsOMhxOf6Y5BARUUgl6zW4OCsJ56bHw+70YGNxDTYUVaM4BruxfG4PrP57VZ0zCkgwQdywQy7TD8mAKXdYr69tGDYY8Gv98Y3IhueOawLqcOXjQExyiIgo5ARBQKZJh1lDkjFlUAJUooDDtQ75facnNmZj1XxbAHedXT72TjsXKK8K3KuqF7Oq/Cn0Wuiz0uRjKSMZ3kunQNKq5bKGw0xy/HHFYyIiChtBEJBu0CLdoIXH54MgCKhrcWNjUTWmZSUhUafu/iL9WJnfAoASAN/EcVBs3BG4AOBpdFWdYhiZhaaicgCAYtNOKPx2Mwc4jbw9JjlERBQRypOL2xlUCoxPMSFeqwIA7K2wQatUYLBRizh19HxN+VxuVHyxRT4WAKjvfBLQtCVucUMHwTh2yGnfwzgyG5XrtwWUSYIA4WS3n+MgW3L8sbuKiIgiSqUQMTQhDqIgQJIkuLw+HKhx4F/Hq7DlRPQMVK7eXAB3fVsXnCSKEFxuCA2Ncln6VafXVXVK++0dXK88Ae99N7Yd19rgrKk/7evHGiY5RETUbwiCgHMzEjBneAry08xwuFsHKm8uqe33+2P571UliSJc770A76VTAuqczqwqfx32sHI0wZczKKCMg4/bhDTJWbp0KaZOnQq9Xo/4+PigdYqLizF37lzExcXBYrFg0aJFcLm6/kW2Wq24/fbbkZaWhri4OEyYMAEffvhhCD4BERFFglIUkW3W49KcZExKj0eLx4tvSmrwTXEN6lr6X7Ljc7lh9euqgkoJxcdfQjjcNkbGMCILxtE5Z3Qfw/DMgGOhqCxg1WOASY6/kHZ2ulwuzJs3D1OmTMHy5cs7vO/1ejFnzhwkJydj8+bNqKmpwfz58yFJEl5//fVOr3v77bfDZrNhzZo1sFgseO+993DjjTdi586dyMvLC+VHIiKiMBIEAYNNOgwyalHmcOJATQM8vtbxJy6vDypROKPun75S9c1ueOxt3VKC0wXlB18E1DmdBQDbU8bpoMtMRXNJRet9CsuA5ERIcToIjc0AuFaOv5C25DzzzDN49NFHcdZZZwV9f926dfjpp5/wzjvvIC8vDzNnzsTLL7+MP//5z7Db7UHPAYCtW7fioYcewqRJkzB06FA8+eSTiI+Px+7du0P1UYiIKIIEQcAgoxaXZFuQrNdAkiRsOVGLPRW27k8Og3L/BQAVCnjuvBZSalJAnfS5F/bJvfy7rITC0tZ7+m/vwGnksoiOydm6dStyc3ORkdH2f87s2bPhdDqxa9euTs+74IIL8MEHH6C2thY+nw+rV6+G0+nE9OnTg9Z3Op2w2+0BLyIiij7+LSFjLUZkm/UAgNpmF040RGZxQW+LK2BWlZQ3Gt6fXwXJGCeXGUZlwzgqp0/uZ/TfqLPECvh8AV1W7K5qE9Ekx2q1IjU1NaAsISEBarUaVqu10/M++OADeDweJCUlQaPR4J577sHHH3+MYcOCryC5bNkymM1m+ZWZmRm0HhERRQdBEJASp0HSyXV1yh0t2F5Wjy8LW1dS9oUx2anetAuehib52Dt9EoQTFRCOtCUbZ7I2TnuGkX4bdbrcQHlVQEuOs6oOrlr+Yx44jSRnyZIlEAShy9fOnTu7v9BJwfonJUnqst/yySefRF1dHb788kvs3LkTv/jFLzBv3jzs27cvaP3FixfDZrPJr5KSkh7HR0RE/d+4ZBOmZyUhTqXAzvJ6rD9ehUJbU1iSnbJP/WZVKRTwXTAB4qbABQDT+qirCug4w0osLOs4w4pdVgBOY+Dxgw8+iJtuuqnLOjk5OT26VlpaGrZtC1zUqK6uDm63u0MLzylHjx7FH/7wB/zwww8YN24cAGD8+PH497//jf/93//Fm2++2eEcjUYDjUbTo5iIiCg6JerUmDo4EfUtbhyocWC31YYD1Q6MtRiQadKFZICyt9mJin99Jx9LE8YAZgPEDdvlMuOYnIAupjNlbD+N/FAhMCpwgcGGQ0VIPC+3z+4ZrXqd5FgsFlgslj65+ZQpU7B06VKUl5cjPT0dQOtgZI1Gg/z8/KDnNDW1NgmKYmAjlEKhgM8XG3ufEBHR6YvXqjB5UAJsTjf2Vzuw02qDzenBWSmmPr9X1cZd8J6c1QQA3unntnZVHW3rMUi/alqf3lNp0EObkYyWsqrW41VrOtThuJxWIR2TU1xcjIKCAhQXF8Pr9aKgoAAFBQVwOFpXhJw1axbGjh2L22+/HXv27MFXX32Fxx57DAsXLoTJ1PrLWFpaitGjR2P79tasePTo0Rg+fDjuuecebN++HUePHsXLL7+M9evX45prrgnlxyEioihi1rQmO+cPTkS2WQcAcLg88Pr6rgurPFhX1cbtAV1V6Vf2XVfVKe1bc6ST9z/FcZjDMoAQJzlPP/008vLy8Jvf/AYOhwN5eXnIy8uTx+woFAqsXbsWWq0W559/Pm644QZcc801eOmll+RruN1uHDx4UG7BUalU+Oc//4nk5GTMnTsXZ599NlatWoWVK1fiiiuuCOXHISKiKJQap4FJo4IkSfiutK7Ppp17m52oWNeuq8pkgLhxh1xmGjcMhmGD++R+/uL8rinptXCt/X/wXdC2Tpyrtn9MrY+0kC4GuGLFCqxYsaLLOllZWfjss886fT8nJ6fDlMARI0bgo48+6osQiYhogBAEAZMy4uWxOTanGxqFCK1S0c2ZwVVt3AlvU4t87Bs/GkKJtV1XVd+34gCAQus3ztTlhvLPH0LkYOMOomd7VyIiojNk0qjknwsqbLA7PchNNiHHHDgw2W1vhEKngajq/Guy/LPNAceK//sQir9+3q6rqu+mjndG8Hih+MfXIb9PNOIGnURENCBNzkhAukGLPRU2fFNSA7vTLb93+JV38PXE27H/2f8LOr7F2+JC5fq22cGSSgkBgOC3tYMpdxjihmR0OLcv+PdwSEoFvDOndFhhmZjkEBHRAKVRKjAxPR4XZibC6fXhq8Jq/FBlh6vFhdIPv4azqg7H3vgQm6YtxLdzH0Xxe1/A42gdH1q1cZf8MwB4Hv053M88GHD9UAw4Dv5B1PD8+j/g859G3g/28+oP2F1FREQDWrJegxnZyThU68DBWgeKKurhHZ4Fxfa2BWbrd+1H/a79+OnpN5E+9yI0l1YGXEOxYTsknTagLGxJDnWKLTlERDTgKUQBYyxGzMxJBk5Y4Xn2IUhJ8R3qeZtacOKDdajZXBBQLu74AYpv2lb7N40dirihgxAWbLXpFFtyiIiITlLW1EO6ewlUWekQauohqZTwzbkI4vqtEPwW/fPnvWYGUFYZ0PLTl9s4BBV0u4q2slCs7hyN2JJDRER00om/fQnB54NYWAoA8E0cB8+9NwL61sUEpYxkSGJbAiGplPAsuA7S2MANotlV1T+wJYeIiAitM5ZKVv8roEyxdS/Eax+G0NwCSRTh+v1iQJKg+GIzFF9shi87AzDoIW4M3KsqFAsAdoqtNp1ikkNERATAaa2BIHbs4BCaTy745/NB9dTr8F5+AbzXzYT351cBtgYIhaUQC8vk+mFpxQnWXeVfxLwHAJMcIiIiAIA23YJp//4/1G3/ESXv/wvln34Db7NTfl8AIBw8DvHgcUhvfADfhfnwXjoFiq+3BVwnHAsAUs8wySEiIjpJEAQknpeLxPNyMfbZe1G+5huUrF6H+l37A+s5XVB8uRWKL7cGlJvPGQnDiMxwhgy43FC8txZCiTW8940CTHKIiIiCUBnjkHXr5ci69XI0HCrCidXrcOLDr+Cqru/0nDFP3R2W2Px7qwSnC8o/fxhYgeN0AHB2FRERUbeMI7Mx5umFmLHrHeQvfxopl54HQdH2FapONGPiymeQNOXssMcmKRTwjR8FyWQI+737O7bkEBER9ZCoUiLt8qlIu3wq3PZGOA4VQVSrYBw7FOJp7mZ+xuK0cP/+v6B86nUoNu+OTAz9FJMcIiKi06AyxSFh4tgI3d2vv8rRBPWt/wnU2uQiLgbYikkOERFRFBN8ElBW2X3FAYhjcoiIiKKYpNPCvXghfCOzIx1Kv8Mkh4iIKNr4T69SKeGbNRVScmJbGburADDJISIiohjFJIeIiCiasdWmU0xyiIiIok2QrasCVwgMWyT9GpMcIiIiiklMcoiIiKIZW206xSSHiIgoFvh3VzHzAcAkh4iIKOpIUrBBOdQeVzwmIiKKZo4mqB79HYRjJyIdSb/DJIeIiCiKCR4vhIIDgWWcVg6A3VVERETRx6+7StJp4bn7eviy0iMYUP/EJIeIiCiaqZTwTp8EJMVHOpJ+h91VREREUUywO6C57T8jHUa/xJYcIiKiaNPd7CoOyQHAJIeIiCiqSQkmOP/+P/Dlj410KP0Ou6uIiIiimSAACSZIysh8pbdU1WP3r5ejZO13kNweJIwfjrwl85Fyfm5E4vHHJIeIiCjKdLsWYJimkDdba7F26oNoLK6Uy6wb9uDzDXsw/umfY/yTt0EQI9dpxO4qIiKiaBbBNXH2LFkRkOD42/vfq7DppmfhdjSHOao2THKIiIio19wNTTj6l/XysZCTBuWcqQF1iv7+b3x+0cNwFFrDHR4AJjlERETRJ1h/lV9ZOFY8PvHPbfA53fKx5hc3QffCfdD+7j5Ao5LL674/hs8mPwDrN9+HPKb2mOQQERFFswj1VhV+uKntIE4L5QVnwbNhN5Qz8qFf9SRg0MlvO6ttWDfrcRR+9E1YY+TAYyIiIuoVr9OF0i92yMfK6XkQNGq0LF0FwWyA6qrzgXZjcTQJRlgmjgprnExyiIiIop3bA8G/CyvE3VW2/cXwNjvlY+XFE+DddxRSeQ2k8ho4DxQF1BeUCkz/629gyE4NaVztMckhIiKKNv7jb6rroZm1MKy3byqtDjgWs9Pg3Xe00/qTX38IqReeFeqwOmCSQ0RERL3SXFkXcOxa8TmkitqgdUfddxVGLrwyHGF1wIHHREREUUxKMMH1xyXwjRveVhjiwcgtFYFJjmftFnh3HuhQL23aeEx65f7QBtMFJjlERERRJmACudsDYf9RwNEUtvs3V9a3Heg0UF59AQSLOaCOcVgGpn3wNERV5DqNmOQQERFFMcHRBNXv/wKxqCxs92z2a8kR0xKhe+4eiFltg4ozZk3EVQV/hrZd4hNuHJNDREQUxSSlAlLOIAhllRCaWloLQzy7qsWvJcd3vBwNeXcBXq9cpk2Jh1KnCWkMPcGWHCIiomjjP1080Qz3n5+BNHZY2G7f0m7gMVxuwOuTD3UpCWGLpStMcoiIiKhX/FtylHOmQPfmYwHva1OZ5BAREdGZCtI1Fcq9qySfD84au3wsDs2AOHxQQB1tcnzI7t8bTHKIiIiiTTcbdIaSy9YIydfWNSXEGyHVOQLqaJNMYYmlO0xyiIiIqMec1baAYyHBCKk+MMnRMMkhIiKikAhhd5V/VxUACAkGSPUNAWUDIslZunQppk6dCr1ej/j4+KB1Hn74YeTn50Oj0eCcc87p0XWdTiceeughWCwWxMXF4aqrrsKJEyf6LnAiIqL+LGh3VXhu3SHJiTdCqhuASY7L5cK8efNw3333dVpHkiTcdddduPHGG3t83UceeQQff/wxVq9ejc2bN8PhcODKK6+E12+OPhEREfU9Z237lpzAMTmCKEIdbwh3WEGFdDHAZ555BgCwYsWKTuu89tprAICqqip8//333V7TZrNh+fLl+Mtf/oKZM2cCAN555x1kZmbiyy+/xOzZs888cCIiomjhckP8dg9ga+i+bh9o6dCSE9hdpU40QhD7x2iY/hFFL+zatQtutxuzZs2SyzIyMpCbm4stW7YEPcfpdMJutwe8iIiIopV/b5VQZ4fqydcgHi0Jy72d1X7foQYdBJUyoLuqv3RVAVGY5FitVqjVaiQkBC40lJqaCqvVGvScZcuWwWw2y6/MzMxwhEpERBRykihAMhshKRVhuV9Ad1VjCxzTHoRnU4Fc1F+mjwOnkeQsWbIEgiB0+dq5c2coYu2SJEmdLn60ePFi2Gw2+VVSEp5sl4iIKORSkuD6x2uQzh4pF4VyMcCAgceSBKnaBjQ75aL+1JLT6zE5Dz74IG666aYu6+Tk5JxuPN1KS0uDy+VCXV1dQGtOZWUlpk6dGvQcjUYDjSbyG4URERH1uXo7lE++BuFoeGYZ+6+TI549DOq75qDlyT8DjmYAUZ7kWCwWWCyWUMTSI/n5+VCpVFi/fj1uuOEGAEB5eTl++OEHvPDCCxGLi4iIKGz8BuUILS4ovt0Ttlu3+CU5glIBQasGnG65TGuJD1ss3QnpmJzi4mIUFBSguLgYXq8XBQUFKCgogMPRNtXsyJEjKCgogNVqRXNzs1zH5XIBAEpLSzF69Ghs374dAGA2m7FgwQL88pe/xFdffYU9e/bgtttuw1lnnSXPtiIiIhooJIMenpuvgJSa1FYYwu4q/yTHu/sQmu99CXB75DKNJYpbcnrj6aefxsqVK+XjvLw8AMCGDRswffp0AMDdd9+NTZs2dahz/Phx5OTkwO124+DBg2hqapLrvPrqq1AqlbjhhhvQ3NyMGTNmYMWKFVAowjPoioiIqN8wxcH7H/Mg7j8GoaImpLeSfL7AbR1MesDjA5pa5KL+sjknEOIkZ8WKFV2ukQMAGzdu7PL9nJwcSO1WdtRqtXj99dfx+uuvn2GEREREUShMm3G257I1QvK2bc6p+cVNUIzOQtNNS9rKkswRiCy4qJtCTkRERN0IUW9VS1W7zTnjDR13IE9mkkNERER94mRGE4bWHWdVfeCdE4LsW2VhkkNERESnqf0wjnBpqWnXkpNg7LADubYfDTxmkkNERBRjvH5TuvtSx+6qwJYcUaWEyhQXknufDiY5REREUaS5sg4n/rmtyzqexpYu3z9dATOrBOHk5pxtY3I0yeaQrrbcW0xyiIiIoog63oCWyvou63iaQpPkBLTkmPQQFGJAS05/mj4OMMkhIiKKKgq1CkqDrq3A1gDl//wFQmmFXORpcgY588w5/cbkCPFGAAhIcnyu0HSTna6QrpNDREREfU9t0sNX29paIzQ2Q/GPrwPe94aou8q/JUdQiPDuPQKf34wr2/7ikNz3dLElh4iIKMqoTHr5ZwmA95Lz4MsZJJeFqrvKdqAtifEdK0PTLc9AKq7o4ozIYpJDREQUZVTGtiRHAOBZdCt8k8+WyzxNTvg83j6/r6PQ2nYgClBMGAlo1XKRNiW+z+95JpjkEBERRRl1u2na6pseg3L1520FkhSYkPQRXVqi/LOYkw79X56CYvxwuSwuK6XP73kmmOQQERFFGf/uKgAQWlwd6tgPl/b5fQVl20bYviIrGq/9FbzfH5XLEs8ZHuy0iGGSQ0REFGXO+cMTqKmVUF3pQXWlB/UT8tH06q/kY7vNh4YjfZvktFTb0HSiqq3A64PvUAnQ3DaTi0kOERERnRGlTgPj0PSAMsU5IwBzWzeW/ciJPr1n7Z4jAceax26G8poLA8qSmOQQERHRmTINb5tN5StqHX8jZqXJZX3dXVVbEJjkqK69EGJ6knwsiCISzh7ap/c8U0xyiIiIopAxIMlpncYtZqfKZfY+7q6q8UtyhPQkCPFGePcXyWWmUYOh1Gv79J5nikkOERFRFDKNaEty0NQCX3U9xOy2lpzGwgp4+3AFYv+WHMXobACAb3+hXNbfxuMATHKIiIiikmn44IBjX1FFQEuO5PPBcay8T+7ldjTDfqhtjI84Jhu+Wjukijq5jEkOERER9QnTyMAkRyqyBrTkAH03Lqfu+2OAJMnH4phs+Py6qoD+N+gYYJJDREQUleIykyFqVPKxr8gKMSs1oE5fjcup3nEg4FgxJgfeA4FJTmIekxwiIiLqA4IowjgsQz72FVkBvTYk08grt/7Ydt/UBIjpSfD5LQIYl50KTaKpT+7Vl5jkEBERRSn/aeSejXvgyF8A2BrlsoY+6K6SJAmVW9qSHEVu6zRx755Dclny5LFnfJ9QUEY6ACIiIjo9/kkO3B035OyL7qrGkko0l9XIx56vdsFx8SJINXa5LGVK/0xy2JJDREQUpQKmkQPQvvwgVHdeIR83llTB47ftwumo2vpThzKpsi7gOGXKuDO6R6gwySEiIopSxvbTyA+VQCqtbiuQJDQcLTuje1Rt2992oNNA//elUEwcLRcp9dp+t9LxKeyuIiIiilLtW3Jcf/ykQx37kVIk5A457Xv4t+QIOg28ew7DV1UvlyVNHAlR1T/TCbbkEBERRSl9RlLgVgoGHRTnjg6ocyaDj70troCVjqVaO5zProB0cq8soP8OOgaY5BAREUUtQRRhHN42jVx57hjoV/wagsUsl53JNPKaPUfgc3vkY8V5YyGkJATUSZ485rSvH2pMcoiIiKJYwG7kxSd3I8/um93Iq7b5DToWBOheXQTVdRcF1EmexCSHiIiIQiBgN/KSKkg+X2CScwbTyKu+a0tyxKEZEMxx8O45LJcZctKgS0s87euHGpMcIiKiKBYw+NjlhlReAyGnLclpLquBu7H5tK5d9V3bzCpF3ghIHi+8+9pWOracO+q0rhsuTHKIiIiiWNDdyNvtYdVwpPfTyBtPVKHpRJV8rMgbCd/BYqCpbd2d5H66Ps4pTHKIiIiiWPtp5L7iYLuR937wccD6OGhtyfEWHA4o688zqwAmOURERFFNm5oApUEnH8stOYIgl53O4OOA9XESTRCz0wLG4yi0aiSeM+w0ow4PJjlERERRTBCEgNYcX5EVglYNIbVtqvfpDD72H3SsOGcEAAS05CRNGAGFWnU6IYcNkxwiIqIoZxrRNi7Hd6gErtVfApIklzX0srvK63ShZrdfq03eCPjKayCVt23U2d+7qgBu60BERBT1/NfKkcpr4Hx2ZcD7vW3JqS04Cp/LLR97NuyG90BxQJ3kfrrzuD8mOURERFGu/eBjITsNgkoJ38nVjlsq6+GyN0JtiuvR9doPOvbuPgTgUEBZNLTksLuKiIgoyrXfjVy7+DZoHpkXUNabPayqdxyQfxaHpEN180xA0zb+Ji4rBfr0pNOMNnyY5BAREUW59i05Lc+uRMtT/xdQ1psuq4CVjnOHQvPQzwCvTy6zTBod7LR+h91VREREUU6TZII63gBXvQMAIJVWdajT02nkjkIrHMfbdhn3fPotHJ9/B3i8cll/3q/KH1tyiIiIopwgCAF7WAlZKdC+8lDgNPIezrAq/3pP+4sHJDgAkHwekxwiIiIKk4AuK58E1exJEIe2lfU8ydkt/yxkpcCw5Q2IuUPkMqVBFzXdVUxyiIiIYoD/WjlSeQ0ktwei30adDT0YkyNJEso3FMjHiryREExx8BVXyGVpF50NURUdo12Y5BAREcWAgJYcrw++kkqI2W0bdTprG+CstXd5jbp9x9FSUScfK/JGwnv4BGBvksvSLsnru6BDjEkOERFRDPBfEBAApOIKiFntN+rsujWnbN2OgGPlpDHw7joYUJZ+yYQziDK8mOQQERHFAP/uKqB1Dyv/lhyg+2nkZet2yj8Lg5NbN+X8dp9cpk2JR0JuzpkHGyZMcoiIiGKAOt4AjcUsH/uKKiAMSgYUbV/1XS0I6G5sRsXmH+Rj5flnQ3J74Nn2o1yWcelECGL0pA7REykRERF1yb/LyldkhaBSQhhkkcvsRzqfYVXxzb6A/aoUU3Ph3XsEaGyRyzJmTezjiEOLSQ4REVGM8B987CtqXdBPzE6Xy7oak1O2vq2rCkoFlJPHwbvlh4A6GTPz+yjS8IiOOWBERETULf8FASVrLRqvXiwnO0DrWjmSJEEQhA7nBozHiTfAu+cQPN8UyGWJ5wyDzm9xwWjAJIeIiChGmEf6DT6WJHkX8lPc9ia0VNVDlxKYrDiKK2A7UNx2arUNzfe+FFAn49Lo6qoCQtxdtXTpUkydOhV6vR7x8fFB6zz88MPIz8+HRqPBOeec0+01a2tr8dBDD2HUqFHQ6/XIysrCokWLYLPZ+jZ4IiKiKGNsN41cNe9iqB+5IaAs2OBj/1YcABDPGgq0W/CPSU47LpcL8+bNw3333ddpHUmScNddd+HGG2/s0TXLyspQVlaGl156Cfv27cOKFSvwxRdfYMGCBX0VNhERUVRqv1YONCoIcdqAomDTyMvW72o7MBugf+83UF45VS5S6rVIOX9cn8YaDiHtrnrmmWcAACtWrOi0zmuvvQYAqKqqwvfff9/tNXNzc/HRRx/Jx8OGDcPSpUtx2223wePxQKlkDxwREQ1MKqMeurRENFtrAQDud9Z1qNN+8LHX5UbZl35Jjr0RTfOehq+8Wi5Kmz4eCo06NEGHUExkBDabDSaTqdMEx+l0wul0ysd2e9fLWhMREUUr4/BBcpIDAEKiCVJTC9DiAtBxGnn5V3vgtjW2FUgSfAeKAupEY1cVEANTyGtqavDss8/innvu6bTOsmXLYDab5VdmZmYYIyQiIgof/2nkQkoCDP/+Xygmt3U1td+os+jv37QdqJTQrfg1FBNGBtTJmH1uaIINsV4nOUuWLIEgCF2+du7c2f2F+oDdbsecOXMwduxY/OY3v+m03uLFi2Gz2eRXSUlJWOIjIiIKN/9xOVJlHaQmZ8D2DvbDpZAkCQDgc3tQ8sm38nuK88+C8tzRkGwOuSx+XE7grK0o0uvuqgcffBA33XRTl3VycnJON54ea2howGWXXQaDwYCPP/4YKpWq07oajQYajSbkMREREUVawG7kAHwlFRCz2zbq9DS2oLm8BvoMC6yb9sJZ2yC/p5o1Cd6jpfAdLZPLsq+9MPRBh0ivkxyLxQKLxdJ9xRCy2+2YPXs2NBoN1qxZA61W2/1JREREA0CHjToLrQFJDtDamqPPsKDo7/9uK1QpobxkAlx/+VdA3ezrozfJCemYnOLiYhQUFKC4uBherxcFBQUoKCiAw9HWDHbkyBEUFBTAarWiublZruNytQ6QKi0txejRo7F9+3YArS04s2bNQmNjI5YvXw673Q6r1Qqr1Qqv1xvKj0NERNTvGYdlBBx3thu5z+tF8T82y2WKqbkQjHp4/rVdLjONHIz43CGhDTiEQjq76umnn8bKlSvl47y8PADAhg0bMH36dADA3XffjU2bNnWoc/z4ceTk5MDtduPgwYNoamoCAOzatQvbtm0DAAwfPjzgfqfOISIiGqiUei30g5PRdKIKwMkkJ90CaFSAs3UDzobDpajc/ANaKuvl81SzT3ZV+c2+yr72wqBbQESLkCY5K1as6HKNHADYuHFjl+/n5OTIA6QAYPr06QHHREREFMg0fJCc5EjFFQAAMTNVTmDsR0rh+bhdV9XFE+B6N3BdnezrLwpPwCES9VPIiYiIKFDQ3chz2sbl2A6VBIzHUUwZB8EUF9BVZchJQ2JeYI9JtImJxQCJiIioTcBu5DV2eDZ/D+nkYoAAYPspcLE/waiHZ9tP8B1u66rKivKuKoBJDhERUcxpP428+Z4Xu6zvWbsVnrVbA8qyr4veWVWnsLuKiIgoxpiGt1u8T6mAkJoQtK4wKBlCcnxAWVxWCpLPGx2i6MKHSQ4REVGMMQ5NB/y6mtT3Xg39+0uC1lXfdQV0y/8roGzIDRdDEKM/RWB3FRERUYxRaNUwZKfCUdg66Nj96RZ4dxwIWtf58gdQjM4KKBty08UhjzEcoj9NIyIiog4CBh8XWeHd9lPA+0JyPIRByUBTC7y7D8nllkmjkTB+WNjiDCUmOURERDEoYPCxQoT6/muhOG8sVLfPhpBognbpf0D35mMB3VqCKOLcl++P+llVp7C7ioiIKAb570YOrw/q22YB91wNQamA7+65EBKNrbOu/BbYPWvxLUiZMjYC0YYGkxwiIqIYFJDkAPDsOAAh0QjfD8ehumkGWn75B3i3/CC/nzRxFMY/eVu4wwwpJjlEREQxKOX8XIgaFXwn96tqefh/5Pec/+9joKFJPlbGaXHhqsUQVbGVFnBMDhERUQxSxxsw7LaZwd/0S3AUWjWm//U3MI8cHLxuFGOSQ0REFKPOe+0hZM6d0un7hiFpmPWvFzBo9rlhjCp8YqtdioiIiGQKjRqXfPwsqnceRMXmfWgsroSz1g59hgWGnDQMnz8LCo060mGGDJMcIiKiGGeZOAqWiaMiHUbYsbuKiIiIYhKTHCIiIopJTHKIiIgoJjHJISIiopjEJIeIiIhiEpMcIiIiiklMcoiIiCgmMckhIiKimMQkh4iIiGISkxwiIiKKSQNyWwdJkgAAdrs9wpEQERFRT5363j71Pd6dAZnkNDQ0AAAyMzMjHAkRERH1VkNDA8xmc7f1BKmn6VAM8fl8KCsrg9FohCAIYb233W5HZmYmSkpKYDKZwnrvgYjPO3z4rMOLzzt8+KzDp7tnLUkSGhoakJGRAVHsfsTNgGzJEUURgwcPjmgMJpOJ/7GEEZ93+PBZhxefd/jwWYdPV8+6Jy04p3DgMREREcUkJjlEREQUk5jkhJlGo8FvfvMbaDSaSIcyIPB5hw+fdXjxeYcPn3X49PWzHpADj4mIiCj2sSWHiIiIYhKTHCIiIopJTHKIiIgoJjHJISIiopjEJIeIiIhiEpOcMFi2bBkEQcAjjzwil91xxx0QBCHgNXny5MgFGUOCPW8A2L9/P6666iqYzWYYjUZMnjwZxcXFkQkyRgR71u1/r0+9XnzxxcgFGgOCPWuHw4EHH3wQgwcPhk6nw5gxY/DGG29ELsgYEux5V1RU4I477kBGRgb0ej0uu+wyHD58OHJBRqklS5Z0+PuQlpYmvy9JEpYsWYKMjAzodDpMnz4dP/7442ndi0lOiO3YsQN/+tOfcPbZZ3d477LLLkN5ebn8+uc//xmBCGNLZ8/76NGjuOCCCzB69Ghs3LgRe/fuxVNPPQWtVhuhSKNfZ8/a/3e6vLwcb731FgRBwPXXXx+hSKNfZ8/60UcfxRdffIF33nkH+/fvx6OPPoqHHnoIn3zySYQijQ3BnrckSbjmmmtw7NgxfPLJJ9izZw+ys7Mxc+ZMNDY2RjDa6DRu3LiAvxP79u2T33vhhRfwyiuv4A9/+AN27NiBtLQ0XHrppfLm2r3BJCeEHA4Hbr31Vvz5z39GQkJCh/c1Gg3S0tLkV2JiYgSijB1dPe9f//rXuOKKK/DCCy8gLy8PQ4cOxZw5c5CSkhKhaKNbV8/a/3c6LS0Nn3zyCS6++GIMHTo0QtFGt66e9datWzF//nxMnz4dOTk5+I//+A+MHz8eO3fujFC00a+z53348GF89913eOONN3Duuedi1KhR+H//7//B4XDg/fffj2DE0UmpVAb8nUhOTgbQmkz+/ve/x69//Wtcd911yM3NxcqVK9HU1IT33nuv1/dhkhNCDzzwAObMmYOZM2cGfX/jxo1ISUnByJEjsXDhQlRWVoY5wtjS2fP2+XxYu3YtRo4cidmzZyMlJQXnnXce/vGPf0Qm0BjQ3e/2KRUVFVi7di0WLFgQpshiT1fP+oILLsCaNWtQWloKSZKwYcMGHDp0CLNnz45ApLGhs+ftdDoBIKD1V6FQQK1WY/PmzWGNMRYcPnwYGRkZGDJkCG666SYcO3YMAHD8+HFYrVbMmjVLrqvRaDBt2jRs2bKl1/cZkLuQh8Pq1auxe/du7NixI+j7l19+OebNm4fs7GwcP34cTz31FC655BLs2rWLS4efhq6ed2VlJRwOB55//nn89re/xe9+9zt88cUXuO6667BhwwZMmzYtAhFHr+5+t/2tXLkSRqMR1113XRgiiz3dPevXXnsNCxcuxODBg6FUKiGKIv7v//4PF1xwQZgjjQ1dPe/Ro0cjOzsbixcvxh//+EfExcXhlVdegdVqRXl5eQSijV7nnXceVq1ahZEjR6KiogK//e1vMXXqVPz444+wWq0AgNTU1IBzUlNTUVRU1Ot7MckJgZKSEjz88MNYt25dp2M+brzxRvnn3NxcTJw4EdnZ2Vi7di2/EHqpu+ft8/kAAFdffTUeffRRAMA555yDLVu24M0332SS0ws9+d3299Zbb+HWW2/l2KfT0JNn/dprr+G7777DmjVrkJ2djW+++Qb3338/0tPTu21lo0DdPW+VSoWPPvoICxYsQGJiIhQKBWbOnInLL788AtFGN/9ndtZZZ2HKlCkYNmwYVq5cKU/AEQQh4BxJkjqU9YhEfe7jjz+WAEgKhUJ+AZAEQZAUCoXk8XiCnjd8+HDp+eefD3O00a+7593S0iIplUrp2WefDTjviSeekKZOnRqhqKNTb363v/nmGwmAVFBQEMGIo1d3z9rhcEgqlUr67LPPAs5bsGCBNHv27AhFHb1687tdX18vVVZWSpIkSZMmTZLuv//+SIUdM2bOnCnde++90tGjRyUA0u7duwPev+qqq6Sf//znvb4uW3JCYMaMGQEjxQHgzjvvxOjRo/Gf//mfUCgUHc6pqalBSUkJ0tPTwxVmzOjueWs0Gpx77rk4ePBgQJ1Dhw4hOzs7nKFGvd78bi9fvhz5+fkYP358uMOMCd09a6/XC7fbDVEMHFqpUCjk1kvqud78bpvNZgCt40p27tyJZ599Nqyxxhqn04n9+/fjwgsvxJAhQ5CWlob169cjLy8PAOByubBp0yb87ne/6/W1meSEgNFoRG5ubkBZXFwckpKSkJubC4fDgSVLluD6669Heno6CgsL8atf/QoWiwXXXntthKKOXt09bwB4/PHHceONN+Kiiy7CxRdfjC+++AKffvopNm7cGIGIo1dPnjUA2O12/O1vf8PLL78c7hBjRk+e9bRp0/D4449Dp9MhOzsbmzZtwqpVq/DKK69EIuSo1pPn/be//Q3JycnIysrCvn378PDDD+Oaa64JGCRL3Xvssccwd+5cZGVlobKyEr/97W9ht9sxf/58eW2i5557DiNGjMCIESPw3HPPQa/X45Zbbun1vZjkRIBCocC+ffuwatUq1NfXIz09HRdffDE++OADGI3GSIcXk6699lq8+eabWLZsGRYtWoRRo0bho48+4gDNEFm9ejUkScLNN98c6VBi2urVq7F48WLceuutqK2tRXZ2NpYuXYp777030qHFpPLycvziF79ARUUF0tPT8fOf/xxPPfVUpMOKOidOnMDNN9+M6upqJCcnY/Lkyfjuu+/klvUnnngCzc3NuP/++1FXV4fzzjsP69atO63vR0GSJKmvPwARERFRpHGdHCIiIopJTHKIiIgoJjHJISIiopjEJIeIiIhiEpMcIiIiiklMcoiIiCgmMckhIiKimMQkh4iIiGISkxwiIiKKSUxyiIiIKCYxySEiIqKY9P8BHGovlxiBAOQAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.1          49.734237          -11.156408\n",
+      "1               2.1          49.734237          -11.156408\n",
+      "2               1.9          49.726507          -11.162200\n",
+      "3               1.7          49.722527          -11.165370\n",
+      "4               0.5          49.720810          -11.166680\n",
+      "5               2.1          49.718277          -11.168967\n",
+      "6               1.1          49.713160          -11.174123\n",
+      "7               1.1          49.713160          -11.174123\n",
+      "8               1.5          49.708340          -11.178112\n",
+      "9               1.7          49.704127          -11.181700\n",
+      "10              1.1          49.699583          -11.185652\n",
+      "11              1.3          49.697720          -11.187218\n",
+      "12              1.2          49.694263          -11.190810\n",
+      "13              0.5          49.686547          -11.199200\n",
+      "14              1.1          49.684897          -11.200308\n",
+      "15              1.0          49.681933          -11.202757\n",
+      "16              1.0          49.679500          -11.203870\n",
+      "17              1.3          49.674210          -11.207928\n",
+      "18              1.4          49.671787          -11.210467\n",
+      "19              0.9          49.669393          -11.208335\n",
+      "20              1.0          49.670060          -11.207447\n",
+      "21              1.3          49.671410          -11.205633\n",
+      "22              4.5          49.679720          -11.194152\n",
+      "23              4.6          49.694107          -11.175462\n",
+      "24              4.6          49.709293          -11.157970\n",
+      "25              4.6          49.709293          -11.157970\n",
+      "26              3.0          49.708473          -11.172575\n",
+      "27              1.5          49.703230          -11.181933\n",
+      "28              1.5          49.703230          -11.181933\n",
+      "29              3.0          49.696167          -11.178138\n",
+      "30              3.6          49.697500          -11.176775\n",
+      "31              6.6          49.716813          -11.171562\n",
+      "32              6.6          49.716813          -11.171562\n",
+      "33              6.8          49.766237          -11.137888\n",
+      "34              6.8          49.766237          -11.137888\n",
+      "35              6.8          49.766237          -11.137888\n",
+      "36              6.8          49.766237          -11.137888\n",
+      "37              6.8          49.766237          -11.137888\n",
+      "38              6.8          49.766237          -11.137888\n",
+      "39              6.8          49.766237          -11.137888\n",
+      "40              6.8          49.766237          -11.137888\n",
+      "41              3.3          49.867693          -11.032493\n",
+      "42              3.3          49.867693          -11.032493\n",
+      "43              3.3          49.867693          -11.032493\n",
+      "44              5.8          49.847983          -11.043117\n",
+      "45              5.8          49.847983          -11.043117\n",
+      "46              5.8          49.847983          -11.043117\n",
+      "47              2.1          49.889430          -11.008240\n",
+      "48              2.1          49.889430          -11.008240\n",
+      "49              2.1          49.889430          -11.008240\n",
+      "50              1.5          49.898537          -10.995903\n",
+      "51              1.5          49.898537          -10.995903\n",
+      "52              1.1          49.901873          -10.992460\n",
+      "53              1.1          49.901873          -10.992460\n",
+      "54              1.1          49.901873          -10.992460\n",
+      "55              1.1          49.901873          -10.992460\n",
+      "56              1.4          49.864210          -11.030997\n",
+      "57              1.4          49.864210          -11.030997\n",
+      "58              1.4          49.864210          -11.030997\n",
+      "59              1.4          49.864210          -11.030997\n",
+      "60              1.4          49.864210          -11.030997\n",
+      "61              1.4          49.864210          -11.030997\n",
+      "62              1.4          49.864210          -11.030997\n",
+      "63              1.4          49.864210          -11.030997\n",
+      "64              1.4          49.864210          -11.030997\n",
+      "65              1.4          49.864210          -11.030997\n",
+      "66              1.4          49.864210          -11.030997\n",
+      "67              1.4          49.864210          -11.030997\n",
+      "68              1.4          49.864210          -11.030997\n",
+      "69              1.4          49.864210          -11.030997\n",
+      "70              1.4          49.864210          -11.030997\n",
+      "71              1.4          49.864210          -11.030997\n",
+      "72              1.4          49.864210          -11.030997\n",
+      "73              1.4          49.864210          -11.030997\n",
+      "74              0.9          49.869133          -11.042338\n",
+      "75              1.3          49.854727          -11.053303\n",
+      "76              1.3          49.854727          -11.053303\n",
+      "77              0.0          49.851027          -11.056575\n",
+      "78              0.0          49.851027          -11.056575\n",
+      "79              0.0          49.851027          -11.056575\n",
+      "80              0.0          49.851027          -11.056575\n",
+      "81              1.2          49.828980          -11.076682\n",
+      "82              1.2          49.828980          -11.076682\n",
+      "83              0.9          49.819433          -11.085817\n",
+      "84              0.9          49.819433          -11.085817\n",
+      "85              0.9          49.819433          -11.085817\n",
+      "86              0.9          49.819433          -11.085817\n",
+      "87              0.9          49.819433          -11.085817\n",
+      "88              0.8          49.801083          -11.100847\n",
+      "89              0.8          49.801083          -11.100847\n",
+      "90              1.0          49.793757          -11.109810\n",
+      "91              1.0          49.793757          -11.109810\n",
+      "92              1.4          49.790413          -11.112347\n",
+      "93              1.6          49.786173          -11.116518\n",
+      "94              2.3          49.777880          -11.124642\n",
+      "95              2.3          49.777880          -11.124642\n",
+      "96              1.7          49.774537          -11.128232\n",
+      "97              1.0          49.770760          -11.132062\n",
+      "98              1.0          49.770760          -11.132062\n",
+      "99              1.4          49.762093          -11.139117\n",
+      "100             0.1          49.757627          -11.142465\n",
+      "101             1.3          49.753817          -11.145007\n",
+      "102             1.3          49.753817          -11.145007\n",
+      "103             0.9          49.746233          -11.150365\n",
+      "104             1.9          49.739867          -11.154023\n",
+      "105             1.8          49.735253          -11.158068\n",
+      "106             1.8          49.735253          -11.158068\n",
+      "107             1.3          49.729070          -11.161657\n",
+      "108             1.3          49.724830          -11.165445\n",
+      "109             1.3          49.724830          -11.165445\n",
+      "110             1.4          49.717717          -11.171113\n",
+      "111             1.9          49.712917          -11.173823\n",
+      "112             1.0          49.710423          -11.175767\n",
+      "113             1.0          49.710423          -11.175767\n",
+      "114             3.6          49.707497          -11.179460\n",
+      "115             3.9          49.697770          -11.197818\n",
+      "116             4.1          49.683513          -11.223922\n",
+      "117             4.1          49.683513          -11.223922\n",
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+      "193             1.1          49.737393          -11.184565\n"
+     ]
+    },
+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               4.7          47.714543           -5.090395\n",
+      "1               4.7          47.714543           -5.090395\n",
+      "2               1.9          47.712087           -5.126952\n",
+      "3               1.9          47.712347           -5.133187\n",
+      "4               2.4          47.712785           -5.151058\n",
+      "5               1.9          47.711803           -5.164193\n",
+      "6               2.2          47.710702           -5.176997\n",
+      "7               2.0          47.709660           -5.190095\n",
+      "8               2.1          47.709338           -5.194853\n",
+      "9               2.2          47.708435           -5.218072\n",
+      "10              2.2          47.708435           -5.218072\n",
+      "11              2.9          47.701068           -5.245783\n",
+      "12              3.2          47.693832           -5.258235\n",
+      "13              3.1          47.685003           -5.270412\n",
+      "14              3.0          47.676008           -5.283100\n",
+      "15              3.1          47.669438           -5.291938\n",
+      "16              3.1          47.667202           -5.294782\n",
+      "17              3.1          47.667202           -5.294782\n",
+      "18              2.9          47.656302           -5.307198\n",
+      "19              2.9          47.656302           -5.307198\n",
+      "20              2.9          47.656302           -5.307198\n",
+      "21              2.9          47.656302           -5.307198\n",
+      "22              2.2          47.604463           -5.338028\n",
+      "23              1.9          47.589360           -5.338525\n",
+      "24              1.9          47.589360           -5.338525\n",
+      "25              1.9          47.583405           -5.338010\n",
+      "26              1.9          47.583405           -5.338010\n",
+      "27              3.1          47.594175           -5.363600\n",
+      "28              3.1          47.594175           -5.363600\n",
+      "29              3.1          47.594175           -5.363600\n",
+      "30              3.1          47.594175           -5.363600\n",
+      "31              3.1          47.594175           -5.363600\n",
+      "32              3.1          47.594175           -5.363600\n",
+      "33              3.1          47.594175           -5.363600\n",
+      "34              3.1          47.594175           -5.363600\n",
+      "35              1.4          47.675803           -5.390188\n",
+      "36              1.4          47.675803           -5.390188\n",
+      "37              1.6          47.671200           -5.407868\n",
+      "38              1.7          47.668722           -5.416887\n",
+      "39              1.7          47.668722           -5.416887\n",
+      "40              1.7          47.666035           -5.425965\n",
+      "41              1.8          47.663688           -5.438340\n",
+      "42              1.4          47.667205           -5.438797\n",
+      "43              1.4          47.667205           -5.438797\n",
+      "44              1.4          47.667205           -5.438797\n",
+      "45              1.4          47.667205           -5.438797\n",
+      "46              1.4          47.667205           -5.438797\n",
+      "47              1.4          47.667205           -5.438797\n",
+      "48              1.4          47.667205           -5.438797\n",
+      "49              1.4          47.667205           -5.438797\n",
+      "50              1.4          47.667205           -5.438797\n",
+      "51              0.7          47.675220           -5.405277\n",
+      "52              0.7          47.672118           -5.401900\n",
+      "53              0.7          47.672118           -5.401900\n",
+      "54              0.7          47.669038           -5.399772\n",
+      "55              0.8          47.665603           -5.398703\n",
+      "56              0.9          47.662688           -5.398222\n",
+      "57              0.9          47.662688           -5.398222\n",
+      "58              0.9          47.662688           -5.398222\n",
+      "59              0.9          47.662688           -5.398222\n",
+      "60              0.8          47.651043           -5.401103\n",
+      "61              0.7          47.647438           -5.403650\n",
+      "62              0.7          47.647438           -5.403650\n",
+      "63              0.7          47.647438           -5.403650\n",
+      "64              0.7          47.647438           -5.403650\n",
+      "65              0.7          47.647438           -5.403650\n",
+      "66              0.8          47.640752           -5.416980\n",
+      "67              0.8          47.640752           -5.416980\n",
+      "68              0.8          47.640327           -5.422102\n",
+      "69              0.7          47.642540           -5.428955\n",
+      "70              0.7          47.642540           -5.428955\n",
+      "71              0.7          47.642540           -5.428955\n",
+      "72              0.7          47.642540           -5.428955\n",
+      "73              0.7          47.642540           -5.428955\n",
+      "74              0.7          47.642540           -5.428955\n",
+      "75              0.7          47.642540           -5.428955\n",
+      "76              0.7          47.642540           -5.428955\n",
+      "77              0.7          47.642540           -5.428955\n",
+      "78              0.7          47.642540           -5.428955\n",
+      "79              0.7          47.642540           -5.428955\n",
+      "80              0.7          47.642540           -5.428955\n",
+      "81              0.7          47.642540           -5.428955\n",
+      "82              0.7          47.642540           -5.428955\n",
+      "83              0.7          47.642540           -5.428955\n",
+      "84              0.7          47.642540           -5.428955\n",
+      "85              0.7          47.642540           -5.428955\n",
+      "86              0.7          47.642540           -5.428955\n",
+      "87              0.7          47.642540           -5.428955\n",
+      "88              0.7          47.642540           -5.428955\n",
+      "89              0.7          47.642540           -5.428955\n",
+      "90              1.4          47.759057           -5.392495\n",
+      "91              1.4          47.759057           -5.392495\n",
+      "92              1.4          47.759057           -5.392495\n",
+      "93              1.4          47.759057           -5.392495\n",
+      "94              5.7          47.769295           -5.371640\n",
+      "95              6.0          47.738708           -5.428290\n",
+      "96              4.5          47.725793           -5.456342\n",
+      "97              4.5          47.725793           -5.456342\n",
+      "98              1.7          47.714525           -5.470203\n",
+      "99              2.9          47.693470           -5.477437\n",
+      "100             2.9          47.693470           -5.477437\n",
+      "101             3.1          47.679960           -5.472252\n",
+      "102             3.1          47.679960           -5.472252\n",
+      "103             3.1          47.679960           -5.472252\n",
+      "104             3.1          47.679960           -5.472252\n",
+      "105             2.8          47.626688           -5.431245\n",
+      "106             2.8          47.626688           -5.431245\n",
+      "107             2.8          47.626688           -5.431245\n",
+      "108             2.8          47.626688           -5.431245\n",
+      "109             2.8          47.626688           -5.431245\n",
+      "110             2.8          47.626688           -5.431245\n",
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+    {
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k7s1inJKfxViS/JUfCXCEEEKI81RwFZV3HyrZaLNCkABHCCGEOE8Fh6j8bbRpipIsxuVFAhwhhBDiPBUcotKEB6O63ahpmd4yyYFTfiTAEUIIIc6Dqqq+Q1ThwaipmeBye8vMkSHl0DIBEuAIIYQQ58WRno3bnr9NgxJk8RmeAhmiKk+llslYCCGEuJSdmQPH9vp3oPPNqC9DVOVHenCEEEKI8+B3mwany+fQLD045UYCHCGEEOI8FJxgDGD+cCT627r5lsky8XIjAU4FlONw4XJfdluECSFEpXLmTuKuHQdxJ6Z4j/VBFrQmQ1k3S5wic3AqGLeq8tu+E8QFW2gVFVzezRFCCFGEM4eo7O/96HMsw1PlSwKcCkajKHSKCcdq0BZfWQghRLnxGaIyG9HUica9OwFsnpVVJplgXK5kiKoCirAYMOu0HMvKY0tSRvEXCCGEKHMFV1Fp6tXAOnMCmppR3jKZf1O+JMCpQJxuN4v2J5GUYwM8c3F2pWazJzW7nFsmhBDiTLlnZDEG320azFES4JQnGaKqQI5l2ci0O7GcyqNQJ9RKjsPFpqQMzHoN1QPN5dxCIYQQp7ny7PkHFiMA6qlfUAH0AZaybpIoQAKcCuRwRi5hJj1WQ/63pUmVQHKdLlYfO4lJpyXcLDPyhRCiIigYwKjZeQAoVhNqrifIcWTnlku7hIcMUVUQdpeb49k2agT59tIoikLrqBDCTAaWH0kl0+4spxYKIYQoSB9UoIcmM8fzZ0D+z3BHukwvKE8S4FQQRzPzUIHqgaZC57QahXbVQzFqNSxLSCXvjEyZQgghyp4h2Or9u5rl6a1RCgQ4dglwypUEOBXE4cxcqpxaPeWPQauhfY0wnG6VFUfSUFVJBCiEEOWpYA9OfoCTX+bIyCnzNol8MgenAshzukjKsdMy8uyJ/ax6He1rhJHndKEoShm1TgghhD/6oADv39UsTzBTsAfHkSkBTnmSAKcCSMjMQ8H/8NSZQk16QI+qqiRm24iyGiXYEUKIcqA7tXIKgBwbjoWrfJaJO3Ntfq4SZUWGqCoAg0ahdogFg7bk346kHDvLj6SRlucoxZYJIYQoiq7gqlaHk7wRU3Ct3+0t8llGLsqc9OBUALHBFmLPcdupqlYj3eIiCDbqS6dRQgghzkpzxkaaSpUQzxLxU/NxXLkS4JQn6cEpZ8k5djJs59cLE2z0DFXtSs0iOUf+IwkhRFnSmY0+x9Z5r6Lv39V7LD045UsCnHK2NTmT7SlZ5329ChzPtnly5NgkR44QQpQV7Rk9OLkj3sO5cLX32CVzcMqVBDjlrEONMJpXDTrv6zWKwpXRoZh0Wv47IjlyhBCirGjPyCzvWrkN9UhS/nGeXVJ6lCMJcMqRW1XRahRMReS+KSmDVsPVNcJwu1WWJaThdLsvUguFEEIU5cweHP2Aa9B2au5T5j7PKQjiwkmAU05UVeXPA8nsSbs4mS4tei3ta4SRZXey6uhJ3PJbgxBClCqtyXcOjv7WLug6t/Qpk6Xi5UcCnHJy0uYkw+4k0HDxFrKFmPRcWT2U49k2Nh7PkK5RIYQoRWf24GB3oJxRJhONy48EOOUkISMXo1ZDFcvF3R080mqkZVQw+9NzLlrvkBBCiMJ0Z8zBUfPsYPBN3SETjctPqQY4cXFxKIri8xozZsxZr5k9eza9evUiIiICRVHYsGFDoTpdunQpdN+BAweW0lNcfKqqkpCZS/VAE5pSyEIcF2yhWdUgIq3G4isLIYQ4L4V6cGwOMJ0R4Egy1nJT6on+JkyYwODBg73HAQEBZ6kN2dnZXH311fTv39/nujMNHjyYCRMmeI/NZnORdSualFwHuU43NQJLr811Qz273DrdbrLsLkJMkhBQCCEuJu0ZeXBUmwMlwHfLHenBKT+lHuAEBgYSFRVV4vp33XUXAAcOHDhrPYvFck73rUgOZ+Zi1mkIN5d+0LEtOYsjmbn0rFUVrUb2rBJCiIulUA9Onh3CfdN+yByc8lPqc3AmT55MeHg4LVq0YOLEidjtF+ebPX36dCIiImjcuDGjRo0iMzOzyLo2m42MjAyfV3lxqypHMvOoEWguk00yG4YHcFX1MAluhBDiIjszD45qd6CcsX2OrKIqP6XagzNs2DBatWpFaGgoq1atYuzYsezfv5/PP//8gu47aNAgatWqRVRUFFu2bGHs2LFs3LiRRYsW+a0/adIkxo8ff0HvebGcyLFhd7mJCSqbITW9VkOIVoPLrbIjNYv6YVb0GplbLoQQF8pvD47xzFVUMgenvCjqOa4lHjduXLHBwurVq2nTpk2h8lmzZnHrrbeSnJxMeHj4We9x4MABatWqxfr162nRosVZ665du5Y2bdqwdu1aWrVqVei8zWbDZsuPojMyMoiJiSE9PZ2goPPPInw+UnPtHMrIpXnVoDLpwTkt0+5kycFkws0GrqoeWiqTm4UQ4nKSl5LOzMhbvMea+Fg0taJx/rrCW9Zt3svUuKFdeTTvkpSRkUFwcHCJPr/PuQdn6NChxa5YiouL81verp3nm7xnz55iA5xz0apVK/R6Pbt37/Yb4BiNRozGirGiKMxsIMx8cZeGl0SgQUe76FD+S0hlw/F0WkYGl2mAJYQQl5rcoyk+x+4dh3DvOORTZo4KK8smiQLOOcCJiIggIiLivN5s/fr1AFSrVu28ri/K1q1bcTgcF/2+F1tqrp1cp5voAGO5BBdVrUZaRQWzNjEdi15LfHhgmbdBCCEuFTlnBDi63u1xHzyOe/Neb5k5+uL9Mi/OTanNwVm+fDkrVqyga9euBAcHs3r1akaMGEGfPn2IjY311ouPj2fSpEn069cPgNTUVA4dOsTRo0cB2LlzJwBRUVFERUWxd+9epk+fzvXXX09ERATbtm1j5MiRtGzZkquvvrq0HueiOJKZx4kcG9UDTcVXLiU1gy3kOFxsS87CrNNSM9hSbm0RQojKLOeYb4BjfPgmHL+twH4qwFE0GkxVQ8qhZQJKMcAxGo3MnDmT8ePHY7PZqFmzJoMHD2b06NE+9Xbu3El6err3+KeffuK+++7zHp8eDnvxxRcZN24cBoOBP/74g3fffZesrCxiYmK44YYbePHFF9FqL2zTytLWtGoQDlf5b4QZHx5AjtPFusR0zDotVSUhoBBCnLMzh6iye4+GAitWTVGhaCr459Kl7JwnGV8KzmWS0sXicLvRncq6XBG4Vc/O46l5djrHhhNslESAQghxLlY8/h47P/qpyPPhberTe8WHZdiiS9+5fH7LeuEysuroSdYcO1nezfDSKApXVg8hJtCMWSe/YQghxLkqOAdHU68GltkTUWIjvWWWajL/pjxJgFMGbC43J7Jt5bJ66mz0Gg0to4IxaDXkOFwVYvhMCCEqi4JDVEq1cLQNYiEnz1smE4zLlwQ4ZeBoZh4qlOvk4rNRVZX/ElLZlFR+GZ6FEKKyKTjJWFM1FNXlRk3N/zlqqXZ+K47FxVHqe1EJOJyRS1WLAVMFHQpSFIXWUcFY9BWzfUIIUdGobje5BQIcpUooavJJcOdPa7VID065kh6cUpbrdJGca6dGGW3NcL7CzJ4ALM/pYv/JnPJujhBCVGh5SemoBYb1laohqEknfeqYZQ5OuZIenFJ2JCMPjQLRARVzeOpMRzLz2HgiA0WBOMmRI4QQfuUcSfY51lQNLRTgWKpJFuPyJD04pexwZi6RViMGbeX4UtcOsVAr2ML6xHSOZ8suuEII4U92wgmfY6VaOO7jqT5llhpVyrJJ4gyV41O3ksq2O0nLc1AjsGIPTxWkKArNI4OItBpZeSSNk7ITrhBCFJJ9OMnnWBMVhnosP8DRmgwYw8t2M2fhSwKcUqTRKNQPs1ItoHJlCtYoCm2jQwgw6Fh2JJUch6u8mySEEBVKTsEAx2SAQAvuxPxJx5YaVSpMYtfLlQQ4pcis09KkShA6TeX7Mus0GtrXCEWjKCxLSMUuOXKEEMLLZ4gqz05Wq/tx/r7KW2SV4alyV/k+eSuJTLuTnSlZON2VNzAw6bS0rx5KrtPFyqNpuC+/XT2EEMKv7ATfScY4XOBweg+tMRLglDcJcEpJep6DvSezUajcXZRBRj1XVQ8j0CAL7oQQ4rSchPwhKl33Npi/eMZno02ZYFz+5FOrlNQIMhMdaEJzCYzBRlgMRFg820zkOFySEFAIcVlT3W6fZeJqZg7uA8d8kvxZY6qWR9NEARLglAKby41WUdBpKn9wU1Cm3ckfB5JoWy2U6Aq67YQQQpS23ONpuAsMR7lWbsO1cptPHWt12aahvMkQVSnYmZLFHweSUC+xOSsBei2tIoOJtFauVWFCCHExFVoiXica5Ywl4RbpwSl3EuBcZKqqkpCZS5TVeMktEVQUhdhgC1qNQlqenTTJkSOEuAzlHPENcExvPo5hSF+fMplkXP4kwLnIknPt5DndFX7vqQuhqipbkjJZlpBKdoFuWiGEuBz4TfKXmJ/kT2c1YQgJKOtmiTNIgHORJWTkYdFpCTPpy7sppUZRFK6oFoJOo7AsIU1y5AghLis+AY7VhHJGkj9rTNVLrge/MpIA5yJzuN3YXG6Scuzl3ZRSZdJpaV8jDINWg9N9ac01EkKIs8kpkORPE+XZULNgD45FJhhXCBLgXGStooKJsBhYdiSVI5m55d2cUhVo0NEpJkyWjQshLisFe3CUqHAA3AUCHJl/UzFIgHOR6TQarqoeSnSAiZVHT3IsK6+8m1SqpBtWCHG5KTjJWBMVhup2o55I85ZZa8gKqopA8uCUAs2pOSohpmyqnEqQJ4QQovJzu1zkHM2fb6NEhaMmp4Mzf1Nii/TgVAjSg1NKFEWhflgAOo2GTJuT7cmZl1xeHCGEuNzkHktFLbCw4swVVCAbbVYUEuCUgeRcO0cy83BKgCOEEJXamUvEXbsO4/xrvU+Z7ENVMcgQVRmoFWIhNsiMVqOQ63Rh0GjQXmLbOAghxOXgzCR/jmm/F6ojk4wrBunBKSNajYKqqixLSGX5kVScbskdI4QQlU2hJH+1o8GYn/dMH2TBEGQt62YJPyTAKUOKotCsahCpeQ7+PZyKTRLkCSFEpZJ9OD8HDkEWrPMno+vS0lsku4hXHBLglLEqFiMdY8LJdrj451AKuQ5X8RcJIYSoEHKOJOcf5NrIueslXKu2e4tkgnHFIQFOOQg16ekcG47T7ebvQylk2WU/JyGEqAxyj+UvEcfhwrVuF2paprdIshhXHBLglJNAg47OsRFoNfD3oRROys7cQghR4eWeOOn9u7ZlPQwjBvicN5/aukGUPwlwypFFr6VTTDhmvZZ/D0tPjhBCVHS5BXLeaFvWx9D/Gp/zpsjQsm6SKIIsEy9nRp2WjjFh7D+Zg1X2dBJCiArLmZOHMyt/j0ElPAh3SrpPHenBqTikB6cC0Gs01A8LQFEUErPyOJRxaW/SKYQQlZEtLcvnWAkNRD2Z6VNmigguyyaJsyjVACcuLg5FUXxeY8aMKbK+w+Hg6aefpmnTplitVqKjo7n77rs5evSoTz2bzcbjjz9OREQEVquVPn36kJCQUJqPUmaOZds4kpkr2zoIIUQF48jI9i2wmiHT9xdSQ7DkwKkoSr0HZ8KECRw7dsz7eu6554qsm5OTw7p163j++edZt24ds2fPZteuXfTp08en3vDhw5kzZw4zZsxg6dKlZGVl0bt3b1yuyr/kukXVIK6MDkVRFHIcTgl0hBCignBk5PgcK1YTanaeT5k+yFKWTRJnUepzcAIDA4mKiipR3eDgYBYtWuRTNmXKFNq2bcuhQ4eIjY0lPT2dqVOnMm3aNLp37w7AN998Q0xMDIsXL6ZXr14X/RnKkqIoKIDN6eKPA8nEBplpVjUIRZGtHYQQojw5Ms8IcALMuBN8MxvrAyXAqShKvQdn8uTJhIeH06JFCyZOnIjdbj+n69PT01EUhZCQEADWrl2Lw+GgZ8+e3jrR0dE0adKEZcuW+b2HzWYjIyPD51XRGXVaGlcJZO/JHNYkpuOWnhwhhChXZwY4WEyQ7TtEJT04FUep9uAMGzaMVq1aERoayqpVqxg7diz79+/n888/L9H1eXl5jBkzhjvuuIOgoCAAEhMTMRgMhIb6LsWLjIwkMTHR730mTZrE+PHjL+xhykHtECsGjYbVx07icLm5MjpUNukUQohy4jhjvo0SYEbNyh+i0hj0aI2Gsm6WKMI59+CMGzeu0MThM19r1qwBYMSIEXTu3JlmzZrx4IMP8vHHHzN16lRSUlKKeRfPhOOBAwfidrv58MMPi62vqmqRwzhjx44lPT3d+zp8+PC5PXQ5qhFkpn2NMJJy7CxNSMUh+1cJIUS5OHOScd64/+FcuNJ7rA80l3WTxFmccw/O0KFDGThw4FnrxMXF+S1v164dAHv27CE8PLzI6x0OBwMGDGD//v38+eef3t4bgKioKOx2O2lpaT69OCdOnKB9+/Z+72c0GjEajWdtc0UWaTXSISaMZQmp/HM4hatrhGHSSc4cIYQoS2f24Lj+2ehzLMNTFcs5BzgRERFERJzfXhvr168HoFq1akXWOR3c7N69myVLlhQKhFq3bo1er2fRokUMGOBJkX3s2DG2bNnCa6+9dl7tqgzCzQY6xYaz9HAq/xxKoVtcFRmuEkKIMuTTg2PUY7izJ45Fq1EPeXYYlwnGFUupzcFZvnw5K1asoGvXrgQHB7N69WpGjBhBnz59iI2N9daLj49n0qRJ9OvXD6fTya233sq6detYsGABLpfLO68mLCwMg8FAcHAwDzzwACNHjiQ8PJywsDBGjRpF06ZNvauqLlXBRj1dYsNJyrVLcCOEEGXMUTCLcaAFw/034NpxCJcEOBVSqQU4RqORmTNnMn78eGw2GzVr1mTw4MGMHj3ap97OnTtJT/ekuk5ISOCnn34CoEWLFj71lixZQpcuXQB4++230el0DBgwgNzcXLp168aXX36JVnvpD9tYDTqsBs+3bW9aNqEmPWFmmdQmhBClrWAeHDU5nayrH/U5LwFOxVJqAU6rVq1YsWJFsfUKJrKLi4srUWI7k8nElClTmDJlygW1sTJzqyoJmbk43G4JcIQQogwUymR8BpmDU7HIXlSVlEZR6FAjnAZhAQDkOCp/FmchhKjICk4y1raqj3XBayhVQrxlsoqqYpEApxLTajzL8lNy7fy+7wQHTuYUf5EQQojzUjDRnxIaiKZWNVS701umD5R9qCoSCXAuAWEmPXHBFtYdT2dXalbxFwghhDhnPpmMA0711uTk9+rIEFXFUup7UYnSpygKLSKDMOg0bEnKxO5y0zgiUPavEkKIi6jgJGPFaka12aHA9ACZZFyxSIBziVAUhcYRgRg0CptPBTktI4MlyBFCiIvEZ4hKdhKv8CTAucTUCwvAoNWwLjEdh1ulTVSI5MwRQogL5Ha5cBYMaALMkHXGRpsyybhCkTk4l6CawRaujA7lWFYeq4+llXdzhBCi0nOeEcwoVjNqzhk9ODLJuEKRHpxLVHSgiau1YbiLTyskhBCiGLnHUn2OFasJVXpwKjTpwbmEVbEYibQaUVWVLUkZ5EquHCGEOC8HZ//rc6wEWlCTTvqUGUIDy7BFojjSg3MZyHO5ScjMI8xswKy/9LezEEKIi0lVVfZ9+4dPWe7j70BQ/pCU1mwkuH6NMm6ZOBsJcC4DZp2WHqd2H1dVlVynG4sEOkIIUSIpa3eRvuNQfoHZCLk2SM/POxbTux0avXykViQyRHWZOL2Sat/JHP44kERyjr2cWySEEJXDmb031tkTMTxwg09Z7UE9yrJJogQkwLnMxAaZCTHpWZqQwrGsvOIvEEKIy5jb6WL/jD/zC7QabB/MxvnfZm+RMSKY6r3alEPrxNlIgHOZ0Ws1tK8eRqTVyIojaRzKyC3+IiGEuEwdXbSWvBMn8wtcbpwLluEuMGRV67YuMjxVAUmAcxnSahSujA4lJsjMmmMn2ZuWXd5NEkKICmnft4vzD/Q6jOPvR1Ormk+d2nd0L+NWiZKQAOcypVEUWkcFUzfUysYTGWxPzkRVJWmOEEKc5sjM4dDc/7zHuk7NMdzaFQpkhw+qV52ItvHl0TxRDOlTu4wpikLTKoEYtBq2JWeiKBAfLnkchBAC4NDcpbhybd5j3Y1X49q6H/feo96y2nd0lz3/KigJcC5ziqIQHx6ASachwmwo7+YIIUSFsfebAsNTQRZ0nVtge2umT53ag7qVcatESckQlQAgLthCgEGHw+Vm84kMXLLHgxDiMpZzNJljf673Hut7XQlaLc5fV3jLqlzVmMDa0eXRPFECEuAIHxl2J4czc8l2OMu7KUIIUW72z1gCBeYl6nq3x7V8C2pyurdMem8qNglwhI9ws4FetaoSZNTjcqvYnLJ/lRDi8rN3ev7wlBIdga5NPI6f8icca/Q64vp3Lo+miRKSAEcUcjrr8YYT6fx9KIUc6c0RQlxG0jbvI23jXu+xvnd71Jw8nH+u9ZZVv64tpvDg8mieKCEJcESR4sMCUIG/DqWQYXOUd3OEEKJM7JvuuzWDUi0c58LVnv2nTqlzp+S+qehkFZUoktWgo1NsOP8dTuWfwym0rx5GmKy0EkJcwlS3m33f+QY4tvFfQIGl4PpgKzWub1fWTRPnSHpwxFmZdVo6xYYToNfx7+FUTmTbir9ICCEqqcS/N5FzJNl7rMRGehL7FZhwHNe/M1qT/LJX0UmAI4pl0GroEBNGhMXAsiOpHMmU/auEEJemfdMX5R9oNVimPY/hsZt96sjWDJWDBDiiRHQaDVdVDyU6wMTKoydlJ3IhxCXHmWvj4Kx/8wtcbnKHvoVj9j/eImtsVSI7NCmH1olzJXNwRIlpFIUrqoUQYsyWrMdCiEvO4fnLcGTm+JS5N+/zOa59R3cUjfQNVAbyXRLnRFEU6ocHoNdqyLI72ZEim3QKIS4NPqunLCbMXz2LpnEtnzqS3K/ykABHnLfkHDuHM/JwyrYOQohKLi/pJEd+X+091vVog65NPGpKfubi8Nb1CWlYszyaJ86DDFGJ8xYXYiEmyIxWo5DndKHXaLxJAoUQojLZ9u5s1AKZ2/W9r8a5ahtqYqq3rPYd0ntTmUgPjrggWo2CqqosS0hl+ZFUnG53eTdJCCHOyeEFK9j86rfeY6VqKNp2jXy2ZlC0GmoNvKY8mifOU6kGOHFxcSiK4vMaM2ZMkfUdDgdPP/00TZs2xWq1Eh0dzd13383Ro0d96nXp0qXQfQcOHFiajyLOQlEUmlYNIjXXwb+HU7G7JMgRQlQOGbsT+PeeST5lxqfugFwbzkX5Q1bR3Vtjjgwt6+aJC1DqQ1QTJkxg8ODB3uOAgIAi6+bk5LBu3Tqef/55mjdvTlpaGsOHD6dPnz6sWbPGp+7gwYOZMGGC99hsNl/8xosSq2Ix0jE2jP8S0vjnUApX1wjDrNeWd7OEEKJIjqxclvQfhyM921umv+da9Ne3I3fEe5CVn/OrtmzNUOmUeoATGBhIVFRUieoGBwezaNEin7IpU6bQtm1bDh06RGxsrLfcYrGU+L6ibISaDHSOCWdpQgp/H06hQ40wAgwyzUsIUfGoqsqyh97k5JYD3jJt24YYnxyIbeoCz95TpwTHxxJ3q+wcXtmU+hycyZMnEx4eTosWLZg4cSJ2u/2crk9PT0dRFEJCQnzKp0+fTkREBI0bN2bUqFFkZmYWeQ+bzUZGRobPS5SOQKOOzrERaBT4+1AKJ/Nkk04hRMWz7Z1ZHPj+L58y46jbca3ejv3dH7xlGqOeDl8+jUYvv6xVNqX6HRs2bBitWrUiNDSUVatWMXbsWPbv38/nn39eouvz8vIYM2YMd9xxB0FBQd7yQYMGUatWLaKiotiyZQtjx45l48aNhXp/Tps0aRLjx4+/KM8kimfRa+kcE85/CWn8eziFLjUjCJSeHCFEBXFsyQbWjvm0UHnuw2+A2w0F5hG2e/8JIto0KMvmiYtEUc8xS9u4ceOKDRZWr15NmzZtCpXPmjWLW2+9leTkZMLDw896D4fDQf/+/Tl06BB//fWXT4BzprVr19KmTRvWrl1Lq1atCp232WzYbPmbRGZkZBATE0N6evpZ7ysujMPlZt/JHOqHWVEUWT4uhCh/2YdPMP+KR7Al5+e30d99Lc5flqMWKAOo/1BvrvpweBm3UJxNRkYGwcHBJfr8Pudfq4cOHVrsiqW4uDi/5e3aebaX37Nnz1kDHIfDwYABA9i/fz9//vlnsQ/RqlUr9Ho9u3fv9hvgGI1GjEbjWe8hLj69VkODcM+k8uPZNnIcLmqFWMq5VUKIy5Urz86S/uN9ghslLAjDfdejpmbgXLDMW17lyoa0ffvR8mimuEjOOcCJiIggIiLivN5s/fr1AFSrVq3IOqeDm927d7NkyZJie3oAtm7disPhOOt9RflKzMoj1+kJcFRVxa0iSQGFEGVq5bAppKzZ6VOmpmaQ3Xs0ZOdvIGyqGkLn719Ea5Q99yqzUptkvHz5ct5++202bNjA/v37+f777xkyZAh9+vTxWQ0VHx/PnDlzAHA6ndx6662sWbOG6dOn43K5SExMJDEx0Ts5ee/evUyYMIE1a9Zw4MABfvnlF/r370/Lli25+uqrS+txxAVqHhnMFdU8OSSOZObx+74T7ErNwiE5c4QQZWD7lDnsnvqr91gJC8I0+RGUsCCf4EbRaug84wWs1c/vF3lRcZTazE+j0cjMmTMZP348NpuNmjVrMnjwYEaPHu1Tb+fOnaSne7oLExIS+OmnnwBo0aKFT70lS5bQpUsXDAYDf/zxB++++y5ZWVnExMRwww038OKLL6LVSt6Viux0j02ISU9UgJGtSZnsTMmiVoiFuqFWTDr5/gkhLr6dny5g1YgP8gu0GkxvDkVTuxqc8XOnzesPE9WpWRm3UJSGc55kfCk4l0lKovTkOlzsSctm/8kc3KjUDLZQP9SKVVZcCSEukl1Tf2H5kLd8yoxPD0J/e3dy75+Ea90ub3mt26+h49djZVFEBVaqk4yFuFjMei1NqwbRIDyAfSez2ZuWw/6TOcQGmWkdFSw/ZIQQF2T3l7+x/OG3fcoMj9yE4e5ryZv4lU9wE9qsNu0/eVJ+7lxCJMAR5c6g1RAfHki90AAOpOdgc7lRFAWXWyU1z06E2SA/dIQQ52TvN4tYNvhNKDBIYXioD8aht2B753sc3y7OLw8JoOuP49BZTOXRVFFKZDdxUWFoNQp1Qq00iggE4GhWHv8eTiXX6SrnlgkhKpN93/3Bf/e/7hvcPHADxmH9sb0/C/tn8/MrKwodpz1DYO3ocmipKE3SgyMqrBqBJgINEVj0OtyqyrKENGoEmYgNMqORHh0hhB/7v1/C0nsmo7rzV2jqrmnt2WPqwznYP5rrU7/9J09S47q2ZdxKURYkwBEVlqIohJj0gCcrslYD6xLT2Z6cSd1QK7VCLOg00gkphPA4OPsf/r1rkk9wA+D8dwO5oz/E+fNyn/KrPhpOvfuvK8smijIkAY6oFIw6LVdVDyPD5mBXajZbkjLZkZJFnVArdUIsGGWJuRCXtYNzl/L3HRNRC+TW0vfvimvnIdyb9hYKbq58/wnqD+5d1s0UZUgCHFGpBBn1tKkWQqOIQPakZbM7NZvdqVnEBVtoEB4guXSEuAwdmr+Mvwe+hFpwvp5Wg653e5Rq4dg37fWp3/adx4h/uE8Zt1KUNQlwRKVk0WtpdnqJeVo2+9NzvPte2V1uDFoZuhLicpDwy0r+HjDBN7ixGCHHRu7g18Du8Knf5o2HaTi0Xxm3UpQH+RQQlZpRq6FhRCDX1a6KSafF6XazcH8S+05ml3fThBCl7OjitSzpPw63w+kt0/XrhHXBayhVQgoFN60nP0Tj4beWcStFeZEAR1wSTufJ0SgKTasEEmX17B5/JDOXY1l5XIYJu4W4pCX+s4k/+72A25YfxOj6XI1pwgM4l6xHTTrpU7/VKw/SZOSAMm6lKE8yRCUuKRpFoWawxXuckJnHkcw8ggw66odZqSFLzIWo9JJWbuePPs/iyrV5y3TXt8M08SEcs//G9vJXPvVbTriPpqMHlnUzRTmTAEdc0tpWCyElxMHO1CzWJKazLTmLemFWagZb0Gkk0BGisklZv5vFN4zFmZXrLdN1b4Np0sM4f/oP27gvfBL8NX/hbpo9M6g8mirKmQQ44pKmKAoRFgMRljDS8xzsSs1i04kMtqdkUSfEQp1Qq0xIFqKSSNt6gEXXPo39ZJa3TNuxOaY3HsO5cDV5z3/mE9w0e/ZOWrxwd3k0VVQAEuCIy0awSc8V0aE0sjvZnZbNzlTPD8mGp7aGEEJUXOm7EljY8ylsKRneMu2VjTC/+wTOfzaSN/ZjcOcHN01GD6TFuHvKo6migpAAR1x2rAYdLSKDiQ8P8M7H2Z6cid3lpnlkcDm3Tghxpsz9x1jY8ynyjqf5lGtbN8C1ajt5I9+HAsvEGz5xM60mPiCb9F7mJMARl62CSQGNOo032HG43GTanYSZDeXVNCHEKdkJSSzs+RQ5CUn5hVYTZOdh/3AO6LQ+wU39Ib254s1HJLgRskxcCIDaIVZvosBDGbn8dSiFfw6lcDzbJkvMhSgnuYmpLOz5FFn7E71lSo0qWH97E22n5p6CAsFNnbt70m7KExLcCEB6cIQopHaIBZNOw67UbP5LSCXYqKN+WADVA02yxFyIMpKXnM7CXqPJ2JXgU64eTcbx1W+41u3yKY8b0IX2n41EkQ14xSmKehn+epqRkUFwcDDp6ekEBQWVd3NEBaWqKkk5dnalZnEix45Vr/UsMQ+yoJUl5kKUGltaJgt7PkXq+j3eMiU2Ek21cFwrtxWqH9OnPV1mvoBGL7+zX+rO5fNb/jUIUQRFUahqNVLVaiTt1BLzDccz2JeWQ7e4COkGF6IU5KWks+i6Mb7BTXQElv+NQT2ZRU7/F3yWgkf3bEPn756T4EYUIv8ihCiBUJOeK6NDybI7ybI7URSFXKeLvWnZ1A8LkFw6QlwEeUknWdhrNGmb9nnLlKqhWKaOAYeL3Eff8gluojo3p+uP49AaZUGAKEx+KgtxDgIMOqICTACk5zk4nJHL6X4cu8tdfg0TopLLTUzlt24jCwc3/xsLOi05909CPZG/TLxKu0ZcM+9ldBZTeTRXVALSgyPEeYoKMNHLakSjKNhdbn7bd4JIq5H6YQGEmvTl3TwhKo2co8n83uMpMnYe9pYp1cI9wY1eS859k1CPpXjPhbeuT/efX0EfYC6P5opKQnpwhLgAp1dVaRWFJlUCOZnnYMnBZJYeTuGELDEXoljZh0/w2zUjfYOb6AgsXz4LGg0597yCeviE91xo01p0/2UShuCA8miuqESkB0eIi0CrUagdYiUu2MLRzDx2pmaxNCGVEJOeBmFWogNMMilZiDNkHUjk9x6jfPLcYNB7em7cbs+wVIGem+D4WHr89hqmcMk4LoonAY4QF5FGUagRZKZ6oIkTp5aYrzx6kgC9lqtqhBFokP9yQgBk7D3Kwh6jyD50wveE3YHtje9wbdrrM+cmpHEcPRe+jjkytIxbKior+WkrRClQFIVIq5FIq5HUXDv7TuZgObU1RGJWHuEWA3pJSCYuU+m7EljYYxQ5R5K9ZZo60ei6tsb++Xyci9f41A9tXoeev03GVCWkjFsqKjP5CStEKQszG2hTLQStRsHhcrPy6EkOnswt72YJUS5Obj/I79c86RPcAGivaIju+nZgNvqUh7euT69Fr0twI86ZZDKWTMaijOU4XBi0CjqNhi1JGTjdKvVCrVhl+Epc4tI272Nhz9HkJZ30likhAagnszwHBj3YHd5zEW3j6fHLqxhCZEKx8DiXz2/pwRGijFn0WnSnhqeMWg0JmXks3J/E6qNpZNgcxVwtROWU8Osqfu083Ce40TStjfWXN9D1auspKBDcVLmqMT1+myzBjThv8iujEOWoXlgAtUKsHEzPYVdqNocPJFMtwEiDsADCzJKdVVR+qqqyfcoc1oz6GNWdnwxT06Ielk+ewr37MM7/NvtcE9mxGd3mT5Q8N+KCSIAjRDnTaRTqhFqpFWLhUEYuu1Ky+OtQClUtBhpFBEqgIyott8PJymHvs+vTBT7l2quaYH73CVzbDpL76JuQk+c9V+2alnSdMwG9VYIbcWEkwBGigtAoCnHBFmoGmTlyKpdOpt1JmNmAw+1GpyiSS0dUGrbUDP667SUSl6z3Kdff3h3jmDtxLdtC7pNTINfmPRfdsw1dZ41Hd8ZEYyHOR6nOwYmLi0M59UP59GvMmDFnvWbcuHHEx8djtVoJDQ2le/furFy50qeOzWbj8ccfJyIiAqvVSp8+fUhISCjNRxGizCinculcUzOC2CDPb7EbEtNZcTStmCuFqBjSdyXwy9WP+wY3Wg3GZ+/G9Nw9OL5dRO7Qt3yCmxo3tOOa2RMkuBEXTalPMp4wYQLHjh3zvp577rmz1q9fvz7vv/8+mzdvZunSpcTFxdGzZ0+SkpK8dYYPH86cOXOYMWMGS5cuJSsri969e+NyuUr7cYQoM0qBHpu4EAs1gy0AZNudHEzPwX35LYAUlcCxP9fzy9WPk7H7iE+56aXB6Pt3JW/c/7BNng4FNqeNvakDXX54Ea1JhmPFxVOqy8Tj4uIYPnw4w4cPP+97nF4StnjxYrp160Z6ejpVqlRh2rRp3HbbbQAcPXqUmJgYfvnlF3r16lXoHjabDZvN5nPPmJgYWSYuKqW9adlsPJGBRaelXphnewitRoauRPnb+ekCVj4xBdVZ+JdNTbM6KGYjrpXbfMobPNqXtm89iuZUIkwhzqZCLROfPHky4eHhtGjRgokTJ2K320t8rd1u59NPPyU4OJjmzZsDsHbtWhwOBz179vTWi46OpkmTJixbtszvfSZNmkRwcLD3FRMTc2EPJUQ5qhNqpVtcBGFmPRtPZPDbvhPsSs3CUWCFihBlye10serJD1nx6Ds+wY22dQNMbzwGOi3uTXt9ghtFq+HK9x6n3XuPS3AjSkWpTjIeNmwYrVq1IjQ0lFWrVjF27Fj279/P559/ftbrFixYwMCBA8nJyaFatWosWrSIiIgIABITEzEYDISG+u5HEhkZSWJior/bMXbsWJ588knv8ekeHCEqq2CjnrbRoTSyO9mZmsXWpEx2pmRRN9RKnVArBq2kuBJlw56exT+DXuHIb6sKn1QUlAAzGPVQIPDRB1vp/N3zVO/ZpgxbKi435/xTcNy4cYUmDp/5WrPGs4/IiBEj6Ny5M82aNePBBx/k448/ZurUqaSkpJz1Pbp27cqGDRtYtmwZ1157LQMGDODEiRNnvUZV1SJXmBiNRoKCgnxeQlwKAgw6WkeF0Kt2VWKDzOxMzWJZQmp5N0tcJjL3HeWXjsN8gxuNgv6WzqBRcK3ZQe7Db0B2/jLwwDrRXL/0PQluRKk75x6coUOHMnDgwLPWiYuL81verl07APbs2UN4eHiR11utVurWrUvdunVp164d9erVY+rUqYwdO5aoqCjsdjtpaWk+vTgnTpygffv25/o4QlwSLHotzSODaRAeQJ7TM1SVlufgYHoOjasEysae4qLKPnyCHR/MY+dnC3CkZ+efsJgwv/4o2o7NcR9IxLV2p891kZ2a0eWHFzGFB5dxi8Xl6JwDnIiICO9w0blav96zZLBatWrndJ2qqt5Jwq1bt0av17No0SIGDBgAwLFjx9iyZQuvvfbaebVLiEuFSafFdGo+Q47Dyck8B7pTPZt5Tpf3nBDn48TybWx/bxYHZ/+L6vKd86VUC8f8wZNoqlch99E3CwU39e6/jivffwKtQV+WTRaXsVKbg7N8+XJWrFhB165dCQ4OZvXq1YwYMYI+ffoQGxvrrRcfH8+kSZPo168f2dnZTJw4kT59+lCtWjVSUlL48MMPSUhIoH///gAEBwfzwAMPMHLkSMLDwwkLC2PUqFE0bdqU7t27l9bjCFHpVA80Ex1gQlEUMmwO/jiQTHSgiQZhAYSY5ENGlIzb4eTg7H/Z9u4sklft8FtH06Ie5neHQa6NnDvG495bYIm4otDmtSE0Gn6LJKoUZarUAhyj0cjMmTMZP348NpuNmjVrMnjwYEaPHu1Tb+fOnaSnpwOg1WrZsWMHX331FcnJyYSHh3PFFVfw77//0rhxY+81b7/9NjqdjgEDBpCbm0u3bt348ssv0Wrlt1MhCjr9gWLV62geGcSu1Gz+PJhMlNVIfLjsdyWKlpeSzu7Pf2HHh/PIOZLst46mQSyGO3uiu/FqXJv2kjfsXdS0TO95XYCZTt88S0zvdmXVbCG8SjUPTkV1LuvohbiUuFWVhIxcdqZmk2l3UsVioEFYAFUsBvntWgBwcvtBtk+Zw95pi3AVyDR8Jm2n5lg+GoX7WDL26YtwfLMQHE7veWvNSLrNfYnQprXLotniMnEun98S4EiAIy5DqqpyNCuPnSlZnLQ5CTXpaV8jDKMsL78sqW43RxeuYdt7szm6cE2R9XS926OpUx37uz+AQY+uSwucf6z1yUoMUKVdI7rOHo+5amgRdxLi/JzL57dstinEZUhRFO8cneM5No5l2jCcyoZ8PNtGVenRuSw4snPZ981itk+ZQ/qOQ37rKNWrgN2BmnQSJTgAzemgxe7AuXB1ofq1B3Wn/SdPyrYLotxJgCPEZUxRFKKsJqKsJgAybA7+S0jlquqhVAswlXPrRGnJPnyCHR/OY9fnv2AvMGemIG3rBujv6oXumtY4vvoV25szcExfiKOIe4Y2q03z5+8i9qYOEhyLCkECHCGEV5BRzzU1Iwg2en40rE9MJ9CoIy7Ygk72u6r0klZuZ9u7szg4659Cy7wB0OvQXXclhruuRdsoDtfeI9he+hLH/P/831BRiLnxKho9cTORnZtLYCMqFAlwhBA+Ti8hd6sqLlVl84kM7zYQtUMs6IuYp2NLy0R1uTFFSBK3isTtcHJwzr9sf3c2SSu3+62jhAWhv+0a9AO7oYkIwfnPRnIGT8a1bIvf+roAM/Xuv474x24iqE50aTZfiPMmAY4Qwi+NotCmWggNwwPYlZrN9pRMdqVmUTvUSt0QK0adb6Cz5fWZ7Hh/LvWH3EiTkf0xR4WVU8sFgC01g12nl3knJJ21rvmjkWjqVMcxbymO6Qtx7zvqt15ArSgaDu1H3Xt7YQgOKI1mC3HRyCoqWUUlRInkOlzsTstm/8kcAGqFWKgXZsWs02JLzeDH2oNwZuUCoDUZqPfg9TQZdRvWGlXKs9mXnZPbD7L9/Tns/broZd5KRDCmyY9ge+M73NsPomkQizsxBQpuu1BAZKdmNBp2CzV6t0Mj+cZEOZJVVEKIi86s19KsahANwgLYczKbfWnZVAswYtZp2TZlrje4AXDl2dnx/lx2ffozde/tRdPRAwmIiyrH1l/aVFXl6MI1bH9vNkd+L7yyCQCLCW3bhrj+Wo+alomamQOntk1w7yy8gkqj11FrYFcaPn4z4a3qlWbzhSgV0oMjPThCnBen241WUbCnZzH/9/U4lqzH/vl8v3UVnZY6d3an6Zg7CKpbvYxbeuly5uSx95vFbJ8ym/TtRS/zNtzRHf0tXcCoJ/uaYT7Zhs9kqhJCgyE30uDhG2WYUVQ40oMjhCh1ulM7lO/48CfsOxK8+w9pGsSCRsG9/aC3rup0sefL39n79SJqDexK07F3ENKwZrm0+1KQnZDEzo9+YtdnC7ClFrHMu1V99Hdfi+6a1pCVg33GHzhmLC4yuAltVpuGT9xM7YHXSA4bcUmQHhzpwRHivDmycplVZxC2lAxvmenlwej7dcL59wZsH8/FvWlv4QsVhZq3dKTZM3cS1kxS+ZdU0qodbH9vFgd+/AfV6SpcQa9Fd207DHf1Qtu4Fq69R3BM+x3HgmXgbz6OohDTux0Nn7iFqC6yzFtUfLJVQzEkwBHi4tjyxkzWjvnMt1Cr8XzIDumDtk51nMu2YP94Lq61O/3eI6ZPe5o/eyfhreuXQYsrH7fTxaE5/7Lt3dkkrdh21rrado2xTB2D89+N2Kf97lnm7edHvC7ATL37rvUs85YhQ1GJSIBTDAlwhLg4jv2xjvUvfOE/v4qioOtxBYaH+6JtEItz1XZPoLPS/4d09Wvb0uzZO6l6VaNSbnXlYEvNYPfUX9nx4VyyDxe9zFt/3/Xo2jYi95E3AFBqRqEeTPRbNyAuivihN1HvvmtlmbeolCTAKYYEOEJcPKqqcuyPdWyaOJ3j/24qXEFR0HVp6Ql0mtTG/r+fsb05o8j7VbumJc2evZOozs1LsdUVV/qOQ95l3s6cvMIVFAVtp+aox9Nw7ziItlNztPVjsE/92W9vDUBkx2Y0HHYzMTdeJcu8RaUmAU4xJMARonQk/rOJTRO/4dgf6/ye13ZohnoiDfeuw2jbNkQJsOD8c63fulU7NKX5s3dSrXurS35uiKqqHF201rPM+7dV/itZjOhv6ojhzl5oakZhm7oA+1szi7ynLPMWlyIJcIohAY4QpevE8m1seuUbjvxaxIc1YHz+HjRx1ch94FVPgaL47YGIaBtP82fvpPr1V15ygY4zJ4990xezbcoc0rcd9FtHiY7AcEcP9Ld0BosJ58LV2Kf95n/yNvnLvOsP6Y2lWnhpNl+IMicBTjEkwBGibKSs3cXGV6ZzeF4RmzVajJBjQ3t1U4xPD8L+6U84f10BfjaCDGtVj2bPDCK2T3sUjf/9sCqL7CPJ7Pxw3tmXebes51nm3a2NZ5n3D0twfLcYNTHVb/3QprU8y7xv7ybLvMUlSwKcYkiAI0TZSt20j82TpnPgx3/89tJo6sdgHNYfXZeWuA8mYvtsPs75/4GfpdAhTeJo9swgat7SqdLNJ0latYPtU2Zz4Ie/i1zmjdMNqor541Eo1at4lnnP/6/IZd41bmhHoyduJqpri0uuh0uIM0mAUwwJcIQoHye3H2Tzq9+x/7s/Ud2Fe2k08TUxPNwXfY8rcB9Jwv75Ahxz/gGHs1DdoAYxNBt7B7UGXoNGV3EDHbfTxaG5Sz3LvJdvLbKeEh6E5ceXyRv/Ba6/1kOwFTJy/C/ztpqoe9+1NHzsJoLq1SjN5gtRoUiAUwwJcIQoXxl7jrB58nfsnbbIb0+Gpl4NDA/1RXdtW9QTJ7F/Ph/Hd4v93iuwTjRNn76d2nd2R3tqb6WKwJaWye6pv7Djg6KXeWvq1kDXow32j+YCYHjwRhwLV6EeOu63vrVmJA2H9vMs8w6RZd7i8iMBTjEkwBGiYsg6kMjm12ew54vfcdsdhc5ralXDMLgP6DTkjf4INAqYDJBTeLjGGluVJqMHUu/ea8t1Dkr6zsOeZd5fLSx6mXfHZhjuuhZd+ya4j6eSc9uLqEkni7xn1Q5NaTTsZmJubF+he6uEKG0S4BRDAhwhKpbshCS2vvk9uz77GVeevXCFUyusdDdchXHMneTc+DTqySy/9zJHh9Nk1G3Uf/B6dBYTAJn7jrL7f7+RsTsB1eXGEBqAITgAQ0gAhhArhtBA9EEWUFXcdiduuxOX3YHb5sj/u92J+9SfLpsDt+P0uVPlNgd5Sen+cwGBZ5l3344Y7uyJJq4ars17sX/9G86Fq/3ONdLodcTd1oVGj98sWZ6FOEUCnGJIgCNExZSbmMrWt35g5yfzcWYX7v1QqoWj69wCx4w/QFHQ394dx4L/PHNVzmCqGkLjJ/tjDA9i1bAP/PemlAElIhjDPdehv7WLZ5n3otXYp/2Oe+Mev/WNEcHe3bxlmbcQviTAKYYEOEJUbHnJ6Wx7ZxY7PpiLI7Nw8AKe+SuWmePB6cL+7SIcX/1aZK9OeVBCA1HTMtHUicYy7XnsP/7lWeZ9LMVv/dPLvGsNvAad2VjGrRWicpAApxgS4AhROdjSMtk+ZQ7b35uN3U/wooQHYbj3evQDuwEKjpl/YP/yF9TkdP83NOjR1K2OmpmDmpEDmdngPocfgXqd96XotZ6/G/Qoeh3otagn0lBTMjAM64++5xVk937aswpKr/O7EgzIX+Z9TUtZ5i1EMSTAKYYEOEJULvaMbHZ+OI+t78zC5id4UUIC0N99LYY7eoBeh+PHv7D/bwHq8TSfepp6NbDOneRTpmblomZmo2bmgkbBtXYntglfQnAAAb++Qe6Yj3D9sxHDgzdiHDHgrO3Mm/gVjm8Xo6kfgxIZhmvppqKXed/bi/jH+hFcX5Z5C1FSEuAUQwIcISonR3Yuuz5ZwJY3vyfvjOAFgEALhjt7YrirF+j1ZHV7wnd+jlHvCT5CA1EMepQgKwRaUIIsKAEWcLtx7TqMc84/YNCjH9QD55/rUA8moqlXA018TU9PjN2J6nB6/u449Xe7EzUx5azDZNaakTR87Cbq3X+dLPMW4jxIgFMMCXCEqNycuTZ2T/2FLa/PJOdIcuEKVhPaNvG4/t4Aei3GEbdhn/Y76vFULDPG41yx9awbVV5sVa9u4lnm3edqWeYtxAU4l89vXRm1SQghLhqd2UjDof2oP/gG9ny1kC2vzSDrQGJ+hew8T3ADaGKj0F17JY5Zf6O6VRwz/8C1eV+pt1HRaal1W1caPt6PiDYNSv39hBC+pAdHenBEOXLZ7GgMeplceoHcDid7py9m86vfkbnnSOEKWo1nA0+NgmXuJNy7E7B/9hPuHYfOel9DSAAagw6tUY/GoEdj0Hn+1OvQGnRojAbPn6fLDTr0AWbCW9enxvVXYomOKKUnFuLyJENUxZAAR5QnVVXZ8cFcdnw4j4zdR7DGVqXG9VfSZOQAAuKiyrt5lZrb6eLA93+xadJ00rf7CV60GvT9OmEccyeK2Yiank3Og6/i3nagUFVFoyFuQGeajh1EaOO4Um+7EKJ4EuAUQwIcUZ6WP/oOuz5dUKhc0Wmpd9+1NB17BwGxkeXQskuH6nZzcM5SNk38hrRNfoaj9FoCN3zpPXT+sxHbx3OLTL5X8+aONHtmEGEt6pZSi4UQJXEun9+a0mxIXFwciqL4vMaMGXPWa8aNG0d8fDxWq5XQ0FC6d+/OypUrfep06dKl0H0HDhxYmo8ixEWRsnaX3+AGQHW62PXZz8xpcA8rhr5LdoL/DRpF8RSNhrhbOnHjmo/pOmcC4W3O2OrA4SL79nEAOJdvQYkOx/rti5g/fxpNrWqF7ndw9r/Mb/Mwf9z0PMmrd5TBEwghLlSpBjgAEyZM4NixY97Xc889d9b69evX5/3332fz5s0sXbqUuLg4evbsSVKS7w/7wYMH+9z3k08+Kc3HEOKiOLZkvc+x4f4b0LSo51PmdjjZ+fF8Zte/m5XDppBz1M8qIVEiikZD7I3tuWH5B3Rf8IrPOfemvTjm/4emXgw5d75E7oj3UKxm1FNbOiiRoYXul7BgOT9fNZRF14/hxH9byuQZhBDnp9QDnMDAQKKioryvgICz536444476N69O7Vr16Zx48a89dZbZGRksGmT7wZ2FovF577BwcGl+RhCXBT2tAI5UqwmjCMHYp3+AuZPnkLTtI5PXbfdwY4P5jGr3l2sevJDcopI8S+KpygK1a9ty60HvvMpt709E8VqwjD4RpwLV5Nz+zhPckCDHsv3EzAM6ev3fkcXruHXzsP5vfsoji3ZwGU40i9EhVfqAc7kyZMJDw+nRYsWTJw4Ebvdz07BRbDb7Xz66acEBwfTvHlzn3PTp08nIiKCxo0bM2rUKDIzM4u8j81mIyMjw+clRHkwFewVyM4js8nd5D45BSUqDOuMcZg/HImmcS2fa9w2B9vfm83senexeuRH5PpLcCdKxFqjCs1fuNt7rB5Pwz71Zwx39UKJqZpf0e4g75lPcSxYBoCuW2t03dt4djUvIPGvDSzsMYrfOg/nyO+rJdARogIp1UnGb7/9Nq1atSI0NJRVq1YxduxY+vbty+eff37W6xYsWMDAgQPJycmhWrVqzJ07lyuuuMJ7/rPPPqNWrVpERUWxZcsWxo4dS926dVm0aJHf+40bN47x48cXKpdJxqKsHV6wgj9vKjBMqyhgNUFOHrpeV2J4tB/a2tE4l6zD9v5s3DsOFrqH1mwk/pE+NHnqNkxVQsqu8ZcIZ04ecxrdR87pOU4mA9YFr+Haso+84e/5vcb0ykPo+3bEtesw9k9/wvn7Sr97WIW3aUDzZ++kRu92svRfiFJQqquoigoWClq9ejVt2rQpVD5r1ixuvfVWkpOTCQ8PL/L67Oxsjh07RnJyMp999hl//vknK1eupGrVqn7rr127ljZt2rB27VpatWpV6LzNZsNms3mPMzIyiImJkQBHlLmT2w8yr+kD3mPTqw+jRIaRe9+p+SEaBd11V2F89CaUqmFkXfMEFLGbts5qIv7RvjQeOQBThAzRnot93/3Bv3fl70mlu+EqTC8PJvuG0ahFzHnStqqPYUhfdB2a4dp3FPtnP+H8ebknv84ZwlrUodkzg4i9qQOKptQ7yoW4bJRqgJOcnExy8tknPcbFxWEymQqVHzlyhBo1arBixQquvPLKEr9nvXr1uP/++xk7dqzf86qqYjQamTZtGrfddlux95Nl4qK8uPLsfBN4g3cDRk2LeihGPa6V23wrajVo4mvi3rofLEZMz96D7cM5qEcKr6zSBZhpOLQfjZ+8FWOY/HsuCVVV+bXDEySt3O4tU6qFo5ZgnpOmaW2MQ/qi69oK96Hj2D+fj+OnpeBwFaob0jiOpmPvIK5/ZzRa2aJBiAtVqls1REREEBFxftk516/3rCCpVq3wMsyzUVXVpwfmTFu3bsXhcJzzfYUoa1qTAUv1CO/wiHvDbv8VXW5PcANoalRF07Q2uE/1FFg8Q1qnObNy2fzqt+z4YC4NH+9HoxG3YgwNLNXnqOwUReGKtx7ll6sf95apx1I8m3HWivY7NHiae/M+coe+jSY+FsOQvpgmPIhSNRT7R3ML1T259QD/3vkKG8d/RdMxd1D7jm5o9LJDjhBlodT6TpcvX87bb7/Nhg0b2L9/P99//z1DhgyhT58+xMbGeuvFx8czZ84cwDM09cwzz7BixQoOHjzIunXrePDBB0lISKB///4A7N27lwkTJrBmzRoOHDjAL7/8Qv/+/WnZsiVXX311aT2OEBdNYO38QFwJCcBw/w0oVQsvST7NveswOX3GeD6ADXqsP72K6fVH0dSO9qnnyMxh0yvTmVVnEBvGf4X9LLtaC6hyZUNqD+ruU2YcPgDzB0/CGRtixvXvXCgwce84RN6IKWT3GYNjxh8A6G/rhv62boXeK2P3Ef574HVm17+L7VPm4CwQoAohSkepBThGo5GZM2fSpUsXGjVqxAsvvMDgwYP57jvfZZo7d+4kPT0dAK1Wy44dO7jllluoX78+vXv3JikpiX///ZfGjRsDYDAY+OOPP+jVqxcNGjTgiSeeoGfPnixevBitdAGLSiCwToHAxKjHOHIgmoY1vUWmqiFEdmzm/2K3G/sn89C2rIdl3iRMkx9BOWN7B0dGDhtfmsasuney8eVvsGdkl8ZjXBJaTXwAnSV/ON0+dQE5908Cp+9wU0DNKPrt/IoGj/RBY9D7nHPvPYKa5lnFqakZiabWqe+HQQ8Wo0/d7MNJrBrxAT/WHsSmV6ZLECpEKZKtGmQOjihjmyZ9y/rn/+c5UBQC1n6O7a2ZOL5ZCIA+yMLtKfNIXLKBDeO/8p9QTq9Df3NnDA/1QakSgnPBMmwfz0E9dKJQVUNoII1H3ErDx/uhD7SU5qNVShtfmsaG8V/5Fup1KAHm/MDFoKfv5qkE1Ykm52gyW974nl2f/Ywrt+ihc/1dvTAM6Yvj69+wf7fY72RxfaCFBkNupOGwm7FUK3rhhRDCQ/aiKoYEOKI87f9+Cf/cMdF7bJk3CdeKbdgmTfOW3ZY4C1NEMKqqcuyPdWwY9xVJK7YVvplBj/7WzhgevBElPBjn/P+wvfM9anJ6oarG8CAaP9mf+MduQh9gLpVnq4ycOXnMbXwf2YfzJ3CbvxiLmp7ts2w89qYOdP1xnPc493ga297+kR0fzcOZXXjISYkKw/BAb/S3dAa7E/vMP3B8/RtqSuE8XBqjnrr39qLJyAEEnjH0KITIJwFOMSTAEeUpec1Ofm73mPfY/P4I0GjIffRNb1nzF+6m6Zjb0Z4aDlFVlaML17Bh/Fckr/KzF5JBj75/Vwy3dyd70HhIzwazEfz0MBgjgmkyagANHumD3iqBDsC+GX/y7535Wznorm+H+fXHyLnvFVyr8ldaBdatTmTHpkR2aErVDk0JrF0NW2oG29+dzfb35+DIKNxLo0QEo7/7Wgy3dQO9Fsecf7D/7xe/K+IUjYa427rQdPRAQpvWLp2HFaISkwCnGBLgiPJkS8tkRpV+3mPj04PQdmhGzo1P+9QLqF2N1hMfoOatnb1J41RV5civq9gw4StS1uwq+k2CLFh/fh3bS1/hXLjKbxVT1RCaPDWQBkN6+8xDuRypqsqvHYf59JJZpr8AZiM5tz7nN6kfgDk6nMgOnoAntGltji1Zz47352BL9ZNZPciCYWB39Hf1Qgmy4pj5B7ZXphWud0qNG9rR9Onbqdq+8QU/nxCXCglwiiEBjihv31Xph/3U/A79Hd0xjh5Edt+xqAcTC9WNaBtPm9eGENmhqbdMVVUSFqxgw4SvSF2/p/AbmAzoB3bHueA/1OR0tO2b4N53FDUxtVBVc1QYTUYPpP7gG9CZjYXvdZlIWrWDX9oP9R5rmtbBOmMceeP+h+OHJSW6hyE0kLBmtUnbegCbn2FCwPO9ubkzAI5vF6GEBKDUjMK90c/3EYjs2IymTw8kutcVkh1ZXPYkwCmGBDiivP3ScRhJy7cCoERHYPnqWZQqIdhe+xbHt/63HIm9qQOtXnmQ4Po1vGWqqnJ4/jI2jP+atI17/b+ZomCZNwlNTFUcP/6F/bP5qCcK72dlrhZO06cHUv/BG9CaDBf+kJXQv/e+yr5vFnuPTZOGoLuuHa7Ne3Gt3YVrxVZcK7Ze1PfU33MdxqG3kNX1ccjKLbJeWMu6NB09kNibO0rSQHHZkgCnGBLgiPK2fcocVo34IL/AoMdwZ0+cq3fg3rwXpXoV1OSTYHP4XKfotNR/qDdxt3TCGBGMKSIYY3gQikbh0Lz/2Djha9I27y/8hhYThkE9MNx3PZgMOL5fgv3z+X4nI1uqR9B0zO3Uu/86tMbLK9DJPpLM3Ib35uepsRjR39QJbesGaNs0wL07gdwHJ4Nei/HJgdhn/OG31+2cKAqaOtVx70kAqwnzlBE4ZvyBc/Fqv0NjQfWq03jUbdS5s/tl9/0RQgKcYkiAI8qbLS2TXzo8QcbOw37PW755AXdKOnnD3i3R/QyhgZgigjCGBflsP1CI1YThrl4Y7r4OjHocM//APnWB35U91pgqNB07iLr39vJOdr4c+CzjP1OAGbJyUWKqYvl0NLlPfYB7y370t3dHE18T19oduNbu8juBuCSUGlUwjbsf3VVNcO8/hv1/P+OY738bCHN0OI1H9Kf+4BtkVZy4bEiAUwwJcERFkJeczl8DxnP8n02FzikxVVHMRty7DqNpXAslyIpruZ98OOcr0ILhzl4Y7rkWdFpyH3ur8H5YpxhCA2k96UHq3tPrsthmQHW7+fv2lzk4658SX6Mf1BP9rV3Q1o8BwH0sBde6nbjW7MS1difufUe9+4+VhKZJLQwP3oi+xxW4E1Oxf/Urjh+XQI6fVXFhgcQ/dhPxQ2/CFC6brory5Xa5SF65g+P/bsIcFUbVDk0JqnPxUh9IgFMMCXBERaGqKofm/MvaZ6aSueeI3zrGZ+/GcEcPnP9uxPbmDNy7Ey5eA4IsGO7ogf3r3yEnD23H5rg370U9S4bdmjd3xFKjCpbocMzVwrFUC8dcLQxLdDj6IOslMRHW7XJxaPa/7PjoJ5JWbsd9xlBhkYKtaFvWR9e6AdrWDdA0ikPR61BPZpJ90zOoSSdRosI8Q4POwr0yZ9LUjsbwQG90N1wF2bnYpy/C/uUvfgMdndVE/QdvoOHj/Qg4I7u1EGXBfjKLJf3Hk7hkvbdMY9DTetKDNBp2y0V5DwlwiiEBjqhoXHYHuz5dwMaXpmHzM1yk694G45O3ocRUxX0gETUt0/M6mYl6PA37h5793LSt6uM+nnZ+QyR6HdbFb3vm53ww+7yeQ2s2Yq4WRlCdaGL6tKf27d0whASc170qCleeneTVOzm+dDPH/91E0vJtOPxkJfbLbETbrA7apnWwfz4fAMsPL+HadgDbi1MhyIK2QSyuTXsLzbcqSKkWjuGe69Bd04rsPmMgz+7ZBsJPoKNoNMT0bU/Dx28msmPTSyLgFBWfM9fG9MAbijzf47fJRHdvfcHvIwFOMSTAERWVPT2LzZNnsP292bjy7L4ndVp0N16Ntm51lNBAlNAglNAAcLnJGTQBwBOgzFuKfcostFc2wvzRSNS0LNS0DM+fJzPzg6O0TFzbD3qWJ+u1KMEB4FZR7Q7IykV/3/UoAWbsX/0KfhLYlYQxIphWL99P3fuuvWRW/ridLtI27eP4v5s4vnQzJ5ZuIS/pZImv1zStAzY77l2H0fW8AvPbT6A6nLi37MO51jOk5Vq/2+/WDui04HShRARjXfAauU99iOvfjUW+V1iLOjR8/GZq3db1sl0ZJ8rGV/oevsOwiuJzHNmpGdf++dYFv48EOMWQAEdUdFmHjrPhxS/Z+83ic5q7oVQJAYcT9WQWSrVwdF1bngqEAj35VsKCPH+GBqKEBuL4YQm2iV+jaVgT648vkz3gBdxb92MY0hfjE7d676va7NjenOnJpXMiDXfySU+25BIKa1WPK99+jKpXNzmHr0LloKoqGTsPn+rh2czxpZvJPni8ZBdrFDT1YtC2ro+21alhraqhqG437l2Hca3diWPOP7i3H/S9zmJEP6Abjll/QWYOuhuuwr3/GO5tB/y+jalqCA0eupEGD9+IOSrsgp5XiDNte282q5/8ML8g0ELgik/IHfsxzp/+AyCgVhS37P7mgt9LApxiSIAjKouU9btZ+/SnHPtzffGVz4de61mhE2hB26o+rjU7IDsP3fXt0HVohia+JtoGsX4vzRk8GdeyLehu6oi2eV1s478AQNfzClzbD6IeLrzxZ+1B3Wk96UEs0RGl8zwVRNah45xYusUT9CzdTPq2g8VfdIoSWxVtqwaeeTxt4rG9/T3OhavQdWuNtlNzbOO+KPSbsuXHl9DG18S5bieOab/j/GMtuNx+7x/VpQWtXx1MRJsGF/qYQpB9JJkfaw70KTO99CC6nm3Jvu0F1AOeNAqhzevQZ+0nF/x+EuAUQwIcUZmoqsrR31ez56vfObp4nTcDcllSIoIxPNrPs58S4Np+gNzh76EmJHkCnKa1sb3k2ZE7YO1U0GpwTPsd28dz4YyNKHVWE82eGUSj4bdcNnlc8pLTOfHfllM9PJtIXb8HtYgApCi63u3RdW5J3lOe/EmWH1/CvT/Rs1pr/W40sVXR39ET3RXxuI8mY/92kaeH5yzDi9E923DFG48Q3DBW5uqIc6a63Xxt6OlTZnp3GPrubch74XMcs/72lrd542EaD7/1zFucMwlwiiEBjqjMnLk2bMnp5CWnY0vOIC/55Kk/071/P33eUyf9nD9Mi6JUCfEsXx7QFdvr3/nPumwxYrjrWgyDb0TNzsX21kxPN/UZP2oC60RzxRuPUKN3u8vuw9WRmcOJ5ds4caqH55xWaoEnMeTQm9G1aoCmSS3PSq30LFzrdqHm5KGJr4mmVjXIc+D4aSn2r38rNiFhVNeWxPZpT9UOTQhtVvuSmTMlSs/S+yazd1qBnwGnhqYAMhvf5VN3YNIcjKGBF/yeEuAUQwIccTlR3W7s6dmngp7TAdGp4CjpJHkppwKipJPYUjyBkqOY+TVKZKhnKbnNgeHxW1CPp+H4/k/fOlFhGEfejv76drg27iHvla9xbymcZbl6ryu44q1HCW4Qc1GfuzJx2eykrNnlncdzYtkWvzuT+2UyeFZqtY73zOVpXg/FYsS18xDORavR39ED14qt5D33mWeSco6t2Hld+iALVds3IbJDEyI7NiO8Tf3LprdNlMzxpZv5rcsInzLv0FS/Z1CPJnvL230wjAZDbrwo7ysBTjEkwBHi7Fw2O7mJaWTuPcqG8V9x4r+ikwwax9yJ+1gKjq9+BavJM/ejwAowbZt4jM/chbZBLI7Zf5P3yjTI9V3erOi0NHriZpo9dyeGIGupPVdl4Xa5OLl5v3fS8vF/N5F34mTJLtZp0TSMQ9Frca3bhaZFPazTXyB70AQMt3RGf3Nnch59E9f6XSVeHac1GYhoG09kh6ZU7dCUqlc1Qh9oOf8HFJWaLS2TGVX6+ZRZf3kdTc2oQkNTWrOROzN/vmjvLQFOMSTAEeLcOHPy2PnxfLa8PvOsS6KNo25H17s99s/ne3bgPj3sotWgv7Urui4tyX30TU8PgkYptNeSKTKU1q88SJ27eqBoNKX4RJWLqqpk7D7iGdI6tTw9a38J98A6vdfVwWNoGtfG8vnTKAV2jXf+tR7H/P9wrd2JWsLl7opWQ1jLukRe3ZTITs2oenUTTBGSRflyoKoqP7UYzMmtB7xl+jt6YHr2bqDw0NQd6fPRWy/eViIS4BRDAhwhzo8jO5edH/7Eljdm+k1IqNSognFIX3R9OqCmZmD/bD6OH/8Cu+/8Em3LehjHP0Du4MmoxwvvbB5xRTxt3x1KlbbxpfUolV52QtKpPDyeXp6TWw6U+FqlRhWMI25Df+2VPuXuQ8dxrd1J3qRphSaHFye4UU0iOzT1vDo2xRpT9ZyuF5XDjg/nsfKJKd5jpWYUAb+8DkBWt2Goianec9fMfZmY3u0u6vtLgFMMCXCEuDCOzBx2fDCXrW/9gC218KouJbYqxiE3obvxatSkk9g/+8nTbe1wAqCpE43+9h7YJn4NqooSEuB3e4i69/ai1csPSO6WEshLSefEsq0c/8cT9KSs3YXqLmZyudmIvnd7jCMGeBI9npLZ6n6wOTBNGY5rxTYc0xeCVuPpcSvhR4a1ZqQ32Ins0JSgBjGX3WTyS03a5n381PKh/AK9Dst3L6KYjOQMnox6LMV7qsqVDbn+vyl+7nJhJMAphgQ4Qlwc9oxstk+Zw7a3f8TuJ0BRakZhfLgvuhvao55IxfbGDJy/rfSpo2laG8uXz2L/6lfPdgZnbD+gD7TQ/Pm7iB9602W1q/mFcmTlkrRiGyeWbmHX1F/ILfDh44+2fRMMd/ZC17kF7uR0HN//iWIy4Fq3C+eSdei6tsI08SFc63fhWrsT59qduLft97vTuT+mKiFU7dDkVNDTjNDmslKrMnFk5/JdaF+foNn0ykPo+3Yk+9bnCiWjHJSxAJ3FdNHbIQFOMSTAEeLisqdnse3d2Wx7d5bfFViaWtUwPHKTpzdg9t8QZPEEMk4XmAwYHuiN4YEbUE9mYXtzBs6flxe6R1CDGNq++QjVr21bFo90yXHZHRz7Yz3/3f/aWedRKXFRGAb1RNu0NjkDx3nLcKvor2/nWa3Voi6KxYSaa8O1ea9313TXxj2FJpAXRR9oocpVjYjs2IzIDk2JuKKBbCdRgf334Ovs+fJ377G2a0ss7z8JQFaXx33mb/X68y2iOjUrlXZIgFMMCXCEKB32k1lse2eWJ9A5y4aUpokPocRWJfeul71lSvUqGJ+6HX2PK3Cu3YntlWm4dxTOAFyj91Vc8cbDBNWtXirPcDlwO10cmvcfyx56s+iUAKf2EtLUrYF13iRyHnoN13+bPed0WjTxsaeWpjdA26o+mtBAckd/iPPn5Z5d1KuE4Pp7Q4nbpDHqibgi/tQ8niZUad9YVtRVEPtnLuGfQRO9x0pkKNbZE3Gu24Xt+c99hpfjbutK5+nPllpbJMAphgQ4QpQuW2oGW9/+ke1T5uDMyi10XlO3BkpUGK6lm1CiwtBe2QjngmXgcqNt1xjj2DvR1I7G8eNf2N/7EfWM7M0ag55Gw2+h2TOD0AdcvBUal6OU9bvZPmUO+2cswW33k2xQo6Dr3BLnvxvB6cI45k7UpDTsP/6Vvx+ZoqCpHY37RBpk5mB86na0Vzcj56axABhGDMC945BnpdaJwpPK/VE0GkJb1CGyQ1Oiu7em+rVXyMq6cpC57yiz69/tU3a69yarw6OF/m+W1tDUaRLgFEMCHCHKRl5yOlvf+oEdH8zFWcSqHH3/rpjG3Y/7wDFsH83F+cty0GjQ39YN49Cbca7ZQd7j7/i91hwdTptXH6LW7dfIBNYLlHs8jV2fLmDHxz+R52dl22nG8fej79MBXG4cPy3FMX0h7r1HC1cMtHh2RA+yYJn+Itra0cCplVrrTs3jWbMD9VDJNiYNbhhLp+nPEdas9nk9nzh3LruDXzo8Qeq63T7lppceRNerLdk3jPYZmrp2ydtEdmxaqm2SAKcYEuAIUbbykk6y5Y3v2fnRTzhzCgc6mviaGB7rh/6a1rj2HcX+8Vycv67wrOyxmlATktC0qIdi1ONaua3Q9VXbN6btO0MJb1WvLB7nkuay2Tnww99snzKHlLW7/NZRwoLQD+iKfmB3NFVCcP63Gfs3v+P6d1ORq6yU8CC0rep7hrRax6NpEIui1eBOPonjhyXY35/tqegnP9JplhpVuHH1R5iqhFyMRxXFWPP0p2x983vvsbZNPOaPRqJYTOQ9/7lnPt0pDR7tS7v3Hi/1NkmAUwwJcIQoH7kn0tjy+vfs/GgergLZjk/TNK6F8dF+6Lq0xLX3CPYP5+D8fRWoKsYJD6KJiyL37pf93BlQFOo9cB2tXrpfPgAvAlVVSVq2lW3vzebQnKX+l5zrteh6XYnhrl5om9TGfeAYea9/h+uv9cW/QYAZbYt6aFs3QD2ajOOHJWgaxGL58hly7n4Z9+4ElCohnvkdp9ILAFz53uPEP9r3Ij6pKCj7SDJJy7aw/sUvydiV4HNOd8NVmF97FOeyLeQOnuwtV3Ra7kidV6pDU6dJgFMMCXCEKF+5ialsfm0GOz+Z73eTSU3T2hgfvRldp+Y4Fq0mb/h7nhPBVkjPRtsmHm3bhtj/97PPthAA+mArLcfdS4OHb0Sj15XF41zysg4dZ+eHP7Fr6i9F7mavbVkP/Z29cMz+G9d/m9HUrYGaa0M9klTi91EiQ9H37Yj9q1/B5sD80Si0LeuR3XeMNyFk7Tu60fHrsRfluS53bpeLk1sOcGLZFk4s28qJZVvJPlj0kKHppQfR9biC7JvG+iT0u/avt4nsULpDU6dJgFMMCXCEqBhyjiaz+bUZ7Pr0Z78TXDXN6qCYjbhWbkNTqxqaOtVx/rEW/W3XYHx6EGpyOrbXv8O5cFWha0Max9H2rUep1q1VWTzKZcGRncu+bxaz/f05pG8/dNa6pneeQFM1lJw7xp/3+xnH3In+li5kdX7Mmx+p8ZP9afPakPO+5+XMkZVL8srtp4KZLSSt3F6iTV31d/bE+MStKFZzoaGphk/cTNu3Hi3NZvuQAKcYEuAIUbFkJySxefJ37J76q/+VPIDh4b7o+3Umu/dT4HChxFbFNHoQuq6tcK7a5llWvjuh0HWx/TpwxesPExAXVdqPcdlQVZWji9ay/b3ZHPmtcHAJgMmAUjUU9dBxNC3qYXrubuzfLMT5y4pCW3cUxTJvEu4dh8h7+iNvWeeZLxB3S6eL8RiXvOzDJ7zBzIllW0nbuK/47NannZoLpWlcC+v3EwBwLt1E7pDXvVUs1SPot/3LMhmaOk0CnGJIgCNExZR16DibX/2OPV/8hrvAvIvTTm/poMRGYn71YWyfzAOXC+PTd6KpGYVjxmJsH8zOX758itZkoMmo22gy+rYy/WF8OUjfeZjtH8xl71e/F7lSThNfE+Pjt6Dr0hJ3Sgb2937w7FF2Svxjnjk1Oz6Yl39Ng1issyeS88gbuP7ZCIA+yMKAIz+gK7BZqPBwu1ykbdrnHWpKWraF7MPnMDwYFoTqckF6Nvr+XTEM6Ut23zFYf3gJTc0obJ/+hOOrX31y3pTl0NRpEuAUQwIcISq2rIPH2TRpOnu+/B3VWXgrAE29Ghifuwddm3hcm/di+2QemtgojI/2Q3U4yRv7Ca5/Nxa6zhpThTavDaHmrZ1lWflF4na5yNxzlOP/bmLV8A/8Th4HUCKCMb3+KLq2jXDM/4+8MR97z3We8TyW6lX4teMT3jLjyIHo+nUiu8vjnozXQJ17etFh6lOl+0CVhCMzh6QV2729M0krt/vNOeWXoqCpXQ1ty/qnXvXQ1Iwib/J0HF//5kni2MpzTte5Bdm3Pl9oOX9ZD02dVmECnLi4OA4e9M1E+vTTT/Pqq6+W6PohQ4bw6aef8vbbbzN8+HBvuc1mY9SoUXz33Xfk5ubSrVs3PvzwQ2rUqFGi+0qAI0TlkLn/GJtemc7erxeiugp3rWuvbITx8VvQtqyPa+Me7DMWo20dj/2Ln1EPJILV5HdX7MhOzWj7zlDJqXKO7CezSNu8n9RNe0nbtJe0Tfs5ufWA36X/XhrFk9PoiVtRnS7PVhxz/z37GykK1kVv4/x7PbaXvvIW9/htMtHdW1+kp6lcsg4d9+mdSdu0v+TDTYBSLRz9De3RtqyHtmU9lOAAVJcb985Dnv3F1u/GtXo7anI6ALo+V2Oe9DC5oz/C+fMyn3tF92jNNXNeKpetNc7l87vUlxhMmDCBwYMHe48DAgLOUjvf3LlzWblyJdHR0YXODR8+nPnz5zNjxgzCw8MZOXIkvXv3Zu3atWhl8zYhLhmBtapx9WejaPr07Wx6ZTr7vlns80PdtXIbOSu3oW3fBONjN2Oe9DCu9bvQRIXjOpKM9YeXPNmQ//ezz32P/7OJBW0epv6Q3rQYdw+m8OCyfrRKIy8lnR1T5rL/+yWFlg2XhLZtI0zP3YP9xyXY3voe0gtvylromtYN0FQL92S3PsUcFUZU1xbn/P6Vkdt5ergpf3VTTkLJh5tOMzzcF/fxNJxz/kGpGoph8I2eXwSmLfQENZv2gp/gVImLwvT8vTjm/FMouGkx/l4aP9m/UuwbVuoBTmBgIFFR5za578iRIwwdOpTff/+dG264wedceno6U6dOZdq0aXTv3h2Ab775hpiYGBYvXkyvXr0uWtuFEBVDUN3qdPjfaJqOuYNNE79h/3d/+gY6y7aQs2wL2g7NMA69GeNTt5PT/3lsn8zDvXkf4NnZXD2W4p3gqrrd7PzoJw7MXEKLCfdRf/ANsrt1AfaMbM++Ym//eNZ9xQoxG9H1aosSEojjy1/QtmsMgLZpHcyvPIT78AlcW/bh2rAbtYgPbU3T2p56G/Z4y+IGdLlkvz/2jGySlm/zBjPJq7YXOZ+pkFPbZHiGlOqhaVqHnAEvQK4NJTIMzanhPfemvWRdNaTIJIpeeh3mNx7DnZhK3itf+5y6/r8pVLmy4fk8Yrko9SEqm82G3W4nJiaG/v3789RTT2EwFB35ud1uunfvTt++fRk2bBhxcXEMHz7cO0T1559/0q1bN1JTUwkNDfVe17x5c2666SbGjy+8JNFms2Gz5e9wm5GRQUxMjAxRCVFJpe84xMaJ37B/xhK/mXOV0EDUtEw0TWphHDmQvKc+xPzZ0yhmI7bXvsX559pC14Q2q03btx8jqnPzsniECstld7B9yhy2vDYDW0pGkfWUkAA0DWLRNIhF2yAWNTUD25szIMhC4PJPAMi+8WmwGNFd2QilWgSaauFoakahqVUNAHfSSVxrd2L/cHbh7R7MRp+dyW9Y8QERbRpc/AcuY6qqkn3wuO/qps37i8wAXYjJgLZJ7VNDTfXRtqiHEmxFdbpODTftxv7x3EJ7RJVYgBnT+Aewf/YT7h35qQBavzqYJqNuO797XkQVZohq2LBhtGrVitDQUFatWsXYsWPZv38/n3/+eZHXTJ48GZ1OxxNPPOH3fGJiIgaDwSe4AYiMjCQxMdHvNZMmTfIb+AghKqfg+Fg6TXuGZmMHsfHlaRz44W+fDwjvD3etFjUlAzU1g9zh72H5eBTmKcNxLtuC7dVpPh+qaZv28Xu3kcQN6EKbyQ9hjala1o9V7uwZ2Szq9TTJq3cUOqepVQ1d345oG8SiaRCDJjIMADXPjntPAs6lKWha1MO9YTeZ7YagBJg9PWaAfct+35sFB6BtURdti3rormqMeirHjRIS4OmZy8z1CW4AwlvXL4UnLn1up4vUDXt8Aprcoyklv4HFiO7qpjhXboOMHEwv3oe+TwfUzBzPcNPXv3rmz2ze680VVBIhjeM4ufWAb6FGgaxc8ka+71Mc3bMNjZ/sX/I2VxDn3IMzbty4YoOF1atX06ZNm0Lls2bN4tZbbyU5OZnw8PBC59euXcsNN9zAunXrvHNvzuzB+fbbb7nvvvt8emQAevToQZ06dfj444/PvK304AhxiUvbsp+NL03j4Kx/iqyjqR2NZd4k747UqtOF49tF2D6c49kU8gwtxt1L45H9L6slyX/f8TIHvv+r8AmLkYAlU1BtDtyb9+LaeQj3rsO4dx7CfTARtFqMY+7EMLAbOfdMxLWmcIBULKMe629voqkaivPfjeQ+/IbP6U7Tn6XWbV3P78HKkD0964zhph1nn4RdkKKgqVsdbcv64HThmP03SrVwAha/Q87Db+D6dyOaOtVBq8G9J6H44aZTtGYjEVc0oGr7JlRt35gqVzXi6MI1/DNoYv5bR4Vh/uxp8p75FPfmvd5yU2QofdZ9ijky1N+ty1yprqJKTk4mOTn5rHXi4uIwmQrnmjhy5Ag1atRgxYoVXHnllYXOv/POOzz55JNoTv0AAnC5XGg0GmJiYjhw4MB5DVGdSVZRCXFpSt20j40TvubQ3KWFTyoKuh5tMDx6M9p6+Ssu3SkZ2N/5HsecfwoNE2hNBjp+8wyxfa++5JeV7/9+Cf/cUeADLywIw4O9PXmFsvPQNK+Le9sBn32hwLM6x/zW42jiY7G9Mg3HD0vOrwGKgq7HFeB0oebacK3aBgVWzmn0Onouer3M866cjaqqZB1IzM8MvGwraVsOlHy4yWxE27S2d6m2tnldlCDPcJNz0WryRn0A4NmTq8Cu3cXetlq4N5Cp2r4J4S3r+mxbkrnvKPNbP+wzt0oJCcAw4jZsb83IzyOlKPT49dUKtXKtwiwTP9OCBQu48cYbOXjwILGxsYXOp6SkcOzYMZ+yXr16cdddd3HffffRoEED0tPTqVKlCt988w0DBgwA4NixY9SoUYNffvmlRJOMJcAR4tKWumEPGyZ8zeGflhU+qSjoel6B4bGb0dap7i3O6jbMZ3+dgkKb1qLT9OcIaVSztJpcrnKOpfBT8wexpebP29A0rYPphXuxvfI1rvW7/V6nv6UzxtGDUDOyyR3xHu4zh6JOqdKuEdaakRjDg1A0CvbUTJJW7SBzzxG/9ZXwIMxfPov9/VmezVZPqX5dW7rPf+UCnvTCuB3OAsNNnlfusXMYbgowQ1Yu6LRYpj2PpmFNFL0ONSMb18Y9nqGm9btwbd5XaIiuSIpCaJM4qrRv7O2hCYiLKjIgd9kd/NppOClrduYXGvXgZ0+4pk/fTquJD5T8+cpAhQhwli9fzooVK+jatSvBwcGsXr2aESNG0KZNG+bNy89WGR8fz6RJk+jXr5/f+5w5RAXwyCOPsGDBAr788kvCwsIYNWoUKSkpJV4mLgGOEJeHlLW72DDhaxJ+XlH4pEZBd+2VGB7ph7Z2NM4l68h7cSqGwX2wfz7fmw+koFq3X0O7KU9gCClZuovKQFVV/rzpef9foyIokaGYxj+ArmNz7LP+xvbadM8HdwlpzUbCWtQlaflWn3LjyIE41+3EtXwrpgkPoL+hvU8eFl2AmUEn55f4fS6ULS2zwHDTFpJX78RV0sBDo3g2HE1OR03NwDD4RvR39CC7q2d+qWHEANQjybjW78K950iJe310FhMRbeOp2r6xp5emXaNz+ve4ZvQnbH3rB++x9op4TK8/Rs7dL/sk86vSrhHXLnmrwm1YWyEmGRuNRmbOnMn48eOx2WzUrFmTwYMHM3r0aJ96O3fuJD298A+Ss3n77bfR6XQMGDDAm+jvyy+/lBw4Qggf4a3r023eyySt2sHGCV/77pvkVnH+sgLnbyvRXX8VuvZNUaLC0XVvg/OfDbj8BDj7v/uT/d/9SauJD9B41IBLYtnyni9/8wluNI3iMD55G3lPfeh3JY62bUPM7w5DzbV554WcK1eurVBwo4QHob/nOtyHjuPKs2N7ayb6G9r71DGGBZ7ze5WUqqpk7jtGUoHcMye3HTy34aZmdfJXNzWvixJoIW/iVzi+XYxzyXrPfCVFAVXF/vb3JbttdPipYMbTOxPWvM55Bx0Jv67yCW6UkABMkx/Bve8oasIJb7k+2Eqnb56pcMHNuZKtGqQHR4jLRtKKbWwY/xVHFxVeJn6a9op4LF8+S869EzEM6Yv969+8eyGd6Zq5LxPTu11pNbfUZR08zk8tBufPxTDosfwwAWwOzy7gBbfJ0Gs9m5yGBWF4rB/ufcdwH03CtWQ9mno1MH862hMMOFyoWTmoGTmox1JwbduPe+t+XDsOnXXYRT+oJ8anbier8+OQnpV/3OFRb+9QTN+ruWbWxVkR67I7SF3vu7op73jaOd1DUzsa/YBrPPln4mui6LSo6dm4NuzOzw68ZR8UsX1FIYpCaNNaPgGNtWbkRZn/lXMshfmthpBXYC6P+YMn0TSrQ87Nz/rM8anIG5pWiB4cIYSoaKq0a0SPXydzYtlWNoz/imN/rCtUx7V+t2c+yYFEUMHy0SjcR5LIeeg1z/YPBfx503MA9Nn4OaGN48riES4a1e3mvwde95loanz8FjSxkeTc+rw3uFGqhmJ65SF0VzXBnZhK9vWjsL30FeYPnsSd4Alw1LRMHN8vAQXQ61ACLSiBFjS1q6G7ti2K0YDj1xWeSbNBFvQ3dsD56wrU1Pw8O/o+V+P8d6M307Gu5xW4lm3xGfqqeXPH835eW2qG7+qm1TuK3DfrbIzP34t75yEc3/+JEhqIrnMLXOt34fjxL1zrduHed7Tkw01WExFtGxYYbmqIIfjiD3+6XS7+vftVn+BGf1cvdF1akvPIGz7BTf0hvStscHOuJMARQlx2qrZvTM/fX+P4v5vZMP4rEv/akH/S6cK5cDUAuU9OIXDFJ2iqVyHg59dxLllH7tMfFdrf6qfmD6Ix6rl1/7eYq1aM5bTF2fHhPJ/n1raqj/7e67C9NRP3/qPo+lyNcdQdKCEBKFrPylbXyq1gMoLNQe5jb3mvVZPTsX80x/8b6bRo6lb3LmnW1IrGOGqgJ5hJzUB/z7Vom9RB26Q29ifeATwbc2pb1Sfvhak+t4rsWLIVVKqqkrn3qE/vTPq2g8VfeJrFdGq46VR24IY1ye423JMF22YHlyf4c63dSfZ1o0p+2xpVPMHMVZ6AJrR5HTS60h/m3PLaTBKXrPceaxrFYRw5EPtXv/r0ToY0ieOKNx4p9faUFRmikiEqIS57iX9tYN3zXxSaFwKAXov+tm6Yxt7lLbJ9Mg/7lFl+f1OPuCKeHr9PxhBkLc0mX5D0XQnMbz0kf8KsxYh11kTcySfJvWcipkkPo+/tmf+SN/4LHD8v87tp6Xk7NdwFYBjWH+NDfQBwbd6LY/Y/KMFWDENvIavTUJ+9qwwhATQafmuh/EQuu4OUtbvzd9ZevpW8EydL3Bylaija1g2882c0DWJRtBrU9KxTK5t2Y/9u0Tl9DRSNhtBmtahyaqipavvGBMRGlvj6i+XEsq381nVE/ma1FhPWH19Czcwh586XvMv+tWYjvVd+WOFXClaIVVQVmQQ4QogzqapK4p/rWTnsfdILpKj30uswPHYzxsE3eouyrhuJeuhE4bpAnbt7cuW7Q9EHWkqryefF7XTxW+fhJK3c7i0zPn8P+j4dyb7lGdRDJ9Df1g1th6bY3piBetB/hviCFJ3W08ujgtteeLnxWWk1BCz7GNXhxL15H9r2TVBO9Wpk9RiBerRw3jVT1RAajxyALTndM9y0ZiduP8uci2xvSAC669vhWLDMkx34jcfQX9cO98HE/KXa63fh3nes5MNNAWaqXNnQO38m4sr4cg9ybWmZzG89hOwC/0ZNk4ag69aa7Fuf8/m3e9UnT1L/gevLo5nnRAKcYkiAI4QoiqqqHFu8jj9vfsH/kmCDHtOrD6Pv1RbV6SLnthdRk9JQi9i3qemYO2g65nb0AeZSbnnJbJ78HeuezR/60bZvguWzp8mb8CWOmX+U6B5RXVoQ3ro+YS3qENaiLkH1a3hXlLldLpyZueQlnSR10z5S1uwkZd1uUtbtxu5vVVbH5lg+HkV2/+dxbzvgXU1lfKA3qsOJfeoCT2/Z+bKY0Davi7ZlPdSTWTi+XYQSUxXr/Mnk3j8J17pdKDWqQK6tyO+hP9aYKj69M6FNa5fJcFNJqarKXwPGc2iOb9JL3fXtPCsIf1vpLYsb0IVO05+tFMksJcAphgQ4QojiqKrK0d9Xs7j3M/4rGPXoOrdE07Am+ps64pj1F45Zf3v3XzpT60mDafBoH/TW8gt00rYeYEGbh3EXyEZsGHoz2mZ1yH3o9bNeG9qsNp1nvEBQvern9UF4OuvvqhEfkrBgubdcf0tndH07knv3y74XmI3oB1yDmpqBc/5/KFVDQaMUmYzxNKVaeP5S7Zb10NT3DDe50zJxLvgP26vTPRWLSG7n954aDaHNa/uubqrge5Xt+PgnVg59L7/AavI7xBZQK4ob13xcKpObS4MEOMWQAEcIUVKqqnJw1j/8PfAl/xWCA9D3aIPh8VuxvfQlak4eruVbixzaaPP6wzQY0hudpfB2NqXtr4ETOPijn/26CsyJKcgYEUx0j9Zc+d7jGEMvTg6a37uNJPHvonPnmF55CNfuBBxf/OLbljGD0HVq4dmh/PR8Eq0GJTLMM4xlMmBdMBlNtQgA3PuP5S/VXr8L9/5jZ75VkfSBFiKuLLC66cqGFW6o8WxSN+3j56seyx+202mxzByP86/1Pr1hik7Ldf+8S5W28eXU0nMnAU4xJMARQpwrVVXZPmUOq5/80H8Fox59v06Ynr8XAOd/m8h7/nNUf7lVFIUr3nyE+oNvKLPNPFVVZUbVm73DRNqrm6KJjii0d1T80Jto8eI95CWln3dvTVHSdxxibpP7vceaujVwn0iFjPyl6oZH+uE+dNybvdgrOABtk1qgqrgPHkc9koRx5EB0115Jdo8Rnmsf7I1771FcG3b7TVJYFGtsVZ/emZCmtSptEkdHdi4/X/lYoXlkut7tce9JwF2gvPWrg2ky6raybuIFkQCnGBLgCCHOl6qqrBz2Pjs/nOf3vO66dpjfeMx77JjzD7Z3f/C7WaIxIpjmz99F/QeuR2sylFaTAbCfzOK7iJu8x4YHbkDX4wpyBo7zlgXVq86Naz+5aL1Lrjw7yWt2enPPFByaArB8Nw738VTyhr/n93olOsIz1NTq1OqmejW8u8E7Fq7C/tl8FKO+yL2y/N5TqyGsRV2fzSitNaqc/0NWMMseepPd//vVe1zURp3RPdvQfcEr3q9nZSEBTjEkwBFCXCiX3cHCnqM5sXRz4ZMmA8Zh/THcfa23yD7t9yL3uLJUj6Dp2Duod9+1aI2lE+ikbd7HTy0fOmud7gteofq1bc/7PfKSTnqCmf88y7VT1u0+66oqJTwIrGbvHki67m1Ap0XX4wrP/JnIMABc+476rG7S1qmO6ZUhuA8cI+ful886l0YfZKFKu0be3pmItvEVZsL3xbZvxp/8e2f+ZqRKVBjWWS9je2+WzwRyc1QYN677pNLkbCpIApxiSIAjhLhYchNTmdP4Phzp2YXOKdWrYBp3P7r2Tbxl9q9+xf75Ap8svqdZY6rQdOwg6t7bC61Bf1HbmfDrKv64sYgJ06f0PzQDS3REie6nqirpOw55e2eSlm0hY7f/3cH9Mhu9WzeYpgzHvWE3hkf64Vq1HQLN+XNn1u9GPZlV6HJNfE0s01/A8fNybC987nMuqksLat7aiartmxDSuGalHW46Fxl7j7KgzcP5mam1Gsz/G4umegTZtzwHp/99Kgo9fn2V6O6ty6+xF0C2ahBCiDJijgrjjpR5JK/ewc9XDfU5px5JInfwZLRXNsI0aQiKyYC+Xycc8//zG+BkH05ixaPvsHnydzR7ZhB17+550TY8zEnwzddj/fUN7NN+w/HtYk+BomCKLPo3emeujZQ1u3yS6dlSSz7PRalexbu6SdexGZrqVcgZ8hqupZtx7zyEpl4MitlI3qRpqIf95xYqyL3jIHkTvsD8yhDcG3bjmP2395zWZCD+4T4lbltl57I7+GfQyz7bbhgevglti3rk3jsxP7gBmj59e6UNbs6VBDhCCHERRFwRz92ORez7ZhFL73vN55xr5Tayez7pWVll0GMY0he1cS30N3XC/uMSnHP/9amfffA4y4e8xeZXv6XZs3dS584eF5xjxXHGEmElIhglrMBvwKpK4pIN3g+/3ONpnFi+lRP/eXpnUtbt9lleXhxNfCzato08QU2LemhODYe49h5BU90z58W935NE0P7+bEyvP4prx8ESBTenOectxd6iHsbn7sa14yDubQcAOPLbKk78t4WqVzc5+w0uEeuf+x8pa3Z5j7VtG2J4uC/2KbN85idVadeIFi/eXR5NLBcS4AghxEWiKAp17upJ7E0d2PjSNLa+9UP+ydM7c+faUALNEGTFuWqbd/6JpnY07pR0n9+2s/YnsuzBN9g86VuaP3cntW7vdt6BTmCdaJ9jxy/L0d/cGfsn87xLxNc9N5V93/7BiWVbydxzDsNNeOZ76Adcg33qAsjOw/DwTeg6Nce1eR+OeUs982c27IH0LCyzJ+I+5FkJBYBBj65zC+xTfy5039qDunuXa4c0juPEsq383n0U6qmvp23SN2gbxWGa/Ag5fcd497za/PpMul0GAU7Cr6t8/p0poYGYXn0Y1+od2D+f7y03hATQ6ZtnLlqPYGUgc3BkDo4QopRk7E5g1fAPOPL76iLrGJ+5C6VKCNpGtVBCArBP+w3717/5LJ0+LahedZo9dxe1BnY953klzlwbP8bdju1Utl5N3RpY500id/SHOH9eXszVvpSYqt7hJvXwCez/+xklLgrLV8+RO+Q13DsOoYQHoWbkePc6Ok3TrA7W78Z5h6cAtF1aYvngSbJvfNqzGzee7RhuO/qj3/ff9u4sVo/8KP+eTWphnTmB3OHv4ly0xlteGXd5Pxc5R5P5qdUQbAUmrps/HImmaW1ybn7WZ/VUl+9foObNlX+X8HP5/K5c68OEEKISCapXg+4/T6Lb/FcIqBXlt45rw260zeuiqVEFJcCM8ZF+BPz+FoZH+8EZyeUydh9h6T2v8lPzweyb8SduV+HkfEXRmY3UH9zbe+zek4Dzv80+K7380mvRNKuD/p5rMb3zBNa/pxDw25uYJz2MtlV9OLXM+P/t3XlYVNUbB/DvnR2GRWRVQCFDwQ0VBXfJXXFBM5eMzMylIHfTzC1zNxMzt35pmrm0uKa4lbuG4AKaqLmjCCqW7DPDzJzfH5MDlxlgUBC4vp/n4Xmac8693NdTzeu5Z2F3UpDVLsK4zwp7km6S3ACA9M1g6O8/hu7UX3llnZtBdzPJmNwAgO9HoYU+kt/ovqj5Zt6Xtf6v24bk5sRFXrvLS34uOrZKjDGGk0MX8ZIb6aCOkLRrBNXUb3nJTZ1RPQWR3JQUjeDQCA4h5CXQaXJxZfkOXJjxvenBkNZyyIb3guy9bgAMyQHnYAuoc6H5YR80Gw+Y3Wbfvm5NNJrxLmq+2daiDfmyklKxrdZg4+udZ+dAZb8zO2+uhp01RNWcoL+WCNhZw+bIcnAKGZhKA92lW8al2rr4G7zXaZZS/rEM2n3RUH+5xVAgFcPm2Apothzi7bLb++LaIk+2zryTgu113s07JdsMsUKGAQ+3levxGGXl5saDJnO9OCd7SNo1Qu62vAnXDg280f30Ny9tQ8myRiM4hBBSwYhlUtSf0B/9bm5CrSFd+JXZamiW/YKs3lOgPXkRomqO0D9Ihe7qXchG9ILNoaWQvNHE5J5pCXdxbOAX2Nd2LB7HXC32GZTuTvDuH2z8rDt5EfrbyZCNH2A46wmAPPxNWC392NAgPRvqBT8ia+AsZDYfgZz35kKz7BfojscXmdyIpBI4Bfqi7th+vHKuphtEblWhjb6c9+fS1A+cvRLaQ3mv8ex9axSZ3ACAjZcbvAe8wSuTDQuBYtGHefGpNHh0wsw+RZWcKjUNsRNX5xXIpYCdNVhqGi+5EVvJ0XbzNMEkNyVFCQ4hhLxEVm5V0XrtJHQ/tRyOTevw6ljiI6g+jkT2SMPfzMVNfaGasga5e/+EPtGw4kj0ugdgzf/CevznZUS1jMCJd+cjq5hVSH6j++b7hQyadXshaVIH4kavAzDs05M9Im9kIPeXI9Bfumn2rKpnZA628OgehCZz3keXw19h0D+7EHL6GzSZ+z5vh2ZJUF2wXC105/NW/OiiLyNr0CzeEQI1+7YpMoZn6k/iHzOgf/QUuit3eWXJhy9YdK/K5NyUb41zqQBANrwnlL/OAQpMIA5aFoEqfkUnikJGr6joFRUhpJwwvR43fjiI81O/g+rRU36lVAxJSEtod50EGIM4qC50Z6/Cettc6K/cgerTNWbvKbaSo974t1B/0oBCd+zd13YMHp3OG0WBTAoUseNwQbavuxtXNrm0rA97X0+zW/6nHIvHgQ4TjJ8l7QMgDvSDesGPRd6/59nVqPpfwlWc35qOxD9xNwutd25RD91PLLPoXpVBytE4HOg4kVfGuThA7F+LN8Haa8AbaPvj1FI9S6wioJ2Mi0EJDiGkItGkZSJ+ziZcWb7dOD8mP87dGcp9X0I1ZZVhroxEDHbvEcQt6oNzsIE2KtrkGqtqjmgy533UCutkknw8jrmK/e3GWrSvjUgqgWNAbcPZTS3rwaVFPVgVsSFgfnGzNiB+zsZC68VNfSEb3Q+q0ZHG3YptXquGvtd+sPiLOXbiaiRE5q22EjevB/3dFLDkJwAAZU1X9Lu5yaJ7VXQ6tQa7m4xE+rV7hgKOM4zmFZifZeVWFaF/rYOsik05PGXZojk4hBBSicjsbdBs8Uj0jvsfqndualLPkh4ju/8MaPefAUt+AkmgHzi3qpC09YfV4nBYb5oBUcNavGtykp/g1LDF2NM8HCnH+auLnAN90XzlGEjMjPDIHe3g0aMFmsz7AF2PLsXb/+5G95Nfo+mikagZ2tri5AYAko/kvR7inKtA3NgHEOUlLixXC3b/Ee8ohpp92pRo1MHag3+0hNXK8ZC80dj4uSSbE1Z0lxZuzUtuAEj7BUO5ZxFgx19tFxgZLsjkpqRenR1/CCGkgrP3rYGOe+fj/p5oxExYicxbycY6/dX/5pYoFZBFvAn5lDBo/rcb2SMXQz6uP5RbZiF372mol/5sHL0AgH/OX8eB9uNRo09rBCwYAbv/NvzzGdoNnj1b4s4vR6FT5UJWRQmXFvVgV8ezVF5r5Gbl4PGZK8bPks6BkE8YgMwWo4yHY+rjb0AVf4N3naXzb54xeVatDpDkfbWxIuYOVSZp1+7h0oItxs+ckz3k4wcg99BZ3p5J7t0CeUvoX2WU4BBCSAXCcRw8e7ZA9U4BSIj8FRfnbYY2O98riCwVsnp8AvmoUMg+6gOW8g/US7aAs1VCNqYflHsWGQ/0RL7rEnecxP29Z+AXEYqGnw2GzN4GCid7+H7Yu0zieHTyL97rttwth6A9ddGY3HBebhB5ukJ36qJx92FrD2c4Natj9n6FSfh6O79AqwfEeS8nhDCCwxhD9EeRvJPZ5ZMNy/3VS7YayyTWCjRfPlpw826eF72iIoSQCkiskKHBlLcRmvA9vAe151dmqaBeshVZoZ9CfycZVpFjIOkahJyIpdBs2AfZe92gjFoMcaAf7zK9JheXv/oF2+sMwdXVu6E3M9+ntKQcieMX6BnYnRTjR1n/9lDM+YDXpGbfNmYnKxfm4YlLyLr7MK/A1hqQSnhf8Exf+D45lcXNjYeQcize+FncugGk3VtAvWgzkJb3es9/5ruw8TK/oeSriBIcQgipwJQezmi7cSq6Hl2Kqo35K4vYnRTkjPoS2R8tgcjTBdYbp4OzkiMrdCp0p/+C/tmScXv+fAx1ahrORHyN3wJGFnmMxIt4dDpvp2JRXS9Y/TANXA0XY5mkY1Nofz9rHL0BDPNvLKX+Jx0n3p3HK1PMeh/QapG7L2/StTLf76yMVKlpODsp3543ChkU096D9s+/oP3tlLHYwb8W6ubfAoBQgkMIIZWBa+sGCIlegRarx0HuZM+r0x2LQ1avKdB8sw0i72pgiQ+hmrrGMBfHSg7l9rmQDulmcs+nl+/g95BP8XuPqXhaYP+YF6XJtxGgqLYnJAF1YLNvCWxivoVy/xKI3J2hPZiXXClcHeDcsq5F92aM4fTIr5B177GxTNq3HaRdg6CauY43B8l7QHtzt6g0zk4usOfNqFBwLlWgmr0+rxHHocXKsa/UQZqWoD8NQgipJERiMWp/EIKab7ZF/OwfcHXlrryjCnK1hnk33+0BAIgD/SCfMBA5Hy2B+quthqMVYBhN0d97BGTkTUxN2h+DB4fOovbInmg0410oCiRQz0PumLeEV/vbKWQnPQbn4gDOqQpEzlUAxqA7m7f7co3QVhYfIHr9u71I3HHS+FnkXQ3yT8Og+fUItAdjjOV2Pu7w+7jPC8dSXpKPxOHmhgPGzyIfD8je6wbNqp3GU+gBoM6HveAc5GfuFq80SnAIIaSSkTvYInBpOHyGdUfMuJVIOWK6Wy/LUkGXcAfsnwzDaeH/HdypmD8SnKM9NCu2I/fnw8B/CRLT6XFt5S7c3vwHGn72DnzDe0Mskz73M9Ye0QMPny1P1+mhiy3iKAmOQ+0PQiy679OEu4gZv4pXJqrlDv3tB1AvyNvvRiSVoO2maYVudljR6VQaRIdH8so4d2fo/7oFzbq9xjKrao5o8sXQl/x0lQNt9Ecb/RFCKjHGGBJ3nkTsxNX8Cbf5iJvUhtWqidCs2YXc/Wcg/zAUktA20N9OhnrRZuhOXjS5xvZ1dzRdNAKePVs+16ocptfj7OT/IWHpL8W29Q3vjaBlHxfbTqfSYG+LcPx76bZpJccB+b7Omi4ehXrj+pm2qyTiPt+A+C8K3yTxmXY/zYDXK7QsnHYyLgYlOIQQodHmqHH5y59xadFW6HLU/Eo7a8g/6gPpoE5gSY+hWvAj2OOnkH8yGJJAP2hPXoR60WbobyaZ3NctuBGafTnK4qMTCko5Fo+7O07g6aXbyHn4L7KTnyA3LQvgOCg9ndFg8iDUHh5i0eqpM2OW4+qKXcbP4jb+kAQ3hnrBRt5ZWe5dmqHDb3NLtCKrIkm7mojdTUYal4VzTvaQjegF9fJtvFeLHt2D0H7XnFdqWTglOMWgBIcQIlSZiQ9xbvK3uPPLMZM6US13yD99B5IW9aE9FgfVwk0Qv+4O+cRB4Ko7IffXI1B//avpSeEcB5+hXdF49lBYuVV94WfUZqvAiUUQy2XFN/7Pvd/+xOE+03llkl6tIAluAtX45cYyhasDep3/tkQ7LlckjDEc6DAh7/UeAHGL+lBMexdZb39u7BuJtQK9L373yi0LpwSnGJTgEEKELuVoHGLGrTD7OkfSIQDyTwaDc3WA5of9yF23F5LQtpC90wnZA2aC5Vu1w7vOxgoNJg9C3bFvQmIlN9umLGQlpeK3JiN4q4kK03HvfLh3afYSnqps3NhwAKeGLTatEHG8JfUBC0eg/oT+L/HJKoYKcxaVl5cXOI7j/UyZMsXi60eOHAmO4xAZGckrDw4ONrnvwIEDS/npCSGk8nILboQesasR9PXHkDnY8uq0f5xDVq/J0KzeCdnbnSD/NAy566OQ1XWiIbmxtTacb1Xfm39dZg4uTF+HnfWG4vZPR/Ay/n6s1+lwcsgCXnIjHdod8qlhJm3rjnurUic3qtQ0nP0k3ynxChlk4/obzprKl9zQnjeWKfMXlLNnz0ZycrLxZ9q0aRZdt3PnTpw5cwbVq1c3Wz98+HDefdesWWO2HSGEvKpEEjF8P+qNPlfXo86onvw5KepcaFbvQlbPyYbXUgDEDWtBVN8bnFIB/eOnYA//NbRVKnj3zUp8hOOD52JfmzG886bKwuXFPyHlaFxeTPW9IR/zFphKw2vnGFAbTea+X6bPUtbOTlrN3/Pmw1DIwrqAy39wJsehxapxtOeNBco8wbG1tYWbm5vxx8am+BNOk5KSEBERgU2bNkEqNb9M0dramndfe/sX37eBEEKESOFoj+bfjEGP2FVwbdOQV8eSn4AlGTbMk4Z1gXxMf7CUf6Aa+zXY46eAUgHl3sVQzBkOzrkK79rH0QmIavUxjofNQ9azXZNL0ePoBFyYuT6vwFoBq8Xh0F+9C83yX43FEqUCbX+c+kLL2stb8uELuLnxkPGzyMcDsiHdoFm9Cywx78/W96NecA70LY9HrHTKPMFZuHAhHB0d0ahRI8ydOxcajabI9nq9HmFhYZg0aRLq1atXaLtNmzbByckJ9erVw8SJE5GRkVFoW7VajfT0dN4PIYS8aqr610KXw0vQdvNnsPZwNqlXTVwB1ScrAQDioLqQDukKaHXQrN4JcXBjKKMWQzayNyDnJxK3txzGDr/3cGHG98jNzCmVZ9WkZeJ42Ly8jQwBKKYNAedoh5xJK3mrpoKWj4adj0ep/N7yYLLnDcdBMet96O+mQPN9vj1vqjui8Wza88ZSZZrgjBkzBlu3bsWRI0cQERGByMhIfPTRR0Ves3DhQkgkEowePbrQNoMHD8aWLVtw9OhRTJ8+Hdu2bUPfvoW/j5w/fz7s7e2NP56ens8dEyGEVGYcx8G7/xsIvbwODacOhih/sqLTg/1r+MuiuMFrkE8YBOtfvoA+8SGyuk1E7k+HIfswFMq9iyAJacG7r06lwcV5m7DD7z1cX7//hQ65ZIwhOnwZMm/nHc4p6dES0t6toZq9HizfaJH3wDdQK6zTc/+uiuDSgi1Iv563RF/avz3EjXyg/vx7fiIXGQ6ZffFvQYhBiVdRzZo1C59//nmRbWJjY9G0aVOT8m3btqFfv35ITU2Fo6OjSf25c+cQEhKC8+fPG+feeHl5YezYsRg7dmyhv+/cuXNo2rQpzp07hyZNmpjUq9VqqNV5+0Kkp6fD09OTVlERQl55GbeTcXbSGiTuPGlSJ6pTA/JPwyBp5ovcw+cMp1dzgHz8QEg7NYMu/gZUCzdB/98xEPlVbfw6mn35Idza+Zf4mW78cBCn3l9k/Mx5ukC5bQ60v5+DamrefEsbbzf0PLu6Un/pp11NxO7GI6DP1QIw7Hmj3LMIufvPQD1rnbGdR0hztN/5xSu15405ZbpMPDU1FampqUW28fLygkKhMClPSkqCh4cHoqOjERQUZFIfGRmJ8ePHQ5RvIpxOp4NIJIKnpyfu3Llj9vcxxiCXy7Fx40YMGDCg2BhomTghhPA9OHQOMeNXIO1KokmdpEsg5JPeBudoB833UdB89xvE9bwhnzwYnJsjsjqOBVTmpx/UCG2NgIUjYFfL/IKRgtL+vo89zUZBm6UyFEjFhlPS7W2Q9eY0INtQzolF6HYsEs7NLTugsyLKzcjGoa6TeRO1FV+GQ9zMD1m9JvP3vLm0FjY1XcvrUSuMknx/l3gatpOTE5ycnJ7rwS5cMJyXUq1aNbP1YWFh6NixI6+sS5cuCAsLw9Chhb93vHz5MnJzcwu9LyGEkKJV7xSAXue/xdVVuxH3+QbDbsP/0R6IgfZ4PGTDQiB7PwTS3m2gmrwK2f1nQORVDVBpwFW1g3RQR8Ockey8EfPEnSdxf280fCP6wP+zwZBVKXy0RafJxfF35uYlNwA4G2uwHDVUczYYkxsAaPz5e5U6ucl59C/+6PkZnpz721gmblIb0m7NkfPJSt5mi41mDaHk5jmU2UZ/f/75J6Kjo/HGG2/A3t4esbGxGDduHJo2bYpdu/K22vb19cX8+fPRp4/5E18LvqK6efMmNm3ahO7du8PJyQkJCQmYMGECrKysEBsbC7EFp9HSCA4hhBQu59G/uDB9Ha6v28873wkwHPgoH9cf6sifwe4/BhQyQKWBOLgxFDOHIit0KpCWafa+cid7NJo1BLU/CIFIYvr/6thJayw6u8otuBE6HVho8enjFU3G7WQc6jYFGTcKHI3BcRC39YfuWJyxyMG/FnqcWWn2z+tVVCE2+pPL5fjpp58QHByMunXrYsaMGRg+fDi2bNnCa3ft2jWkpaVZfF+ZTIY//vgDXbp0QZ06dTB69Gh07twZv//+u0XJDSGEkKJZuTig5ZoJ6BG9wmSUhCU9hmriCmNyo9w5H9L+7aE7egFZXSYYkht7G1h9/ynEgX68a9WpaTgT8TV+CxiJpAOxvLqkA7G85IZzsIX1j9MhqlOD107uaIfWG6ZU2uTmn7gb2NdmDC+54ZzsIenWHGCMl9wY97yh5Oa50FENNIJDCCGFYozh1uY/cG7K/5CT/IRfKRFDOrADtMfjwRIfgvN0AXuQCs7dGVbzR0LcyAe5f5yD+sstYImmJ527dw1E08UjIa9qh92Nh0P16KmxjnOrCsW0IVDNWgeWmveX4PY7voBnzxYm96oMUo7G4XDfGchNz+aVy0b2hrRfMLJ6TQHyHZRq6SnrrxI6i6oYlOAQQkjJ5GZk4+K8TUiI3GZc8cMj4qDcswhMnQv1gh+hO5MASffmkI8fAM6pCnI3H4J69U6gwJc7JxKZLinnOJNXY0Dl/sK/s+04ToTNN54QDgCwsQIycwCOA+dgC/ZP3h5tdj7uCDmzEjI7ZTk8bcVVIV5REUIIEQ6prTUC5g9H74vfwSOkuWkDPUPOxBVAlgrW6z6F4quPobtwHVkhn0Czcgekb70BZdSXkA7qCIjzvnoKJjci3xqw3jUfnKcLr9yhgTeaLhxZJrGVtaurd+PYwC94yY24VQPYHFwKcZPaAGO85MbGyw0dfptHyc0LogSHEEKIxex8PNBh1xx02D0Xdj7uvDp9wh1kvzMbOZ+sgrixD5R7FkE2rAc0P+xHVreJ0B4+D/nUMFitmWT+5lZyKBZ9BGhywVL+MRaLreRou2kaxApZWYZW6hhjiJu1AWcivuaNSElCWsJqxXjoLvwNXcId3jUODV9DtxPLYPe6O8iLoVdU9IqKEEKei06Tiytfb0f8nB+hLXhEg7UCshG9IBvSFSw1DerFm6E9GAuRbw1wTvbQnbwEzrkKODsl9DcNE27ln78PafeWyO4/HfrbycZbtVg1FrWH93iZob0wvVaHMx9/jb//t5dXLh3SFYpPBiN3+zGoZq0D8h1F4dq2IdrvmF2pNy4sa/SKihBCSJkTy6SoP3EA+lxZj1rvduZXZqugifwZWb0/hf7ve1DMHQnO0Q76q4nQnbwEAJC91w1W//sEkIgh6RwIWb83oJ6/kZfcAIBHj8o1qVibo8bRAbNNkhv5hIFQfDIY6m93QzX9O15yU7NvG3SKWkDJTSmiERwawSGEkFLx+MwVnBnzDZ6cvWZSx1V3AnuQahjZGdkLmrV7gBw1RN7VAYkYyl++AABkNBoKFJjELFEq0GDyINQd1w8SK/lLieV5aZ5m4o/Q6Xj0XxIHAJCIoZg9zLBB4vyNyP3xIO+aOqN6InBZRKVd+v4y0QgOIYSQl845yA8hp5ej5XcToXCpwqtjDwxH/Ij9akIa2gac0grI1UFUzxvWP043tlPuXgBJR/5ZhtosFS7M+B476w3Fra2HUdH+Xs4Yw9OEu7i6chei2o7hJzcwHL8g6d4CORNXmCQ3jWYOQdDy0ZTclAEawaERHEIIKXWatEzEf/EjrnyzA0yr41dKJYZRGnsb2BxZhtzdp6CetxEiT2fIJ70NSRt/aGOuQL1oE/RX7prc2znID82WfFhuRzUwxpB+7R5SjsUj5WgcUo7F8/bwKUjSPgAsRw3dn38ZyziRCEHfjEadEZVrblF5o31wikEJDiGEvBxpVxMRM24FHhw6Z1LHVXOE2M8L2sP8OnHrBpBPehui16pDu+sk1Mt+AXv81OR65+Z14d6lGap3aQanprXBicrmpQRjDBk3kozJTMqxi6abHhbAVXOENLQNNKt2mtSJ5FK03fQZaoa2LpPnFTJKcIpBCQ4hhLw8jDHc2/MnYiesQuat5OIvAACxCNJ+b0AW0RecQgb14i3I/flwoc3lTvao3ikA7l0DUb1TAKxcHF7oeTNvJyPlaLxxlCY7KdWyi+VSQJ0LSbfmkI/uh+y3Pwf7N8NYLbVXov2OL+DWtuFzP9+rjBKcYlCCQwghL59OpUFC5K+4OG8ztPlOBi+SrTXkI3pBd/EGtIfOAkqF4bTyYr66HANqw71LM7h3aQanIL9iz3PKvPvQMELz3yhNVuIjix6Pq2oHcVNfiIP8IG7mB6g0yO4/w1D5X7LzjFU1R3TcOx9VG75m0b2JKUpwikEJDiGElJ+spFRcXb4Dib+dBvR6OPjXgv9n70AkleDsJ2twP+pModcqIkcDGdmGZdYWklWxQbWOTQyvszo3g9LdCVn3H/MSmszbKZbdzN4Gkma+EAf6QRxYF2IfDwCA/k4ytDFXoIu+DO2BGJPL7Gp7oFPUAth4uVn83MQUJTjFoASHEEIqrgeHziF20io8/euOSZ24mS+4qnbQHoiBqEEtWC2NgPbkJehOxEMbfRnIKn5kSOHqANXDfy17GBsriBvWgu60YYKwMmoxRDXdoE98aEhoYq5AF3sF7FHh93Nq5osOu+dA4VzFst9JCkUJTjEowSGEkIpNr9Xh+rp9iJu5HiozE4wBgKvpBtmgDpC09ofIuxpYrha6uBvQnYyH9uRF6K8mlvwX21hBHFAH7J906C/dgqRLIKy++hiZ7SLAUtMgauQD9vAfsGImGT/z2uCOaL5iDKQ2ViV/FmKCEpxiUIJDCCGVgyYtE5fmb0HC19v5J3EXwHk4Q9KqIcStG0DSvB44awX0j59CNf076E7EF/4LrBUQN6kNSVBdiAP9IPLzAicWQfPjQajnbwSs5eCq2Br38SmO3NEObu384drOH+5dA2FXq3pJQyZFoASnGJTgEEJI5ZJx6wHiZm3AnV+OQV9gp2MTUokhaWndELnbj0F/Oxmy8L4Q1/VCTvhX4KrYQPped0gC/SCq5w1OIob+0b+G100xCdDGXAG7Z9kkY5mDLVzbNoRbO3+4BTeCQ32vMluuTijBKRYlOIQQUjlp0jKRfPgCkvbHIOnAWWTff2zRdeLgxhB5OBt2ElYqoNy9ELrzf+clNHctm2QstVfCtU1DuAX7w62dPxwavka7EL9ElOAUgxIcQgip/J4dkZC0PwYPDsTi4YlLxY/ulJDU1hourevDLbgRqgU3gkOjWpTQlCNKcIpBCQ4hhAhPbmYOUo7EIelgLJL2x1i+9DsfiVIBl1aGhMYtuBEcm/gUu4cOeXkowSkGJTiEECJsjDGkX0/CgwOGZCflWDx0Ko1JO7GVHC4t6xkTGqemtSGSSsrhiYklKMEpBiU4hBDyatHmqPHw+EU8PH4RqsdPYeNdDa5tGsAp0BdimbS8H49YqCTf35SmEkIIETyJldx4dAN5NdBaNkIIIYQIDiU4hBBCCBEcSnAIIYQQIjiU4BBCCCFEcCjBIYQQQojgUIJDCCGEEMGhBIcQQgghgkMJDiGEEEIEhxIcQgghhAgOJTiEEEIIEZxX8qiGZ8dvpaenl/OTEEIIIcRSz763LTlG85VMcDIyMgAAnp6e5fwkhBBCCCmpjIwM2NvbF9nmlTxNXK/X48GDB7C1tQXHceX9OEbp6enw9PTEvXv3BH/KOcUqTBSrMFGswlQZY2WMISMjA9WrV4dIVPQsm1dyBEckEsHDw6O8H6NQdnZ2leZfthdFsQoTxSpMFKswVbZYixu5eYYmGRNCCCFEcCjBIYQQQojgUIJTgcjlcsycORNyuby8H6XMUazCRLEKE8UqTEKP9ZWcZEwIIYQQYaMRHEIIIYQIDiU4hBBCCBEcSnAIIYQQIjiU4BBCCCFEcCjBIYQQQojgUIJTBubPnw+O4zB27FhjGcdxZn8WL15s0T23bt0KjuMQGhpqUrdy5Up4e3tDoVAgICAAJ06cKKVIivcyY501a5bJPd3c3EoxmqKVVqzr1683e41KpeK1E0K/WhKrUPoVAJ4+fYrw8HBUq1YNCoUCfn5+iIqK4rURQr8CxccqlH4NDg42e01ISAivnRD61ZJYy7tfS+KVPKqhLMXGxuLbb79Fw4YNeeXJycm8z/v27cOwYcPw5ptvFnvPu3fvYuLEiWjTpo1J3U8//YSxY8di5cqVaNWqFdasWYNu3bohISEBNWrUeLFgivGyYwWAevXq4ffffzd+FovFz/HkJVfasdrZ2eHatWu8MoVCYfxnIfVrcbECwuhXjUaDTp06wcXFBb/++is8PDxw79492NraGtsIpV8tiRUQRr9u374dGo3G+PnJkyfw9/fHW2+9ZSwTSr9aEitQfv1aYoyUmoyMDObj48MOHTrE2rVrx8aMGVNo2969e7P27dsXe0+tVstatWrFvvvuOzZkyBDWu3dvXn1gYCAbNWoUr8zX15dNmTLleUKwWHnEOnPmTObv7/9iD/4cSjvW77//ntnb2xfZRij9akmsQunXVatWsddee41pNJpC2wilXy2JVSj9WtDSpUuZra0ty8zMNJYJpV8LMhdrefXr86BXVKUoPDwcISEh6NixY5HtHj58iL1792LYsGHF3nP27NlwdnY221aj0eDcuXPo3Lkzr7xz5844ffp0yR6+hF52rM9cv34d1atXh7e3NwYOHIhbt26V+NlLqixizczMRM2aNeHh4YEePXrgwoULxjqh9WtRsT4jhH7dvXs3WrRogfDwcLi6uqJ+/fqYN28edDodAGH1a3GxPiOEfi1o7dq1GDhwIJRKJQBh9WtBBWN9pjz69XnQK6pSsnXrVpw/fx6xsbHFtt2wYQNsbW3Rt2/fItudOnUKa9euRVxcnNn61NRU6HQ6uLq68spdXV2RkpJi8bOXVHnECgBBQUH44YcfULt2bTx8+BBz5sxBy5YtcfnyZTg6OpY0DIuURay+vr5Yv349GjRogPT0dCxbtgytWrVCfHw8fHx8BNWvxcUKCKdfb926hcOHD2Pw4MGIiorC9evXER4eDq1WixkzZgiqX4uLFRBOv+YXExODv/76C2vXrjWWCalf8zMXK1A+/frcynsISQgSExOZi4sLi4uLM5YVNVxYp04dFhERUeQ909PTmZeXF4uKijKWFXxtk5SUxACw06dP866dM2cOq1OnTskDsUB5xWpOZmYmc3V1ZUuWLLH4+UuiLGI1R6fTMX9/f/bxxx8zxoTTr+YUjNWcytqvPj4+zNPTk2m1WmPZkiVLmJubG2NMWP1aXKzmVNZ+zW/EiBGsfv36vDIh9Wt+5mI1p6z79UVQglMKduzYwQAwsVhs/AHAOI5jYrGY9z+B48ePMwC8fzHNuXDhgsk9OY4z3vPGjRtMrVYzsVjMtm/fzrt29OjRrG3btoKKtTAdO3Y0efddWsoi1sJ88MEHrGvXrowxJph+LUz+WAtTGfu1bdu2rEOHDryyqKgoBoCp1WpB9WtxsRamMvbrM1lZWczOzo5FRkbyyoXUr88UFmthyrJfXwS9oioFHTp0wKVLl3hlQ4cOha+vLyZPnsybYb527VoEBATA39+/yHv6+vqa3HPatGnIyMjAsmXL4OnpCZlMhoCAABw6dAh9+vQxtjt06BB69+5dCpGZKq9YzVGr1bhy5UqhK65eVFnEag5jDHFxcWjQoAEACKZfzSkYqzmVtV9btWqFzZs3Q6/XQyQyTG/8+++/Ua1aNchkMgAQTL9aEmtBlbVfn/n555+hVqvxzjvv8MqF+N9rYbGaU9b9+kLKO8MSKnPDhWlpacza2pqtWrXK7DVhYWFFzro399pm69atTCqVsrVr17KEhAQ2duxYplQq2Z07d140BIu9rFgnTJjAjh49ym7dusWio6NZjx49mK2tbaWLddasWWz//v3s5s2b7MKFC2zo0KFMIpGwM2fOGNsIpV8tiVUo/ZqYmMhsbGxYREQEu3btGtuzZw9zcXFhc+bMMbYRSr9aEqtQ+vWZ1q1bswEDBpi9Rij9+kxRsVaEfrUUjeC8RFu3bgVjDIMGDTJbn5iYaPzbkKUGDBiAJ0+eYPbs2UhOTkb9+vURFRWFmjVrlsYjP7eyiPX+/fsYNGgQUlNT4ezsjObNmyM6OrrSxfr06VOMGDECKSkpsLe3R+PGjXH8+HEEBgYa2wilXy2JVSj96unpiYMHD2LcuHFo2LAh3N3dMWbMGEyePNnYRij9akmsQulXwDA6dfLkSRw8eNDsNULpV6D4WCtqv5rDMcZYeT8EIYQQQkhpon1wCCGEECI4lOAQQgghRHAowSGEEEKI4FCCQwghhBDBoQSHEEIIIYJDCQ4hhBBCBIcSHEIIIYQIDiU4hBBCCBEcSnAIIYQQIjiU4BBCCCFEcCjBIYQQQojg/B9N8A1IxBcq/wAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.5          49.491723          -10.328490\n",
+      "1               3.5          49.491723          -10.328490\n",
+      "2               3.4          49.490330          -10.282770\n",
+      "3               3.4          49.490330          -10.282770\n",
+      "4               3.4          49.489695          -10.260622\n",
+      "5               3.6          49.488555          -10.220702\n",
+      "6               3.2          49.487818          -10.195600\n",
+      "7               3.2          49.487818          -10.195600\n",
+      "8               3.7          49.484395          -10.174247\n",
+      "9               3.9          49.479323          -10.169540\n",
+      "10              3.9          49.455630          -10.184007\n",
+      "11              3.9          49.455630          -10.184007\n",
+      "12              2.3          49.446915          -10.188362\n",
+      "13              3.3          49.422735          -10.202808\n",
+      "14              3.5          49.416928          -10.206422\n",
+      "15              3.5          49.416928          -10.206422\n",
+      "16              3.8          49.400272          -10.215875\n",
+      "17              3.6          49.380348          -10.217697\n",
+      "18              3.5          49.357602          -10.220408\n",
+      "19              3.5          49.357602          -10.220408\n",
+      "20              3.6          49.343235          -10.223877\n",
+      "21              3.6          49.343235          -10.223877\n",
+      "22              3.6          49.296322          -10.238608\n",
+      "23              3.6          49.296322          -10.238608\n",
+      "24              3.4          49.278343          -10.244312\n",
+      "25              3.6          49.278182          -10.244367\n",
+      "26              3.6          49.278182          -10.244367\n",
+      "27              3.6          49.278182          -10.244367\n",
+      "28              1.2          49.236968          -10.258473\n",
+      "29              7.7          49.239987          -10.241762\n",
+      "30              3.8          49.240227          -10.214853\n",
+      "31              3.8          49.240227          -10.214853\n",
+      "32              3.3          49.246365          -10.171588\n",
+      "33              3.9          49.249748          -10.149067\n",
+      "34              3.9          49.249748          -10.149067\n",
+      "35              3.9          49.249748          -10.149067\n",
+      "36              3.6          49.265925          -10.080123\n",
+      "37              3.7          49.280070          -10.043405\n",
+      "38              3.8          49.288132          -10.028063\n",
+      "39              3.8          49.290897          -10.026213\n",
+      "40              4.0          49.306868          -10.020940\n",
+      "41              3.4          49.334292          -10.009720\n",
+      "42              1.6          49.341065          -10.008340\n",
+      "43              3.2          49.343512           -9.999990\n",
+      "44              9.8          49.352480           -9.935238\n",
+      "45             10.1          49.359855           -9.877540\n",
+      "46              3.9          49.361813           -9.824965\n",
+      "47              3.4          49.343303           -9.824303\n",
+      "48              3.3          49.337935           -9.824128\n",
+      "49              3.5          49.317835           -9.824617\n",
+      "50              3.5          49.317835           -9.824617\n",
+      "51              3.5          49.317835           -9.824617\n",
+      "52              3.5          49.292383           -9.824643\n",
+      "53              3.5          49.292383           -9.824643\n",
+      "54              3.8          49.249772           -9.822048\n",
+      "55              3.6          49.236258           -9.822212\n",
+      "56              3.7          49.220757           -9.824197\n",
+      "57              3.8          49.204903           -9.826273\n",
+      "58              3.8          49.204903           -9.826273\n",
+      "59              3.9          49.189307           -9.826857\n",
+      "60              1.0          49.166712           -9.824990\n",
+      "61              1.8          49.165853           -9.820243\n",
+      "62              4.4          49.158140           -9.806718\n",
+      "63              3.7          49.146145           -9.790972\n",
+      "64              3.3          49.138033           -9.770358\n",
+      "65              3.2          49.127090           -9.729862\n",
+      "66              3.2          49.127090           -9.729862\n",
+      "67              3.5          49.125003           -9.711360\n",
+      "68              3.6          49.120812           -9.681292\n",
+      "69              3.6          49.120812           -9.681292\n",
+      "70              3.6          49.120812           -9.681292\n",
+      "71              3.6          49.120812           -9.681292\n",
+      "72              3.6          49.120812           -9.681292\n",
+      "73              3.6          49.120812           -9.681292\n",
+      "74              3.4          49.090010           -9.570558\n",
+      "75              1.0          49.084712           -9.564467\n",
+      "76              1.0          49.084712           -9.564467\n",
+      "77              3.8          49.107197           -9.543092\n",
+      "78              3.8          49.107197           -9.543092\n",
+      "79              3.8          49.107197           -9.543092\n",
+      "80              3.9          49.160480           -9.512355\n",
+      "81              3.9          49.160480           -9.512355\n",
+      "82              3.9          49.160480           -9.512355\n",
+      "83              3.7          49.192717           -9.481573\n",
+      "84              3.7          49.192717           -9.481573\n",
+      "85              3.5          49.213960           -9.459510\n",
+      "86              3.3          49.229790           -9.442332\n",
+      "87              3.8          49.237758           -9.434922\n",
+      "88              3.5          49.248133           -9.426717\n",
+      "89              3.8          49.262562           -9.417027\n",
+      "90              3.8          49.281920           -9.404082\n",
+      "91              3.8          49.281920           -9.404082\n",
+      "92              5.3          49.290933           -9.420060\n",
+      "93              2.7          49.288697           -9.441630\n",
+      "94              2.7          49.288697           -9.441630\n",
+      "95              3.7          49.283692           -9.483497\n",
+      "96              3.7          49.283692           -9.483497\n",
+      "97              3.2          49.280952           -9.505370\n",
+      "98              3.2          49.280952           -9.505370\n",
+      "99              3.1          49.272653           -9.555940\n",
+      "100             3.8          49.268753           -9.576237\n",
+      "101             2.9          49.265720           -9.597337\n",
+      "102             2.9          49.265720           -9.597337\n",
+      "103             3.3          49.259458           -9.641010\n",
+      "104             3.8          49.250413           -9.659755\n",
+      "105             3.8          49.250413           -9.659755\n",
+      "106             3.9          49.240183           -9.679962\n",
+      "107             7.2          49.228327           -9.686348\n",
+      "108             3.8          49.208620           -9.692848\n",
+      "109             3.8          49.208620           -9.692848\n",
+      "110             3.8          49.193685           -9.702370\n",
+      "111             3.8          49.167280           -9.722955\n",
+      "112             3.7          49.160213           -9.744615\n",
+      "113             3.7          49.160213           -9.744615\n",
+      "114             3.4          49.150717           -9.773028\n",
+      "115             3.6          49.140662           -9.803147\n",
+      "116             3.7          49.136932           -9.813668\n",
+      "117             3.7          49.126797           -9.832837\n",
+      "118             3.6          49.121195           -9.843527\n",
+      "119             3.4          49.109092           -9.862788\n",
+      "120             3.4          49.085315           -9.897545\n",
+      "121             3.4          49.085315           -9.897545\n",
+      "122             7.2          49.082302           -9.897552\n",
+      "123             7.2          49.082302           -9.897552\n",
+      "124             3.4          49.041045           -9.920947\n",
+      "125             3.4          49.041045           -9.920947\n",
+      "126             3.1          49.027407           -9.916638\n",
+      "127             3.1          49.009655           -9.900557\n",
+      "128             3.2          49.003543           -9.883287\n",
+      "129             3.2          49.003543           -9.883287\n",
+      "130             2.8          48.995183           -9.851687\n",
+      "131             3.4          48.991432           -9.817698\n",
+      "132             3.4          48.991432           -9.817698\n",
+      "133             3.6          48.990502           -9.787333\n",
+      "134             3.3          48.988913           -9.764977\n",
+      "135             3.3          48.988913           -9.764977\n",
+      "136             3.4          48.984403           -9.737777\n",
+      "137             1.3          48.981435           -9.711963\n",
+      "138             2.4          48.983225           -9.707620\n",
+      "139             2.4          48.983225           -9.707620\n",
+      "140             2.4          48.983225           -9.707620\n",
+      "141             2.4          48.983225           -9.707620\n",
+      "142             3.3          48.964860           -9.673107\n",
+      "143             3.3          48.964860           -9.673107\n",
+      "144             3.3          48.964860           -9.673107\n",
+      "145             3.3          48.964860           -9.673107\n",
+      "146             3.3          48.964860           -9.673107\n",
+      "147             3.7          48.903403           -9.546327\n",
+      "148             3.6          48.897847           -9.524018\n",
+      "149             3.6          48.897847           -9.524018\n",
+      "150             3.6          48.893490           -9.501152\n",
+      "151             3.8          48.885417           -9.457315\n",
+      "152             0.6          48.884165           -9.450765\n",
+      "153             0.6          48.884165           -9.450765\n",
+      "154             7.3          48.898637           -9.445582\n",
+      "155             3.2          48.916402           -9.442102\n",
+      "156             3.2          48.916402           -9.442102\n",
+      "157             3.2          48.916402           -9.442102\n",
+      "158             3.2          48.916402           -9.442102\n",
+      "159             3.2          48.916402           -9.442102\n",
+      "160             3.2          48.916402           -9.442102\n",
+      "161             3.3          49.011700           -9.427400\n",
+      "162             3.3          49.011700           -9.427400\n",
+      "163             3.3          49.011700           -9.427400\n",
+      "164             3.2          49.027113           -9.399698\n",
+      "165             3.2          49.027113           -9.399698\n",
+      "166             3.2          49.027113           -9.399698\n",
+      "167             2.9          49.040795           -9.337312\n",
+      "168             9.5          49.038545           -9.334965\n",
+      "169             2.9          49.044530           -9.302315\n",
+      "170             2.9          49.044530           -9.302315\n",
+      "171             3.4          49.049255           -9.272552\n",
+      "172             3.4          49.049255           -9.272552\n",
+      "173             3.4          49.049255           -9.272552\n",
+      "174             3.4          49.049255           -9.272552\n",
+      "175             3.4          49.049255           -9.272552\n",
+      "176             3.3          49.054387           -9.157222\n",
+      "177             3.3          49.054387           -9.157222\n",
+      "178             3.5          49.051763           -9.125008\n",
+      "179             3.7          49.050017           -9.099673\n",
+      "180             3.7          49.050017           -9.099673\n",
+      "181             3.5          49.045867           -9.069768\n",
+      "182             1.4          49.038472           -9.036600\n",
+      "183             1.7          49.039132           -9.033267\n",
+      "184             3.4          49.022397           -8.993593\n",
+      "185             3.4          49.022397           -8.993593\n",
+      "186             3.4          49.011237           -8.974890\n",
+      "187             3.5          49.002280           -8.956680\n",
+      "188             3.5          49.002280           -8.956680\n",
+      "189             3.3          48.985283           -8.918170\n",
+      "190             3.5          48.972782           -8.906358\n",
+      "191             3.5          48.958707           -8.896278\n",
+      "192             3.5          48.958707           -8.896278\n",
+      "193             3.5          48.921653           -8.881247\n",
+      "diff 29 44\n",
+      "diff 45 107\n",
+      "diff 107 122\n",
+      "diff 123 154\n",
+      "diff 154 168\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.5          49.879408          -11.101905\n",
+      "1               0.5          49.879408          -11.101905\n",
+      "2               0.3          49.876067          -11.102347\n",
+      "3               0.7          49.875083          -11.102925\n",
+      "4               0.7          49.875083          -11.102925\n",
+      "5               0.1          49.874638          -11.103910\n",
+      "6               1.1          49.877232          -11.099880\n",
+      "7               2.3          49.877397          -11.101638\n",
+      "8               3.5          49.873442          -11.113653\n",
+      "9               3.4          49.862672          -11.124318\n",
+      "10              2.9          49.843258          -11.135672\n",
+      "11              3.3          49.835783          -11.139643\n",
+      "12              3.3          49.822752          -11.146815\n",
+      "13              3.3          49.806348          -11.155812\n",
+      "14              3.0          49.801728          -11.158313\n",
+      "15              3.0          49.777820          -11.180670\n",
+      "16              3.0          49.777820          -11.180670\n",
+      "17              2.8          49.756625          -11.194662\n",
+      "18              2.8          49.756625          -11.194662\n",
+      "19              3.1          49.743503          -11.203192\n",
+      "20              2.8          49.732875          -11.210552\n",
+      "21              5.4          49.734002          -11.209330\n",
+      "22              5.4          49.751912          -11.194705\n",
+      "23              5.0          49.770245          -11.179050\n",
+      "24              2.1          49.809697          -11.149830\n",
+      "25              2.1          49.809697          -11.149830\n",
+      "26              2.7          49.799132          -11.158432\n",
+      "27              3.2          49.787952          -11.166987\n",
+      "28              3.2          49.787952          -11.166987\n",
+      "29              5.9          49.784835          -11.170052\n",
+      "30              5.6          49.807295          -11.150643\n",
+      "31              5.8          49.846935          -11.108810\n",
+      "32              5.8          49.846935          -11.108810\n",
+      "33              5.5          49.862363          -11.092550\n",
+      "34              5.5          49.862363          -11.092550\n",
+      "35              5.5          49.862363          -11.092550\n",
+      "36              5.5          49.862363          -11.092550\n",
+      "37              5.5          49.862363          -11.092550\n",
+      "38              5.5          49.862363          -11.092550\n",
+      "39              5.5          49.862363          -11.092550\n",
+      "40              5.5          49.862363          -11.092550\n",
+      "41              5.5          49.862363          -11.092550\n",
+      "42              5.5          49.862363          -11.092550\n",
+      "43              5.5          49.862363          -11.092550\n",
+      "44              5.5          49.862363          -11.092550\n",
+      "45              3.7          49.865738          -11.105755\n",
+      "46              3.7          49.865738          -11.105755\n",
+      "47              3.8          49.831727          -11.119975\n",
+      "48              3.6          49.826843          -11.123615\n",
+      "49              3.6          49.826843          -11.123615\n",
+      "50              3.6          49.826843          -11.123615\n",
+      "51              3.6          49.826843          -11.123615\n",
+      "52              0.9          49.799902          -11.148268\n",
+      "53              0.9          49.799902          -11.148268\n",
+      "54              0.9          49.799902          -11.148268\n",
+      "55              0.9          49.799902          -11.148268\n",
+      "56              3.3          49.802167          -11.138297\n",
+      "57              3.3          49.802167          -11.138297\n",
+      "58              3.3          49.802167          -11.138297\n",
+      "59              3.3          49.802167          -11.138297\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.2          49.722808          -11.201203\n",
+      "1               2.2          49.722808          -11.201203\n",
+      "2               1.7          49.717288          -11.206682\n",
+      "3               1.1          49.712108          -11.211642\n",
+      "4               1.1          49.712108          -11.211642\n",
+      "5               1.8          49.707607          -11.215487\n",
+      "6               2.1          49.698070          -11.223962\n",
+      "7               2.1          49.698070          -11.223962\n",
+      "8               2.1          49.698070          -11.223962\n",
+      "9               1.3          49.686080          -11.236157\n",
+      "10              1.2          49.681500          -11.240337\n",
+      "11              1.2          49.681500          -11.240337\n",
+      "12              1.2          49.681500          -11.240337\n",
+      "13              1.2          49.681500          -11.240337\n",
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+      "26              7.9          49.744242          -11.192887\n",
+      "27              6.6          49.761535          -11.177063\n",
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+      "29              7.2          49.786692          -11.154685\n",
+      "30              7.2          49.786692          -11.154685\n",
+      "31              7.2          49.786692          -11.154685\n",
+      "32              7.2          49.786692          -11.154685\n",
+      "33              1.8          49.833168          -11.103213\n",
+      "34              1.8          49.833168          -11.103213\n",
+      "35              1.8          49.833168          -11.103213\n",
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+      "48              3.1          49.782667          -11.154357\n",
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+      "50              3.1          49.782667          -11.154357\n",
+      "51              3.1          49.782667          -11.154357\n",
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+      "56              3.1          49.782667          -11.154357\n",
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+      "58              2.8          49.808000          -11.130998\n",
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+      "60              2.8          49.808000          -11.130998\n",
+      "61              2.8          49.808000          -11.130998\n",
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+      "63              2.8          49.808000          -11.130998\n",
+      "64              2.8          49.808000          -11.130998\n",
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+      "66              2.8          49.808000          -11.130998\n",
+      "67              2.8          49.808000          -11.130998\n",
+      "68              2.8          49.808000          -11.130998\n",
+      "69              2.8          49.808000          -11.130998\n",
+      "70              2.8          49.808000          -11.130998\n",
+      "71              2.8          49.808000          -11.130998\n",
+      "72              2.8          49.808000          -11.130998\n",
+      "73              2.8          49.808000          -11.130998\n",
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+      "75              1.0          49.789362          -11.150278\n",
+      "76              1.0          49.789362          -11.150278\n",
+      "77              1.0          49.789362          -11.150278\n",
+      "78              1.0          49.789362          -11.150278\n",
+      "79              1.0          49.789362          -11.150278\n",
+      "80              1.0          49.789362          -11.150278\n",
+      "81              1.0          49.789362          -11.150278\n",
+      "82              1.0          49.789362          -11.150278\n",
+      "83              1.0          49.789362          -11.150278\n",
+      "84              1.0          49.789362          -11.150278\n",
+      "85              1.0          49.789362          -11.150278\n",
+      "86              1.0          49.789362          -11.150278\n",
+      "87              1.0          49.789362          -11.150278\n",
+      "88              1.0          49.789362          -11.150278\n",
+      "89              1.0          49.789362          -11.150278\n",
+      "90              1.9          49.737200          -11.198315\n",
+      "91              1.9          49.737200          -11.198315\n",
+      "92              1.9          49.737200          -11.198315\n",
+      "93              1.9          49.737200          -11.198315\n",
+      "94              2.0          49.711825          -11.221383\n",
+      "95              2.0          49.711825          -11.221383\n",
+      "96              2.0          49.711825          -11.221383\n",
+      "97              1.1          49.703035          -11.229167\n",
+      "98              1.1          49.703035          -11.229167\n",
+      "99              1.1          49.703035          -11.229167\n",
+      "100             1.4          49.692350          -11.237565\n",
+      "101             1.4          49.692350          -11.237565\n",
+      "102             1.4          49.692350          -11.237565\n",
+      "103             1.4          49.692350          -11.237565\n",
+      "104             1.4          49.692350          -11.237565\n",
+      "105             1.4          49.692350          -11.237565\n",
+      "106             1.4          49.692350          -11.237565\n",
+      "107             1.4          49.692350          -11.237565\n",
+      "108             1.4          49.692350          -11.237565\n",
+      "109             1.4          49.692350          -11.237565\n",
+      "110             1.7          49.671115          -11.258257\n",
+      "111             1.3          49.663953          -11.258992\n",
+      "112             1.9          49.659480          -11.260110\n",
+      "113             1.9          49.659480          -11.260110\n",
+      "114             2.1          49.652940          -11.263680\n",
+      "115             1.8          49.647815          -11.265740\n",
+      "116             1.4          49.637173          -11.269443\n",
+      "117             1.4          49.637173          -11.269443\n",
+      "118             3.1          49.632533          -11.271548\n",
+      "119             6.8          49.661705          -11.269605\n",
+      "120             6.8          49.661705          -11.269605\n",
+      "121             6.8          49.712162          -11.223418\n",
+      "122             6.8          49.712162          -11.223418\n",
+      "123             7.7          49.757333          -11.183050\n",
+      "124             7.7          49.757333          -11.183050\n",
+      "125             7.7          49.757333          -11.183050\n",
+      "126             7.7          49.757333          -11.183050\n",
+      "127             7.7          49.757333          -11.183050\n",
+      "128             3.1          49.839488          -11.109915\n",
+      "129             3.1          49.839488          -11.109915\n",
+      "130             3.1          49.839488          -11.109915\n",
+      "131             3.1          49.839488          -11.109915\n",
+      "132             3.1          49.839488          -11.109915\n",
+      "133             3.1          49.839488          -11.109915\n",
+      "134             3.1          49.839488          -11.109915\n",
+      "135             3.1          49.839488          -11.109915\n",
+      "136             3.1          49.839488          -11.109915\n",
+      "137             3.1          49.839488          -11.109915\n",
+      "138             3.1          49.839488          -11.109915\n",
+      "139             3.1          49.839488          -11.109915\n",
+      "140             3.1          49.839488          -11.109915\n",
+      "141             3.1          49.839488          -11.109915\n",
+      "142             0.8          49.814908          -11.127620\n",
+      "143             0.8          49.814908          -11.127620\n",
+      "144             2.1          49.823477          -11.119110\n",
+      "145             1.8          49.821118          -11.120895\n",
+      "146             1.2          49.814357          -11.128085\n",
+      "147             0.7          49.815575          -11.123898\n",
+      "148             1.8          49.820385          -11.118357\n",
+      "149             1.8          49.820385          -11.118357\n",
+      "150             1.6          49.825777          -11.115197\n",
+      "151             1.6          49.825777          -11.115197\n",
+      "152             1.6          49.825777          -11.115197\n",
+      "153             1.6          49.825777          -11.115197\n",
+      "154             1.6          49.825777          -11.115197\n",
+      "155             0.8          49.825778          -11.116578\n",
+      "156             0.8          49.825778          -11.116578\n",
+      "157             0.8          49.825778          -11.116578\n",
+      "158             0.8          49.825778          -11.116578\n",
+      "159             0.8          49.825778          -11.116578\n",
+      "160             0.8          49.825778          -11.116578\n",
+      "161             0.8          49.825778          -11.116578\n",
+      "162             0.8          49.825778          -11.116578\n",
+      "163             0.8          49.825778          -11.116578\n",
+      "164             0.8          49.825778          -11.116578\n",
+      "165             0.8          49.825778          -11.116578\n",
+      "166             0.8          49.825778          -11.116578\n",
+      "167             0.8          49.825778          -11.116578\n",
+      "168             0.8          49.825778          -11.116578\n",
+      "169             0.8          49.825778          -11.116578\n",
+      "170             0.8          49.825778          -11.116578\n",
+      "171             0.8          49.825778          -11.116578\n",
+      "172             0.8          49.825778          -11.116578\n",
+      "173             1.8          49.779093          -11.164762\n",
+      "174             1.2          49.773458          -11.169938\n",
+      "175             1.2          49.773458          -11.169938\n",
+      "176             1.2          49.773458          -11.169938\n",
+      "177             1.6          49.773217          -11.170303\n",
+      "178             1.6          49.773217          -11.170303\n",
+      "179             1.6          49.773217          -11.170303\n",
+      "180             1.6          49.773217          -11.170303\n",
+      "181             1.6          49.773217          -11.170303\n",
+      "182             1.6          49.773217          -11.170303\n",
+      "183             1.6          49.773217          -11.170303\n",
+      "184             1.6          49.773217          -11.170303\n",
+      "185             1.6          49.773217          -11.170303\n",
+      "186             1.6          49.773217          -11.170303\n",
+      "187             1.6          49.773217          -11.170303\n",
+      "188             1.4          49.736488          -11.201987\n",
+      "189             1.1          49.736125          -11.202155\n",
+      "190             1.1          49.736125          -11.202155\n",
+      "191             1.1          49.736125          -11.202155\n",
+      "192             1.1          49.736125          -11.202155\n",
+      "193             1.1          49.736125          -11.202155\n",
+      "diff 23 26\n",
+      "diff 26 29\n",
+      "diff 32 123\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.5          49.028753          -10.146657\n",
+      "1               2.5          49.028753          -10.146657\n",
+      "2               1.0          49.024250          -10.149115\n",
+      "3               1.2          49.020278          -10.153557\n",
+      "4               1.2          49.020278          -10.153557\n",
+      "5               1.0          49.010918          -10.162880\n",
+      "6               1.4          49.005258          -10.169255\n",
+      "7               1.4          49.005258          -10.169255\n",
+      "8               1.1          49.001848          -10.172870\n",
+      "9               0.9          48.997832          -10.177025\n",
+      "10              0.1          48.993817          -10.179393\n",
+      "11              0.1          48.993817          -10.179393\n",
+      "12              3.8          48.991143          -10.173572\n",
+      "13              0.1          48.990700          -10.172715\n",
+      "14              2.6          48.989207          -10.172433\n",
+      "15              2.6          48.989207          -10.172433\n",
+      "16              4.0          48.972318          -10.190427\n",
+      "17              4.7          48.955172          -10.207440\n",
+      "18              4.3          48.935942          -10.225367\n",
+      "19              4.3          48.935942          -10.225367\n",
+      "20              4.0          48.916405          -10.243852\n",
+      "21              3.7          48.900345          -10.257908\n",
+      "22              4.0          48.879232          -10.275253\n",
+      "23              4.0          48.879232          -10.275253\n",
+      "24              0.3          48.866657          -10.286187\n",
+      "25              0.9          48.868020          -10.288038\n",
+      "26              0.5          48.870262          -10.289827\n",
+      "27              1.1          48.865160          -10.285207\n",
+      "28              1.2          48.865885          -10.285013\n",
+      "29              0.5          48.868877          -10.285250\n",
+      "30              6.7          48.869375          -10.279160\n",
+      "31              6.8          48.900718          -10.252930\n",
+      "32              6.8          48.913772          -10.241350\n",
+      "33              5.4          48.918600          -10.240990\n",
+      "34              7.6          48.966485          -10.200842\n",
+      "35              7.6          48.966485          -10.200842\n",
+      "36              7.4          48.995877          -10.176587\n",
+      "37              1.3          49.025568          -10.141992\n",
+      "38              1.3          49.025568          -10.141992\n",
+      "39              1.5          49.033070          -10.136840\n",
+      "40              1.2          49.038038          -10.133272\n",
+      "41              1.7          49.044612          -10.127792\n",
+      "42              3.0          49.041860          -10.130392\n",
+      "43              3.2          49.020665          -10.154188\n",
+      "44              3.4          49.011185          -10.167128\n",
+      "45              3.0          49.010452          -10.168468\n",
+      "46              3.5          48.997418          -10.181665\n",
+      "47              3.4          48.984098          -10.191032\n",
+      "48              3.7          48.972540          -10.198743\n",
+      "49              3.5          48.959262          -10.208577\n",
+      "50              3.9          48.944553          -10.222855\n",
+      "51              3.6          48.931208          -10.234143\n",
+      "52              0.5          48.919090          -10.240383\n",
+      "53              1.0          48.921480          -10.232798\n",
+      "54              0.6          48.922988          -10.226287\n",
+      "55              0.5          48.924080          -10.220565\n",
+      "56              0.5          48.925135          -10.213635\n",
+      "57              0.6          48.925542          -10.204612\n",
+      "58              0.9          48.925693          -10.201017\n",
+      "59              0.6          48.925828          -10.199663\n",
+      "60              3.9          48.922450          -10.220358\n",
+      "61              3.9          48.922450          -10.220358\n",
+      "62              0.3          48.921827          -10.217895\n",
+      "63              0.3          48.921827          -10.217895\n",
+      "64              0.3          48.921827          -10.217895\n",
+      "65              0.3          48.921827          -10.217895\n",
+      "66              0.3          48.921827          -10.217895\n",
+      "67              0.3          48.921827          -10.217895\n",
+      "68              0.3          48.921827          -10.217895\n",
+      "69              0.3          48.921827          -10.217895\n",
+      "70              0.3          48.921827          -10.217895\n",
+      "71              0.3          48.921827          -10.217895\n",
+      "72              0.3          48.921827          -10.217895\n",
+      "73              0.3          48.921827          -10.217895\n",
+      "74              2.3          48.899145          -10.268997\n",
+      "75              0.9          48.885148          -10.280080\n",
+      "76              0.9          48.885148          -10.280080\n",
+      "77              0.9          48.885148          -10.280080\n",
+      "78              6.7          48.906305          -10.254073\n",
+      "79              6.7          48.906305          -10.254073\n",
+      "80             10.0          48.923698          -10.247485\n",
+      "81             10.0          48.923698          -10.247485\n",
+      "82             10.0          48.923698          -10.247485\n",
+      "83             10.0          48.923698          -10.247485\n",
+      "84             10.0          48.923698          -10.247485\n",
+      "85             10.0          48.923698          -10.247485\n",
+      "86             10.0          48.923698          -10.247485\n",
+      "87             10.0          48.923698          -10.247485\n",
+      "88              1.2          49.028513          -10.155268\n",
+      "89              1.1          49.025873          -10.157155\n",
+      "90              1.1          49.025873          -10.157155\n",
+      "91              1.1          49.025873          -10.157155\n",
+      "92              1.1          49.025873          -10.157155\n",
+      "93              1.1          49.025873          -10.157155\n",
+      "94              1.1          49.025873          -10.157155\n",
+      "95              1.1          49.025873          -10.157155\n",
+      "96              1.1          49.025873          -10.157155\n",
+      "97              1.1          49.025873          -10.157155\n",
+      "98              1.1          49.025873          -10.157155\n",
+      "99              0.9          49.007920          -10.171473\n",
+      "100             0.9          49.007920          -10.171473\n",
+      "101             1.0          49.000252          -10.174293\n",
+      "102             1.0          49.000252          -10.174293\n",
+      "103             1.0          49.000252          -10.174293\n",
+      "104             1.0          49.000252          -10.174293\n",
+      "105             1.3          48.989685          -10.186352\n",
+      "106             0.8          48.986797          -10.188828\n",
+      "107             1.3          48.984240          -10.190935\n",
+      "108             0.6          48.982330          -10.193422\n",
+      "109             1.4          48.980792          -10.194132\n",
+      "110             1.1          48.976603          -10.196822\n",
+      "111             1.1          48.969910          -10.203692\n",
+      "112             1.0          48.969852          -10.203752\n",
+      "113             1.0          48.969852          -10.203752\n",
+      "114             1.0          48.963087          -10.211423\n",
+      "115             0.7          48.959538          -10.214850\n",
+      "116             0.6          48.956355          -10.215812\n",
+      "117             0.4          48.952292          -10.218710\n",
+      "118             4.8          48.949572          -10.219482\n",
+      "119             4.6          48.931873          -10.234367\n",
+      "120             0.1          48.918370          -10.248755\n",
+      "121             0.2          48.918588          -10.249067\n",
+      "122             0.7          48.919088          -10.249327\n",
+      "123             2.7          48.911395          -10.259675\n",
+      "124             0.7          48.909817          -10.260003\n",
+      "125             0.7          48.909817          -10.260003\n",
+      "126             0.8          48.907155          -10.265117\n",
+      "127             1.3          48.899318          -10.272897\n",
+      "128             1.3          48.899318          -10.272897\n",
+      "129             1.3          48.895218          -10.276930\n",
+      "130             2.1          48.888572          -10.284442\n",
+      "131             1.1          48.886280          -10.285940\n",
+      "132             0.9          48.884325          -10.287645\n",
+      "133             0.9          48.884325          -10.287645\n",
+      "134             0.9          48.884325          -10.287645\n",
+      "135             0.9          48.884325          -10.287645\n",
+      "136             0.9          48.884325          -10.287645\n",
+      "137             0.9          48.884325          -10.287645\n",
+      "138             0.9          48.884325          -10.287645\n",
+      "139             0.9          48.884325          -10.287645\n",
+      "140             0.9          48.884325          -10.287645\n",
+      "141             9.3          48.718052          -10.117938\n",
+      "142             9.3          48.718052          -10.117938\n",
+      "143             9.4          48.684880          -10.085237\n",
+      "144             9.7          48.651752          -10.052073\n",
+      "145             9.4          48.584440           -9.984785\n",
+      "146             9.4          48.584440           -9.984785\n",
+      "147             9.4          48.584440           -9.984785\n",
+      "148             9.4          48.584440           -9.984785\n",
+      "149             9.4          48.584440           -9.984785\n",
+      "150             9.4          48.584440           -9.984785\n",
+      "151             9.4          48.584440           -9.984785\n",
+      "152             9.4          48.584440           -9.984785\n",
+      "153             9.4          48.584440           -9.984785\n",
+      "154             9.4          48.584440           -9.984785\n",
+      "155             9.4          48.584440           -9.984785\n",
+      "156             9.4          48.584440           -9.984785\n",
+      "157             9.4          48.584440           -9.984785\n",
+      "158             9.4          48.584440           -9.984785\n",
+      "159             9.4          48.584440           -9.984785\n",
+      "160             9.4          48.584440           -9.984785\n",
+      "161             9.4          48.584440           -9.984785\n",
+      "162             9.4          48.584440           -9.984785\n",
+      "163             9.4          48.584440           -9.984785\n",
+      "164             9.4          48.584440           -9.984785\n",
+      "165             9.4          48.584440           -9.984785\n",
+      "166             9.4          48.584440           -9.984785\n",
+      "167             9.4          48.584440           -9.984785\n",
+      "168             9.4          48.584440           -9.984785\n",
+      "169             9.4          48.584440           -9.984785\n",
+      "170             9.4          48.584440           -9.984785\n",
+      "171             9.4          48.584440           -9.984785\n",
+      "172             9.4          48.584440           -9.984785\n",
+      "173             9.4          48.584440           -9.984785\n",
+      "174             9.4          48.584440           -9.984785\n",
+      "175             9.4          48.584440           -9.984785\n",
+      "176             9.4          48.584440           -9.984785\n",
+      "177             9.4          48.584440           -9.984785\n",
+      "178             9.4          48.584440           -9.984785\n",
+      "179             9.4          48.584440           -9.984785\n",
+      "180             9.4          48.584440           -9.984785\n",
+      "181             9.4          48.584440           -9.984785\n",
+      "182             9.4          48.584440           -9.984785\n",
+      "183             9.4          48.584440           -9.984785\n",
+      "184             9.4          48.584440           -9.984785\n",
+      "185             9.4          48.584440           -9.984785\n",
+      "186             9.4          48.584440           -9.984785\n",
+      "187             9.9          47.118338           -8.737285\n",
+      "188             9.9          47.118338           -8.737285\n",
+      "189            10.0          47.074893           -8.699963\n",
+      "190             9.7          47.021402           -8.654848\n",
+      "191             9.9          46.966392           -8.609198\n",
+      "192             9.9          46.966392           -8.609198\n",
+      "193            10.1          46.925327           -8.575757\n",
+      "diff 36 80\n",
+      "diff 87 141\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               4.3          50.626320            1.299702\n",
+      "1               4.3          50.626320            1.299702\n",
+      "2               4.4          50.613213            1.277390\n",
+      "3               4.2          50.591702            1.238920\n",
+      "4               4.3          50.586020            1.224918\n",
+      "5               4.1          50.581407            1.207735\n",
+      "6               4.1          50.567013            1.177568\n",
+      "7               3.6          50.557160            1.153640\n",
+      "8               7.5          50.555230            1.156365\n",
+      "9               7.9          50.582617            1.214705\n",
+      "10              7.9          50.599528            1.252173\n",
+      "11              7.8          50.603205            1.260665\n",
+      "12              7.7          50.634915            1.327347\n",
+      "13              7.9          50.658507            1.379943\n",
+      "14              7.7          50.681997            1.431238\n",
+      "15              8.4          50.698797            1.470122\n",
+      "16              9.6          50.722000            1.516648\n",
+      "17              8.2          50.738025            1.571890\n",
+      "18              0.0          50.725935            1.590057\n",
+      "19              0.0          50.725908            1.590072\n",
+      "20              0.0          50.725920            1.590048\n",
+      "21              0.0          50.725915            1.590055\n",
+      "22              7.4          50.735253            1.575737\n",
+      "23              6.5          50.734247            1.536580\n",
+      "24              7.4          50.723253            1.495637\n",
+      "25              7.6          50.711065            1.449550\n",
+      "26              6.8          50.699432            1.403190\n",
+      "27              7.0          50.688067            1.351815\n",
+      "28              7.6          50.679282            1.317875\n",
+      "29              7.3          50.671603            1.274603\n",
+      "30              7.9          50.667045            1.220663\n",
+      "31              7.8          50.659760            1.191988\n",
+      "32              8.2          50.633297            1.135702\n",
+      "33              8.5          50.610140            1.093718\n",
+      "34              3.7          50.587230            1.076023\n",
+      "35              3.1          50.573357            1.064897\n",
+      "36              3.2          50.563303            1.049133\n",
+      "37              3.3          50.557107            1.034457\n",
+      "38              3.3          50.547140            1.013710\n",
+      "39              3.5          50.540652            0.997842\n",
+      "40              3.5          50.535303            0.976593\n",
+      "41              3.7          50.530368            0.954140\n",
+      "42              3.5          50.527233            0.933370\n",
+      "43              3.3          50.531257            0.906443\n",
+      "44              3.5          50.527077            0.889842\n",
+      "45              3.7          50.521678            0.880377\n",
+      "46              3.7          50.508575            0.854212\n",
+      "47              3.8          50.500305            0.831982\n",
+      "48              3.3          50.496500            0.818603\n",
+      "49              4.2          50.491230            0.790273\n",
+      "50              3.9          50.487103            0.762055\n",
+      "51              3.4          50.486050            0.729642\n",
+      "52              3.4          50.485193            0.721275\n",
+      "53              2.4          50.487032            0.701447\n",
+      "54              2.3          50.494735            0.713460\n",
+      "55              2.7          50.497290            0.723347\n",
+      "56              2.9          50.499663            0.736040\n",
+      "57              3.1          50.506715            0.763997\n",
+      "58              3.4          50.509812            0.780063\n",
+      "59              3.6          50.513315            0.802338\n",
+      "60              3.7          50.514535            0.810177\n",
+      "61              9.3          50.498730            0.868880\n",
+      "62              8.7          50.490083            0.874582\n",
+      "63              7.9          50.437740            0.878420\n",
+      "64              2.6          50.418653            0.876122\n",
+      "65              3.4          50.409957            0.879677\n",
+      "66              4.0          50.400428            0.908643\n",
+      "67              4.4          50.396292            0.944210\n",
+      "68              4.7          50.396848            0.957358\n",
+      "69              4.4          50.400478            0.986778\n",
+      "70              3.2          50.387128            1.012525\n",
+      "71              4.0          50.381998            1.036333\n",
+      "72              3.9          50.381238            1.047853\n",
+      "73              4.0          50.382050            1.062588\n",
+      "74              4.0          50.387858            1.099058\n",
+      "75              3.2          50.395082            1.120520\n",
+      "76              4.2          50.409632            1.121637\n",
+      "77              2.6          50.411393            1.110588\n",
+      "78              2.9          50.410417            1.084372\n",
+      "79              2.9          50.410417            1.084372\n",
+      "80              2.9          50.410417            1.084372\n",
+      "81              2.9          50.410417            1.084372\n",
+      "82              2.9          50.410417            1.084372\n",
+      "83              2.9          50.410417            1.084372\n",
+      "84              3.0          50.382618            1.033857\n",
+      "85              2.9          50.382197            1.052387\n",
+      "86              2.9          50.382197            1.052387\n",
+      "87              2.8          50.384897            1.082390\n",
+      "88              2.7          50.389727            1.105990\n",
+      "89              2.7          50.393855            1.116605\n",
+      "90              2.5          50.397072            1.128650\n",
+      "91              8.2          50.429010            1.170382\n",
+      "92              7.9          50.455802            1.203302\n",
+      "93              8.1          50.481735            1.234957\n",
+      "94              8.0          50.507343            1.269312\n",
+      "95              7.8          50.534867            1.302842\n",
+      "96              7.6          50.561068            1.333427\n",
+      "97              7.9          50.584082            1.363838\n",
+      "98              7.7          50.613678            1.408663\n",
+      "99              7.8          50.639482            1.441783\n",
+      "100             7.1          50.666280            1.475140\n",
+      "101             7.7          50.688938            1.500963\n",
+      "102             6.9          50.712625            1.528303\n",
+      "103             7.0          50.735305            1.557548\n",
+      "104             2.9          50.729125            1.590922\n",
+      "105             0.0          50.728378            1.591128\n",
+      "106             2.0          50.727442            1.591525\n",
+      "107             0.0          50.727215            1.591052\n",
+      "108             0.0          50.725890            1.590032\n",
+      "109             0.0          50.725903            1.590103\n",
+      "110             0.0          50.725882            1.590015\n",
+      "111             0.0          50.725848            1.590092\n",
+      "112             5.4          50.725568            1.587505\n",
+      "113             0.4          50.724963            1.585178\n",
+      "114             0.0          50.725520            1.588810\n",
+      "115             0.0          50.725528            1.588763\n",
+      "116             0.0          50.725550            1.588777\n",
+      "117             0.0          50.725550            1.588760\n",
+      "118             0.0          50.725560            1.588828\n",
+      "119             0.0          50.725527            1.588823\n",
+      "120             0.0          50.725523            1.588818\n",
+      "121             0.0          50.725535            1.588835\n",
+      "122             0.0          50.725552            1.588842\n",
+      "123             0.0          50.725543            1.588827\n",
+      "124             0.0          50.725545            1.588872\n",
+      "125             0.0          50.725498            1.588837\n",
+      "126             0.0          50.725525            1.588782\n",
+      "127             0.0          50.725557            1.588830\n",
+      "128             0.0          50.725555            1.588785\n",
+      "129             0.0          50.725522            1.588833\n",
+      "130             0.0          50.725552            1.588810\n",
+      "131             0.0          50.725510            1.588790\n",
+      "132             0.0          50.725558            1.588805\n",
+      "133             0.0          50.725560            1.588852\n",
+      "134             0.0          50.725538            1.588792\n",
+      "135             0.0          50.725548            1.588747\n",
+      "136             0.0          50.725467            1.588738\n",
+      "137             0.0          50.725528            1.588822\n",
+      "138             0.0          50.725545            1.588845\n",
+      "139             0.0          50.725520            1.588847\n",
+      "140             0.0          50.725528            1.588835\n",
+      "141             0.0          50.725510            1.588788\n",
+      "142             0.0          50.725458            1.588825\n",
+      "143             0.0          50.725522            1.588862\n",
+      "144             0.0          50.725513            1.588820\n",
+      "145             0.0          50.725540            1.588838\n",
+      "146             0.0          50.725473            1.588850\n",
+      "147             0.0          50.725540            1.588827\n",
+      "148             0.0          50.725502            1.588828\n",
+      "149             0.0          50.725523            1.588808\n",
+      "150             0.0          50.725547            1.588770\n",
+      "151             0.0          50.725530            1.588803\n",
+      "152             0.0          50.725590            1.588810\n",
+      "153             0.0          50.725527            1.588892\n",
+      "154             0.0          50.725508            1.588805\n",
+      "155             0.0          50.725518            1.588790\n",
+      "156             0.0          50.725512            1.588803\n",
+      "157             0.0          50.725492            1.588800\n",
+      "158             0.0          50.725523            1.588797\n",
+      "159             0.0          50.725527            1.588758\n",
+      "160             0.0          50.725547            1.588823\n",
+      "161             0.0          50.725553            1.588812\n",
+      "162             0.0          50.725520            1.588837\n",
+      "163             0.0          50.725570            1.588828\n",
+      "164             0.0          50.725543            1.588820\n",
+      "165             0.0          50.725545            1.588853\n",
+      "166             0.0          50.725542            1.588840\n",
+      "167             0.0          50.725535            1.588767\n",
+      "168             0.0          50.725523            1.588780\n",
+      "169             0.0          50.725505            1.588788\n",
+      "170             0.0          50.725517            1.588800\n",
+      "171             0.0          50.725513            1.588757\n",
+      "172             0.0          50.725538            1.588803\n",
+      "173             0.0          50.725508            1.588788\n",
+      "174             0.0          50.725493            1.588853\n",
+      "175             0.0          50.725567            1.588797\n",
+      "176             0.0          50.725520            1.588863\n",
+      "177             0.0          50.725538            1.588807\n",
+      "178             0.0          50.725508            1.588802\n",
+      "179             0.0          50.725480            1.588793\n",
+      "180             0.0          50.725552            1.588872\n",
+      "181             0.0          50.725523            1.588788\n",
+      "182             0.0          50.725530            1.588812\n",
+      "183             0.0          50.725540            1.588822\n",
+      "184             0.0          50.725523            1.588817\n",
+      "185             0.0          50.725517            1.588852\n",
+      "186             0.0          50.725502            1.588862\n",
+      "187             0.0          50.725508            1.588802\n",
+      "188             0.0          50.725552            1.588807\n",
+      "189             0.0          50.725515            1.588783\n",
+      "190             0.0          50.725510            1.588827\n",
+      "191             0.0          50.725517            1.588773\n",
+      "192             0.0          50.725537            1.588858\n",
+      "193             0.0          50.725488            1.588772\n",
+      "diff 17 22\n",
+      "diff 22 24\n",
+      "diff 25 27\n",
+      "diff 33 61\n",
+      "diff 63 91\n",
+      "diff 101 103\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.1          49.168203          -10.024075\n",
+      "1               1.1          49.168203          -10.024075\n",
+      "2               2.3          49.164772          -10.026643\n",
+      "3               2.3          49.164772          -10.026643\n",
+      "4               2.7          49.156528          -10.033975\n",
+      "5               1.2          49.151587          -10.038452\n",
+      "6               1.5          49.147392          -10.041575\n",
+      "7               1.5          49.147392          -10.041575\n",
+      "8               1.3          49.135170          -10.054212\n",
+      "9               1.6          49.131192          -10.055685\n",
+      "10              2.0          49.128690          -10.057575\n",
+      "11              2.0          49.128690          -10.057575\n",
+      "12              0.9          49.118325          -10.064675\n",
+      "13              0.6          49.115433          -10.063372\n",
+      "14              0.8          49.112420          -10.060442\n",
+      "15              5.2          49.122965          -10.055602\n",
+      "16              5.2          49.122965          -10.055602\n",
+      "17              4.8          49.132727          -10.053067\n",
+      "18              0.7          49.151968          -10.046427\n",
+      "19              0.3          49.151977          -10.047282\n",
+      "20              0.4          49.152857          -10.050562\n",
+      "21              0.6          49.153710          -10.053217\n",
+      "22              1.1          49.155823          -10.057493\n",
+      "23              1.1          49.155823          -10.057493\n",
+      "24              0.7          49.157762          -10.060272\n",
+      "25              3.9          49.159808          -10.061440\n",
+      "26              0.3          49.140428          -10.042558\n",
+      "27              0.2          49.140895          -10.042320\n",
+      "28              6.0          49.153257          -10.042112\n",
+      "29              6.4          49.177582          -10.028070\n",
+      "30              6.8          49.226397           -9.985330\n",
+      "31              4.9          49.252058           -9.961575\n",
+      "32              4.9          49.252058           -9.961575\n",
+      "33              6.8          49.277957           -9.940998\n",
+      "34              6.8          49.325205           -9.897888\n",
+      "35              6.8          49.325205           -9.897888\n",
+      "36              1.2          49.347632           -9.878652\n",
+      "37              2.1          49.353620           -9.875040\n",
+      "38              1.7          49.360353           -9.870398\n",
+      "39              2.0          49.366728           -9.866495\n",
+      "40              1.8          49.373463           -9.860582\n",
+      "41              1.5          49.379832           -9.854877\n",
+      "42              2.0          49.385663           -9.848918\n",
+      "43              1.4          49.395325           -9.837453\n",
+      "44              3.4          49.394500           -9.838898\n",
+      "45              3.1          49.380012           -9.850983\n",
+      "46              3.3          49.368175           -9.860220\n",
+      "47              3.3          49.356248           -9.869547\n",
+      "48              1.2          49.352522           -9.869617\n",
+      "49              1.6          49.355562           -9.863865\n",
+      "50              2.1          49.356508           -9.862378\n",
+      "51              1.1          49.360627           -9.854838\n",
+      "52              3.0          49.357760           -9.858908\n",
+      "53              0.8          49.346748           -9.872217\n",
+      "54              0.5          49.348573           -9.867008\n",
+      "55              0.7          49.349683           -9.864502\n",
+      "56              1.7          49.352322           -9.855773\n",
+      "57              1.1          49.353542           -9.850967\n",
+      "58              3.2          49.352798           -9.852673\n",
+      "59              3.2          49.352798           -9.852673\n",
+      "60              0.7          49.338877           -9.876627\n",
+      "61              1.8          49.340038           -9.878832\n",
+      "62              0.2          49.340148           -9.878978\n",
+      "63              0.2          49.340148           -9.878978\n",
+      "64              2.8          49.340547           -9.881620\n",
+      "65              0.4          49.341793           -9.882223\n",
+      "66              0.4          49.341793           -9.882223\n",
+      "67              0.6          49.340727           -9.884885\n",
+      "68              1.4          49.335393           -9.892095\n",
+      "69              1.4          49.335393           -9.892095\n",
+      "70              1.4          49.335393           -9.892095\n",
+      "71              1.4          49.335393           -9.892095\n",
+      "72              1.4          49.335393           -9.892095\n",
+      "73              1.4          49.335393           -9.892095\n",
+      "74              1.4          49.335393           -9.892095\n",
+      "75              1.4          49.335393           -9.892095\n",
+      "76              1.4          49.335393           -9.892095\n",
+      "77              1.0          49.309697           -9.917685\n",
+      "78              0.4          49.306170           -9.921473\n",
+      "79              0.4          49.306170           -9.921473\n",
+      "80              0.3          49.298978           -9.928220\n",
+      "81              0.3          49.298978           -9.928220\n",
+      "82              1.1          49.295885           -9.931515\n",
+      "83              0.7          49.288653           -9.936315\n",
+      "84              0.6          49.285188           -9.939283\n",
+      "85              0.2          49.282487           -9.939450\n",
+      "86              0.7          49.279817           -9.942202\n",
+      "87              0.7          49.279817           -9.942202\n",
+      "88              1.1          49.276763           -9.944185\n",
+      "89              1.0          49.275983           -9.945205\n",
+      "90              1.0          49.275983           -9.945205\n",
+      "91              3.8          49.262988           -9.959005\n",
+      "92              1.2          49.253340           -9.957318\n",
+      "93              3.7          49.254213           -9.956588\n",
+      "94              1.6          49.250553           -9.962885\n",
+      "95              0.5          49.250672           -9.962488\n",
+      "96              0.5          49.250672           -9.962488\n",
+      "97              0.5          49.250672           -9.962488\n",
+      "98              0.5          49.250672           -9.962488\n",
+      "99              1.0          49.243777           -9.970328\n",
+      "100             0.8          49.240535           -9.974382\n",
+      "101             1.7          49.229870           -9.984937\n",
+      "102             1.7          49.229870           -9.984937\n",
+      "103             1.1          49.225313           -9.988737\n",
+      "104             1.4          49.220510           -9.991995\n",
+      "105             1.9          49.213925           -9.997577\n",
+      "106             0.5          49.209932          -10.002827\n",
+      "107             2.2          49.209425          -10.003053\n",
+      "108             1.1          49.203667          -10.007217\n",
+      "109             1.3          49.200440          -10.009682\n",
+      "110             0.7          49.191850          -10.018282\n",
+      "111             1.7          49.187457          -10.021858\n",
+      "112             1.8          49.181060          -10.027597\n",
+      "113             1.1          49.177293          -10.031210\n",
+      "114             2.3          49.176237          -10.032268\n",
+      "115             1.1          49.171865          -10.034125\n",
+      "116             5.4          49.201808          -10.019972\n",
+      "117             5.9          49.216053          -10.004357\n",
+      "118             5.3          49.223943           -9.995143\n",
+      "119             5.4          49.243547           -9.973013\n",
+      "120             0.4          49.251023           -9.960928\n",
+      "121             0.6          49.251003           -9.960820\n",
+      "122             1.7          49.250930           -9.959833\n",
+      "123             7.0          49.294222           -9.927100\n",
+      "124             6.7          49.319390           -9.905982\n",
+      "125             6.7          49.319390           -9.905982\n",
+      "126             1.4          49.357485           -9.869895\n",
+      "127             0.4          49.359810           -9.866565\n",
+      "128             0.4          49.359810           -9.866565\n",
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+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               1.9          47.710522           -5.110160\n",
+      "1               1.9          47.710522           -5.110160\n",
+      "2               5.1          47.709098           -5.124320\n",
+      "3               1.5          47.709673           -5.135258\n",
+      "4               2.0          47.709840           -5.153388\n",
+      "5               2.1          47.708765           -5.165887\n",
+      "6               2.1          47.707655           -5.178468\n",
+      "7               2.2          47.706700           -5.191278\n",
+      "8               2.3          47.706270           -5.196792\n",
+      "9               2.2          47.705512           -5.219755\n",
+      "10              2.1          47.705422           -5.220917\n",
+      "11              2.7          47.703167           -5.234865\n",
+      "12              2.8          47.689085           -5.258702\n",
+      "13              2.9          47.680918           -5.269803\n",
+      "14              3.1          47.677347           -5.274875\n",
+      "15              3.1          47.677347           -5.274875\n",
+      "16              3.1          47.677347           -5.274875\n",
+      "17              3.1          47.677347           -5.274875\n",
+      "18              3.0          47.642332           -5.316128\n",
+      "19              3.0          47.642332           -5.316128\n",
+      "20              3.0          47.642332           -5.316128\n",
+      "21              2.1          47.609518           -5.332858\n",
+      "22              1.9          47.600643           -5.333688\n",
+      "23              2.0          47.591223           -5.334027\n",
+      "24              2.0          47.591223           -5.334027\n",
+      "25              1.8          47.583475           -5.333203\n",
+      "26              1.8          47.583475           -5.333203\n",
+      "27              3.6          47.582790           -5.361778\n",
+      "28              3.6          47.582790           -5.361778\n",
+      "29              3.6          47.582790           -5.361778\n",
+      "30              3.6          47.582790           -5.361778\n",
+      "31              3.6          47.582790           -5.361778\n",
+      "32              3.6          47.582790           -5.361778\n",
+      "33              3.6          47.582790           -5.361778\n",
+      "34              1.0          47.676162           -5.377533\n",
+      "35              1.5          47.674008           -5.384873\n",
+      "36              1.5          47.674008           -5.384873\n",
+      "37              1.5          47.669233           -5.402702\n",
+      "38              1.6          47.666693           -5.411652\n",
+      "39              1.7          47.664112           -5.420723\n",
+      "40              1.7          47.664112           -5.420723\n",
+      "41              1.1          47.660092           -5.433070\n",
+      "42              1.1          47.660092           -5.433070\n",
+      "43              1.1          47.660092           -5.433070\n",
+      "44              1.1          47.660092           -5.433070\n",
+      "45              1.1          47.660092           -5.433070\n",
+      "46              1.1          47.660092           -5.433070\n",
+      "47              1.1          47.660092           -5.433070\n",
+      "48              1.1          47.660092           -5.433070\n",
+      "49              1.1          47.660092           -5.433070\n",
+      "50              1.1          47.660092           -5.433070\n",
+      "51              1.1          47.660092           -5.433070\n",
+      "52              0.8          47.688043           -5.412858\n",
+      "53              0.8          47.688043           -5.412858\n",
+      "54              0.8          47.684160           -5.408172\n",
+      "55              0.7          47.681340           -5.405632\n",
+      "56              0.8          47.678583           -5.403798\n",
+      "57              0.7          47.675065           -5.401907\n",
+      "58              0.7          47.675065           -5.401907\n",
+      "59              0.6          47.671378           -5.400817\n",
+      "60              0.8          47.666022           -5.400612\n",
+      "61              0.7          47.663100           -5.400805\n",
+      "62              0.7          47.661148           -5.401680\n",
+      "63              0.6          47.658782           -5.402907\n",
+      "64              0.5          47.656620           -5.404660\n",
+      "65              0.5          47.655775           -5.405290\n",
+      "66              0.5          47.655775           -5.405290\n",
+      "67              0.5          47.655775           -5.405290\n",
+      "68              0.3          47.653725           -5.409278\n",
+      "69              0.3          47.654190           -5.411085\n",
+      "70              0.3          47.654190           -5.411085\n",
+      "71              0.3          47.655590           -5.412808\n",
+      "72              0.3          47.655590           -5.412808\n",
+      "73              0.3          47.655590           -5.412808\n",
+      "74              0.3          47.655590           -5.412808\n",
+      "75              0.3          47.655590           -5.412808\n",
+      "76              0.3          47.655590           -5.412808\n",
+      "77              0.3          47.655590           -5.412808\n",
+      "78              0.3          47.655590           -5.412808\n",
+      "79              1.6          47.691222           -5.410738\n",
+      "80              1.6          47.691222           -5.410738\n",
+      "81              1.6          47.691222           -5.410738\n",
+      "82              1.6          47.691222           -5.410738\n",
+      "83              1.6          47.691222           -5.410738\n",
+      "84              1.6          47.691222           -5.410738\n",
+      "85              1.6          47.691222           -5.410738\n",
+      "86              1.6          47.691222           -5.410738\n",
+      "87              1.6          47.691222           -5.410738\n",
+      "88              1.6          47.691222           -5.410738\n",
+      "89              1.6          47.691222           -5.410738\n",
+      "90              1.6          47.691222           -5.410738\n",
+      "91              1.6          47.691222           -5.410738\n",
+      "92              1.6          47.691222           -5.410738\n",
+      "93              1.6          47.691222           -5.410738\n",
+      "94              5.7          47.777343           -5.372343\n",
+      "95              5.7          47.743252           -5.436838\n",
+      "96              4.0          47.727955           -5.438908\n",
+      "97              4.1          47.718973           -5.451210\n",
+      "98              2.3          47.714727           -5.467632\n",
+      "99              3.7          47.700982           -5.471672\n",
+      "100             3.7          47.700982           -5.471672\n",
+      "101             3.0          47.688233           -5.472305\n",
+      "102             3.0          47.688233           -5.472305\n",
+      "103             3.0          47.688233           -5.472305\n",
+      "104             3.0          47.688233           -5.472305\n",
+      "105             3.0          47.688233           -5.472305\n",
+      "106             3.0          47.688233           -5.472305\n",
+      "107             3.0          47.688233           -5.472305\n",
+      "108             3.0          47.688233           -5.472305\n",
+      "109             3.0          47.688233           -5.472305\n",
+      "110             3.0          47.688233           -5.472305\n",
+      "111             3.0          47.688233           -5.472305\n",
+      "112             3.0          47.688233           -5.472305\n",
+      "113             3.0          47.688233           -5.472305\n",
+      "114             3.0          47.688233           -5.472305\n",
+      "115             3.0          47.688233           -5.472305\n",
+      "116             3.0          47.688233           -5.472305\n",
+      "117             3.0          47.688233           -5.472305\n",
+      "118             3.5          47.505332           -5.341032\n",
+      "119             3.3          47.507418           -5.369562\n",
+      "120             3.3          47.507418           -5.369562\n",
+      "121             3.0          47.519690           -5.372858\n",
+      "122             2.7          47.530937           -5.375343\n",
+      "123             2.7          47.530937           -5.375343\n",
+      "124             2.7          47.530937           -5.375343\n",
+      "125             2.7          47.530937           -5.375343\n",
+      "126             2.7          47.530937           -5.375343\n",
+      "127             2.7          47.530937           -5.375343\n",
+      "128             2.7          47.530937           -5.375343\n",
+      "129             2.7          47.530937           -5.375343\n",
+      "130             2.7          47.530937           -5.375343\n",
+      "131             2.7          47.530937           -5.375343\n",
+      "132             2.7          47.530937           -5.375343\n",
+      "133             2.7          47.530937           -5.375343\n",
+      "134             2.0          47.641030           -5.461855\n",
+      "135             2.0          47.641030           -5.461855\n",
+      "136             5.4          47.659918           -5.471495\n",
+      "137             6.8          47.661788           -5.472815\n",
+      "138             6.7          47.661700           -5.472600\n",
+      "139             6.7          47.661700           -5.472600\n",
+      "140             6.7          47.661700           -5.472600\n",
+      "141             0.9          47.683423           -5.428220\n",
+      "142             0.9          47.683423           -5.428220\n",
+      "143             0.9          47.687415           -5.417527\n",
+      "144             0.9          47.687415           -5.417527\n",
+      "145             0.7          47.687722           -5.413043\n",
+      "146             0.7          47.687567           -5.408065\n",
+      "147             0.5          47.685957           -5.402512\n",
+      "148             0.5          47.685860           -5.402280\n",
+      "149             0.7          47.681975           -5.395638\n",
+      "150             0.8          47.680808           -5.394233\n",
+      "151             0.8          47.679297           -5.392473\n",
+      "152             1.0          47.676567           -5.389938\n",
+      "153             1.0          47.673713           -5.387877\n",
+      "154             0.8          47.668717           -5.385252\n",
+      "155             0.8          47.668717           -5.385252\n",
+      "156             1.0          47.664123           -5.383755\n",
+      "157             1.0          47.662210           -5.383190\n",
+      "158             0.9          47.655395           -5.382082\n",
+      "159             0.9          47.653735           -5.382015\n",
+      "160             0.8          47.649230           -5.382247\n",
+      "161             0.8          47.647957           -5.382397\n",
+      "162             0.8          47.647957           -5.382397\n",
+      "163             0.8          47.641883           -5.385137\n",
+      "164             0.4          47.640018           -5.386538\n",
+      "165             0.7          47.638788           -5.387260\n",
+      "166             0.3          47.637192           -5.388605\n",
+      "167             0.3          47.636815           -5.389182\n",
+      "168             0.2          47.636545           -5.390145\n",
+      "169             0.1          47.636748           -5.390530\n",
+      "170             0.4          47.636937           -5.390653\n",
+      "171             0.3          47.638372           -5.390720\n",
+      "172             0.5          47.640057           -5.390368\n",
+      "173             0.6          47.642295           -5.389658\n",
+      "174             0.7          47.644350           -5.388900\n",
+      "175             0.8          47.646823           -5.387557\n",
+      "176             0.7          47.648333           -5.386537\n",
+      "177             1.0          47.652887           -5.383867\n",
+      "178             0.8          47.656237           -5.381763\n",
+      "179             0.8          47.659032           -5.379772\n",
+      "180             7.2          47.645030           -5.366252\n",
+      "181             7.4          47.639082           -5.362345\n",
+      "182             7.3          47.628032           -5.354687\n",
+      "183             7.3          47.628032           -5.354687\n",
+      "184             7.6          47.551015           -5.301905\n",
+      "185             7.9          47.530143           -5.291517\n",
+      "186             8.1          47.510333           -5.279838\n",
+      "187             7.5          47.480843           -5.261127\n",
+      "188             7.5          47.480843           -5.261127\n",
+      "189             5.0          47.424237           -5.224027\n",
+      "190             7.3          47.401310           -5.194167\n",
+      "191             8.2          47.407520           -5.128805\n",
+      "192             8.2          47.407520           -5.128805\n",
+      "193             7.8          47.422953           -5.169370\n",
+      "diff 188 190\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.8          50.441930            0.934480\n",
+      "1               2.8          50.441930            0.934480\n",
+      "2               2.3          50.449657            0.925977\n",
+      "3               2.1          50.456347            0.929428\n",
+      "4               1.6          50.463935            0.937048\n",
+      "5               1.8          50.468532            0.943015\n",
+      "6               2.2          50.478445            0.950998\n",
+      "7               2.2          50.484440            0.957543\n",
+      "8               2.3          50.488118            0.959803\n",
+      "9               2.5          50.499800            0.976777\n",
+      "10              2.9          50.509902            0.994258\n",
+      "11              2.9          50.509902            0.994258\n",
+      "12              2.8          50.517172            1.013128\n",
+      "13              5.7          50.530580            1.041027\n",
+      "14              8.7          50.551023            1.096552\n",
+      "15              8.6          50.553030            1.101855\n",
+      "16              9.1          50.589998            1.191338\n",
+      "17              9.1          50.612635            1.246525\n",
+      "18              8.7          50.630953            1.289358\n",
+      "19              8.8          50.639908            1.310162\n",
+      "20              8.4          50.673068            1.379242\n",
+      "21              8.0          50.692090            1.434280\n",
+      "22              8.4          50.708297            1.480760\n",
+      "23              9.4          50.727487            1.531353\n",
+      "24              7.5          50.735008            1.576587\n",
+      "25              0.0          50.725848            1.589860\n",
+      "26              0.0          50.725872            1.589878\n",
+      "27              0.0          50.725868            1.589852\n",
+      "28              0.0          50.725880            1.589865\n",
+      "29              0.0          50.725880            1.589888\n",
+      "30              0.0          50.725865            1.589865\n",
+      "31              0.0          50.725858            1.589858\n",
+      "32              0.0          50.725855            1.589870\n",
+      "33              0.0          50.727270            1.588625\n",
+      "34              0.0          50.727220            1.588632\n",
+      "35              0.2          50.727248            1.588622\n",
+      "36              0.0          50.725503            1.584543\n",
+      "37              0.0          50.725462            1.584555\n",
+      "38              0.0          50.725452            1.584533\n",
+      "39              0.0          50.725448            1.584535\n",
+      "40              0.0          50.725455            1.584530\n",
+      "41              0.0          50.725450            1.584527\n",
+      "42              0.0          50.725458            1.584527\n",
+      "43              0.0          50.725480            1.584507\n",
+      "44              0.0          50.725495            1.584517\n",
+      "45              0.0          50.725460            1.584522\n",
+      "46              0.0          50.725462            1.584550\n",
+      "47              0.0          50.725473            1.584540\n",
+      "48              0.0          50.725453            1.584520\n",
+      "49              0.0          50.725455            1.584545\n",
+      "50              0.0          50.725448            1.584527\n",
+      "51              0.0          50.725463            1.584552\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               2.9          49.536567           -8.853217\n",
+      "1               2.9          49.536567           -8.853217\n",
+      "2               2.1          49.531167           -8.854017\n",
+      "3               3.9          49.520217           -8.848033\n",
+      "4               3.3          49.496900           -8.851167\n",
+      "5               3.3          49.482783           -8.856000\n",
+      "6               3.6          49.468200           -8.858133\n",
+      "7               3.6          49.465683           -8.858417\n",
+      "8               3.7          49.447200           -8.857750\n",
+      "9               3.4          49.446867           -8.857750\n",
+      "10              4.0          49.405867           -8.853783\n",
+      "11              3.5          49.395417           -8.855333\n",
+      "12              3.7          49.375417           -8.862567\n",
+      "13              3.6          49.369150           -8.865650\n",
+      "14              3.6          49.369150           -8.865650\n",
+      "15              3.8          49.339567           -8.896183\n",
+      "16              3.8          49.327033           -8.914083\n",
+      "17              3.8          49.327033           -8.914083\n",
+      "18              3.8          49.304183           -8.945250\n",
+      "19              3.8          49.304183           -8.945250\n",
+      "20              3.8          49.304183           -8.945250\n",
+      "21              3.8          49.304183           -8.945250\n",
+      "22              3.8          49.304183           -8.945250\n",
+      "23              3.8          49.304183           -8.945250\n",
+      "24              3.8          49.304183           -8.945250\n",
+      "25              3.2          49.335383           -8.907217\n",
+      "26              3.2          49.335383           -8.907217\n",
+      "27              3.4          49.367500           -8.872233\n",
+      "28              3.7          49.382400           -8.864217\n",
+      "29              3.6          49.398050           -8.858817\n",
+      "30              3.9          49.421250           -8.858050\n",
+      "31              3.8          49.451067           -8.861500\n",
+      "32              3.8          49.451067           -8.861500\n",
+      "33              3.9          49.485667           -8.859600\n",
+      "34              3.9          49.500883           -8.853883\n",
+      "35              2.6          49.504100           -8.850317\n",
+      "36              2.8          49.487783           -8.858950\n",
+      "37              2.6          49.487100           -8.859367\n",
+      "38              2.5          49.467217           -8.870150\n",
+      "39              2.5          49.467217           -8.870150\n",
+      "40              2.6          49.447417           -8.878517\n",
+      "41              2.8          49.433217           -8.882900\n",
+      "42              2.6          49.425767           -8.886250\n",
+      "43              2.6          49.417383           -8.890817\n",
+      "44              2.5          49.406750           -8.903133\n",
+      "45              2.8          49.399800           -8.911750\n",
+      "46              2.7          49.387967           -8.930383\n",
+      "47              2.9          49.380983           -8.944783\n",
+      "48              3.0          49.379283           -8.951900\n",
+      "49              2.9          49.374350           -8.971583\n",
+      "50              2.9          49.374350           -8.971583\n",
+      "51              3.1          49.370133           -8.982350\n",
+      "52              3.4          49.369083           -8.952333\n",
+      "53              3.2          49.367850           -8.927017\n",
+      "54              3.2          49.367550           -8.906767\n",
+      "55              3.2          49.369083           -8.888583\n",
+      "56              3.0          49.375267           -8.866083\n",
+      "57              3.1          49.385550           -8.852350\n",
+      "58              3.1          49.395067           -8.843017\n",
+      "59              3.0          49.405333           -8.833800\n",
+      "60              2.9          49.418350           -8.821250\n",
+      "61              2.9          49.427750           -8.810950\n",
+      "62              2.9          49.427750           -8.810950\n",
+      "63              3.0          49.444300           -8.797783\n",
+      "64              3.2          49.456150           -8.790917\n",
+      "65              3.2          49.456150           -8.790917\n",
+      "66              3.0          49.469083           -8.782317\n",
+      "67              7.0          49.477367           -8.773467\n",
+      "68              3.8          49.446300           -8.801333\n",
+      "69              3.8          49.446300           -8.801333\n",
+      "70              3.8          49.430233           -8.817767\n",
+      "71              3.6          49.410517           -8.839333\n",
+      "72              3.5          49.393450           -8.851433\n",
+      "73              3.6          49.389817           -8.853200\n",
+      "74              3.3          49.372200           -8.862383\n",
+      "75              3.3          49.361317           -8.869233\n",
+      "76              3.3          49.361317           -8.869233\n",
+      "77              3.1          49.334717           -8.884067\n",
+      "78              3.2          49.323717           -8.889083\n",
+      "79              3.0          49.310917           -8.895067\n",
+      "80              2.9          49.297383           -8.903850\n",
+      "81              0.7          49.296117           -8.906417\n",
+      "82              3.3          49.283833           -8.909800\n",
+      "83              3.5          49.301333           -8.892717\n",
+      "84              3.5          49.301333           -8.892717\n",
+      "85              3.5          49.313617           -8.879300\n",
+      "86              3.6          49.338617           -8.856917\n",
+      "87              3.5          49.340350           -8.855350\n",
+      "88              3.7          49.352167           -8.844333\n",
+      "89              3.5          49.361283           -8.838867\n",
+      "90              3.3          49.394550           -8.837250\n",
+      "91              3.3          49.394550           -8.837250\n",
+      "92              3.4          49.416550           -8.835300\n",
+      "93              3.5          49.423133           -8.836317\n",
+      "94              3.5          49.452700           -8.840067\n",
+      "95              3.5          49.452700           -8.840067\n",
+      "96              3.6          49.467600           -8.833317\n",
+      "97              5.5          49.476733           -8.822083\n",
+      "98              5.5          49.476733           -8.822083\n",
+      "99              7.0          49.464417           -8.836417\n",
+      "100             3.4          49.444467           -8.849833\n",
+      "101             3.0          49.431850           -8.861683\n",
+      "102             3.0          49.431850           -8.861683\n",
+      "103             3.0          49.431850           -8.861683\n",
+      "104             3.8          49.390600           -8.905767\n",
+      "105             3.8          49.390600           -8.905767\n",
+      "106             3.8          49.390600           -8.905767\n",
+      "107             3.7          49.359517           -8.950100\n",
+      "108             3.8          49.348283           -8.968783\n",
+      "109             3.8          49.340833           -8.980917\n",
+      "110             3.9          49.337000           -8.987000\n",
+      "111             3.8          49.326967           -9.005217\n",
+      "112             0.6          49.315800           -9.032183\n",
+      "113             0.6          49.315800           -9.032183\n",
+      "114             3.7          49.315683           -9.020717\n",
+      "115             2.2          49.331300           -9.024167\n",
+      "116             3.3          49.359717           -9.022617\n",
+      "117             3.3          49.359717           -9.022617\n",
+      "118             3.1          49.380017           -9.015267\n",
+      "119             3.2          49.386767           -9.011933\n",
+      "120             3.5          49.414067           -9.000950\n",
+      "121             3.5          49.414067           -9.000950\n",
+      "122             3.5          49.428867           -9.000483\n",
+      "123             3.6          49.445667           -8.999167\n",
+      "124             3.6          49.474200           -8.996333\n",
+      "125             3.6          49.474200           -8.996333\n",
+      "126             3.7          49.490667           -8.996767\n",
+      "127             3.7          49.505650           -8.993283\n",
+      "128             8.3          49.506267           -8.990300\n",
+      "129             8.3          49.506267           -8.990300\n",
+      "130             8.3          49.506267           -8.990300\n",
+      "131             8.3          49.506267           -8.990300\n",
+      "132             8.3          49.506267           -8.990300\n",
+      "133             8.3          49.506267           -8.990300\n",
+      "134             4.1          49.580267           -8.950750\n",
+      "135             4.1          49.580267           -8.950750\n",
+      "136             3.5          49.603483           -8.921133\n",
+      "137             3.5          49.603483           -8.921133\n",
+      "138             3.5          49.603483           -8.921133\n",
+      "139             3.5          49.603483           -8.921133\n",
+      "140             3.5          49.603483           -8.921133\n",
+      "141             3.5          49.603483           -8.921133\n",
+      "142             3.5          49.665700           -8.845300\n",
+      "143             2.5          49.694717           -8.819233\n",
+      "144             3.0          49.672383           -8.830750\n",
+      "145             3.0          49.672383           -8.830750\n",
+      "146             3.0          49.660100           -8.838400\n",
+      "147             3.0          49.660100           -8.838400\n",
+      "148             3.0          49.660100           -8.838400\n",
+      "149             3.0          49.660100           -8.838400\n",
+      "150             3.0          49.660100           -8.838400\n",
+      "151             3.0          49.660100           -8.838400\n",
+      "152             3.0          49.660100           -8.838400\n",
+      "153             3.0          49.660100           -8.838400\n",
+      "154             3.0          49.660100           -8.838400\n",
+      "155             3.0          49.660100           -8.838400\n",
+      "156             3.0          49.660100           -8.838400\n",
+      "157             3.0          49.660100           -8.838400\n",
+      "158             3.0          49.660100           -8.838400\n",
+      "159             3.0          49.660100           -8.838400\n",
+      "160             3.0          49.660100           -8.838400\n",
+      "161             3.0          49.660100           -8.838400\n",
+      "162             3.0          49.660100           -8.838400\n",
+      "163             3.0          49.660100           -8.838400\n",
+      "164             3.1          49.572333           -8.915867\n",
+      "165             3.1          49.572333           -8.915867\n",
+      "166             3.1          49.572333           -8.915867\n",
+      "167             3.3          49.603150           -8.881033\n",
+      "168             3.1          49.614933           -8.868517\n",
+      "169             3.1          49.614933           -8.868517\n",
+      "170             3.1          49.625917           -8.856917\n",
+      "171             3.3          49.642433           -8.842400\n",
+      "172             3.2          49.665817           -8.828133\n",
+      "173             3.2          49.665817           -8.828133\n",
+      "174             3.2          49.665817           -8.828133\n",
+      "175             4.4          49.673700           -8.821950\n",
+      "176             4.4          49.673700           -8.821950\n",
+      "177             4.4          49.673700           -8.821950\n",
+      "178             2.9          49.640217           -8.855833\n",
+      "179             3.0          49.629133           -8.865667\n",
+      "180             3.0          49.629133           -8.865667\n",
+      "181             2.9          49.619017           -8.876517\n",
+      "182             3.3          49.599017           -8.900433\n",
+      "183             3.3          49.588017           -8.912367\n",
+      "184             3.3          49.588017           -8.912367\n",
+      "185             3.1          49.577867           -8.925550\n",
+      "186             3.0          49.557150           -8.949700\n",
+      "187             3.0          49.545767           -8.960283\n",
+      "188             2.8          49.536550           -8.972067\n",
+      "189             0.6          49.531633           -8.975000\n",
+      "190             4.0          49.527400           -8.979883\n",
+      "191             3.2          49.529000           -8.996950\n",
+      "192             6.0          49.535667           -8.997950\n",
+      "193             3.4          49.566033           -8.990500\n",
+      "diff 67 99\n",
+      "diff 99 128\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.4          49.138952           -8.448528\n",
+      "1               3.4          49.143535           -8.448357\n",
+      "2               3.4          49.157630           -8.447637\n",
+      "3               3.4          49.167335           -8.446737\n",
+      "4               3.6          49.180652           -8.439085\n",
+      "5               3.7          49.196085           -8.421477\n",
+      "6               3.6          49.205900           -8.404542\n",
+      "7               3.4          49.215017           -8.388297\n",
+      "8               3.3          49.221387           -8.376783\n",
+      "9               1.1          49.220877           -8.373818\n",
+      "10              2.3          49.235977           -8.350673\n",
+      "11              3.1          49.244705           -8.336438\n",
+      "12              3.1          49.253485           -8.321900\n",
+      "13              3.0          49.265813           -8.302883\n",
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+      "15              3.0          49.282328           -8.280083\n",
+      "16              3.0          49.294388           -8.263377\n",
+      "17              2.9          49.304300           -8.251798\n",
+      "18              2.9          49.304300           -8.251798\n",
+      "19              2.9          49.322643           -8.231007\n",
+      "20              3.2          49.334537           -8.217568\n",
+      "21              3.0          49.341860           -8.209288\n",
+      "22              3.1          49.354625           -8.195033\n",
+      "23              1.2          49.353302           -8.199320\n",
+      "24              3.7          49.358182           -8.191452\n",
+      "25              3.4          49.375652           -8.171057\n",
+      "26              3.5          49.391855           -8.152057\n",
+      "27              3.4          49.396250           -8.146502\n",
+      "28              3.9          49.406947           -8.134168\n",
+      "29              3.9          49.406947           -8.134168\n",
+      "30              3.7          49.446493           -8.119867\n",
+      "31              3.7          49.446493           -8.119867\n",
+      "32              3.5          49.467120           -8.112798\n",
+      "33              3.6          49.485427           -8.107558\n",
+      "34              3.6          49.497458           -8.104103\n",
+      "35              3.7          49.514372           -8.099257\n",
+      "36              3.3          49.517648           -8.093275\n",
+      "37              9.9          49.504168           -8.057675\n",
+      "38              9.6          49.476913           -7.985988\n",
+      "39              9.7          49.456240           -7.931562\n",
+      "40              8.8          49.461660           -7.892488\n",
+      "41              3.8          49.476787           -7.874028\n",
+      "42              3.9          49.489063           -7.858945\n",
+      "43              3.9          49.497563           -7.848063\n",
+      "44              3.7          49.513280           -7.827893\n",
+      "45              3.7          49.525145           -7.812735\n",
+      "46              3.7          49.536905           -7.797632\n",
+      "47              3.5          49.544668           -7.787647\n",
+      "48              3.4          49.556492           -7.772592\n",
+      "49              4.0          49.569560           -7.756038\n",
+      "50              3.9          49.575375           -7.748658\n",
+      "51              3.8          49.593508           -7.725690\n",
+      "52              3.8          49.597007           -7.721260\n",
+      "53              3.4          49.618535           -7.701700\n",
+      "54              3.5          49.627382           -7.695863\n",
+      "55              3.4          49.635678           -7.690378\n",
+      "56              5.0          49.636270           -7.687142\n",
+      "57              3.9          49.617943           -7.705467\n",
+      "58              4.0          49.603750           -7.717673\n",
+      "59              4.0          49.589177           -7.737387\n",
+      "60              3.9          49.577193           -7.754887\n",
+      "61              4.2          49.565270           -7.773080\n",
+      "62              4.2          49.557073           -7.784472\n",
+      "63              4.0          49.537697           -7.801887\n",
+      "64              4.1          49.523763           -7.816550\n",
+      "65              3.9          49.510815           -7.832870\n",
+      "66              4.0          49.510538           -7.833215\n",
+      "67              4.1          49.497705           -7.849472\n",
+      "68              4.1          49.486385           -7.863720\n",
+      "69              1.4          49.472092           -7.881743\n",
+      "70              5.2          49.474787           -7.874503\n",
+      "71              3.3          49.489082           -7.856125\n",
+      "72              3.3          49.500307           -7.842080\n",
+      "73              3.4          49.507428           -7.832990\n",
+      "74              3.6          49.517807           -7.819750\n",
+      "75              3.6          49.535077           -7.797677\n",
+      "76              3.6          49.543442           -7.786973\n",
+      "77              3.6          49.556017           -7.771013\n",
+      "78              3.8          49.568283           -7.759460\n",
+      "79              3.6          49.584537           -7.739312\n",
+      "80              3.8          49.591220           -7.730717\n",
+      "81              3.8          49.601837           -7.717642\n",
+      "82              3.7          49.617045           -7.704422\n",
+      "83              0.3          49.617800           -7.704347\n",
+      "84              4.1          49.592748           -7.721145\n",
+      "85              3.8          49.612845           -7.707245\n",
+      "86              3.8          49.629103           -7.696468\n",
+      "87              3.7          49.639508           -7.690002\n",
+      "88              3.4          49.650638           -7.683058\n",
+      "89              3.3          49.663998           -7.674765\n",
+      "90              3.2          49.685598           -7.668045\n",
+      "91              3.8          49.695405           -7.666120\n",
+      "92              3.8          49.715560           -7.660202\n",
+      "93              3.8          49.733953           -7.652735\n",
+      "94              3.7          49.748077           -7.647013\n",
+      "95              3.6          49.755392           -7.643907\n",
+      "96              3.6          49.766777           -7.639112\n",
+      "97              8.8          49.771967           -7.632007\n",
+      "98              3.4          49.748653           -7.645008\n",
+      "99              3.5          49.740648           -7.647865\n",
+      "100             3.8          49.727098           -7.652465\n",
+      "101             3.8          49.710835           -7.658038\n",
+      "102             3.8          49.687470           -7.663600\n",
+      "103             3.9          49.681280           -7.663597\n",
+      "104             3.8          49.659210           -7.663727\n",
+      "105             4.0          49.646268           -7.665365\n",
+      "106             4.0          49.623808           -7.670522\n",
+      "107             4.0          49.607992           -7.679828\n",
+      "108             4.0          49.598750           -7.686085\n",
+      "109             4.0          49.579360           -7.698085\n",
+      "110             4.1          49.571678           -7.702573\n",
+      "111             7.5          49.569598           -7.703130\n",
+      "112             3.5          49.544633           -7.720067\n",
+      "113             3.5          49.542402           -7.721932\n",
+      "114             3.7          49.522117           -7.739652\n",
+      "115             3.7          49.507835           -7.752658\n",
+      "116             3.6          49.497962           -7.761677\n",
+      "117             3.7          49.490755           -7.769600\n",
+      "118             3.9          49.472592           -7.796402\n",
+      "119             3.7          49.460317           -7.814377\n",
+      "120             3.9          49.451313           -7.827617\n",
+      "121             3.9          49.451313           -7.827617\n",
+      "122             3.9          49.451313           -7.827617\n",
+      "123             3.8          49.418023           -7.876457\n",
+      "124             1.9          49.411578           -7.886320\n",
+      "125             1.7          49.412430           -7.884807\n",
+      "126             6.9          49.410835           -7.884487\n",
+      "127             3.5          49.377753           -7.929472\n",
+      "128             3.7          49.367380           -7.945563\n",
+      "129             3.7          49.360057           -7.959522\n",
+      "130             3.7          49.357937           -7.963590\n",
+      "131             3.4          49.337160           -7.993283\n",
+      "132             3.2          49.324467           -8.001762\n",
+      "133             3.2          49.324467           -8.001762\n",
+      "134             3.2          49.302642           -8.006080\n",
+      "135             3.2          49.287878           -8.006463\n",
+      "136             3.1          49.275797           -8.006783\n",
+      "137             3.1          49.259103           -8.007160\n",
+      "138             3.2          49.250538           -8.007370\n",
+      "139             2.4          49.242238           -8.002045\n",
+      "140             6.1          49.256005           -7.976153\n",
+      "141             4.0          49.267998           -7.949078\n",
+      "142             3.9          49.277542           -7.927450\n",
+      "143             4.1          49.286893           -7.904918\n",
+      "144             3.9          49.297142           -7.887605\n",
+      "145             3.7          49.309732           -7.866232\n",
+      "146             3.6          49.320058           -7.851948\n",
+      "147             3.8          49.329248           -7.839272\n",
+      "148             3.7          49.331548           -7.836087\n",
+      "149             3.6          49.342893           -7.820423\n",
+      "150             3.5          49.358312           -7.799107\n",
+      "151             3.3          49.369610           -7.783500\n",
+      "152             3.5          49.384585           -7.762515\n",
+      "153             3.6          49.388215           -7.756392\n",
+      "154             0.6          49.395658           -7.740738\n",
+      "155             5.1          49.395922           -7.738513\n",
+      "156             8.8          49.393402           -7.727210\n",
+      "157             8.8          49.393402           -7.727210\n",
+      "158             8.8          49.393402           -7.727210\n",
+      "159             8.8          49.393402           -7.727210\n",
+      "160             8.8          49.393402           -7.727210\n",
+      "161             3.9          49.333768           -7.815202\n",
+      "162             3.9          49.333768           -7.815202\n",
+      "163             3.6          49.308427           -7.857935\n",
+      "164             3.6          49.308427           -7.857935\n",
+      "165             3.6          49.274530           -7.901815\n",
+      "166             3.7          49.269253           -7.904878\n",
+      "167             3.5          49.250600           -7.905748\n",
+      "168             3.5          49.249002           -7.905748\n",
+      "169             3.7          49.235525           -7.905565\n",
+      "170             3.7          49.205003           -7.903053\n",
+      "171             3.6          49.198257           -7.904218\n",
+      "172             9.6          49.183752           -7.904875\n",
+      "173             9.8          49.167527           -7.872500\n",
+      "174             9.8          49.146390           -7.816823\n",
+      "175             9.6          49.121492           -7.751520\n",
+      "176            10.0          49.108302           -7.716557\n",
+      "177             9.7          49.098303           -7.690368\n",
+      "178             9.7          49.072382           -7.622210\n",
+      "179             9.7          49.067217           -7.608557\n",
+      "180             9.8          49.044948           -7.549980\n",
+      "181             9.9          49.010367           -7.459225\n",
+      "182            10.1          48.989398           -7.404167\n",
+      "183            10.1          48.969250           -7.351172\n",
+      "184            10.0          48.936488           -7.265252\n",
+      "185            10.0          48.920278           -7.222837\n",
+      "186            10.2          48.903433           -7.178750\n",
+      "187            10.3          48.888578           -7.139828\n",
+      "188            10.3          48.859720           -7.064160\n",
+      "189            10.3          48.852325           -7.044940\n",
+      "190            10.5          48.825843           -6.975548\n",
+      "191            10.5          48.806172           -6.924070\n",
+      "192            10.2          48.782310           -6.861597\n",
+      "193            10.6          48.742577           -6.757848\n",
+      "diff 40 97\n",
+      "diff 97 111\n",
+      "diff 111 156\n",
+      "diff 160 172\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               3.3          49.030183          -10.707533\n",
+      "1               3.3          49.030183          -10.707533\n",
+      "2               3.3          49.030183          -10.707533\n",
+      "3               3.3          49.030183          -10.707533\n",
+      "4               3.3          49.030183          -10.707533\n",
+      "5               3.3          49.030183          -10.707533\n",
+      "6               3.5          48.991583          -10.798750\n",
+      "7               3.5          48.991583          -10.798750\n",
+      "8               3.6          48.982433          -10.820267\n",
+      "9               3.7          48.971983          -10.844983\n",
+      "10              3.6          48.961833          -10.868383\n",
+      "11              3.6          48.961833          -10.868383\n",
+      "12              3.7          48.951317          -10.893583\n",
+      "13              3.6          48.944967          -10.908467\n",
+      "14              3.6          48.944967          -10.908467\n",
+      "15              3.1          48.937767          -10.931750\n",
+      "16              5.2          48.951250          -10.902417\n",
+      "17              5.2          48.951250          -10.902417\n",
+      "18              5.2          48.951250          -10.902417\n",
+      "19              3.5          48.973767          -10.882550\n",
+      "20              3.3          48.990817          -10.859583\n",
+      "21              3.3          48.990817          -10.859583\n",
+      "22              3.3          48.990817          -10.859583\n",
+      "23              3.3          48.990817          -10.859583\n",
+      "24              3.3          48.990817          -10.859583\n",
+      "25              3.3          48.990817          -10.859583\n",
+      "26              3.3          48.990817          -10.859583\n",
+      "27              3.3          48.990817          -10.859583\n",
+      "28              3.3          48.990817          -10.859583\n",
+      "29              3.5          49.099900          -10.777667\n",
+      "30              1.1          49.120500          -10.765200\n",
+      "31              2.6          49.123517          -10.763850\n",
+      "32              5.6          49.128817          -10.747867\n",
+      "33              3.6          49.134117          -10.721083\n",
+      "34              3.6          49.138683          -10.699717\n",
+      "35              3.6          49.138683          -10.699717\n",
+      "36              3.4          49.143133          -10.678867\n",
+      "37              3.4          49.143133          -10.678867\n",
+      "38              3.6          49.160233          -10.602483\n",
+      "39              3.6          49.160233          -10.602483\n",
+      "40              3.7          49.165667          -10.580550\n",
+      "41              3.8          49.176217          -10.548683\n",
+      "42              3.8          49.176217          -10.548683\n",
+      "43              3.8          49.191367          -10.510650\n",
+      "44              3.8          49.197383          -10.495833\n",
+      "45              3.7          49.205517          -10.475683\n",
+      "46              3.2          49.215067          -10.451950\n",
+      "47              2.6          49.218883          -10.446833\n",
+      "48              5.9          49.218933          -10.442900\n",
+      "49              3.7          49.227833          -10.418617\n",
+      "50              3.7          49.236917          -10.393933\n",
+      "51              3.6          49.244333          -10.373733\n",
+      "52              3.6          49.254100          -10.351650\n",
+      "53              3.5          49.261817          -10.338367\n",
+      "54              3.4          49.271250          -10.322133\n",
+      "55              3.3          49.280083          -10.306867\n",
+      "56              3.4          49.280800          -10.305600\n",
+      "57              3.4          49.280800          -10.305600\n",
+      "58              3.4          49.280800          -10.305600\n",
+      "59              3.4          49.280800          -10.305600\n",
+      "60              3.4          49.280800          -10.305600\n",
+      "61              3.4          49.280800          -10.305600\n",
+      "62              3.4          49.280800          -10.305600\n",
+      "63              3.4          49.280800          -10.305600\n",
+      "64              4.6          49.378233          -10.239383\n",
+      "65              4.6          49.378233          -10.239383\n",
+      "66              4.6          49.378233          -10.239383\n",
+      "67              4.6          49.378233          -10.239383\n",
+      "68              4.6          49.378233          -10.239383\n",
+      "69              4.6          49.378233          -10.239383\n",
+      "70              4.6          49.378233          -10.239383\n",
+      "71              4.6          49.378233          -10.239383\n",
+      "72              4.6          49.378233          -10.239383\n",
+      "73              3.6          49.482450          -10.270850\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0         -15.928333           53.975000\n",
+      "1               0.0         -15.928333           53.975000\n",
+      "2               0.0         -15.928333           53.975000\n",
+      "3               0.7         -15.933315           53.965530\n",
+      "4               0.7         -15.933315           53.965530\n",
+      "5               0.7         -15.933315           53.965530\n",
+      "6               0.7         -15.933315           53.965530\n",
+      "7               0.7         -15.933315           53.965530\n",
+      "8               0.7         -15.933315           53.965530\n",
+      "9               0.7         -15.933315           53.965530\n",
+      "10              0.7         -15.933315           53.965530\n",
+      "11              0.7         -15.933315           53.965530\n",
+      "12              0.7         -15.933315           53.965530\n",
+      "13              0.7         -15.933315           53.965530\n",
+      "14              0.7         -15.933315           53.965530\n",
+      "15              0.7         -15.933315           53.965530\n",
+      "16              0.7         -15.933315           53.965530\n",
+      "17              0.7         -15.933315           53.965530\n",
+      "18              0.7         -15.933315           53.965530\n",
+      "19              0.8         -15.945530           53.927623\n",
+      "20              0.6         -15.947613           53.916220\n",
+      "21              0.6         -15.947613           53.916220\n",
+      "22              0.6         -15.947613           53.916220\n",
+      "23              0.6         -15.947613           53.916220\n",
+      "24              0.6         -15.948982           53.908153\n",
+      "25              0.6         -15.948982           53.908153\n",
+      "26              0.6         -15.948982           53.908153\n",
+      "27              0.6         -15.949462           53.903708\n",
+      "28              0.6         -15.949462           53.903708\n",
+      "29              0.6         -15.949462           53.903708\n",
+      "30              0.6         -15.949462           53.903708\n",
+      "31              0.6         -15.949462           53.903708\n",
+      "32              0.6         -15.949462           53.903708\n",
+      "33              0.6         -15.949462           53.903708\n",
+      "34              0.6         -15.949462           53.903708\n",
+      "35              0.6         -15.949462           53.903708\n",
+      "36              0.6         -15.949462           53.903708\n",
+      "37              0.6         -15.949462           53.903708\n",
+      "38              0.6         -15.949462           53.903708\n",
+      "39              0.6         -15.949462           53.903708\n",
+      "40              0.6         -15.949462           53.903708\n",
+      "41              0.6         -15.949462           53.903708\n",
+      "42              0.6         -15.949462           53.903708\n",
+      "43              0.6         -15.949462           53.903708\n",
+      "44              0.6         -15.949462           53.903708\n",
+      "45              0.6         -15.949462           53.903708\n",
+      "46              0.6         -15.949462           53.903708\n",
+      "47              0.6         -15.949462           53.903708\n",
+      "48              0.6         -15.949462           53.903708\n",
+      "49              1.0         -15.974112           53.850738\n",
+      "50              1.0         -15.974112           53.850738\n",
+      "51              1.0         -15.974112           53.850738\n",
+      "52              1.0         -15.974112           53.850738\n",
+      "53              1.0         -15.974112           53.850738\n",
+      "54              1.0         -15.974112           53.850738\n",
+      "55              0.7         -15.982162           53.821147\n",
+      "56              0.9         -15.981847           53.818220\n",
+      "57              0.9         -15.981847           53.818220\n",
+      "58              0.9         -15.981847           53.818220\n",
+      "59              0.9         -15.981847           53.818220\n",
+      "60              0.9         -15.981847           53.818220\n",
+      "61              0.9         -15.981847           53.818220\n",
+      "62              0.9         -15.981847           53.818220\n",
+      "63              0.9         -15.981847           53.818220\n",
+      "64              0.9         -15.981847           53.818220\n",
+      "65              0.9         -15.981847           53.818220\n",
+      "66              0.9         -15.981847           53.818220\n",
+      "67              0.9         -15.981847           53.818220\n",
+      "68              1.0         -15.975952           53.769133\n",
+      "69              1.0         -15.975813           53.767445\n",
+      "70              1.0         -15.975813           53.767445\n",
+      "71              1.0         -15.975813           53.767445\n",
+      "72              1.0         -15.975813           53.767445\n",
+      "73              1.0         -15.975355           53.752423\n",
+      "74              1.0         -15.975355           53.752423\n",
+      "75              1.0         -15.975355           53.752423\n",
+      "76              1.0         -15.975355           53.752423\n",
+      "77              1.0         -15.977365           53.734010\n",
+      "78              1.1         -15.978932           53.726422\n",
+      "79              1.2         -15.980410           53.721600\n",
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+      "193             5.3         -16.333857           53.520332\n"
+     ]
+    },
+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              10.2          51.397583            2.472033\n",
+      "1              10.2          51.397583            2.472033\n",
+      "2              10.3          51.398267            2.432367\n",
+      "3               6.2          51.398050            2.296117\n",
+      "4               3.0          51.395650            2.292117\n",
+      "5               4.4          51.366583            2.268050\n",
+      "6               4.7          51.364883            2.266917\n",
+      "7               4.4          51.333050            2.251183\n",
+      "8               4.4          51.328567            2.249167\n",
+      "9               5.0          51.308883            2.241200\n",
+      "10              5.5          51.291150            2.219400\n",
+      "11              5.7          51.266400            2.194317\n",
+      "12              5.7          51.266400            2.194317\n",
+      "13              5.6          51.223733            2.160350\n",
+      "14              4.6          51.213900            2.148550\n",
+      "15              4.6          51.213900            2.148550\n",
+      "16              5.5          51.178250            2.096917\n",
+      "17              2.0          51.170083            2.073250\n",
+      "18              1.3          51.174717            2.076233\n",
+      "19              3.7          51.183400            2.089667\n",
+      "20              3.9          51.189833            2.112167\n",
+      "21              4.2          51.197933            2.133800\n",
+      "22              3.9          51.200517            2.141217\n",
+      "23              4.1          51.213367            2.179383\n",
+      "24              4.3          51.223650            2.202550\n",
+      "25              4.7          51.232583            2.221367\n",
+      "26              4.7          51.246267            2.251517\n",
+      "27              5.1          51.255950            2.271950\n",
+      "28              5.1          51.272967            2.302317\n",
+      "29              5.2          51.279583            2.320100\n",
+      "30              5.1          51.296200            2.361717\n",
+      "31              5.4          51.304583            2.385683\n",
+      "32              2.0          51.316500            2.408117\n",
+      "33              4.9          51.317217            2.422383\n",
+      "34              4.3          51.326083            2.451533\n",
+      "35              2.6          51.336500            2.451650\n",
+      "36              1.1          51.336767            2.442450\n",
+      "37              1.1          51.334733            2.435550\n",
+      "38              7.2          51.342933            2.456550\n",
+      "39              4.7          51.364817            2.461750\n",
+      "40              4.3          51.378617            2.480150\n",
+      "41              4.0          51.387283            2.488833\n",
+      "42              4.0          51.403717            2.516000\n",
+      "43              4.1          51.414400            2.525733\n",
+      "44              4.0          51.422667            2.532000\n",
+      "45              3.8          51.443350            2.547150\n",
+      "46              3.6          51.461150            2.554950\n",
+      "47              3.4          51.472467            2.560183\n",
+      "48              3.7          51.485400            2.574250\n",
+      "49              3.4          51.502700            2.583017\n",
+      "50              3.2          51.508850            2.585917\n",
+      "51              3.4          51.527133            2.592500\n",
+      "52              3.0          51.540467            2.599017\n",
+      "53              3.0          51.548700            2.604467\n",
+      "54              0.4          51.557567            2.610150\n",
+      "55              0.7          51.557583            2.614850\n",
+      "56              3.8          51.540383            2.603400\n",
+      "57              3.8          51.527800            2.595833\n",
+      "58              4.1          51.512067            2.585833\n",
+      "59              4.5          51.494200            2.577750\n",
+      "60              4.3          51.478767            2.564600\n",
+      "61              4.7          51.463650            2.544800\n",
+      "62              4.9          51.447850            2.532133\n",
+      "63              4.7          51.434833            2.516767\n",
+      "64              4.4          51.414300            2.493783\n",
+      "65              3.4          51.393017            2.475417\n",
+      "66              3.2          51.380967            2.479367\n",
+      "67              3.7          51.370400            2.470967\n",
+      "68              3.6          51.357567            2.437667\n",
+      "69              1.0          51.355050            2.426983\n",
+      "70              8.7          51.338433            2.409217\n",
+      "71              8.7          51.297583            2.355300\n",
+      "72              2.1          51.285317            2.326817\n",
+      "73              3.9          51.283750            2.323017\n",
+      "74              2.4          51.278217            2.309717\n",
+      "75              0.7          51.271033            2.294917\n",
+      "76              1.8          51.265400            2.276733\n",
+      "77              1.9          51.264850            2.272700\n",
+      "78              1.5          51.260250            2.256967\n",
+      "79              1.9          51.256233            2.245200\n",
+      "80              1.8          51.251083            2.231583\n",
+      "81              1.9          51.248517            2.224833\n",
+      "82              1.8          51.244800            2.212250\n",
+      "83              1.9          51.241717            2.204083\n",
+      "84              1.8          51.237767            2.194783\n",
+      "85              1.8          51.232100            2.182883\n",
+      "86              1.7          51.229167            2.176167\n",
+      "87              2.2          51.223917            2.163633\n",
+      "88              2.3          51.216700            2.149167\n",
+      "89              2.4          51.213217            2.142250\n",
+      "90              0.4          51.208250            2.132333\n",
+      "91              9.0          51.188883            2.095950\n",
+      "92              9.3          51.162117            2.051767\n",
+      "93              9.5          51.135400            2.009267\n",
+      "94              9.5          51.110617            1.970500\n",
+      "95             10.2          51.064050            1.899367\n",
+      "96             10.4          51.042067            1.866417\n",
+      "97             11.2          51.014550            1.819000\n",
+      "98             11.1          51.001283            1.795817\n",
+      "99             12.4          50.947267            1.667817\n",
+      "100            12.5          50.929383            1.633017\n",
+      "101            11.6          50.907733            1.602550\n",
+      "102             9.1          50.824483            1.559567\n",
+      "103             9.2          50.786083            1.558800\n",
+      "104             8.8          50.748050            1.563283\n",
+      "105             1.1          50.728050            1.591950\n",
+      "106             0.0          50.726967            1.590567\n",
+      "107             0.0          50.726950            1.590583\n",
+      "108             0.0          50.725800            1.589633\n",
+      "109             0.0          50.725783            1.589650\n",
+      "110             0.0          50.725783            1.589633\n",
+      "111             0.0          50.725767            1.589650\n",
+      "112             0.5          50.727000            1.588167\n",
+      "113             0.0          50.727067            1.588117\n",
+      "114             0.0          50.727067            1.588117\n",
+      "115             0.0          50.727067            1.588133\n",
+      "116             0.0          50.727067            1.588117\n",
+      "117             0.0          50.727083            1.588117\n",
+      "118             0.0          50.727083            1.588100\n",
+      "119             0.0          50.727083            1.588117\n",
+      "120             0.0          50.727083            1.588100\n",
+      "121             0.0          50.727083            1.588100\n",
+      "122             0.0          50.727067            1.588117\n",
+      "123             0.0          50.727067            1.588117\n",
+      "124             0.0          50.727083            1.588100\n",
+      "125             0.0          50.727067            1.588100\n",
+      "126             0.0          50.727083            1.588100\n",
+      "127             0.0          50.727083            1.588083\n",
+      "128             0.0          50.727100            1.588100\n",
+      "129             0.0          50.727083            1.588100\n",
+      "130             0.0          50.727083            1.588100\n",
+      "131             0.0          50.727067            1.588100\n",
+      "132             0.0          50.727083            1.588100\n",
+      "133             0.0          50.727083            1.588100\n",
+      "134             0.0          50.727100            1.588083\n",
+      "135             0.0          50.727067            1.588083\n",
+      "136             0.0          50.727067            1.588067\n",
+      "137             0.0          50.727067            1.588083\n",
+      "138             0.0          50.727083            1.588083\n",
+      "139             0.0          50.727083            1.588083\n",
+      "140             0.0          50.727083            1.588083\n",
+      "141             0.0          50.727067            1.588117\n",
+      "142             0.0          50.727083            1.588117\n",
+      "143             0.0          50.727067            1.588117\n",
+      "144             0.0          50.727083            1.588133\n",
+      "145             0.0          50.727083            1.588133\n",
+      "146             0.0          50.727100            1.588133\n",
+      "147             0.0          50.727083            1.588117\n",
+      "148             0.0          50.727067            1.588117\n",
+      "149             0.0          50.727083            1.588117\n",
+      "150             0.0          50.727067            1.588133\n",
+      "151             0.0          50.727067            1.588133\n",
+      "152             0.0          50.727067            1.588117\n",
+      "153             0.0          50.727083            1.588117\n",
+      "154             0.0          50.727083            1.588100\n",
+      "155             0.0          50.727083            1.588100\n",
+      "156             0.0          50.727083            1.588100\n",
+      "157             0.0          50.727083            1.588100\n",
+      "158             0.0          50.727067            1.588117\n",
+      "159             0.0          50.727067            1.588117\n",
+      "160             0.0          50.727067            1.588117\n",
+      "161             0.0          50.727067            1.588133\n",
+      "162             0.0          50.727083            1.588117\n",
+      "163             0.0          50.727083            1.588100\n",
+      "164             0.0          50.727083            1.588117\n",
+      "165             0.0          50.727083            1.588100\n",
+      "166             0.0          50.727083            1.588100\n",
+      "167             0.0          50.727083            1.588117\n",
+      "168             0.0          50.727083            1.588117\n",
+      "169             0.0          50.727083            1.588100\n",
+      "170             0.0          50.727083            1.588100\n",
+      "171             0.0          50.727083            1.588100\n",
+      "172             0.0          50.727067            1.588100\n",
+      "173             0.0          50.727067            1.588100\n",
+      "174             0.0          50.727083            1.588100\n",
+      "175             0.0          50.727067            1.588100\n",
+      "176             0.0          50.727083            1.588117\n",
+      "177             0.0          50.727083            1.588133\n",
+      "178             0.0          50.727083            1.588117\n",
+      "179             0.0          50.727083            1.588117\n",
+      "180             0.0          50.727083            1.588133\n",
+      "181             0.0          50.727100            1.588133\n",
+      "182             0.0          50.727083            1.588133\n",
+      "183             0.0          50.727083            1.588117\n",
+      "184             0.0          50.727083            1.588100\n",
+      "185             0.0          50.727067            1.588117\n",
+      "186             0.0          50.727067            1.588100\n",
+      "187             0.0          50.727067            1.588117\n",
+      "188             0.0          50.727083            1.588100\n",
+      "189             0.0          50.727083            1.588100\n",
+      "190             0.0          50.727083            1.588100\n",
+      "191             0.0          50.727067            1.588100\n",
+      "192             0.0          50.727067            1.588100\n",
+      "193             0.0          50.727083            1.588117\n",
+      "diff 2 38\n",
+      "diff 38 70\n",
+      "diff 71 91\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               7.8          44.591753           -8.131868\n",
+      "1               7.8          44.591753           -8.131868\n",
+      "2               7.7          44.559438           -8.139817\n",
+      "3               6.8          44.524793           -8.150578\n",
+      "4               6.8          44.498057           -8.159747\n",
+      "5               6.7          44.475358           -8.164822\n",
+      "6               6.8          44.448078           -8.171057\n",
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+      "8               6.8          44.392755           -8.184773\n",
+      "9               7.1          44.364648           -8.190110\n",
+      "10              7.2          44.331597           -8.198085\n",
+      "11              7.3          44.305033           -8.205247\n",
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+      "16              7.1          44.153298           -8.217550\n",
+      "17              7.2          44.122848           -8.220045\n",
+      "18              7.1          44.093107           -8.221902\n",
+      "19              7.2          44.062550           -8.223342\n",
+      "20              7.2          44.033903           -8.225268\n",
+      "21              7.0          44.003352           -8.228393\n",
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+      "23              7.1          43.938087           -8.256602\n",
+      "24              8.0          43.915423           -8.257887\n",
+      "25              7.4          43.884930           -8.261053\n",
+      "26              7.6          43.853662           -8.269558\n",
+      "27              7.8          43.820538           -8.294288\n",
+      "28              8.3          43.796683           -8.312498\n",
+      "29              8.0          43.766700           -8.334367\n",
+      "30              8.3          43.734687           -8.348885\n",
+      "31              8.4          43.700127           -8.363975\n",
+      "32              8.2          43.666530           -8.373717\n",
+      "33              7.7          43.633980           -8.378867\n",
+      "34              7.8          43.602167           -8.389538\n",
+      "35              7.0          43.571252           -8.398005\n",
+      "36              6.9          43.542860           -8.402338\n",
+      "37              7.3          43.513852           -8.402747\n",
+      "38              7.0          43.484355           -8.397918\n",
+      "39              7.0          43.455913           -8.388777\n",
+      "40              6.8          43.428735           -8.377415\n",
+      "41              6.9          43.401183           -8.367867\n",
+      "42              5.0          43.373033           -8.367697\n",
+      "43              5.3          43.364733           -8.394658\n",
+      "44              7.0          43.363385           -8.398518\n",
+      "45              6.9          43.350053           -8.375772\n",
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+      "63              0.0          43.352583           -8.383113\n",
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+      "68              0.0          43.352580           -8.383125\n",
+      "69              0.0          43.352602           -8.383115\n",
+      "70              0.0          43.352585           -8.383103\n",
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+      "77              0.0          43.352582           -8.383105\n",
+      "78              0.0          43.352588           -8.383113\n",
+      "79              0.0          43.352662           -8.383142\n",
+      "80              0.0          43.352578           -8.383105\n",
+      "81              0.0          43.352600           -8.383097\n",
+      "82              0.0          43.352590           -8.383102\n",
+      "83              0.0          43.352623           -8.383075\n",
+      "84              0.0          43.352607           -8.383077\n",
+      "85              0.0          43.352578           -8.383088\n",
+      "86              0.0          43.352578           -8.383098\n",
+      "87              0.0          43.352567           -8.383110\n",
+      "88              0.0          43.352585           -8.383098\n",
+      "89              0.1          43.352562           -8.383090\n",
+      "90              0.0          43.352643           -8.383113\n",
+      "91              0.0          43.352615           -8.383115\n",
+      "92              0.0          43.352593           -8.383112\n",
+      "93              0.0          43.352668           -8.383147\n",
+      "94              0.0          43.352583           -8.383127\n",
+      "95              0.0          43.352595           -8.383095\n",
+      "96              0.0          43.352597           -8.383087\n",
+      "97              0.0          43.352573           -8.383092\n",
+      "98              0.0          43.352563           -8.383105\n",
+      "99              0.0          43.352578           -8.383112\n",
+      "100             0.0          43.352592           -8.383102\n",
+      "101             0.0          43.352597           -8.383092\n",
+      "102             0.0          43.352580           -8.383102\n",
+      "103             0.0          43.352565           -8.383067\n",
+      "104             0.0          43.352612           -8.383107\n",
+      "105             0.0          43.352608           -8.383125\n",
+      "106             0.0          43.352578           -8.383088\n",
+      "107             0.0          43.352625           -8.383093\n",
+      "108             0.0          43.352592           -8.383107\n",
+      "109             0.0          43.352588           -8.383103\n",
+      "110             0.0          43.352607           -8.383080\n",
+      "111             0.0          43.352578           -8.383100\n",
+      "112             0.0          43.352567           -8.383102\n",
+      "113             0.0          43.352575           -8.383105\n",
+      "114             0.0          43.352578           -8.383103\n",
+      "115             0.0          43.352568           -8.383100\n",
+      "116             0.0          43.352577           -8.383118\n",
+      "117             0.0          43.352615           -8.383148\n",
+      "118             0.0          43.352587           -8.383105\n",
+      "119             0.0          43.352600           -8.383095\n",
+      "120             0.0          43.352587           -8.383120\n",
+      "121             0.0          43.352583           -8.383102\n",
+      "122             0.0          43.352620           -8.383085\n",
+      "123             0.0          43.352580           -8.383090\n",
+      "124             0.0          43.352575           -8.383105\n",
+      "125             0.0          43.352587           -8.383108\n",
+      "126             0.0          43.352592           -8.383105\n",
+      "127             0.0          43.352580           -8.383102\n",
+      "128             0.0          43.352602           -8.383112\n",
+      "129             0.0          43.352585           -8.383090\n",
+      "130             0.0          43.352585           -8.383120\n",
+      "131             0.0          43.352578           -8.383110\n",
+      "132             0.0          43.352592           -8.383103\n",
+      "133             0.0          43.352578           -8.383110\n",
+      "134             0.0          43.352588           -8.383095\n",
+      "135             0.0          43.352572           -8.383100\n",
+      "136             0.0          43.352580           -8.383098\n",
+      "137             0.0          43.352583           -8.383112\n",
+      "138             0.0          43.352578           -8.383107\n",
+      "139             0.0          43.352582           -8.383103\n",
+      "140             0.0          43.352575           -8.383100\n",
+      "141             0.0          43.352578           -8.383120\n",
+      "142             0.0          43.352627           -8.383123\n",
+      "143             0.0          43.352560           -8.383100\n",
+      "144             0.0          43.352595           -8.383090\n",
+      "145             0.0          43.352577           -8.383070\n",
+      "146             0.0          43.352590           -8.383100\n",
+      "147             0.0          43.352578           -8.383085\n",
+      "148             0.0          43.352575           -8.383097\n",
+      "149             0.0          43.352570           -8.383102\n",
+      "150             0.0          43.352573           -8.383078\n",
+      "151             0.0          43.352578           -8.383100\n",
+      "152             0.0          43.352595           -8.383108\n",
+      "153             0.0          43.352605           -8.383098\n",
+      "154             0.0          43.352610           -8.383122\n",
+      "155             0.0          43.352580           -8.383103\n",
+      "156             0.0          43.352568           -8.383098\n",
+      "157             0.0          43.352567           -8.383087\n",
+      "158             0.0          43.352605           -8.383072\n",
+      "159             0.0          43.352593           -8.383082\n",
+      "160             0.0          43.352595           -8.383112\n",
+      "161             0.0          43.352583           -8.383122\n",
+      "162             0.0          43.352580           -8.383093\n",
+      "163             0.0          43.352568           -8.383102\n",
+      "164             0.0          43.352578           -8.383102\n",
+      "165             0.0          43.352582           -8.383132\n",
+      "166             0.0          43.352573           -8.383118\n",
+      "167             0.0          43.352575           -8.383095\n",
+      "168             0.0          43.352580           -8.383100\n",
+      "169             0.0          43.352605           -8.383117\n",
+      "170             0.0          43.352582           -8.383083\n",
+      "171             0.0          43.352588           -8.383107\n",
+      "172             0.0          43.352575           -8.383112\n",
+      "173             0.0          43.352605           -8.383097\n",
+      "174             0.0          43.352588           -8.383102\n",
+      "175             0.0          43.352597           -8.383093\n",
+      "176             0.0          43.352592           -8.383110\n",
+      "177             0.0          43.352578           -8.383088\n",
+      "178             0.0          43.352577           -8.383108\n",
+      "179             0.0          43.352628           -8.383070\n",
+      "180             0.0          43.352588           -8.383107\n",
+      "181             0.0          43.352568           -8.383083\n",
+      "182             0.0          43.352568           -8.383080\n",
+      "183             0.0          43.352575           -8.383105\n",
+      "184             0.0          43.352568           -8.383092\n",
+      "185             0.0          43.352582           -8.383115\n",
+      "186             0.0          43.352612           -8.383095\n",
+      "187             0.0          43.352583           -8.383112\n",
+      "188             0.0          43.352572           -8.383110\n",
+      "189             0.0          43.352675           -8.383150\n",
+      "190             0.0          43.352580           -8.383105\n",
+      "191             0.0          43.352588           -8.383107\n",
+      "192             0.0          43.352588           -8.383092\n",
+      "193             0.0          43.352587           -8.383100\n",
+      "diff 2 9\n",
+      "diff 35 37\n",
+      "diff 39 44\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0           5.266732           -4.033380\n",
+      "1               0.0           5.266732           -4.033380\n",
+      "2               0.0           5.266732           -4.033380\n",
+      "3               0.0           5.266695           -4.033423\n",
+      "4               0.1           5.266642           -4.033432\n",
+      "5               0.0           5.266493           -4.033423\n",
+      "6               0.0           5.266453           -4.033468\n",
+      "7               0.0           5.266492           -4.033413\n",
+      "8               0.0           5.266653           -4.033357\n",
+      "9               0.0           5.266877           -4.033380\n",
+      "10              0.0           5.266802           -4.033400\n",
+      "11              0.0           5.266805           -4.033382\n",
+      "12              0.1           5.266722           -4.033333\n",
+      "13              0.0           5.266728           -4.033368\n",
+      "14              0.0           5.266780           -4.033303\n",
+      "15              0.0           5.266783           -4.033263\n",
+      "16              0.0           5.266657           -4.033257\n",
+      "17              0.1           5.266560           -4.033272\n",
+      "18              0.0           5.266272           -4.033315\n",
+      "19              0.0           5.266295           -4.033347\n",
+      "20              0.0           5.266262           -4.033343\n",
+      "21              0.1           5.266165           -4.033410\n",
+      "22              0.0           5.265892           -4.033760\n",
+      "23              0.0           5.265902           -4.033812\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.5          51.356900            2.383603\n",
+      "1              11.5          51.356900            2.383603\n",
+      "2              11.4          51.339983            2.330828\n",
+      "3              11.3          51.318733            2.263075\n",
+      "4              12.0          51.291960            2.172338\n",
+      "5              11.6          51.291527            2.170793\n",
+      "6               3.2          51.274023            2.126498\n",
+      "7               5.7          51.251807            2.093560\n",
+      "8               5.4          51.229377            2.075198\n",
+      "9               5.2          51.214137            2.049975\n",
+      "10              4.7          51.214650            2.025180\n",
+      "11              4.3          51.217243            2.008137\n",
+      "12              5.2          51.218563            1.996743\n",
+      "13              5.8          51.211213            1.962538\n",
+      "14              5.3          51.200953            1.925510\n",
+      "15              5.3          51.200953            1.925510\n",
+      "16              5.0          51.191470            1.889578\n",
+      "17              4.9          51.169987            1.826360\n",
+      "18              4.1          51.150773            1.790105\n",
+      "19              4.2          51.145857            1.767368\n",
+      "20              3.5          51.137670            1.749590\n",
+      "21              2.7          51.130267            1.735457\n",
+      "22              2.1          51.125203            1.728408\n",
+      "23              7.1          51.114127            1.715662\n",
+      "24              6.8          51.085303            1.687147\n",
+      "25              7.5          51.062303            1.668415\n",
+      "26              6.9          51.043700            1.653917\n",
+      "27              6.3          51.009710            1.628600\n",
+      "28              1.5          51.007097            1.605897\n",
+      "29              1.7          51.002970            1.597142\n",
+      "30              1.8          51.000440            1.587253\n",
+      "31              1.8          50.996680            1.576845\n",
+      "32              2.0          50.992563            1.567145\n",
+      "33              1.7          50.987143            1.558120\n",
+      "34              1.6          50.984943            1.554317\n",
+      "35              1.7          50.977367            1.542310\n",
+      "36              2.2          50.971843            1.537675\n",
+      "37              2.3          50.966797            1.535052\n",
+      "38              2.2          50.956510            1.523527\n",
+      "39              2.9          50.950717            1.513027\n",
+      "40              2.8          50.938257            1.497892\n",
+      "41              2.8          50.936947            1.496605\n",
+      "42              2.3          50.925430            1.487992\n",
+      "43              7.3          50.906543            1.452643\n",
+      "44              9.1          50.875707            1.405417\n",
+      "45              9.0          50.868000            1.396550\n",
+      "46              1.8          50.872567            1.385013\n",
+      "47              2.7          50.884473            1.384707\n",
+      "48              2.4          50.894930            1.391393\n",
+      "49              2.6          50.903027            1.400135\n",
+      "50              2.2          50.908040            1.407833\n",
+      "51              1.9          50.915047            1.417008\n",
+      "52              1.9          50.923103            1.426443\n",
+      "53              1.4          50.927100            1.436853\n",
+      "54              1.5          50.935117            1.446023\n",
+      "55              1.5          50.939330            1.449095\n",
+      "56              1.4          50.943507            1.451812\n",
+      "57              1.0          50.948990            1.453273\n",
+      "58              1.3          50.950480            1.454002\n",
+      "59              1.2          50.955370            1.455682\n",
+      "60              3.0          50.960970            1.440020\n",
+      "61              6.5          50.953817            1.420805\n",
+      "62              8.6          50.924103            1.399858\n",
+      "63              8.7          50.923747            1.400158\n",
+      "64              8.8          50.870077            1.447720\n",
+      "65              8.7          50.859563            1.458472\n",
+      "66              8.8          50.819897            1.501393\n",
+      "67              8.0          50.776423            1.544328\n",
+      "68              7.3          50.748740            1.566583\n",
+      "69              3.2          50.727010            1.588942\n",
+      "70              0.0          50.727293            1.588952\n",
+      "71              0.0          50.727310            1.588927\n",
+      "72              0.0          50.727287            1.588918\n",
+      "73              0.0          50.727287            1.588935\n",
+      "74              0.0          50.725897            1.589865\n",
+      "75              0.0          50.725880            1.589855\n",
+      "76              0.0          50.725863            1.589872\n",
+      "77              0.0          50.725880            1.589888\n",
+      "78              0.0          50.724147            1.584303\n",
+      "79              0.0          50.724137            1.584373\n",
+      "80              0.0          50.724137            1.584360\n",
+      "81              0.0          50.724130            1.584358\n",
+      "82              0.0          50.724153            1.584360\n",
+      "83              0.0          50.724147            1.584373\n",
+      "84              0.0          50.724130            1.584365\n",
+      "85              0.0          50.724120            1.584360\n",
+      "86              0.0          50.724137            1.584357\n",
+      "87              0.0          50.724153            1.584343\n",
+      "88              0.0          50.724137            1.584332\n",
+      "89              0.0          50.724147            1.584337\n",
+      "90              0.0          50.724147            1.584342\n",
+      "91              0.0          50.724113            1.584353\n",
+      "92              0.0          50.724170            1.584358\n",
+      "93              0.0          50.724153            1.584348\n",
+      "94              0.0          50.724147            1.584338\n",
+      "95              0.0          50.724147            1.584345\n",
+      "96              0.0          50.724163            1.584365\n",
+      "97              0.0          50.724147            1.584372\n",
+      "98              0.0          50.724163            1.584363\n",
+      "99              0.0          50.724137            1.584368\n",
+      "100             0.0          50.724137            1.584357\n",
+      "101             0.0          50.724137            1.584363\n",
+      "102             0.0          50.724130            1.584368\n",
+      "103             0.0          50.724130            1.584367\n",
+      "104             0.0          50.724137            1.584327\n",
+      "105             0.0          50.724147            1.584325\n",
+      "106             0.0          50.724137            1.584340\n",
+      "107             0.0          50.724137            1.584355\n",
+      "108             0.0          50.724137            1.584352\n",
+      "109             0.0          50.724137            1.584365\n",
+      "110             0.0          50.724147            1.584345\n",
+      "111             0.0          50.724130            1.584347\n",
+      "112             0.0          50.724113            1.584383\n",
+      "113             0.0          50.724147            1.584372\n",
+      "114             0.0          50.724130            1.584375\n",
+      "115             0.0          50.724153            1.584330\n",
+      "116             0.0          50.724147            1.584363\n",
+      "117             0.0          50.724147            1.584335\n",
+      "118             0.0          50.724163            1.584352\n",
+      "119             0.0          50.724147            1.584322\n",
+      "120             0.0          50.724147            1.584330\n",
+      "121             0.0          50.724147            1.584347\n",
+      "122             0.0          50.724153            1.584357\n",
+      "123             0.0          50.724147            1.584343\n",
+      "124             0.0          50.724147            1.584328\n",
+      "125             0.0          50.724163            1.584345\n",
+      "126             0.0          50.724137            1.584345\n",
+      "127             0.0          50.724147            1.584337\n",
+      "128             0.0          50.724153            1.584342\n",
+      "129             0.0          50.724147            1.584340\n",
+      "130             0.0          50.724147            1.584347\n",
+      "131             0.0          50.724153            1.584347\n",
+      "132             0.0          50.724137            1.584335\n",
+      "133             0.0          50.724137            1.584335\n",
+      "134             0.0          50.724137            1.584318\n",
+      "135             0.0          50.724120            1.584320\n",
+      "136             0.0          50.724130            1.584320\n",
+      "137             0.0          50.724137            1.584335\n",
+      "138             0.0          50.724153            1.584327\n",
+      "139             0.0          50.724147            1.584332\n",
+      "140             0.0          50.724163            1.584320\n",
+      "141             0.0          50.724120            1.584352\n",
+      "142             0.0          50.724103            1.584390\n",
+      "143             0.0          50.724177            1.584360\n",
+      "144             0.0          50.724147            1.584335\n",
+      "145             0.0          50.724147            1.584350\n",
+      "146             0.0          50.724147            1.584353\n",
+      "147             0.0          50.724147            1.584365\n",
+      "148             0.0          50.724137            1.584365\n",
+      "149             0.0          50.724153            1.584357\n",
+      "150             0.0          50.724147            1.584342\n",
+      "151             0.0          50.724147            1.584328\n",
+      "152             0.0          50.724147            1.584360\n",
+      "153             0.0          50.724130            1.584352\n",
+      "154             0.0          50.724147            1.584367\n",
+      "155             0.0          50.724113            1.584338\n",
+      "156             0.0          50.724137            1.584373\n",
+      "157             0.0          50.724163            1.584358\n",
+      "158             0.0          50.724153            1.584350\n",
+      "159             0.0          50.724147            1.584355\n",
+      "160             0.0          50.724137            1.584368\n",
+      "161             0.0          50.724147            1.584378\n",
+      "162             0.0          50.724153            1.584340\n",
+      "163             0.0          50.724147            1.584348\n",
+      "164             0.0          50.724163            1.584357\n",
+      "165             0.0          50.724163            1.584375\n",
+      "166             0.0          50.724120            1.584363\n",
+      "167             0.0          50.724153            1.584373\n",
+      "168             0.0          50.724147            1.584352\n",
+      "169             0.0          50.724147            1.584348\n",
+      "170             0.0          50.724153            1.584348\n",
+      "171             0.0          50.724147            1.584355\n",
+      "172             0.0          50.724137            1.584363\n",
+      "173             0.0          50.724163            1.584352\n",
+      "174             0.0          50.724147            1.584353\n",
+      "175             0.0          50.724137            1.584365\n",
+      "176             0.0          50.724153            1.584360\n",
+      "177             0.0          50.724147            1.584350\n",
+      "178             0.0          50.724153            1.584355\n",
+      "179             0.0          50.724147            1.584360\n",
+      "180             0.0          50.724137            1.584367\n",
+      "181             0.0          50.724137            1.584357\n",
+      "182             0.0          50.724147            1.584368\n",
+      "183             0.0          50.724147            1.584347\n",
+      "184             0.0          50.724147            1.584335\n",
+      "185             0.0          50.724120            1.584338\n",
+      "186             0.0          50.724147            1.584353\n",
+      "187             0.0          50.724130            1.584343\n",
+      "188             0.0          50.724147            1.584360\n",
+      "189             0.0          50.724153            1.584323\n",
+      "190             0.0          50.724137            1.584348\n",
+      "191             0.0          50.724153            1.584367\n",
+      "192             0.0          50.724163            1.584355\n",
+      "193             0.0          50.724153            1.584370\n",
+      "diff 5 23\n",
+      "diff 23 25\n",
+      "diff 25 43\n",
+      "diff 45 62\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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iIqJSrlhzRsaMGYMNGzZg7969CAsLK7BfSkoKvLy8IJfLzTGTyQQhBORyObZv346uXbs+8vM4Z4SIiKjsKez3d5GeTSOEwJgxY7B+/Xrs3r37oYUIkPssmTNnzljEvvvuO/z9999Ys2bNI7cnIiKi8q9IxcioUaPwyy+/YOPGjXBzc0NcXBwAwMPDA87OzgByL7HExMRg6dKlkMlkVvNJ/Pz8oFarHzrPhIiIiCqOIs0Z+f7776HVatG5c2cEBgaaX6tWrTL3iY2Nxc2bN0s8USIiIip55+6k4oY2w6E5PNY6I/bCOSNEREQlLzFDj33RyWjo64aa3q4lvn+7rDNCREREZVOOyYTjcVr4ODuhhpfGobmwGCEiIqqAziakQm8woXmAByRJcmguLEaIiIgqmPh0PaK0GWjo5wZXpyLdy2ITLEaIiIgqkGyjCcfjUuDn4oQwDxdHpwOAxQgREVGFcjpBB4NJoFmAp8Mvz9zDYoSIiKiC0BtMSMjQo7GfO1yU8kdvYCeOv1BEREREdqFSyNCjqi8UstIxInIPR0aIiIjKOSEELienIdNghFIuKzWXZ+5hMUJERFTO6Y0mRCanIykz29Gp5IuXaYiIiMo5tUKOntV8oZSVzjGI0pkVERERPTYhBC4mpeZenimlhQjAYoSIiKjcuqHLxPk7aUjJynF0Kg/FYoSIiKgcysgx4HSCDqHuzgh0VTs6nYdiMUJERFTOCCFwPE4LpUxCI7/S/7R7FiNERETlzLWUDCRmZKN5gCeU8tL/VV/6MyQiIqJCS8s24GxiKqp5usBPo3J0OoXCYoSIiKicyL08kwK1QoYGvm6OTqfQWIwQERGVE3HpeiRl5qB5gAcUpfhW3gdx0TMiIqJyItBVja6hleCpVjo6lSIpO2UTERER5UsIgbj0LAghylwhArAYISIiKvPi0/X459Zd6PQGR6dSLCxGiIiIyriAfy/PeJTBURGAxQgREVGZJYRAfLq+zF6euYfFCBERURl1LSUDB24ll9nLM/ewGCEiIiqD0v9d3CzM06XMXp65h8UIERFRGXPv2TMqedla3KwgLEaIiIjKmKiUDNzJzEazAA8oy9DiZgUp+0dARERUgaTnGHAmMRVhHmXn2TOPwmKEiIiojBBC4EScFk7l5PLMPSxGiIiIyojr2kwkZvx7eUZefr7C+WwaIiKiMiLQVQXAA/7l5PLMPSxGiIiISjkhBHJMAmqFHGGeLo5Op8SVnzEeIiKicuqGNhM7ohKhN5ocnYpNcGSEiIiolPN3VcEEAVU5midyPxYjREREpdS9yzPOCjmqeWocnY7NlM8Si4iIqBy4Xs4vz9zDYoSIiKgUysgx4kyiDgGuqnJ7eeae8n10REREZdC9xc2UMgmNfN0dnY7NsRghIiIqZW7oMpGQoUdT//K1uFlByv8REhERlSFZBiPOJOhQxd0ZAa5qR6djFyxGiIiISpEziamQJKBhBbg8cw+LESIiolIiIV2PaF0mGvq6Q6WoOF/RFedIiYiISrkckwlBrmpUcXd2dCp2xUXPiIiISolgN2cEu1WsQgTgyAgREZHD6fQ5OB6XgpxyvrhZQViMEBEROVh6jhE6vQEySXJ0Kg7ByzREREQOFuiqRoBGBamCFiMcGSEiInKQLIMREfFaZBtNFbYQAViMEBEROcyZxFTcSs2EEI7OxLFYjBARETnAvTVFGlSwNUXyU7GPnoiIyAGMJoGT8VpUcnZCaAVbUyQ/LEaIiIjs7GJyGjJyjGjq71Gh54rcw2KEiIjIjnT6HFxOSkNtH1e4qXhTK8BihIiIyG6EyL08o1HKUdvb1dHplBosRoiIiOwkNl2PpMwcNPH3gFzGyzP3cHyIiIjITgI1KnQM8UYlF5WjUylVijQyEh4ejpYtW8LNzQ1+fn547rnncOnSpYdus27dOvTo0QO+vr5wd3dH27ZtsW3btsdKmoiIqKzR6XMgSRILkXwUqRjZs2cPRo0ahUOHDmHHjh0wGAzo2bMn0tPTC9xm79696NGjB7Zs2YLjx4+jS5cu6Nu3L06ePPnYyRMREZUFyZnZ+Ov6HSRm6B2dSqkkCVH8dd8SExPh5+eHPXv2oGPHjoXern79+hg0aBA+/fTTQvXX6XTw8PCAVquFu7t7cdMlIiJyCCEEYtP1CKxgz58p7Pf3Y80Z0Wq1AABvb+9Cb2MymZCamvrQbfR6PfT6vOpRp9MVP0kiIiIHysgxwkUpR5Cr2tGplFrFvptGCIHx48ejffv2aNCgQaG3mzNnDtLT0zFw4MAC+4SHh8PDw8P8CgkJKW6aREREDqPT52B7VAJiUjMdnUqpVuxiZPTo0Th9+jRWrlxZ6G1WrlyJqVOnYtWqVfDz8yuw36RJk6DVas2v6Ojo4qZJRETkEEIIRMTr4KyQI0DDUZGHKdZlmjFjxmDTpk3Yu3cvKleuXKhtVq1ahREjRmD16tXo3r37Q/uqVCqoVJxtTEREZdcNXSbuZGajfWVvrinyCEUqRoQQGDNmDNavX4/du3cjLCysUNutXLkSw4cPx8qVK9GnT59iJUpERFRW6A1GnE3QoYq7M/w0/OX6UYp0mWbUqFFYvnw5fvnlF7i5uSEuLg5xcXHIzMy7FjZp0iQMHTrU/H7lypUYOnQo5syZgzZt2pi3uTf5lYiIqKxLuxaDs9MXQRiNAIAziakAgIa+bo5Mq8woUjHy/fffQ6vVonPnzggMDDS/Vq1aZe4TGxuLmzdvmt//+OOPMBgMGDVqlMU277zzTskdBRERkYNkp6ThwOBPcXHOShwY/CliE7W4qctEAz93qBRyR6dXJjzWOiP2wnVGiIioNDIZjDgw8GPE/308N+CkhHz1THgGVkLnmgEVak2R/BT2+5sPyiMiIiqmU5N+yCtEAMDVGaZrMdC98QXuHDzruMTKGBYjRERExXD15024+tNGy2CyDmLcXOREXMbeZz/E9RXbHZNcGcNihIiIqIjid59AxIff5QVkEqRPRgJNa5tDIseAY6O+wq0Nex2QYdnCYoSIiKgIUiOjcWjY5xBGU17QWQ0EVgIemCNSqW0DBPZuY+cMy57HejYNERFRRZJ9V4cDgz5BjjYtL6iQA+mZEG/PtOirCQ1A22WfQq5ysnOWZQ9HRoiIiArBlGPAwaHTkXbtdl6weR1Iq2cBQb4WfRVuLnji12lQVfK0b5JlFIsRIiKiRxBC4OSE+UjcdyovGOIPKXwMEB0PxCflxWUytF74ETzqVrV7nmUVixEiIqJHuPLDBkQt3pIXcHWB9NW7wF0dxOT/A+6bP9L48zcQ2KOV/ZMswzhnhIiI6CFidxzBqck/5gXkMkgzRgFe7hAjpgGpGeamsFefQo3/9HNAlmUbixEiIqICaC9cx+HhMwBT3siHNO5loHkdiLFf5l6i+Zdv+8Zo+uXoCr/qanHwMg0REVE+9HdS8M/gT2G4b+QDL3SDNKA7xJfLgOMXzWHXakFou+wTyJT8Hb84WIwQERE9wKjPxj9DpiH9RlxeMDQQ0riXIVZuAzbsNoeV7hq0WzUdTl58dlpxsYQjIiK6jxACJ8fPQ9KDz5a5EQsxaR5wIO+OGkkuQ5slH8OtZoidsyxfODJCRER0n8vzVuP6im15AXcN0LVl7v/vPWlx50yTWW/Dv0tzO2dY/rAYISIi+tftP/7BmSkLLINPtYf0wVDA1cUiXP31Z1B95DN2zK784mUaIiKq8Ew5BlyYvQIX5qwEhLBs/HUbxN9HgLS8iaz+XZujcfh/7Jxl+cVihIiIKrTUK7dw5I1ZuHvikmXDC92Buzpg5xEg4a457FazMlovnAyZQm7nTMsvXqYhIqIKSQiBqwt/x18d/mNdiDzdAdL4lyE9sKS70tMt984ZT1f7JVoBcGSEiIgqnKz4ZBwb+zXith22bHDXQJr4KqRurSA27YH4brW5SVLI0XbZp3CtFmznbMs/FiNERFSh3P7jHxwb+zWyk7SWDa0bQPpkJOCkhGnSfODvoxbNzeaOhV+HxnbMtOJgMUJERBWCIS0TEZO+x/VlWy0bVEpIowZCGtQT4vBZiOk/A4l3LbrUGjsAYUN72zHbioXFCBERlXtJR87jyJuzkR5126pNmjkWaFYHpjnLgdV/WdxNIykVaPDJq6g1ZoA9061wWIwQEVG5ZXHL7n0Pu4NMAjTOQGoGxIINwLeZwAOFilvtKmj1v4nwalzDvklXQCxGiIioXEqNjMaRN2db3ykDQJr6JuDlDjFmNnD2qlV7jTefQ8OpIyB3Vtkj1QqPxQgREZUrQghcW/g7Tn/8Pxgz9ZaNaicgKxti3d/5bqsO8EaL795HQNcWdsiU7mExQkRE5YLJYETc9iOI/GE9EvdGWDa6ayBNeg1wc4EYPRuIuGy1ffCzHdDs63eg8ubTd+2NxQgREZVpqVdu4frybbixcgey4pOtO9x3y64IX2TVrHBzQdPZo1BlcHdIkmSHjOlBLEaIiKjMMaRn4taGfbi+fCvuHDybf6f7b9k9dCb3lt07KRZdfNo2QKsfPoAmNMD2SVOBWIwQEVGZIIRA8vGLuL5sK6LX7YEhNSP/jiol0LkFpNf6AoG+MH21DFiz0+qW3fofDUXtsQMgyfmMGUdjMUJERKWaPkmLG7/+hevLt0J34cbDO6udIG2YA8nLHeLYeYhJ83nLbhnAYoSIiEodYTQiftcJRC3bittbDkLkGAru3KQ2pOHPQIybm3unzLe/QpyOBG4lWHXlLbulE4sRIiIqNUw5BlxdsBmX561GZsyd/DtJEtC8LqCQA4fOAOkZQKYe8NAAyTpgywGrTdSBPmj53fvw79LcxkdAxcFihIiISoXMuCQcevVzJB06l38HP2+gbwdIT3eAFOQLsfs4xKEzQGQ0xIff5r+NTIaqL/VAo+mvw8mLt+yWVixGiIjI4RIPnMah176APsHyAXVQKoAOTSE90xFo3QDIygZ2HoFpyo/A6cgC9+daLQhVX+mF0Bd7wjnQx8bZ0+NiMUJERA4jhEDkd+tw5tOfIIwmizZp1MDckRAvd4jTkRDhi4G/DgMZWfnuS+6sQvAzHRA25ElUateQa4aUISxGiIjIIQxpmTg2di5urduTb7tISIa05QBMm/da3RFzP6+mtVB1yJOo0r8LlB4aW6VLNsRihIiI7C41MhoHh0yD7uIDt+o+1Q7w9wEWbQJW/wWR/+Zw8nJDlUHdUfWVXvBsUM3m+ZJtsRghIiK7itm0H0dHfZX/omW+XpACfPIvQiQJ/l2aoeqQJxH0VFvIVU62TpXshMUIERHZhclgxLnPF+PSN6ssG/y9gRb1gD/2A0t+typEnIMrIWxIb4S+1BOaKv52y5fsh8UIERHZXFbiXRwePgOJ+05ZNrSsB2n6f4CMLIidR3LvlrlP8LMd0GL+e1C6udgxW7I3FiNERGRTaddjsafPe5aLmEkSMLQPpDf7A0fPQXz6g0UhIsllaDh1JGqO7s+7YioAFiNERGQzhowsHHzlM8tCROMMacrrkDo1h1i4EeKn9YAp7+KMytcTrRdOhl+Hxg7ImByBxQgREdlM/F/HoD17LS9QvTKkWWMATzeY3vsa2B9h0d+7VT20XfwxnIMq2TdRcigWI0REZDN3718l1UUN6X+Tgdg7EK9OtXqQXfXXn0XjL96AzElp3yTJ4ViMEBGRzRhSM/PeKOTAuWsQP6y1KETkzio0++YdhA7q7oAMqTRgMUJERDYj16jz3ujSIcZ+adGudNeg0x9fwbNhdTtnRqWJzNEJEBFR+aXQOFsGnFWAKu8yjJOXGwsRYjFCRES2o3BRW7yX/pwHPNfZ/N5QwEPvqGLhZRoiIrIZhcayGBFTfwSu3jK/N6RnPrgJVUAsRoiIyGbkD4yMYPdxi7fGDD2EyQRJxoH6iox/+kREZDMPjoygV1ugVX2LkDFTb8eMqDRiMUJERDZjNWdkYHdIPVpbxDJiEu2ZEpVCLEaIiMhmVL6eloHoBKBumEXo9paD9kuISiUWI0REZDNuNUOguO+Ju2LPcUg1qwCV/cyxmM37HZEalSIsRoiIyGZkSgUCe913WebgaYgsPdC5hTl09/glZDywNDxVLCxGiIjIpoL7tst7k5UNHDwDqUsLiz4xvx+wc1ZUmrAYISIimwro3hJyZ5X5vdh9HFKD6oCftzkWs5nFSEVWpGIkPDwcLVu2hJubG/z8/PDcc8/h0qVLj9xuz549aN68OdRqNapVq4Yffvih2AkTEVHZotA4w7/bfSMh+yMgcgxAx2bmUPLRC7zFtwIrUjGyZ88ejBo1CocOHcKOHTtgMBjQs2dPpKenF7hNVFQUnnrqKXTo0AEnT57ERx99hLFjx2Lt2rWPnTwREZUNFpdq0jKAM1cgtahjDpmyc5B09IIDMqPSQBJCiOJunJiYCD8/P+zZswcdO3bMt8+HH36ITZs24cKFvB+yt956C6dOncLBg4W7nUun08HDwwNarRbu7u7FTZeIiBwkK/Eufq85KC8QWAlI1gH6bHOo7oevoP6koQ7IjmylsN/fjzVnRKvVAgC8vb0L7HPw4EH07NnTItarVy8cO3YMOTk5+W6j1+uh0+ksXkREVHapfb0sA7F3LAoRAEg6dM6OGVFpUuxiRAiB8ePHo3379mjQoEGB/eLi4uDv728R8/f3h8FgwJ07d/LdJjw8HB4eHuZXSEhIcdMkIqJSwGoQXqOG9M17QOfm5lBmbP7fCVT+FbsYGT16NE6fPo2VK1c+sq8kSRbv7/1QPhi/Z9KkSdBqteZXdHR0cdMkIqJSIHFvhGXAWQ2kpAHnr5lD6gAf+yZFpUaxnto7ZswYbNq0CXv37kXlypUf2jcgIABxcXEWsYSEBCgUCvj45P+Dp1KpoFKp8m0jIqKy59K81ZaBOykQU3+0CAX1bmvHjKg0KdLIiBACo0ePxrp16/D3338jLCzskdu0bdsWO3bssIht374dLVq0gFKpLFq2RERU5mjPRyH+r2N5gbaNgN7tLPoo3TWo+kovO2dGpUWRipFRo0Zh+fLl+OWXX+Dm5oa4uDjExcUhMzPT3GfSpEkYOjRvNvRbb72FGzduYPz48bhw4QIWLlyIBQsW4P333y+5oyAiolLr8rw1Fu+l/7wAqVcbi1i14U9Ded8zbKhiKVIx8v3330Or1aJz584IDAw0v1atWmXuExsbi5s3b5rfh4WFYcuWLdi9ezeaNGmC6dOn49tvv0X//v1L7iiIiKhUyrx9BzfX7MoLtKwHqXYoxPI/zSFJqUCNN5+zf3JUahRpzkhhliRZvHixVaxTp044ceJEUT6KiIjKgcgfN+Sutvov6eXeEBevA8fOm2NVBnSFcyAnr1ZkfDYNERHZRI4uHdcW/Z4XqBECqW0jiBV/WvSrNZoj5RUdixEiIrKJqKV/wqDLML+XXnoSIvYOsPOoORbQoyU86j36Zggq31iMEBFRiTPlGBD5w/q8gJ8X0KsNxK/bAaPRHK41ZoADsqPShsUIERGVuOsrtiHzVqL5vTSwB5CpBzbtMcc8G9eAb4fGjkiPShkWI0REVKKyU1Jxdtoiy6DRBLFyG5CRZQ7VHjugwJW4qWIp1gqsREREBTk/Yymyky0fcCq+t1xrxCXEH8HP5v+0d6p4ODJCREQlRnsuClcXbM4LhAYCQ54CFHKLfjXffh6yB2JUcbEYISKiEiGEQMSH30EYTXnBxrUg9e0IyPK+bpwr+yJsWG8HZEilFS/TEBFRiYjZuA+J+09ZBjftgdj6D5CdYw41/vxNKFzUds6OSjOOjBAR0WMzZGTh1Mf3PYXXSQk83zX38sx9hYhvh8YIfraDAzKk0ozFCBERPbZLX6+yuJUXLz0J6b2XgcBK5pAkl6HJzLd5Bw1ZYTFCRESPJf16LC59+1tewM8b0qt9gV+3A9Hx5nD1EX3hUZ+rrZI1FiNERPRYTn38P5j0eZdipDGDgIxMiIUbzTEnb3fU+2ioI9KjMoDFCBERFVv8ruO4/fuBvEDT2pB6toGY/xuQnrfAWYNPX4OTp5sDMqSygMUIEREViynHgIgPv8sLyGWQ3nsF4uwV4M9/zGHPxjUQNuRJB2RIZQWLESIiKpYr/9uI1MvReYHnOgPVK0N8tRwQwhxuMmsUJDkXOKOCsRghIqIi0yfrcGH2iryAuwbSm/2BzfuAC1HmcJWB3VCpTX0HZEhlCRc9IyKiIrswewVytGl5AX0OxKodwLqd5pDC1RkNPxvpgOyorGExQkRERZJ6NQZXf95kGdRnAws2WITqTngZzoE+9kuMyixepiEioiI5M+VnCIPR/F76YhTwQneLPq7VglDjrefsnBmVVSxGiIio0BIPnLa8lVcmAbfigTt3Lfo1nPY65ConO2dHZRUv0xARUaEIkwmnP/6fZdAkIL5fYxGq9ERDBPV5wo6ZUVnHkREiIiqU6DW7cPfk5bxAzzbAiGet+jX64k0+f4aKhMUIERE9kjFTjzPTFuYF1E6Qxg6GFBZk0a/KwG7wblrLztlRWcdihIiIHiny+3WWT+V9+SnAwxXi/1abQzK1Exp8+poDsqOyjsUIERE9VFbiXVz8elVeoJInpCFPAau2A7F3zOFao/rDpbKfAzKkso7FCBERPdT58GUwpGaY30tvPg/osyEW/26OqXw9UfvdQY5Ij8oBFiNERFSgu6euIGrJlrxAzRDg6Q4QP20A0vIKlPqTh0Hp5mL/BKlcYDFCRET5MqRn4sjIGRBGkzkmjRkM3IwD1u8yx9zrhqLqK3wqLxUfixEiIsrXqY9+QGrkrbxA20aQWjeAmP8bYMxbgbXR9DcgU/CpvFR8LEaIiMjKrY37ELXkT8vg0XMwTfkR2HfSHPLv2hwB3VvaOTsqb1iMEBGRhYxbCTj+zjd5AZkEhAUDBiOw9R9zWJLL0Gj6G/ZPkModFiNERGQmjEYceWMWclJS84LPdoK0eCrg42HRt874F+FRP8y+CVK5xGfTEBGR2cWvV+HOP2csg5v3Qdy+AyRpzSHvVvVQ98NX7JwdlVccGSEiIgBA0pHzOB++NC+gcQZqVsm9PHP4rDmscHdB658mctIqlRgWI0REhBxtOg6PDLe8jffDYZC+nQConCz6Nv/6HWhCA+ydIpVjLEaIiAgnJ8xDxs34vEDvdpB6tYWYuxzQZ5vDoS/2QEj/Lg7IkMozFiNERBXcjV//ws3f/s4LVPaDNGEIxO/7gB2HzWFNWBCazB7lgAypvGMxQkRUgaVF3cbJ9+flBeRySNP+AyTrIOYsN4clhRytF0ziku9kE7ybhoiogjLlGHB4ZDgMaZnmmPTm80DtKhCvfwFkZJnj9T9+Fd7NajsiTaoAODJCRFRBnZ+5DHePX8oLNK8LDHkK4sd1wPlr5rBvxyaoPXaAAzKkioLFCBFRBZSwNwIX5/6aF5DLIX08Ajh+AViW95ReJ293tPrhA0gyfl2Q7fAyDRFRBaNP1uHoW7MBIfKCRiPE5O+AxLsW8RbzxsM5qJIDsqSKhKUuEVEFIoTA8bFfI/P2nbxgvWqAXJ57aSbxrjlcbcTTCOrzhAOypIqGxQgRUQUStfgP3P79QF7A1QXS/A+AF3tZ9HOvE8qH4JHd8DINEVEFobt4A6c++tEymJYBMWoWcC3GHJKplGj18yQoXNR2zpAqKo6MEBFVAMasbBweGQ5jpj4v2LYRIJcBF6IsVlltNO11eDao5oAsqaJiMUJEVAGcmboA2rN5t+viiUaQffMe0K2VRb+Anq1Q/Y1n7ZwdVXQsRoiIyrnL89fgyg/r8wLeHpA+eR3iQASw/ZA5rPLzQov/ew+SJNk/SarQOGeEiKicEiYTTn/8P0R+ty4vKEmQprwOCBPE9J8t+rf8YQLUvl52zpKIxQgRUblk1Gfj6Ftf4tb6PRZx6fXnILVpCNPYL4G7qeZ4zdEvIKBrC3unSQSAxQgRUbmTnZKGg698hsT9p/KCMgnSe69AeqE7TN+tBg6fNTd5NqqBBp+8av9Eif7FYoSIqBzJiEnE/gGToTt/PS+oUkL67E2gY3OYZiwENuaNlshdVGi9YBLkKif7J0v0LxYjRETlhPbCdex/4SNkxtyxbJAkwE0DMeEb4MApi6bm37wLt5oh9kuSKB8sRoiIyoHEA6fxz0tTkaNNywsG+ABqJ+B6bO7CZveR5DI0/+84VBnYzc6ZElljMUJEVMbd2rgXR16fBVN2jkVc+vBVQKWEeHumRVyuUaPN4o8R2MNyjREiRynyOiN79+5F3759ERQUBEmSsGHDhkdus2LFCjRu3BguLi4IDAzEa6+9hqSkpOLkS0RE97ny4wYcevULy0JEnvtPu5ixEOLj7y36q3w90en3r1iIUKlS5GIkPT0djRs3xvz58wvVf//+/Rg6dChGjBiBc+fOYfXq1Th69ChGjhxZ5GSJiCiXMJlw+tOfEPHhd4AQeQ0920BaNh1w1+Q+gTdZa25yrRaELtu/gXfTWg7ImKhgRb5M07t3b/Tu3bvQ/Q8dOoSqVati7NixAICwsDC8+eabmD17dlE/moiIAJiyc3Bs9Bzc/O1vy4aXe0M2djDE7/uA9CyLJq/mtdF+1XSoKnnaL1GiQrL5cvBPPPEEbt26hS1btkAIgfj4eKxZswZ9+vQpcBu9Xg+dTmfxIiIiIEeXjv0DPrYsRCQJ0riXcguRRZtyV1Y1Gs3NAb1ao9Om2SxEqNSySzGyYsUKDBo0CE5OTggICICnpyfmzZtX4Dbh4eHw8PAwv0JCeNsZEZEwmXB4xAwk7DmZF3RSQvr8bWBAD5hmLYH4Ya3FNmFDe+OJFVOh0DjbOVuiwrN5MXL+/HmMHTsWn376KY4fP46tW7ciKioKb731VoHbTJo0CVqt1vyKjo62dZpERKVe1JItiNtxNC/g5gLpv+8D7ZtATJwHrLO8bFNv4hA0+++7kCnkds6UqGhsfmtveHg42rVrhwkTJgAAGjVqBI1Ggw4dOuDzzz9HYGCg1TYqlQoqlcrWqRERlRkmgxGXvvktL+CugfTDR0AlT4gxs4HTkXltMhmafT0W1YY9Zf9EiYrB5sVIRkYGFArLj5HLc6t0cf8McCIiKlDMpn1IvxGXFzAaIbYdBPYcB67HmsNyZxVaL5qMoCfbOCBLouIpcjGSlpaGK1eumN9HRUUhIiIC3t7eqFKlCiZNmoSYmBgsXboUANC3b1+8/vrr+P7779GrVy/Exsbi3XffRatWrRAUFFRyR0JEVE4JIXD529WWwfQsYMnvFiEnHw+0WzUNPi3q2jE7osdX5GLk2LFj6NKli/n9+PHjAQDDhg3D4sWLERsbi5s3b5rbX331VaSmpmL+/Pl477334Onpia5du2LWrFlW+yYiImuJ+07hbsR9l2Ge6wwpsBLE92vMIZWvJzr/ORduNSo7IEOixyOJMnCtRKfTwcPDA1qtFu7u7o5Oh4jIrvYPmGw5cfXFXpCCfCHmLDeHGk5/HbXHDHBAdkQFK+z3N59NQ0RUimnPRVkWIgCwchvu/y1S4e7CyapUptn81l4iIioeU44Bp6f8ZBns3zV3qff7VHu1D5QPxIjKEhYjRESlkMlgxJE3ZiH+r2N5wVb1IftgGFAr1BySlArUfKufAzIkKjksRoiIShlhNOLY21/i1vo9eUG1E6S3XoC4eB04dt4crjKgK5yDKtk/SaISxGKEiKgUESYTjo352vLZMyonSHPGAVUDIWYvsehfa8wLds6QqOSxGCEiKiWEyYQT4/6LG79szws6KSHNHgvUrw4xfi5w7pq5Kbhve3jUrWr/RIlKGIsRIqJSQJhMiPjwO0Qt+TMvqFRAmjkaaFIb4r25QMRlc5PK1xNNvhzlgEyJSh5v7SUicjBTdg6OjZ5jeWlGLof0xdtAy/oQ738DHL9obnLydkfHDbPgHOBj/2SJbIDFCBGRAxnSMnFw6DTE/33cujFDn/s03sNnzSGlpxs6bpgFj/phdsySyLZYjBAROUhW4l0cGPgJ7p7Mu/wCpQKoGgRE3oSY+qNFf4W7CzqsD4dno+p2zpTItjhnhIjIAdKux2J3r3GWhQgAafizkL59H1A7WcQVrs7osDYc3k1r2TNNIrvgyAgRkZ3FbN6PE+P+C/0drVWbWPo7sO8kkJVtjsldVGj32+fwacmn8VL5xJERIiI7yUq8i0OvfYGDQ6ZZFiIh/pAWTQGqBACZeuB83u27cmcV2v06Hb5PNHRAxkT2wZERIiIbM+UYELX0T5z7Ygmyk3WWjXXDIH09HkhJBfTZFk1O3u5o99t0+LTgiAiVbyxGiIhsRAiBmE37cHbaIqRdjbFslMuBV3pDGvkccPE6xHtfA7p0c7NLiD86rJsBt5oh9k2ayAFYjBAR2UDiP2dwZsrPSD56wbqxZhVIH48AaoQAK/6E+HkDkJ1jbvaoF4b2a2fAOZDriFDFwGKEiKgE6S7ewJmpCxC79ZB1o7sG0qt9gUE9gKhYiBHTgIvXLbpUatcIT6yYCidPV/skTFQKsBghIioBmbfv4Fz4UlxfsR0wmfLvFBoIPNcZ4qcNwPItgMFo0Vz5+U5o+d0EyB+4rZeovGMxQkT0GHK06bj431W48v16GDP11h2eaATpmY4QE+cDZ65A9B0HpGdadFF6uKLJzP+gyuDukCTJTpkTlR4sRoiIiikt6jb+7jbW+g4ZANA45xYdWdmASQAaNZCeZVWIBPV5Ak3njOFzZqhCYzFCRFRMmqqB0IQFWhYjjWtCeuN5QKmEeONz4MRFiBMXrbZ1CfFHw2kjUfm5jhwNoQqPxQgRUTFJkoRGn72OPX0nAO0aQxr6NKTGNSEioyG+X53vNkpPN9R9/0VUH/kM54YQ/YvFCBFRMZmEQEbDGlBumgujnzdExCWYxs8FDpyy6itTO6HmW/1Q+91BvFOG6AEsRoiIiiEuPQsn47TINJhQydcDCW/OACIuWXeUJFR9qSfqTRoCl8p+9k+UqAxgMUJEVEh6gwmZBiM81Uqo5XL4uqhQ01sDD5USx+pXxfUHipGAXq3RcMpweNQLc1DGRGUDixEiokI6Ga9FpsGILqGV4KlWokWgp7mt3kdDcXPtLpiysuHVrDYafjYSfh0aOy5ZojKExQgRUQG0+hxcTk5HsKsaQW5qNPR1g0KW/8POXYJ90XDKCKgDvHmHDFERsRghInrAnYxsXE5OQ1y6Hs4KGQJdVQAAjdPD/8ms+Z9+9kiPqNxhMUJEhNwn7Mal63E5OQ1JmTlwc1KgeYAHQtydIeMoB5FNsRghogovWpeJS0lp0GUb4K1Wok2wFwI1Kl5qIbITFiNEVCGlZxugUsigkMkQn66Hi1KOJv4eqOTChciI7C3/mVhERGVMWtTtR/YRQgAAsgxGbItKRExqFgCgWYAHnqjszUKEyEE4MkJEZVZW4l3ErN+NW6v/gvbMVXTd/xNca4RY9BFC4G5WDm5oM5GUmY1uVStBrZCjXWVv+DjnFh+cE0LkWCxGiKhMMWZlI27bIdxa/RcSdh2DMJrMbdFrdqLuxFcB5C5QFq3LxHVtBnTZBqgVMoS6u8AoBBSSBH+NykFHQEQPYjFCRKWeEALJR8/j1uq/ELNxLwy69Hz7Ra/ZBc9Rg3BTl4XbabmXYIJc1Wjg5wZ/F05IJSqtWIwQUamVfiMWt1bvRPSanci4HltgPyFJkIRAxhONcfB2CtydFGjo644Qd2eoFJwaR1TasRgholIlR5eO25v3Inr1TiQfOvvI/sbP3gZuxUP+01pI2w8iyN8brT8axlEQojKExQgROZzJYETi7uOIXr0TcdsOwpSVnW8/IZMgmtWF6PkEZP/3KyRtGqSIS0BiMgBASklF0sKNMI4bDIWL2p6HQESPgcUIETmEEAJ3T1xEzLpdiNm4F9l3UgruWzUIpl7tIHq0BXy9gJuxgL8PoE2DbP1Oi77G9EzE/fkPKvfvauMjIKKSwmKEiOwq9dIN3Fq/CzHrdiPjZlyB/YSHG0T31jD1fAKoEwZo0yD9fRiyrQeAi1Eo6CKMws0F2Xd1tkmeiGyCxQgR2VzGrQTEbNiDmPW7oDt37ZH9Rf0aMH77IQBAOngK0vLfIR06DSnHkG9/SS6Db+fmCBnYAwE9W0PuzNt2icoSFiNEZBP6JC1if9+PW+t3FWoiqmnQkxChgZDPXgRcvg7ZvF8g7ToKSZtW4DbuDaojZEA3BPfrDLWfdwlmT0T2xGKEiEqMIT0TcVsP4ta6XUjccwLCYMy3nwCAGiEwdW8D2c7DkCJvAik64N8RDSnHAGnDrny3Vfl5oXL/rqg8oBs86lWz0ZEQkT2xGCGix2LKzkHC7hOIWb8LcVsPwpipL7CvCPKF6NYGpu6tgarBQEoqxPlrkCJvQrbtnwK3k6mdENj7CYQM6I5KHZtCppDb4lCIyEFYjBBRkQmTCcmHz+HW+l24vXkfcu6mFtzX2x2iSyuYurUB6lcHMrIg7T8B6f9+hXT8AiRj/qMnAODTtiFCBnRHYN/2ULppbHEoRFQKsBghokIRQkB39ipurduFmI17kHX7TsF9ZRIkk4Dw84bx1y8BkwnS4TOQpn4P6Z8ISPr81xEBAE1YECoP6IbK/btBExpgi0MholKGxQgRPZQhIwtRCzcjetV2pEVGP7K/6fluMPXuAPnrUyElJEM2/UdIx85BSs3/eTJA7jyQ4Oc6I7hfZ3g2qcXVU4kqGBYjRFSgzNg7OPDcBGTcyP+5MEImQTStC9G9DaRDpyHbcwzS5Ru5czrkMsBogmzXkXy3VbhrENSnHYKf74JKTzSCJOc8EKKKisUIERXo5DtzrAoRAQB1wmDq3gaiayvAxxO4FQ/p+HkAgHT2CqSzV/Ldn0ylhH+P1qj8fBf4dW0JudrJtgdARGUCixEiylda1G3c2XvS/F74esPUtyNEtzZAZX8gKQXSzsOQ7Tz80BVRIZPBt2MTBPfrgsCnnuBEVCKywmKEiPJ1Z3+ExXvjjLFAkC+kPccgzVkCKeIiJJMocHuv5nUQ3K8Lgp7tCLWvl42zJaKyjMUIEeUr6eAZi/fyeb8A6ZmQrhY8idW1ZhVU7t8Fwf06QxMaaOMMiai8YDFCRFaEEFbFiHT6cr59nYN9c++Eeb4L3OuF8U4YIioyFiNEZCXjZhyyYvPWETH16QhIgOz3veaYf/dWqDF6ILxb1YMkkzkiTSIqJ1iMEJGVB0dFRLXKubfq3qf2+6/As0kte6ZFROUUixEisnJj6RaL9/J5v1i8V7i6wL1BdXumRETlWJHHVvfu3Yu+ffsiKCgIkiRhw4YNj9xGr9dj8uTJCA0NhUqlQvXq1bFw4cLi5EtENha3/RDunrhofi9cXSCcLH9v8W5Zjw+rI6ISU+SRkfT0dDRu3BivvfYa+vfvX6htBg4ciPj4eCxYsAA1atRAQkICDAZDkZMlItuK234YR0d8bhEzvfosxBNNoHjpQ3PMp20De6dGROVYkYuR3r17o3fv3oXuv3XrVuzZswfXrl2Dt7c3AKBq1apF/VgisjHtmSs49vrnEDl5vyiYnmwH0b87pF8sL9t4t2lo7/SIqByz+RT4TZs2oUWLFpg9ezaCg4NRq1YtvP/++8jMzCxwG71eD51OZ/EiItsRJhNOjvsaJn2OOWbq1Q6mD4dD+n0vZD+vM8dVfl7walrbEWkSUTll8wms165dw/79+6FWq7F+/XrcuXMHb7/9NpKTkwucNxIeHo7PPvvM1qkR0b9i1u+G7uxV83tT5xYwTfy3EJm7FJLIW2m17sRXIVNy7jsRlRybj4yYTCZIkoQVK1agVatWeOqppzB37lwsXry4wNGRSZMmQavVml/R0Y9+bDkRFY9Rn42LM5eY3wtnFUxjX4G097hVIVJr3IsIebGnI9IkonLM5r/eBAYGIjg4GB4eHuZY3bp1IYTArVu3ULNmTattVCoVVCqVrVMzS882QK2QQy7jypFU8VyavQwZ0fHm92JgL8DNBbLvVlkVIrU/GMoVVomoxNl8ZKRdu3a4ffs20tLSzLHLly9DJpOhcuXKtv74R0rOzMa2qERsjIzD1bvpMD7kwV9E5U3s1oO48n+rze+FxhmmwU9CWrcTUnySOR4yuCcLESKymSIXI2lpaYiIiEBERAQAICoqChEREbh58yaA3EssQ4cONfd/6aWX4OPjg9deew3nz5/H3r17MWHCBAwfPhzOzs4lcxTFZDQJHItLgUKSEOymxqkEHbZeS0BkchqEYFFC5Vv6jVicHPuVRUxKz4R8wlzIVvxujjlV8kTDz99iIUJENlPkYuTYsWNo2rQpmjZtCgAYP348mjZtik8//RQAEBsbay5MAMDV1RU7duxASkoKWrRogZdffhl9+/bFt99+W0KHUHwZBiOcZDJ0DvVB6yAv9AzzRYCrCkmZOZAkCUIIZBtNjk6TqMTl6NJx5NXPYNClm2Oifg0ISYJ09gqk++K133sZClcXR6RJRBWEJMrAEIBOp4OHhwe0Wi3c3d1t/nlCCEiShJjUTByP1aJ7mC9clFxtksoHoz4bh178GEn/nDbHhK8XjCtnQzZ3KWRb9pnjbrWqoNPO73j3DBEVS2G/v/kvTD7uDUf7ODuhgZ8bXJRyCCFwOTkdIe7OLEyozBImE06O/tKiEAEAKfEu5O/MBC5GmWNyZxWa/ziJhQgR2Ryf+/0QaoUc1Tw1AHIv6UQmp2HbtQQcj0tBWjaXs6eyJSc1HUdHfo7bm/NGPoSbBqb+PSAASOeuQrrvsmSjWWPgXjfMAZkSUUXDX3kKSaNUoFd1P0SlZCAyOR03tJmo7KZGbR9XeKiUjk6P6KFSL93A0RHTkXblljkmnJQwzhgLVAmEfPdRICnF3Fbl5ScRMrC7/RMlogqJxUgRKGUy1PJ2RXVPDa5rc4uSndfvINBVhZpervBxVvKOAyp1bm/eh5PvzIExI8scE05KmKb+B6gZCvm42ZDuK0Q8G9dEw8//44BMiaiiYjFSDHKZhOpeGoR5uiBal4lLyWnYG52EJ6v5wkWpgNEkuIAaOZwwmXBx5hJEfrvKMh7gA+P0MUCVAMg+/T9IF66Z21yqBqL18umQO9tv0UEiIhYjj0EmSQj1cEEVd2ek6A1wUSoghMCO64mo4alBDW+No1OkCkp/JwUnx3yFhF3HLOKmZnVhmvIfIDML8lFfQLqS96gFp0qeaPvrF1D5eto5WyKq6FiMlABJkuClzp03IgDU9nY1v7+py0RyZjZCPZzhqeJlHLK9pENncfw/M5EVe8ccEwDEoCdhenMApBPnIZv2g8VaInKNM9r8Mh2aqkEOyJiIKjoWIyVMJkkI88xbIMpgMuF2ahaupWTA3UmBUA9nVHF3hkrB24OpZAmTCVfm/4aLs5ZCPLhYn7Mapmc6Q/r1T8h+XgvpvsceqAN80HLhp/BsZP2cKCIie+CiZ3ZgEgIJ6Xrc0GbidlruJMIAVxVCPVwQoFFBxtESekyZsXcQMf5rJO46bhEXVYOATD2k+CQIZzWkzCyLdp82DdH8f5Og9vO2Z7pEVEFw0bNSRCZJCHBVI8BVDb3RhFu6TFzXZuBQzF24OcnRvaovL99QkQmjEQl/H8ONFVsRv+Ow1WiIkCQYp74N6WIU5DMXWBUi1d7sh3ofj+CiZkTkcPxXyM5Uchmqe2lQ3UuDlKwcpOUYIEkSso0mHIy5i8Z+7vBUc90SsiaEQOrF67hz4BSSDp5B0sGzyE7WWvdzVgHOKkjJOsg/ngck3rVolzur0Hjuu6jcr4u9UicieigWIw7kqVaaC49sowlKmQS1IndR3Ni0LLg5KeDqxD+iik4Igbg//8Glr5ZDdz7q4X1rVoHxk7cgxSdBPmEOpFvxFu3Owb6580Mac34IEZUe/KYrJVydFHiicu51eyEEziamIjXbgGA3NWrdd3cOVSyJ+yNw4YtFSDl5qcA+wkkB0bEFTE93AprWAa7chOzbFVb9/Hu2RtNv3oOTd9mbd0VE5RuLkVJIkiR0Da2EG7rcVV533bgDXxcn1PZ2ha+LE+eXVAB3T17ChfDFuLP3ZL7twtsDomkdiCZ1IDq1ADxcIZ28AGn6j5D2HIOUk/fsJEkhR72Ph6Pam8/zZ4eISiUWI6WUXCahmqcGYR4uiEnNwuXkNOy/lQxPlQK1vF0R7KbmF0s5lBoZjYszlyD2j/1WbcJJAQhAyjHA9EofiP49gBuxkLbshez3vVaXZADAOdgPzf83Cd7N69ojfSKiYuGtvWWEEAKJGdm4lJyGxIxsNPX3sFjPhMo2YTTi4qyliJy/GjCZrNudFDAu+QKy9X9D9ts2iEqegNEE6a6uwH0G9H4CTeaOg5OXmw0zJyIqGG/tLWckSYKfRgU/jQp3s7Lh9u/E1gt3UqGSy1DNi0vPl1WG9Ewcf2sm4ncctogLSYJo1wTS4TOQsg2QLfsd0unLAADpTkr+O5PJENCjFaoOfwZ+nZrZOHMiopLBYqQM8lI7mf8/xyQgk3IHt/RGE0xCwJmru5YZmbcTcXjoVOjOXjXHBADRoj5Mr/cH6oRBNvlbSPtPQrZlX4H7cQnxR5WXeiFkcE84B1ayQ+ZERCWHxUgZ18gvb9jrSnI6Iu+moYq7M2p6u5pHT6h0SjkdiSNDpyIrLskcE84qmCa/DtGhOXAmEvIx4ebRkPsp3DXw69wcPm0awKdtI7jVCeUcIiIqs/htVY7U8tZAIZNw5W46rmszEeSqRi1vDbydnR69MdlNdkoqLs9ZgahFmyEMRnNc+HrBGP4OEOQH2af/l3tXzAPbyp1VqPb6c6j+9gtw8uRcECIqH1iMlCNKuQy1fVxRw0uDm7pMXE5Ow+6bSfB1cUItb1f48bZghzIZjLixbAsufbkM2cmWE09FzSowhr8LGI2Qj54B6doti3ZJIUfoK71Ra9yLUPv72DFrIiLbYzFSDslluU8OrurhjNtpWbiUlI4Dt5IR5KpCm2A+EM0REveewNlP/4fUi9et2kTNKjB+Owm4GQv5pG8g3V+oSBKCn++MOhOGQFM1yH4JExHZEYuRckySJAS7OSPIVY3EjGwY/72LOy3bgIR0PUI9XCCXcaTEltKuxeD8Zz8hbtshqzbh7QEpWQtci4Hsly2QftsGSZ9tbncO9kXLBZ/As0kte6ZMRGR3MkcnQLZ377bgQFc1ACAxIxsXk9PM7UZTqV9qpszRJ2lxbupP2NXpzfwLkca1YfztK4gaIZCMRsiWbbYoRDwa1USHLd+wECGiCoEjIxVQmKcLQtzVkMskZOYYsfNGIkLdXVDDW8Pbgh+DMSsb8X8dwa11fyPhr6MwZedYtAsnBUSTOpAdOQucjYTsm2XA9dtW+wno/QSazf8ACo3aXqkTETkUi5EKSiHLHRSTySRU9XBBVEoGrtxNRxUPZ9T2duXTggtJGI24c+AUbq3dhdgtB2BIzbDuA0B0aQnTmwMAb09Ig96HdFcH6fe9lh0lCTXHDESdD4dCkrMoJKKKg984FZxKLkMDX3fU9nZFlDYDV5LTcVObiSoezqjr4woXJX9E8qM9exXRv/2FmA27oU+4W2A/UbcajKNfBBrUgHTgJGQfzM13CXefNg3RYPqb8GhYw5ZpExGVSvymIQC5twXX8nZFdU8NrqWk4/K/RUlVTxc08HWDUsbpRQCQk5qOMx99j1ur/yqwj1A7QbRvBtGjLUSbRsCVm5CNmw3ZiQtWfV1C/FHv05EIfLo9b7smogqLxQhZkMsk1PR2RZinC67dzUBsehbk/35J5hhNUMorblGSFZeEQy99DN35qAL7iAAfGBd/ATirgDORkIX/DGn7P5AemCQsd1Gj1ruDUe2N5yFXc1E6IqrYWIxQvhQyGWr5uKKmtwaSJEGrz8HuG0noEOJdIVd01V28jsMvf4LMmESrNlOfjhCdWkD+wVwgLgmy/62G9M8pSHF38t1XyKAeqPvRq1y8jIjoXyxG6KHuXTpwVshR18cVnmolACAmNRO+Lio4VYCRkjv/nMbR16YhR5t3O7Tw9QZUSki34oGEZOBaNIRcBslogrRuZ7778W5VDw2mvcXbdYmIHsBihArFSZ47UgLkXq45EaeFAFDDS4MaXppyW5TEbNiDk2O/srhNV1SrDOOscZBi4iF/dzZkR88CR8/mvwNJQqV2jVHtjX7w79GK80KIiPLBYoSKTCmXoUeYLy4np+Nychqu3k1HTW8Nqntpys1EVyEErv6wDuc/+8kibmpaF6bPRwO3EyGb9mOB23s0rI7gfl0Q/FwnOAf52jpdIqIyjcUIFYtaIUcjP3fU9NbgUlIaLial4crddNTyckU1LxfzOiZlkTAacXbK/xD180aLuKl7G5gmjoB04gJkU76DlJll0e4SGojKz3dGcL8ucKtVxZ4pExGVaSxG6LE4K+Ro4u+BWt6uuJSUhnN3UhF5Nx2dqviUyYXTjJl6nBj9JWL/2G+OCQDipadgenMApC37IPtqCSSj0dzu0agmGoa/Da9mdXgZhoioGMretwWVSi5KOZoGeKCWtwY3dJnQKHNXEI1Ny4Kfi6pMPJAvO1mHI69ORfKR8+aYkEkwvfMKxHNdIS3eCNmiDbj/SPy6tUSL/30EhcbZ/gkTEZUTZXcsnUoljZMC9Sq5QZIkpOcYcDDmLmLTsh69oYOl34jD/mfGWxQiACA6tYR4uhNksxdB/kAhUuXlJ9FqyVQWIkREj4kjI2QzGqUCPcJ84frvKMmZBB3cVQqEuDtDVoouZ6ScisThVz6FPjFvWXehkEMyGCHtOgL5jduQrt2y2Kb2B0NQa9xLJXJZxpilR/q1GKRH3kTG9dsQEPBoWBOVOjXnM2qIqEJgMUI25fbvvBGTEEjPMSLybjouJaWhbiU3VHZTO3yORfzOozj2+hcwZuSN3ghPNxjnTYLsf2sh23ccuK8QkRRyNP7qHVQZ3LPIn5WdrEXq+WvIiI5DVnQ8MqLjkXrhGtKvRANCWPX3aFIbzRZ9Bidvj+IdHBFRGcFihOxCJkloE+yFu1k5uHAnFUdjU3AxSYG6lVwR7OqYouTGL1txesK3EEaTZYM2DdLeE5Cu3LQIyzXOaPnzZPh1aVHoz0i7Eo2EHQeRuP0QUk5ezLfoKIg24hKOD/sErdd8BZmq4q16S0QVhyREEf51dBCdTgcPDw9otVq4u7s7Oh0qAcmZ2Th/JxUJGdlwd1Kgto+r3UZKhBC49NVyXJ6zwiJuatsYMJkgO3zGahuVnxfarJheqKfqZkbHI3bzHsRu2o20CwU/xybf3P69JVoy5RVIVYb1Rd1pbxdpP0REpUFhv785MkIO4e3shPYhPriTkY2LSWk4GpsCldwbfhqVTT/XlGPAqQnfIvrX7Zbxvp1hGjcE0s5DwAPFiGvNELRZMR0uVQIeuu/0a7cQ+dVSxG/Z/8gREKFxBoSAlJEFY8NayHmmG0yhgRDBAZDu3IXzO59DSkkFANxcshlerRog4OmOxThiIqLSj3fTkENVcnFC+xBvdKtaCb4uuZcijsWmICbVNnfgpERcRvRvf5nfC5UTjOOHwvT+MEgbdkIW/rNFf+/W9dF+09yHFiL6+GScnzwPB7q/ifg/9uVbiJh8PGFo2TD3M2UyZPz2Xxi6tc19r3GG8HCF/NQlOP30G4TaCVkT34C473bosx9+g/QHJtESEZUXvExDpYrRJHAiLgXBbs4IclMjI8cIhUwq0WffXF+2JXeuSLXKMH76FhDkC9m8lZA277a4dTfw6fZoNv8DyNX5z9cwpKYj6n9rceOndTBm6q3aTf4+MLZvAUOH5jDVqwHo0uAy8F1IJhMMbRpDdu0WZAlJVtsZm9RF1sz3oFy2EU4rNpvjrnXD0GbD15CrbTt6RERUUgr7/c1ihEq1gzHJSEjPRoi7GtU8NeanBj8OIQQOrtmFuNo1gFtxkH/2A6Qbty36VHujH+pPfR1SAcvaJ+4+hjPjvkROss6qzdikLrKH9YOpfg0gOwfyY2cg33ccikMRkNIzC5Vj9st9kTPkWagnzoE84oI5XvWN/qg9eWQRjpaIyHFYjFC5kGUwIiolA1HaDGQZTPBxVqKapwbBbupir1VyLDYFN3WZcDt1ERnvz4GUbchrlCTUn/o6qr/5fIHbx27ajdPvfAmYLO/CMYVVRvbrA2Fs0QCyc1eg3LAD8sOnIWVZj5o8ipBJyPpiHGR3UqCas9Acl7uo0enQUig93Iq8TyIie+MEVioX1Ao56lZyQ20fV8SmZeHq3QwcjU3B6QQZwjxdEObhAmdl4RYGE0JAkiRUdlMj2E0N/7D2OLx2BxL3nAAAyFRKNJs3AUHPFDxRVHv6Ms6+/7VFISIASABMIYEw+ftA9dl8yA+cQIGlkiRBHVgJziH+cK7sD5eqwfBoUgup56NwOXxBbheTgHrad8ADhYwxIwupF6Lg3aZRoY6ZiKgsYDFCZYJMkhDs5oxgN2fo9Dm4lpKBK8np0Opz0DbYG/cG+Aq6NfhiUhq0WTloFeSJAFe1Od7i58k40O8DZEbHo9WSqfBp06DAHPQJyYh4YzpM+mxzLKd/Txhrh0E940fI9x6F8/7jFrfl3qNwc4Fv11bw69kWlTo1h8JNY9EuhEDs+l0WMVNYZRjbNIFy8TqLfXJVViIqb1iMUJnjrlKiib8H6ldyQ86/X9K30/Q4fycVnar45DvZ1c1Jke9IhdJNgzbLpyFHmwa32qH5fp4QAnd2H8Ol6f9DVuwdizYpJh4yDzfz6MiDl278nmyHoOe7olKnFgVOhAWA6KW/4/a6nRYxU2gQjHXCoLyvwFIH+cKjca0C90NEVBaxGKEySymXQflv4eGilCPQVQUnuSx3UbPkNBhNAlkGE5oFeCDYTV3gftQBPlAH+OTbpjt3FZdnLEDS/pMWceHpDqTooDh0Cjh0ymo7n47NUOvD1+De4OGLpAkhcGfPcVyc9mNeDLmFjfLPvVBs3Qfpvmld1d99GTKnx5/ES0RUmrAYoXLBS62E17932qRmG3D+Tpq5zU+jKvKE16zYRER+tRS31+60WjdEeLgh89vJUOw8BKcl6y3a3BvUQK1Jw+HTvmmB+xZCQHcmEnF/7EP8H/uRGR1n0Z79nxchpabDafkmi0IkaEAPBA8s+jNxiIhKOxYjVK4kZ2bjaGwKZBLg56JCttGEo7EpOJuYO+G1qocL1IqC51yYcgy4/vM6XP3mF5gemDwq5HIYnu6M7JefASCg+HOvRXvVt15ArQ9fy/d2YHMB8vs+xG+xLkDuyenWFoZ+PeD07VKLuHuDGqj3+SiHP1iQiMgWWIxQuSCEwOXkdJy/kwpPtRLtKnvD9d8nBqdk5eBaSu7Tgi/cSUOwmxr1KrmZ2++5e/Qszn80H2mXb1juG4CxXTNkj3gBIsgPiu0HoFyyHrKkFHMf3+6trQoRIQR0py8j7o/9iP9jHzJvxRecPwBTk7rIfncYFNv2Q/H7bnOb0ssdTX78mIudEVG5xWKEyrxMgxHHYlOQmJGNWt4a1KvkZnFJxlOtRLMATzTwdccNbQaiUjJw7+KHVp8DZXoGrs1chJhV26z2baxTDdlvDIKpQU3Ij56B0/TvIIuyXJZdU7MKGn0zAZJMlleA3BsBeVQBUqsqjJ1awtChBUSAL2QXr8Fp3rK8ybYyGRrN+xDOlf0f7yQREZViLEaozDuXmIpUvQHtKz/8QXtOchlqeruihpcGkiRBCIF/ImNh3H8cyvwKkYa1kDVnImRXo6GaNAeK4+es+rjVr45mC6Yg7eotxP/x6ALkHgEg6/upMFWvkjsRdv9xKPYehez0ZYvbeGt+MAyVOjQr3IkgIiqjWIxQqSSEQMb129CEBefbbjQJpGYb4KlWoqGfOyAAlaJwz6+RJAnGLD0uff4zsP0g5P9eWsnp1haG7m0hvxYN5YI1kJ2NhGra/0H+zwlIJstJrHKNM3zaNYHK3weHX3gfWbcSHvm5xoa1oH/3VTiPmQ4pIxOKdTsgS0yyKkDu8e/dDmFvDSjUMRERlWVFfvrY3r170bdvXwQFBUGSJGzYsKHQ2x44cAAKhQJNmjQp6sdSBWLKMeDCx/+Hf3r9ByknL+bb59ydVByMSYZJCKjkskIXIgCgO3sFh555F9HLfocsPgmy2EQAgKRLg6l5A+QM6I2MrQuQM7A35GcuWxUiACCMJiRsP4joZb/nW4gI5F7i0b8+ENkDnszdf1wi5BEXIP5db0S54wDkERcLLEQafvMBJ6wSUYVQ5JGR9PR0NG7cGK+99hr69+9f6O20Wi2GDh2Kbt26IT7+0cPYVDHlaFNx6u1w87oeJ1+fhjab/gvnIF8IIZBpMMFFKUdtb1eEejgX6XbdtMs3cOXr5Yjfst8iLiQJpsa1oTh6BvJeI2B4ugtMtaoiZ8izyBnyLBR7jkKxaSfkl6LM2zx4pw3w7xyQOtVg6NgSxg7NIfwrAXe1UG7OXVlVlngXqnnLCszPqZIn/J9sh6Dnu8Gzed1CHxcRUVn3WA/KkyQJ69evx3PPPffIvoMHD0bNmjUhl8uxYcMGREREFPpz+KC8iiE9KgYnhk9BxrUYi7hbvWqovmImzqfqkZFjRM9qvlAW8DTdfPd79Rau/ncFYjftsVozxOTtCf0HI2FqXAfOIz6C7HbeKIdwd0VOr/YwPNMVwr8SZBEXoP7gS6uVXI35FCC5c0COQXbmUr4jK/c4+XrB/8l2COjTAV6t6nOpdyIqV0rVg/IWLVqEq1evYvny5fj8888f2V+v10Ovz/vNU6ezfkw7lS9J/5xCxFufw6BNs4ibQoOQOPhpxCWmwVOlQMtAz0IVIjm6dCTtPY74rQcQ98d+q2Xa792uq39nGCSjEepJcywKEQCQ67NRM9QPVVvVwr6p/0NaWiYkAMJFjZxBT0G5eD0kIaB/dxjg6Q75vUmoZ/O/tHMPCxAiIks2L0YiIyMxceJE7Nu3DwpF4T4uPDwcn332mY0zo9IieuWfuPDx/0EYjOaYydsDOcP6wdCzPaSEJKhm/IDguqHwmzi8wP1k3IxD4s7DSPzrMJIPnbbY3z0CgLF5feQM6wdTnWqQHzwJ1ZxFkHSWRZBPp+aoN/1tuIQGAQCqVgvCpS9+zs2tamXkPN0Fil2HIV2PgfqTbyAlpRSuAHm6A7xasgAhIrqfTYsRo9GIl156CZ999hlq1Sr8w70mTZqE8ePHm9/rdDqEhITYIkUqBbJuJ1oVDtlvDYaxc2soF66Bcs02SAYjru8+gruHTkOmVEKSyyHJZYBcBkkmQ1ZMgtViZQ8yNqmD7KH9YGpQE7JzV6D+4EvIIi5YXHaRa5xRd9p/ENS/u8XkUf+n2puLEfn5K3AZ8I75ko8s8W6+n+fk6wX/3u0R0Kc9CxAiooewaTGSmpqKY8eO4eTJkxg9ejQAwGQyQQgBhUKB7du3o2vXrlbbqVQqqFRcbbKiqDHuFaRfibaYWKr8dQuMrRtD+PpAuq9Q0Z68VKR9C7UTYDRByjEgp38vQKmAavLXkB89YzX3w71RTTSaNxGaqkFW+3Gu7A+PprXNn5/fHTDAfQXI0x3g1aIeCxAiokKwaTHi7u6OM2fOWMS+++47/P3331izZg3CwsJs+fFURkgyGRrOfQ+Zt+KhOx0JAJBfi4Z6yreQbub/DJeHEWonSFnZEJ7uyFj+JVThP0Jx4ARU4f8DMjKtihDIZAh7sz9qjB/y0CfiBjzVId9iSOXnDf/e7eDfhwUIEVFxFLkYSUtLw5UrV8zvo6KiEBERAW9vb1SpUgWTJk1CTEwMli5dCplMhgYNGlhs7+fnB7VabRWnik3urEbTn6fgUN93oI9Pyo1F5K4xIjzcYGjfDMo/9gAAjI1qQygVkIwmwGgETAKQy2BsXAfGNk0g1Cq4jPgIUooOTvOWQfbvLblSRqblh0oSAvp2RPV3XoZrjUdfBrz/Us29AiTg6Y7wbF6XBQgR0WMocjFy7NgxdOnSxfz+3tyOYcOGYfHixYiNjcXNmzdLLkOqMNT+Pmi6YAqOvDDBYh2PnOe6w9CznbkY0U96E8LH03oHaRmQHzkN5aFTEJIESQgot+237ofcRcWqj3sFbrWrFjo/58r+qDVpBDyb1YFni3r5Pp2XiIiK7rHWGbEXrjNSscT/eQARb1neAi5cnM0jGyZvT0AhB2QyQCYBchkACdLtBEhG6zto7ufbow1qjHsF7vWr2yh7IiK6p1StM0JUFP6926HmhGGI/HKJOXb/JRZZckrhdyaTwbNZHfh2bw3/J9sV+KwbIiJyHBYjVCqFjRoEmcoJl8MXQBjzv3OlIHKNMyp1bAbf7q3h26UlnPK7pENERKUGixEqlSRJQtXXn4dvjzZIPngKGddiIIwmCJMJwmDM/e+/E1iFyQQIQB3kC6/WDeDduiFkKidHHwIRERUSixEq1TRVg/Jd94OIiMoP3g5AREREDsVihIiIiByKxQgRERE5FIsRIiIicigWI0RERORQLEaIiIjIoViMEBERkUOxGCEiIiKHYjFCREREDsVihIiIiByqTCwHL4QAkPsoYiIiIiob7n1v3/seL0iZKEZSU1MBACEhIQ7OhIiIiIoqNTUVHh4eBbZL4lHlSilgMplw+/ZtuLm5QZIkALnVVkhICKKjo+Hu7u7gDEsXnpuH4/kpGM9NwXhuHo7np2AV+dwIIZCamoqgoCDIZAXPDCkTIyMymQyVK1fOt83d3b3C/eEWFs/Nw/H8FIznpmA8Nw/H81OwinpuHjYicg8nsBIREZFDsRghIiIihyqzxYhKpcKUKVOgUqkcnUqpw3PzcDw/BeO5KRjPzcPx/BSM5+bRysQEViIiIiq/yuzICBEREZUPLEaIiIjIoViMEBERkUOxGCEiIiKHYjFCREREDlUqipGpU6dCkiSLV0BAgLldCIGpU6ciKCgIzs7O6Ny5M86dO/fQfXbu3Nlqn5IkoU+fPrY+nBJli3MDAN988w1q164NZ2dnhISEYNy4ccjKyrLloZQ4W5ybnJwcTJs2DdWrV4darUbjxo2xdetWWx+KTTzq/Kxbtw69evVCpUqVIEkSIiIiCrXftWvXol69elCpVKhXrx7Wr19voyOwHVucm3PnzqF///6oWrUqJEnCN998Y7sDsCFbnJuffvoJHTp0gJeXF7y8vNC9e3ccOXLEhkdhG7Y4N+vWrUOLFi3g6ekJjUaDJk2aYNmyZTY8itKpVBQjAFC/fn3ExsaaX2fOnDG3zZ49G3PnzsX8+fNx9OhRBAQEoEePHuYH6OVn3bp1Fvs7e/Ys5HI5BgwYYI/DKVElfW5WrFiBiRMnYsqUKbhw4QIWLFiAVatWYdKkSfY4nBJV0ufm448/xo8//oh58+bh/PnzeOutt9CvXz+cPHnSHodT4h52ftLT09GuXTvMnDmz0Ps7ePAgBg0ahCFDhuDUqVMYMmQIBg4ciMOHD9sifZsq6XOTkZGBatWqYebMmRZfUGVRSZ+b3bt348UXX8SuXbtw8OBBVKlSBT179kRMTIwt0repkj433t7emDx5Mg4ePIjTp0/jtddew2uvvYZt27bZIv3SS5QCU6ZMEY0bN863zWQyiYCAADFz5kxzLCsrS3h4eIgffvih0J/x9ddfCzc3N5GWlva46dqVLc7NqFGjRNeuXS1i48ePF+3bty+RnO3FFucmMDBQzJ8/3yL27LPPipdffrlEcranh52f+0VFRQkA4uTJk4/sO3DgQPHkk09axHr16iUGDx5czCwdwxbn5n6hoaHi66+/LlZujmbrcyOEEAaDQbi5uYklS5YUPUEHsse5EUKIpk2bio8//rhY25ZVpWZkJDIyEkFBQQgLC8PgwYNx7do1AEBUVBTi4uLQs2dPc1+VSoVOnTrhn3/+KfT+FyxYgMGDB0Oj0ZR47rZW0uemffv2OH78uHmY9Nq1a9iyZUuZu4QFlPy50ev1UKvVFjFnZ2fs37/fNgdgYwWdn+I6ePCgxTkFgF69ehXp72JpUdLnpjyx9bnJyMhATk4OvL29S3S/9mDLcyOEwM6dO3Hp0iV07NixxPZbFpSKYqR169ZYunQptm3bhp9++glxcXF44oknkJSUhLi4OACAv7+/xTb+/v7mtkc5cuQIzp49i5EjR5Z47rZmi3MzePBgTJ8+He3bt4dSqUT16tXRpUsXTJw40abHUtJscW569eqFuXPnIjIyEiaTCTt27MDGjRsRGxtr02OxhYedn+KKi4t7rL+LpYUtzk15YY9zM3HiRAQHB6N79+4ltk97sNW50Wq1cHV1hZOTE/r06YN58+ahR48eJZR1GeHooZn8pKWlCX9/fzFnzhxx4MABAUDcvn3bos/IkSNFr169CrW/N954QzRo0MAWqdpdSZybXbt2CX9/f/HTTz+J06dPi3Xr1omQkBAxbdo0W6dvUyVxbhISEsSzzz4rZDKZkMvlolatWuLtt98Wzs7Otk7f5u4/P/crypCyUqkUv/zyi0Vs+fLlQqVSlWSqdlcS5+Z+ZfkyzYNK+tzMmjVLeHl5iVOnTpVglo5RUufGaDSKyMhIcfLkSfHVV18JDw8PsWvXrpJPuBQrFSMjD9JoNGjYsCEiIyPNE8Ee/M0rISHB6je0/GRkZODXX38tk6Mi+SmJc/PJJ59gyJAhGDlyJBo2bIh+/fphxowZCA8Ph8lksmn+tlQS58bX1xcbNmxAeno6bty4gYsXL8LV1RVhYWE2zd0e7j8/xRUQEFDsv4ulWUmcm/KqJM/NV199hRkzZmD79u1o1KhRCWTnWCV1bmQyGWrUqIEmTZrgvffewwsvvIDw8PASyrJsKJXFiF6vx4ULFxAYGIiwsDAEBARgx44d5vbs7Gzs2bMHTzzxxCP39dtvv0Gv1+OVV16xZcp2UxLnJiMjAzKZ5R+9XC6HEAKiDD83sSR/btRqNYKDg2EwGLB27Vo8++yztkzdLu4/P8XVtm1bi3MKANu3by/UOS3NSuLclFcldW6+/PJLTJ8+HVu3bkWLFi1KKDvHstXPjRACer2+RPdZ6jl4ZEYIIcR7770ndu/eLa5duyYOHToknn76aeHm5iauX78uhBBi5syZwsPDQ6xbt06cOXNGvPjiiyIwMFDodDrzPoYMGSImTpxote/27duLQYMG2e1YSpotzs2UKVOEm5ubWLlypbh27ZrYvn27qF69uhg4cKDdj+9x2OLcHDp0SKxdu1ZcvXpV7N27V3Tt2lWEhYWJu3fv2vvwHtujzk9SUpI4efKk+OOPPwQA8euvv4qTJ0+K2NhY8z4ePD8HDhwQcrlczJw5U1y4cEHMnDlTKBQKcejQIbsf3+OwxbnR6/Xi5MmT4uTJkyIwMFC8//774uTJkyIyMtLux/c4bHFuZs2aJZycnMSaNWtEbGys+ZWammr343sctjg3M2bMENu3bxdXr14VFy5cEHPmzBEKhUL89NNPdj8+RyoVxcigQYNEYGCgUCqVIigoSDz//PPi3Llz5naTySSmTJkiAgIChEqlEh07dhRnzpyx2EenTp3EsGHDLGKXLl0SAMT27dvtcRg2YYtzk5OTI6ZOnSqqV68u1Gq1CAkJEW+//XaZ+8K1xbnZvXu3qFu3rlCpVMLHx0cMGTJExMTE2OuQStSjzs+iRYsEAKvXlClTzH3y+3u1evVqUbt2baFUKkWdOnXE2rVr7XREJccW5+bePIEHX506dbLfgZUAW5yb0NDQR25TFtji3EyePFnUqFFDqNVq4eXlJdq2bSt+/fVXOx5V6SAJUYbH5YmIiKjMK5VzRoiIiKjiYDFCREREDsVihIiIiByKxQgRERE5FIsRIiIicigWI0RERORQLEaIiIjIoViMEBERkUOxGCEiIiKHYjFCREREDsVihIiIiBzq/wEmRL1jEUEyTgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          50.062538            1.379585\n",
+      "1               0.0          50.062538            1.379585\n",
+      "2               0.0          50.062538            1.379585\n",
+      "3               0.0          50.062538            1.379585\n",
+      "4               0.0          50.062538            1.379585\n",
+      "5               0.0          50.062538            1.379585\n",
+      "6               0.0          50.062538            1.379585\n",
+      "7               0.0          50.062538            1.379585\n",
+      "8               5.0          49.977100            1.046422\n",
+      "9               5.0          49.977100            1.046422\n",
+      "10              4.1          49.959030            1.067535\n",
+      "11              6.4          49.947407            1.065018\n",
+      "12              5.2          49.928413            1.084928\n",
+      "13              5.2          49.928413            1.084928\n",
+      "14              0.1          49.927532            1.083205\n",
+      "15              7.0          49.929175            1.085553\n",
+      "16              8.2          49.960890            1.059150\n",
+      "17              8.2          49.960890            1.059150\n",
+      "18              9.1          50.029583            0.972663\n",
+      "19              8.8          50.044993            0.948425\n",
+      "20              8.8          50.071510            0.905777\n",
+      "21              8.8          50.071510            0.905777\n",
+      "22              8.6          50.128030            0.821857\n",
+      "23              9.2          50.155388            0.778892\n",
+      "24              9.2          50.166462            0.761920\n",
+      "25             10.2          50.224070            0.675360\n",
+      "26             10.0          50.260650            0.618665\n",
+      "27             10.4          50.289368            0.578938\n",
+      "28              3.2          50.305782            0.537252\n",
+      "29              3.8          50.296993            0.518545\n",
+      "30              3.5          50.292247            0.500910\n",
+      "31              4.0          50.287083            0.470515\n",
+      "32              4.9          50.282892            0.446732\n",
+      "33              4.1          50.279168            0.427887\n",
+      "34              3.8          50.273402            0.395077\n",
+      "35              4.3          50.272055            0.374467\n",
+      "36              3.9          50.270285            0.342043\n",
+      "37              2.5          50.280065            0.333945\n",
+      "38             10.0          50.306920            0.321350\n",
+      "39             10.3          50.339060            0.312755\n",
+      "40             10.2          50.383632            0.306143\n",
+      "41              4.5          50.399190            0.285465\n",
+      "42              4.8          50.393347            0.256568\n",
+      "43              5.0          50.386573            0.228808\n",
+      "44              4.8          50.377880            0.192200\n",
+      "45              4.5          50.374410            0.172713\n",
+      "46              4.4          50.366667            0.136843\n",
+      "47              4.0          50.360740            0.111202\n",
+      "48              3.4          50.354957            0.085733\n",
+      "49              3.8          50.358003            0.063233\n",
+      "50              3.5          50.362102            0.039430\n",
+      "51              0.4          50.365720            0.017823\n",
+      "52              3.2          50.368745           -0.004295\n",
+      "53              3.2          50.370762           -0.024812\n",
+      "54              2.9          50.373047           -0.043668\n",
+      "55              2.3          50.377770           -0.059542\n",
+      "56              2.3          50.382798           -0.073805\n",
+      "57              2.3          50.386730           -0.088187\n",
+      "58              2.1          50.389830           -0.101468\n",
+      "59              1.9          50.391327           -0.114170\n",
+      "60              2.0          50.394260           -0.121433\n",
+      "61              8.8          50.406965           -0.134413\n",
+      "62              9.2          50.437953           -0.168767\n",
+      "63              8.8          50.477832           -0.211747\n",
+      "64              9.0          50.506688           -0.249197\n",
+      "65              6.1          50.537515           -0.278560\n",
+      "66             10.9          50.525467           -0.302627\n",
+      "67              0.9          50.540188           -0.273747\n",
+      "68              0.3          50.540348           -0.268000\n",
+      "69              0.8          50.541228           -0.261713\n",
+      "70              8.1          50.543195           -0.264927\n",
+      "71              8.6          50.530982           -0.263125\n",
+      "72              0.8          50.545003           -0.254015\n",
+      "73              1.5          50.546753           -0.248300\n",
+      "74              1.4          50.548747           -0.242477\n",
+      "75              8.8          50.542837           -0.254730\n",
+      "76              9.7          50.545468           -0.239538\n",
+      "77              0.5          50.549867           -0.238812\n",
+      "78              0.9          50.553465           -0.238432\n",
+      "79              1.0          50.557563           -0.239635\n",
+      "80              9.8          50.536793           -0.236548\n",
+      "81             10.2          50.496047           -0.235842\n",
+      "82              7.0          50.461887           -0.237017\n",
+      "83              4.2          50.454170           -0.263475\n",
+      "84              4.2          50.446798           -0.289013\n",
+      "85              4.3          50.438840           -0.314893\n",
+      "86              4.4          50.431347           -0.341330\n",
+      "87              5.0          50.423248           -0.368355\n",
+      "88              4.5          50.415788           -0.397297\n",
+      "89              4.5          50.407382           -0.423093\n",
+      "90              4.6          50.399097           -0.450770\n",
+      "91              6.0          50.392337           -0.480217\n",
+      "92              4.3          50.385370           -0.509128\n",
+      "93              3.2          50.373238           -0.523195\n",
+      "94              3.4          50.365655           -0.522057\n",
+      "95              2.4          50.353315           -0.514710\n",
+      "96              2.5          50.354695           -0.493567\n",
+      "97              2.6          50.356908           -0.477248\n",
+      "98              2.6          50.358648           -0.469117\n",
+      "99              3.1          50.365290           -0.442680\n",
+      "100             3.5          50.364872           -0.452308\n",
+      "101             3.0          50.359185           -0.472012\n",
+      "102             2.3          50.353772           -0.488020\n",
+      "103             2.2          50.350332           -0.503805\n",
+      "104             2.8          50.346673           -0.517058\n",
+      "105             5.1          50.333805           -0.508065\n",
+      "106             5.0          50.333733           -0.506100\n",
+      "107             5.0          50.347578           -0.454653\n",
+      "108             5.0          50.357242           -0.420370\n",
+      "109             4.6          50.364977           -0.389080\n",
+      "110             9.9          50.354217           -0.369725\n",
+      "111             9.8          50.314195           -0.355213\n",
+      "112             9.6          50.274955           -0.341055\n",
+      "113             9.7          50.246150           -0.330673\n",
+      "114             9.9          50.207232           -0.317633\n",
+      "115             9.9          50.167587           -0.299778\n",
+      "116            10.2          50.112720           -0.280090\n",
+      "117             1.8          50.086457           -0.272628\n",
+      "118             2.1          50.079650           -0.280810\n",
+      "119             2.4          50.070985           -0.289372\n",
+      "120             2.5          50.062440           -0.298868\n",
+      "121             2.8          50.056080           -0.305500\n",
+      "122             3.3          50.045122           -0.317335\n",
+      "123             3.0          50.034870           -0.327862\n",
+      "124             3.2          50.027875           -0.336575\n",
+      "125             3.5          50.015527           -0.359853\n",
+      "126             3.7          50.006367           -0.379048\n",
+      "127             3.5          49.993945           -0.384232\n",
+      "128             4.9          49.982282           -0.384763\n",
+      "129             4.9          49.982282           -0.384763\n",
+      "130             3.1          49.962975           -0.384393\n",
+      "131             2.6          49.943485           -0.383848\n",
+      "132             3.2          49.939423           -0.383575\n",
+      "133             2.6          49.930030           -0.384555\n",
+      "134             2.6          49.916982           -0.385273\n",
+      "135             2.3          49.893057           -0.375922\n",
+      "136             2.1          49.887705           -0.365142\n",
+      "137             2.2          49.884110           -0.352938\n",
+      "138             1.7          49.881782           -0.340235\n",
+      "139             2.9          49.882453           -0.330695\n",
+      "140             1.8          49.879513           -0.322725\n",
+      "141             4.5          49.872097           -0.342683\n",
+      "142             4.3          49.867850           -0.379020\n",
+      "143             3.6          49.867615           -0.404862\n",
+      "144             3.9          49.869107           -0.426680\n",
+      "145             4.0          49.867735           -0.447527\n",
+      "146             3.5          49.864953           -0.477395\n",
+      "147             3.4          49.864207           -0.489092\n",
+      "148             3.8          49.861593           -0.524828\n",
+      "149             3.3          49.859900           -0.543128\n",
+      "150             2.5          49.859592           -0.564738\n",
+      "151             2.8          49.863003           -0.575278\n",
+      "152             2.4          49.863547           -0.588557\n",
+      "153             4.9          49.851973           -0.586853\n",
+      "154             4.4          49.856065           -0.554245\n",
+      "155             4.4          49.859527           -0.526532\n",
+      "156             4.7          49.863148           -0.497425\n",
+      "157             2.0          49.864110           -0.477727\n",
+      "158             5.0          49.866442           -0.487157\n",
+      "159             4.9          49.868510           -0.457397\n",
+      "160             5.1          49.870122           -0.426385\n",
+      "161             4.8          49.867145           -0.395818\n",
+      "162             4.9          49.869350           -0.365507\n",
+      "163             5.5          49.870760           -0.346688\n",
+      "164             4.5          49.876780           -0.316103\n",
+      "165             4.6          49.885098           -0.290052\n",
+      "166             4.5          49.888872           -0.262963\n",
+      "167             4.2          49.894210           -0.236747\n",
+      "168             3.4          49.895135           -0.212903\n",
+      "169             2.4          49.888610           -0.217407\n",
+      "170             2.7          49.886632           -0.233895\n",
+      "171             3.1          49.888990           -0.251408\n",
+      "172             5.6          49.888197           -0.268837\n",
+      "173             3.4          49.885777           -0.288998\n",
+      "174             3.6          49.881793           -0.308802\n",
+      "175             3.9          49.873647           -0.327410\n",
+      "176             4.1          49.870667           -0.351787\n",
+      "177             4.1          49.867887           -0.377070\n",
+      "178             3.9          49.867570           -0.403307\n",
+      "179             3.8          49.876097           -0.424078\n",
+      "180             2.4          49.882347           -0.410720\n",
+      "181             2.8          49.885847           -0.401093\n",
+      "182             2.6          49.887693           -0.386347\n",
+      "183             2.9          49.900555           -0.386247\n",
+      "184             3.1          49.908590           -0.383558\n",
+      "185             3.1          49.925082           -0.385600\n",
+      "186             3.7          49.937055           -0.385388\n",
+      "187             2.9          49.948587           -0.384225\n",
+      "188             2.8          49.961620           -0.385682\n",
+      "189             2.9          49.972723           -0.382430\n",
+      "190             4.4          49.982907           -0.392135\n",
+      "191             2.5          49.996132           -0.389858\n",
+      "192             2.9          50.004495           -0.381373\n",
+      "193             1.0          50.010063           -0.370127\n",
+      "diff 27 38\n",
+      "diff 40 61\n",
+      "diff 64 66\n",
+      "diff 66 70\n",
+      "diff 71 75\n",
+      "diff 76 80\n",
+      "diff 82 110\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.6          57.452738            7.931167\n",
+      "1              11.6          57.452738            7.931167\n",
+      "2              11.3          57.423793            8.001535\n",
+      "3              11.2          57.393933            8.068865\n",
+      "4              11.2          57.363335            8.133902\n",
+      "5              11.1          57.332828            8.198343\n",
+      "6              11.1          57.302207            8.262088\n",
+      "7              11.1          57.271617            8.325893\n",
+      "8              11.0          57.240527            8.388482\n",
+      "9              11.0          57.209213            8.449803\n",
+      "10             10.8          57.178158            8.513093\n",
+      "11             11.0          57.158165            8.555745\n",
+      "12              2.7          57.118902            8.594072\n",
+      "13              0.0          57.118073            8.593100\n",
+      "14              0.0          57.118050            8.593118\n",
+      "15              0.0          57.118085            8.593093\n",
+      "16              0.0          57.118050            8.593132\n",
+      "17              0.0          57.118072            8.593127\n",
+      "18              0.0          57.118073            8.593088\n",
+      "19              0.0          57.118068            8.593103\n",
+      "20              0.0          57.118078            8.593097\n",
+      "21              0.0          57.118072            8.593127\n",
+      "22              0.0          57.118065            8.593098\n",
+      "23              0.0          57.118088            8.593132\n",
+      "24              0.0          57.118062            8.593123\n",
+      "25              0.0          57.118065            8.593092\n",
+      "26              0.0          57.118082            8.593120\n",
+      "27              0.0          57.118077            8.593142\n",
+      "28              0.0          57.118088            8.593115\n",
+      "29              0.0          57.118067            8.593133\n",
+      "30              1.0          57.118452            8.593365\n",
+      "31              0.0          57.118662            8.595413\n",
+      "32              0.0          57.118657            8.595417\n",
+      "33              0.0          57.118677            8.595392\n",
+      "34              0.0          57.118665            8.595418\n",
+      "35              0.0          57.118668            8.595407\n",
+      "36              0.0          57.118685            8.595388\n",
+      "37              0.0          57.118677            8.595408\n",
+      "38              0.0          57.118680            8.595385\n",
+      "39              0.0          57.118653            8.595382\n",
+      "40              0.0          57.118692            8.595427\n",
+      "41              0.0          57.118677            8.595395\n",
+      "42              0.0          57.118678            8.595405\n",
+      "43              0.0          57.118658            8.595398\n",
+      "44              0.0          57.118678            8.595405\n",
+      "45              0.0          57.118677            8.595410\n",
+      "46              0.0          57.118677            8.595425\n",
+      "47              0.0          57.118657            8.595410\n",
+      "48              0.0          57.118655            8.595398\n",
+      "49              0.0          57.118707            8.595398\n",
+      "50              0.0          57.118690            8.595403\n",
+      "51              0.0          57.118687            8.595382\n",
+      "52              0.0          57.118675            8.595385\n",
+      "53              0.0          57.121692            8.594542\n",
+      "54              0.0          57.121692            8.594532\n",
+      "55              0.0          57.121685            8.594538\n",
+      "56              4.4          57.122363            8.593003\n",
+      "57              9.4          57.149542            8.551433\n",
+      "58              9.3          57.169112            8.515530\n",
+      "59              8.8          57.200900            8.448167\n",
+      "60              9.4          57.220657            8.387750\n",
+      "61              9.5          57.239017            8.325823\n",
+      "62              9.2          57.257917            8.263545\n",
+      "63              9.2          57.276618            8.202135\n",
+      "64              9.3          57.296400            8.141612\n",
+      "65              9.4          57.317962            8.081552\n",
+      "66              9.0          57.339373            8.022390\n",
+      "67              9.1          57.360273            7.964280\n",
+      "68              9.3          57.383917            7.906617\n",
+      "69              9.1          57.399402            7.868640\n",
+      "70              8.9          57.421852            7.806402\n",
+      "71              9.3          57.440190            7.745887\n",
+      "72              9.3          57.462615            7.666957\n",
+      "73              9.6          57.475345            7.620258\n",
+      "74              9.8          57.493245            7.554932\n",
+      "75             10.2          57.511353            7.487327\n",
+      "76              9.9          57.531698            7.409488\n",
+      "77             10.8          57.550068            7.338682\n",
+      "78             10.9          57.569420            7.267387\n",
+      "79             11.0          57.595128            7.189612\n",
+      "80             11.5          57.628797            7.101993\n",
+      "81             11.0          57.646080            7.053390\n",
+      "82             10.8          57.669622            6.985277\n",
+      "83             10.9          57.696673            6.907858\n",
+      "84             10.8          57.719562            6.842718\n",
+      "85             10.4          57.742115            6.776518\n",
+      "86             10.3          57.768080            6.700283\n",
+      "87             10.3          57.793833            6.651837\n",
+      "88             10.4          57.842058            6.586028\n",
+      "89             10.4          57.866612            6.552673\n",
+      "90             10.6          57.906817            6.501210\n",
+      "91             10.7          57.940637            6.454037\n",
+      "92             10.6          57.970735            6.399212\n",
+      "93             10.5          58.014918            6.330712\n",
+      "94             10.6          58.039643            6.294430\n",
+      "95             11.0          58.075365            6.238413\n",
+      "96             10.6          58.102507            6.182348\n",
+      "97             10.6          58.135743            6.114078\n",
+      "98             11.1          58.163120            6.053535\n",
+      "99             11.3          58.193182            5.974240\n",
+      "100            11.0          58.219798            5.903500\n",
+      "101            11.0          58.245270            5.832410\n",
+      "102            11.2          58.269118            5.765083\n",
+      "103            11.2          58.298632            5.686063\n",
+      "104            11.3          58.325335            5.615172\n",
+      "105            11.1          58.353635            5.544195\n",
+      "106            11.2          58.381932            5.475097\n",
+      "107            11.4          58.411452            5.407403\n",
+      "108            11.4          58.450663            5.324512\n",
+      "109            11.5          58.483962            5.259010\n",
+      "110            11.5          58.517215            5.194242\n",
+      "111            11.6          58.542960            5.153212\n",
+      "112            11.2          58.590315            5.073893\n",
+      "113            11.2          58.613208            5.029228\n",
+      "114            10.6          58.641970            4.963203\n",
+      "115            10.2          58.669062            4.899762\n",
+      "116             9.9          58.703862            4.818693\n",
+      "117             9.9          58.721088            4.777403\n",
+      "118             9.8          58.747283            4.714092\n",
+      "119             9.9          58.776805            4.648140\n",
+      "120            10.1          58.805708            4.596307\n",
+      "121            10.1          58.837360            4.548022\n",
+      "122            10.1          58.870333            4.503002\n",
+      "123             9.9          58.903473            4.456538\n",
+      "124             9.6          58.940735            4.409715\n",
+      "125             9.5          58.971303            4.375863\n",
+      "126             9.5          59.008490            4.335032\n",
+      "127             9.4          59.040395            4.302095\n",
+      "128             9.5          59.077078            4.262525\n",
+      "129             9.7          59.109293            4.221227\n",
+      "130             9.1          59.140202            4.178607\n",
+      "131             9.7          59.176468            4.132767\n",
+      "132             9.9          59.211745            4.091780\n",
+      "133             9.6          59.246007            4.054148\n",
+      "134             9.7          59.278608            4.013248\n",
+      "135             9.9          59.310865            3.969475\n",
+      "136            10.1          59.348085            3.918223\n",
+      "137            10.3          59.381853            3.873608\n",
+      "138            10.6          59.418558            3.828668\n",
+      "139            10.9          59.457365            3.780003\n",
+      "140            11.1          59.496383            3.732447\n",
+      "141            10.8          59.533648            3.687350\n",
+      "142            10.8          59.572473            3.638263\n",
+      "143             9.9          59.615160            3.579637\n",
+      "144            10.4          59.641055            3.548057\n",
+      "145             9.7          59.688520            3.485670\n",
+      "146             9.7          59.717460            3.442013\n",
+      "147             9.6          59.745607            3.397925\n",
+      "148             9.3          59.783557            3.336350\n",
+      "149             9.9          59.811000            3.295555\n",
+      "150            10.0          59.839752            3.253602\n",
+      "151             9.7          59.873047            3.205600\n",
+      "152             9.8          59.901358            3.165123\n",
+      "153             9.9          59.932518            3.119895\n",
+      "154             9.8          59.967470            3.069968\n",
+      "155             9.6          60.006903            3.011990\n",
+      "156             9.9          60.031403            2.975405\n",
+      "157            10.0          60.064755            2.926393\n",
+      "158            10.1          60.090077            2.889317\n",
+      "159             9.9          60.115427            2.852870\n",
+      "160             9.9          60.147380            2.806913\n",
+      "161            10.1          60.198688            2.738978\n",
+      "162             9.7          60.237377            2.693438\n",
+      "163            10.2          60.264878            2.663893\n",
+      "164             9.7          60.292660            2.634178\n",
+      "165             9.9          60.353302            2.568337\n",
+      "166            10.0          60.363902            2.556927\n",
+      "167            10.0          60.363902            2.556927\n",
+      "168            10.0          60.455467            2.459413\n",
+      "169             9.6          60.468227            2.445918\n",
+      "170            10.1          60.515430            2.394790\n",
+      "171            10.1          60.515430            2.394790\n",
+      "172            10.1          60.515430            2.394790\n",
+      "173             9.6          60.623770            2.278853\n",
+      "174             9.6          60.623770            2.278853\n",
+      "175             9.6          60.623770            2.278853\n",
+      "176             9.6          60.623770            2.278853\n",
+      "177             9.6          60.623770            2.278853\n",
+      "178            10.3          60.790705            2.020307\n",
+      "179            10.3          60.824372            1.963117\n",
+      "180            10.3          60.858150            1.905312\n",
+      "181            10.3          60.890910            1.849253\n",
+      "182            10.0          60.922272            1.794635\n",
+      "183            10.0          60.923325            1.792760\n",
+      "184            10.2          60.981638            1.691780\n",
+      "185            10.0          61.024578            1.618248\n",
+      "186            10.5          61.063680            1.563767\n",
+      "187            10.5          61.063680            1.563767\n",
+      "188            10.1          61.134757            1.483292\n",
+      "189            10.0          61.170470            1.443118\n",
+      "190            10.3          61.189812            1.420745\n",
+      "191            10.2          61.212102            1.394695\n",
+      "192            10.5          61.272215            1.309600\n",
+      "193            10.1          61.306905            1.258828\n",
+      "diff 11 57\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.3          57.542720            7.717900\n",
+      "1              11.3          57.542720            7.717900\n",
+      "2              11.6          57.512713            7.783998\n",
+      "3              11.9          57.482513            7.854042\n",
+      "4              11.7          57.453760            7.927202\n",
+      "5              11.5          57.425293            8.002090\n",
+      "6              11.2          57.396520            8.074513\n",
+      "7              11.7          57.361853            8.135740\n",
+      "8              11.4          57.325327            8.195777\n",
+      "9              11.4          57.293660            8.256677\n",
+      "10             11.7          57.262247            8.322242\n",
+      "11             11.1          57.230620            8.387037\n",
+      "12             11.1          57.199400            8.452208\n",
+      "13             11.9          57.168453            8.522392\n",
+      "14              9.9          57.139360            8.583608\n",
+      "15              0.7          57.121240            8.595007\n",
+      "16              0.0          57.121200            8.595112\n",
+      "17              0.0          57.121193            8.595097\n",
+      "18              0.0          57.121207            8.595105\n",
+      "19              0.0          57.121207            8.595087\n",
+      "20              0.0          57.121220            8.595077\n",
+      "21              0.0          57.121200            8.595105\n",
+      "22              0.0          57.121227            8.595103\n",
+      "23              0.0          57.121200            8.595083\n",
+      "24              0.0          57.121200            8.595088\n",
+      "25              0.0          57.121220            8.595090\n",
+      "26              0.0          57.121200            8.595080\n",
+      "27              0.0          57.121193            8.595077\n",
+      "28              0.0          57.121193            8.595108\n",
+      "29              0.0          57.121200            8.595103\n",
+      "30              0.0          57.121207            8.595092\n",
+      "31              0.0          57.121207            8.595068\n",
+      "32              0.0          57.121187            8.595070\n",
+      "33              0.0          57.121227            8.595093\n",
+      "34              0.0          57.121207            8.595087\n",
+      "35              0.0          57.121227            8.595080\n",
+      "36              0.0          57.121193            8.595043\n",
+      "37              0.0          57.121207            8.595073\n",
+      "38              0.0          57.121193            8.595070\n",
+      "39              0.0          57.121193            8.595093\n",
+      "40              0.0          57.117440            8.591655\n",
+      "41              0.0          57.117440            8.591680\n",
+      "42              0.0          57.117467            8.591658\n",
+      "43              0.0          57.117447            8.591718\n",
+      "44              0.0          57.117460            8.591700\n",
+      "45              0.0          57.117440            8.591698\n",
+      "46              0.0          57.117447            8.591712\n",
+      "47              0.0          57.117447            8.591702\n",
+      "48              0.0          57.117447            8.591710\n",
+      "49              0.0          57.117447            8.591690\n",
+      "50              0.0          57.117460            8.591728\n",
+      "51              0.0          57.117460            8.591688\n",
+      "52              0.0          57.117433            8.591708\n",
+      "53              0.0          57.117427            8.591707\n",
+      "54              0.0          57.117447            8.591700\n",
+      "55              0.0          57.117440            8.591698\n",
+      "56              0.0          57.117460            8.591702\n",
+      "57              0.0          57.117460            8.591725\n",
+      "58              0.0          57.117447            8.591703\n",
+      "59              0.0          57.117460            8.591725\n",
+      "60              0.0          57.117460            8.591737\n",
+      "61              0.0          57.117440            8.591717\n",
+      "62              0.0          57.117460            8.591703\n",
+      "63              0.0          57.117433            8.591735\n",
+      "64              0.0          57.117460            8.591748\n",
+      "65              0.0          57.117447            8.591733\n",
+      "66              0.0          57.117447            8.591767\n",
+      "67              0.0          57.117440            8.591698\n",
+      "68              0.0          57.117440            8.591718\n",
+      "69              0.0          57.117447            8.591725\n",
+      "70              0.0          57.117460            8.591720\n",
+      "71              0.0          57.117447            8.591747\n",
+      "72              0.0          57.117440            8.591745\n",
+      "73              0.0          57.117433            8.591713\n",
+      "74              0.0          57.117427            8.591693\n",
+      "75              0.0          57.117440            8.591717\n",
+      "76              0.0          57.117447            8.591735\n",
+      "77              0.0          57.117447            8.591748\n",
+      "78              0.0          57.117447            8.591712\n",
+      "79              0.0          57.117427            8.591723\n",
+      "80              0.0          57.117427            8.591730\n",
+      "81              0.0          57.117440            8.591715\n",
+      "82              0.7          57.117607            8.591558\n",
+      "83              0.0          57.118653            8.595393\n",
+      "84              0.0          57.118653            8.595380\n",
+      "85              0.0          57.118653            8.595388\n",
+      "86              0.0          57.118653            8.595383\n",
+      "87              0.0          57.118673            8.595383\n",
+      "88              0.0          57.118647            8.595380\n",
+      "89              5.3          57.120873            8.594135\n",
+      "90             10.1          57.151467            8.566850\n",
+      "91             11.1          57.177713            8.504170\n",
+      "92             10.7          57.204853            8.441100\n",
+      "93             11.0          57.231593            8.375492\n",
+      "94             10.5          57.258547            8.308503\n",
+      "95             10.5          57.286980            8.241567\n",
+      "96             11.6          57.315300            8.177152\n",
+      "97             11.0          57.343467            8.111192\n",
+      "98             10.1          57.371793            8.045843\n",
+      "99             11.4          57.399180            7.980425\n",
+      "100            11.0          57.426387            7.914152\n",
+      "101            11.5          57.453607            7.846852\n",
+      "102            10.5          57.480107            7.776428\n",
+      "103            11.9          57.506640            7.702733\n",
+      "104            11.2          57.534000            7.628400\n",
+      "105            11.9          57.555927            7.572988\n",
+      "106            11.7          57.582980            7.502492\n",
+      "107            12.2          57.611987            7.429128\n",
+      "108            12.2          57.642480            7.356627\n",
+      "109            11.7          57.678340            7.274902\n",
+      "110            12.7          57.717293            7.183537\n",
+      "111            12.0          57.739273            7.132732\n",
+      "112            11.3          57.769493            7.064637\n",
+      "113            11.2          57.799220            6.996878\n",
+      "114            11.2          57.829573            6.917727\n",
+      "115            12.5          57.855793            6.845867\n",
+      "116            12.5          57.888573            6.753918\n",
+      "117            11.4          57.905380            6.704530\n",
+      "118            11.4          57.933000            6.626592\n",
+      "119            10.7          57.958553            6.558602\n",
+      "120            10.2          57.992393            6.473145\n",
+      "121            10.9          58.020413            6.404478\n",
+      "122            10.8          58.039373            6.359522\n",
+      "123            10.4          58.067427            6.294672\n",
+      "124            10.2          58.106260            6.207168\n",
+      "125            10.6          58.134540            6.142247\n",
+      "126            11.5          58.161380            6.074168\n",
+      "127            11.3          58.179333            6.028213\n",
+      "128            10.9          58.215620            5.933292\n",
+      "129            10.5          58.235173            5.881530\n",
+      "130            10.4          58.267840            5.794147\n",
+      "131            10.9          58.285640            5.747313\n",
+      "132            10.1          58.311060            5.680092\n",
+      "133            10.0          58.342253            5.596692\n",
+      "134            10.9          58.369300            5.527675\n",
+      "135            11.4          58.402340            5.452402\n",
+      "136            10.6          58.422473            5.408530\n",
+      "137            10.9          58.455127            5.341298\n",
+      "138            10.7          58.487133            5.278727\n",
+      "139            10.9          58.528267            5.200310\n",
+      "140            11.7          58.548900            5.157415\n",
+      "141            10.6          58.586767            5.064198\n",
+      "142            11.1          58.616020            4.992947\n",
+      "143            10.5          58.644873            4.931393\n",
+      "144            10.8          58.676513            4.870395\n",
+      "145            10.6          58.708313            4.809827\n",
+      "146            11.6          58.739033            4.750257\n",
+      "147            11.3          58.772087            4.690478\n",
+      "148            10.9          58.807993            4.629477\n",
+      "149            11.7          58.832993            4.587100\n",
+      "150            11.6          58.880153            4.503383\n",
+      "151             9.9          58.905373            4.451963\n",
+      "152            12.1          58.943773            4.373227\n",
+      "153            11.1          58.966227            4.330030\n",
+      "154            11.3          58.999847            4.271260\n",
+      "155            11.4          59.038527            4.199510\n",
+      "156            11.2          59.068987            4.137022\n",
+      "157            11.9          59.100313            4.068997\n",
+      "158            12.0          59.132227            4.000357\n",
+      "159            11.5          59.175647            3.916510\n",
+      "160            12.5          59.200540            3.871800\n",
+      "161            11.6          59.239307            3.801220\n",
+      "162            10.8          59.272367            3.735173\n",
+      "163            11.5          59.312073            3.650583\n",
+      "164            10.8          59.334060            3.603735\n",
+      "165            11.2          59.361487            3.533577\n",
+      "166            11.8          59.389453            3.447480\n",
+      "167            10.6          59.417700            3.379967\n",
+      "168            10.1          59.455000            3.298550\n",
+      "169            10.0          59.485133            3.233700\n",
+      "170            11.7          59.506107            3.187447\n",
+      "171            11.8          59.538233            3.113777\n",
+      "172            11.0          59.567273            3.042797\n",
+      "173            10.4          59.595820            2.972750\n",
+      "174            10.9          59.620873            2.911917\n",
+      "175             9.6          59.653687            2.833623\n",
+      "176             9.5          59.678967            2.774275\n",
+      "177            11.2          59.694400            2.737683\n",
+      "178            11.2          59.694400            2.737683\n",
+      "179             8.9          59.722267            2.671075\n",
+      "180             8.9          59.722267            2.671075\n",
+      "181            11.3          59.812607            2.448017\n",
+      "182            10.4          59.834680            2.390117\n",
+      "183            10.7          59.871227            2.293212\n",
+      "184            10.7          59.871227            2.293212\n",
+      "185            12.2          59.927720            2.147592\n",
+      "186            10.9          59.950840            2.090018\n",
+      "187            11.4          59.986133            2.001570\n",
+      "188            11.4          59.986133            2.001570\n",
+      "189            11.4          59.986133            2.001570\n",
+      "190            12.3          60.015493            1.927645\n",
+      "191            12.3          60.015493            1.927645\n",
+      "192            12.3          60.015493            1.927645\n",
+      "193            12.3          60.015493            1.927645\n",
+      "diff 14 90\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.4          50.246970            0.873485\n",
+      "1               9.4          50.246970            0.873485\n",
+      "2               9.5          50.254190            0.891423\n",
+      "3               9.5          50.304617            0.967732\n",
+      "4               9.7          50.325923            1.000173\n",
+      "5               9.7          50.333138            1.011688\n",
+      "6               9.3          50.386980            1.093140\n",
+      "7               9.8          50.415737            1.120023\n",
+      "8               9.8          50.430690            1.139547\n",
+      "9               9.8          50.463182            1.180960\n",
+      "10              9.9          50.499897            1.242250\n",
+      "11              9.9          50.509542            1.261152\n",
+      "12              9.8          50.540067            1.312112\n",
+      "13             10.0          50.588267            1.380803\n",
+      "14             10.4          50.635403            1.445902\n",
+      "15             10.6          50.669658            1.488897\n",
+      "16             11.8          50.710415            1.527327\n",
+      "17             10.4          50.737790            1.572542\n",
+      "18              4.7          50.725068            1.586053\n",
+      "19              0.0          50.724882            1.586932\n",
+      "20              0.0          50.724880            1.586905\n",
+      "21             11.1          50.736883            1.572255\n",
+      "22              8.0          50.718842            1.536850\n",
+      "23              9.2          50.697845            1.490310\n",
+      "24              9.0          50.672957            1.443698\n",
+      "25              9.0          50.657425            1.414357\n",
+      "26              9.1          50.624828            1.355047\n",
+      "27              9.0          50.607207            1.323890\n",
+      "28              9.6          50.575497            1.265100\n",
+      "29              9.6          50.565983            1.247753\n",
+      "30              9.9          50.528537            1.181828\n",
+      "31             10.1          50.500432            1.134523\n",
+      "32             10.3          50.469797            1.084483\n",
+      "33             10.4          50.442945            1.042815\n",
+      "34             10.9          50.416087            0.999685\n",
+      "35             11.2          50.378393            0.920882\n",
+      "36             11.4          50.362665            0.886268\n",
+      "37             10.8          50.326593            0.808823\n",
+      "38              5.4          50.320500            0.797758\n",
+      "39              2.9          50.330005            0.817645\n",
+      "40              1.9          50.319440            0.785525\n",
+      "41              0.4          50.320340            0.781478\n",
+      "42              0.6          50.318835            0.776930\n",
+      "43              1.1          50.317570            0.772592\n",
+      "44              8.9          50.310860            0.761887\n",
+      "45             11.7          50.318003            0.792400\n",
+      "46              3.5          50.318073            0.764423\n",
+      "47              1.3          50.318208            0.756868\n",
+      "48              1.4          50.318208            0.749785\n",
+      "49              2.7          50.317932            0.735723\n",
+      "50             11.3          50.305585            0.709267\n",
+      "51              9.7          50.302935            0.686962\n",
+      "52              2.1          50.296438            0.675100\n",
+      "53              1.2          50.297038            0.672212\n",
+      "54              0.9          50.297317            0.672048\n",
+      "55              2.4          50.301103            0.658247\n",
+      "56              2.5          50.306413            0.648115\n",
+      "57             11.4          50.309628            0.675110\n",
+      "58             11.5          50.299175            0.743602\n",
+      "59             10.8          50.298177            0.741295\n",
+      "60              3.6          50.296300            0.770400\n",
+      "61              1.1          50.297100            0.781977\n",
+      "62              1.3          50.297755            0.785275\n",
+      "63              1.9          50.300000            0.795173\n",
+      "64             10.6          50.306825            0.816405\n",
+      "65             11.6          50.303958            0.792118\n",
+      "66              2.1          50.295847            0.811258\n",
+      "67              1.6          50.299487            0.819805\n",
+      "68              2.0          50.302978            0.829187\n",
+      "69              3.5          50.306760            0.843823\n",
+      "70             12.8          50.310028            0.859592\n",
+      "71             11.7          50.372465            0.952578\n",
+      "72             11.7          50.372465            0.952578\n",
+      "73              9.6          50.397137            0.959165\n",
+      "74              3.7          50.405698            0.967782\n",
+      "75              0.9          50.408325            0.973628\n",
+      "76              1.6          50.410995            0.973875\n",
+      "77              1.4          50.412580            0.975035\n",
+      "78              9.8          50.393938            0.987818\n",
+      "79             11.5          50.403835            0.967038\n",
+      "80             11.5          50.403835            0.967038\n",
+      "81              0.5          50.405668            0.998750\n",
+      "82              0.5          50.405668            0.998750\n",
+      "83              1.2          50.411260            1.000908\n",
+      "84              1.7          50.420152            1.009295\n",
+      "85             11.3          50.407277            1.031917\n",
+      "86             11.3          50.407277            1.031917\n",
+      "87              0.9          50.416838            1.008572\n",
+      "88              1.6          50.417043            1.001193\n",
+      "89              1.3          50.417212            0.998822\n",
+      "90             10.0          50.439377            1.021207\n",
+      "91              9.9          50.480298            1.090655\n",
+      "92              9.8          50.500853            1.126470\n",
+      "93              9.7          50.533570            1.186517\n",
+      "94              9.4          50.548090            1.215490\n",
+      "95              9.3          50.579762            1.279135\n",
+      "96              9.6          50.610690            1.344677\n",
+      "97              9.6          50.634585            1.393817\n",
+      "98              9.5          50.663695            1.437382\n",
+      "99              9.1          50.691093            1.479723\n",
+      "100             8.9          50.717357            1.523800\n",
+      "101             9.1          50.741343            1.567180\n",
+      "102             0.1          50.727052            1.590367\n",
+      "103             0.0          50.727083            1.590392\n",
+      "104             1.9          50.726630            1.589470\n",
+      "105             0.0          50.727220            1.588967\n",
+      "106             0.0          50.727223            1.588992\n",
+      "107             0.0          50.725023            1.587385\n",
+      "108             0.0          50.725023            1.587375\n",
+      "109             0.5          50.723783            1.583180\n",
+      "110             0.0          50.723772            1.583172\n",
+      "111             0.0          50.723768            1.583195\n",
+      "112             0.0          50.723767            1.583223\n",
+      "113             0.0          50.723762            1.583212\n",
+      "114             0.0          50.723740            1.583200\n",
+      "115             0.0          50.723760            1.583177\n",
+      "116             0.0          50.723787            1.583188\n",
+      "117             0.0          50.723777            1.583232\n",
+      "118             0.0          50.723773            1.583187\n",
+      "119             0.0          50.723767            1.583213\n",
+      "120             0.0          50.723803            1.583202\n",
+      "121             0.0          50.723770            1.583192\n",
+      "122             0.0          50.723755            1.583163\n",
+      "123             0.0          50.723777            1.583177\n",
+      "124             0.0          50.723778            1.583190\n",
+      "125             0.0          50.723777            1.583205\n",
+      "126             0.0          50.723783            1.583168\n",
+      "127             0.0          50.723777            1.583173\n",
+      "128             0.0          50.723778            1.583213\n",
+      "129             0.0          50.723772            1.583200\n",
+      "130             0.0          50.723773            1.583177\n",
+      "131             0.0          50.723808            1.583200\n",
+      "132             0.0          50.723782            1.583212\n",
+      "133             0.0          50.723778            1.583190\n",
+      "134             0.0          50.723793            1.583188\n",
+      "135             0.0          50.723765            1.583182\n",
+      "136             0.0          50.723767            1.583210\n",
+      "137             0.0          50.723790            1.583193\n",
+      "138             0.0          50.723780            1.583182\n",
+      "139             0.0          50.723812            1.583177\n",
+      "140             0.0          50.723743            1.583247\n",
+      "141             0.0          50.723763            1.583207\n",
+      "142             0.0          50.723775            1.583195\n",
+      "143             0.0          50.723763            1.583215\n",
+      "144             0.0          50.723780            1.583185\n",
+      "145             0.0          50.723777            1.583203\n",
+      "146             0.0          50.723775            1.583200\n",
+      "147             0.0          50.723787            1.583178\n",
+      "148             0.0          50.723770            1.583203\n",
+      "149             0.0          50.723798            1.583193\n",
+      "150             0.0          50.723785            1.583188\n",
+      "151             0.0          50.723755            1.583187\n",
+      "152             0.0          50.723782            1.583218\n",
+      "153             0.0          50.723760            1.583220\n",
+      "154             0.0          50.723768            1.583205\n",
+      "155             0.0          50.723783            1.583193\n",
+      "156             0.0          50.723767            1.583222\n",
+      "157             0.0          50.723782            1.583215\n",
+      "158             0.0          50.723788            1.583232\n",
+      "159             0.0          50.723782            1.583200\n",
+      "160             0.0          50.723765            1.583202\n",
+      "161             0.0          50.723750            1.583240\n",
+      "162             0.0          50.723797            1.583188\n",
+      "163             0.0          50.723798            1.583222\n",
+      "164             0.0          50.723813            1.583198\n",
+      "165             0.0          50.723772            1.583252\n",
+      "166             0.0          50.723752            1.583178\n",
+      "167             0.0          50.723767            1.583225\n",
+      "168             0.0          50.723762            1.583212\n",
+      "169             0.0          50.723773            1.583183\n",
+      "170             0.0          50.723775            1.583223\n",
+      "171             0.0          50.723775            1.583187\n",
+      "172             0.0          50.723760            1.583228\n",
+      "173             0.0          50.723783            1.583198\n",
+      "174             0.0          50.723762            1.583217\n",
+      "175             0.0          50.723767            1.583228\n",
+      "176             0.0          50.723748            1.583213\n",
+      "177             0.0          50.723770            1.583213\n",
+      "178             0.0          50.723758            1.583217\n",
+      "179             0.0          50.723793            1.583217\n",
+      "180             0.0          50.723780            1.583198\n",
+      "181             0.0          50.723778            1.583202\n",
+      "182             0.0          50.723777            1.583195\n",
+      "183             0.0          50.723778            1.583190\n",
+      "184             0.0          50.723768            1.583213\n",
+      "185             0.0          50.723757            1.583215\n",
+      "186             0.0          50.723757            1.583220\n",
+      "187             0.0          50.723758            1.583207\n",
+      "188             0.0          50.723770            1.583222\n",
+      "189             0.0          50.723773            1.583148\n",
+      "190             0.0          50.723768            1.583212\n",
+      "191             0.0          50.723778            1.583192\n",
+      "192             0.0          50.723785            1.583227\n",
+      "193             0.0          50.723770            1.583195\n",
+      "diff 17 21\n",
+      "diff 37 44\n",
+      "diff 45 50\n",
+      "diff 51 57\n",
+      "diff 59 64\n",
+      "diff 65 70\n",
+      "diff 73 78\n",
+      "diff 80 85\n",
+      "diff 86 90\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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K0DSNVM4glM5S63Eyp2pg3o/xMCGahBEhhBCiRIRS2fy08ADLG4PUeAYWnm2PpdjQEcaia1wy2YFVL3wIOULCiBBCCFECDkSSrGsPAWDVNC6ZUoXTaiFnKrZ2R9gTSlDrcXBGbQB9HNSGDCZhRAghhChiWcNEAbv6YgBML/cwt8qHpmmEUlnWtvcTzxosqPYzucw9LpplXk3CiBBCCFGk9oaODs2NZw2WNpRT53WilGJnb4xtPVH8DisXtFTid9he/wkLRMKIEEIIUWTSORO7RcNp1Tkt6GVymZvJATcumwWAdR1hWiNJZgQ9zD68gN54JmFECCGEKBLpnMGmrgg9yQxzKn2s7whz8eQqdE3DZbNgmAqLrjE54GZSwEWV21HoIp8QCSNCCCHEOKeUojWSZHN3hKyhWFQboNHvwmm15Ffg3dIVIZTOsqIxSKW78OvNnAwJI0IIIcQ4lsgavNgZpjOexm7RUIDHbkXXNGo8DpRSaId/DziK82u9OEsthBBClDilFHtCCbZ1R7FaNOq9DtpjaWo8Dvx2K6ZS7OiJEUpnWdZQTrWnOJpkhiNhRAghhBhnlFI829ZPZzzN5IAbXYPdoQSTAm4W1PhJZA3WHgwRSmWZVektdHHfMAkjQgghxDiglCKczmG36LhtFlr8LqaVezgQTtAaTTG30sf0oId94SSbuyI4rTrnNlcQdBVX/5DhSBgRQgghCihrmNgsOgp4urWXyeUe5lT6qPY4WNPWT18qw5K6MirddtYc6qc9lmZSwMW8aj/WAq+2O1IkjAghhBBjzDAVh2IpDkSSdCfSrJpSg8Oqc05zBV67FaUUT7X2kswZrGyqIJE1+Me+bgDOqi+nwVf4lXZHkoQRIYQQYgwopehNZtgfSdIWTZEzFRUuG/OrA1gOV3AMniV1dqUPn92K125lXyhEtdvBvGo/TqulQFcweiSMCCGEEKMokTXYF05wIJIkkTVw2yxMK/fQ7HfhtQ/9Gm6LJulJZJhX7SdtmGRTWbx2KwvH4eJ2I0nCiBBCCDHCMoZJ1jDx2K2EUll29cdp9Dlp9rupcNmOu1hdzlSkDy9815PIYNM1mv2ukg4iIGFECCGEGBGmUmiApmk819aH3aKztCFIrdfBW6bWYNGHDxSmUrTHUtR7nRimotbrRNc0zijx2pDBJIwIIYQQp+jIcNwDkSStkSRLG8oJuuzMrw7gsA50BNE1DY6TKXKmyQuHQnTE09gtOhnDZHq5ByZAbchgEkaEEEKIk5TMGRyMJNkfThLJ5HBYdJr8LhyHe6KWOW2v8wwDz/HswT7C6RwAVl1jSV2wqGdSPVUSRoQQQogTMHg4bmc8ja5BndfJnCofNR7HSdVkhNNZHtnXk388tdzNnEpfycwbcrIkjAghhBDHoZQiZZi4rBbi2Rxr20MEnTYW1Php9LmwW04+PHTEUjzb1g+AVdNY3hikoshW2R1pEkaEEEKIVzmyEu7mrghdiTQXTarC77Dx5ilVuG2n/tW5L5xgQ0cYgCllbk6v8h+3Y+tEImFECCGEYGBa9oPRFAciCSYH3DQH3EwKuKkfNNvpqQYRw1Ts6I2ysy/O5ICbuVU+bKdQq1KqJIwIIYSYsEyl6IqnORBJciiWwlRQ7bbnZzkNnEBH1NeTMxXJrMGBSJL51X6mlLmPO8/IRCVhRAghxIRjmIr94QQv98VJ5gz8diuzK300+Vy4bCMz3bphKl7qi9EeTeG2WbhkcjVWaZIZloQRIYQQE4qpFP/Y1008a9DoczI9WE6ZwzqitRU9iQwvtPeTMcz81O8SRI5PwogQQoiSlzNN9oWSTCpzYdV1Zlf6KHPa8NlH9mswZ5ps7IxwIJIE4KJJlUMWvxPDkzAihBCiZB0ZFZMxFNt6ongdFmo9Tpr8rhF/rcFDdgGW1JVJEDlBEkaEEEKUnKxhsjsU52AkxfktlbhtFlZNrT6leUFeTyKbY2NnhI54GgCHRee8lgo8b2AI8EQjd0oIIUTJyBgmu/rj7O6PYyjFpIAbQyksaKMSRADaY+l8EJkR9DC70jeh1pUZCRJGhBBCFL10zuSV/hh7QgmUUkwu8zA96MFlHZmRMa/WnUjTHktT43HwUm8Mq6ZxVkM5NRNwXZmRIGFECCFE0coYJi/3DoQQGFjjZVq5Jz9PyGhJ50xCqSypnEHAYWVxXdmov2YpkzAihBCi6Bimyk+j3hpNMq3cw7RyDw7r6DTFmEqxqz9OJJ1jVqUXq66xsimIqUDXkEnM3iAJI0IIIYpKWzTFxs4wF0+uwm7RefOU6lHto9GdSLOxM0I0k2NqmZuXe+P0JTPUeByyrswIkTAihBBi3Itnc8QyBjUeBxUuG1PL3RzJAaMVRJI5g61dEVqjKcocVhbWBJhc5iZnmphKakNGkoQRIYQQ41Ysk+Pl3hgHIkm8disXTarEabUws8I3aq9pKsWeUILtPVEsmsaMoIeOWJrtPVGa/AOTpomRJWFECCHEuBNN53ipL0ZrJInDojO3ysfkMVhgLmOYPNXaSzidY3KZG6/NwvaeKG6blRVNQZnSfZRIGBFCCDFuhNNZXu6NcTCawmnVmV/tZ1LAPep9MzKGiU0fmIukxuNgXrWfvaEEW0IJWgIu5lf7pUZkFEkYEUIIMS60RZM8fyiE22phQY2fFv/ohxCARNbgkX3dLKoto97npMHn5IVDIdKGyZl1ZaMydbwYSsKIEEKIgomks/SnsrQE3FS7HZxRG6DZ7xqTGUyj6Rw+hxWXVWdWpY8Kl529oQQbO8MEnDaWNwbxjvBCemJ4cpeFEEIUTGskRXssRbPfhc2iMyngHvXXTBsm27oj7AsnWdEYpNrjYFq5BwC3zcLUcg9zq2RK97EkYUQIIcSYOTJjqt2ic1qFl9MqvMyq9I7JMFmlFPvCSbZ1R1DA/Go/VW47PYk0ByJJFtYEqPE4ZEr3ApAwIoQQYtQZpmJ3f5yX+2KYCmZVeAHGbHRKXzLDpq4I/akszX4Xc6t8+enbs6YinjXImQqbRWpDCkHCiBBCiFGjlGJ/JMmOniipnMnkMjczK7xjto5LKmewrSfK/nASv93KOU0VVLrtJLIG23uizKrwUud1UutxyCRmBSRhRAghxIhTStERT7OtO0okk6PB52ROpW/MO4Ru7Y7SHksxv9rP5DI3uqZxKJZiQ3sIi64xOeDGZbNIECkwCSNCCCFGXGs0xbr2EFVuO+fVVhB02cfstTvjaUylqPM6mVvl4/RqPw6LjmEqNnWF2R1KUOd1sKi2DLtF5g4ZDySMCCGEGBHRTI7eZIZJATcNXieOxiDVbvuY1zrsDSXQNajzOvPNQdFMjhcO9RPN5Jhf7WfKGMzmKk6chBEhhBAj4lA0xf5wgiafC4uujdmolJxp8nJvnDKnlQafi8V1ASyDgsaBcIIXOyO4rDrnNVdS5rSNSbnEiZMwIoQQ4pRkDZOdfTE0TWN2pY9p5R6mlXvGZNZUGOiXcjCaYmt3hLRhMrfKDzBk2vY9oTgbOyM0+10sqJEp3ccrCSNCCCFOimEq9oYSvNQXxTAVM4IDw3THKoQAhFJZNnVF6E1mqPc6OL3Kj2dQ59icqbDqGo0+F3Zdp1GmdB/XJIwIIYQ4IUopWiNJtvfESOQMJgVczKrw4bKNzTBdgHTOZHtPlL3hBD67NT+D6mAdsRTrO8Kc31KJ22aRIFIEJIwIIYR4TUopuhIZtnZHCKdz1HkdLKssx+8Y274XXfE0zx/qB2De4U6og6dsV0qhaRpBl53JZW4cMlKmaEgYEUII8ZraY2nWHOqnwmXj3OYKKsZwmC5AOmfgsFrwO6w0+V3DTprWEUuxpTvC8sYK3DYLsyt9Y1pG8cacdGx88sknufzyy6mvr0fTNP70pz+d8LnPPPMMVquVBQsWnOzLCiGEGEOxTI49oTgAtV4HyxrLOadp7IPI7v44/9jXQ9YwcVotLKgJDAkihqnY2Bnm2bZ+3DYrY9htRYygkw4j8Xic+fPn88Mf/vCkzguHw1x99dVceOGFJ/uSQgghxlhnPM3O3jg500TXNGo9zjGbl8MwFaFUFoB6n5PTq3zDrmETSmV5dH8P+8IJ5lf7WdZQPmbTzIuRddLNNKtWrWLVqlUn/UIf+tCHeN/73ofFYnnd2pR0Ok06nc4/jkQiJ/16QgghTlzWNHmlL07OVMw7PHX6pIB7TEfIKKU4FEuxpSuKQvGmKdW4rBaaA+5jjtvVH2dbTxSf3coFLZVj3n9FjKwx6d1z1113sXv3br74xS+e0PG33norgUAg/9PU1DTKJRRCiInJVAOr6T60p5udfTF0beDLXte0MQ0i4XSWpw/28fyhEH6HlZVNFUM6px6RzBk8c7CPLd1RppR5OK9ZgkgpGPUOrK+88gqf/exneeqpp7BaT+zlVq9ezc0335x/HIlEJJAIIcQIUkrRFk2xrSdKPGvQ4ncxq9KHewyH6QJkDJMdPVH2hBJ4bBaWNZRT63Ue9/j+ZJZIOsfyxuCYzfAqRt+ohhHDMHjf+97Hl7/8ZWbMmHHC5zkcDhwOeZMJIcRo6Iqn2dodJZTOUutxcHZDOYEC1C70JTM8f6ifrKGYUzUwg+twtSE506Q1kmJSwEW9z0m1xy4zqZaYUQ0j0WiUdevW8eKLL/KRj3wEANM0UUphtVp56KGHuOCCC0azCEIIIQbpiqd5+mAfQaeNc5qCVLoL84efYSrWHOrHZbVwbnP5a9bIdCcybO6KUOm247NbJYiUoFENI36/ny1btgzZ9uMf/5hHH32Ue++9l8mTJ4/mywshhADi2RwdsTRTyz1Uue0sL9BqujDQR8VUCquus7whiNduHbZvilKK9liaOq+DOq+TN02pkpEyJeykw0gsFmPXrl35x3v37mXjxo0Eg0Gam5tZvXo1bW1t3HPPPei6zty5c4ecX11djdPpPGa7EEKI0dGTyPByb4wmvwu7RS9oX4vnD/WjoQ00DR1n9dxE1mB9R4juRIbzWyopd9okiJS4kw4j69at4/zzz88/PtLR9JprruHuu++mvb2dAwcOjFwJhRBCnJScqdjVHyOZM1lYE6DZ76LB5xwXzRtTyjxYXqNCpi2aZENHGIuusbIpSPlxAosoLZpSShW6EK8nEokQCAQIh8P4/f5CF0cIIcYlpRQHIkm29URJ50ymlns4vcpXkOaYwVojSTrjaRbVBo5blqxpsrkzwv5Ikgavk4W1AeyytkzRO9Hvb1mbRgghSkB3Is3mroGF7Bq8TuZU+fDaC/sRbyrFtu4or/THafa7UMBwUaQvmWFte4hUzmRR7UBNTqEDlBhbEkaEEKKIRdM5tnRH6IinCToLs5DdcNKGydpD/XQnMsyr9jO1zD1swGiLJnnhUIgyp43ljcGCByhRGPKvLoQQRSqczvLovh5cNgtL6spo8I3d+jGvWa5UlucO9ZMzzYGRO8N0mDUPz/Ja6bIzq9LHjODwc4yIiUHCiBBCFBHDHFi/pcnvwm+3sqiujAavc0ynbn8tByNJ1neE8dotrGyqxGM79mumO5HmxY4w5zRX4LRamFnhLUBJxXgiYUQIIYpIZzzNuvaBZg2f3Uqz31XoIuUdCCdY1xGm0efkjNqyY1baVUqhaRo+u5Uqj0NqQkSedFUWQohxrieRZmv3wOrldV4Hl0ypwjeO+lYcGZRZ63WyoMbPmXXHBpHeRIbHD/SSyhk4rRYW1shoGXHU+Hk3CyGEGCKaybG1O0J7LE2500bONLHq+rBNH4USy+RY1x7izPoyPDYrU8o8Q/abSvFSb4yXemMEnTbMcT+ZhCiE8fOOFkIIAUA6Z/JS78BKtk6rhTPrymgcJ51TX81m0QdqOIYJGUeCSn8qy6wKL6dVeKVpRgxLwogQQowThqnYHYrzcm8MBcyuHFjJdrx0Tj1CKcXOvjhNfhdum4VljcFj9u8LJ9ncFcFp1TlnnAw3FuOXhBEhhBgH0obJY/t7SGYNJpe5mVXhxTEO12PJGiZr20N0xNM4rTotAfeQ/amcwYaOMB3xNJMCLk6v9mMbB9PQi/FNwogQQhRQKJUl4LDisOhMCrho8LrwOcbnR3M0k2NNWx+pnMmyhnJqvc5jjulOZOhPZVnaUE7dMPuFGM74fMcLIcQEEEpleXR/D8sbg9R4HMys8BW6SMfVHkuxtj2Ey2rh/JbKITOlZg2Tg9EUk8vcNPqc1Hoc2GSkjDgJ8m4RQogxlDFMdvfHUUrlp0Cvdo/f/hQD/UNiPNfWT5XbznnNFcdM2d4ZT7OlO0Iia6BpmgQRcdKkZkQIIcaAqRS7++O81BtDKaj1OPDYrdQMM1X6eKGUYn1HmAORJKcFPcyuPLoC8OCZYBt8TirddpzjsI+LKA4SRoQQYhQpNfClvbU7SjxrMCngZnaltyi+uDVNw2nVObOujKZBM72GUlnWtoeIZ3OUO2147daiuB4xfkkYEUKIUdKXzLClO0JvMkuNx8HShnL8Dluhi/W6Qqks0UyOJr+LuVX+/HbzcJPNjp4Yfof1mL4jQpwqeRcJIcQIM5ViXXuIg9EUAYc130G1WOwPJ+hPZYdMtHZkArO+VJbTgh5mVfpkAjMxYiSMCCHECMkaJlZdQ9c0HBadM2oDtPhd43Lm1FdTShHJ5Ag4bJxe7cdUA800Sin2hhNs6YritOqcKxOYiVEgYUQIIUZAOmfw8L5u5lX5aQ64mV8TKHSRTphhKtZ3hGiPpbhkSjUuq4Ujk76+1BtjR2+MyQE3p1f7sMoEZmIUSBgRQohTpJSiO5Ghym3HYbUwq8JHVRE1xwAkswbPHeonms6yuK4M1+GOqBnDxG7RmVTmptxpG3aCMyFGioQRIYQ4Bf2pDFu6ovQkM6xoDFLtcTC13PP6J44jfckMa9r60TQ4p7mScudA59rd/XFe7otx0aQqXFYLLq+MlBGjS8KIEEKchETWYFt3hNZoCr99oHNqdZHVhgC0RpKs7whR5rBxdkM5TqsFUyl0TaPe60TTwDbOFugTpUvCiBBCnICsYfJyX4xd/XFsus7CmgAtAVfRjShRSrG9N8bLvTGa/S4W1gTQtYHakF39cc5rqcRlszClrLhqeURxkzAihBCvoy2aZGNnhJxpMiPoZXrQU7Qr0UbSOV7pizG30sf0oIeModjQGaI9lmZymRtrkYUrURokjAghxOvoiKepcNmYVx3AbSvO/hPJnIHTohNw2rhkcjVum4XuRJq17SFMU3F2fTn1PumkKgpDwogQQgxjfziBBjQH3CysCaBBUcwXMpycafLY/h6mlLmZWeHDadXZ2h1hZ1+cKredxbVluIo0ZInSIGFECCGG0ZPIYNE1mgMUXb+QwZRSWHWd+dV+Kl12Ypkca9tDhFJZ5lT6mBH0FG3IEqVDwogQQjDwpb03lMCqawO1IbWBog8hW7uj6JrGnCofDb6Bhe4OhRJkDJNzmysIykyqYpyQMCKEmPBimRwbOsL0JDNMPzxXSDEHkaxh8kJ7iM54mnnVfrKGyaFYipaAm0kBF01+p8ykKsYVCSNCiAnLVIpd/XG290RxWS2sbApS5S6+OUMGi2VyPNfWTypn5Bfo2x9OsKkrQrXHgctqkREzYtyRMCKEmJDC6SwbOsL0p7JMK/cwu9KHtcgn+epOpHm+rR+bZWBBu2TOBKDZ78oHESHGIwkjQogJxVSKlw5P+uW1WzmvRPpO7A0l2NgZptJtZ161n01dEboTGS6eXIXPbpUgIsY1CSNCiAklZyr2hxPMqPAyM+jFUuS1IQA7e2Ns7YkypcxNldvOU6296JrGisYgPrt8zIvxT96lQoiSZ5gDtSFTyt24rBYumVxdEiHkiHqfE4uuEc3keP5QiDqvgzNqynBYpZOqKA7yThVClDxDKVojSfqSWYCSCCLRTI7n2vrIGibG4WHJ+8IJ5lf7Obu+XIKIKCpSMyKEKElZ02RHT4zpQQ8uq4WLJ1eVRAgZLJ0z2R9JsrU7gtdm5fyWSgIOW6GLJcRJkzAihCg5nfE0GzrCZAyTarcdl9dSEkFEKcXu/gSTylx4bZbDI2YMktmB0UClcI1iYpIwIoQoGRnDZHNXhAORJNVuOwtrg3hspfExlzZM1h4K0ZVIkzYMepIZljUEcdusnF7tL3TxhHhDSuP/UiHEhNcWTbKxM4KpFGfUBGgJuEpmzZX+VJbnD/WTM01WNAbx2C1EMjkMpZBGGVEKJIwIIYpaKmewqTNCWyxFndfBgppASc2psT+c4MXOMBZNw2u3Uu60YbPoLG0IFrpoQowYCSNCiKLWm8zQncxwZl0ZjT5nydSGmEqxqSvC3lACXRuYHyVjmKRyJjaLjJQRpUXCiBCi6GQMk/3hBNODXhp8LqrdjpL6gs4YJs8e7KMvNTAU2VQDU7rPr/aX1HUKcYSEESFE0elOpHm5N0aj34XLaim5L2ibrpEzFQBWXWNBTYBmv6vApRJi9EgYEUIUBaUU3YkM1R4HDT4XVW4H9hIKIerwCsIBh43+VJZoJke508aSujI8MqW7KHHyDhdCjHs50+TFjjCt0RTnNldQ4bKXVBA5ojOe5kAkSTid47Sgh1mVPvQS6QMjxGuRMCKEGNci6SzPHwqRyBqcWVdGRQmssDtYLJMjY5hYdY1ljUE0IJQeqBURYqKQMCKEGLdaI0k2dIRx2yyc31KBv8SmOj8US7GuPZTvH3J+SyXlTpsEETHhSBgRQow7hqnY0h1hTyhBk8/JwtoAVr10mmWUUmzvifFyX4x6r4NFtWV0JzKUOeQjWUxM8s4XQowr0UyOFw71E83kWFDjZ3LAXTJzh8DAtO7Pt/XTk8wAMCPoxWbRqfc5C1wyIQpHwogQYlyx6xoOi86i5krKSqy5oj+V5bH9PfnHcyp90iQjBBJGhBDjQDidZWNnmLPqy3FaLaxoqih0kUbc/nCC9R1hYGAekXOaKghIEBECkDAihCggpRSapuG06Nh0HeNwR85SE8vk8kFkarmbuZV+LHrpND0J8UZJGBFCFERnPM32nijLGspxWC0sayy9hd8SWYN17SH6U1k8NguLasuodJfW0GQhRoKEESHEmMoYJlu6I+wPJ6ly2zFKszIEpRRdiTQ9yQyNPidnlNiIICFGkoQRIcSYORRNsbEzTE4pFtYEmBRwldRIGRgIIdt6ovQkMqxoqqDB6yy5tXOEGGkSRoQQoy6dM9jUFeFgNEWtx8GCmgBum6XQxRpxOdNkQ0eYg9EUfrsVU6mSnLZeiJEmYUQIMaraokle7BzovLm4rowmn7PkakMAdvfH2dQVAeCs+jIafLLKrhAnSsKIEGJUGQqq3A7mV/txWkuzNuShvd2kciYA5zQFqXQ7ClwqIYqLhBEhxIg7EEnSm8ywsCZAk89Js780awl6EhmebO3NP758Wo30DxHiFEgYEUKMPKUwTYWpFHoJNsmYSrGxM8K+cAKASQEXC2sCJdn8JMRYOOkI/+STT3L55ZdTX1+Ppmn86U9/es3j//CHP3DxxRdTVVWF3+9n6dKl/P3vfz/V8gohxiGlFLv642w4PLFXc8DNorqykgwi4fTAlO5HgsjyxiBn1JZJEBHiDTjpMBKPx5k/fz4//OEPT+j4J598kosvvpgHHniA9evXc/7553P55Zfz4osvnnRhhRDjTySd5YkDvWzuiqBrA8GkVCmleOFQiHTO5IKWSt4+o5Yaj/QPEeKN0tQb+OTQNI0//vGPvO1tbzup8+bMmcOVV17JF77whRM6PhKJEAgECIfD+P3+UyipEGKkmUqxsy/OS71R3FYLZ5Tw7KLxTI7uRIY6r5OH9nYxq9LHtHJPoYslxLh3ot/fY95nxDRNotEoweDxp35Op9Ok0+n840gkMhZFE0KcoFAqy/qOEOF0jhlBD7MqfCW91srLfXEOxZI0+V1cPLmqJEcFCVFIY97t+zvf+Q7xeJx3v/vdxz3m1ltvJRAI5H+amprGsIRCiOMxlWJbd5TH9vegFJzfUsHcqtJc9C2VM2iNJOmIpTgYTVLjcWLRNQkiQoyCMa0Z+fWvf82XvvQl/vznP1NdXX3c41avXs3NN9+cfxyJRCSQCDEOaEAkk2VmhZfTKrwl2UEVBiZq29ARJnt4FeFaz8A8KUKI0TFmYeS3v/0t119/Pb/73e+46KKLXvNYh8OBwyGdwoQYD0yl2Nodpdptp9br5Oz68pIdOZIxTDZ1RWiNJPPbZld6OS3oLdlrFmI8GJMw8utf/5rrrruOX//617zlLW8Zi5cUQowQDUhkc6RyAx8Xpfql3BVPs74jRPLwTKp2XePM+nIZLSPEGDjpMBKLxdi1a1f+8d69e9m4cSPBYJDm5mZWr15NW1sb99xzDzAQRK6++mq+//3vc/bZZ9PR0QGAy+UiEAiM0GUIIUZS1jDZ0h2h3uuk1uvkrBKuDcmZim3dEXaHEvltZU4bZ9eX4bbJvJBCjIWT7sC6bt06Fi5cyMKFCwG4+eabWbhwYX6Ybnt7OwcOHMgf/9///d/kcjluuukm6urq8j8f//jHR+gShBAjRSlFeyzFw/u6ORhJkTncZ6JUgwjA+vYQe8MJ5lX7qfc6mVbu4dymCgkiQoyhNzTPyFiReUaEGF1KKboTGXb0xuhNZqjxOFhYE8BtK82RIzlTkTYMPDYrr/TFAJge9KKUKungJcRYG7fzjAghxo+jISRKbzJLmcPG0oZyaj2Okv5SXtceIpkzOK+5gt5kBos+UElcytcsxHgmYUSICWxnX5xtPVHKnKUfQnKmSTpn4rFbafQ7SedMNE1jcV05ltK8ZCGKhoQRISaYrnianFLUe500+pwEHFZqSjiEwMA1b+gM47ToNPtdbO6OEHTamVLmxlqCE7YJUWwkjAgxARzpGqZpGvvCCUwF9V4nHrsVj710PwaOjAraF07it1vJmYqNXRGmlLk5vcpf0gFMiGJSup9CQgiUUnQlMuzoiTK5zE1LwM0ZtQEsE+BLuCOW4sXOMFljoBaoN5lBAUsbyqnzOgtdPCHEIBJGhChBSik6E2l29MToT2Upd9ryI2Os+pgvSTWmMobJ5q4IByJJKl12HC6dtmiKaredRXVluGRtGSHGHQkjQpQQpRSd8TQ7egdCSNBpY3ljkGq3fUI0SeRMxSP7usmZijNqA7RGkhyKpji9yse0cs+EuAdCFCMJI0KUiM54mu090QkZQtI5E5tFw6przKnyU+G04bFbcVp05lb5KXfaCl1EIcRrkDAiRBFTSqEAXdPoiKXQNVjRGKRqgoQQGBiy+8i+bqYFPcwIeulOpOmIpVhSX06t9A0RoihIGBGiSJlK8eSBXhp8TqYHvcyt8qNrE2firlTOwG7Rseo6p1f7qXLbAaiVhe2EKDql3ZNNiBKjlKIjlsIwFbqm0eBz5psgLLo2IYKIUooD4QQP7+1md38cUyki6Sxbu6MANPhcNPhcBS6lEOJkSM2IEEVAKUVHfGB0TCid5az6Mhp8LqYHvYUu2phKZA02dobpiKdp8jmpcNl54kAvoVSWWZU+WVtGiCIlYUSIcUwpRXs8zUs9UULpHJUuOyubglS67IUu2phSSrE/nGRzdwSrpnF2QzlZw+Tp1j4cVp1zmysITrB7IkQpkTAixDh0JITs6IkSHhRCqtwTrz9EIptjQ0eYrkSGFr+LmZVetnVHORhN0ex3Mb/Gj63E504RotRJGBFinFFK8VRrHz3JzIQOIQC9yQzPtPZhs2gsayzHpuk8daCPjGlyZl0ZTX7pGyJEKZAwIsQ4oJSiO5Gh3GnDZtFp8ruYVemdsCEka5rYdJ0yh42pQQ8zyj3YLDrPHuzDZdNZWRfEY5OPLyFKhdRtCjEOpA2TZ9v6aI0mAZhc5p6wQaQ7kebB3V1EMzksusakgItIOgfAmXVlrGyqkCAiRImRMCJEgfQmMzx/qJ+caeK0WrigpZLJAXehi1Uw6ZwJQLnTzvSgJ7+GzNbuKFu6IyilsFl0dBktI0TJkT8vhBhjfckMO3pjdMbT+O1WkjkTn13H75iYU5bnTJPtPTH2hhJcNKkSj93KlDIP0UyOcqeNBdV+dG1izKEixEQlYUSIMRJKZdnRG6U9lsZnt7CkrowGn3NCf8l2xFNs7IiQNgxmV/pw2Sx0xtNs6Ahh1XUumlSJQ1bZFaLkSRgRYhQppehNZtnVH+dQLIXHZmFxbYAmv2tCh5B0zmBzV4TWaIpqt52VNUEcVp1NXRH2hhJUue0sqi2b0PdIiIlEwogQoyCVM3BaLZgKnmvrw27ROaM2QLPfNaH7PCilOBBJsqU7AgoWHb4nvcksTx/sI5UzmV/tZ0qZW4KIEBOIhBEhRtiBSJINHSEunVqD3aJzfkslHptFvlyBjZ0R9oYTNPqczKsemKxsa3eUV/rjBJ02ljcG8drlY0mIiUb+rxfiDTDMgTVjWiMJvHYrc6v8VLvtLK4tw3I4fEz0L1dTKbKGwmEdmD+lzuug1utEKTWwrkw6y9wqH9PLPRLYhJigJvanpBCnQClFfyrL/kiStkiSjKkoc9io9Q787+S0WmiUmUHz1raHyBgmK5sqqHTbMZUiZ5pYdZ0ZQS8eu4XABB1JJIQYIGFEiBMUz+ZojSQ5EE4Syxq4rDqTytw0+10Tdlju8RimImOauKwWppV5OFLhoZTi6dY+vHYLZ9SWUe9zFragQohxQcKIEK8ha5hY9YE5Lta09RPLGDT4nCyocVHltkuzwjC64mle7AzjsVlZ0RSkwm1HKYVhKiy6xtRyN26bDNcVQhwlYUSI4wilsjx+oIfzmispc9pYUleOy6ZjlRVih5UxTLZ0RdgfSVLpsjO/xg9ALJNjfUcIn93GGbUBGnzShCWEGErCiBAMNB+E0jkORBJkDcXiujL8DitzK/24rAPhw+eQ/12Go5SiLZpiU1cEUykW1gSYFBgIHHv642zpjuK06syplBAihBiefLqKCS2RNQb6gUSSRDM5HBadloALpRS6pjEt6Cl0Ece1RNZgY2eYjniaeq+T+TV+XFYLiazBho4QXYkMkwNuTq/2SY2SEOK4JIyICSmRzbGlO0pbNIVFg3qvk9OrfVS7HRN6UrKTkcoZ/GNfN1Zd4+z6cup9A8N194cTbOqKYNU1ljcGqfFMzNWHhRAnTsKImHAOhBO82BnGpussrAnQ6HNis8hf7ScqlsnhsVlwWi0sqPZT5x24f1nTZF17iPZYmma/i3nVfuxyX4UQJ0DCiJgQlFJkTYXdMrA67pQyDzMrvdik6eCkJLIGD+/tZlFdGc1+F80Bd36fVdOwaEdrSYQQ4kTJJ7GYELb1RHnyQC9KKcqcNk4/PBW5ODF9yQxKKdw2C2fVl9PgHQgbWcPk2YN9dCfSaJrGEgkiQohTIDUjomTlTJNUzsRrt9LocxF02gtdpKKTzBls6YpwMJri7IZy6r3OIWHDqmtYdQ1TFbCQQoiiJ2FElBylFAejKbZ0R3BbLZzXMjBPSJlTZkk9UaZS7OlPsL03ikXTWFQboO5wR9QjI2imBz1UuR0sqS8vcGmFEMVOwogoKeFUlk1dEXqSmfwIGXFyehMZNnaFCadzTC5zM6fSh92io5RiXzjB5sMjZZTUhgghRoiEEVESMobJ9p4oe0IJfHaLDCk9BemcwdbuKPsjScqdNs5vqaD8cNPWwLwhYboSaVr8Lk6XkTJCiBEkYUQUtYG/1pNs64limoq5VT6mlXtkrpBT8FJfjEOxFAtq/EwOuNE0LX9/t3QP1IYsayin1isdVIUQI0vCiChq8cP9F5r8LuZU+XBZZQG2k9GfypLI5mjwuZhV4eO0oBfn4Xs4eBbVSQEXp1f5ZT4WIcSokDAiik4qZ7CrP87sSh9eu5U3TamWVWBP0d5QnFjGoN7rPKbZxVCKRNaQJi8hxKiTMCKKTtow2R9O0uhzUea0SRA5CUopDkSSaEBzwM28aj+6pqEdbtZKZHPs6I0xvzqAz27l4slV+X1CCDFapM5VFIXuRJo1bf2YShFw2HjzlGoZqnuSwuksT7b2sb4jTG8yC4BV14f0rzFM6E1mSGRzABJEhBBjQmpGxLiWyBps6Y7QFk0RdNpIGyYuqwWLLl+SJyprmrzUE2NXfxyP3cKKxiDVg5pd4pkcL/XFWFAdwOewcvEkqQ0RQowtCSNiXDJMxSv9cV7ujWHVBybdava75EvyJCilaIum2NwdIWuYzK4cGGl0JMgppdgTSrC1O4rDopPIGvgcVrnHQogxJ2FEjDvtsRSbuyIksgbTyj3MrPDKKI6TlMwarD88EqbO62BetR+P7ej/7rFMjg0dYXqSGaaUuZlT5ZO1eoQQBSNhRIwbSimePxTiUCxFtdvO0oZy/I7x3y9E5dJo1vEx2kQphaYNrBeTMxVLG8qpGzQviFKK3aEE27ojOKwWVjYFqXKPj7ILISYuCSOi4HKmiYaGRdeodNtp8jup9zqLorlApeNkf/Vp9JkrsZx1BZqlcP9LhVJZ1neEWNYQxGUbWJNnsFgmx/qOEL3JLFPK3Myt8mGV2hAhxDggn0SioAxT8ci+Hnb2xQCYVu6hwVc8fUOMx++CcCfm8/eS+81qzJ4DY14G8/AiMW6bBZ/dimL4RWPaoilSOZOVTUEW1AQkiAghxg35NBIFEUlnMUyFRdeYVemj2e8qdJFOmrn7Bcztj+Ufq6495P733zDW34dS5qi/vlKKXf1xHtzTRTJnYLfoLKkvxz2ob0g0k2NvKAHA9KCHCydVSrOMEGLckTAixlTWMNncFeGRfT3sDQ98STb7XXjsxdViqBJhcg//5NgdRhbjyZ+Tu/dLqHDXqL1+fyrLY/t72dwVod7rxHqcmqS2aIpd/TEMU6FrmtSGCCHGpeL6BhBFSynF/kiSbd1RcqZidqWPyQF3oYt1SpRS5B75b0hGjm4DBscBdXAb2V98Est516LPuXDEmp1ypsn2w3OG+O1Wzm2uoMJlH3JMNJ2jJ5lhcpmbGUHPkOG8QggxHkkYEaOuP5VhY2eE/lSWJp+TuVV+XEU8hbu54wnUruePPtZ0Hlj1AwDe9NCnsOVSAzuyKYyHf4K56wWsF/8rmqf8Db1ueyzFxs4IacNgTqWP6cGhqxObSrGrL8723igem5VmvwuLriE5RAgx3kmdrRg16dzAqq+P7e/FVIpzmoKcWV9e1EFEZdMYT/58yDZdmfiihwB4cuX/ozc4beg5e9eTveeTmK88d8qvu6kzzHNt/fjsFi6eVMVpFd4hQSSSzvLEgV629kSZWubhgpZKqQ0RQhQNTSk1fNf7cSQSiRAIBAiHw/j9/kIXR5ygl3tj7OyLDTTJlLmHfHkWM7NrD8aDP0D1tg7ZHndXsmneVfQFpzF576PMfPk+LGZuyDH6zHOwnH8DmtPzuq+jlCJnKmwWnfZYipypaPQNHfJsKsUrfXF29EZx2ywsqi07ptlGCCEK5US/vyWMiBHVk8gQTmeZWu7BMBU508RhLd6akONRuQzGs7/GXH8/DBpKm7Z7efiirwPgjbazcNPPCUQODj3ZG8R6yUfQW+a/5musaetHoVjaEBx2fyiVZUNnmFAqy4ygh1kVPqkNEUKMKyf6/S3NNGJEdSfSHIymUGpg2G4pBhEAzWrHes41WK/4Mvir89sdmRhL1v6Y5c98C93M8fyZN2Hor5pFNtZH7g9fIffo7ahsasiunKlI5waGBU8uczO93HvM/iN/P2zsDGOYivOaK5hb5ZcgIoQoWlIzIt4QwxyY60KhmFnhw1QKjYm19LzKJDGeuBtz6z+GbA/7Gtg4/59Z8ey3MXUraYcfb/xVw32Djdje9WU0Txmd8TQbO8OUOW2cVX9sZ9dYJsdj+3tY2hCk0m0nns3hslpKpvlLCFF6pGZEjLqOeIpH9nWzvWdguC6ArmkTKogAaHYX1ov/Fetb/x+4y/LbMw4fcU81axd/mJdnXM5zZ38CQ3/VALa+g8Tv/y4vHOrjmYN9uG0WZlf6AMiaJntDCTZ2hgHw2CzMCHpxH+4A7LFZJYgIIUqCDO0VJy2RNdjUFaY9lqbKbeeshnICRbCg3WhSpoFW0YTl3A9g/O17AFT1vMRZa3/MC4s/TMbmYf6mX2Axc2StTnJWJ85UmNbGs9kx821o0SSLastp9rvoT2XZ0BGiNZLCUIpajyM/W+1pFd7XLogQQhShkw4jTz75JN/61rdYv3497e3t/PGPf+Rtb3vba57zxBNPcPPNN7Nt2zbq6+v5t3/7Nz784Q+faplFgZhKsac/wbaeKDZdY0ldGQ2+4ljQbqQp00Dt24j58tOo7n2oUDsY2WOOq+jbxdkv/JAXzryRHbPeTnpvgE3zrgIg2LeLvuA0Gg+u4bQyFz3mSh7d30M4ncNl1ZkR9NAScOdrQoQQolSddBiJx+PMnz+fa6+9lne+852ve/zevXu59NJL+Zd/+Rd++ctf8swzz3DjjTdSVVV1QueL8SGRNVjT1kconWNKmZs5lT5slonZyqdMA+OB/zqheUMUGjmrk6zVSdZXz6Z5V2HNJsjZ3KQdfs5+/gckXBU81vheVFeEOq+DOZU+ajyOCRnyhBAT00mHkVWrVrFq1aoTPv6nP/0pzc3NfO973wNg1qxZrFu3jm9/+9sSRoqAqQbWNHFadbx2KwtqAgQn+DwW5ro/v24QSTkC7J10Lm31Z5JyHe2Meua6n1LdtZWnl32KqXsfpbJ3J6HK05gZcDCpshxniY4+EkKI1zLqf9o+99xzXHLJJUO2velNb2LdunVks8dWawOk02kikciQHzH2oukcD+3tJpTKomsaS+rLSzqI5NbeT+6p32AefAllGsMeo5TC2PrIsPt2Tb2EV6YOvNcN3cqBpmXUdG1h+TPfYtH62wHoqZiBBjjTEWKeGtCtVCy5lJm1lRJEhBAT1qh3YO3o6KCmpmbItpqaGnK5HD09PdTV1R1zzq233sqXv/zl0S6aOI50zsBhteCxW6j1OLBPkOYYY/3fUL1t8OSvweFGbzkdffJ89Mnz0YINA80myQiEO/LnHKw/E8Nio6X1WUxN58hyeZ5kLxc/8v/IWRzYc0mMaBsAZeEDACze8DP0SQuxvP9b6JXNY36tQggxnozJaJpXt30fmdrkeG3iq1ev5uabb84/jkQiNDU1jV4BBQBZw2RHb4w9oTgXtFTid9hYUBModLHGhIp0DwSRI9IJzJ3PY+48vCCevxLL5AVoZZVDzmtrWIJuZGhpfZYZux4csq+/fArrF17PnO330tC+nlUPfgJLRROWc69FP20FmqdslK9KCCGKw6iHkdraWjo6OoZs6+rqwmq1UlFRMew5DocDh8Mx2kUThymlOBBJsrV7YL6QWRU+PLaJNerb2LPptQ+I9GBs+gdYNHTH0eaUuKeKuvYXjzl8f/MKts6+gmDfLqoS7eiL/gnrrHPRqyaNcMmFEKL4jfo3ztKlS7n//vuHbHvooYdYvHgxNtvEnptiPOhPZdnUGaYvlaXR52RulX9CDiU19x0NIwqNrrq5VHbuOGahO23QlOuGbiXhCuIZNKuqqelsm30F+1tWMimyi3n1ASxLv4emT7x7KoQQJ+qkOwPEYjE2btzIxo0bgYGhuxs3buTAgYG28NWrV3P11Vfnj//whz/M/v37ufnmm9mxYwd33nknd9xxB5/61KdG5grEKUkbJi92hHlsfw85U7GyKciS+vIJGUSUMjH3Hg0jSXeQ9ctvYuNZN5CzONg77QLCZYf7dQxqWUy4K0HT82EkbfeyZslHONC0lNMPPsM8SwJLsFGCiBBCvI6TrhlZt24d559/fv7xkb4d11xzDXfffTft7e35YAIwefJkHnjgAT75yU/yox/9iPr6en7wgx/IsN4Ce+FQP6FUlnnVfqaUuSf0tOKqcx8kwvnH7kQvC57/GVvOuIpnL/gMMX8tc178NYHQAfqDU+itOo3KnpdIHh6y64l3EfHVs3bRhzAsds564r8I9u4mB+Q0Hcvp52O98ANobllXSQghhiML5U0gvckMFk2jzGkjks5it+gynBTIPfcHco/+/JjtUX8d65fdSM7mZMGan1HZ/TKtM1ayY9Y7yNlc+ePmbPsd2+ZcgT/cyqI1P8EV7TvmufQpC7Bd+QWpJRFCTCiyUJ4YQinFxs4we0JxAPwOmwSRw/SG07AsuAQtUD1kuy/SzrJHv44v3MbalR/jwJQVtBx8jkv+8RmWP/ud/HHbZ70DgJSzjFdOewsJ97Eds809GzF3H9vRVQghhCyUV9JMpdjdH6fS7aDcaWNZYxDnBJkz5GTozXPQm+eglEKFOgaCw95NmPs3Y0/FOfOpH7Bj/hVsPeMqovuamLPj95SH9ubPv+Qfn6EvOI2d0y+lPzgFTZnsnH05KVeAOS/+Jt8J1jy4A8v0xYW6TCGEGLckjJSorniaTV0Ropkc86o1yp02XFIT8po0TUMrr0NfVAeLVg0shte+G+OVF5jzzG/xRQ/xyqy3MG3Pw7hSIWZvvxfD4sBiZOisnks40Myb/vBRLGaWtNOHpkBT5tHnt7te49WFEGLikjBSYhJZgy1dEdpiKSpcNi5oqaTMKUOoT4Xq2o+x5VGMrU8C0HLgGdy5MC/NuJw5O/5AVc9LOFMh1i76ED2VM5m7+dfoh2tBTt/wv8c8n94yZ0zLL4QQxULCSIkwTMUr/TFe7o1h03UW15XR5HPKyq8nSaUTGNuexNj4MKp915B9+yevZNvcdxPs28VTKz5D0hUEwJpNsmTdT6js3I5i+P7glkWr0BtnjXr5hRCiGEkYKQE9iQzrO0IksgbTyj3MrPRi06VvyMlSSpH52SdQoc4h203NwrYFV9I69Rx0I0va4c8HkemvPEBz67O4UiEGtcgc5SnDuuLdWBa+aQyuQAghipOEkSKmlELTNCy6hsdmZVlDEJ9D/klPlaZp6DOXYqz5U35byunn0cu+CcC8Tb+ku3o2StOZ/dIfqeregTaoJiS/5lLTbCyzlqPXTUOrny7DeYUQ4nXIN1eR2htKsC+c4LzmCsqdNlY0BQtdpKJiKkUqZ5LKGSTz/zVITr2EhK2FQKiV+gMv8PTFnwdgyksP0ty2hqa254cEkME0TxDbu7+IXt0ylpcihBBFT8JIEVFKkTEVDotOwGGlxuPAVGCRbiF5SimypiKZM0jlTGo8Awsuvtwbw2bRmFLmIZzO8si+niHn6Ro4rRZcVgd2q4Wkq5znzv80vtBBpu34K7VtL2JaNDRdQ2mHT9CGrjxte99/oAcbxvJyhRCiJEgYKRKRdJZNXRGyhsn5LZUEXXaCLnuhizUuxDI5tvdE6U9lSeUMjEEVF5dPq8Fm0UnmDEw10I/GbbOwsCaAy6ofDiAW7BYtHyyMsEnyyV+yO/Fmpu14AIuRHXgyQ6GOPLnVjj5rOZaZZ4HDDf2H0Mpqx/KyhRCiZEgYGeeyhsmO3hi7++N4bBbmVftlhMxhOdPkpd4Yu/rjOCw6jT4XLqsFp03HZbXgsupYD6+yu6AmkD/PputMLnMP+3wbOyPMmHIWdtvtnLb1z8cco9VOxbLgYixzzkFzeo7uaJk/8hcohBAThISRcUopxYFIkq3dUXKmYnalj2nlHiy6BJEj9oYS7OqPMyPoZUbQmw8ep0opiGZyJHHhmnsexrq/DuxwuLHMORfLgovR66aOQMmFEEIMJmFkHOpPZdnUGaYvlaXR52RulR+3TUZkAPSnMvSnskwp8zClzEODz4nb9sbext2JNG6rBY/dynnNFWiahrngYsyO3VgWXIJl1nI0u3OErkAIIcSrSRgZZ1I5gycO9OC1WVnZFKTK7Sh0kcaVjlia9liaSQE3Fl3DrZ/6W1gpxZ5Qgs1dESaXuVlQE8g3gek1k3Fc842RKrYQQojXIGFkHFBK0RpJ0uh34bRaWN4YpMJlR5e+IfnF/gylmFnh47QKL6dVeN/wvTEPr2K8L5xkWrmHuVW+ESqxEEKIkyVhZByIZnKs7whjt+jUep1SG3JYRyzF5q4IscMzywIjEtBSOYPnD/XTn8qyqDZAS+DYzqxCCCHGjoSRAknlDHb1x5ld6cPvsPGmKdXSL+SwWCbH5q4IHfE0VW47ZzWUE3CMzGJ/oVSW59r6MBWsbKqgQoZHCyFEwUkYGWNHmh129MbQNWjyuwg4bBJEGBjGfGSorstq4az6Muq9I7fY38FIkvUdIXx2G2c3lMs9F0KIcULCyBjqiqfZ1BUhmskxpczN7EofdossaAcDk7o91dpHzlTMqvQyvdw74sOYw+ks9V4nZ9SWyRBpIYQYRySMjIFE1mBLd4S2aIqg08YFLZWUOUem2aHYJbIGbpsFr91Ks9/F1HLPiNZYZA2TnmSGOq+T2ZUDnVRl0jghhBhf5M/yUbazL8bDe7vpSWRYXBvg3OYKCSKHdcRS/H1PF5F0Fl3TOL165OdT2RtKsL49RMYw0TRNgogQQoxDUjMySpRSaJpGzlRMKXMzs8KLTZpkMExFbzJDtcdBtcfBotoAPvvIvw0zhondojMtODAxmjSHCSHE+CVhZIQppXj+UIgyp5WZFb5808BEp5SiI55mc1eEZM5g1ZRqHFYLzaMwrPZgJMmGzjArGoMEXXY8oxB2hBBCjBz5lB4hOdNEQ8Oia1S4bHje4BTlpSSazrG5O0JnPE21287ShnIc1pEfyaKUYmdfnG09UZp8zhEbDiyEEGJ0yTfmG6SU4tDhybkml3mYWeFletBb6GKNC4NXHHbZLJxdX06d1zEq/TZMpXixM8z+cJKZFV5mVXilf4gQQhQJCSNvQCSdZVNXhO5EhjqvgyafLKYGAwFtfyTJtsMrDs+q9DF9FFcczhgmzx/qpyeRkRlVhRCiCEkYOQWD/+J32ywsayin1itBZLA9/XGq3XbmVvlxjeLkYvFsjmcP9pPKGayQhQWFEKIoSRg5CUcWtNty+C/+2ZU+po3iX/zFJGuYbOyKMLXMTdBl55zmSqyjfF8MU/HUgT40Dc5rrsTnkLezEEIUI/n0Pgn7wkle7AzT6HMyt2rk58QoRkeGMFt1jXTOIG2YAKMeRJRSWHSNhbUByhzWUekQK4QQYmxIGHkdmcMzeNZ7nTT7XfjsFiqlKQClFO2xNFu6IyypL6fcaWNFU8WYvPauvjjRbI4F1X5qPPJvIYQQxU7CyOvYE4qzuz9B9RQ7Vl2XIMJAx93NXRG6EhlqPA5sY9xMZbVo2AxpGhNCiFIhYWQYWdOkN5Gh1utkWrmXSQE3Vl1m8MwYJjt6ouwJJXDbLCxtKKfWMzpDdV8ta5i0xVJMCriZJKNlhBCipEgYeZWsYfLMwT6imRxvmlKN3aJj1Sd2fwSlFPvCSbb1RDFNxZxKH1PHsONuImvwXFsf8axBtdshfXWEEKLESBgZJGOYPH2wj3gmx/LGoKxnctiLnWH2hZM0+13MqfLhGsPOon3JDGva+tE0jfOaKySICCFECZIwclg6Z/L0wV6SOYOVTbKybiJrkDVMAk4bU8s9TAoMDNkdSwejSda1hwg4bCxtKMcpI2aEEKIkSRgBUjmDp1v7SBsmK5sqZE0TYH1HCA1YUYD7oZTipd4YO3pjNPqcLKotk7lchBCihE34MJLMGjx1sJecoTinqWLCTpx1ZI0dl9VC0GXnjJpAQZqpDFOxoSNEazTFrAovM2WNGSGEKHkTulOEUopn2/owTMU5zaUXRJRhkHvxUZRhvOZx4XSWpw/28fyhEG3RFAAeuxVbAcJIxjDpTWVZUlfGrEqfBBEhhJgASuvb9yRpmsa86oGZVD220rsVxvqHyfzh+2iP/C+2S67BMnc52qAhyhnDZPvhobreAq+xE05ncVotuGwWLplchS4hRAghJozS+wY+SaW6sJrKpsk+8quB33vayPzv19AbpmN70zUwbSH7wkl29EQxgdOrBobqFioAmErxXFs/tR4HC2oCEkSEEGKCmfBhpFTlnvsLKtwzZJvZ9gpdf76drRfcRNRbScvhobqFGqWilMJUYNE1ltaX47HLaBkhhJiIJnSfkVKlUnGyj/926LbDtQ26kcUa62Pp/V9hfu+2ggURUyk2dIZZc6gfpRQBp01muRVCiAlKPv1LUPbJ30Mimn98YOb5PHf5FzB1C77QIc7629cpy0SxnLa4IOVLGyZPt/bRGknS6HNKJ1UhhJjgpJmmxKhoP7mn/zhkW3nnTrI2F0rTgYGRNbaLrkKzjX1/mWg6x7NtfWRNxYrGCirdYzuRmhBCiPFHwkiJyT72G8ik8o8V4Otvw9fflt+mVTZgWXTxmJetM57mhUP9uKwWVjQH8djl7SeEEEKaaUqK2ddB7vkH8o+j5Y0887b/IOGtGnKc7ZJr0Cxj21dkd3+cZw/2EXTZObe5QoKIEEKIPPlGKCHZh34ORi7/eOcZ78C0WHHG+/Lb9IbpWOYuH9Ny7Qsn2NQVYVq5h7lVPhm6K4QQYggJIyXCeHktxsbH84/7q6fT3byA+Y//FF0dnYHV9uYPDJn4bDQppdA0jUafE6um0eh3jcnrCiGEKC7STFMCVCpO5vffP/pY03jpzHfj691P7d61+e36lPno0xaOSZkSWYMnDvQSSWex6roEESGEEMclYaQEZP76M1SkN/943+yLCVdNZvaaX6Gh8tttb/7AmA2jtekaTqsuw3aFEEK8LgkjRc7YuR5j7YP5x3F/Na+c8Q5atj9Cedeu/HbLnGVYmmeOenkOhBPEMjlsFp2zG4L4pKOqEEKI1yFhpIiZoW4yv/9e/rFCY+vya3EkQkzf8PujBzpc2C7/0KiWRSnFlq4I6zrCtEaSo/paQgghSov82VqkVLSf9M9WD1l/JhpsJFIxiUUP/xfWXCa/3XbpDehl1aNWlpxpsrY9RHsszbwqP1PL3aP2WkIIIUqPhJEipBJRUnf8P1RP25Dt/r5Wzv3dp7GnY/lt+pT5WJesGpnXzWVR6RSa25vvC5LIGjzX1kc8a7CsoZxar3NEXksIIcTEIWGkyKhYiPRdX0B17Mtvi/ur2T/rIma+8NshQUQphVLawIysjlMfzZLd9wrx391FdusGACxNk/G89X3E557Fc239WHSNc5srCDhsp/waQgghJi4JI0XEDHWRvuNzqO6DQ7bHA/X0155Gzu7Eno4f3ZEzMV9aR+oHn8Bx/ZfRg7Un/ZrRn32X1FMPDdlmtO5l16P/4BXfFMrdDs6qLy/Y6r9CCCGKn3RgLRJm1wHSP7llSBDJ2lwooLp1I0vv+/KQIKIME8yBYb3moT0kv/sRjN1bTvj1VC5H6BufPSaIHJGorKNq5waW15dJEBFCCPGGSBgpAma4m9R/f3pIZ9W4r5pn3/olds+/HABdmfl9ylSQM4c+STxM6sefJvv8g7weMxqm54NvJbt945Dte897F9vfcSMALU/+iem//xHqwO5TvCohhBBigDTTFIHM778P8Uj+cSTYxLqLb8aWSdCw65khxypTQdZg16K3Ejz0EsH2l4/uNA0062v368gd2EP/v9849Dk1jc1XfZZI0wwAsi4vtuRA35TXez4hhBDi9UjNyDinMinMV17MP+6vnsoLqz6DM97HWQ98HdegRfCUqTANSPiq2LPobcTL6oc8l+2CK7EuuvC4r5V85P5jgkjO4eKFm76dDyJn3P7vR4OIL4Clpv6Y5xFCCCFOximFkR//+MdMnjwZp9PJokWLeOqpp17z+F/96lfMnz8ft9tNXV0d1157Lb29va95jhigon0wqAnm0JSl5Oxupm7+C/Z0dOjBpskrS67gqfd/B6VbqDqwMb/LMvtsbG+5dvjXUIr+L9xE7J4fHbPvuVt+TMYfBOCs730Mz6A+K563X4XmkKG8Qggh3piTDiO//e1v+cQnPsHnPvc5XnzxRVauXMmqVas4cODAsMc//fTTXH311Vx//fVs27aN3/3ud6xdu5YbbrjhDRd+ItDKa8FxdBKx09b9H5UHt7DxvA/T0XLG0GOtFhpfegyUib9rL854/8D2mhYc//xZNP3YjqYqnaLnA6vI7R/a9yPr9LDz0qPhZcFdX8GeGBp+nBdc9oavTwghhDjpMPLd736X66+/nhtuuIFZs2bxve99j6amJn7yk58Me/yaNWuYNGkSH/vYx5g8eTIrVqzgQx/6EOvWrXvDhZ8INF3Hdt6784+tuQxnPPIDavZvYON5N9IxaTEAkWAzOZsTdzqENZuiav/hph23D+cNX0FzeoCBWhCjtxOjp4Nc1yEiP/pPQA352fWmq1hz8w/pXHAO0/96Fyu+di2+9r1DyuW99uOyCJ4QQogRcVIdWDOZDOvXr+ezn/3skO2XXHIJzz777LDnLFu2jM997nM88MADrFq1iq6uLu69917e8pa3HPd10uk06XQ6/zgSiRz32InAeu67MA++grFtoLOqbhrMf+J/8IbbKet8hYS3irVv+hS1e1+gZv8GcnY31Qc3gq7j/MC/o1cO6tehTCKf/eehz28/vEvT2L/kMtoH9StxhLt5deQo+9y3sc2YOwpXKoQQYiI6qZqRnp4eDMOgpqZmyPaamho6OjqGPWfZsmX86le/4sorr8Rut1NbW0tZWRm33XbbcV/n1ltvJRAI5H+amppOppglR9Mt2N+3GsviS45uQzFt431Yc2nWXPY5sk4v01/8I93N83HG+/CHDqK3zECfPPfVTzbsaxgWG4/fcjd7V76LpmfuY/nXb2D+z/+Tsn07hhxX9uXbJIgIIYQYUafUgfXV1fNKqeNW2W/fvp2PfexjfOELX2D9+vU8+OCD7N27lw9/+MPHff7Vq1cTDofzP62tradSzJKiWSzY3vFx8FXktylg88obyLj8A481C11NC6hq3YQGqEO7SP/iK6hM6ujzHOffybA7sCWiNL3wV5zhHnTTwN+2a0itiP+TX8Y2afooXJ0QQoiJ7KSaaSorK7FYLMfUgnR1dR1TW3LErbfeyvLly/n0pz8NwLx58/B4PKxcuZKvfvWr1NXVHXOOw+HA4XCcTNEmBHPz06ieTrBoaFYLXc0L6Wo5gwWP/pDKtu1knB5S7nKqB42iMV9eR/qOz+G49mi/ETQN1MDsrKH66cRqJtH44sOcdce/sf79X4CpULV1DZZcNv88nvd+EMeCs8bycoUQQkwQJ1UzYrfbWbRoEQ8//PCQ7Q8//DDLli0b9pxEIoGuD30Zi2VgVIc6/IUoXp/KZcjc9z8DDwxFztR5acmVVB7cQs3+DVhzKdyxXi789ceoaN8+5FzNEwDboCG4g2pHXnzf53nlwqswdQtb/+kjZF0+5v7uv4YEEee5q3C96e2jen1CCCEmrpNuprn55pv52c9+xp133smOHTv45Cc/yYEDB/LNLqtXr+bqq6/OH3/55Zfzhz/8gZ/85Cfs2bOHZ555ho997GMsWbKE+nqZMOtE5db8DdXfmX+8f+4lpDxBTnv+f4c0pVizKXTTyD/Wp8zD/t7PolkGDesdFEaa19yPZuR45cJ/Jtx4GnPvuw1XqCu/3zZrPt6rb5KRM0IIIUbNSU8Hf+WVV9Lb28tXvvIV2tvbmTt3Lg888AAtLS0AtLe3D5lz5AMf+ADRaJQf/vCH3HLLLZSVlXHBBRfwjW98Y+SuYgLIPfdA/veM08eeM/6J5q3/wNtzCGXThw0LesN0HFd/Ac1mH7pD00kGyjEtNiy5DMpi5dD882lecz/lrS9hHIk3mob/I59Hs8qqAUIIIUaPpoqgrSQSiRAIBAiHw/j9/kIXZ8ypWJjEv78r/9jUdNqnL6Nq/0bs6RhogN06pIZEq2zA+eFvo3nLjnm+/hsv46Xz3k+oeSa1W5/m4KJL8PS0kfEEWHLXasychjI1XG9+B973fnDUr08IIURpOtHvb/mTtwiYr5pwTFcmDTufPrpBgW3lFRibH0eFu9EClThu+NqwQSR3cB8qm2X6o78kFaikZ+pCsm4/sWoL/kOvDG3yaZk2OhckhBBCDCIL5RWBV4eRHcuvor9maFCwXfBuHP/6HfRJc3Bc/5/oZdVD9qt0itj/3UnPVz5BoqwGi5HF09eOdnjdG2ekhzl/+enRE6w2bNNnj84FCSGEEINIzUgRGBxGDIuNUM1UKtqOjpjRKuvRXF40lxfHh751TP+RzOZ1RO/5IWZ3BwdXvo22sy5h6X/fjGYaoGno2TSLfvEl9EEL8rne9HYsVbWjf3FCCCEmPAkjRUD1Hx3dYjGyLP3Dl4fs18qP1oIMDiJGqJf4//4P6eefACBZVkXr0ktpWvs3dCPLCx/4GpZsGnd/x5AgYqlvxvOOoyOihBBCiNEkYaQYvGqeFlO3ABq6mRvY8KouyMo0ST3+N+K/uxOViOcP2X3J+9GUSfMLf8WSyzJpzX2Ute7AFe4Zcr7rvDfLCBohhBBjRvqMFAGt4uh8LDmrnX9c/z90TD0zv031th/93TQJf+OzxH5+Wz6IAPRNX0D/tPmYNgcdc1cCULf1qWOCCHDsUGAhhBBiFEkYKQJ6bUv+d2sugyMZIV7ekN+m+jtR6SQAmq5jm3n6Mc+x94IrQZnUrX+E2q1HR+J0zFrGUx/58ZDKFTVo9lUhhBBitEldfBEYHEYAPP2HiJUPnb3W7DyApfk0ANxvuZL0c49jdLbl99dufAJ/6078h/ZgsZkcGcPr7T5Ay5r7GdgwEElUKjlq1yKEEEK8mtSMFAG9ZmgY8fa3EStvHLLN7Nif/12z2/F+4KND9jc+/yD+Q3sGHgyqBvH2HKR53d/QBm8ctMqvEEIIMdokjBQBzRuAQROYefvaSPirMSy2/DbVuX/IOfbZC3Asv2j4JxzUITblC9I1YzGmdnSbMsf9pLxCCCFKiISRIjG4qcbT3wa6TiJwdB4Qs+PAMed433MDmsc3ZJt98QosDUefK1w/jW3/9FFM6bQqhBCiQCSMFAm9pjn/u7f/EACx4NFOrOarakYAdH8ZnvfcMPB7RTX+T3yJwEc/P2TKd47UiKjBm+RtIYQQYuxIB9YiMbhmxJZJ4Ij3Exs8oqavA5VJodmdQ85zrrwE0mmcKy9Gc7oGjk0l8vsNmwMASzZ99CSHazQuQQghhBiW/AlcJF7dibWydQuWbIpIxeEaE6UwO1uPOU/TNFwX/1M+iAD5YcAAObsTSyY5pAPr4GOFEEKI0SZhpEi8enjv3Md/hq/vIM9d8dV8DcmrO7EOJ7P2cVQ8mn9s2F1YXjV6RnO6R6DEQgghxImRZppi4S0Djx/ikfymioNbWXz/1/Ec7kMyXL+RI5RSpO7/Ban7fzlku+FwDhNGpGZECCHE2JGakSKhadoxTTW6aVDRtj3fxDJ4rpHBVCZN/PavHRNEuqYvpm3+BXi7hzbvaL7ACJZcCCGEeG0SRorI4BE1RxgWG2sv+wztc85Hc3qO2W+Geol+61Nk1z4xdLums//sy6nc/SKz/vY/R3dYbVgnnTbiZRdCCCGOR5ppioheOwnNH0SraUGvbUGvaR7YplfTPmMh05oqhhyfO7CL2G1fQIWOLoZnWGxk3T6c0T4W/N83sKYTQ4b6Oi9+J5rdMUZXJIQQQkgYKSrWFf+E7Zy3HbN9UjjB+o4w8UwOj33gnzSz4Wnid3wDMukhx+68+Bqi1S2cec8XsKUTQ/bZFp2D823XjFr5hRBCiOFIGCkix5uMrMHnZFNXhH2RJLMrvKT+9htSf7xryDGKgaXwJj33Z7Iu39C1aADnpe/F+dZrZMIzIYQQY07CSAmw6jpNPhf7Qwma//xTcmseHrK/Z+pC9p91GfPv/TaucDeucPegk224r7kZx9kXjnGphRBCiAHyZ3CJaLHlSBkmHV1d+W0KOHDmKra87WPYYyE0ZQw5R/OV4fvUtySICCGEKCgJIyXAOLgX/VufwNu5n/bTzwXA1C289Kbr2X3ue2h5/i/Mve+HWLKZ/DmWhsn4Pncb1qmzC1VsIYQQApBmmqKX2bSG+O23QjpJ3ZYn2HXB+4lVNrDzwquJ1E1l1gP/Te32Z4ecY5t/Np4bPiszrQohhBgXJIwUMaUUmSf+CofXmqnZ8RzR2slsetenUbqFhf/3dQKHdg05x/GmK3C94zo03VKIIgshhBDHkGaaIqZpGp4bPoteNzAzqy2dYNJzfyLjLWfGP+4ZGkQsVtzX3Iz7Xf8iQUQIIcS4ImGkyGluD96PfgXN6wcgWjMJAFvi6Bo2mteP9+av41jx5kIUUQghhHhNEkZKgKWqDve//D80i0b1rrU4w91E6qcCoNc14/t/t2GbMa/ApRRCCCGGJ31GSoDRcYD0H29H6Rpg4ay7V6Nns1jnLMb7wc+huY9ds0YIIYQYL6RmpIgppUg/+Rdi/3kjZusuuqct5qkP/RBls2KddxaWf/2SBBEhhBDjntSMFCkzFib5i++S23R02K6vcy9Tn7kXWzrBtqb5xA/2cuHUugKWUgghhHh9UjNShHI7NhD7jw8OCSIA7nAXjZsfAaDq5TWEc9CfSBWiiEIIIcQJk5qRIqKyGVJ/vovMP+4dst2w2Niz7J1YMkkmrfsrupEjuG8LjmgfO//yCPMdWazzlmJpmSEL4QkhhBh3JIwUCTMaIv6D1ZitQycxi1U0sG3Vv5Ior2XaU79FN3IA6MqkbttTtC68mOn/8zEsf/tfNH8Q67yzsc1binXmQjS7oxCXIoQQQgwhfyYXAZXNkPjJF4cEEQW0zr+Ite/7MkrTOfN/v0TTxqGr9dZvewLD4aZr+pkD50T6yD79AIkf/zvJ3/5oLC9BCCGEOC6pGSkCuc1rMPZszz/OuHxsv+Rf6J2ygMYXH2baU7/BYmSPOc8V6SG4fyuH5p5L3Y5nhuyznX72qJdbCCGEOBFSM1IEcru35n/POtw8/8//SaRmMvP/+G1Oe/wXQ4KI5i8H7eg/a922Jwk1ziTprzz6hDY71lkLx6TsQgghxOuRMFIENNfRuUL0XBaUIti6ncp9m4ccp9c24/2374Pl6NozptUOpoklm85vs848A83hGv2CCyGEECdAwkgRsJ62IP+7xcgy7/4fMOvhO445TnO5MfbvhNzRmpKKfZuY+8CPsCej+W22eUtHtbxCCCHEyZAwUgQs007H0jw9/zjQsRtLLkO8vJZw3bT8dmPvSyRu/+qQcx3xMDWvrB2yzTrvrNEtsBBCCHESJIwUAU3XcV3//47Zvmvle9i97J3HPa+vcRYvn3cVpuVoP2XLpJnogYpRKacQQghxKmQ0TZGw1DTifNeHSd370/y2WQ/fMaQvyKtlPAHiFQ1oh+ceAbDOk1E0QgghxhcJI0XEcdE7MbvbyDxxP0C+H0iirJa+5tk0bH4MDZU/vvblNdS+vGbIc9jmLxu7AgshhBAnQJppiozznR9Er2kasq1zxpm8fOEH2PTWT5JxegFIuwOkPOVDjtMqatHrJ41VUYUQQogTImGkyGh2J+7rPgv60eG7k1+4n/l//DaRuqm8cNVXCdXP4OCCi3jhqv9AaVr+ONu8s9EGPRZCCCHGAwkjRcjSMgPne24asq1y32aW/PLzOCPdbLhiNQfnX0jFvs1o6mizjW2+DOkVQggx/kgYKVKOcy7H9YF/A7szv80Z6+eM391Ky9q/knO4qdn5/NETXB4s0+cVoKRCCCHEa5MOrEXMfvbFWJpnkPjZVzEP7QMGVuud+uy9NK9/AFs6kT/WdvrZaBb55xZCCDH+SM1IkbPUt+D97G3Ylr15yPbBQQSrDcdbrhrjkgkhhBAnRsJICdDsTtxX34Lr2s/AoHVsAHA4cb33Y1hqGgtTOCGEEOJ1SL19CbGfdRG2+cvJvPAPzO52NI8f+5IL0IPVhS6aEEIIcVwSRkqM5nThOOfyQhdDCCGEOGHSTCOEEEKIgpIwIoQQQoiCkjAihBBCiIKSMCKEEEKIgpIwIoQQQoiCkjAihBBCiIKSMCKEEEKIgpIwIoQQQoiCkjAihBBCiIKSMCKEEEKIgiqK6eCVUgBEIpECl0QIIYQQJ+rI9/aR7/HjKYowEo1GAWhqaipwSYQQQghxsqLRKIFA4Lj7NfV6cWUcME2TQ4cO4fP50DSt0MUZVyKRCE1NTbS2tuL3+wtdnJIm93rsyL0eO3Kvx9ZEu99KKaLRKPX19ej68XuGFEXNiK7rNDY2FroY45rf758Qb+zxQO712JF7PXbkXo+tiXS/X6tG5AjpwCqEEEKIgpIwIoQQQoiCkjBS5BwOB1/84hdxOByFLkrJk3s9duRejx2512NL7vfwiqIDqxBCCCFKl9SMCCGEEKKgJIwIIYQQoqAkjAghhBCioCSMCCGEEKKgJIwIIYQQoqAkjIwTX/rSl9A0bchPbW1tfr9Sii996UvU19fjcrk477zz2LZt22s+5x/+8AcWL15MWVkZHo+HBQsW8Itf/GK0L6UojMb9Huw3v/kNmqbxtre9bRRKX1xG417ffffdxzynpmmkUqnRvpxxbbTe16FQiJtuuom6ujqcTiezZs3igQceGM1LGfdG416fd955w76v3/KWt4z25RSchJFxZM6cObS3t+d/tmzZkt/3zW9+k+9+97v88Ic/ZO3atdTW1nLxxRfnFxEcTjAY5HOf+xzPPfccmzdv5tprr+Xaa6/l73//+1hczrg30vf7iP379/OpT32KlStXjmbxi8po3Gu/3z/kOdvb23E6naN9KePeSN/rTCbDxRdfzL59+7j33nt5+eWXuf3222loaBiLyxnXRvpe/+EPfxjyfFu3bsVisXDFFVeMxeUUlhLjwhe/+EU1f/78YfeZpqlqa2vV17/+9fy2VCqlAoGA+ulPf3pSr7Nw4UL1+c9//o0UtSSM1v3O5XJq+fLl6mc/+5m65ppr1Fvf+tYRLHVxGo17fdddd6lAIDDCJS1+o3Gvf/KTn6gpU6aoTCYz0sUtamPxmf1f//VfyufzqVgs9kaLO+5Jzcg48sorr1BfX8/kyZN5z3vew549ewDYu3cvHR0dXHLJJfljHQ4H5557Ls8+++wJPbdSikceeYSXX36Zc845Z1TKX2xG435/5Stfoaqqiuuvv35Uy15sRuNex2IxWlpaaGxs5LLLLuPFF18c1WsoFiN9r++77z6WLl3KTTfdRE1NDXPnzuVrX/sahmGM+rWMd6P5mQ1wxx138J73vAePxzPiZR9vJIyME2eddRb33HMPf//737n99tvp6Ohg2bJl9Pb20tHRAUBNTc2Qc2pqavL7jiccDuP1erHb7bzlLW/htttu4+KLLx616ygWo3G/n3nmGe644w5uv/32US17sRmNez1z5kzuvvtu7rvvPn7961/jdDpZvnw5r7zyyqhey3g3Gvd6z5493HvvvRiGwQMPPMDnP/95vvOd7/Cf//mfo3ot491ofWYf8cILL7B161ZuuOGGES/7eGQtdAHEgFWrVuV/P/3001m6dClTp07l5z//OWeffTYAmqYNOUcpdcy2V/P5fGzcuJFYLMYjjzzCzTffzJQpUzjvvPNG/BqKyUjf72g0ylVXXcXtt99OZWXl6BW8CI3Ge/vss8/OnwuwfPlyzjjjDG677TZ+8IMfjPAVFI/RuNemaVJdXc3//M//YLFYWLRoEYcOHeJb3/oWX/jCF0bnQorAaH1mH3HHHXcwd+5clixZMnKFHsekZmSc8ng8nH766bzyyiv5HtqvTtRdXV3HJO9X03WdadOmsWDBAm655Rbe9a53ceutt45auYvVG73fu3fvZt++fVx++eVYrVasViv33HMP9913H1arld27d4/6NRSLkXpvD6brOmeeeeaErxl5tZG413V1dcyYMQOLxZLfNmvWLDo6OshkMqNT8CI0ku/rRCLBb37zmwlTKwISRsatdDrNjh07qKurY/LkydTW1vLwww/n92cyGZ544gmWLVt2Us+rlCKdTo90cYveG73fM2fOZMuWLWzcuDH/80//9E+cf/75bNy4kaamprG6lHFvNN7bSik2btxIXV3daBS5aI3EvV6+fDm7du3CNM38tp07d1JXV4fdbh/V8heTkXxf/9///R/pdJqrrrpqNIs8vhSu76wY7JZbblGPP/642rNnj1qzZo267LLLlM/nU/v27VNKKfX1r39dBQIB9Yc//EFt2bJFvfe971V1dXUqEonkn+Of//mf1Wc/+9n846997WvqoYceUrt371Y7duxQ3/nOd5TValW33377mF/feDMa9/vVZDTNgNG411/60pfUgw8+qHbv3q1efPFFde211yqr1aqef/75Mb++8WQ07vWBAweU1+tVH/nIR9TLL7+s/vKXv6jq6mr11a9+dcyvbzwZzc+QFStWqCuvvHLMrmU8kD4j48TBgwd573vfS09PD1VVVZx99tmsWbOGlpYWAP7t3/6NZDLJjTfeSH9/P2eddRYPPfQQPp8v/xwHDhxA149WdsXjcW688UYOHjyIy+Vi5syZ/PKXv+TKK68c8+sbb0bjfovhjca9DoVCfPCDH6Sjo4NAIMDChQt58sknJ0z7+vGMxr1uamrioYce4pOf/CTz5s2joaGBj3/843zmM58Z8+sbT0brM2Tnzp08/fTTPPTQQ2N6PYWmKaVUoQshhBBCiIlL/qwTQgghREFJGBFCCCFEQUkYEUIIIURBSRgRQgghREFJGBFCCCFEQUkYEUIIIURBSRgRQgghREFJGBFCCCFEQUkYEUIIIURBSRgRQgghREFJGBFCCCFEQf1/nYJhvP8Ne24AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.9          51.580167            3.151508\n",
+      "1               9.9          51.580167            3.151508\n",
+      "2               9.9          51.545793            3.116073\n",
+      "3              10.6          51.514600            3.068093\n",
+      "4              10.8          51.491173            3.007403\n",
+      "5              11.3          51.468447            2.945682\n",
+      "6              11.6          51.445783            2.876780\n",
+      "7              11.7          51.423393            2.807663\n",
+      "8              11.7          51.402143            2.737748\n",
+      "9              11.5          51.391512            2.663763\n",
+      "10             11.6          51.377103            2.590767\n",
+      "11             12.1          51.334505            2.552473\n",
+      "12             12.0          51.297622            2.517468\n",
+      "13             12.1          51.251537            2.458278\n",
+      "14             11.9          51.239782            2.443655\n",
+      "15             12.0          51.181132            2.353282\n",
+      "16             11.2          51.168213            2.315882\n",
+      "17             11.0          51.152225            2.225473\n",
+      "18             10.8          51.136732            2.176480\n",
+      "19              9.9          51.115072            2.085607\n",
+      "20              8.5          51.102513            2.028552\n",
+      "21              8.0          51.091793            1.976487\n",
+      "22              8.0          51.081452            1.925772\n",
+      "23              7.5          51.072397            1.875905\n",
+      "24              7.0          51.063762            1.830728\n",
+      "25              6.9          51.053433            1.788907\n",
+      "26              6.8          51.041218            1.761637\n",
+      "27              6.8          51.025065            1.727112\n",
+      "28              6.5          51.000185            1.686967\n",
+      "29              6.5          50.980425            1.659097\n",
+      "30              6.6          50.959092            1.630315\n",
+      "31              6.6          50.937675            1.602735\n",
+      "32              7.1          50.913925            1.575590\n",
+      "33              7.3          50.888195            1.551560\n",
+      "34              8.0          50.856798            1.553802\n",
+      "35              8.8          50.821950            1.561708\n",
+      "36              9.2          50.790255            1.563088\n",
+      "37              9.6          50.751765            1.565010\n",
+      "38              0.2          50.727247            1.590800\n",
+      "39              0.0          50.727235            1.590827\n",
+      "40              0.0          50.727243            1.588625\n",
+      "41              0.0          50.727242            1.588628\n",
+      "42              0.0          50.727240            1.588643\n",
+      "43              0.0          50.727230            1.588612\n",
+      "44              0.0          50.724987            1.587070\n",
+      "45              0.0          50.724982            1.587060\n",
+      "46              0.0          50.724970            1.587088\n",
+      "47              0.0          50.725002            1.587093\n",
+      "48              0.0          50.724950            1.587070\n",
+      "49              0.0          50.724955            1.587055\n",
+      "50              0.0          50.724992            1.587060\n",
+      "51              0.0          50.724982            1.587060\n",
+      "52              0.0          50.724965            1.587045\n",
+      "53              0.0          50.724970            1.587087\n",
+      "54              0.0          50.724980            1.587055\n",
+      "55              0.0          50.724997            1.587080\n",
+      "56              0.0          50.724995            1.587067\n",
+      "57              0.0          50.724973            1.587063\n",
+      "58              0.0          50.724950            1.587067\n",
+      "59              0.0          50.724963            1.587065\n",
+      "60              0.0          50.724957            1.587063\n",
+      "61              0.0          50.724963            1.587072\n",
+      "62              0.0          50.724970            1.587067\n",
+      "63              0.0          50.724970            1.587055\n",
+      "64              0.0          50.724978            1.587072\n",
+      "65              0.0          50.724980            1.587038\n",
+      "66              0.0          50.724972            1.587055\n",
+      "67              0.0          50.724977            1.587062\n",
+      "68              0.0          50.724970            1.587058\n",
+      "69              0.0          50.724963            1.587052\n",
+      "70              0.0          50.724950            1.587062\n",
+      "71              0.0          50.724957            1.587062\n",
+      "72              0.0          50.724960            1.587063\n",
+      "73              0.0          50.724967            1.587063\n",
+      "74              0.0          50.724975            1.587083\n",
+      "75              0.0          50.724967            1.587065\n",
+      "76              0.0          50.724972            1.587067\n",
+      "77              0.0          50.724960            1.587062\n",
+      "78              0.0          50.724963            1.587065\n",
+      "79              0.0          50.724977            1.587065\n",
+      "80              0.0          50.724962            1.587078\n",
+      "81              0.0          50.724955            1.587060\n",
+      "82              0.0          50.724943            1.587080\n",
+      "83              0.0          50.724965            1.587062\n",
+      "84              0.0          50.724967            1.587067\n",
+      "85              0.0          50.724963            1.587067\n",
+      "86              0.0          50.724967            1.587073\n",
+      "87              0.0          50.724963            1.587070\n",
+      "88              0.0          50.724965            1.587077\n",
+      "89              0.0          50.724970            1.587072\n",
+      "90              0.0          50.724957            1.587072\n",
+      "91              0.0          50.724992            1.587060\n",
+      "92              0.0          50.724972            1.587063\n",
+      "93              0.0          50.724972            1.587065\n",
+      "94              0.0          50.724958            1.587058\n",
+      "95              0.0          50.724977            1.587075\n",
+      "96              0.0          50.724967            1.587067\n",
+      "97              0.0          50.724958            1.587050\n",
+      "98              0.0          50.724967            1.587070\n",
+      "99              0.0          50.724975            1.587070\n",
+      "100             0.0          50.724973            1.587065\n",
+      "101             0.0          50.724970            1.587067\n",
+      "102             0.0          50.724962            1.587075\n",
+      "103             0.0          50.724965            1.587073\n",
+      "104             0.0          50.724970            1.587078\n",
+      "105             0.0          50.724967            1.587067\n",
+      "106             0.0          50.724958            1.587065\n",
+      "107             0.0          50.724958            1.587072\n",
+      "108             0.0          50.724948            1.587062\n",
+      "109             0.0          50.724963            1.587078\n",
+      "110             0.0          50.724962            1.587063\n",
+      "111             0.0          50.724970            1.587065\n",
+      "112             0.0          50.724970            1.587055\n",
+      "113             0.0          50.724967            1.587060\n",
+      "114             0.0          50.724963            1.587038\n",
+      "115             0.0          50.724960            1.587057\n",
+      "116             0.0          50.724960            1.587072\n",
+      "117             0.0          50.724967            1.587065\n",
+      "118             0.0          50.724967            1.587063\n",
+      "119             0.0          50.724970            1.587063\n",
+      "120             0.0          50.724965            1.587067\n",
+      "121             0.0          50.724963            1.587072\n",
+      "122             0.0          50.724962            1.587072\n",
+      "123             0.0          50.724972            1.587062\n",
+      "124             0.0          50.724977            1.587073\n",
+      "125             0.0          50.724967            1.587063\n",
+      "126             0.0          50.724978            1.587063\n",
+      "127             0.0          50.724958            1.587062\n",
+      "128             0.0          50.724975            1.587052\n",
+      "129             0.0          50.724965            1.587045\n",
+      "130             0.0          50.724922            1.587062\n",
+      "131             0.0          50.724970            1.587063\n",
+      "132             0.0          50.724977            1.587080\n",
+      "133             0.0          50.724967            1.587065\n",
+      "134             0.0          50.724975            1.587065\n",
+      "135             0.0          50.724982            1.587067\n",
+      "136             0.0          50.724967            1.587073\n",
+      "137             0.0          50.724970            1.587072\n",
+      "138             0.0          50.724972            1.587052\n",
+      "139             0.0          50.724978            1.587070\n",
+      "140             0.0          50.724967            1.587065\n",
+      "141             0.0          50.724952            1.587087\n",
+      "142             0.0          50.724975            1.587072\n",
+      "143             0.0          50.724940            1.587062\n",
+      "144             0.0          50.724935            1.587063\n",
+      "145             0.0          50.724952            1.587070\n",
+      "146             0.0          50.724967            1.587077\n",
+      "147             0.0          50.724965            1.587072\n",
+      "148             0.0          50.724973            1.587060\n",
+      "149             0.0          50.724980            1.587065\n",
+      "150             0.0          50.724973            1.587070\n",
+      "151             0.0          50.724993            1.587077\n",
+      "152             0.0          50.724978            1.587058\n",
+      "153             0.0          50.724982            1.587065\n",
+      "154             0.0          50.724930            1.587052\n",
+      "155             0.0          50.724962            1.587062\n",
+      "156             0.0          50.724967            1.587052\n",
+      "157             0.0          50.724967            1.587075\n",
+      "158             0.0          50.724957            1.587072\n",
+      "159             0.0          50.724970            1.587063\n",
+      "160             0.0          50.724970            1.587063\n",
+      "161             0.0          50.724975            1.587057\n",
+      "162             0.0          50.724982            1.587058\n",
+      "163             0.0          50.724980            1.587048\n",
+      "164             0.0          50.724973            1.587042\n",
+      "165             0.0          50.724943            1.587052\n",
+      "166             0.0          50.724955            1.587035\n",
+      "167             0.0          50.724952            1.587052\n",
+      "168             0.0          50.724962            1.587063\n",
+      "169             0.0          50.724967            1.587063\n",
+      "170             0.0          50.724973            1.587073\n",
+      "171             0.0          50.724972            1.587075\n",
+      "172             0.0          50.724967            1.587062\n",
+      "173             0.0          50.724955            1.587078\n",
+      "174             0.0          50.724963            1.587067\n",
+      "175             0.0          50.724977            1.587072\n",
+      "176             0.0          50.724955            1.587072\n",
+      "177             0.0          50.724950            1.587067\n",
+      "178             0.0          50.724962            1.587073\n",
+      "179             0.0          50.724978            1.587078\n",
+      "180             0.0          50.724982            1.587080\n",
+      "181             0.0          50.724980            1.587080\n",
+      "182             0.0          50.724963            1.587088\n",
+      "183             0.0          50.724963            1.587080\n",
+      "184             0.0          50.724985            1.587067\n",
+      "185             0.0          50.724952            1.587107\n",
+      "186             0.0          50.724982            1.587090\n",
+      "187             0.0          50.724978            1.587075\n",
+      "188             0.0          50.724970            1.587065\n",
+      "189             0.0          50.724982            1.587080\n",
+      "190             0.0          50.725000            1.587092\n",
+      "191             0.0          50.724967            1.587075\n",
+      "192             0.0          50.724970            1.587080\n",
+      "193             0.0          50.724965            1.587065\n",
+      "diff 24 32\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.8          51.586305            3.151890\n",
+      "1               9.8          51.586305            3.151890\n",
+      "2              10.4          51.551110            3.117198\n",
+      "3              10.6          51.529172            3.085557\n",
+      "4              11.1          51.492358            3.012432\n",
+      "5              11.5          51.470935            2.947548\n",
+      "6              11.7          51.448838            2.878558\n",
+      "7              11.8          51.431892            2.829840\n",
+      "8              11.8          51.407760            2.756063\n",
+      "9              11.7          51.390812            2.688262\n",
+      "10             12.1          51.376017            2.615457\n",
+      "11             12.0          51.335483            2.559352\n",
+      "12             12.3          51.290703            2.506888\n",
+      "13             12.1          51.249787            2.459128\n",
+      "14             12.2          51.215178            2.413763\n",
+      "15             12.2          51.181770            2.353940\n",
+      "16             11.1          51.159235            2.271652\n",
+      "17             11.0          51.157157            2.259110\n",
+      "18             10.9          51.132828            2.158685\n",
+      "19             10.4          51.113238            2.085042\n",
+      "20              8.9          51.093597            2.006893\n",
+      "21              8.7          51.083502            1.965010\n",
+      "22              8.3          51.070337            1.898563\n",
+      "23              7.6          51.060782            1.847875\n",
+      "24              7.3          51.050518            1.818858\n",
+      "25              7.0          51.030033            1.765375\n",
+      "26              7.0          51.010063            1.731885\n",
+      "27              6.7          50.995010            1.711060\n",
+      "28              6.8          50.966360            1.676397\n",
+      "29              7.1          50.951157            1.656753\n",
+      "30              7.3          50.927798            1.627092\n",
+      "31              7.0          50.904832            1.597167\n",
+      "32              7.1          50.880682            1.561850\n",
+      "33              7.7          50.850353            1.559840\n",
+      "34              8.5          50.818983            1.559108\n",
+      "35              8.7          50.772233            1.561335\n",
+      "36              9.2          50.744635            1.566633\n",
+      "37              0.2          50.727952            1.592098\n",
+      "38              0.0          50.726995            1.590233\n",
+      "39              0.0          50.727003            1.590235\n",
+      "40              0.0          50.724830            1.586623\n",
+      "41              0.0          50.724837            1.586607\n",
+      "42              0.0          50.724812            1.586647\n",
+      "43              0.0          50.724843            1.586615\n",
+      "44              0.0          50.724847            1.586618\n",
+      "45              0.0          50.724837            1.586620\n",
+      "46              0.0          50.724820            1.586633\n",
+      "47              0.0          50.724807            1.586608\n",
+      "48              0.0          50.724812            1.586608\n",
+      "49              0.0          50.724838            1.586623\n",
+      "50              0.0          50.724823            1.586615\n",
+      "51              0.0          50.724823            1.586618\n",
+      "52              0.0          50.724843            1.586618\n",
+      "53              0.0          50.724832            1.586613\n",
+      "54              0.0          50.724840            1.586613\n",
+      "55              0.0          50.724827            1.586608\n",
+      "56              0.0          50.724843            1.586623\n",
+      "57              0.0          50.724817            1.586620\n",
+      "58              0.0          50.724815            1.586622\n",
+      "59              0.0          50.724817            1.586622\n",
+      "60              0.0          50.724830            1.586630\n",
+      "61              0.0          50.724815            1.586622\n",
+      "62              0.0          50.724820            1.586615\n",
+      "63              0.0          50.724820            1.586613\n",
+      "64              0.0          50.724827            1.586608\n",
+      "65              0.0          50.724843            1.586603\n",
+      "66              0.0          50.724837            1.586603\n",
+      "67              0.0          50.724828            1.586607\n",
+      "68              0.0          50.724838            1.586622\n",
+      "69              0.0          50.724810            1.586600\n",
+      "70              0.0          50.724780            1.586620\n",
+      "71              0.0          50.724832            1.586600\n",
+      "72              0.0          50.724823            1.586615\n",
+      "73              0.0          50.724830            1.586608\n",
+      "74              0.0          50.724835            1.586610\n",
+      "75              0.0          50.724835            1.586618\n",
+      "76              0.0          50.724843            1.586623\n",
+      "77              0.0          50.724815            1.586610\n",
+      "78              0.0          50.724822            1.586623\n",
+      "79              0.0          50.724832            1.586618\n",
+      "80              0.0          50.724835            1.586623\n",
+      "81              0.0          50.724812            1.586620\n",
+      "82              0.0          50.724825            1.586617\n",
+      "83              0.0          50.724822            1.586623\n",
+      "84              0.0          50.724832            1.586627\n",
+      "85              0.0          50.724832            1.586628\n",
+      "86              0.0          50.724835            1.586623\n",
+      "87              0.0          50.724828            1.586637\n",
+      "88              0.0          50.724832            1.586623\n",
+      "89              0.0          50.724835            1.586627\n",
+      "90              0.0          50.724832            1.586630\n",
+      "91              0.0          50.724828            1.586635\n",
+      "92              0.0          50.724827            1.586623\n",
+      "93              0.0          50.724820            1.586622\n",
+      "94              0.0          50.724823            1.586620\n",
+      "95              0.0          50.724815            1.586613\n",
+      "96              0.0          50.724827            1.586615\n",
+      "97              0.0          50.724820            1.586622\n",
+      "98              0.0          50.724840            1.586613\n",
+      "99              0.0          50.724832            1.586608\n",
+      "100             0.0          50.724817            1.586630\n",
+      "101             0.0          50.724840            1.586607\n",
+      "102             0.0          50.724828            1.586613\n",
+      "103             0.0          50.724842            1.586610\n",
+      "104             0.0          50.724837            1.586623\n",
+      "105             0.0          50.724832            1.586623\n",
+      "106             0.0          50.724827            1.586637\n",
+      "107             0.0          50.724815            1.586647\n",
+      "108             0.0          50.724815            1.586607\n",
+      "109             0.0          50.724812            1.586637\n",
+      "110             0.0          50.724832            1.586603\n",
+      "111             0.0          50.724823            1.586610\n",
+      "112             0.0          50.724832            1.586622\n",
+      "113             0.0          50.724832            1.586598\n",
+      "114             0.0          50.724835            1.586610\n",
+      "115             0.0          50.724832            1.586630\n",
+      "116             0.0          50.724838            1.586630\n",
+      "117             0.0          50.724855            1.586623\n",
+      "118             0.0          50.724850            1.586618\n",
+      "119             0.0          50.724855            1.586595\n",
+      "120             0.0          50.724842            1.586608\n",
+      "121             0.0          50.724843            1.586608\n",
+      "122             0.0          50.724840            1.586610\n",
+      "123             0.0          50.724832            1.586615\n",
+      "124             0.0          50.724840            1.586608\n",
+      "125             0.0          50.724832            1.586600\n",
+      "126             0.0          50.724830            1.586600\n",
+      "127             0.0          50.724843            1.586613\n",
+      "128             0.0          50.724830            1.586617\n",
+      "129             0.0          50.724797            1.586608\n",
+      "130             0.0          50.724808            1.586610\n",
+      "131             0.0          50.724827            1.586613\n",
+      "132             0.0          50.724835            1.586615\n",
+      "133             0.0          50.724842            1.586617\n",
+      "134             0.0          50.724828            1.586620\n",
+      "135             0.0          50.724832            1.586623\n",
+      "136             0.0          50.724837            1.586620\n",
+      "137             0.0          50.724832            1.586623\n",
+      "138             0.0          50.724835            1.586623\n",
+      "139             0.0          50.724842            1.586608\n",
+      "140             0.0          50.724835            1.586610\n",
+      "141             0.0          50.724862            1.586603\n",
+      "142             0.0          50.724813            1.586623\n",
+      "143             0.0          50.724822            1.586603\n",
+      "144             0.0          50.724820            1.586617\n",
+      "145             0.0          50.724847            1.586633\n",
+      "146             0.0          50.724832            1.586615\n",
+      "147             0.0          50.724843            1.586617\n",
+      "148             0.0          50.724843            1.586608\n",
+      "149             0.0          50.724845            1.586595\n",
+      "150             0.0          50.724837            1.586615\n",
+      "151             0.0          50.724855            1.586617\n",
+      "152             0.0          50.724842            1.586623\n",
+      "153             0.0          50.724860            1.586628\n",
+      "154             0.0          50.724798            1.586608\n",
+      "155             0.0          50.724828            1.586615\n",
+      "156             0.0          50.724832            1.586608\n",
+      "157             0.0          50.724838            1.586608\n",
+      "158             0.0          50.724842            1.586602\n",
+      "159             0.0          50.724832            1.586615\n",
+      "160             0.0          50.724835            1.586622\n",
+      "161             0.0          50.724845            1.586618\n",
+      "162             0.0          50.724832            1.586607\n",
+      "163             0.0          50.724832            1.586608\n",
+      "164             0.0          50.724802            1.586618\n",
+      "165             0.0          50.724795            1.586588\n",
+      "166             0.0          50.724647            1.586723\n",
+      "167             0.0          50.724832            1.586580\n",
+      "168             0.0          50.724847            1.586642\n",
+      "169             0.0          50.724827            1.586613\n",
+      "170             0.0          50.724847            1.586610\n",
+      "171             0.0          50.724828            1.586620\n",
+      "172             0.0          50.724827            1.586602\n",
+      "173             0.0          50.724827            1.586627\n",
+      "174             0.0          50.724830            1.586615\n",
+      "175             0.0          50.724825            1.586620\n",
+      "176             0.0          50.724843            1.586628\n",
+      "177             0.0          50.724820            1.586622\n",
+      "178             0.0          50.724825            1.586630\n",
+      "179             0.0          50.724817            1.586617\n",
+      "180             0.0          50.724827            1.586618\n",
+      "181             0.0          50.724847            1.586635\n",
+      "182             0.0          50.724830            1.586623\n",
+      "183             0.0          50.724835            1.586613\n",
+      "184             0.0          50.724828            1.586638\n",
+      "185             0.0          50.724835            1.586617\n",
+      "186             0.0          50.724837            1.586638\n",
+      "187             0.0          50.724808            1.586627\n",
+      "188             0.0          50.724813            1.586618\n",
+      "189             0.0          50.724840            1.586642\n",
+      "190             0.0          50.724822            1.586613\n",
+      "191             0.0          50.724820            1.586598\n",
+      "192             0.0          50.724832            1.586627\n",
+      "193             0.0          50.724828            1.586608\n",
+      "diff 26 29\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          -4.620282           55.461925\n",
+      "1               0.0          -4.620282           55.461925\n",
+      "2               0.0          -4.620282           55.461925\n",
+      "3               0.0          -4.620265           55.461927\n",
+      "4               0.0          -4.620268           55.461908\n",
+      "5               0.0          -4.620273           55.461900\n",
+      "6               0.0          -4.620273           55.461900\n",
+      "7               0.0          -4.620285           55.461895\n",
+      "8               0.0          -4.620252           55.461878\n",
+      "9               0.0          -4.620267           55.461928\n",
+      "10              0.0          -4.620267           55.461928\n",
+      "11              0.0          -4.620278           55.461915\n",
+      "12              0.0          -4.620255           55.461880\n",
+      "13              0.0          -4.620248           55.461930\n",
+      "14              0.0          -4.620248           55.461930\n",
+      "15              0.0          -4.620278           55.461942\n",
+      "16              0.0          -4.620253           55.461888\n",
+      "17              0.0          -4.620232           55.461893\n",
+      "18              0.0          -4.620257           55.461942\n",
+      "19              0.0          -4.620247           55.461920\n",
+      "20              0.0          -4.620247           55.461908\n",
+      "21              0.0          -4.620228           55.461893\n",
+      "22              0.0          -4.620228           55.461893\n",
+      "23              0.0          -4.620253           55.461883\n",
+      "24              0.0          -4.620253           55.461883\n",
+      "25              0.0          -4.620253           55.461883\n",
+      "26              0.0          -4.620253           55.461883\n",
+      "27              0.0          -4.620250           55.461875\n",
+      "28              0.0          -4.620250           55.461875\n",
+      "29              0.0          -4.620250           55.461875\n",
+      "30              0.0          -4.620250           55.461875\n",
+      "31              0.0          -4.620250           55.461875\n",
+      "32              0.0          -4.620250           55.461875\n",
+      "33              1.0          -4.622710           55.462697\n",
+      "34              1.0          -4.622710           55.462697\n",
+      "35              1.0          -4.622710           55.462697\n",
+      "36              1.0          -4.622710           55.462697\n",
+      "37              1.0          -4.622710           55.462697\n",
+      "38              1.0          -4.622710           55.462697\n",
+      "39              1.0          -4.622710           55.462697\n",
+      "40              1.0          -4.622710           55.462697\n",
+      "41              1.0          -4.622710           55.462697\n",
+      "42              1.0          -4.622710           55.462697\n",
+      "43              1.0          -4.622710           55.462697\n",
+      "44              1.0          -4.622710           55.462697\n",
+      "45              0.0          -4.623278           55.461292\n",
+      "46              0.0          -4.623278           55.461292\n",
+      "47              0.0          -4.623278           55.461292\n",
+      "48              0.0          -4.623262           55.461298\n",
+      "49              0.0          -4.623268           55.461285\n",
+      "50              0.0          -4.623268           55.461285\n",
+      "51              0.0          -4.623265           55.461283\n",
+      "52              0.0          -4.623265           55.461283\n",
+      "53              0.0          -4.623265           55.461283\n",
+      "54              0.0          -4.623285           55.461290\n",
+      "55              0.0          -4.623285           55.461290\n",
+      "56              0.0          -4.623285           55.461290\n",
+      "57              0.0          -4.623285           55.461290\n",
+      "58              0.0          -4.623285           55.461290\n",
+      "59              0.0          -4.623285           55.461290\n",
+      "60              0.0          -4.623285           55.461290\n",
+      "61              0.0          -4.623285           55.461290\n",
+      "62              0.0          -4.623285           55.461290\n",
+      "63              0.0          -4.623285           55.461290\n",
+      "64              0.0          -4.623285           55.461290\n",
+      "65              0.0          -4.623285           55.461290\n",
+      "66              0.0          -4.623285           55.461290\n",
+      "67              0.0          -4.623240           55.461300\n",
+      "68              0.0          -4.623240           55.461300\n",
+      "69              0.0          -4.623310           55.461297\n",
+      "70              0.0          -4.623310           55.461297\n",
+      "71              0.0          -4.623310           55.461297\n",
+      "72              0.0          -4.623310           55.461297\n",
+      "73              0.0          -4.623283           55.461318\n",
+      "74              0.0          -4.623283           55.461318\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          57.120740            8.595742\n",
+      "1               0.0          57.120740            8.595742\n",
+      "2               0.0          57.120745            8.595707\n",
+      "3               0.0          57.120737            8.595717\n",
+      "4               0.0          57.120755            8.595698\n",
+      "5               0.0          57.120727            8.595708\n",
+      "6               0.0          57.120725            8.595730\n",
+      "7               0.0          57.120717            8.595745\n",
+      "8               0.0          57.120725            8.595743\n",
+      "9               0.0          57.120750            8.595732\n",
+      "10              0.0          57.120752            8.595713\n",
+      "11              0.0          57.120748            8.595755\n",
+      "12              0.0          57.120747            8.595728\n",
+      "13              0.0          57.120728            8.595728\n",
+      "14              0.0          57.120732            8.595722\n",
+      "15              0.0          57.120738            8.595753\n",
+      "16              0.0          57.120748            8.595722\n",
+      "17              0.0          57.120735            8.595713\n",
+      "18              0.0          57.120740            8.595748\n",
+      "19              0.0          57.120730            8.595728\n",
+      "20              0.0          57.120730            8.595747\n",
+      "21              0.0          57.120735            8.595697\n",
+      "22              0.0          57.120728            8.595713\n",
+      "23              0.0          57.120745            8.595738\n",
+      "24              0.0          57.120750            8.595773\n",
+      "25              0.0          57.120750            8.595723\n",
+      "26              0.0          57.120747            8.595710\n",
+      "27              0.0          57.120737            8.595728\n",
+      "28              0.0          57.120722            8.595743\n",
+      "29              0.0          57.120733            8.595740\n",
+      "30              0.0          57.120745            8.595747\n",
+      "31              0.0          57.120740            8.595723\n",
+      "32              0.0          57.120733            8.595702\n",
+      "33              0.3          57.118535            8.594450\n",
+      "34              0.0          57.118392            8.594743\n",
+      "35              0.0          57.118428            8.594755\n",
+      "36              0.0          57.118380            8.594738\n",
+      "37              0.0          57.118413            8.594712\n",
+      "38              0.0          57.118380            8.594738\n",
+      "39              0.0          57.118410            8.594725\n",
+      "40              0.0          57.118407            8.594732\n",
+      "41              0.0          57.118403            8.594740\n",
+      "42              0.0          57.118387            8.594770\n",
+      "43              0.0          57.118405            8.594732\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               7.4          49.836320           -0.186057\n",
+      "1               7.4          49.836320           -0.186057\n",
+      "2               7.4          49.836320           -0.186057\n",
+      "3               7.4          49.836320           -0.186057\n",
+      "4               7.4          49.836320           -0.186057\n",
+      "5               7.4          49.836320           -0.186057\n",
+      "6               7.4          49.836320           -0.186057\n",
+      "7               7.4          49.836320           -0.186057\n",
+      "8               7.4          49.836320           -0.186057\n",
+      "9               7.4          49.836320           -0.186057\n",
+      "10              7.4          49.836320           -0.186057\n",
+      "11              7.4          49.836320           -0.186057\n",
+      "12              7.4          49.836320           -0.186057\n",
+      "13              7.4          49.836320           -0.186057\n",
+      "14              7.4          49.836320           -0.186057\n",
+      "15              7.4          49.836320           -0.186057\n",
+      "16              0.0          49.835000           -0.186667\n",
+      "17              0.0          49.835000           -0.186667\n",
+      "18              0.0          49.835000           -0.186667\n",
+      "19              0.0          49.835000           -0.186667\n",
+      "20              0.0          49.835000           -0.186667\n",
+      "21              0.0          49.835000           -0.186667\n",
+      "22              0.0          49.835000           -0.186667\n",
+      "23              0.0          49.835000           -0.186667\n",
+      "24              0.0          49.835000           -0.186667\n",
+      "25              0.0          49.835000           -0.186667\n",
+      "26              0.0          49.835000           -0.186667\n",
+      "27              0.0          49.835000           -0.186667\n",
+      "28              0.0          49.835000           -0.186667\n",
+      "29              0.0          49.835000           -0.186667\n",
+      "30              0.0          49.835000           -0.186667\n",
+      "31              0.0          49.835000           -0.186667\n",
+      "32              0.0          50.725790            1.589618\n",
+      "33              0.0          50.725788            1.589625\n",
+      "34              0.0          50.725773            1.589603\n",
+      "35              0.0          50.725790            1.589618\n",
+      "36              0.9          50.725832            1.589558\n",
+      "37              0.0          50.723458            1.582142\n",
+      "38              0.0          50.723453            1.582155\n",
+      "39              0.0          50.723462            1.582167\n",
+      "40              0.0          50.723432            1.582175\n",
+      "41              0.0          50.723458            1.582167\n",
+      "42              0.0          50.723457            1.582170\n",
+      "43              0.0          50.723440            1.582178\n",
+      "44              0.0          50.723443            1.582173\n",
+      "45              0.1          50.723373            1.582247\n",
+      "46              0.0          50.723455            1.582182\n",
+      "47              0.0          50.723425            1.582200\n",
+      "48              0.0          50.723442            1.582163\n",
+      "49              0.0          50.723455            1.582148\n",
+      "50              0.0          50.723457            1.582153\n",
+      "51              0.1          50.723448            1.582190\n",
+      "52              0.0          50.723437            1.582193\n",
+      "53              0.0          50.723452            1.582162\n",
+      "54              0.0          50.723460            1.582157\n",
+      "55              0.0          50.723465            1.582167\n",
+      "56              0.0          50.723445            1.582198\n",
+      "57              0.0          50.723462            1.582202\n",
+      "58              0.0          50.723442            1.582168\n",
+      "59              0.0          50.723448            1.582182\n",
+      "60              0.0          50.723440            1.582183\n",
+      "61              0.0          50.723445            1.582207\n",
+      "62              0.0          50.723445            1.582148\n",
+      "63              0.0          50.723442            1.582195\n",
+      "64              0.0          50.723440            1.582178\n",
+      "65              0.0          50.723470            1.582163\n",
+      "66              0.0          50.723422            1.582178\n",
+      "67              0.0          50.723448            1.582175\n",
+      "68              0.0          50.723448            1.582160\n",
+      "69              0.0          50.723452            1.582168\n",
+      "70              0.0          50.723445            1.582162\n",
+      "71              0.0          50.723423            1.582198\n",
+      "72              0.0          50.723435            1.582203\n",
+      "73              0.0          50.723463            1.582152\n",
+      "74              0.0          50.723462            1.582172\n",
+      "75              0.0          50.723447            1.582193\n",
+      "76              0.0          50.723445            1.582210\n",
+      "77              0.1          50.723445            1.582192\n",
+      "78              0.0          50.723457            1.582167\n",
+      "79              0.0          50.723427            1.582163\n",
+      "80              0.0          50.723450            1.582157\n",
+      "81              0.0          50.723405            1.582193\n",
+      "82              0.0          50.723445            1.582180\n",
+      "83              0.0          50.723450            1.582160\n",
+      "84              0.0          50.723440            1.582183\n",
+      "85              0.0          50.723445            1.582185\n",
+      "86              0.0          50.723453            1.582185\n",
+      "87              0.0          50.723425            1.582180\n",
+      "88              0.0          50.723437            1.582162\n",
+      "89              0.0          50.723445            1.582178\n",
+      "90              0.0          50.723432            1.582168\n",
+      "91              0.1          50.723390            1.582235\n",
+      "92              0.0          50.723428            1.582170\n",
+      "93              0.0          50.723445            1.582173\n",
+      "94              0.1          50.723442            1.582175\n",
+      "95              0.0          50.723445            1.582152\n",
+      "96              0.0          50.723435            1.582192\n",
+      "97              0.0          50.723427            1.582158\n",
+      "98              0.0          50.723443            1.582175\n",
+      "99              0.0          50.723445            1.582167\n",
+      "100             0.0          50.723432            1.582162\n",
+      "101             0.0          50.723430            1.582168\n",
+      "102             0.0          50.723433            1.582168\n",
+      "103             0.0          50.723413            1.582187\n",
+      "104             0.0          50.723455            1.582153\n",
+      "105             0.0          50.723433            1.582163\n",
+      "106             0.0          50.723433            1.582160\n",
+      "107             0.0          50.723445            1.582180\n",
+      "108             0.0          50.723442            1.582158\n",
+      "109             0.0          50.723463            1.582173\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              10.3          49.547598           -0.177695\n",
+      "1              10.3          49.547598           -0.177695\n",
+      "2              10.3          49.547598           -0.177695\n",
+      "3              10.3          49.547598           -0.177695\n",
+      "4              10.3          49.547598           -0.177695\n",
+      "5              10.3          49.547598           -0.177695\n",
+      "6              10.3          49.547598           -0.177695\n",
+      "7              10.3          49.547598           -0.177695\n",
+      "8              10.3          49.547598           -0.177695\n",
+      "9              10.3          49.547598           -0.177695\n",
+      "10             10.3          49.547598           -0.177695\n",
+      "11             10.3          49.547598           -0.177695\n",
+      "12             10.3          49.547598           -0.177695\n",
+      "13             10.3          49.547598           -0.177695\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          -4.616507           55.463262\n",
+      "1               0.0          -4.616507           55.463262\n",
+      "2               0.0          -4.616507           55.463262\n",
+      "3               0.0          -4.616462           55.463292\n",
+      "4               0.0          -4.616488           55.463285\n",
+      "5               0.0          -4.616517           55.463222\n",
+      "6               0.0          -4.616517           55.463222\n",
+      "7               0.0          -4.616532           55.463248\n",
+      "8               0.0          -4.616452           55.463273\n",
+      "9               0.0          -4.616420           55.463335\n",
+      "10              0.0          -4.616420           55.463335\n",
+      "11              0.0          -4.616465           55.463307\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.3          48.995475           -6.057543\n",
+      "1              11.3          48.995475           -6.057543\n",
+      "2              11.5          48.942282           -6.061905\n",
+      "3              11.7          48.894005           -6.067010\n",
+      "4              11.8          48.845315           -6.072602\n",
+      "5              12.2          48.794805           -6.077712\n",
+      "6              12.5          48.744868           -6.069062\n",
+      "7              12.6          48.697647           -6.037222\n",
+      "8              12.7          48.650910           -5.995218\n",
+      "9              12.8          48.621770           -5.970155\n",
+      "10             12.8          48.567788           -5.918227\n",
+      "11             12.4          48.525252           -5.864922\n",
+      "12             12.6          48.493992           -5.822573\n",
+      "13             12.4          48.453655           -5.766865\n",
+      "14             12.3          48.413817           -5.706578\n",
+      "15             12.4          48.359182           -5.679948\n",
+      "16             12.1          48.339840           -5.643987\n",
+      "17             11.9          48.310100           -5.584113\n",
+      "18             12.1          48.274497           -5.512930\n",
+      "19             11.8          48.239497           -5.440453\n",
+      "20             11.2          48.207437           -5.390697\n",
+      "21             11.6          48.172740           -5.338413\n",
+      "22             12.3          48.138393           -5.284778\n",
+      "23             11.9          48.102498           -5.232740\n",
+      "24             10.9          48.068698           -5.184215\n",
+      "25              9.9          48.043595           -5.131788\n",
+      "26              9.4          48.023982           -5.080848\n",
+      "27              9.6          48.005138           -5.030623\n",
+      "28             10.0          47.984720           -4.977370\n",
+      "29             10.1          47.962382           -4.923158\n",
+      "30             10.5          47.943377           -4.864125\n",
+      "31             10.6          47.921150           -4.808020\n",
+      "32             11.0          47.898972           -4.750405\n",
+      "33             11.1          47.875772           -4.691922\n",
+      "34             11.5          47.851262           -4.631930\n",
+      "35             11.7          47.827032           -4.570195\n",
+      "36             11.9          47.810115           -4.524367\n",
+      "37             11.8          47.782118           -4.440620\n",
+      "38             11.7          47.763702           -4.384032\n",
+      "39             11.9          47.744293           -4.320415\n",
+      "40             12.2          47.742022           -4.281430\n",
+      "41             12.7          47.740865           -4.162102\n",
+      "42             12.7          47.740865           -4.162102\n",
+      "43             12.7          47.740865           -4.162102\n",
+      "44             12.7          47.740865           -4.162102\n",
+      "45             12.2          47.740703           -3.848350\n",
+      "46             11.8          47.727603           -3.774205\n",
+      "47             12.0          47.715483           -3.704055\n",
+      "48             12.0          47.703017           -3.632307\n",
+      "49             11.8          47.689820           -3.558128\n",
+      "50             11.5          47.681633           -3.490543\n",
+      "51             11.5          47.680510           -3.419090\n",
+      "52             10.5          47.708808           -3.366808\n",
+      "53              1.7          47.728475           -3.360665\n",
+      "54              0.0          47.728953           -3.360343\n",
+      "55              0.0          47.728962           -3.360363\n",
+      "56              0.0          47.728950           -3.360348\n",
+      "57              0.0          47.728952           -3.360352\n",
+      "58              0.0          47.728963           -3.360358\n",
+      "59              0.0          47.728965           -3.360342\n",
+      "60              0.0          47.728960           -3.360357\n",
+      "61              0.0          47.728947           -3.360355\n",
+      "62              0.0          47.728957           -3.360348\n",
+      "63              0.0          47.728968           -3.360332\n",
+      "64              0.0          47.728955           -3.360345\n",
+      "65              0.0          47.728963           -3.360347\n",
+      "66              0.0          47.728967           -3.360357\n",
+      "67              0.0          47.728962           -3.360372\n",
+      "68              0.0          47.728957           -3.360353\n",
+      "69              0.0          47.728967           -3.360357\n",
+      "70              0.0          47.728958           -3.360355\n",
+      "71              0.0          47.728953           -3.360365\n",
+      "72              0.0          47.728958           -3.360362\n",
+      "73              0.0          47.728977           -3.360343\n",
+      "74              0.0          47.728955           -3.360352\n",
+      "75              0.0          47.728958           -3.360342\n",
+      "76              0.0          47.728962           -3.360352\n",
+      "77              0.0          47.728963           -3.360342\n",
+      "78              0.0          47.728960           -3.360350\n",
+      "79              0.0          47.728957           -3.360350\n",
+      "80              0.0          47.728958           -3.360347\n",
+      "81              0.0          47.728955           -3.360340\n",
+      "82              0.0          47.728962           -3.360348\n",
+      "83              0.0          47.728975           -3.360337\n",
+      "84              0.0          47.728973           -3.360348\n",
+      "85              0.0          47.728953           -3.360345\n",
+      "86              0.0          47.728958           -3.360348\n",
+      "87              0.0          47.728957           -3.360352\n",
+      "88              0.1          47.728958           -3.360347\n",
+      "89              0.0          47.728955           -3.360348\n",
+      "90              0.0          47.728955           -3.360352\n",
+      "91              0.0          47.728955           -3.360347\n",
+      "92              0.0          47.728953           -3.360340\n",
+      "93              0.0          47.728960           -3.360335\n",
+      "94              0.0          47.728965           -3.360350\n",
+      "95              0.0          47.728957           -3.360350\n",
+      "96              0.0          47.728955           -3.360353\n",
+      "97              0.0          47.728955           -3.360353\n",
+      "98              0.0          47.728945           -3.360365\n",
+      "99              0.0          47.728957           -3.360357\n",
+      "100             0.0          47.728958           -3.360347\n",
+      "101             0.0          47.728962           -3.360348\n",
+      "102             0.0          47.728953           -3.360348\n",
+      "103             0.0          47.728957           -3.360357\n",
+      "104             0.0          47.728953           -3.360345\n",
+      "105             0.0          47.728955           -3.360350\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          43.681505           -7.597408\n",
+      "1               0.0          43.681505           -7.597408\n",
+      "2               0.0          43.681505           -7.597408\n",
+      "3               0.0          43.681505           -7.597408\n",
+      "4               0.0          43.681505           -7.597408\n",
+      "5               0.0          43.681505           -7.597408\n",
+      "6               0.0          43.681505           -7.597408\n",
+      "7               0.0          43.681505           -7.597408\n",
+      "8               0.0          43.681505           -7.597408\n",
+      "9               0.0          43.681505           -7.597408\n",
+      "10              0.0          43.681505           -7.597408\n",
+      "11              0.0          43.681505           -7.597408\n",
+      "12              0.0          43.681505           -7.597408\n",
+      "13              0.0          43.681505           -7.597408\n",
+      "14              0.0          43.681505           -7.597408\n",
+      "15              0.0          43.681505           -7.597408\n",
+      "16              0.0          43.681505           -7.597408\n",
+      "17              0.0          43.681505           -7.597408\n",
+      "18              0.0          43.681505           -7.597408\n",
+      "19              0.0          43.681505           -7.597408\n",
+      "20              0.0          43.681505           -7.597408\n",
+      "21              0.0          43.681505           -7.597408\n",
+      "22              0.0          43.681505           -7.597408\n",
+      "23              0.0          43.681505           -7.597408\n",
+      "24              0.0          43.681505           -7.597408\n",
+      "25              0.0          43.681505           -7.597408\n",
+      "26              0.0          43.681505           -7.597408\n",
+      "27              0.0          43.681505           -7.597408\n",
+      "28              0.0          43.681505           -7.597408\n",
+      "29              0.0          43.681505           -7.597408\n",
+      "30              0.0          43.681505           -7.597408\n",
+      "31              0.0          43.681505           -7.597408\n",
+      "32              0.0          43.681505           -7.597408\n",
+      "33              0.0          43.681505           -7.597408\n",
+      "34              0.0          43.681505           -7.597408\n",
+      "35              0.0          43.681505           -7.597408\n",
+      "36              0.0          43.681505           -7.597408\n",
+      "37              0.0          43.681505           -7.597408\n",
+      "38              0.0          43.681505           -7.597408\n",
+      "39              0.0          43.681505           -7.597408\n",
+      "40              0.0          43.681505           -7.597408\n",
+      "41              0.0          43.681505           -7.597408\n",
+      "42              0.0          43.681505           -7.597408\n",
+      "43              0.0          43.681505           -7.597408\n",
+      "44              0.0          43.681505           -7.597408\n",
+      "45              0.0          43.681505           -7.597408\n",
+      "46              0.0          43.681505           -7.597408\n",
+      "47              0.0          43.681505           -7.597408\n",
+      "48             11.9          43.803068           -7.725918\n",
+      "49             11.7          43.800448           -7.771817\n",
+      "50             11.5          43.796975           -7.837343\n",
+      "51             11.2          43.793785           -7.878140\n",
+      "52             10.9          43.773518           -7.939185\n",
+      "53             11.0          43.735833           -8.021627\n",
+      "54              9.7          43.715542           -8.067063\n",
+      "55              9.6          43.683712           -8.083978\n",
+      "56              1.9          43.655508           -8.069338\n",
+      "57              0.0          43.656045           -8.070085\n",
+      "58              0.0          43.656037           -8.070080\n",
+      "59              0.0          43.656032           -8.070087\n",
+      "60              0.0          43.656035           -8.070065\n",
+      "61              0.0          43.656028           -8.070090\n",
+      "62              0.0          43.656033           -8.070097\n",
+      "63              0.0          43.656040           -8.070083\n",
+      "64              0.0          43.656040           -8.070083\n",
+      "65              0.0          43.656040           -8.070083\n",
+      "66              0.0          43.656040           -8.070083\n",
+      "67              0.0          43.656040           -8.070083\n",
+      "68              0.0          43.656040           -8.070083\n",
+      "69              0.0          43.656040           -8.070083\n",
+      "70              0.0          43.656040           -8.070083\n",
+      "71              0.0          43.656040           -8.070083\n",
+      "72              0.0          43.656040           -8.070083\n",
+      "73              0.0          43.656040           -8.070083\n",
+      "74              0.0          43.656040           -8.070083\n",
+      "75              0.0          43.656040           -8.070083\n",
+      "76              0.0          43.656040           -8.070083\n",
+      "77              0.0          43.656040           -8.070083\n",
+      "78              0.0          43.656040           -8.070083\n",
+      "79              0.0          43.656040           -8.070083\n",
+      "80              0.0          43.656040           -8.070083\n",
+      "81              0.0          43.656040           -8.070083\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              10.8          50.241367           -9.290057\n",
+      "1              10.8          50.241367           -9.290057\n",
+      "2              10.8          50.241367           -9.290057\n",
+      "3              10.8          50.241367           -9.290057\n",
+      "4              10.8          50.241367           -9.290057\n",
+      "5              10.8          50.241367           -9.290057\n",
+      "6              10.8          50.241367           -9.290057\n",
+      "7              10.8          50.241367           -9.290057\n",
+      "8              10.8          50.241367           -9.290057\n",
+      "9              10.8          50.241367           -9.290057\n",
+      "10             10.8          50.241367           -9.290057\n",
+      "11             10.8          50.241367           -9.290057\n",
+      "12             10.8          50.241367           -9.290057\n",
+      "13             10.8          50.241367           -9.290057\n",
+      "14             10.8          50.241367           -9.290057\n",
+      "15             10.8          50.241367           -9.290057\n",
+      "16             10.8          50.241367           -9.290057\n",
+      "17             10.8          50.241367           -9.290057\n",
+      "18             10.8          50.241367           -9.290057\n",
+      "19             10.8          50.241367           -9.290057\n",
+      "20             10.8          50.241367           -9.290057\n",
+      "21             10.8          50.241367           -9.290057\n",
+      "22             10.8          50.241367           -9.290057\n",
+      "23             10.8          50.241367           -9.290057\n",
+      "24             10.8          50.241367           -9.290057\n",
+      "25             10.8          50.241367           -9.290057\n",
+      "26             10.8          50.241367           -9.290057\n",
+      "27             10.8          50.241367           -9.290057\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          49.345000           -0.751667\n",
+      "1               0.0          49.345000           -0.751667\n",
+      "2               0.0          49.345000           -0.751667\n",
+      "3               0.0          49.345000           -0.751667\n",
+      "4               0.0          49.345000           -0.751667\n",
+      "5               0.0          49.345000           -0.751667\n",
+      "6               0.0          49.345000           -0.751667\n",
+      "7               0.0          49.345000           -0.751667\n",
+      "8               0.0          49.345000           -0.751667\n",
+      "9               0.0          49.345000           -0.751667\n",
+      "10              0.0          49.345000           -0.751667\n",
+      "11              0.0          49.345000           -0.751667\n",
+      "12              0.0          49.345000           -0.751667\n",
+      "13              0.0          49.345000           -0.751667\n",
+      "14              0.0          49.345000           -0.751667\n",
+      "15              0.0          49.345000           -0.751667\n",
+      "16              0.0          49.345000           -0.753333\n",
+      "17              0.0          49.345000           -0.753333\n",
+      "18              0.0          49.345000           -0.753333\n",
+      "19              0.0          49.345000           -0.753333\n",
+      "20              0.0          49.345000           -0.753333\n",
+      "21              0.0          49.345000           -0.753333\n",
+      "22              0.0          49.345000           -0.753333\n",
+      "23              0.0          49.345000           -0.753333\n",
+      "24              0.0          49.345000           -0.753333\n",
+      "25              0.0          49.345000           -0.753333\n",
+      "26              0.0          49.345000           -0.753333\n",
+      "27              0.0          49.345000           -0.753333\n",
+      "28              0.0          49.345000           -0.753333\n",
+      "29              0.0          49.345000           -0.753333\n",
+      "30              0.0          49.345000           -0.753333\n",
+      "31              0.0          49.345000           -0.753333\n",
+      "32              0.0          49.345000           -0.753333\n",
+      "33              0.0          49.345000           -0.753333\n",
+      "34              0.0          49.345000           -0.753333\n",
+      "35              0.0          49.345000           -0.753333\n",
+      "36              0.0          49.345000           -0.753333\n",
+      "37              0.0          49.345000           -0.753333\n",
+      "38              0.0          49.345000           -0.753333\n",
+      "39              0.0          49.345000           -0.753333\n",
+      "40              0.0          49.345000           -0.753333\n",
+      "41              0.0          49.345000           -0.753333\n",
+      "42              0.0          49.345000           -0.753333\n",
+      "43              0.0          49.345000           -0.753333\n",
+      "44              0.0          49.345000           -0.753333\n",
+      "45              0.0          49.345000           -0.753333\n",
+      "46              0.0          49.345000           -0.753333\n",
+      "47              0.0          49.345000           -0.753333\n",
+      "48              0.0          49.345000           -0.753333\n",
+      "49              0.0          49.345000           -0.753333\n",
+      "50              0.0          49.345000           -0.753333\n",
+      "51              0.0          49.345000           -0.753333\n",
+      "52              0.0          49.345000           -0.753333\n",
+      "53              0.0          49.345000           -0.753333\n",
+      "54              0.0          49.345000           -0.753333\n",
+      "55              0.0          49.345000           -0.753333\n",
+      "56              0.0          49.345000           -0.753333\n",
+      "57              0.0          49.345000           -0.753333\n",
+      "58              0.0          49.345000           -0.753333\n",
+      "59              0.0          49.345000           -0.753333\n",
+      "60              0.0          49.345000           -0.753333\n",
+      "61              0.0          49.345000           -0.753333\n",
+      "62              0.0          49.345000           -0.753333\n",
+      "63              1.9          49.366413           -0.774170\n",
+      "64              1.9          49.366413           -0.774170\n",
+      "65              1.9          49.366413           -0.774170\n",
+      "66              1.9          49.366413           -0.774170\n",
+      "67              1.9          49.366413           -0.774170\n",
+      "68              1.9          49.366413           -0.774170\n",
+      "69              1.9          49.366413           -0.774170\n",
+      "70              1.9          49.366413           -0.774170\n",
+      "71              1.9          49.366413           -0.774170\n",
+      "72              1.9          49.366413           -0.774170\n",
+      "73              1.9          49.366413           -0.774170\n",
+      "74              1.9          49.366413           -0.774170\n",
+      "75              1.9          49.366413           -0.774170\n",
+      "76              1.9          49.366413           -0.774170\n",
+      "77              1.9          49.366413           -0.774170\n",
+      "78              1.9          49.366413           -0.774170\n",
+      "79              1.9          49.366413           -0.774170\n",
+      "80              1.9          49.366413           -0.774170\n",
+      "81              1.9          49.366413           -0.774170\n",
+      "82              1.9          49.366413           -0.774170\n",
+      "83              1.9          49.366413           -0.774170\n",
+      "84              1.9          49.366413           -0.774170\n",
+      "85              1.9          49.366413           -0.774170\n",
+      "86              1.9          49.366413           -0.774170\n",
+      "87              1.9          49.366413           -0.774170\n",
+      "88              1.9          49.366413           -0.774170\n",
+      "89              1.9          49.366413           -0.774170\n",
+      "90              1.9          49.366413           -0.774170\n",
+      "91              1.9          49.366413           -0.774170\n",
+      "92              1.9          49.366413           -0.774170\n",
+      "93              1.9          49.366413           -0.774170\n",
+      "94              1.9          49.366413           -0.774170\n",
+      "95              1.9          49.366413           -0.774170\n",
+      "96              1.9          49.366413           -0.774170\n",
+      "97              1.9          49.366413           -0.774170\n",
+      "98              1.9          49.366413           -0.774170\n",
+      "99              1.9          49.366413           -0.774170\n",
+      "100             1.9          49.366413           -0.774170\n",
+      "101             1.9          49.366413           -0.774170\n",
+      "102             1.9          49.366413           -0.774170\n",
+      "103             1.9          49.366413           -0.774170\n",
+      "104             1.9          49.366413           -0.774170\n",
+      "105             1.9          49.366413           -0.774170\n",
+      "106             1.9          49.366413           -0.774170\n",
+      "107             1.9          49.366413           -0.774170\n",
+      "108             1.9          49.366413           -0.774170\n",
+      "109             1.9          49.366413           -0.774170\n",
+      "110             1.9          49.366413           -0.774170\n",
+      "111             1.9          49.366413           -0.774170\n",
+      "112             1.9          49.366413           -0.774170\n",
+      "113             1.9          49.366413           -0.774170\n",
+      "114             1.9          49.366413           -0.774170\n",
+      "115             1.9          49.366413           -0.774170\n",
+      "116             1.9          49.366413           -0.774170\n",
+      "117             1.9          49.366413           -0.774170\n",
+      "118             1.9          49.366413           -0.774170\n",
+      "119             1.9          49.366413           -0.774170\n",
+      "120             1.9          49.366413           -0.774170\n",
+      "121             1.9          49.366413           -0.774170\n",
+      "122             1.9          49.366413           -0.774170\n",
+      "123             1.9          49.366413           -0.774170\n",
+      "124             1.9          49.366413           -0.774170\n",
+      "125             1.9          49.366413           -0.774170\n",
+      "126             1.9          49.366413           -0.774170\n",
+      "127             1.9          49.366413           -0.774170\n",
+      "128             1.9          49.366413           -0.774170\n",
+      "129             1.9          49.366413           -0.774170\n",
+      "130             1.9          49.366413           -0.774170\n",
+      "131             1.9          49.366413           -0.774170\n",
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+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              13.9          56.906442           -7.239788\n",
+      "1              13.9          56.906442           -7.239788\n",
+      "2              13.9          56.906442           -7.239788\n",
+      "3              13.9          56.906442           -7.239788\n",
+      "4              13.2          57.290118           -6.962900\n",
+      "5              13.3          57.343327           -6.920770\n",
+      "6              13.3          57.343327           -6.920770\n",
+      "7              13.3          57.343327           -6.920770\n",
+      "8              13.7          57.544182           -6.747310\n",
+      "9              13.8          57.548722           -6.742823\n",
+      "10             13.8          57.548722           -6.742823\n",
+      "11             13.9          57.641975           -6.623398\n",
+      "12             13.1          57.671902           -6.530772\n",
+      "13             13.3          57.699268           -6.442723\n",
+      "14             13.5          57.706633           -6.418562\n",
+      "15             13.0          57.758818           -6.257047\n",
+      "16             12.8          57.812040           -6.155625\n",
+      "17             12.9          57.839323           -6.115732\n",
+      "18             12.9          57.839323           -6.115732\n",
+      "19             13.0          57.885353           -6.056792\n",
+      "20             13.0          57.885353           -6.056792\n",
+      "21             13.0          57.885353           -6.056792\n",
+      "22             12.7          58.065855           -5.824507\n",
+      "23             12.7          58.065855           -5.824507\n",
+      "24             12.8          58.111868           -5.769618\n",
+      "25             12.6          58.207788           -5.663545\n",
+      "26             12.6          58.207788           -5.663545\n",
+      "27             12.7          58.254615           -5.606515\n",
+      "28             12.4          58.325645           -5.519648\n",
+      "29             12.7          58.371462           -5.462050\n",
+      "30             12.7          58.371462           -5.462050\n",
+      "31             12.6          58.416067           -5.408342\n",
+      "32             12.2          58.459920           -5.354525\n",
+      "33             11.4          58.561773           -5.217188\n",
+      "34             11.4          58.561773           -5.217188\n",
+      "35             11.4          58.561773           -5.217188\n",
+      "36             11.4          58.561773           -5.217188\n",
+      "37             11.4          58.561773           -5.217188\n",
+      "38             11.4          58.561773           -5.217188\n",
+      "39             12.2          58.703048           -4.856183\n",
+      "40             12.2          58.703048           -4.856183\n",
+      "41             12.2          58.703048           -4.856183\n",
+      "42             11.1          58.708492           -4.662325\n",
+      "43             12.3          58.711470           -4.498307\n",
+      "44             12.3          58.711470           -4.498307\n",
+      "45             12.0          58.716512           -4.214905\n",
+      "46             12.7          58.717825           -4.101020\n",
+      "47             12.9          58.720257           -4.032858\n",
+      "48             12.2          58.725035           -3.903700\n",
+      "49             12.5          58.727752           -3.804313\n",
+      "50             12.9          58.728305           -3.704083\n",
+      "51             13.1          58.727532           -3.602152\n",
+      "52             12.0          58.726567           -3.501500\n",
+      "53             11.5          58.724350           -3.408028\n",
+      "54             12.1          58.722772           -3.318387\n",
+      "55             14.2          58.722898           -3.212813\n",
+      "56             19.0          58.716275           -3.085265\n",
+      "57             17.2          58.665840           -2.967605\n",
+      "58             16.1          58.630645           -2.904695\n",
+      "59             14.6          58.603650           -2.859413\n",
+      "60             14.5          58.569032           -2.800578\n",
+      "61             13.9          58.514693           -2.703450\n",
+      "62             13.4          58.477773           -2.620640\n",
+      "63             13.3          58.478153           -2.530393\n",
+      "64             13.2          58.478232           -2.518530\n",
+      "65             13.0          58.479548           -2.391460\n",
+      "66              6.5          58.457047           -2.245812\n",
+      "67              5.6          58.429587           -2.249457\n",
+      "68              5.6          58.429587           -2.249457\n",
+      "69              5.2          58.408558           -2.250490\n",
+      "70              4.2          58.389633           -2.249268\n",
+      "71              4.1          58.367183           -2.257490\n",
+      "72             12.1          58.318313           -2.229822\n",
+      "73             11.9          58.271265           -2.195807\n",
+      "74             12.1          58.229325           -2.162127\n",
+      "75             12.0          58.224805           -2.158432\n",
+      "76             11.9          58.164802           -2.111183\n",
+      "77             11.8          58.117847           -2.077580\n",
+      "78             11.9          58.026178           -2.014597\n",
+      "79             11.9          58.026178           -2.014597\n",
+      "80             11.7          57.946822           -1.931272\n",
+      "81             11.6          57.940717           -1.924815\n",
+      "82             11.7          57.848278           -1.825295\n",
+      "83             12.6          57.805837           -1.774887\n",
+      "84             12.0          57.760600           -1.726967\n",
+      "85             11.8          57.718478           -1.683942\n",
+      "86             11.7          57.680385           -1.649850\n",
+      "87             11.4          57.630447           -1.609293\n",
+      "88             11.5          57.586528           -1.574443\n",
+      "89             11.4          57.542220           -1.536072\n",
+      "90             11.1          57.501047           -1.499792\n",
+      "91             10.9          57.471995           -1.473823\n",
+      "92             10.5          57.434765           -1.439978\n",
+      "93             10.5          57.418320           -1.424375\n",
+      "94             11.2          57.380047           -1.392467\n",
+      "95             11.1          57.324552           -1.346725\n",
+      "96             10.9          57.293962           -1.317672\n",
+      "97             10.9          57.293962           -1.317672\n",
+      "98             10.8          57.210292           -1.232588\n",
+      "99             10.5          57.168045           -1.201998\n",
+      "100            10.5          57.168045           -1.201998\n",
+      "101            10.8          57.110113           -1.145095\n",
+      "102            10.8          57.110113           -1.145095\n",
+      "103            10.9          57.022150           -1.045665\n",
+      "104            10.9          57.022150           -1.045665\n",
+      "105            10.9          56.965590           -0.980970\n",
+      "106            10.8          56.886053           -0.903627\n",
+      "107            10.8          56.886053           -0.903627\n",
+      "108            10.8          56.831305           -0.857435\n",
+      "109            10.9          56.789830           -0.825677\n",
+      "110            11.0          56.705133           -0.759905\n",
+      "111            11.0          56.705133           -0.759905\n",
+      "112            11.0          56.705133           -0.759905\n",
+      "113            11.0          56.705133           -0.759905\n",
+      "114            11.0          56.705133           -0.759905\n",
+      "115            11.1          56.548808           -0.641285\n",
+      "116            11.2          56.497443           -0.604120\n",
+      "117            11.2          56.497443           -0.604120\n",
+      "118            11.5          56.409100           -0.535973\n",
+      "119            11.6          56.364683           -0.498587\n",
+      "120            11.7          56.320652           -0.463082\n",
+      "121            11.7          56.320652           -0.463082\n",
+      "122            11.8          56.230152           -0.391208\n",
+      "123            12.0          56.184605           -0.355878\n",
+      "124            12.2          56.091392           -0.286392\n",
+      "125            12.2          56.091392           -0.286392\n",
+      "126            12.2          56.044343           -0.252258\n",
+      "127            12.2          55.997250           -0.218302\n",
+      "128            12.3          55.901947           -0.149832\n",
+      "129            12.3          55.901947           -0.149832\n",
+      "130            12.4          55.854297           -0.116170\n",
+      "131            12.3          55.805912           -0.082213\n",
+      "132            12.3          55.805912           -0.082213\n",
+      "133            12.4          55.709313           -0.013330\n",
+      "134            12.1          55.662640            0.020673\n",
+      "135            12.2          55.615645            0.054930\n",
+      "136            12.2          55.615645            0.054930\n",
+      "137            12.1          55.522872            0.123618\n",
+      "138            12.1          55.476658            0.160657\n",
+      "139            12.1          55.431225            0.199237\n",
+      "140            12.1          55.431225            0.199237\n",
+      "141            12.1          55.340767            0.276173\n",
+      "142            12.1          55.294395            0.315293\n",
+      "143            12.1          55.248457            0.354408\n",
+      "144            12.1          55.248457            0.354408\n",
+      "145            11.1          55.158568            0.433290\n",
+      "146            11.1          55.117133            0.470177\n",
+      "147            11.1          55.075845            0.507372\n",
+      "148            11.1          55.075845            0.507372\n",
+      "149             6.3          55.009140            0.569707\n",
+      "150             5.1          54.990477            0.590820\n",
+      "151             5.1          54.990477            0.590820\n",
+      "152            10.3          54.954452            0.620415\n",
+      "153            10.5          54.873177            0.675405\n",
+      "154            10.7          54.833435            0.708400\n",
+      "155            10.7          54.833435            0.708400\n",
+      "156            10.3          54.754383            0.773208\n",
+      "157            10.2          54.716158            0.805575\n",
+      "158            12.6          54.675290            0.839447\n",
+      "159            12.6          54.613667            0.888758\n",
+      "160            12.7          54.579052            0.915915\n",
+      "161            12.6          54.531057            0.953118\n",
+      "162            13.6          54.461807            1.007367\n",
+      "163            13.5          54.425840            1.035342\n",
+      "164            13.4          54.350183            1.094562\n",
+      "165            13.3          54.326098            1.113655\n",
+      "166            13.4          54.232000            1.187387\n",
+      "167            13.4          54.180982            1.226073\n",
+      "168            13.3          54.129495            1.262753\n",
+      "169            13.2          54.079455            1.297192\n",
+      "170            13.0          54.028423            1.328810\n",
+      "171            12.8          53.976172            1.348380\n",
+      "172            12.6          53.924310            1.367283\n",
+      "173            12.6          53.889430            1.379698\n",
+      "174            12.3          53.821833            1.403338\n",
+      "175            12.3          53.779310            1.448543\n",
+      "176            12.3          53.738630            1.500882\n",
+      "177            12.4          53.695942            1.549833\n",
+      "178            12.2          53.659932            1.592183\n",
+      "179            12.3          53.622070            1.635860\n",
+      "180            12.3          53.622070            1.635860\n",
+      "181            12.3          53.622070            1.635860\n",
+      "182            12.3          53.622070            1.635860\n",
+      "183            12.3          53.622070            1.635860\n",
+      "184            12.2          53.427125            1.850308\n",
+      "185            12.3          53.389677            1.908507\n",
+      "186            12.3          53.389677            1.908507\n",
+      "187            12.4          53.353723            1.969768\n",
+      "188            12.4          53.282960            2.097522\n",
+      "189            12.5          53.247445            2.160358\n",
+      "190            12.6          53.205827            2.232700\n",
+      "191            12.7          53.151448            2.323507\n",
+      "192            13.0          53.113488            2.388797\n",
+      "193            13.0          53.088313            2.432137\n",
+      "diff 65 72\n",
+      "diff 148 152\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0           5.289293           -4.016368\n",
+      "1               0.0           5.289293           -4.016368\n",
+      "2               0.0           5.289305           -4.016388\n",
+      "3               0.0           5.289315           -4.016383\n",
+      "4               0.0           5.289317           -4.016388\n",
+      "5               0.0           5.289318           -4.016378\n",
+      "6               0.0           5.289343           -4.016353\n",
+      "7               0.0           5.289335           -4.016352\n",
+      "8               0.0           5.289342           -4.016345\n",
+      "9               0.0           5.289368           -4.016345\n",
+      "10              0.0           5.289363           -4.016407\n",
+      "11              0.0           5.289325           -4.016415\n",
+      "12              0.0           5.289320           -4.016392\n",
+      "13              0.0           5.289315           -4.016405\n",
+      "14              0.0           5.289328           -4.016422\n",
+      "15              0.0           5.289335           -4.016380\n",
+      "16              0.0           5.289307           -4.016407\n",
+      "17              0.0           5.289273           -4.016387\n",
+      "18              0.0           5.289277           -4.016390\n",
+      "19              0.0           5.289278           -4.016373\n",
+      "20              0.0           5.289272           -4.016370\n",
+      "21              0.0           5.289283           -4.016380\n",
+      "22              0.0           5.289275           -4.016378\n",
+      "23              0.0           5.289272           -4.016382\n",
+      "24              0.0           5.289272           -4.016387\n",
+      "25              0.0           5.289285           -4.016370\n",
+      "26              0.0           5.289258           -4.016385\n",
+      "27              0.0           5.289272           -4.016390\n",
+      "28              0.0           5.289258           -4.016382\n",
+      "29              0.0           5.289282           -4.016383\n",
+      "30              0.0           5.289260           -4.016390\n",
+      "31              0.0           5.289267           -4.016385\n",
+      "32              0.0           5.289282           -4.016387\n",
+      "33              0.0           5.289277           -4.016375\n",
+      "34              0.0           5.289283           -4.016377\n",
+      "35              0.0           5.289280           -4.016383\n",
+      "36              0.0           5.289265           -4.016387\n",
+      "37              0.0           5.289282           -4.016390\n",
+      "38              0.0           5.289275           -4.016385\n",
+      "39              0.0           5.289275           -4.016373\n",
+      "40              0.0           5.289268           -4.016388\n",
+      "41              0.0           5.289280           -4.016380\n",
+      "42              0.0           5.289285           -4.016387\n",
+      "43              0.0           5.289263           -4.016398\n",
+      "44              0.0           5.289257           -4.016365\n",
+      "45              0.0           5.289265           -4.016387\n",
+      "46              0.0           5.289267           -4.016392\n",
+      "47              0.0           5.289272           -4.016407\n",
+      "48              0.0           5.289275           -4.016390\n",
+      "49              0.0           5.289275           -4.016383\n",
+      "50              0.0           5.289263           -4.016402\n",
+      "51              0.0           5.289275           -4.016387\n",
+      "52              0.0           5.289283           -4.016363\n",
+      "53              0.0           5.289270           -4.016393\n",
+      "54              0.0           5.289247           -4.016382\n",
+      "55              0.0           5.289272           -4.016392\n",
+      "56              0.0           5.289272           -4.016378\n",
+      "57              0.0           5.289287           -4.016380\n",
+      "58              0.0           5.289290           -4.016402\n",
+      "59              0.0           5.289272           -4.016392\n",
+      "60              0.0           5.289272           -4.016397\n",
+      "61              0.0           5.289260           -4.016383\n",
+      "62              0.0           5.289265           -4.016367\n",
+      "63              0.0           5.289273           -4.016400\n",
+      "64              0.0           5.289262           -4.016388\n",
+      "65              0.0           5.289262           -4.016393\n",
+      "66              0.1           5.289268           -4.016397\n",
+      "67              0.0           5.289287           -4.016397\n",
+      "68              0.0           5.289303           -4.016395\n",
+      "69              0.0           5.289308           -4.016370\n",
+      "70              0.0           5.289312           -4.016362\n",
+      "71              0.0           5.289310           -4.016383\n",
+      "72              0.0           5.289298           -4.016380\n",
+      "73              0.0           5.289303           -4.016388\n",
+      "74              0.0           5.289327           -4.016385\n",
+      "75              0.0           5.289288           -4.016365\n",
+      "76              0.0           5.289318           -4.016397\n",
+      "77              0.0           5.289303           -4.016387\n",
+      "78              0.0           5.289305           -4.016372\n",
+      "79              0.0           5.289305           -4.016362\n",
+      "80              0.0           5.289312           -4.016383\n",
+      "81              0.0           5.289302           -4.016373\n",
+      "82              0.0           5.289300           -4.016367\n",
+      "83              0.0           5.289308           -4.016397\n",
+      "84              0.0           5.289302           -4.016397\n",
+      "85              0.0           5.289323           -4.016370\n",
+      "86              0.0           5.289310           -4.016378\n",
+      "87              0.0           5.289287           -4.016380\n",
+      "88              0.0           5.289297           -4.016382\n",
+      "89              0.0           5.289285           -4.016360\n",
+      "90              0.0           5.289312           -4.016370\n",
+      "91              0.0           5.289293           -4.016387\n",
+      "92              0.0           5.289285           -4.016377\n",
+      "93              0.0           5.289295           -4.016393\n",
+      "94              0.0           5.289287           -4.016383\n",
+      "95              0.0           5.289307           -4.016375\n",
+      "96              0.0           5.289307           -4.016357\n",
+      "97              0.0           5.289302           -4.016357\n",
+      "98              0.0           5.289322           -4.016353\n",
+      "99              0.0           5.289333           -4.016352\n",
+      "100             0.0           5.289332           -4.016377\n",
+      "101             0.0           5.289350           -4.016365\n",
+      "102             0.0           5.289348           -4.016362\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              10.0          51.190952          -11.402298\n",
+      "1              10.0          51.190952          -11.402298\n",
+      "2              10.0          51.190952          -11.402298\n",
+      "3              10.0          51.190952          -11.402298\n",
+      "4              10.0          51.190952          -11.402298\n",
+      "5              10.0          51.190952          -11.402298\n",
+      "6              10.0          51.190952          -11.402298\n",
+      "7              10.0          51.190952          -11.402298\n",
+      "8              10.0          51.190952          -11.402298\n",
+      "9              10.0          51.190952          -11.402298\n",
+      "10             10.0          51.190952          -11.402298\n",
+      "11             10.0          51.190952          -11.402298\n",
+      "12             10.0          51.190952          -11.402298\n",
+      "13             10.0          51.190952          -11.402298\n",
+      "14             10.0          51.190952          -11.402298\n",
+      "15             10.0          51.190952          -11.402298\n",
+      "16             10.0          51.190952          -11.402298\n",
+      "17             10.0          51.190952          -11.402298\n",
+      "18             10.0          51.190952          -11.402298\n",
+      "19             10.0          51.190952          -11.402298\n",
+      "20             10.0          51.190952          -11.402298\n",
+      "21             10.0          51.190952          -11.402298\n",
+      "22             10.0          51.190952          -11.402298\n",
+      "23             10.0          51.190952          -11.402298\n",
+      "24             10.0          51.190952          -11.402298\n",
+      "25             10.0          51.190952          -11.402298\n",
+      "26             10.0          51.190952          -11.402298\n",
+      "27             10.0          51.190952          -11.402298\n",
+      "28             10.0          51.190952          -11.402298\n",
+      "29             10.0          51.190952          -11.402298\n",
+      "30             10.0          51.190952          -11.402298\n",
+      "31             10.0          51.190952          -11.402298\n",
+      "32             10.0          51.190952          -11.402298\n",
+      "33             10.0          51.190952          -11.402298\n",
+      "34             10.0          51.190952          -11.402298\n",
+      "35             10.0          51.190952          -11.402298\n",
+      "36             10.0          51.190952          -11.402298\n",
+      "37             10.0          51.190952          -11.402298\n",
+      "38             10.0          51.190952          -11.402298\n",
+      "39             10.0          51.190952          -11.402298\n",
+      "40             10.0          51.190952          -11.402298\n",
+      "41             10.0          51.190952          -11.402298\n",
+      "42             10.0          51.190952          -11.402298\n",
+      "43             10.0          51.190952          -11.402298\n",
+      "44             10.0          51.190952          -11.402298\n",
+      "45             10.0          51.190952          -11.402298\n",
+      "46             10.0          51.190952          -11.402298\n",
+      "47             10.0          51.190952          -11.402298\n",
+      "48             10.0          51.190952          -11.402298\n",
+      "49             10.0          51.190952          -11.402298\n",
+      "50             10.0          51.190952          -11.402298\n",
+      "51             10.0          51.190952          -11.402298\n",
+      "52             10.0          51.190952          -11.402298\n",
+      "53             10.0          51.190952          -11.402298\n",
+      "54             10.0          51.190952          -11.402298\n",
+      "55             10.0          51.190952          -11.402298\n",
+      "56             10.0          51.190952          -11.402298\n",
+      "57             10.0          51.190952          -11.402298\n",
+      "58             10.0          51.190952          -11.402298\n",
+      "59             10.0          51.190952          -11.402298\n",
+      "60             10.0          51.190952          -11.402298\n",
+      "61             10.0          51.190952          -11.402298\n",
+      "62             10.0          51.190952          -11.402298\n",
+      "63             10.0          51.190952          -11.402298\n",
+      "64             10.0          51.190952          -11.402298\n",
+      "65             10.0          51.190952          -11.402298\n",
+      "66             10.0          51.190952          -11.402298\n",
+      "67             10.0          51.190952          -11.402298\n",
+      "68             10.0          51.190952          -11.402298\n",
+      "69             10.0          51.190952          -11.402298\n",
+      "70             10.0          51.190952          -11.402298\n",
+      "71             10.0          51.190952          -11.402298\n",
+      "72             10.0          51.190952          -11.402298\n",
+      "73             10.0          51.190952          -11.402298\n",
+      "74             10.0          51.190952          -11.402298\n",
+      "75             10.0          51.190952          -11.402298\n",
+      "76             10.0          51.190952          -11.402298\n",
+      "77              1.3          51.341630          -11.393068\n",
+      "78              1.7          51.333388          -11.392767\n",
+      "79              0.8          51.328487          -11.393508\n",
+      "80              0.8          51.328487          -11.393508\n",
+      "81              0.7          51.320217          -11.392630\n",
+      "82              0.8          51.317613          -11.392718\n",
+      "83              0.4          51.315990          -11.391223\n",
+      "84              0.4          51.315990          -11.391223\n",
+      "85             10.2          51.323822          -11.408323\n",
+      "86              9.2          51.379725          -11.512632\n",
+      "87              9.2          51.379725          -11.512632\n",
+      "88              1.3          51.375412          -11.509937\n",
+      "89              1.3          51.375412          -11.509937\n",
+      "90              1.3          51.375412          -11.509937\n",
+      "91              1.3          51.375412          -11.509937\n",
+      "92              1.3          51.375412          -11.509937\n",
+      "93              1.3          51.375412          -11.509937\n",
+      "94              1.3          51.375412          -11.509937\n",
+      "95              1.3          51.375412          -11.509937\n",
+      "96              1.3          51.375412          -11.509937\n",
+      "97              1.3          51.375412          -11.509937\n",
+      "98              1.3          51.375412          -11.509937\n",
+      "99              1.3          51.375412          -11.509937\n",
+      "100             1.3          51.375412          -11.509937\n",
+      "101             1.3          51.375412          -11.509937\n",
+      "102             1.3          51.375412          -11.509937\n",
+      "103             1.3          51.375412          -11.509937\n",
+      "104             1.3          51.375412          -11.509937\n",
+      "105             1.3          51.375412          -11.509937\n",
+      "106             1.3          51.375412          -11.509937\n",
+      "107             1.3          51.375412          -11.509937\n",
+      "108             1.3          51.375412          -11.509937\n",
+      "109             1.3          51.375412          -11.509937\n",
+      "110             1.3          51.375412          -11.509937\n",
+      "111             1.3          51.375412          -11.509937\n",
+      "112             1.3          51.375412          -11.509937\n",
+      "113             1.3          51.375412          -11.509937\n",
+      "114             1.3          51.375412          -11.509937\n",
+      "115             1.3          51.375412          -11.509937\n",
+      "116             1.3          51.375412          -11.509937\n",
+      "117             1.3          51.375412          -11.509937\n",
+      "118             1.3          51.375412          -11.509937\n",
+      "119             1.3          51.375412          -11.509937\n",
+      "120             1.3          51.375412          -11.509937\n",
+      "121             1.3          51.375412          -11.509937\n",
+      "122             1.3          51.375412          -11.509937\n",
+      "123             1.3          51.375412          -11.509937\n",
+      "124             1.3          51.375412          -11.509937\n",
+      "125             1.3          51.375412          -11.509937\n",
+      "126             1.3          51.375412          -11.509937\n",
+      "127             1.3          51.375412          -11.509937\n",
+      "128             1.3          51.375412          -11.509937\n",
+      "129             1.3          51.375412          -11.509937\n",
+      "130             1.3          51.375412          -11.509937\n",
+      "131             1.3          51.375412          -11.509937\n",
+      "132             1.3          51.375412          -11.509937\n",
+      "133             1.3          51.375412          -11.509937\n",
+      "134             1.3          51.375412          -11.509937\n",
+      "135             1.3          51.375412          -11.509937\n",
+      "136             1.3          51.375412          -11.509937\n",
+      "137             1.3          51.375412          -11.509937\n",
+      "138             1.3          51.375412          -11.509937\n",
+      "139             1.3          51.375412          -11.509937\n",
+      "140             1.3          51.375412          -11.509937\n",
+      "141             1.3          51.375412          -11.509937\n",
+      "142             1.3          51.375412          -11.509937\n",
+      "143             1.3          51.375412          -11.509937\n",
+      "144             1.3          51.375412          -11.509937\n",
+      "145             1.3          51.375412          -11.509937\n",
+      "146             1.3          51.375412          -11.509937\n",
+      "147             1.3          51.375412          -11.509937\n",
+      "148             1.3          51.375412          -11.509937\n",
+      "149             1.3          51.375412          -11.509937\n",
+      "150             1.3          51.375412          -11.509937\n",
+      "151             1.3          51.375412          -11.509937\n",
+      "152             1.3          51.375412          -11.509937\n",
+      "153             1.3          51.375412          -11.509937\n",
+      "154             1.3          51.375412          -11.509937\n",
+      "155             1.3          51.375412          -11.509937\n",
+      "156             1.3          51.375412          -11.509937\n",
+      "157             1.3          51.375412          -11.509937\n",
+      "158             1.3          51.375412          -11.509937\n",
+      "159             1.3          51.375412          -11.509937\n",
+      "160             1.3          51.375412          -11.509937\n",
+      "161             1.3          51.375412          -11.509937\n",
+      "162             1.3          51.375412          -11.509937\n",
+      "163             1.3          51.375412          -11.509937\n",
+      "164             1.3          51.375412          -11.509937\n",
+      "165             1.3          51.375412          -11.509937\n",
+      "166             1.3          51.375412          -11.509937\n",
+      "167             1.3          51.375412          -11.509937\n",
+      "168             1.3          51.375412          -11.509937\n",
+      "169             1.3          51.375412          -11.509937\n",
+      "170             1.3          51.375412          -11.509937\n",
+      "171             1.3          51.375412          -11.509937\n",
+      "172             1.3          51.375412          -11.509937\n",
+      "173             1.3          51.375412          -11.509937\n",
+      "174             1.3          51.375412          -11.509937\n",
+      "175             1.3          51.375412          -11.509937\n",
+      "176             1.3          51.375412          -11.509937\n",
+      "177             1.3          51.375412          -11.509937\n",
+      "178             1.3          51.375412          -11.509937\n",
+      "179             1.3          51.375412          -11.509937\n",
+      "180             1.3          51.375412          -11.509937\n",
+      "181             1.3          51.375412          -11.509937\n",
+      "182             1.3          51.375412          -11.509937\n",
+      "183             1.3          51.375412          -11.509937\n",
+      "184             1.3          51.375412          -11.509937\n",
+      "185             1.3          51.375412          -11.509937\n",
+      "186             1.3          51.375412          -11.509937\n",
+      "187             1.3          51.375412          -11.509937\n",
+      "188             1.3          51.375412          -11.509937\n",
+      "189             3.2          51.397687          -11.485655\n",
+      "190             3.2          51.397687          -11.485655\n",
+      "191             3.2          51.397687          -11.485655\n",
+      "192             3.2          51.397687          -11.485655\n",
+      "193             3.2          51.397687          -11.485655\n",
+      "diff 76 85\n"
+     ]
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.5          51.494302          -10.410677\n",
+      "1               9.5          51.494302          -10.410677\n",
+      "2               9.5          51.494302          -10.410677\n",
+      "3               9.5          51.494302          -10.410677\n",
+      "4               9.5          51.494302          -10.410677\n",
+      "5               9.5          51.494302          -10.410677\n",
+      "6               9.5          51.494302          -10.410677\n",
+      "7               9.5          51.494302          -10.410677\n",
+      "8               9.5          51.494302          -10.410677\n",
+      "9               9.5          51.494302          -10.410677\n",
+      "10              9.5          51.494302          -10.410677\n",
+      "11              9.5          51.494302          -10.410677\n",
+      "12              9.5          51.494302          -10.410677\n",
+      "13              9.5          51.494302          -10.410677\n",
+      "14              9.5          51.494302          -10.410677\n",
+      "15              9.5          51.494302          -10.410677\n",
+      "16              9.5          51.494302          -10.410677\n",
+      "17              9.5          51.494302          -10.410677\n",
+      "18              9.5          51.494302          -10.410677\n",
+      "19              9.5          51.494302          -10.410677\n",
+      "20              9.5          51.494302          -10.410677\n",
+      "21              9.5          51.494302          -10.410677\n",
+      "22              9.5          51.494302          -10.410677\n",
+      "23              9.5          51.494302          -10.410677\n",
+      "24              9.5          51.494302          -10.410677\n",
+      "25              9.5          51.494302          -10.410677\n",
+      "26              9.5          51.494302          -10.410677\n",
+      "27              9.5          51.494302          -10.410677\n",
+      "28              9.5          51.494302          -10.410677\n",
+      "29              9.5          51.494302          -10.410677\n",
+      "30              9.5          51.494302          -10.410677\n",
+      "31              9.5          51.494302          -10.410677\n",
+      "32              9.5          51.494302          -10.410677\n",
+      "33              9.5          51.494302          -10.410677\n",
+      "34              9.5          51.494302          -10.410677\n",
+      "35              9.5          51.494302          -10.410677\n",
+      "36              9.5          51.494302          -10.410677\n",
+      "37              9.5          51.494302          -10.410677\n",
+      "38              9.5          51.494302          -10.410677\n",
+      "39              9.5          51.494302          -10.410677\n",
+      "40              9.5          51.494302          -10.410677\n",
+      "41              9.5          51.494302          -10.410677\n",
+      "42              9.5          51.494302          -10.410677\n",
+      "43              9.5          51.494302          -10.410677\n",
+      "44              9.5          51.494302          -10.410677\n",
+      "45              9.5          51.494302          -10.410677\n",
+      "46              9.5          51.494302          -10.410677\n",
+      "47              9.5          51.494302          -10.410677\n",
+      "48              9.5          51.494302          -10.410677\n",
+      "49              9.5          51.494302          -10.410677\n",
+      "50              9.5          51.494302          -10.410677\n",
+      "51              9.5          51.494302          -10.410677\n",
+      "52              9.5          51.494302          -10.410677\n",
+      "53              9.5          51.494302          -10.410677\n",
+      "54              9.5          51.494302          -10.410677\n",
+      "55              9.5          51.494302          -10.410677\n",
+      "56              9.5          51.494302          -10.410677\n",
+      "57              9.5          51.494302          -10.410677\n",
+      "58              9.5          51.494302          -10.410677\n",
+      "59              9.5          51.494302          -10.410677\n",
+      "60              9.5          51.494302          -10.410677\n",
+      "61              9.5          51.494302          -10.410677\n",
+      "62              9.5          51.494302          -10.410677\n",
+      "63              9.5          51.494302          -10.410677\n",
+      "64              9.5          51.494302          -10.410677\n",
+      "65              9.5          51.494302          -10.410677\n",
+      "66              9.5          51.494302          -10.410677\n",
+      "67              9.5          51.494302          -10.410677\n",
+      "68              9.5          51.494302          -10.410677\n",
+      "69              9.5          51.494302          -10.410677\n",
+      "70              9.5          51.494302          -10.410677\n",
+      "71              9.5          51.494302          -10.410677\n",
+      "72              9.5          51.494302          -10.410677\n",
+      "73              9.5          51.494302          -10.410677\n",
+      "74              9.5          51.494302          -10.410677\n",
+      "75              9.5          51.494302          -10.410677\n",
+      "76              9.5          51.494302          -10.410677\n",
+      "77              9.5          51.494302          -10.410677\n",
+      "78              1.4          51.289013          -11.448617\n",
+      "79              1.0          51.283432          -11.448372\n",
+      "80              1.0          51.283432          -11.448372\n",
+      "81              1.4          51.278975          -11.448168\n",
+      "82              0.6          51.272230          -11.447848\n",
+      "83              1.6          51.271885          -11.447560\n",
+      "84              1.6          51.271885          -11.447560\n",
+      "85              0.9          51.260998          -11.451657\n",
+      "86              3.4          51.260598          -11.447882\n",
+      "87              3.4          51.260598          -11.447882\n",
+      "88              0.3          51.263455          -11.444537\n",
+      "89              1.2          51.255245          -11.444958\n",
+      "90              1.3          51.250082          -11.445208\n",
+      "91              1.3          51.250082          -11.445208\n",
+      "92              1.3          51.250082          -11.445208\n",
+      "93              1.3          51.250082          -11.445208\n",
+      "94              1.3          51.250082          -11.445208\n",
+      "95              1.3          51.250082          -11.445208\n",
+      "96              1.3          51.250082          -11.445208\n",
+      "97              1.3          51.250082          -11.445208\n",
+      "98              1.3          51.250082          -11.445208\n",
+      "99              1.3          51.250082          -11.445208\n",
+      "100             1.3          51.250082          -11.445208\n",
+      "101             1.3          51.250082          -11.445208\n",
+      "102             1.3          51.250082          -11.445208\n",
+      "103             1.3          51.250082          -11.445208\n",
+      "104             1.3          51.250082          -11.445208\n",
+      "105             1.3          51.250082          -11.445208\n",
+      "106             1.3          51.250082          -11.445208\n",
+      "107             1.3          51.250082          -11.445208\n",
+      "108             1.3          51.250082          -11.445208\n",
+      "109             1.3          51.250082          -11.445208\n",
+      "110             1.3          51.250082          -11.445208\n",
+      "111             1.3          51.250082          -11.445208\n",
+      "112             1.3          51.250082          -11.445208\n",
+      "113             1.3          51.250082          -11.445208\n",
+      "114             1.3          51.250082          -11.445208\n",
+      "115             1.3          51.250082          -11.445208\n",
+      "116             9.0          51.285000          -11.456667\n",
+      "117             9.0          51.285000          -11.456667\n",
+      "118             9.0          51.285000          -11.456667\n",
+      "119             9.0          51.285000          -11.456667\n",
+      "120             9.0          51.285000          -11.456667\n",
+      "121             9.0          51.285000          -11.456667\n",
+      "122             9.0          51.285000          -11.456667\n",
+      "123             9.0          51.285000          -11.456667\n",
+      "124             7.7          51.344975          -11.480240\n",
+      "125             7.7          51.344975          -11.480240\n",
+      "126             7.7          51.344975          -11.480240\n",
+      "127             7.7          51.344975          -11.480240\n",
+      "128             7.7          51.344975          -11.480240\n",
+      "129             7.7          51.344975          -11.480240\n",
+      "130             7.7          51.344975          -11.480240\n",
+      "131             7.7          51.344975          -11.480240\n",
+      "132             7.7          51.344975          -11.480240\n",
+      "133             7.7          51.344975          -11.480240\n",
+      "134             7.7          51.344975          -11.480240\n",
+      "135             7.7          51.344975          -11.480240\n",
+      "136             7.7          51.344975          -11.480240\n",
+      "137             7.7          51.344975          -11.480240\n",
+      "138             7.7          51.344975          -11.480240\n",
+      "139             7.7          51.344975          -11.480240\n",
+      "140             7.7          51.344975          -11.480240\n",
+      "141             7.7          51.344975          -11.480240\n",
+      "142             7.7          51.344975          -11.480240\n",
+      "143             7.7          51.344975          -11.480240\n",
+      "144             7.7          51.344975          -11.480240\n",
+      "145             7.7          51.344975          -11.480240\n",
+      "146             7.7          51.344975          -11.480240\n",
+      "147             7.7          51.344975          -11.480240\n",
+      "148             7.7          51.344975          -11.480240\n",
+      "149             7.7          51.344975          -11.480240\n",
+      "150             7.7          51.344975          -11.480240\n",
+      "151             7.7          51.344975          -11.480240\n",
+      "152             7.7          51.344975          -11.480240\n",
+      "153             7.7          51.344975          -11.480240\n",
+      "154             3.1          51.315813          -11.405265\n",
+      "155             3.1          51.315813          -11.405265\n",
+      "156             3.1          51.315813          -11.405265\n",
+      "157             3.1          51.315813          -11.405265\n",
+      "158             3.1          51.315813          -11.405265\n",
+      "159             3.1          51.315813          -11.405265\n",
+      "160             3.1          51.315813          -11.405265\n",
+      "161             3.1          51.315813          -11.405265\n",
+      "162             3.1          51.315813          -11.405265\n",
+      "163             3.1          51.315813          -11.405265\n",
+      "164             3.1          51.315813          -11.405265\n",
+      "165             3.1          51.315813          -11.405265\n",
+      "166             3.1          51.315813          -11.405265\n",
+      "167             3.1          51.315813          -11.405265\n",
+      "168             3.1          51.315813          -11.405265\n",
+      "169             3.1          51.315813          -11.405265\n",
+      "170             3.1          51.315813          -11.405265\n",
+      "171             3.1          51.315813          -11.405265\n",
+      "172             3.1          51.315813          -11.405265\n",
+      "173             3.1          51.315813          -11.405265\n",
+      "174             3.1          51.315813          -11.405265\n",
+      "175             3.1          51.315813          -11.405265\n",
+      "176             3.1          51.315813          -11.405265\n",
+      "177             1.3          51.296397          -11.464645\n",
+      "178             1.3          51.296397          -11.464645\n",
+      "179             1.3          51.296397          -11.464645\n",
+      "180             1.3          51.296397          -11.464645\n",
+      "181             1.3          51.296397          -11.464645\n",
+      "182             1.3          51.296397          -11.464645\n",
+      "183             1.3          51.296397          -11.464645\n",
+      "184             1.3          51.296397          -11.464645\n",
+      "185             1.3          51.296397          -11.464645\n",
+      "186             1.3          51.296397          -11.464645\n",
+      "187             1.3          51.296397          -11.464645\n",
+      "188             1.3          51.296397          -11.464645\n",
+      "189             1.3          51.296397          -11.464645\n",
+      "190             1.3          51.296397          -11.464645\n",
+      "191             1.3          51.296397          -11.464645\n",
+      "192             1.2          51.346780          -11.481268\n",
+      "193             1.2          51.346780          -11.481268\n",
+      "diff 77 116\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0           5.290782           -4.015815\n",
+      "1               0.0           5.290782           -4.015815\n",
+      "2               0.0           5.290790           -4.015803\n",
+      "3               0.0           5.290828           -4.015845\n",
+      "4               0.0           5.290833           -4.015845\n",
+      "5               0.0           5.290817           -4.015865\n",
+      "6               0.0           5.290865           -4.015793\n",
+      "7               0.0           5.290900           -4.015822\n",
+      "8               0.0           5.290868           -4.015813\n",
+      "9               0.0           5.290858           -4.015817\n",
+      "10              0.0           5.290823           -4.015852\n",
+      "11              0.0           5.290805           -4.015838\n",
+      "12              0.0           5.290828           -4.015888\n",
+      "13              0.0           5.290858           -4.015870\n",
+      "14              0.0           5.290815           -4.015760\n",
+      "15              0.0           5.290848           -4.015807\n",
+      "16              0.0           5.290805           -4.015802\n",
+      "17              0.0           5.290807           -4.015772\n",
+      "18              0.0           5.290852           -4.015877\n",
+      "19              0.0           5.290827           -4.015777\n",
+      "20              0.0           5.290760           -4.015873\n",
+      "21              0.0           5.290815           -4.015855\n",
+      "22              0.0           5.290818           -4.015788\n",
+      "23              0.0           5.290790           -4.015845\n",
+      "24              0.0           5.290788           -4.015823\n",
+      "25              0.0           5.290800           -4.015838\n",
+      "26              0.0           5.290812           -4.015837\n",
+      "27              0.0           5.290802           -4.015840\n",
+      "28              0.0           5.290800           -4.015833\n",
+      "29              0.0           5.290805           -4.015838\n",
+      "30              0.0           5.290793           -4.015835\n",
+      "31              0.0           5.290792           -4.015838\n",
+      "32              0.0           5.290798           -4.015845\n",
+      "33              0.0           5.290800           -4.015830\n",
+      "34              0.0           5.290793           -4.015827\n",
+      "35              0.0           5.290785           -4.015813\n",
+      "36              0.0           5.290773           -4.015820\n",
+      "37              0.0           5.290830           -4.015868\n",
+      "38              0.0           5.290795           -4.015827\n",
+      "39              0.0           5.290803           -4.015832\n",
+      "40              0.0           5.290800           -4.015838\n",
+      "41              0.0           5.290792           -4.015840\n",
+      "42              0.0           5.290790           -4.015828\n",
+      "43              0.0           5.290802           -4.015827\n",
+      "44              0.0           5.290780           -4.015805\n",
+      "45              0.0           5.290818           -4.015813\n",
+      "46              0.0           5.290818           -4.015827\n",
+      "47              0.0           5.290752           -4.015848\n",
+      "48              0.0           5.290763           -4.015828\n",
+      "49              0.0           5.290742           -4.015858\n",
+      "50              0.0           5.290765           -4.015830\n",
+      "51              0.0           5.290800           -4.015832\n",
+      "52              0.0           5.290768           -4.015925\n",
+      "53              0.0           5.290767           -4.015865\n",
+      "54              0.0           5.290775           -4.015908\n",
+      "55              0.0           5.290763           -4.015910\n",
+      "56              0.0           5.290757           -4.015902\n",
+      "57              0.0           5.290732           -4.015858\n",
+      "58              0.0           5.290778           -4.015863\n",
+      "59              0.0           5.290787           -4.015857\n",
+      "60              0.0           5.290768           -4.015822\n",
+      "61              9.3           5.282152           -4.019087\n",
+      "62              9.7           5.268468           -4.022560\n",
+      "63             11.5           5.242372           -3.993718\n",
+      "64             11.9           5.216425           -3.983207\n",
+      "65             11.8           5.178228           -3.971885\n",
+      "66             11.6           5.086313           -3.932897\n",
+      "67             11.9           5.058360           -3.922582\n",
+      "68             11.8           5.039018           -3.919385\n",
+      "69             10.3           4.992833           -3.911490\n",
+      "70              9.8           4.908477           -3.904540\n",
+      "71             10.0           4.876638           -3.900635\n",
+      "72             10.2           4.865803           -3.899665\n",
+      "73              9.9           4.793343           -3.904898\n",
+      "74             10.1           4.736625           -3.909417\n",
+      "75             10.1           4.735313           -3.909493\n",
+      "76             10.4           4.684050           -3.912893\n",
+      "77             10.4           4.636260           -3.915808\n",
+      "78             10.1           4.584375           -3.919922\n",
+      "79             10.0           4.568960           -3.921348\n",
+      "80              9.2           4.484020           -3.930083\n",
+      "81              9.1           4.481963           -3.946353\n",
+      "82              2.0           4.477337           -3.954805\n",
+      "83             10.3           4.484665           -3.976428\n",
+      "84             10.4           4.495707           -4.005775\n",
+      "85             10.2           4.499943           -4.017062\n",
+      "86             10.4           4.511182           -4.046568\n",
+      "87              1.3           4.524640           -4.088220\n",
+      "88              0.8           4.523980           -4.084112\n",
+      "89              0.8           4.523980           -4.084112\n",
+      "90              1.0           4.523408           -4.080468\n",
+      "91              1.3           4.522205           -4.072950\n",
+      "92              0.9           4.521708           -4.069270\n",
+      "93              0.9           4.521708           -4.069270\n",
+      "94              1.4           4.521042           -4.063015\n",
+      "95              1.2           4.520688           -4.058102\n",
+      "96              0.7           4.520540           -4.055912\n",
+      "97              0.9           4.520410           -4.054607\n",
+      "98              0.6           4.520038           -4.048875\n",
+      "99              0.6           4.519478           -4.044442\n",
+      "100             0.6           4.519478           -4.044442\n",
+      "101             0.7           4.519103           -4.041548\n",
+      "102             0.7           4.518503           -4.037002\n",
+      "103             1.1           4.518262           -4.032815\n",
+      "104             1.1           4.518262           -4.032815\n",
+      "105             0.6           4.517832           -4.028173\n",
+      "106             0.7           4.517587           -4.025173\n",
+      "107             0.8           4.517065           -4.020863\n",
+      "108             0.8           4.517065           -4.020863\n",
+      "109             0.9           4.516443           -4.015627\n",
+      "110             0.7           4.516203           -4.012145\n",
+      "111             0.8           4.516155           -4.007722\n",
+      "112             1.0           4.516153           -4.007603\n",
+      "113             0.8           4.516460           -4.002317\n",
+      "114             1.0           4.516483           -4.001038\n",
+      "115             0.8           4.516972           -3.997018\n",
+      "116             0.8           4.517355           -3.994162\n",
+      "117             1.0           4.518163           -3.987953\n",
+      "118             1.0           4.518283           -3.987038\n",
+      "119             1.2           4.518548           -3.979655\n",
+      "120             0.9           4.518880           -3.976730\n",
+      "121             0.9           4.519012           -3.975705\n",
+      "122             1.0           4.519338           -3.972790\n",
+      "123             1.0           4.519672           -3.968565\n",
+      "124             0.9           4.520268           -3.960185\n",
+      "125             0.9           4.520268           -3.960185\n",
+      "126             1.0           4.520888           -3.955962\n",
+      "127             1.0           4.521528           -3.951467\n",
+      "128             1.0           4.523045           -3.942403\n",
+      "129             1.0           4.523045           -3.942403\n",
+      "130             1.1           4.523802           -3.937615\n",
+      "131             1.5           4.525528           -3.927858\n",
+      "132             1.5           4.525528           -3.927858\n",
+      "133             1.2           4.526438           -3.922947\n",
+      "134             1.4           4.526863           -3.918042\n",
+      "135             1.1           4.527192           -3.909003\n",
+      "136             1.1           4.527192           -3.909003\n",
+      "137             1.0           4.527395           -3.901587\n",
+      "138             4.2           4.517832           -3.887922\n",
+      "139             8.8           4.504258           -3.873928\n",
+      "140             8.8           4.504258           -3.873928\n",
+      "141             3.3           4.486898           -3.860810\n",
+      "142             3.1           4.492533           -3.880032\n",
+      "143             3.1           4.492533           -3.880032\n",
+      "144             3.0           4.503315           -3.887718\n",
+      "145             1.3           4.508170           -3.893097\n",
+      "146             1.6           4.494510           -3.885447\n",
+      "147             1.7           4.488115           -3.882387\n",
+      "148             1.7           4.488115           -3.882387\n",
+      "149             2.6           4.480940           -3.879305\n",
+      "150             2.3           4.466943           -3.873308\n",
+      "151             2.3           4.466943           -3.873308\n",
+      "152             1.7           4.458973           -3.870283\n",
+      "153             2.0           4.450488           -3.866778\n",
+      "154             2.2           4.434390           -3.860432\n",
+      "155             1.9           4.431580           -3.859238\n",
+      "156             2.4           4.426590           -3.857043\n",
+      "157             1.8           4.415257           -3.851748\n",
+      "158             2.2           4.409773           -3.849437\n",
+      "159             1.7           4.402220           -3.846015\n",
+      "160             2.0           4.391643           -3.841452\n",
+      "161            13.4           4.410087           -3.850370\n",
+      "162            13.0           4.465122           -3.855618\n",
+      "163            13.0           4.493690           -3.858218\n",
+      "164            13.1           4.548888           -3.863232\n",
+      "165            13.1           4.579005           -3.865928\n",
+      "166            13.3           4.605182           -3.868588\n",
+      "167            13.3           4.605182           -3.868588\n",
+      "168            13.3           4.605182           -3.868588\n",
+      "169            13.3           4.605182           -3.868588\n",
+      "170            13.1           4.904287           -3.906080\n",
+      "171            13.3           4.975130           -3.920663\n",
+      "172            13.1           5.014233           -3.929153\n",
+      "173            13.3           5.070087           -3.941190\n",
+      "174            13.5           5.087263           -3.944947\n",
+      "175            13.3           5.198303           -3.969170\n",
+      "176             3.1           5.233830           -3.981627\n",
+      "177             2.4           5.216425           -3.996532\n",
+      "178             0.6           5.216222           -3.993910\n",
+      "179            11.4           5.246283           -3.998860\n",
+      "180            10.7           5.266885           -4.023232\n",
+      "181             0.1           5.274955           -4.035608\n",
+      "182             0.0           5.275005           -4.035573\n",
+      "183             0.0           5.274965           -4.035578\n",
+      "184             0.0           5.275025           -4.035530\n",
+      "185             0.0           5.274967           -4.035530\n",
+      "186             0.0           5.274982           -4.035577\n",
+      "187             0.0           5.274985           -4.035577\n",
+      "188             0.1           5.274898           -4.035650\n",
+      "189             0.0           5.274947           -4.035657\n",
+      "190             0.0           5.275022           -4.035487\n",
+      "191             0.0           5.274908           -4.035482\n",
+      "192             0.0           5.274882           -4.035348\n",
+      "193             0.0           5.274882           -4.035417\n",
+      "diff 81 83\n",
+      "diff 86 139\n",
+      "diff 140 161\n",
+      "diff 175 179\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          50.726525            1.594182\n",
+      "1               0.0          50.726525            1.594182\n",
+      "2               0.0          50.726548            1.594333\n",
+      "3               0.0          50.726527            1.594203\n",
+      "4               0.0          50.726535            1.594173\n",
+      "5               0.0          50.726558            1.594257\n",
+      "6               0.0          50.726507            1.594183\n",
+      "7               0.0          50.726577            1.594155\n",
+      "8               0.0          50.726547            1.594175\n",
+      "9               0.0          50.726523            1.594220\n",
+      "10              0.0          50.726552            1.594198\n",
+      "11              0.0          50.726520            1.594220\n",
+      "12              0.0          50.726612            1.594232\n",
+      "13              0.0          50.726607            1.594193\n",
+      "14              0.0          50.726512            1.594195\n",
+      "15              0.0          50.726548            1.594227\n",
+      "16              0.0          50.726528            1.594257\n",
+      "17              0.0          50.726548            1.594253\n",
+      "18              0.0          50.726545            1.594232\n",
+      "19              0.0          50.726568            1.594060\n",
+      "20              0.0          50.726583            1.594242\n",
+      "21              0.0          50.726538            1.594187\n",
+      "22              0.0          50.726603            1.594148\n",
+      "23              0.0          50.726538            1.594203\n",
+      "24              0.0          50.726570            1.594238\n",
+      "25              0.0          50.726530            1.594178\n",
+      "26              0.0          50.726553            1.594198\n",
+      "27              0.0          50.726550            1.594308\n",
+      "28              0.0          50.726528            1.594180\n",
+      "29              0.0          50.726495            1.594188\n",
+      "30              0.0          50.726520            1.594152\n",
+      "31              0.0          50.726555            1.594247\n",
+      "32              0.0          50.726525            1.594222\n",
+      "33              0.0          50.726583            1.594185\n",
+      "34              0.0          50.726533            1.594195\n",
+      "35              0.0          50.726627            1.594292\n",
+      "36              0.0          50.726573            1.594235\n",
+      "37              0.0          50.726595            1.594190\n",
+      "38              0.0          50.726500            1.594192\n",
+      "39              0.0          50.726595            1.594217\n",
+      "40              0.0          50.726523            1.594125\n",
+      "41              0.0          50.726568            1.594208\n",
+      "42              0.0          50.726485            1.594137\n",
+      "43              0.0          50.726553            1.594245\n",
+      "44              0.0          50.726543            1.594190\n",
+      "45              0.0          50.726572            1.594207\n",
+      "46              0.0          50.726555            1.594275\n",
+      "47              0.0          50.726527            1.594265\n",
+      "48              0.0          50.726543            1.594222\n",
+      "49              0.0          50.726513            1.594202\n",
+      "50              0.0          50.726587            1.594280\n",
+      "51              0.0          50.726530            1.594188\n",
+      "52              0.0          50.726528            1.594172\n",
+      "53              0.0          50.726513            1.594157\n",
+      "54              0.0          50.726543            1.594218\n",
+      "55              0.0          50.726535            1.594212\n",
+      "56              0.0          50.726580            1.594255\n",
+      "57              0.0          50.726615            1.594240\n",
+      "58              0.0          50.726550            1.594225\n",
+      "59              0.0          50.726512            1.594190\n",
+      "60              0.0          50.726552            1.594202\n",
+      "61              0.0          50.726568            1.594248\n",
+      "62              0.0          50.726537            1.594207\n",
+      "63              0.0          50.726547            1.594223\n",
+      "64              0.0          50.726533            1.594238\n",
+      "65              0.0          50.726485            1.594195\n",
+      "66              0.0          50.726550            1.594183\n",
+      "67              0.0          50.726622            1.594118\n",
+      "68              0.0          50.726553            1.594180\n",
+      "69              0.0          50.727325            1.593620\n",
+      "70              0.0          50.725200            1.583887\n",
+      "71              0.0          50.725188            1.583832\n",
+      "72              0.0          50.725183            1.583858\n",
+      "73              0.0          50.725183            1.583853\n",
+      "74              0.0          50.725150            1.583803\n",
+      "75              0.0          50.725168            1.583907\n",
+      "76              0.0          50.725167            1.583807\n",
+      "77              0.0          50.725155            1.583800\n",
+      "78              0.0          50.725205            1.583847\n",
+      "79              0.0          50.725128            1.583865\n",
+      "80              0.0          50.725180            1.583853\n",
+      "81              0.0          50.725145            1.583845\n",
+      "82              0.0          50.725160            1.583878\n",
+      "83              0.0          50.725198            1.583888\n",
+      "84              0.1          50.724052            1.584053\n",
+      "85              0.0          50.724033            1.583997\n",
+      "86              0.0          50.724062            1.583983\n",
+      "87              0.0          50.724022            1.584045\n",
+      "88              0.0          50.724018            1.584033\n",
+      "89              0.0          50.724000            1.584043\n",
+      "90              0.0          50.724040            1.584018\n",
+      "91              0.0          50.724042            1.584048\n",
+      "92              0.0          50.724018            1.584037\n",
+      "93              0.0          50.724033            1.584035\n",
+      "94              0.0          50.724053            1.583993\n",
+      "95              0.0          50.724050            1.584010\n",
+      "96              0.0          50.724043            1.584013\n",
+      "97              0.0          50.724030            1.584052\n",
+      "98              0.0          50.724038            1.583988\n",
+      "99              0.0          50.724028            1.583983\n",
+      "100             0.0          50.724028            1.584030\n",
+      "101             0.0          50.724050            1.583982\n",
+      "102             0.0          50.724063            1.584008\n",
+      "103             0.0          50.724035            1.584053\n",
+      "104             0.0          50.724075            1.584002\n",
+      "105             0.0          50.724048            1.583978\n",
+      "106             0.0          50.724008            1.584002\n",
+      "107             0.0          50.724058            1.583975\n",
+      "108             0.0          50.724073            1.583987\n",
+      "109             0.0          50.724067            1.583962\n",
+      "110             0.0          50.724027            1.584038\n",
+      "111             0.0          50.724035            1.584015\n",
+      "112             0.0          50.724045            1.584005\n",
+      "113             0.0          50.724035            1.584048\n",
+      "114             0.0          50.724037            1.584020\n",
+      "115             0.0          50.724052            1.584008\n",
+      "116             0.0          50.724045            1.584003\n",
+      "117             0.0          50.724077            1.583990\n",
+      "118             0.0          50.724008            1.584012\n",
+      "119             0.0          50.724085            1.583982\n",
+      "120             0.0          50.724038            1.584007\n",
+      "121             0.0          50.724040            1.583995\n",
+      "122             0.0          50.724025            1.583983\n",
+      "123             0.0          50.724040            1.583978\n",
+      "124             0.0          50.724015            1.584037\n",
+      "125             0.0          50.724068            1.584015\n",
+      "126             0.0          50.724045            1.584030\n",
+      "127             0.0          50.724058            1.584003\n",
+      "128             0.0          50.724042            1.584047\n",
+      "129             0.0          50.724062            1.584007\n",
+      "130             0.0          50.724072            1.584002\n",
+      "131             0.0          50.724040            1.584018\n",
+      "132             0.0          50.724015            1.584012\n",
+      "133             0.0          50.724057            1.584008\n",
+      "134             0.0          50.724028            1.583995\n",
+      "135             0.0          50.724037            1.584040\n",
+      "136             0.0          50.724045            1.584007\n",
+      "137             0.0          50.724038            1.583987\n",
+      "138             0.0          50.724038            1.583998\n",
+      "139             0.0          50.724027            1.584002\n",
+      "140             0.0          50.724095            1.583977\n",
+      "141             0.0          50.724068            1.584007\n",
+      "142             0.0          50.724017            1.584037\n",
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+     ]
+    },
+    {
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               8.9          50.456167            0.829167\n",
+      "1               8.9          50.456167            0.829167\n",
+      "2               8.9          50.456167            0.829167\n",
+      "3               8.9          50.456167            0.829167\n",
+      "4               8.9          50.456167            0.829167\n",
+      "5               8.9          50.456167            0.829167\n",
+      "6               8.9          50.456167            0.829167\n",
+      "7               8.9          50.456167            0.829167\n",
+      "8               8.9          50.456167            0.829167\n",
+      "9               8.9          50.456167            0.829167\n",
+      "10              8.9          50.456167            0.829167\n",
+      "11              8.9          50.456167            0.829167\n",
+      "12              8.9          50.456167            0.829167\n",
+      "13              8.9          50.456167            0.829167\n",
+      "14              8.9          50.456167            0.829167\n",
+      "15              8.9          50.456167            0.829167\n",
+      "16              8.9          50.456167            0.829167\n",
+      "17              8.9          50.456167            0.829167\n",
+      "18              8.9          50.456167            0.829167\n",
+      "19              8.9          50.456167            0.829167\n",
+      "20              8.9          50.456167            0.829167\n",
+      "21              8.9          50.456167            0.829167\n",
+      "22              8.9          50.456167            0.829167\n",
+      "23              8.9          50.456167            0.829167\n",
+      "24              8.9          50.456167            0.829167\n",
+      "25              8.9          50.456167            0.829167\n",
+      "26              8.9          50.456167            0.829167\n",
+      "27              8.9          50.456167            0.829167\n",
+      "28              8.9          50.456167            0.829167\n",
+      "29              8.9          50.456167            0.829167\n",
+      "30              8.9          50.456167            0.829167\n",
+      "31              8.9          50.456167            0.829167\n",
+      "32              8.9          50.456167            0.829167\n",
+      "33              8.9          50.456167            0.829167\n",
+      "34              8.9          50.456167            0.829167\n",
+      "35              8.9          50.456167            0.829167\n",
+      "36              8.9          50.456167            0.829167\n",
+      "37              8.9          50.456167            0.829167\n",
+      "38              8.9          50.456167            0.829167\n",
+      "39              8.9          50.456167            0.829167\n",
+      "40              8.9          50.456167            0.829167\n",
+      "41              8.9          50.456167            0.829167\n",
+      "42              8.9          50.456167            0.829167\n",
+      "43              8.9          50.456167            0.829167\n",
+      "44              8.9          50.456167            0.829167\n",
+      "45              8.9          50.456167            0.829167\n",
+      "46              8.9          50.456167            0.829167\n",
+      "47              8.9          50.456167            0.829167\n",
+      "48              8.9          50.456167            0.829167\n",
+      "49              8.9          50.456167            0.829167\n",
+      "50              8.9          50.456167            0.829167\n",
+      "51              8.9          50.456167            0.829167\n",
+      "52              8.9          50.456167            0.829167\n",
+      "53              8.9          50.456167            0.829167\n",
+      "54              8.9          50.456167            0.829167\n",
+      "55              8.9          50.456167            0.829167\n",
+      "56              8.9          50.456167            0.829167\n",
+      "57              8.9          50.456167            0.829167\n",
+      "58              8.9          50.456167            0.829167\n",
+      "59              8.9          50.456167            0.829167\n",
+      "60              8.9          50.456167            0.829167\n",
+      "61              8.9          50.456167            0.829167\n",
+      "62              8.9          50.456167            0.829167\n",
+      "63              8.9          50.456167            0.829167\n",
+      "64              8.9          50.456167            0.829167\n",
+      "65              8.9          50.456167            0.829167\n",
+      "66              8.9          50.456167            0.829167\n",
+      "67              8.9          50.456167            0.829167\n",
+      "68              8.9          50.456167            0.829167\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               0.0          43.403957            3.702057\n",
+      "1               0.0          43.403957            3.702057\n",
+      "2               0.0          43.403957            3.702057\n",
+      "3               0.0          43.403957            3.702057\n",
+      "4               0.0          43.403957            3.702057\n",
+      "5               0.0          43.403957            3.702057\n",
+      "6               0.0          43.403957            3.702057\n",
+      "7               0.0          43.403957            3.702057\n",
+      "8               0.0          43.403957            3.702057\n",
+      "9               0.0          43.403957            3.702057\n",
+      "10              0.0          43.403957            3.702057\n",
+      "11              0.0          43.403957            3.702057\n",
+      "12              0.0          43.403957            3.702057\n",
+      "13              0.0          43.403957            3.702057\n",
+      "14              0.0          43.403957            3.702057\n",
+      "15              0.0          43.403957            3.702057\n",
+      "16              0.0          43.403957            3.702057\n",
+      "17              0.0          43.403957            3.702057\n",
+      "18              0.0          43.403957            3.702057\n",
+      "19              0.0          43.403957            3.702057\n",
+      "20              0.0          43.403957            3.702057\n",
+      "21              0.0          43.403957            3.702057\n",
+      "22              0.0          43.403957            3.702057\n",
+      "23              0.0          43.403957            3.702057\n",
+      "24              0.0          43.403957            3.702057\n",
+      "25              0.0          43.403957            3.702057\n",
+      "26              0.0          43.403957            3.702057\n",
+      "27              0.0          43.403957            3.702057\n",
+      "28              0.0          43.403957            3.702057\n",
+      "29              0.0          43.403957            3.702057\n",
+      "30              0.0          43.403957            3.702057\n",
+      "31              0.0          43.403957            3.702057\n",
+      "32              0.0          43.403957            3.702057\n",
+      "33              0.0          43.403957            3.702057\n",
+      "34              0.0          43.403957            3.702057\n",
+      "35              0.0          43.403957            3.702057\n",
+      "36              0.0          43.403957            3.702057\n",
+      "37              0.0          43.403957            3.702057\n",
+      "38              0.0          43.403957            3.702057\n",
+      "39              0.0          43.403957            3.702057\n",
+      "40              0.0          43.403957            3.702057\n",
+      "41              0.0          43.403957            3.702057\n",
+      "42              0.0          43.403957            3.702057\n",
+      "43              0.0          43.403957            3.702057\n",
+      "44              0.0          43.403957            3.702057\n",
+      "45              0.0          43.403957            3.702057\n",
+      "46              0.0          43.403942            3.702063\n",
+      "47              0.0          43.403942            3.702063\n",
+      "48              0.0          43.403942            3.702063\n",
+      "49              0.0          43.403942            3.702063\n",
+      "50              0.0          43.403942            3.702063\n",
+      "51              0.0          43.403942            3.702063\n",
+      "52              0.0          43.403942            3.702063\n",
+      "53              0.0          43.403942            3.702063\n",
+      "54              0.0          43.403942            3.702063\n",
+      "55              0.0          43.403942            3.702063\n",
+      "56              0.0          43.403942            3.702063\n",
+      "57              0.0          43.403942            3.702063\n",
+      "58              0.0          43.403942            3.702063\n",
+      "59              0.0          43.403942            3.702063\n",
+      "60              0.0          43.403942            3.702063\n",
+      "61              0.0          43.403942            3.702063\n",
+      "62              0.0          43.403942            3.702063\n",
+      "63              0.0          43.403942            3.702063\n",
+      "64              0.0          43.403942            3.702063\n",
+      "65              0.0          43.403942            3.702063\n",
+      "66              0.0          43.403942            3.702063\n",
+      "67              0.0          43.403942            3.702063\n",
+      "68              0.0          43.403963            3.702047\n",
+      "69              0.0          43.403963            3.702047\n",
+      "70              0.0          43.403963            3.702047\n",
+      "71              0.0          43.403963            3.702047\n",
+      "72              0.0          43.403963            3.702047\n",
+      "73              0.0          43.403963            3.702047\n",
+      "74              0.0          43.403963            3.702047\n",
+      "75              0.0          43.403963            3.702047\n",
+      "76              0.0          43.403975            3.702057\n",
+      "77              0.0          43.403975            3.702057\n",
+      "78              0.0          43.403975            3.702057\n",
+      "79              0.0          43.403975            3.702057\n",
+      "80              0.0          43.403975            3.702057\n",
+      "81              0.0          43.403975            3.702057\n",
+      "82              0.0          43.403975            3.702057\n",
+      "83              0.0          43.403975            3.702057\n",
+      "84              0.0          43.403975            3.702057\n",
+      "85              0.0          43.403975            3.702057\n",
+      "86              0.0          43.403975            3.702057\n",
+      "87              0.0          43.403975            3.702057\n",
+      "88              0.0          43.403975            3.702057\n",
+      "89              0.0          43.403947            3.702053\n",
+      "90              0.0          43.403947            3.702053\n",
+      "91              0.0          43.403947            3.702053\n",
+      "92              0.0          43.403947            3.702053\n",
+      "93              0.0          43.403947            3.702053\n",
+      "94              0.0          43.403947            3.702053\n",
+      "95              0.0          43.403947            3.702053\n",
+      "96              0.0          43.403947            3.702053\n",
+      "97              0.0          43.403942            3.702050\n",
+      "98              0.0          43.403955            3.702030\n",
+      "99              0.0          43.403960            3.702067\n",
+      "100             0.0          43.403945            3.702047\n",
+      "101             0.0          43.403943            3.702065\n",
+      "102             0.0          43.403960            3.702063\n",
+      "103             0.0          43.403960            3.702063\n",
+      "104             0.0          43.403967            3.702070\n",
+      "105             0.0          43.403942            3.702057\n",
+      "106             0.0          43.403942            3.702057\n",
+      "107             0.1          43.403943            3.702077\n",
+      "108             0.1          43.403943            3.702077\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.5          38.427533           15.607013\n",
+      "1              11.5          38.427533           15.607013\n",
+      "2              11.5          38.458555           15.589368\n",
+      "3              11.5          38.501940           15.565183\n",
+      "4              11.5          38.558143           15.532758\n",
+      "5              12.0          38.601947           15.505825\n",
+      "6              11.9          38.631758           15.487132\n",
+      "7              11.7          38.662367           15.467722\n",
+      "8              11.5          38.727083           15.426605\n",
+      "9              11.5          38.764807           15.402297\n",
+      "10             11.2          38.805098           15.377107\n",
+      "11             12.0          38.837387           15.357043\n",
+      "12             12.0          38.837387           15.357043\n",
+      "13             12.0          38.837387           15.357043\n",
+      "14             12.0          38.837387           15.357043\n",
+      "15             12.0          38.837387           15.357043\n",
+      "16             12.0          38.837387           15.357043\n",
+      "17             11.3          39.111595           15.187353\n",
+      "18             11.9          39.132932           15.169383\n",
+      "19             11.9          39.132932           15.169383\n",
+      "20             11.9          39.132932           15.169383\n",
+      "21             11.9          39.132932           15.169383\n",
+      "22             11.9          39.132932           15.169383\n",
+      "23             11.9          39.132932           15.169383\n",
+      "24             11.9          39.132932           15.169383\n",
+      "25             11.9          39.132932           15.169383\n",
+      "26             11.9          39.132932           15.169383\n",
+      "27             11.5          39.243937           15.093088\n",
+      "28             11.5          39.243937           15.093088\n",
+      "29             11.5          39.243937           15.093088\n",
+      "30             11.5          39.243937           15.093088\n",
+      "31             11.5          39.243937           15.093088\n",
+      "32             11.5          39.243937           15.093088\n",
+      "33             11.5          39.243937           15.093088\n",
+      "34             11.5          39.243937           15.093088\n",
+      "35             11.5          39.243937           15.093088\n",
+      "36             11.5          39.243937           15.093088\n",
+      "37             11.5          39.243937           15.093088\n",
+      "38             11.5          39.243937           15.093088\n",
+      "39             11.5          39.243937           15.093088\n",
+      "40             11.5          39.243937           15.093088\n",
+      "41             11.5          39.243937           15.093088\n",
+      "42             11.4          40.152660           14.454388\n",
+      "43             11.3          40.183182           14.416030\n",
+      "44             11.3          40.194292           14.402517\n",
+      "45             11.6          40.272173           14.311908\n",
+      "46             11.7          40.302692           14.277053\n",
+      "47             11.7          40.315873           14.259448\n",
+      "48             11.8          40.322317           14.250743\n",
+      "49             11.9          40.390707           14.157697\n",
+      "50             12.0          40.424173           14.110318\n",
+      "51             12.0          40.424173           14.110318\n",
+      "52             11.9          40.456953           14.062015\n",
+      "53             11.9          40.529845           13.954163\n",
+      "54             12.0          40.562268           13.903940\n",
+      "55             11.8          40.604558           13.839998\n",
+      "56             11.7          40.636628           13.791530\n",
+      "57             11.5          40.668957           13.743302\n",
+      "58             11.4          40.700368           13.697075\n",
+      "59             11.2          40.729777           13.647605\n",
+      "60             11.6          40.758613           13.596777\n",
+      "61             11.5          40.787467           13.547467\n",
+      "62             11.5          40.809003           13.511530\n",
+      "63             11.6          40.837297           13.461858\n",
+      "64             11.6          40.855392           13.429212\n",
+      "65             11.6          40.895103           13.362402\n",
+      "66             11.5          40.928638           13.306850\n",
+      "67             11.3          40.955552           13.262260\n",
+      "68             11.3          40.979080           13.221693\n",
+      "69             11.3          40.979080           13.221693\n",
+      "70             11.3          40.979080           13.221693\n",
+      "71             11.3          40.979080           13.221693\n",
+      "72             11.3          40.979080           13.221693\n",
+      "73             11.2          41.121225           12.957532\n",
+      "74             11.2          41.121225           12.957532\n",
+      "75             11.0          41.173943           12.853618\n",
+      "76             10.7          41.204283           12.793885\n",
+      "77             10.9          41.229862           12.744857\n",
+      "78             11.1          41.255338           12.695403\n",
+      "79             11.2          41.281857           12.644833\n",
+      "80             11.2          41.299757           12.610452\n",
+      "81             11.2          41.326037           12.560972\n",
+      "82             11.2          41.361388           12.493967\n",
+      "83             11.1          41.373905           12.470315\n",
+      "84             11.2          41.405187           12.408815\n",
+      "85             11.2          41.419228           12.380635\n",
+      "86             11.3          41.459230           12.302593\n",
+      "87             11.3          41.459230           12.302593\n",
+      "88             11.3          41.459230           12.302593\n",
+      "89             11.3          41.459230           12.302593\n",
+      "90             11.3          41.459230           12.302593\n",
+      "91             11.3          41.459230           12.302593\n",
+      "92             11.3          41.459230           12.302593\n",
+      "93             11.3          41.459230           12.302593\n",
+      "94             11.3          41.459230           12.302593\n",
+      "95             11.3          41.459230           12.302593\n",
+      "96             11.3          41.459230           12.302593\n",
+      "97             11.3          41.459230           12.302593\n",
+      "98             11.3          41.459230           12.302593\n",
+      "99             11.3          41.459230           12.302593\n",
+      "100            11.3          41.459230           12.302593\n",
+      "101            11.3          41.459230           12.302593\n",
+      "102            11.3          41.459230           12.302593\n",
+      "103            11.3          41.459230           12.302593\n",
+      "104            11.3          41.459230           12.302593\n",
+      "105            11.3          41.459230           12.302593\n",
+      "106            11.3          41.459230           12.302593\n",
+      "107            11.7          42.036833           11.233058\n",
+      "108            11.7          42.036833           11.233058\n",
+      "109            11.6          42.066868           11.181292\n",
+      "110            11.8          42.127520           11.076247\n",
+      "111            11.8          42.127520           11.076247\n",
+      "112            11.5          42.180318           10.981533\n",
+      "113            11.6          42.217025           10.912560\n",
+      "114            11.6          42.217025           10.912560\n",
+      "115            11.7          42.247195           10.858308\n",
+      "116            11.7          42.306240           10.752763\n",
+      "117            11.4          42.333395           10.710232\n",
+      "118            11.2          42.381610           10.702443\n",
+      "119            11.2          42.454137           10.695308\n",
+      "120            10.5          42.498683           10.688482\n",
+      "121            10.5          42.541930           10.680660\n",
+      "122            10.6          42.585745           10.672073\n",
+      "123            10.4          42.628988           10.665828\n",
+      "124            10.4          42.664443           10.661932\n",
+      "125            10.4          42.674078           10.661275\n",
+      "126            10.1          42.756265           10.653788\n",
+      "127             9.7          42.796983           10.647697\n",
+      "128             6.5          42.825592           10.643687\n",
+      "129             6.6          42.852790           10.641533\n",
+      "130             0.4          42.867903           10.640292\n",
+      "131             0.1          42.867800           10.639815\n",
+      "132             0.9          42.869168           10.640058\n",
+      "133             0.4          42.880227           10.644678\n",
+      "134             1.4          42.885280           10.641973\n",
+      "135             4.4          42.902362           10.630733\n",
+      "136             0.4          42.905133           10.634658\n",
+      "137             0.1          42.905433           10.634895\n",
+      "138             0.1          42.905420           10.634923\n",
+      "139             0.1          42.905420           10.634923\n",
+      "140             0.1          42.905413           10.634957\n",
+      "141             0.1          42.905435           10.634978\n",
+      "142             0.1          42.905397           10.634920\n",
+      "143             0.1          42.905397           10.634920\n",
+      "144             0.1          42.905405           10.634948\n",
+      "145             0.0          42.905420           10.634977\n",
+      "146             0.1          42.905432           10.634970\n",
+      "147             0.4          42.905420           10.634962\n",
+      "148             0.1          42.905432           10.634957\n",
+      "149             0.0          42.905443           10.634987\n",
+      "150             0.0          42.905443           10.634987\n",
+      "151             0.3          42.902645           10.647595\n",
+      "152             0.0          42.902663           10.647602\n",
+      "153             0.0          42.902627           10.647590\n",
+      "154             0.0          42.902627           10.647590\n",
+      "155             0.3          42.902632           10.647613\n",
+      "156             0.1          42.902617           10.647608\n",
+      "157             0.1          42.902617           10.647608\n",
+      "158            12.9          42.928582           10.583812\n",
+      "159            10.5          42.934235           10.565022\n",
+      "160             0.0          42.931710           10.544652\n",
+      "161             0.0          42.931710           10.544652\n",
+      "162             0.0          42.931705           10.544650\n",
+      "163             0.0          42.931680           10.544720\n",
+      "164             0.0          42.931680           10.544720\n",
+      "165             0.0          42.931697           10.544653\n",
+      "166             0.0          42.931717           10.544653\n",
+      "167             9.2          42.933232           10.553983\n",
+      "168             9.2          42.933232           10.553983\n",
+      "169            12.7          42.849542           10.622898\n",
+      "170            13.0          42.803293           10.659067\n",
+      "171            13.0          42.803293           10.659067\n",
+      "172            12.9          42.708358           10.730752\n",
+      "173            13.3          42.660548           10.770142\n",
+      "174            13.3          42.612712           10.807703\n",
+      "175            12.7          42.547933           10.857377\n",
+      "176            12.7          42.517638           10.880002\n",
+      "177            12.7          42.471280           10.917378\n",
+      "178            12.4          42.404412           10.976828\n",
+      "179            12.4          42.404412           10.976828\n",
+      "180            12.4          42.358955           11.027460\n",
+      "181            12.5          42.303342           11.095128\n",
+      "182            12.8          42.241537           11.169287\n",
+      "183            12.8          42.231133           11.181293\n",
+      "184            12.9          42.151923           11.276125\n",
+      "185            12.8          42.112137           11.325703\n",
+      "186            13.0          42.073602           11.374713\n",
+      "187            12.9          42.033720           11.424668\n",
+      "188            12.9          41.994647           11.473093\n",
+      "189            12.9          41.955188           11.522063\n",
+      "190            13.0          41.915528           11.570898\n",
+      "191            12.9          41.874953           11.619395\n",
+      "192            13.0          41.834613           11.667930\n",
+      "193            12.9          41.793970           11.717257\n",
+      "diff 127 158\n",
+      "diff 159 167\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              11.1          22.969740           37.046657\n",
+      "1              11.1          22.969740           37.046657\n",
+      "2              11.0          22.998642           37.028142\n",
+      "3              10.9          23.045408           36.998578\n",
+      "4              10.6          23.069405           36.984555\n",
+      "5              10.7          23.106798           36.960513\n",
+      "6              10.6          23.155635           36.930223\n",
+      "7              10.5          23.189285           36.909468\n",
+      "8              10.7          23.228233           36.884812\n",
+      "9              10.4          23.266372           36.861197\n",
+      "10             10.4          23.310712           36.833417\n",
+      "11             10.1          23.342342           36.814175\n",
+      "12              9.9          23.386355           36.786473\n",
+      "13             10.3          23.416028           36.767873\n",
+      "14             10.4          23.460085           36.739923\n",
+      "15             10.5          23.491330           36.721350\n",
+      "16             10.3          23.504507           36.712898\n",
+      "17             10.4          23.576698           36.667130\n",
+      "18             10.7          23.600828           36.652143\n",
+      "19             10.8          23.652510           36.620723\n",
+      "20             10.1          23.667957           36.610607\n",
+      "21             10.7          23.710638           36.582863\n",
+      "22             10.8          23.747088           36.558937\n",
+      "23             11.0          23.770358           36.544353\n",
+      "24             10.9          23.823162           36.512925\n",
+      "25             10.8          23.868192           36.485638\n",
+      "26             10.8          23.868192           36.485638\n",
+      "27             10.7          23.936218           36.419797\n",
+      "28             10.9          23.964552           36.403695\n",
+      "29             11.2          24.005807           36.380282\n",
+      "30             10.9          24.074517           36.339960\n",
+      "31             11.2          24.101105           36.323282\n",
+      "32             11.1          24.134447           36.302508\n",
+      "33             10.9          24.188673           36.269782\n",
+      "34             11.1          24.213090           36.255638\n",
+      "35             11.2          24.259398           36.228558\n",
+      "36             11.1          24.315833           36.196818\n",
+      "37              9.2          24.349070           36.178017\n",
+      "38              9.8          24.383583           36.157818\n",
+      "39              9.8          24.402712           36.146628\n",
+      "40             10.9          24.446640           36.121560\n",
+      "41             10.7          24.500510           36.092010\n",
+      "42             10.3          24.526857           36.075893\n",
+      "43             10.3          24.574228           36.045707\n",
+      "44             10.1          24.609230           36.022725\n",
+      "45              9.8          24.660610           35.991978\n",
+      "46              9.0          24.693995           35.973568\n",
+      "47              9.9          24.722163           35.957653\n",
+      "48             10.2          24.759415           35.936028\n",
+      "49              9.9          24.780432           35.923628\n",
+      "50              9.3          24.826795           35.894668\n",
+      "51              9.6          24.873517           35.863848\n",
+      "52              9.3          24.883663           35.857422\n",
+      "53              9.5          24.925130           35.831160\n",
+      "54              9.2          24.974932           35.799303\n",
+      "55              9.3          25.010410           35.776837\n",
+      "56              9.0          25.045402           35.754233\n",
+      "57              9.8          25.077708           35.733507\n",
+      "58              9.7          25.088223           35.726883\n",
+      "59              9.7          25.132358           35.697675\n",
+      "60              9.2          25.167318           35.675590\n",
+      "61              9.7          25.203922           35.651347\n",
+      "62             10.0          25.257555           35.617123\n",
+      "63              9.8          25.265783           35.611617\n",
+      "64              9.7          25.303372           35.587852\n",
+      "65              9.1          25.342207           35.563178\n",
+      "66              8.3          25.387735           35.534053\n",
+      "67              8.8          25.404988           35.523167\n",
+      "68              9.2          25.445570           35.498362\n",
+      "69              8.3          25.468528           35.486048\n",
+      "70              7.9          25.499327           35.469193\n",
+      "71              8.2          25.544488           35.444863\n",
+      "72              8.2          25.561507           35.434373\n",
+      "73              8.2          25.591490           35.415870\n",
+      "74              8.6          25.621735           35.396757\n",
+      "75              8.3          25.661935           35.371565\n",
+      "76              9.5          25.697372           35.350775\n",
+      "77              9.5          25.737275           35.327615\n",
+      "78              9.1          25.755580           35.317365\n",
+      "79              9.3          25.799532           35.292453\n",
+      "80              9.8          25.832995           35.271707\n",
+      "81              9.3          25.877083           35.243252\n",
+      "82              9.9          25.904943           35.227418\n",
+      "83              9.9          25.941938           35.203193\n",
+      "84             10.1          25.971257           35.184362\n",
+      "85              9.7          26.000203           35.166913\n",
+      "86             10.3          26.039958           35.140902\n",
+      "87              9.9          26.077465           35.116167\n",
+      "88             10.6          26.117290           35.092475\n",
+      "89             10.4          26.153625           35.069588\n",
+      "90             10.6          26.190892           35.045732\n",
+      "91             10.5          26.228340           35.021125\n",
+      "92             10.2          26.271743           34.993928\n",
+      "93              9.8          26.306140           34.972498\n",
+      "94             10.2          26.340878           34.950113\n",
+      "95             10.2          26.381563           34.925933\n",
+      "96             10.2          26.411988           34.905772\n",
+      "97             10.3          26.455870           34.877975\n",
+      "98             10.4          26.483740           34.859662\n",
+      "99             10.3          26.525093           34.833758\n",
+      "100            10.4          26.556588           34.813910\n",
+      "101            10.3          26.601845           34.785363\n",
+      "102             9.9          26.642220           34.759848\n",
+      "103            10.0          26.688028           34.730098\n",
+      "104             9.6          26.703777           34.720638\n",
+      "105             9.6          26.739542           34.697537\n",
+      "106             9.6          26.792175           34.664503\n",
+      "107             9.0          26.802295           34.657947\n",
+      "108            10.1          26.831797           34.639457\n",
+      "109            10.0          26.900488           34.595152\n",
+      "110             9.6          26.914315           34.587282\n",
+      "111            10.0          26.951443           34.566790\n",
+      "112             9.8          26.975345           34.553565\n",
+      "113             9.4          27.019867           34.528018\n",
+      "114             9.4          27.033610           34.519887\n",
+      "115             9.4          27.033610           34.519887\n",
+      "116             9.3          27.069082           34.498617\n",
+      "117             9.0          27.148993           34.450853\n",
+      "118             9.2          27.192418           34.414933\n",
+      "119             9.2          27.192418           34.414933\n",
+      "120             8.9          27.208512           34.402373\n",
+      "121             9.2          27.266080           34.353908\n",
+      "122             9.6          27.278808           34.343117\n",
+      "123             9.6          27.278808           34.343117\n",
+      "124             9.6          27.278808           34.343117\n",
+      "125             9.3          27.407393           34.229323\n",
+      "126             9.3          27.407393           34.229323\n",
+      "127             9.5          27.441867           34.197647\n",
+      "128             9.1          27.467640           34.172403\n",
+      "129             9.7          27.514937           34.127733\n",
+      "130             4.9          27.532037           34.105298\n",
+      "131             9.8          27.535553           34.095873\n",
+      "132            10.0          27.582988           34.038932\n",
+      "133             8.8          27.610875           34.009485\n",
+      "134             9.3          27.638008           33.978432\n",
+      "135             9.3          27.645420           33.969942\n",
+      "136             8.7          27.691942           33.916398\n",
+      "137             8.7          27.691942           33.916398\n",
+      "138             8.7          27.691942           33.916398\n",
+      "139             8.7          27.691942           33.916398\n",
+      "140             8.7          27.691942           33.916398\n",
+      "141             8.7          27.691942           33.916398\n",
+      "142             9.1          27.813628           33.783117\n",
+      "143             6.6          27.843540           33.760748\n",
+      "144             6.6          27.843540           33.760748\n",
+      "145             6.6          27.843540           33.760748\n",
+      "146             6.6          27.843540           33.760748\n",
+      "147             6.6          27.843540           33.760748\n",
+      "148             6.6          27.843540           33.760748\n",
+      "149             6.6          27.843540           33.760748\n",
+      "150             7.0          27.979587           33.573525\n",
+      "151             7.0          27.979587           33.573525\n",
+      "152             6.9          28.027362           33.520512\n",
+      "153             6.9          28.027362           33.520512\n",
+      "154             6.4          28.063220           33.480350\n",
+      "155             8.4          28.069532           33.473548\n",
+      "156             9.0          28.109377           33.429510\n",
+      "157             9.0          28.136358           33.397980\n",
+      "158             9.0          28.136358           33.397980\n",
+      "159             7.5          28.187935           33.344355\n",
+      "160             8.5          28.216472           33.322413\n",
+      "161             8.8          28.252858           33.299008\n",
+      "162             8.6          28.278335           33.286268\n",
+      "163             8.6          28.278335           33.286268\n",
+      "164             8.6          28.322130           33.253557\n",
+      "165             8.3          28.385135           33.217140\n",
+      "166             8.2          28.394442           33.214190\n",
+      "167             8.1          28.415000           33.198198\n",
+      "168             5.0          28.469387           33.156533\n",
+      "169             8.0          28.495367           33.146775\n",
+      "170             8.6          28.512375           33.134785\n",
+      "171             7.6          28.540632           33.113638\n",
+      "172             8.5          28.585577           33.080350\n",
+      "173             7.8          28.598462           33.071398\n",
+      "174            10.5          28.629057           33.050710\n",
+      "175            11.3          28.672932           33.030813\n",
+      "176            11.2          28.740447           32.995275\n",
+      "177            11.2          28.740447           32.995275\n",
+      "178            11.3          28.782312           32.971833\n",
+      "179            11.8          28.873605           32.926233\n",
+      "180            11.8          28.873605           32.926233\n",
+      "181            11.7          28.919248           32.906280\n",
+      "182            11.7          28.965675           32.886617\n",
+      "183            11.8          29.054715           32.844245\n",
+      "184            11.8          29.067570           32.837138\n",
+      "185            11.8          29.105647           32.820163\n",
+      "186            11.6          29.153238           32.801862\n",
+      "187            11.6          29.205273           32.777443\n",
+      "188            11.7          29.250778           32.757887\n",
+      "189            11.7          29.298082           32.738100\n",
+      "190            11.9          29.342160           32.714658\n",
+      "191            11.7          29.386142           32.689150\n",
+      "192            11.8          29.443125           32.657900\n",
+      "193            12.0          29.501137           32.633112\n",
+      "diff 129 131\n",
+      "diff 142 150\n",
+      "diff 151 155\n",
+      "diff 167 169\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0              14.5          53.795917            4.949873\n",
+      "1              14.5          53.795917            4.949873\n",
+      "2              14.5          53.857963            4.988323\n",
+      "3              14.4          53.924003            5.029825\n",
+      "4              14.3          54.007778            5.082972\n",
+      "5              14.2          54.037473            5.101093\n",
+      "6              13.9          54.092233            5.114187\n",
+      "7              13.9          54.155667            5.107178\n",
+      "8              13.9          54.214092            5.101293\n",
+      "9              13.8          54.249837            5.097793\n",
+      "10             13.9          54.340435            5.089072\n",
+      "11             14.0          54.355620            5.087565\n",
+      "12             13.9          54.398755            5.082810\n",
+      "13             13.9          54.511598            5.071527\n",
+      "14             13.8          54.517052            5.070973\n",
+      "15             13.9          54.607535            5.061602\n",
+      "16             13.9          54.637060            5.058170\n",
+      "17             13.8          54.752462            5.043393\n",
+      "18             13.8          54.781333            5.039340\n",
+      "19             13.8          54.836033            5.031090\n",
+      "20             13.8          54.868453            5.026232\n",
+      "21             13.8          54.983862            5.006655\n",
+      "22             13.8          54.983862            5.006655\n",
+      "23             13.8          54.983862            5.006655\n",
+      "24             13.8          54.983862            5.006655\n",
+      "25             13.9          55.208920            4.985495\n",
+      "26             13.8          55.264367            4.972665\n",
+      "27             13.8          55.321080            4.960103\n",
+      "28             13.8          55.378908            4.951557\n",
+      "29             13.8          55.436397            4.950095\n",
+      "30             13.8          55.493783            4.948417\n",
+      "31             13.8          55.556202            4.945588\n",
+      "32             13.9          55.608625            4.942683\n",
+      "33             13.9          55.666440            4.939347\n",
+      "34             13.9          55.724345            4.935443\n",
+      "35             13.9          55.782347            4.927648\n",
+      "36             13.7          55.839975            4.920008\n",
+      "37             13.9          55.897687            4.912857\n",
+      "38             13.7          55.955178            4.900698\n",
+      "39             13.7          55.984442            4.894858\n",
+      "40             13.7          56.019535            4.888093\n",
+      "41             13.8          56.124810            4.873092\n",
+      "42             13.8          56.152900            4.870085\n",
+      "43             13.8          56.210528            4.864340\n",
+      "44             13.9          56.299530            4.856563\n",
+      "45             13.8          56.354302            4.852177\n",
+      "46             13.8          56.356847            4.851962\n",
+      "47             13.8          56.434955            4.846233\n",
+      "48             14.0          56.492368            4.842435\n",
+      "49             14.0          56.492368            4.842435\n",
+      "50             14.2          56.609678            4.833153\n",
+      "51             14.1          56.668337            4.827807\n",
+      "52             14.1          56.668337            4.827807\n",
+      "53             13.8          56.813143            4.816517\n",
+      "54             13.9          56.892105            4.810645\n",
+      "55             13.9          56.892105            4.810645\n",
+      "56             14.3          56.994043            4.803233\n",
+      "57             10.6          57.068248            4.798017\n",
+      "58             13.7          57.110138            4.795265\n",
+      "59             13.5          57.168650            4.789208\n",
+      "60             13.6          57.227700            4.783170\n",
+      "61             13.6          57.272920            4.778417\n",
+      "62             13.5          57.338288            4.770672\n",
+      "63             13.5          57.389130            4.762810\n",
+      "64             13.3          57.450025            4.752750\n",
+      "65             13.4          57.502948            4.743543\n",
+      "66             13.4          57.560038            4.733498\n",
+      "67             11.2          57.613542            4.723988\n",
+      "68             13.1          57.665715            4.714362\n",
+      "69             12.9          57.723683            4.703612\n",
+      "70             12.9          57.775272            4.693948\n",
+      "71             12.7          57.826383            4.683590\n",
+      "72             12.6          57.883892            4.670215\n",
+      "73             12.6          57.933877            4.658467\n",
+      "74             12.7          57.984078            4.647078\n",
+      "75             12.6          58.033985            4.638432\n",
+      "76             12.8          58.091393            4.631617\n",
+      "77             12.6          58.141312            4.625185\n",
+      "78             13.0          58.199380            4.615677\n",
+      "79             12.9          58.250382            4.606617\n",
+      "80             12.7          58.308005            4.594402\n",
+      "81             12.7          58.357667            4.583795\n",
+      "82             12.6          58.406842            4.576475\n",
+      "83             12.9          58.457095            4.566992\n",
+      "84             13.1          58.516207            4.552568\n",
+      "85             13.2          58.568067            4.541052\n",
+      "86             13.6          58.628280            4.527868\n",
+      "87             13.6          58.686728            4.518600\n",
+      "88             13.4          58.737508            4.512787\n",
+      "89             13.3          58.789102            4.508375\n",
+      "90             12.7          58.848397            4.501608\n",
+      "91             12.8          58.908862            4.493312\n",
+      "92             12.9          58.951565            4.487907\n",
+      "93             12.8          59.009367            4.480863\n",
+      "94             13.1          59.058212            4.474493\n",
+      "95             13.1          59.112943            4.464475\n",
+      "96             13.0          59.167665            4.453080\n",
+      "97             13.4          59.225542            4.438172\n",
+      "98             14.2          59.280150            4.425115\n",
+      "99             14.0          59.344055            4.404522\n",
+      "100            13.8          59.398638            4.393688\n",
+      "101            13.6          59.454272            4.388680\n",
+      "102            13.8          59.509023            4.385143\n",
+      "103            14.1          59.572395            4.381690\n",
+      "104            14.2          59.629177            4.378600\n",
+      "105            14.4          59.685598            4.376388\n",
+      "106            14.6          59.751143            4.374908\n",
+      "107            14.7          59.808225            4.375318\n",
+      "108            15.1          59.867335            4.377510\n",
+      "109            15.2          59.937553            4.379603\n",
+      "110            13.6          59.998747            4.382982\n",
+      "111            13.5          60.055052            4.380395\n",
+      "112            14.6          60.119243            4.378413\n",
+      "113            15.0          60.175698            4.371520\n",
+      "114            15.0          60.230187            4.360387\n",
+      "115            14.6          60.303922            4.342945\n",
+      "116            14.5          60.356125            4.334070\n",
+      "117            14.3          60.424040            4.322877\n",
+      "118            13.8          60.481407            4.315773\n",
+      "119            13.6          60.530523            4.306452\n",
+      "120            13.6          60.593392            4.296175\n",
+      "121            13.4          60.647960            4.288538\n",
+      "122            12.6          60.698610            4.278105\n",
+      "123            12.1          60.752333            4.258367\n",
+      "124            12.2          60.800502            4.254037\n",
+      "125            12.2          60.852743            4.248317\n",
+      "126            11.9          60.903345            4.240750\n",
+      "127            12.3          60.950717            4.234182\n",
+      "128            12.4          61.002470            4.227512\n",
+      "129            12.4          61.058438            4.222537\n",
+      "130            12.8          61.105773            4.223795\n",
+      "131            13.7          61.164395            4.224653\n",
+      "132            14.4          61.221168            4.229820\n",
+      "133            14.0          61.277202            4.243568\n",
+      "134            13.8          61.339948            4.261718\n",
+      "135            13.6          61.393882            4.278202\n",
+      "136            13.6          61.446992            4.287003\n",
+      "137            12.1          61.504308            4.284792\n",
+      "138            12.0          61.552060            4.270748\n",
+      "139            12.4          61.606740            4.277382\n",
+      "140            12.2          61.654995            4.289303\n",
+      "141            12.5          61.702512            4.315180\n",
+      "142            11.5          61.756097            4.352992\n",
+      "143            11.3          61.798322            4.387532\n",
+      "144            11.7          61.840527            4.426152\n",
+      "145            10.3          61.886688            4.459683\n",
+      "146            10.6          61.924905            4.490338\n",
+      "147            10.4          61.964533            4.520643\n",
+      "148            10.3          62.008593            4.559455\n",
+      "149            10.4          62.047175            4.594607\n",
+      "150            10.9          62.084017            4.634342\n",
+      "151            11.0          62.128017            4.685072\n",
+      "152             9.9          62.160732            4.724025\n",
+      "153             9.2          62.192253            4.779565\n",
+      "154             8.4          62.221333            4.834847\n",
+      "155             8.3          62.247287            4.883890\n",
+      "156             8.6          62.269587            4.935663\n",
+      "157             8.0          62.293355            4.985632\n",
+      "158             6.9          62.317752            5.033682\n",
+      "159             6.5          62.341762            5.080045\n",
+      "160             6.6          62.359498            5.111687\n",
+      "161             6.4          62.383778            5.152558\n",
+      "162             6.4          62.404158            5.185845\n",
+      "163             7.0          62.425585            5.216835\n",
+      "164             6.9          62.450372            5.258325\n",
+      "165             6.3          62.470415            5.294863\n",
+      "166             6.2          62.489177            5.329352\n",
+      "167             5.3          62.507705            5.364462\n",
+      "168             5.4          62.526077            5.398942\n",
+      "169             5.6          62.542800            5.432633\n",
+      "170             4.9          62.556973            5.462080\n",
+      "171             4.8          62.570832            5.492530\n",
+      "172             5.6          62.569828            5.535145\n",
+      "173             5.8          62.558355            5.583420\n",
+      "174             5.1          62.547050            5.628390\n",
+      "175             5.1          62.537035            5.662040\n",
+      "176             5.3          62.524770            5.697555\n",
+      "177             5.3          62.508062            5.733442\n",
+      "178             5.1          62.493355            5.769153\n",
+      "179             4.7          62.481035            5.802177\n",
+      "180             5.3          62.466878            5.839842\n",
+      "181             5.6          62.456445            5.884802\n",
+      "182             4.9          62.450050            5.927335\n",
+      "183             4.1          62.448128            5.973312\n",
+      "184             7.5          62.438045            6.005937\n",
+      "185             2.6          62.420228            6.030282\n",
+      "186             9.2          62.425752            6.026907\n",
+      "187            12.8          62.449853            5.946555\n",
+      "188            12.7          62.464690            5.842653\n",
+      "189            12.6          62.495127            5.749965\n",
+      "190            13.2          62.539545            5.673572\n",
+      "191            13.5          62.597543            5.684975\n",
+      "192            13.6          62.652342            5.728040\n",
+      "193            13.8          62.706675            5.775553\n",
+      "diff 157 163\n",
+      "diff 163 184\n",
+      "diff 184 186\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "     position_speed  position_latitude  position_longitude\n",
+      "0               9.0          58.612692           -3.533775\n",
+      "1               9.0          58.612692           -3.533775\n",
+      "2               9.0          58.612692           -3.533775\n",
+      "3               9.0          58.612692           -3.533775\n",
+      "4               9.0          58.612692           -3.533775\n",
+      "5               9.0          58.612692           -3.533775\n",
+      "6               9.0          58.612692           -3.533775\n",
+      "7               9.0          58.612692           -3.533775\n",
+      "8               9.0          58.612692           -3.533775\n",
+      "9               9.0          58.612692           -3.533775\n",
+      "10              9.0          58.612692           -3.533775\n",
+      "11              9.0          58.612692           -3.533775\n",
+      "12              9.0          58.612692           -3.533775\n",
+      "13              9.0          58.612692           -3.533775\n",
+      "14              9.0          58.612692           -3.533775\n",
+      "15              9.0          58.612692           -3.533775\n",
+      "16              9.0          58.612692           -3.533775\n",
+      "17              9.0          58.612692           -3.533775\n",
+      "18              9.0          58.612692           -3.533775\n",
+      "19              9.0          58.612692           -3.533775\n",
+      "20              9.0          58.612692           -3.533775\n",
+      "21              9.0          58.612692           -3.533775\n",
+      "22              9.0          58.612692           -3.533775\n",
+      "23              9.0          58.612692           -3.533775\n",
+      "24              9.0          58.612692           -3.533775\n",
+      "25              9.0          58.612692           -3.533775\n",
+      "26              9.0          58.612692           -3.533775\n",
+      "27              9.0          58.612692           -3.533775\n",
+      "28              9.0          58.612692           -3.533775\n",
+      "29              9.0          58.612692           -3.533775\n",
+      "30              9.0          58.612692           -3.533775\n",
+      "31              9.0          58.612692           -3.533775\n",
+      "32              9.0          58.612692           -3.533775\n",
+      "33              9.0          58.612692           -3.533775\n",
+      "34              9.0          58.612692           -3.533775\n",
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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.colors import Normalize\n",
+    "from matplotlib.cm import ScalarMappable\n",
+    "from mycolorpy import colorlist as mcp\n",
+    "import numpy as np\n",
+    "color1=mcp.gen_color(cmap=\"Spectral\",n=200)\n",
+    "\n",
+    "for vessel in vessels:\n",
+    "    df_ = df[(df['vessel_name'] == vessel)][['position_speed', 'position_latitude', 'position_longitude']].reset_index().drop('index', axis = 1)\n",
+    "    print(df_)\n",
+    "    indexes = df_[df_['position_speed'] >= 7].index\n",
+    "    for j, index in enumerate(indexes):\n",
+    "            if j == 0:\n",
+    "                #do the plot                     \n",
+    "                df_segment = df_.loc[0:index, :] \n",
+    "                if len(df_segment) > 5:\n",
+    "                    plt.plot(df_segment['position_latitude'], df_segment['position_longitude'], color=color1[j+1], linewidth=6, label=f'{j+1}')\n",
+    "            if j != (len(indexes)-1):\n",
+    "                i = indexes[j+1]\n",
+    "                if i != index + 1:\n",
+    "                    print('diff ' + str(index) + ' ' + str(i))\n",
+    "                    df_segment = df_.loc[index:i, :]                        \n",
+    "                    if len(df_segment) > 5:\n",
+    "                        plt.plot(df_segment['position_latitude'], df_segment['position_longitude'], color=color1[j], linewidth=6, label=f'{j}')\n",
+    "    \n",
+    "    df__ = df[df['vessel_name'] == vessel]\n",
+    "    plt.plot(df__['position_latitude'], df__['position_longitude'], color= 'lightblue', linestyle = '-.', linewidth = 1)\n",
+    "    plt.title(vessel)\n",
+    "    plt.show();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "ac389afa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x140012e10>]"
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df__ = df[df['vessel_name'] == 'F/V FARPESCA']\n",
+    "plt.plot(df__['position_latitude'], df__['position_longitude'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0e05c0e7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mycolorpy import colorlist as mcp\n",
+    "import numpy as np\n",
+    "color1=mcp.gen_color(cmap=\"winter\",n=50)\n",
+    "print(color1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "5f5e4bc5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['F/V GERALD-JEAN 3', 'F/V ASPIN', 'CHRISDERIC V',\n",
+       "       'F/V GERALD JEAN IV', 'F/V  J.M.CHRISTIAN 4', 'F/V GLENAN',\n",
+       "       'CAP SAINT VINCENT', 'F/V TH0MAS NICOLAS 2', 'AVEL VAD',\n",
+       "       'NOTRE DAME CEDEIRA', 'F/V STEMARIELAMERII', 'CAP HORIZON',\n",
+       "       'SCAPIRIA 1', 'F/V ERIC MARIN', 'F/V VAUBAN', 'ROSE DE CASCIA',\n",
+       "       'F/V CHRISDERIC2', 'F/V GRAND ST BERNARD', 'PUNTA VIXIA',\n",
+       "       'F/V J.M.CHRISTIAN 3', 'F/V CORONA DEL MAR', 'F/V ROSSOREN',\n",
+       "       'F/V BIKAIN', 'F/V GERARD LUC 4', 'F/V JANVIER GIORDANO',\n",
+       "       'F/V G SAINTE RITA', 'F/V PIER JO SALVADOR', 'F/V STERENN',\n",
+       "       'F/V CISBERLANDE 5', 'F/VSTSOPHIEFRANCOIS2', 'F/V PEPE BARREIRO',\n",
+       "       'TIGERS III', 'F/V SAINT GOTHARD', 'F/V PUENTEAREAS UNO',\n",
+       "       'F/V ARGELES', 'F/V MAR MARES', 'F/V PLAYA DE TUYA', 'FV/BEOTHUK',\n",
+       "       'F/V LANDORA', 'F/V RABELAIS', 'F/V CAP BOJADOR', 'F/V GUEOTEC',\n",
+       "       'F/V SYLVANNA', 'FV FERREIRA MARTINEZ', 'F/V SIEMPRE VIRIATO',\n",
+       "       'F/V LARCHE', 'F/V MELODIE', 'F/V LOIRA', 'F/V ANTONIO MARIA',\n",
+       "       'F/V CUCA', 'F/V GURE ANDRE', 'F/V ANNE ANTOINE 2',\n",
+       "       'F/V LE RESSAC', 'F/V R0NSARD', 'F/V LE CROTELLOIS', 'F/V YANNICK',\n",
+       "       'BRESSAY-BANK PAIR TR', 'CAP SAINT GEORGES', 'F/V LE STIFF',\n",
+       "       'F/V SILURE', 'F/V CROIX MORAND', 'F/V RADOCHE TERCERO',\n",
+       "       'F/V FASTNET', 'F/V CARLA', 'F/V ARMOR II', 'F/V M. LE ROCH 2',\n",
+       "       'SCOMBRUS', 'F/V JP LE ROCH', 'F/V LAPALOMA II', 'F/V GEVRED',\n",
+       "       'F\\\\V LUDOVIC GEOFFRAY', 'F/V FARO PICAMILLO', 'F/V CAP FINISTERE',\n",
+       "       'F/V NAONED', 'F/V VENT DU NORD II', 'F/V PEDRA BLANCA II',\n",
+       "       'F/V MAR DE FLORES', 'F/V IBARDIN', 'F/V AGORRETA',\n",
+       "       'F/V LA TRINITE', 'F/V MEABAN', 'F/V EMERAUDE', 'CAP ST MARIE',\n",
+       "       'F/V NICOLAS JEREMY', 'LE DOLMEN', 'F/V MERCATOR', 'F/V PENDRUC',\n",
+       "       'F/V LAREDO', 'F/V RIO DA BOUZA', 'OTTER BANK F/V',\n",
+       "       'F/V GURE AMETZA II', 'F/V VIA AVENIR', 'F/V FARPESCA',\n",
+       "       'F/V LE MARMOUSET 3', 'VIA ALIZE', 'F/V NOTRE DAME DE B',\n",
+       "       'F/V TOURMALET', 'F/V MARIA MAGDALENA', 'F/V VIA MISTRAL',\n",
+       "       'F/V J.L.RAPHAEL 2', 'F/V PEDRA BLANCA', 'F/V J.M.CHRISTIAN 6',\n",
+       "       'F/VJANVIER L.RAPHAEL', 'PRINS BERNHARD', 'F/V JULIEN COLEOU',\n",
+       "       'F/V GUERIDEN', 'F/V MANUREVA', 'F/V MADELEINE', 'F/V ANDRE LEDUC',\n",
+       "       'FISHER BANK', 'F/V PAX DEI II', 'F/V J.M.CHRISTIAN 7'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['vessel_name'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "c0eaff6c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "61        3.4\n",
+      "173       3.4\n",
+      "285       3.4\n",
+      "397       3.4\n",
+      "509       3.6\n",
+      "621       3.7\n",
+      "733       3.6\n",
+      "845       3.4\n",
+      "957       3.3\n",
+      "1069      1.1\n",
+      "1181      2.3\n",
+      "1293      3.1\n",
+      "1405      3.1\n",
+      "1517      3.0\n",
+      "1629      3.2\n",
+      "1741      3.0\n",
+      "1853      3.0\n",
+      "2077      2.9\n",
+      "1965      2.9\n",
+      "2189      2.9\n",
+      "2301      3.2\n",
+      "2413      3.0\n",
+      "2525      3.1\n",
+      "2637      1.2\n",
+      "2749      3.7\n",
+      "2861      3.4\n",
+      "2973      3.5\n",
+      "3085      3.4\n",
+      "3197      3.9\n",
+      "3309      3.9\n",
+      "3533      3.7\n",
+      "3421      3.7\n",
+      "3645      3.5\n",
+      "3757      3.6\n",
+      "3869      3.6\n",
+      "3981      3.7\n",
+      "4093      3.3\n",
+      "4205      9.9\n",
+      "4317      9.6\n",
+      "4429      9.7\n",
+      "4541      8.8\n",
+      "4653      3.8\n",
+      "4765      3.9\n",
+      "4877      3.9\n",
+      "4989      3.7\n",
+      "5101      3.7\n",
+      "5213      3.7\n",
+      "5325      3.5\n",
+      "5437      3.4\n",
+      "5549      4.0\n",
+      "5661      3.9\n",
+      "5773      3.8\n",
+      "5885      3.8\n",
+      "5997      3.4\n",
+      "6109      3.5\n",
+      "6221      3.4\n",
+      "6333      5.0\n",
+      "6445      3.9\n",
+      "6557      4.0\n",
+      "6669      4.0\n",
+      "6781      3.9\n",
+      "6893      4.2\n",
+      "7005      4.2\n",
+      "7117      4.0\n",
+      "7229      4.1\n",
+      "7341      3.9\n",
+      "7453      4.0\n",
+      "7565      4.1\n",
+      "7677      4.1\n",
+      "7789      1.4\n",
+      "7901      5.2\n",
+      "8013      3.3\n",
+      "8125      3.3\n",
+      "8237      3.4\n",
+      "8349      3.6\n",
+      "8461      3.6\n",
+      "8573      3.6\n",
+      "8685      3.6\n",
+      "8797      3.8\n",
+      "8909      3.6\n",
+      "9021      3.8\n",
+      "9133      3.8\n",
+      "9245      3.7\n",
+      "9357      0.3\n",
+      "9469      4.1\n",
+      "9581      3.8\n",
+      "9693      3.8\n",
+      "9805      3.7\n",
+      "9917      3.4\n",
+      "10029     3.3\n",
+      "10141     3.2\n",
+      "10253     3.8\n",
+      "10365     3.8\n",
+      "10477     3.8\n",
+      "10589     3.7\n",
+      "10701     3.6\n",
+      "10813     3.6\n",
+      "10925     8.8\n",
+      "11037     3.4\n",
+      "11149     3.5\n",
+      "11261     3.8\n",
+      "11373     3.8\n",
+      "11485     3.8\n",
+      "11597     3.9\n",
+      "11709     3.8\n",
+      "11821     4.0\n",
+      "11933     4.0\n",
+      "12045     4.0\n",
+      "12157     4.0\n",
+      "12269     4.0\n",
+      "12381     4.1\n",
+      "12493     7.5\n",
+      "12605     3.5\n",
+      "12717     3.5\n",
+      "12829     3.7\n",
+      "12941     3.7\n",
+      "13053     3.6\n",
+      "13165     3.7\n",
+      "13277     3.9\n",
+      "13389     3.7\n",
+      "13613     3.9\n",
+      "13501     3.9\n",
+      "13725     3.9\n",
+      "13837     3.8\n",
+      "13949     1.9\n",
+      "14061     1.7\n",
+      "14173     6.9\n",
+      "14285     3.5\n",
+      "14397     3.7\n",
+      "14509     3.7\n",
+      "14621     3.7\n",
+      "14733     3.4\n",
+      "14845     3.2\n",
+      "14957     3.2\n",
+      "15069     3.2\n",
+      "15181     3.2\n",
+      "15293     3.1\n",
+      "15405     3.1\n",
+      "15517     3.2\n",
+      "15629     2.4\n",
+      "15741     6.1\n",
+      "15853     4.0\n",
+      "15965     3.9\n",
+      "16077     4.1\n",
+      "16189     3.9\n",
+      "16301     3.7\n",
+      "16413     3.6\n",
+      "16525     3.8\n",
+      "16637     3.7\n",
+      "16749     3.6\n",
+      "16861     3.5\n",
+      "16973     3.3\n",
+      "17085     3.5\n",
+      "17197     3.6\n",
+      "17309     0.6\n",
+      "17421     5.1\n",
+      "17757     8.8\n",
+      "17533     8.8\n",
+      "17981     8.8\n",
+      "17645     8.8\n",
+      "17869     8.8\n",
+      "18093     3.9\n",
+      "18205     3.9\n",
+      "18429     3.6\n",
+      "18317     3.6\n",
+      "18541     3.6\n",
+      "18653     3.7\n",
+      "18765     3.5\n",
+      "18877     3.5\n",
+      "18989     3.7\n",
+      "19101     3.7\n",
+      "19213     3.6\n",
+      "19325     9.6\n",
+      "19437     9.8\n",
+      "19549     9.8\n",
+      "19661     9.6\n",
+      "19773    10.0\n",
+      "19885     9.7\n",
+      "19997     9.7\n",
+      "20109     9.7\n",
+      "20221     9.8\n",
+      "20333     9.9\n",
+      "20445    10.1\n",
+      "20557    10.1\n",
+      "20669    10.0\n",
+      "20781    10.0\n",
+      "20893    10.2\n",
+      "21005    10.3\n",
+      "21117    10.3\n",
+      "21229    10.3\n",
+      "21341    10.5\n",
+      "21453    10.5\n",
+      "21565    10.2\n",
+      "21677    10.6\n",
+      "Name: position_speed, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "pd.set_option('display.min_rows', 1000)\n",
+    "pd.set_option('display.max_rows', 1000)\n",
+    "print(df[df['vessel_name'] =='F/V FARPESCA']['position_speed'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "08234209",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "vessels = df[(df['position_speed'] < 7) & (df['position_speed'] > 0)]['vessel_name'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "dc52d027",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "82"
+      ]
+     },
+     "execution_count": 137,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(vessels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "7489fd5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NOTRE DAME CEDEIRA\n",
+      "F/V GRAND ST BERNARD\n",
+      "PUNTA VIXIA\n",
+      "F/V CORONA DEL MAR\n",
+      "F/V ROSSOREN\n",
+      "F/V STERENN\n",
+      "F/V CISBERLANDE 5\n",
+      "F/V PEPE BARREIRO\n",
+      "F/V SAINT GOTHARD\n",
+      "F/V PUENTEAREAS UNO\n",
+      "F/V ARGELES\n",
+      "F/V MAR MARES\n",
+      "F/V PLAYA DE TUYA\n",
+      "F/V LANDORA\n",
+      "F/V RABELAIS\n",
+      "F/V CAP BOJADOR\n",
+      "F/V GUEOTEC\n",
+      "F/V SYLVANNA\n",
+      "FV FERREIRA MARTINEZ\n",
+      "F/V CUCA\n",
+      "F/V LE RESSAC\n",
+      "F/V R0NSARD\n",
+      "F/V LE CROTELLOIS\n",
+      "F/V YANNICK\n",
+      "BRESSAY-BANK PAIR TR\n",
+      "CAP SAINT GEORGES\n",
+      "F/V SILURE\n",
+      "F/V CROIX MORAND\n",
+      "F/V RADOCHE TERCERO\n",
+      "F/V CARLA\n",
+      "F/V ARMOR II\n",
+      "F/V M. LE ROCH 2\n",
+      "F/V JP LE ROCH\n",
+      "F/V LAPALOMA II\n",
+      "F/V FASTNET\n",
+      "F\\V LUDOVIC GEOFFRAY\n",
+      "F/V FARO PICAMILLO\n",
+      "F/V CAP FINISTERE\n",
+      "F/V NAONED\n",
+      "F/V PEDRA BLANCA II\n",
+      "F/V MAR DE FLORES\n",
+      "F/V IBARDIN\n",
+      "F/V AGORRETA\n",
+      "F/V LA TRINITE\n",
+      "F/V MEABAN\n",
+      "LE DOLMEN\n",
+      "F/V MERCATOR\n",
+      "F/V RIO DA BOUZA\n",
+      "F/V FARPESCA\n",
+      "F/V PEDRA BLANCA\n",
+      "F/V GEVRED\n",
+      "F/V NICOLAS JEREMY\n",
+      "F/V GURE AMETZA II\n",
+      "F/V GUERIDEN\n",
+      "F/V NOTRE DAME DE B\n",
+      "F/V STEMARIELAMERII\n",
+      "F/V ANDRE LEDUC\n",
+      "FISHER BANK\n",
+      "F/V TOURMALET\n",
+      "F/V PAX DEI II\n",
+      "F/V MADELEINE\n",
+      "F/V PENDRUC\n",
+      "OTTER BANK F/V\n",
+      "ROSE DE CASCIA\n",
+      "F/V G SAINTE RITA\n",
+      "CAP ST MARIE\n",
+      "F/V JULIEN COLEOU\n",
+      "SCAPIRIA 1\n",
+      "F/V LAREDO\n",
+      "F/V VAUBAN\n",
+      "F/V VIA AVENIR\n",
+      "FV/BEOTHUK\n",
+      "F/V MELODIE\n",
+      "VIA ALIZE\n",
+      "F/V LE MARMOUSET 3\n",
+      "F/V LARCHE\n",
+      "F/V PIER JO SALVADOR\n",
+      "F/V J.M.CHRISTIAN 7\n",
+      "F/V EMERAUDE\n",
+      "F/V ANTONIO MARIA\n",
+      "80\n"
+     ]
+    }
+   ],
+   "source": [
+    "i = 0\n",
+    "for vessel in vessels:\n",
+    "    df_vessel = df[df['vessel_name'] == vessel]\n",
+    "    if ((len(df_vessel[df_vessel['position_speed'] < 7])/len(df_vessel)))*100 > 10:\n",
+    "        i +=1\n",
+    "        print(vessel)\n",
+    "print(i)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "id": "69d2e08b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Vérifier les indices\n",
+    "# Changer de place le code des vessels\n",
+    "# Essayer avec un autre choix de vitesse\n",
+    "# Récupérer les portions de trajectoire à labeller: doit le placer sur une map avec latitude et longitude et coloration de vitesse (pour le display), pour la bdd, il faut la portion de trajectoire\n",
+    "# Peut-on trouver un unsupervised qui fait ça ? (Clustering ?)\n",
+    "# Sur streamlit (faire appel à un api qui génère automatiquement at random des portions de trajectoire identifiées comme en dessous de 7)\n",
+    "# Les trajectoires ne sont pas de la même taille, donc est-ce qu'on resize les trajectoires ou est-ce qu'on met des buffers avant et après pour avoir la même taille d'entrée dans l'algo \n",
+    "# Et tu veux déterminer quels sont les pixels de fish (donc output 1 + le nombre de pixels) (ou 1 selon que l'on ne choisisse que la classification)\n",
+    "# On peut aussi imaginer un outil à la main de rectification des trajectoires quand on identifie un fishing\n",
+    "# Et ensuite on peut détecter le fishing en streaming et faire de l'alerting (est-ce que tu crois qu'ils vont arrêter si tu les appelles de loin comme ça ?)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "46f0088e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}