Assignment_solutions/Week_2_assignment_solutions/Week_2_assignment_solutions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "civic-wisdom",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "informational-loading",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 271 entries, 0 to 270\n",
      "Data columns (total 7 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   id       271 non-null    int64  \n",
      " 1   totSAS   251 non-null    float64\n",
      " 2   sex      271 non-null    object \n",
      " 3   age      248 non-null    float64\n",
      " 4   edlevel  269 non-null    object \n",
      " 5   fitrate  266 non-null    float64\n",
      " 6   depress  269 non-null    float64\n",
      "dtypes: float64(4), int64(1), object(2)\n",
      "memory usage: 14.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('sleep.csv')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "absent-sandwich",
   "metadata": {},
   "source": [
    " Question 1 and 2. Consider the table below\n",
    "\n",
    "- | Variables | Datatypes | Visualization method              |\n",
    "  |-----------|-----------|-----------------------------------|\n",
    "  | totSAS    | float     | Histogram/Box and Whisker plot    |\n",
    "  | sex       | object    | Barplot/Piechart                  |\n",
    "  | age       | float     | Histogram/Box and Whisker plot    |\n",
    "  | edlevel   | object    | Barplot/Piechart                  |\n",
    "\n",
    "- If a student does a plot of each variable, it is fine.\n",
    "- The distribution for totSAS is normal(zero skewness).\n",
    "- The distribution for age is skewed to the right.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "duplicate-charger",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot Visualization for totSAS\n",
    "fig,ax = plt.subplots(figsize = (10,6))\n",
    "df['totSAS'].plot(kind = 'box', vert = False, title = 'Distribution of totSAS')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "arranged-conversion",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CXHjhhe05DwAAQM21KZRuvfXW1z1+/vnnt2kYAACAzqBNoTRx4sRWz1988cU8//zz6datW3r06CGUAACA/Vqb7nq3cePGVo+tW7dm1apVOeGEE9zMAQAA2O+1KZReTXNzc6ZPn77H2SYAAID9TbuFUpIccMABeeaZZ9rzIwEAADpcm65RuvPOO1s9r1arWbduXWbPnp0PfvCD7TIYAABArbQplE4//fRWzyuVSt7+9rfnIx/5SL74xS+2x1wAAAA106ZQ2r17d3vPAQAA0Gm06zVKAAAAXUGbzihNnjz5L37tzJkz2/JLAAAA1EybQunnP/95Hnnkkbz00kt597vfnST59a9/nQMOOCDve9/7Wl5XqVTaZ0oAAIAO1KZQOvXUU9PQ0JD58+fn4IMPTvLyD6H9zGc+kw996EO5/PLL23VIAACAjtSma5S++MUvZtq0aS2RlCQHH3xwbrjhBne9AwAA9nttCqXNmzfn2Wef3WN9w4YN2bJlyxseCgAAoJbaFEpnnHFGPvOZz+S73/1unn766Tz99NP57ne/m4suuihnnnlme88IAADQodp0jdKXv/zlXHHFFTnvvPPy4osvvvxBdXW56KKLcuONN7brgAAAAB2tTaHUo0eP3HzzzbnxxhvzxBNPpFqt5sgjj0zPnj3bez4AAIAO94Z+4Oy6deuybt26DB48OD179ky1Wm2vuQAAAGqmTaH0hz/8ISeddFIGDx6ccePGZd26dUmSz372s24NDgAA7PfaFEr/8A//kAMPPDBPPfVUevTo0bJ+1lln5Z577mm34QAAAGqhTdcoLVy4MP/93/+dfv36tVpvbm7OmjVr2mUwAACAWmnTGaVt27a1OpP0it///vepr69/w0MBAADUUptC6cMf/nBuvfXWlueVSiW7d+/OjTfemBNPPLHdhgMAAKiFNn317sYbb8zo0aOzbNmy7Ny5M1deeWVWrlyZ5557Lj/+8Y/be0YAAIAO1aYzSkcddVQeffTRvP/978+YMWOybdu2nHnmmfn5z3+ed73rXe09IwAAQIfa6zNKL774YsaOHZuvfOUruf766/fFTAAAADW112eUDjzwwPziF79IpVLZF/MAAADUXJu+enf++edn7ty57T0LAABAp9Cmmzns3LkzX/va17Jo0aIMGzYsPXv2bHV85syZ7TIcAABALexVKP32t7/NwIED84tf/CLve9/7kiS//vWvW73GV/IAAID93V6FUnNzc9atW5f7778/SXLWWWflS1/6UhobG/fJcAAAALWwV9coVavVVs/vvvvubNu2rV0HAgAAqLU23czhFWU4AQAAdAV7FUqVSmWPa5BckwQAAHQ1e3WNUrVazQUXXJD6+vokyfbt2/O5z31uj7ve3X777e03IQAAQAfbq1AaP358q+fnnXdeuw4DAADQGexVKM2bN29fzQEAANBpvKGbOQAAAHRFNQ2ladOm5fjjj09DQ0MOO+ywnH766Vm1alWr11Sr1UyZMiV9+/ZN9+7dM3r06KxcubJGEwMAAG8GNQ2lxYsX55JLLslDDz2URYsW5aWXXsrYsWNb/WymGTNmZObMmZk9e3aWLl2apqamjBkzJlu2bKnh5AAAQFe2V9cotbd77rmn1fN58+blsMMOy8MPP5wPf/jDqVarmTVrVq699tqceeaZSZL58+ensbExt912Wy6++OJajA0AAHRxneoapU2bNiVJDjnkkCTJ6tWrs379+owdO7blNfX19Rk1alSWLFnyqp+xY8eObN68udUDAABgb3SaUKpWq5k8eXJOOOGEDBkyJEmyfv36JEljY2Or1zY2NrYcK02bNi19+vRpefTv33/fDg4AAHQ5nSaULr300jz66KP55je/ucexSqXS6nm1Wt1j7RVXX311Nm3a1PJYu3btPpkXAADoump6jdIrLrvsstx555158MEH069fv5b1pqamJC+fWTr88MNb1jds2LDHWaZX1NfXp76+ft8ODAAAdGk1PaNUrVZz6aWX5vbbb899992XQYMGtTo+aNCgNDU1ZdGiRS1rO3fuzOLFizNy5MiOHhcAAHiTqOkZpUsuuSS33XZbfvCDH6ShoaHluqM+ffqke/fuqVQqmTRpUqZOnZrm5uY0Nzdn6tSp6dGjR84555xajg4AAHRhNQ2lOXPmJElGjx7dan3evHm54IILkiRXXnllXnjhhUyYMCEbN27M8OHDs3DhwjQ0NHTwtAAAwJtFTUOpWq3+2ddUKpVMmTIlU6ZM2fcDAQAApBPd9Q4AAKCzEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAAhbpaDwDQVgOvuqvWIwAAXZQzSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAIW6Wg8AAMD+ZeBVd9V6hE7pyemn1HoE2pEzSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUBBKAAAABaEEAABQEEoAAAAFoQQAAFAQSgAAAAWhBAAAUKhpKD344IM59dRT07dv31Qqldxxxx2tjler1UyZMiV9+/ZN9+7dM3r06KxcubI2wwIAAG8aNQ2lbdu25dhjj83s2bNf9fiMGTMyc+bMzJ49O0uXLk1TU1PGjBmTLVu2dPCkAADAm0ldLX/xk08+OSeffPKrHqtWq5k1a1auvfbanHnmmUmS+fPnp7GxMbfddlsuvvjijhwVAAB4E+m01yitXr0669evz9ixY1vW6uvrM2rUqCxZsuQ137djx45s3ry51QMAAGBvdNpQWr9+fZKksbGx1XpjY2PLsVczbdq09OnTp+XRv3//fTonAADQ9XTaUHpFpVJp9bxare6x9qeuvvrqbNq0qeWxdu3afT0iAADQxdT0GqXX09TUlOTlM0uHH354y/qGDRv2OMv0p+rr61NfX7/P5wMAALquTntGadCgQWlqasqiRYta1nbu3JnFixdn5MiRNZwMAADo6mp6Rmnr1q35zW9+0/J89erVWb58eQ455JAcccQRmTRpUqZOnZrm5uY0Nzdn6tSp6dGjR84555waTg0AAHR1NQ2lZcuW5cQTT2x5Pnny5CTJ+PHjc8stt+TKK6/MCy+8kAkTJmTjxo0ZPnx4Fi5cmIaGhlqNDAAAvAlUqtVqtdZD7EubN29Onz59smnTpvTu3bvW4/A6Bl51V61HAABosyenn1LrEfgz9qYNOu01SgAAALUilAAAAAqd9vbgXZWvlwEAQOfnjBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAQSgBAAAUhBIAAEBBKAEAABSEEgAAQEEoAQAAFIQSAABAoa7WAwAAQFcw8Kq7aj1Cp/Xk9FNqPcJec0YJAACgIJQAAAAKQgkAAKAglAAAAApCCQAAoCCUAAAACkIJAACgIJQAAAAKQgkAAKAglAAAAApCCQAAoCCUAAAACkIJAACgIJQAAAAK+0Uo3XzzzRk0aFAOOuigHHfccfmf//mfWo8EAAB0YZ0+lL71rW9l0qRJufbaa/Pzn/88H/rQh3LyySfnqaeeqvVoAABAF9XpQ2nmzJm56KKL8tnPfjZ/9Vd/lVmzZqV///6ZM2dOrUcDAAC6qLpaD/B6du7cmYcffjhXXXVVq/WxY8dmyZIlr/qeHTt2ZMeOHS3PN23alCTZvHnzvht0L+ze8XytRwAAgA7VWf4t/soc1Wr1z762U4fS73//++zatSuNjY2t1hsbG7N+/fpXfc+0adNy/fXX77Hev3//fTIjAADw+vrMqvUErW3ZsiV9+vR53dd06lB6RaVSafW8Wq3usfaKq6++OpMnT255vnv37jz33HM59NBDX/M9dH6bN29O//79s3bt2vTu3bvW49DF2W90NHuOjmS/0dE6056rVqvZsmVL+vbt+2df26lD6W1ve1sOOOCAPc4ebdiwYY+zTK+or69PfX19q7W3vvWt+2pEOljv3r1r/n8w3jzsNzqaPUdHst/oaJ1lz/25M0mv6NQ3c+jWrVuOO+64LFq0qNX6okWLMnLkyBpNBQAAdHWd+oxSkkyePDmf/vSnM2zYsIwYMSJf/epX89RTT+Vzn/tcrUcDAAC6qE4fSmeddVb+8Ic/5Atf+ELWrVuXIUOG5L/+678yYMCAWo9GB6qvr8911123x9cqYV+w3+ho9hwdyX6jo+2ve65S/UvujQcAAPAm0qmvUQIAAKgFoQQAAFAQSgAAAAWhBAAAUBBKdBoPPvhgTj311PTt2zeVSiV33HFHq+PVajVTpkxJ3759071794wePTorV66szbDs96ZNm5bjjz8+DQ0NOeyww3L66adn1apVrV5jz9Ge5syZk6FDh7b8wMURI0bk7rvvbjluv7EvTZs2LZVKJZMmTWpZs+doT1OmTEmlUmn1aGpqajm+P+43oUSnsW3bthx77LGZPXv2qx6fMWNGZs6cmdmzZ2fp0qVpamrKmDFjsmXLlg6elK5g8eLFueSSS/LQQw9l0aJFeemllzJ27Nhs27at5TX2HO2pX79+mT59epYtW5Zly5blIx/5SE477bSWfyjYb+wrS5cuzVe/+tUMHTq01bo9R3s7+uijs27dupbHY4891nJsv9xvVeiEklS///3vtzzfvXt3tampqTp9+vSWte3bt1f79OlT/fKXv1yDCelqNmzYUE1SXbx4cbVatefoGAcffHD1a1/7mv3GPrNly5Zqc3NzddGiRdVRo0ZVJ06cWK1W/R1H+7vuuuuqxx577Kse21/3mzNK7BdWr16d9evXZ+zYsS1r9fX1GTVqVJYsWVLDyegqNm3alCQ55JBDkthz7Fu7du3KggULsm3btowYMcJ+Y5+55JJLcsopp+SjH/1oq3V7jn3h8ccfT9++fTNo0KCcffbZ+e1vf5tk/91vdbUeAP4S69evT5I0Nja2Wm9sbMyaNWtqMRJdSLVazeTJk3PCCSdkyJAhSew59o3HHnssI0aMyPbt29OrV698//vfz1FHHdXyDwX7jfa0YMGCPPLII1m6dOkex/wdR3sbPnx4br311gwePDjPPvtsbrjhhowcOTIrV67cb/ebUGK/UqlUWj2vVqt7rMHeuvTSS/Poo4/mRz/60R7H7Dna07vf/e4sX748f/zjH/O9730v48ePz+LFi1uO22+0l7Vr12bixIlZuHBhDjrooNd8nT1Hezn55JNb/vcxxxyTESNG5F3velfmz5+fD3zgA0n2v/3mq3fsF165a8or/0XiFRs2bNjjv07A3rjsssty55135v7770+/fv1a1u059oVu3brlyCOPzLBhwzJt2rQce+yxuemmm+w32t3DDz+cDRs25LjjjktdXV3q6uqyePHifOlLX0pdXV3LvrLn2Fd69uyZY445Jo8//vh++3ecUGK/MGjQoDQ1NWXRokUtazt37szixYszcuTIGk7G/qparebSSy/N7bffnvvuuy+DBg1qddyeoyNUq9Xs2LHDfqPdnXTSSXnssceyfPnylsewYcNy7rnnZvny5XnnO99pz7FP7dixI7/61a9y+OGH77d/x/nqHZ3G1q1b85vf/Kbl+erVq7N8+fIccsghOeKIIzJp0qRMnTo1zc3NaW5uztSpU9OjR4+cc845NZya/dUll1yS2267LT/4wQ/S0NDQ8l+5+vTpk+7du7f8vBF7jvZyzTXX5OSTT07//v2zZcuWLFiwIA888EDuuece+41219DQ0HLN5St69uyZQw89tGXdnqM9XXHFFTn11FNzxBFHZMOGDbnhhhuyefPmjB8/fr/9O04o0WksW7YsJ554YsvzyZMnJ0nGjx+fW265JVdeeWVeeOGFTJgwIRs3bszw4cOzcOHCNDQ01Gpk9mNz5sxJkowePbrV+rx583LBBRckiT1Hu3r22Wfz6U9/OuvWrUufPn0ydOjQ3HPPPRkzZkwS+42OZ8/Rnp5++ul86lOfyu9///u8/e1vzwc+8IE89NBDGTBgQJL9c79VqtVqtdZDAAAAdCauUQIAACgIJQAAgIJQAgAAKAglAACAglACAAAoCCUAAICCUAIAACgIJQAAgIJQAqDTGT16dCZNmtQu7/ne976X4cOHp0+fPmloaMjRRx+dyy+//FU/Y+zYsTnggAPy0EMP7XFsw4YNufjii3PEEUekvr4+TU1N+djHPpaf/OQnezUnAPuHuloPAAD7yg9/+MOcffbZmTp1aj7+8Y+nUqnkl7/8Ze699949XvvUU0/lJz/5SS699NLMnTs3H/jAB1od/8QnPpEXX3wx8+fPzzvf+c48++yzuffee/Pcc8911G8HgA5UqVar1VoPAQCvuOCCCzJ//vxWa6tXr86aNWvyj//4j1mxYkUOOeSQjB8/PjfccEPq6upe8z2zZs3KihUrcv/99//ZX/f666/P//7v/+a6667L+9///qxbty49e/ZMkvzxj3/MwQcfnAceeCCjRo1qv98sAJ2Wr94B0KncdNNNGTFiRP72b/8269aty7p163LggQdm3LhxOf7447NixYrMmTMnc+fOzQ033PCa7+nfv3+ampqycuXK/OIXv3jdX7NarWbevHk577zz8p73vCeDBw/Ot7/97ZbjvXr1Sq9evXLHHXdkx44d+/T3D0DnIJQA6FT69OmTbt26pUePHmlqakpTU1Nuvvnm9O/fP7Nnz8573vOenH766bn++uvzxS9+Mbt3737V9xxwwAG57LLLcvzxx+eYY47JwIEDc/bZZ+frX//6HrHzwx/+MM8//3w+9rGPJUnOO++8zJ07t+V4XV1dbrnllsyfPz9vfetb88EPfjDXXHNNHn300Q79swGg4wglADq9X/3qVxkxYkQqlUrL2gc/+MFs3bo1Tz/99Gu+r2fPnrnrrrvym9/8Jv/0T/+UXr165fLLL8/73//+PP/88y2vmzt3bs4666zU1b186e6nPvWp/PSnP82qVataXvOJT3wizzzzTO6888587GMfywMPPJD3ve99ueWWW9r/NwxAzQklADq9arXaKpJeWUuyx/qrede73pXPfvaz+drXvpZHHnkkv/zlL/Otb30rSfLcc8/ljjvuyM0335y6urrU1dXlHe94R1566aV8/etfb/U5Bx10UMaMGZN//ud/zpIlS3LBBRfkuuuua6ffJQCdiVACoNPp1q1bdu3a1fL8qKOOypIlS/Kn9x9asmRJGhoa8o53vONV3/NaBg4cmB49emTbtm1Jkv/8z/9Mv379smLFiixfvrzlMWvWrMyfPz8vvfTSa37WUUcd1fI5AHQtbg8OQKczcODA/PSnP82TTz6ZXr16ZcKECZk1a1Yuu+yyXHrppVm1alWuu+66TJ48OW95y1te9T2HHHJIvvCFL+T555/PuHHjMmDAgPzxj3/Ml770pbz44osZM2ZMkpe/dvc3f/M3GTJkSKsZBgwYkM9//vO56667csIJJ+STn/xkLrzwwgwdOjQNDQ1ZtmxZZsyYkdNOO63D/3wA2PfcHhyATufXv/51xo8fnxUrVuSFF174s7cHf633rF69Ov/+7/+en/3sZ3n22Wdz8MEH573vfW+uvfbanHDCCXn44YczbNiw/OxnP8vxxx+/xxwf//jHkyTf+c53MmXKlCxcuDBPPPFEXnzxxfTv3z+f/OQnc80116R79+4d+ucDwL4nlAAAAAquUQIAACgIJQAAgIJQAgAAKAglAACAglACAAAoCCUAAICCUAIAACgIJQAAgIJQAgAAKAglAACAglACAAAoCCUAAIDC/weqB/OIsMZzLAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram visualization of totSAS\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['totSAS'])\n",
    "plt.xlabel('totSAS')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "received-civilian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a barplot Visualization for sex\n",
    "sex_counts = df['sex'].value_counts()\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(sex_counts.index, height=sex_counts.values, color =['red','yellow'])\n",
    "plt.title('Distribution of Sex')\n",
    "plt.xlabel('Sex')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "overhead-essay",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart of sex\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.pie(sex_counts, labels=sex_counts.index,autopct='%1.1f%%')\n",
    "plt.title('Gender')\n",
    "plt.legend(sex_counts.index, loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "together-employment",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot Visualization for age\n",
    "fig,ax = plt.subplots(figsize = (10,6))\n",
    "df['age'].plot(kind = 'box', vert = False, title = 'Distribution of Age')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "suburban-blame",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram visualization of age\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df['age'])\n",
    "plt.xlabel('age')\n",
    "plt.ylabel('Frequency')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "rental-throw",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a barplot Visualization for sex\n",
    "edlevel_counts = df['edlevel'].value_counts()\n",
    "plt.figure(figsize=(10,6))\n",
    "bars = plt.bar(edlevel_counts.index, height=edlevel_counts.values, color =['red', 'blue','green','yellow','violet'])\n",
    "plt.title('Distribution of edlevel')\n",
    "plt.xlabel('edlevel')\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Frequency')\n",
    "# Add labels to the bars\n",
    "for bar, label in zip(bars, edlevel_counts.index):\n",
    "    bar.set_label(label)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "clinical-services",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bW9y7dy/ffkdHxyLrJyIiKm1M4IioSouNjcXEiRMRFhaGX375BWvWrMH48eMBAHXq1EHPnj0xYsQInDt3DteuXcPAgQNha2uLnj17AgAmTJiAw4cPIyoqClevXsWJEyfUyZ29vT0kEgkOHDiAhIQEpKamwtDQEIMHD8bkyZNx8uRJ3Lp1C0OHDoWWllahvVAAULt2bcTExGDHjh2IjIzE6tWrsXfvXo0y48ePx5YtW7BlyxaEh4dj1qxZuHXrlkaZDh064ODBgzh48CDu3LmDr776SiNhqlmzJmQyGdasWYN79+5h//79mDdvnkYdbzq3SZMm4euvv0ZgYCAiIyMRHByMH3744Y0Lfjg7O6NLly4YMWIEgoKCcOXKFQwfPhx6enrqMh07dkSLFi3Qq1cvHD58GNHR0bhw4QKmT5+uTtLGjh2LzZs3IzAwEBEREfD19cX169eLvKYDBgxAtWrV0LNnT5w9exZRUVE4ffo0xo8fjwcPHgDIuxH6woULsWrVKoSHh+PGjRvw9/fH8uXLC62biIioTIg4/46ISFTt2rUTvvrqK2H06NGCkZGRYGpqKkybNk1jQYtnz54JX3zxhWBsbCzo6ekJXl5eQnh4uHq/j4+PUKtWLUEulwsWFhbCF198ISQmJqr3z507V7C2thYkEol6kZAXL14I/fv3FxQKhWBtbS0sX75caN68uTBt2jT1cfb29upFPF41efJkwdzcXDAwMBA+++wzYcWKFYKxsbFGmfnz5wvVqlUTDAwMhMGDBwtTpkzRWMwjOztb+PLLLwUzMzPB0tJSWLhwYb5FTLZv3y44ODgIcrlcaNGihbB//34BgBAcHFzoualUKmHVqlWCs7OzoKOjI1hYWAheXl7C6dOn3/g8xMXFCR9++KEgl8uFmjVrCj/99FO+83/x4oUwduxYoXr16oKOjo5gZ2cnDBgwQIiJidGI5+V5Dx06VBg3bpzw/vvvq/cPHjxY6NmzZ4HtDxo0SKhWrZogl8sFJycnYcSIEUJycrK6zLZt24RGjRoJMplMMDU1Fdq2bSvs2bPnjedERERUViSC8IZJHkRElZynpycaNWqElStXihpHWloabG1tsWzZMgwbNkzUWCqTTp06wdraGlu3bhU7FCIiolLDRUyIiN6x4OBg3LlzB82bN0dycjLmzp0LAOphmVRy6enp2LBhA7y8vCCVSvHLL7/g2LFjOHr0qNihERERlSomcEREIli6dCnCwsIgk8nQtGlTnD17Vr0gB5WcRCLBoUOH4Ovri6ysLDg7O2P37t3o2LGj2KERERGVKg6hJCIiIiIiqiC4CiUREREREVEFwQSOiIiIiIiogmACR0REREREVEEwgSMiIiIiIqogmMARERERERFVEEzgiIiIiIiIKggmcERERERERBUEEzgiIiIiIqIKggkcERERERFRBcEEjoiIiIiIqILQFjsAIqKCKFUCktKzkZyRg6SMHCRn5OBFRg6S0vN+T0rPwYvMHGTmKJGrFJCrUiHn1X+VKuSqBOQqBWhpAdpaWpBJtaAtlUCmrQVdbSn0ZFLo6mhBT0cbRnraMNOXwVQh0/jXTF8GmTa/6yIiIqLygQkcEYkiOSMHj5Iy1D8PkzI1Hj9JyYJSJYgdJgBAXyaFuYEcNsa6sDNToIapHmqYKmBnqocaZgrYGOlCS0sidphERERUBUgEQSgfn5CIqFKKT8nE3SepCH+Sgoj4VETEp+JufCqepWWLHVqp0ZFKYGOsB3tzBepYGqKetSGc//nR1ZGKHR4RERFVIkzgiKhUqFQCwp6kICQ2CTceJiPin4QtKT1H7NBEoyUB7M314WyVl8y52BjC1cYYNc0VYodGREREFRQTOCJ6K/EvMnE1JgkhsUkIiX2OGw+SkZatFDusCqGagRxNapqgqb0pmtqbwq2GMeTa7KkjIiKiojGBI6JiiX2WjrMRiTgfmYjg+8/xKDlT7JAqDZlUC/VtjdC0pik8HEzR3NEcZvoyscMiIiKicogJHBEVKCk9G+fvPsW5uwk4dzcRsc8yxA6pytCSAG62xmhb1wJt61qgsZ0JtKVcCZOIiIiYwBHRP1QqAZfvP8eJO/E4fzcRtx4lo5wsAlnlGepqo2Utc7Sta4F2dS1Qw5Rz6IiIiKoqJnBEVVh2rgrnIxNx+OZjHAt9gsTUyrMyZGVWy0IfXRvYoKubNepXNxY7HCIiInqHmMARVTHp2bk4eScBh289xsk78UjJyhU7JPoPHKvpo0sDa3zoZoMGtkzmiIiIKjsmcERVQHauCifuPMGeqw9xOjwBWbkqsUOiMlDTTIGubnnJXMMaJmKHQ0RERGWACRxRJXb9QRJ2X3mA/dce4XkVvh9bVVTLQh+fetihTxNbWBrqih0OERERlRImcESVTPyLTOwNfojdVx8g/Emq2OGQyLS1JPB0tkBfDzt0qGfJ1SyJiIgqOCZwRJWASiXgxJ14bAu6jzMRiVBy+UgqQDUDOfo0sUVfjxqobWkodjhERET0FpjAEVVgLzJzsPPvWPz0133EPEsXOxyqQJo7mmFoK0d0drWClpZE7HCIiIiomJjAEVVAEU9SEHAhGnuDHyI9Wyl2OFSB2ZnpwbulIz5rZgcDubbY4RAREVERmMARVRAqlYDjd+IRcCEK5+8+FTscqmQM5dr41MMOQ1o5wM6MNwonIiIqr5jAEZVzSpWA/dce4oeTkbgbz0VJqGxJtSTo5GKFke2c0KSmqdjhEBER0WuYwBGVUzlKFXZfeYD1pyNx/ynnt9G716ZONUzoWAdN7c3EDoWIiIj+wQSOqJzJzFFi5+VYbDx9Dw+TMsQOhwita+clch4OTOSIiIjExgSOqJzIzFHi54v38eOZe4hPyRI7HKJ8WtU2x4SOddGMiRwREZFomMARiUylErDr6gOsOBqOuORMscMhKlLLWuaY5OXMOXJEREQiYAJHJKKTYfH4/o87uPM4RexQiErsw4Y2mNalHletJCIieoeYwBGJ4ObDZCz8I5S3A6AKT6athSEtHTCmQ20Y6eqIHQ4REVGlxwSO6B2KfZaOpUfCsP/aI/AvjyoTM30ZJnSsg/7Na0JbqiV2OERERJUWEziidyArV4l1JyOx4XQksnJVYodDVGZqWejj264u6OhqJXYoRERElRITOKIydjo8AbN+u4lo3suNqpAO9Swxt2d91DDl/DgiIqLSxASOqIw8Ts7E3AO3cOjGY7FDIRKFno4UEzrWwbDWjhxWSUREVEqYwBGVslylCv7no7HyWDjSspVih0MkOhcbIyzo3QCNedsBIiKi/4wJHFEpuhrzHP+35wZvC0D0Gi0JMOA9e0zp4gxDrlZJRET01pjAEZWC7FwVlh8Nh9/Ze1Cq+CdF9CaWhnLM+ag+urrZiB0KERFRhcQEjug/uvkwGd/svIawJ+x1Iyqu3o1tMadnfd47joiIqISYwBG9pVylCmtP3sUPJ+8iR8k/I6KSqm6si6V93dGyVjWxQyEiIqowmMARvYXwJyn4Zuc13HiYLHYoRBWaRAIMaemIKV2coasjFTscIiKico8JHFEJCIIAv7P3sPRIOLJ5Q26iUlPXygArPmuE+tWNxQ6FiIioXGMCR1RMz9Oy8fXOEJwKSxA7FKJKSUcqwYSOdfFlu1rQ0pKIHQ4REVG5xASOqBguRz/D2F+CEZecKXYoRJVe27oWWPVZI5jqy8QOhYiIqNxhAkdUCEEQsOH0PSw7EoZc3h6A6J2pbqyLHwY04c2/iYiIXsMEjugNnqdlY+LOEJzkkEkiUehIJfiumwu8WzmKHQoREVG5wQSOqABX7j/D2O3BeMQhk0Si697QBt9/3BD6cm2xQyEiIhIdEzii12wPisGs/Td5bzeicqSWhT42DGyKOlaGYodCREQkKiZwRP9QqgTMO3AbAReixQ6FiAqgkEmx4rNG8KpvLXYoREREomECRwQgOSMHPtuv4mxEotihEFEhtCTA1C71MKpdLbFDISIiEgUTOKryohLTMCzwb9xLSBM7FCIqps887ODbuwF0pFpih0JERPROMYGjKu383UR8te0qkjNyxA6FiEqohZM5NgxsCmOFjtihEBERvTNM4KjK2nrxPubsv8X7uxFVYE7V9LHFuxkcqumLHQoREdE7wQSOqqTv/7yD9acixQ6DiEqBiUIHGwY2xftO5mKHQkREVOaYwFGVkqtUYeruG9h99YHYoRBRKZJpa2H1543RpQFXqCQiosqNCRxVGRnZSny17QpOhiWIHQoRlQGplgTff9wQnzStIXYoREREZYYJHFUJyRk5GBbwNy7ffy52KERUhiQSYMaHrhja2lHsUIiIiMoEEziq9BJSsjBoyyWExr0QOxQiekfGf1AHX3eqK3YYREREpY4JHFVqD5MyMHBTEKISeY83oqrGu6UDZvVwhUQiETsUIiKiUsMEjiqth0kZ+GzjX3jwPEPsUIhIJH2a2GLJJ+6QajGJIyKiyoEJHFVKj5Iy8NmPfyH2GZM3oqruw4Y2WP15YyZxRERUKWiJHQBRaYtLzkA/v4tM3ogIAHDwehy+/jUEShW/ryQiooqPCRxVKo+TM9Hvx4u4/zRd7FCIqBzZf+0RJv3vGlRM4oiIqIJjAkeVxpMXmejndxHRTN6IqAB7gx9iyu7r4MwBIiKqyJjAUaUQ/0/yxtUmiagwu648wMzfbokdBhER0VtjAkcVXlJ6NgZsCsK9BCZvRFS0rRfvY+GhULHDICIieitM4KhCy8xRYljgZUTEp4odChFVIBvP3MOa4xFih0FERFRiTOCowlKqBIz9JRhX7j8XOxQiqoCWHQ3H/y7Hih0GERFRiTCBowpr+r6bOHr7idhhEFEF9u2eGzgTniB2GERERMXGBI4qpBVHw/HLpRixwyCiCi5XJeCrbVdx61Gy2KEQEREVCxM4qnC2Bd3HKs5dIaJSkpqViyH+f+NhUobYoRARERWJCRxVKEduPeYS4ERU6uJTsuC95RKSM3LEDoWIiKhQTOCowrj96AUm/BoCpYo34SWi0hcRn4qRP11GVq5S7FCIiIjeiAkcVQjP0rIx4qfLSM/mBysiKjtBUc8wbfcNscMgIiJ6IyZwVO7lKFX48ucrnJ9CRO/E3uCH2HwuSuwwiIiICqQtdgBERZnz+y0ERT0TOwwiqkIWHgqFq40RWtQyFzuUKk2pVCInh/MSiahy09HRgVQqLXZ5iSAInFBE5db2oBj8314OZyIg+a+dSDrzEwybfgSzjiMBAMq053h+KgCZ0cFQZaZBblcfZh1HQcfM9o31ZCfcR/K5bch6fBfKF/Ew7TACRs16apRJvXUSSacDIeRkwqBhZ5i2H6rel5v8BE9+nQGbwSuhJVeUzclSuWCuL8P+sa1ha6IndihVjiAIePz4MZKSksQOhYjonTAxMYG1tTUkEkmRZdkDR+XW39HPMGv/TbHDoHIgKy4cKdcOQ8fCQb1NEATE7/GFREsbFn2mQ0umwIu/9+HJr9NRfdh6aMl0C6xLyM2Ctok1FM6t8PzEpnz7lenJePbnGph3mwBtE2vE75oDeU03KGo1AwA8PbwOpu28mbxVAU/TsjF66xX8b3QL6OoU/5tR+u9eJm+WlpZQKBTF+kBDRFQRCYKA9PR0xMfHAwBsbGyKPIYJHJVLj5Iy8OXPV5CjZAdxVafKzkDi70th3mUski/sUG/Pff4I2Y/CYDP0B8gs7AEAZp2/xIM1A5EWehqG7l4F1ie3qQu5TV0AwPPTgfn25yY9hkSugL5LWwCAbs2GyEmMAWo1Q9rtU5BItaFwblnap0nl1I2Hyfi/vTewvG8jsUOpMpRKpTp5MzfnEFYiqvz09PJGesTHx8PS0rLI4ZRcxITKnVylCuN+CUZiarbYoVA58OzoeujVagY9h0Ya2wVl3rwYibZMvU2iJYVEqo2sB7ffuj1tM1sIOVnIfhIJZUYKsuPCIbNwgDIjBUlnt8Gs0+i3rpsqpj1XH8L/PBc1eVdeznlTKNjLTURVx8v3vOLM+2UCR+XOimPhuHz/udhhUDmQdvs0sh9HwrTd4Hz7dMxqQGpkiaTTgVBmpkJQ5iD54v+gTHsOZerbL3oj1TVAtQ+/RuKB5Xj800ToN+gAPaemeH5yMwybdkdu8hM88h+HR5u/Qtqdc//l9KgCmX8wFFf4vvROcdgkEVUlJXnP4xBKKlfORSRi/alIscOgciD3RQKeHfeD1WdzNXrZXpJItWHR+//w9I9VeLDqc0CiBV2HRtB1avqf21bUbQlF3X+HSWbGXEdOwn2YdRqNRz+ORLUekyHVN0XcTxOha9cAUn2T/9wmlW+5KgETfg3GoXFtYKirI3Y4RERUhbEHjsqNhJQsTPg1BCpOeyMA2Y/vQpWehLiACbi/+CPcX/wRsmJvIuXK77i/+CMIKiXk1rVRfcga2E34FTV8tsKq71yoMlKgbWxdanEIuTl4dmQ9zLzGIPd5HASVEro13aBjXgM6ZrbIigsrtbaofIt9loHv9nJhJaraZs+ejUaNGokdRok4ODhg5cqVYodBVGrYA0flgiAImLgzBImpWWKHQuWErr07bIau1dj29NAq6JjXgNF7H0Oi9e8EXy25PgAg59lDZD++C5M2A0stjqQLO6Dr1BRy69rIfhIJqJTqfYIqF1CpSq0tKv/2X3uEtnUt8EnTGmKHUuU4TDv4TtuLXvThO22vKKdOnUL79u3x/PlzmJiYiB1OqarM50ZUFpjAUbmw/nQkzkYkih0GlSNacgVkr9w2AAAkOnJo6Rqqt6fdOQepwghSI0vkJETj2bEfoajzPvQcm6iPSTywDFJDc5i28waQt/hJTmJs3k5VLpSpT5H95B4kMl3omFbXaC874T7S75yBjfcaAIC2WQ1AooWUa0cgNTBFztMHkNnUKZPzp/Jr1m830dTeFI7V9MUOheitZGdnQybLPzSd3h6vKb1LHEJJorty/zmWHwkXOwyqgJSpz5B4YDke+Y3Gs2MbYVC/Pap9NFmjTO6LBChTn2scExcwDnEB46BMfYYXl/YgLmAcnv6xWuM4QRDw7PBamHYYob6nnJaOHObdJiD5wi94+scqmHUaDW3DamV/olSupGUrMX5HMHKU7H2lf3l6esLHxwc+Pj4wMTGBubk5pk+fDkH4d17A8+fPMWjQIJiamkKhUKBr166IiIhQ779//z569OgBU1NT6Ovro379+jh06BCio6PRvn17AICpqSkkEgm8vb0BACkpKRgwYAD09fVhY2ODFStWwNPTExMmTFDX6+DgAF9fX3h7e8PY2BgjRowAAEydOhV169aFQqGAk5MTZsyYkW8FvEWLFsHKygqGhoYYNmwYMjMz8533q20BQK9evdTxAcDPP/8MDw8PGBoawtraGv3791ff86qwcxMEAYsXL4aTkxP09PTg7u6OXbt2Ffo8xMfHo0ePHtDT04OjoyO2bduWr0xycjJGjhwJS0tLGBkZoUOHDrh27ZpGGV9fX1haWsLQ0BDDhw/HtGnTNIaOent7o1evXli4cCGqV6+OunXzbk/z8OFDfPbZZzA1NYW5uTl69uyJ6Ohojbr9/f3h4uICXV1d1KtXD+vWrSv0nIhexx44ElVGthITd4YglxPfqBis+y/SeGzk8RGMPD4q0THaxlawn3qgyLYkEgmsBy7Jt11RuzkUtZsXI1qqzK4/SMbSI2H4tquL2KFQORIYGIhhw4YhKCgIly9fxsiRI2Fvb69OmLy9vREREYH9+/fDyMgIU6dORbdu3XD79m3o6OhgzJgxyM7OxpkzZ6Cvr4/bt2/DwMAAdnZ22L17Nz7++GOEhYXByMhIfd+oiRMn4vz589i/fz+srKwwc+ZMXL16Nd88tSVLlmDGjBmYPn26epuhoSECAgJQvXp13LhxAyNGjIChoSGmTJkCANi5cydmzZqFH374AW3atMHWrVuxevVqODk5lei6ZGdnY968eXB2dkZ8fDy+/vpreHt749ChQ4We2/Tp07Fnzx6sX78ederUwZkzZzBw4EBYWFigXbt2Bbbl7e2N2NhYnDhxAjKZDOPGjVMni0BeUvjhhx/CzMwMhw4dgrGxMTZu3IgPPvgA4eHhMDMzw7Zt2zB//nysW7cOrVq1wo4dO7Bs2TI4OjpqtHX8+HEYGRnh6NGj6psxt2/fHm3atMGZM2egra0NX19fdOnSBdevX4dMJoOfnx9mzZqFtWvXonHjxggODsaIESOgr6+PwYPzr7hMVBAmcCSq7/+8g/tP08UOg4ioxH48cw/t6lqgZS32wlIeOzs7rFixAhKJBM7Ozrhx4wZWrFiBESNGqBO38+fPo2XLvFVut23bBjs7O+zbtw+ffvopYmJi8PHHH8PNzQ0ANBIlMzMzAIClpaV6nlhKSgoCAwOxfft2fPDBBwDyeneqV9ccDg4AHTp0wKRJkzS2vZrMOTg44JtvvsGvv/6qTuBWrlyJoUOHYvjw4QDyeqWOHTuWrxeuKEOHDlX/7uTkhNWrV6N58+ZITU2FgYFBgeeWlpaG5cuX48SJE2jRooX62HPnzmHjxo0FJnDh4eH4448/cPHiRbz33nsAgM2bN8PF5d8vWk6ePIkbN24gPj4ecrkcALB06VLs27cPu3btwsiRI7FmzRoMGzYMQ4YMAQDMnDkTR44cQWpqqkZ7+vr62LRpk3ro5JYtW6ClpYVNmzapl4T39/eHiYkJTp06hc6dO2PevHlYtmwZ+vTpAwBwdHTE7du3sXHjRiZwVGwcQkmiCbr3FIF/RYsdBhHRWxEEYNruG8jIVhZdmKqE999/X+NeTi1atEBERASUSiVCQ0Ohra2tTiwAwNzcHM7OzggNDQUAjBs3Dr6+vmjVqhVmzZqF69evF9revXv3kJOTg+bN/x0VYGxsDGdn53xlPTw88m3btWsXWrduDWtraxgYGGDGjBmIiYlR7w8NDVUnT6+eU0kFBwejZ8+esLe3h6GhITw9PQFAo63X3b59G5mZmejUqRMMDAzUPz/99BMiIwu+3dDLa/zqudarV09jYZQrV64gNTUV5ubmGvVGRUWp6w0LC9O4pgDyPQYANzc3jXlvV65cwd27d2FoaKiu18zMDJmZmYiMjERCQgJiY2MxbNgwjbZ9fX3feE5EBWEPHIkiI1uJKbuvQ+DISSKqwGKepWPJ4TDM7OEqdihUzglv+A9PEAR10jd8+HB4eXnh4MGDOHLkCBYuXIhly5Zh7Nixhdb5+g2AC2pLX19z0Z2LFy/i888/x5w5c+Dl5QVjY2P1UMGS0NLSytfeq/Po0tLS0LlzZ3Tu3Bk///wzLCwsEBMTAy8vL2RnZ7+xXtU/K/wePHgQtra2Gvte9py97k3X4/V6bWxscOrUqXz7Xk303uaaqlQqNG3atMB5dxYWFuqeSz8/P41EHgCkUmm+Y4jehD1wJAoOnSSiyiLgQhSuxjwvuiBVehcvXsz3uE6dOpBKpXB1dUVubi6CgoLU+58+fYrw8HCNIX52dnYYPXo09uzZg2+++QZ+fn4AoO7pUSr/7fGtVasWdHR0cOnSJfW2Fy9eaCyM8ibnz5+Hvb09vvvuO3h4eKBOnTq4f/++RhkXF5cCz+lVFhYWiIuLUz9WKpW4efPf+yXeuXMHiYmJWLRoEdq0aYN69eppzEl707m5urpCLpcjJiYGtWvX1vixs7Mr8JxcXFyQm5uLy5cvq7eFhYUhKSlJ/bhJkyZ4/PgxtLW189VbrVrecGhnZ2eNawpAo843adKkCSIiImBpaZmvbmNjY1hZWcHW1hb37t3Lt//1+XVEhWECR+/cpahnHDpJRJWGSgCm7rqO7FyuSlnVxcbGYuLEiQgLC8Mvv/yCNWvWYPz48QCAOnXqoGfPnhgxYgTOnTuHa9euYeDAgbC1tUXPnj0BABMmTMDhw4cRFRWFq1ev4sSJE+rkzt7eHhKJBAcOHEBCQgJSU1NhaGiIwYMHY/LkyTh58iRu3bqFoUOHQktLq9BeKACoXbs2YmJisGPHDkRGRmL16tXYu3evRpnx48djy5Yt2LJlC8LDwzFr1izcunVLo0yHDh1w8OBBHDx4EHfu3MFXX32lkTDVrFkTMpkMa9aswb1797B//37MmzdPo443ndukSZPw9ddfIzAwEJGRkQgODsYPP/yAwMDAAs/J2dkZXbp0wYgRIxAUFIQrV65g+PDh6kVRAKBjx45o0aIFevXqhcOHDyM6OhoXLlzA9OnT1Una2LFjsXnzZgQGBiIiIgK+vr64fv16kdd0wIABqFatGnr27ImzZ88iKioKp0+fxvjx4/HgwQMAeTdCX7hwIVatWoXw8HDcuHED/v7+WL58eaF1E72KCRy9UxnZSkzZdY1DJ4moUomIT8WaE0X3elDlNmjQIGRkZKB58+YYM2YMxo4di5EjR6r3+/v7o2nTpujevTtatGgBQRBw6NAh6OjoAMjrgRozZgxcXFzQpUsXODs7q5eYt7W1xZw5czBt2jRYWVnBx8cHALB8+XK0aNEC3bt3R8eOHdGqVSv1EvWF6dmzJ77++mv4+PigUaNGuHDhAmbMmKFR5rPPPsPMmTMxdepUNG3aFPfv38eXX36pUWbo0KEYPHgwBg0ahHbt2sHR0VF9WwAgr4cuICAA//vf/+Dq6opFixZh6dKlGnW86dzmzZuHmTNnYuHChXBxcYGXlxd+//33Qnur/P39YWdnh3bt2qFPnz7q2wW8JJFIcOjQIbRt2xZDhw5F3bp18fnnnyM6OhpWVlYA8hKxb7/9FpMmTUKTJk0QFRUFb2/vIq+pQqHAmTNnULNmTfTp0wcuLi4YOnQoMjIyYGRkBCBvmOymTZsQEBAANzc3tGvXDgEBAeyBoxKRCG8alE1UBhYcCsWPZ+6JHQYRUanTkUrw25jWcK1uJHYoFVpmZiaioqLg6OhY5Afm8sTT0xONGjXCypUrRY0jLS0Ntra2WLZsGYYNGyZqLJVJp06dYG1tja1bt4odClVSJXnv4yIm9M5EPEnBlnNRYodBRFQmcpQCpuy+ht/GtIZUq/ChVkSlJTg4GHfu3EHz5s2RnJyMuXPnAoB6WCaVXHp6OjZs2AAvLy9IpVL88ssvOHbsGI4ePSp2aEQAOISS3qGZv93iDbuJqFK7+fAFtnKOL71jS5cuhbu7Ozp27Ii0tDScPXtWvSAHldzLYZZt2rRB06ZN8fvvv2P37t3o2LGj2KERAeAQSnpH9l97hHG/BIsdBhFRmTPW08HJSZ4w05cVXZjyqahDKImI/ouSvPexB47KXFpWLhYcDBU7DCKidyI5IwdLj4SJHQYREVVSTOCozK0+HoHHLzLFDoOI6J3ZcSkGtx4lix0GERFVQkzgqEzdjU/BlvNcuISIqhaVAMzef6vogkRERCXEBI7K1Kz9t5Cj5DRLIqp6/o5+jt9CHoodBhERVTJM4KjMHA99gvN3n4odBhGRaBb9cQfp2blih0FERJUIEzgqEyqVgMV/chI/EVVtccmZWH8qUuwwiIioEmECR2Vib/BDhD1JETsMIiLRbT4XhcTULLHDoArq1KlTkEgkSEpKEjuUEomOjoZEIkFISIjYoRTb7Nmz0ahRI7HDICqSttgBUOWTlavE8qPhYodBRFQupGcrsfbEXcz+qL7YoVRss43fcXtcRbQ8cnBwwIQJEzBhwgSxQyESDXvgqNT9fDEGD5MyxA6DiKjc2H4pBo/4vkgiyc7OfqvjcnJySjkSEgQBubmcF0v/DRM4KlUpmTn44eRdscMgIipXsnNVWHUsQuwwqAw5ODhg5cqVGtsaNWqE2bNnqx9LJBJs2rQJvXv3hkKhQJ06dbB//36NYw4dOoS6detCT08P7du3R3R0dL62Lly4gLZt20JPTw92dnYYN24c0tLSNGLx9fWFt7c3jI2NMWLECACAn58f7OzsoFAo0Lt3byxfvhwmJibq414OIdyyZQucnJwgl8shCAL+/PNPtG7dGiYmJjA3N0f37t0RGak5t/PSpUto3LgxdHV14eHhgeDgYI39AQEBGm0BwL59+yCRSNSPIyMj0bNnT1hZWcHAwADNmjXDsWPH1Ps9PT1x//59fP3115BIJBrHFnVNCrJo0SJYWVnB0NAQw4YNQ2Zm/nvW+vv7w8XFBbq6uqhXrx7WrVuX77lo1KiR+rxfntPLoaMvh8AePnwYHh4ekMvlOHv2LARBwOLFi+Hk5AQ9PT24u7tj165dGnXfvn0b3bp1g4GBAaysrPDFF18gMTGx0HOiqoEJHJUqvzP38Czt7b7pIyKqzHZffYB7Calih0EimzNnDvr27Yvr16+jW7duGDBgAJ49ewYAiI2NRZ8+fdCtWzeEhIRg+PDhmDZtmsbxN27cgJeXF/r06YPr16/j119/xblz5+Dj46NRbsmSJWjQoAGuXLmCGTNm4Pz58xg9ejTGjx+PkJAQdOrUCfPnz88X3927d7Fz507s3r1bnYSkpaVh4sSJ+Pvvv3H8+HFoaWmhd+/eUKlU6v3du3eHs7Mzrly5gtmzZ2PSpEklvjapqano1q0bjh07huDgYHh5eaFHjx6IiYkBAOzZswc1atTA3LlzERcXh7i4uBJdk1ft3LkTs2bNwvz583H58mXY2NjkS878/Pzw3XffYf78+QgNDcWCBQswY8YMBAYGAgBSUlLQo0cPuLm54erVq5g3bx6mTp1aYHtTpkzBwoULERoaioYNG2L69Onw9/fH+vXrcevWLXz99dcYOHAgTp8+DQCIi4tDu3bt0KhRI1y+fBl//vknnjx5gr59+5b4ulLlwzlwVGoSU7Ow6Rxv2k1EVJBclYAVxyKwpl9jsUMhEXl7e6Nfv34AgAULFmDNmjW4dOkSunTpgvXr18PJyQkrVqyARCKBs7Mzbty4ge+//159/JIlS9C/f3/1HLA6depg9erVaNeuHdavXw9dXV0AQIcOHTSSqOnTp6Nr167qbXXr1sWFCxdw4MABjfiys7OxdetWWFhYqLd9/PHHGmU2b94MS0tL3L59Gw0aNMC2bdugVCqxZcsWKBQK1K9fHw8ePMCXX35Zomvj7u4Od3d39WNfX1/s3bsX+/fvh4+PD8zMzCCVSmFoaAhra+sSX5NXrVy5EkOHDsXw4cPVbR07dkyjF27evHlYtmwZ+vTpAwBwdHTE7du3sXHjRgwePBjbtm2DRCKBn58fdHV14erqiocPH6p7PF81d+5cdOrUCUBewrt8+XKcOHECLVq0AAA4OTnh3Llz2LhxozruJk2aYMGCBeo6tmzZAjs7O4SHh6Nu3bolurZUubAHjkrNprNRSM9Wih0GEVG5deD6I4TGvRA7DBJRw4YN1b/r6+vD0NAQ8fHxAIDQ0FC8//77GkMDX37Af+nKlSsICAiAgYGB+sfLywsqlQpRUf9+ierh4aFxXFhYGJo3b66x7fXHAGBvb6+RvAF5Qxv79+8PJycnGBkZwdHREQDUPWOhoaFwd3eHQqF4Y9zFkZaWhilTpsDV1RUmJiYwMDDAnTt31O28SXGvyatCQ0Pzxfjq44SEBMTGxmLYsGEa9fr6+qqHj4aFhaFhw4YaCWJB1xTQfD5u376NzMxMdOrUSaPun376SV33lStXcPLkSY399erVA4B8w1ep6mEPHJWK5IwcbLt4X+wwiIjKNUEAlh8Nh98gj6ILU4WipaUFQRA0thW0CIiOjo7GY4lEoh6K+PrxBVGpVBg1ahTGjRuXb1/NmjXVv+vr62vsEwRBIzF8U3uvHwcAPXr0gJ2dHfz8/FC9enWoVCo0aNBAvThKceIuzvWZPHkyDh8+jKVLl6J27drQ09PDJ598UuQiLMW9JiXx8jnx8/PDe++9p7FPKpUCKP41BTSv68u6Dx48CFtbW41ycrlcXaZHjx4ava8v2djYlORUqBJiAkelYutf0UjJ4qpKRERFORb6BHfjU1Db0lDsUKgUWVhYqOdkAcCLFy/e2PvzJq6urti3b5/GtosXL2o8btKkCW7duoXatWuXqO569erh0qVLGtsuX75c5HFPnz5FaGgoNm7ciDZt2gAAzp07ly/urVu3IiMjA3p6egXGbWFhgZSUFKSlpamTmdfvEXf27Fl4e3ujd+/eAPLmxL2+iItMJoNSqTna522uiYuLCy5evIhBgwapt70as5WVFWxtbXHv3j0MGDCgwDrq1auHbdu2ISsrS514Feeaurq6Qi6XIyYmBu3atSuwTJMmTbB79244ODhAW5sf10kTh1DSf5aRrYT/+WixwyAiqhAEAdh4+p7YYVAp69ChA7Zu3YqzZ8/i5s2bGDx4sLqnprhGjx6NyMhITJw4EWFhYdi+fTsCAgI0ykydOhV//fUXxowZg5CQEERERGD//v0YO3ZsoXWPHTsWhw4dwvLlyxEREYGNGzfijz/+yNeD9DpTU1OYm5vjxx9/xN27d3HixAlMnDhRo0z//v2hpaWFYcOG4fbt2zh06BCWLl2qUea9996DQqHA//3f/+Hu3bsFnlvt2rWxZ88ehISE4Nq1a+jfv7+6t+olBwcHnDlzBg8fPlSvyPg212T8+PHYsmULtmzZgvDwcMyaNQu3bt3SKDN79mwsXLgQq1atQnh4OG7cuAF/f38sX75cfd4qlQojR45EaGiouvcQQKHX1dDQEJMmTcLXX3+NwMBAREZGIjg4GD/88IN6gZQxY8bg2bNn6NevHy5duoR79+7hyJEjGDp0aL4ElqoeJnD0n/1yKQZPufIkEVGx/RbyCI+T8y9ZThXXt99+i7Zt26J79+7o1q0bevXqhVq1apWojpo1a2L37t34/fff4e7ujg0bNmgsYgHkzaE7ffo0IiIi0KZNGzRu3BgzZswoclhdq1atsGHDBixfvhzu7u74888/8fXXXxe4wMertLS0sGPHDly5cgUNGjTA119/jSVLlmiUMTAwwO+//47bt2+jcePG+O677/IN/TMzM8PPP/+MQ4cOwc3NDb/88ovGLRYAYMWKFTA1NUXLli3Ro0cPeHl5oUmTJhpl5s6di+joaNSqVUs9V+9trslnn32GmTNnYurUqWjatCnu37+fb9GV4cOHY9OmTQgICICbmxvatWuHgIAA9RxAIyMj/P777wgJCUGjRo3w3XffYebMmQBQ5HWdN28eZs6ciYULF8LFxQVeXl74/fff1XVXr14d58+fh1KphJeXFxo0aIDx48fD2NgYWlr8+F7VSYTiDFwmeoMcpQptF59EHD+IEBGVyMi2Tvi/bi5ih1HuZGZmIioqCo6OjkV+CKb/ZsSIEbhz5w7Onj0rdiiVxrZt2zBkyBAkJyerh5MSFUdJ3vs4qJb+k71XHzJ5IyJ6C78ExcCnQ20Y6eoUXZioFCxduhSdOnWCvr4+/vjjDwQGBua79xmVzE8//QQnJyfY2tri2rVrmDp1Kvr27cvkjcoUEzh6a4IgYMNpLmVLRPQ2UrJy8fPF+/jKs2SLURC9rUuXLmHx4sVISUmBk5MTVq9erb4PGr2dx48fY+bMmXj8+DFsbGzw6aefFniDdKLSxCGU9NZOhsVjiP/fYodBRFRhWRrKcXZqe8i1S7bYRWXGIZREVBWV5L2PsyDprW39i/d9IyL6L+JTsvBb8COxwyAiogqECRy9ldhn6TgVFi92GEREFd7PQfwyjIiIio8JHL2Vny/eh4qDb4mI/rPrD5Jx40Gy2GEQEVEFwQSOSiwzR4mdl2PFDoOIqNLYxl44IiIqJiZwVGK/X3uE5+k5YodBRFRp7L/2CCmZfF8lIqKiMYGjEtt6kd8UExGVpvRsJfYGPxQ7DCIiqgCYwFGJhMQm4TrnahARlbrtQTFih0BVzKlTpyCRSJCUlCR2KCXi7e2NXr16lXk7Dg4OWLlyZZm3Q1RSvJE3lQjnvhERlY07j1NwOfoZPBzMxA6lXHILdHun7d0YfOOdtkdEVFzsgaNiy8pV4uD1OLHDICKqtLZfYi8cVSzZ2dlih0BU5TCBo2I7eSceyRmcZE9EVFYO33yMjGyl2GHQW9i1axfc3Nygp6cHc3NzdOzYEWlpaer9/v7+cHFxga6uLurVq4d169ZpHP/gwQN8/vnnMDMzg76+Pjw8PBAUFKTev379etSqVQsymQzOzs7YunWrxvESiQSbNm1C7969oVAoUKdOHezfv1+jzKFDh1C3bl3o6emhffv2iI6O1tj/9OlT9OvXDzVq1IBCoYCbmxt++eUXjTKenp7w8fHBxIkTUa1aNXTq1AlDhw5F9+7dNcrl5ubC2toaW7ZsKfB63b9/Hz169ICpqSn09fVRv359HDp0SL3/1q1b+PDDD2FkZARDQ0O0adMGkZGRGnUsXboUNjY2MDc3x5gxY5CT8+9nlOfPn2PQoEEwNTWFQqFA165dERERoXH87t27Ub9+fcjlcjg4OGDZsmUFxkpU3nAIJRXbnqucYE9EVJbSspU4GvoEH7lXFzsUKoG4uDj069cPixcvRu/evZGSkoKzZ89CEPJumOrn54dZs2Zh7dq1aNy4MYKDgzFixAjo6+tj8ODBSE1NRbt27WBra4v9+/fD2toaV69ehUqlAgDs3bsX48ePx8qVK9GxY0ccOHAAQ4YMQY0aNdC+fXt1HHPmzMHixYuxZMkSrFmzBgMGDMD9+/dhZmaG2NhY9OnTB6NHj8aXX36Jy5cv45tvvtE4j8zMTDRt2hRTp06FkZERDh48iC+++AJOTk5477331OUCAwPx5Zdf4vz58xAEAc+ePUPbtm0RFxcHGxsbAHnJYmpqKvr27VvgNRszZgyys7Nx5swZ6Ovr4/bt2zAwMAAAPHz4EG3btoWnpydOnDgBIyMjnD9/Hrm5uerjT548CRsbG5w8eRJ3797FZ599hkaNGmHEiBEA8ubJRUREYP/+/TAyMsLUqVPRrVs33L59Gzo6Orhy5Qr69u2L2bNn47PPPsOFCxfw1VdfwdzcHN7e3v/xFUFUtiTCy3cXokIkpWej+fzjyFaqxA6FiKhS6+hiiU2Dm4kdhmgyMzMRFRUFR0dH6OrqqreX5zlwV69eRdOmTREdHQ17e/t8+2vWrInvv/8e/fr1U2/z9fXFoUOHcOHCBfz444+YNGkSoqOjYWaWfw5kq1atUL9+ffz444/qbX379kVaWhoOHjwIIK8Hbvr06Zg3bx4AIC0tDYaGhjh06BC6dOmC//u//8O+fftw69YtSCQSAMC0adPw/fff4/nz5zAxMSnw3D788EO4uLhg6dKlAPJ64JKTkxEcHKxRrn79+hg8eDCmTJkCAOjduzdMTEzg7+9fYL0NGzbExx9/jFmzZuXb93//93/YsWMHwsLCoKOjk2+/t7c3Tp06hcjISEilUvX10NLSwo4dOxAREYG6devi/PnzaNmyJYC83kU7OzsEBgbi008/xYABA5CQkIAjR46o650yZQoOHjyIW7duAchbxGTChAmYMGFCgedAVJre9N5XEA6hpGI5cD2OyRsR0TtwOjwBSemcV1SRuLu744MPPoCbmxs+/fRT+Pn54fnz5wCAhIQExMbGYtiwYTAwMFD/+Pr6qocEhoSEoHHjxgUmbwAQGhqKVq1aaWxr1aoVQkNDNbY1bNhQ/bu+vj4MDQ0RHx+vruP9999XJ28A0KJFC43jlUol5s+fj4YNG8Lc3BwGBgY4cuQIYmI052Z6eHjki3H48OHqZC0+Ph4HDx7E0KFD33jNxo0bB19fX7Rq1QqzZs3C9evX1ftCQkLQpk2bApO3l+rXr69O3gDAxsZG41y1tbU1eg3Nzc3h7OysvmZvuqYRERFQKjmMmco3JnBULLw/ERHRu5GjFPDHzcdih0ElIJVKcfToUfzxxx9wdXXFmjVr4OzsjKioKPUwSD8/P4SEhKh/bt68iYsXLwIA9PT0imzj1cQLAARByLft9YRHIpGo2y/OgKtly5ZhxYoVmDJlCk6cOIGQkBB4eXnlW6hEX18/37GDBg3CvXv38Ndff+Hnn3+Gg4MD2rRp88a2hg8fjnv37uGLL77AjRs34OHhgTVr1gAo3vV4m3N99ZoVdP04KI0qCiZwVKT7T9Nw5f5zscMgIqoyfgvhl2YVjUQiQatWrTBnzhwEBwdDJpNh7969sLKygq2tLe7du4fatWtr/Dg6OgLI6zkLCQnBs2fPCqzbxcUF586d09h24cIFuLi4FDs+V1dXdcL40uuPz549i549e2LgwIFwd3eHk5NTvoU/3sTc3By9evWCv78//P39MWTIkCKPsbOzw+jRo7Fnzx5888038PPzA5B3Pc6ePauxKElJuLq6Ijc3V2MRmKdPnyI8PFx9zVxdXQu8pnXr1tXo2SMqj5jAUZEO8NYBRETv1KWoZ3icnCl2GFRMQUFBWLBgAS5fvoyYmBjs2bMHCQkJ6mRh9uzZWLhwIVatWoXw8HDcuHED/v7+WL58OQCgX79+sLa2Rq9evXD+/Hncu3cPu3fvxl9//QUAmDx5MgICArBhwwZERERg+fLl2LNnDyZNmlTsGEePHo3IyEhMnDgRYWFh2L59OwICAjTK1K5dG0ePHsWFCxcQGhqKUaNG4fHj4vcGDx8+HIGBgQgNDcXgwYMLLTthwgQcPnwYUVFRuHr1Kk6cOKG+Xj4+Pnjx4gU+//xzXL58GREREdi6dSvCwsKKFUedOnXQs2dPjBgxAufOncO1a9cwcOBA2NraomfPngCAb775BsePH8e8efMQHh6OwMBArF27tkTXlEgsTOCoSEducSgPEdG7pBKA3689EjsMKiYjIyOcOXMG3bp1Q926dTF9+nQsW7YMXbt2BZCX2GzatAkBAQFwc3NDu3btEBAQoO6Bk8lkOHLkCCwtLdGtWze4ublh0aJF6p6gXr16YdWqVViyZAnq16+PjRs3wt/fH56ensWOsWbNmti9ezd+//13uLu7Y8OGDViwYIFGmRkzZqBJkybw8vKCp6enOqksro4dO8LGxgZeXl6oXr3wlVSVSiXGjBkDFxcXdOnSBc7OzupbK5ibm+PEiRPq1TmbNm0KPz+/QufEvc7f3x9NmzZF9+7d0aJFCwiCgEOHDqnraNKkCXbu3IkdO3agQYMGmDlzJubOncsVKKlC4CqUVKgnLzLx/sLj4KuEiOjdalLTBHu+alV0wUqmJCuxUfmSnp6O6tWrY8uWLejTp4/Y4RBVKCV57+N94KhQR28/YfJGRCSCkNgkPEvLhpm+TOxQiAqlUqnw+PFjLFu2DMbGxvjoo4/EDomoUuMQSirU0dtPxA6BiKhKUgnAyTvxYodBVKSYmBjY2tpi586d2LJlC7S12T9AVJb4F0ZvlJqVi78in4odBhFRlXX8zhN83LSG2GEQFcrBwYFL8BO9Q+yBozc6FRbPm3cTEYnobHgicvg+TEREr2ACR2/E4ZNEROJKycrFpaiC7w1GRERVExM4KpBSJXDuBRFROXAslF+mERHRv5jAUYGuPUjCi8xcscMgIqryTvDLNCIiegUTOCoQFy8hIiof7j9Nx72EVLHDICKicoIJHBXoQmSi2CEQEdE//rrHL9WIiCgPEzjKJytXiSv3n4sdBhER/SPoHhcyobzl+leuXCl2GGqnTp2CRCJBUlJSsY/x9vZGr169yiwmKhtv81yXV7Nnz0ajRo1KdEx5+9vjfeAon6v3k5CZw2WriYjKi6Ao9sCF1nN5p+253AktUXlPT080atSoXH3Ie110dDQcHR0RHBxc4g+wBWnZsiXi4uJgbGxc7GNWrVpVZveMy8jIgLm5Oa5evYp69eqVSRuF8fb2RlJSEvbt2/fO267MAgICMGHChFJLHidNmoSxY8eW6Ji///4b+vr6pdJ+aWAPHOXzF4dPEhGVK09eZCE6MU3sMOg/EgQBubnlf4Gw7OzsYpWTyWSwtraGRCIpdt3GxsYwMTF5y8gKd/ToUdjZ2YmSvFHRivu6Kuv6DQwMYG5uXqK6LSwsoFAo3iasMsEEjvK5wAVMiIjKnYucB1dueXt74/Tp01i1ahUkEgkkEgmio6PVw84OHz4MDw8PyOVynD17FpGRkejZsyesrKxgYGCAZs2a4dixYxp1xsfHo0ePHtDT04OjoyO2bduWr93k5GSMHDkSlpaWMDIyQocOHXDt2rU3xuno6AgAaNy4MSQSCTw9PdXx9+rVCwsXLkT16tVRt25dAMDPP/8MDw8PGBoawtraGv3790d8/L+ror4+rC4gIAAmJiY4fPgwXFxcYGBggC5duiAuLk7jWr06hNLT0xPjxo3DlClTYGZmBmtra8yePVsj7jt37qB169bQ1dWFq6srjh07BolEkq+n67fffsNHH31U4LlHR0dDIpFgx44daNmyJXR1dVG/fn2cOnVKo9zp06fRvHlzyOVy2NjYYNq0aRpJ965du+Dm5gY9PT2Ym5ujY8eOSEtLw+zZsxEYGIjffvtN/Rp4ve6i6njJ398fLi4u0NXVRb169bBu3TqN4x88eIDPP/8cZmZm0NfXh4eHB4KCgtT7169fj1q1akEmk8HZ2Rlbt27VOF4ikWDTpk3o3bs3FAoF6tSpg/3792uUOXToEOrWrQs9PT20b98e0dHRGvufPn2Kfv36oUaNGlAoFHBzc8Mvv/yiUcbT0xM+Pj6YOHEiqlWrhk6dOmHo0KHo3r27Rrnc3FxYW1tjy5Yt+a7VqVOnMGTIECQnJ6uv68vXh4ODA3x9feHt7Q1jY2OMGDECADB16lTUrVsXCoUCTk5OmDFjBnJyctR1vj6E8uVrcunSpbCxsYG5uTnGjBmjcczrQyiLcw3379+POnXqqK9hYGBgqQ1DZQJHGtKzc3HtQZLYYRAR0WuCeEPvcmvVqlVo0aIFRowYgbi4OMTFxcHOzk69f8qUKVi4cCFCQ0PRsGFDpKamolu3bjh27BiCg4Ph5eWFHj16ICYmRn2Mt7c3oqOjceLECezatQvr1q3TSJ4EQcCHH36Ix48f49ChQ7hy5QqaNGmCDz74AM+eFfxauXTpEgDg2LFjiIuLw549e9T7jh8/jtDQUBw9ehQHDhwAkNejMW/ePFy7dg379u1DVFQUvL29C70W6enpWLp0KbZu3YozZ84gJiYGkyZNKvSYwMBA6OvrIygoCIsXL8bcuXNx9OhRAIBKpUKvXr2gUCgQFBSEH3/8Ed99912+OlQqFQ4cOICePXsW2tbkyZPxzTffIDg4GC1btsRHH32Ep0/zvhx5+PAhunXrhmbNmuHatWtYv349Nm/eDF9fXwBAXFwc+vXrh6FDhyI0NBSnTp1Cnz59IAgCJk2ahL59+6oT1ri4OLRs2TJf+4XVAQB+fn747rvvMH/+fISGhmLBggWYMWMGAgMDAQCpqalo164dHj16hP379+PatWuYMmUKVKq8qS979+7F+PHj8c033+DmzZsYNWoUhgwZgpMnT2rEMWfOHPTt2xfXr19Ht27dMGDAAPXrJjY2Fn369EG3bt0QEhKC4cOHY9q0aRrHZ2ZmomnTpjhw4ABu3ryJkSNH4osvvtBIJF8+t9ra2jh//jw2btyI4cOH488//9RI6g8dOoTU1FT07ds33/Vq2bIlVq5cCSMjI/V1ffX1tGTJEjRo0ABXrlzBjBkzAACGhoYICAjA7du3sWrVKvj5+WHFihWFvi5OnjyJyMhInDx5EoGBgQgICEBAQEChxxR2DaOjo/HJJ5+gV69eCAkJwahRowp83b4tzoEjDVfvJyFHWTZj04mI6O0FsQeu3DI2NoZMJoNCoYC1tXW+/XPnzkWnTp3Uj83NzeHu7q5+7Ovri71792L//v3w8fFBeHg4/vjjD1y8eBHvvfceAGDz5s1wcfl3HuDJkydx48YNxMfHQy6XAwCWLl2Kffv2YdeuXRg5cmS+OCwsLNTtvx6nvr4+Nm3aBJlMpt42dOhQ9e9OTk5YvXo1mjdvjtTUVBgYGBR4LXJycrBhwwbUqlULAODj44O5c+e+4crladiwIWbNmgUAqFOnDtauXYvjx4+jU6dOOHLkCCIjI3Hq1Cl1zPPnz9e4ngBw8eJFqFSqApOmV/n4+ODjjz8GkNdT9eeff2Lz5s2YMmUK1q1bBzs7O6xduxYSiQT16tXDo0ePMHXqVMycORNxcXHIzc1Fnz59YG9vDwBwc3NT162np4esrKwCXwMvFVXHvHnzsGzZMvTp0wdAXq/p7du3sXHjRgwePBjbt29HQkIC/v77b5iZmQEAateurT5+6dKl8Pb2xldffQUAmDhxIi5evIilS5eiffv26nLe3t7o168fAGDBggVYs2YNLl26hC5dumD9+vVwcnLCihUrIJFI4OzsjBs3buD7779XH29ra6uRSI0dOxZ//vkn/ve//6lfsy9jW7x4scY1eNkrOGXKFAB5PY6ffvppga8pmUwGY2NjSCSSAq9rhw4d8n1BMH36dPXvDg4O+Oabb/Drr7+q2yuIqakp1q5dC6lUinr16uHDDz/E8ePH1b16BSnsGm7YsAHOzs5YsmSJ+pxv3ryJ+fPnv7G+kmAPHGlg7xsRUfn0KDkTsc/SxQ6D3oKHh4fG47S0NEyZMgWurq4wMTGBgYEB7ty5o+6BCw0Nhba2tsZx9erV05g7duXKFaSmpsLc3BwGBgbqn6ioKERGRpY4Rjc3N43kDQCCg4PRs2dP2Nvbw9DQUD3k8tWewtcpFAp18gYANjY2Gj2HBWnYsKHG41ePCQsLg52dncaH9+bNm+er47fffkP37t2hpVX4R9sWLVqof395jUND8xasCQ0NRYsWLTTm9LVq1Qqpqal48OAB3N3d8cEHH8DNzQ2ffvop/Pz88Px5yVbtLqyOhIQExMbGYtiwYRrPqa+vr/o5DQkJQePGjdXJ2+tCQ0PRqlUrjW2tWrVSn+NLr15zfX19GBoaqq95aGgo3n//fY3r8Op1AwClUon58+ejYcOG6tfgkSNH8r02Xn/tA8Dw4cPh7+8PIG+o8MGDBzW+LCiJgurftWsXWrduDWtraxgYGGDGjBmFvmYBoH79+pBKperHJX3dvn4Nw8LC0KxZM43yBb1u3xYTONJwnQkcEVG5xVu8VEyvr143efJk7N69G/Pnz8fZs2cREhICNzc39SIML4fTFbY4iEqlgo2NDUJCQjR+wsLCMHny5P8cY1paGjp37gwDAwP8/PPP+Pvvv7F3714AhS8WoaOjo/FYIpEUuepkQce8HBIoCEKxFknZv39/kcMn3+Rl/QW19epzIZVKcfToUfzxxx9wdXXFmjVr4OzsjKioqGK3VVgdL8/Zz89P4zm9efMmLl68CCCvl6+45/PqOby+rahrXpRly5ZhxYoVmDJlCk6cOIGQkBB4eXnle20UtHLjoEGDcO/ePfz111/4+eef4eDggDZt2hTZZkFer//ixYv4/PPP0bVrVxw4cADBwcH47rvvilzgpLDr8TbHFPZaKg1M4EjD9QfJYodARERvcOMh36PLK5lMBqVSWayyZ8+ehbe3N3r37g03NzdYW1trLBLh4uKC3NxcXL58Wb0tLCxMY/GDJk2a4PHjx9DW1kbt2rU1fqpVq/bGGAEUK847d+4gMTERixYtQps2bVCvXr0ieyTKQr169RATE4MnT56ot/39998aZSIiIhAdHY3OnTsXWd/LRAjIWzzjypUr6lUrXV1dceHCBY0P2hcuXIChoSFsbW0B5H1Ib9WqFebMmYPg4GDIZDJ1Ylvc18Cb6rCysoKtrS3u3buX7zl9uQBNw4YNERIS8sZ5ji4uLjh37pzGtgsXLmgMvy2Kq6urxnUCkO/x2bNn0bNnTwwcOBDu7u5wcnJCREREseo3NzdHr1694O/vD39/fwwZMqTQ8iX52zp//jzs7e3x3XffwcPDA3Xq1MH9+/eLdWxpqlevXr7X6at/z/8VEzhSi0/JRFxypthhEBHRG9xkAlduOTg4ICgoCNHR0UhMTCz02/vatWtjz549CAkJwbVr19C/f3+N8s7OzujSpQtGjBiBoKAgXLlyBcOHD9fofenYsSNatGiBXr164fDhw4iOjsaFCxcwffr0N35QtLS0hJ6eHv788088efIEyclvfj3VrFkTMpkMa9aswb1797B//37MmzfvLa7Mf9OpUyfUqlULgwcPxvXr13H+/Hn1YhAvezh+++03dOzYsVjLvP/www/Yu3cv7ty5gzFjxuD58+fq4XtfffUVYmNjMXbsWNy5cwe//fYbZs2ahYkTJ0JLSwtBQUFYsGABLl++jJiYGOzZswcJCQnq5MjBwQHXr19HWFgYEhMTNVYxfKmoOmbPno2FCxdi1apVCA8Px40bN+Dv74/ly5cDAPr16wdra2v06tUL58+fx71797B792789ddfAPJ6dwMCArBhwwZERERg+fLl2LNnT5ELybxq9OjRiIyMxMSJExEWFobt27fnW9Cjdu3aOHr0KC5cuIDQ0FCMGjUKjx8/LnYbw4cPR2BgIEJDQzF48OBCyzo4OCA1NRXHjx9HYmIi0tPfPJS8du3aiImJwY4dOxAZGYnVq1erE+x3adSoUbhz5w6mTp2K8PBw7Ny5U30NS3LbjTdhAkdq12P5wYCIqDy7HfeizG6CTP/NpEmTIJVK4erqCgsLi0Ln3KxYsQKmpqZo2bIlevToAS8vLzRp0kSjjL+/P+zs7NCuXTv06dNHfbuAlyQSCQ4dOoS2bdti6NChqFu3Lj7//HNER0fDysqqwHa1tbWxevVqbNy4EdWrVy90yKGFhQUCAgLwv//9D66urli0aBGWLl1awqvy30mlUuzbtw+pqalo1qwZhg8frl6kQldXF0BeAlfc4ZOLFi3C999/D3d3d5w9exa//fabusfS1tYWhw4dwqVLl+Du7o7Ro0dj2LBh6vaMjIxw5swZdOvWDXXr1sX06dOxbNkydO3aFQAwYsQIODs7w8PDAxYWFjh//ny+9ouqY/jw4di0aRMCAgLg5uaGdu3aISAgQN0DJ5PJcOTIEVhaWqJbt25wc3PDokWL1PO3evXqhVWrVmHJkiWoX78+Nm7cCH9/f/X8xeKoWbMmdu/ejd9//x3u7u7YsGEDFixYoFFmxowZaNKkCby8vODp6alOKourY8eOsLGxgZeXF6pXr15o2ZYtW2L06NH47LPPYGFhkW9RlFf17NkTX3/9NXx8fNCoUSNcuHBBvTrlu+To6Ihdu3Zhz549aNiwIdavX6/+4uHlokP/hUTg/wT0j+VHwrD6xF2xwyAiokKcmuQJh2r555VUFpmZmYiKioKjo6P6AzrRq86fP4/WrVvj7t27MDY2ho2NDWJjYwtd/TE6OhqOjo4IDg7WuAcYiSM9PR3Vq1fHli1b1CtuVnbz58/Hhg0bEBsbW+D+krz38TYCpHaN89+IiMq9m4+SK3UCR/S6vXv3wsDAAHXq1MHdu3cxfvx4tGrVCrVq1UJ4eDiWL19eaPJG5YdKpcLjx4+xbNkyGBsbv/HG65XBunXr0KxZM5ibm+P8+fNYsmQJfHx8SqVuJnCkxsnxRETl342HyejesPAhR0SVSUpKCqZMmYLY2FhUq1YNHTt2xLJlywAAdevWRd26dUWOkIorJiYGjo6OqFGjBgICAqCtXXlTkYiICPj6+uLZs2eoWbMmvvnmG3z77belUjeHUBIA4HFyJt5feFzsMIiIqAita1fDz8PfK7pgBcUhlERUFZXkvY+LmBAAIDIhVewQiIioGG494mgJIqKqjAkcAWACR0RUUTxPz0FCSpbYYRARkUiYwBEAIDKeCRwRUUUR/TRN7BCIiEgkTOAIABCZwA8DREQVRRTfs4mIqiwmcASAQyiJiCqSKPbAERFVWUzgCGlZuXj8IlPsMIiIqJjYA0dEVHUxgSPcS0gDbyZBRFRxcA5c5REdHQ2JRIKQkBCxQ3knJBIJ9u3bV6ZtnDp1ChKJBElJSWXaDpFYKu/d86jY7iVy+CQRUUUS/TQNgiBAIpGIHco788PoE++0vTEbOryTduzs7BAXF4dq1aq9k/aIqOJjDxwh9lm62CEQEVEJZOaoEJfMoe8VXXZ2NqRSKaytraGt/e6/U8/JyXnnbRLRf8cEjjj/jYioAopO5DDK8sTT0xM+Pj7w8fGBiYkJzM3NMX36dAivzFFwcHCAr68vvL29YWxsjBEjRuQbQvly+N/hw4fRuHFj6OnpoUOHDoiPj8cff/wBFxcXGBkZoV+/fkhP//cL2D///BOtW7dWt929e3dERkaq979sZ+fOnfD09ISuri5+/PFHGBkZYdeuXRrn8vvvv0NfXx8pKSkFnuuuXbvg5uYGPT09mJubo2PHjkhL+/f1uGXLFtSvXx9yuRw2Njbw8fHROD4xMRG9e/eGQqFAnTp1sH//fo39p0+fRvPmzdXHT5s2Dbm5uer9WVlZGDduHCwtLaGrq4vWrVvj77//LuYzRVTxMYEjPOa3uEREFQ6/fCt/AgMDoa2tjaCgIKxevRorVqzApk2bNMosWbIEDRo0wJUrVzBjxow31jV79mysXbsWFy5cQGxsLPr27YuVK1di+/btOHjwII4ePYo1a9aoy6elpWHixIn4+++/cfz4cWhpaaF3795QqVQa9U6dOhXjxo1DaGgoevfujc8//xz+/v4aZfz9/fHJJ5/A0NAwX1xxcXHo168fhg4ditDQUJw6dQp9+vRRJ6rr16/HmDFjMHLkSNy4cQP79+9H7dq1NeqYM2cO+vbti+vXr6Nbt24YMGAAnj17BgB4+PAhunXrhmbNmuHatWtYv349Nm/eDF9fX/XxU6ZMwe7duxEYGIirV6+idu3a8PLyUtdBVNlxDhzxQwARUQUUn5Ildgj0Gjs7O6xYsQISiQTOzs64ceMGVqxYgREjRqjLdOjQAZMmTVI/jo6OLrAuX19ftGrVCgAwbNgwfPvtt4iMjISTkxMA4JNPPsHJkycxdepUAMDHH3+scfzmzZthaWmJ27dvo0GDBurtEyZMQJ8+fdSPhw8fjpYtW+LRo0eoXr06EhMTceDAARw9erTAuOLi4pCbm4s+ffrA3t4eAODm5qYR9zfffIPx48ertzVr1kyjDm9vb/Tr1w8AsGDBAqxZswaXLl1Cly5dsG7dOtjZ2WHt2rWQSCSoV68eHj16hKlTp2LmzJnIyMjA+vXrERAQgK5duwIA/Pz8cPToUWzevBmTJ08uMG6iyoQ9cMQeOCKiCij+BRO48ub999/XWFimRYsWiIiIgFKpVG/z8PAoVl0NGzZU/25lZQWFQqFO3l5ui4+PVz+OjIxE//794eTkBCMjIzg6OgIAYmJiNOp9vf3mzZujfv36+OmnnwAAW7duRc2aNdG2bdsC43J3d8cHH3wANzc3fPrpp/Dz88Pz588BAPHx8Xj06BE++OCDYp+bvr4+DA0N1ecSGhqKFi1aaFzHVq1aITU1FQ8ePEBkZCRycnLUyS0A6OjooHnz5ggNDS20XaLKgglcFZedq8LTtGyxwyAiohKKT+GXbxWRvr5+scrp6Oiof5dIJBqPX257dXhkjx498PTpU/j5+SEoKAhBQUEA8hZKKar94cOHq4dR+vv7Y8iQIW9c4VQqleLo0aP4448/4OrqijVr1sDZ2RlRUVHQ09Mr8bm9fi4Fra76cnimRCLR+P31MlVpVVaq2pjAVXFPXmTyHnBERBUQh1CWPxcvXsz3uE6dOpBKpWXa7tOnTxEaGorp06fjgw8+gIuLi7pXrDgGDhyImJgYrF69Grdu3cLgwYMLLS+RSNCqVSvMmTMHwcHBkMlk2Lt3LwwNDeHg4IDjx4+/9bm4urriwoULGou/XLhwAYaGhrC1tUXt2rUhk8lw7tw59f6cnBxcvnwZLi4ub90uUUXCOXBVHOe/ERFVTAlM4Mqd2NhYTJw4EaNGjcLVq1exZs0aLFu2rMzbNTU1hbm5OX788UfY2NggJiYG06ZNK9Hxffr0weTJk9G5c2fUqFHjjWWDgoJw/PhxdO7cGZaWlggKCkJCQoI6eZo9ezZGjx4NS0tLdO3aFSkpKTh//jzGjh1brFi++uorrFy5EmPHjoWPjw/CwsIwa9YsTJw4EVpaWtDX18eXX36JyZMnw8zMDDVr1sTixYuRnp6OYcOGFfuciSoyJnBV3BMmcEREFVI837/LnUGDBiEjIwPNmzeHVCrF2LFjMXLkyDJvV0tLCzt27MC4cePQoEEDODs7Y/Xq1fD09Cx2HcOGDcP27dsxdOjQQssZGRnhzJkzWLlyJV68eAF7e3ssW7ZMvaDI4MGDkZmZiRUrVmDSpEmoVq0aPvnkk2LHYWtri0OHDmHy5Mlwd3eHmZkZhg0bhunTp6vLLFq0CCqVCl988QVSUlLg4eGBw4cPw9TUtNjtEFVkEkHgALqqbOtf0Zjx2y2xwyAiordwa44X9OWV67vYzMxMREVFwdHREbq6umKHU2yenp5o1KgRVq5cKXYob2Xbtm0YP348Hj16BJlMJnY4RFVOSd77Kte7PpVYckaO2CEQEdFbSkjJqnQJHL1b6enpiIqKwsKFCzFq1Cgmb0QVABcxqeKYwBERVVypWblih0AV3OLFi9GoUSNYWVnh22+/FTscIioGfm1XxTGBIyKquJjAlR+nTp0SO4S3Mnv2bMyePVvsMIioBJjAVXHfyv+HaY4hyNTSR7qWPtIkCqQICrwQFEhS6eKZUg/PcuVIyNFFfLYcT7JkiMuSIUvFzlsiIrGlZzOBIyKqapjAVXGmSbeAuLMlO0gGCDoKqGSGUOoYIkfHAFlSA2RKDZChpY80KJACBV4IekhS6eG5UhdPc3WRmCtHYrYcj7NkeJwlR5qSSSAR0X+RlqUUO4QywzXWiKgqKcl7HhO4qi4r9a0Ok+SkQ5qTDimeQAZAv6QV6ACCni4EmSFyZYbI1TZElrYBsqT6SJfk9QSmQl8jCXym1EViji7ic/J6Ah9lyZCWW7Y3RyUiKs/SKuEQSh0dHQB5i2vo6emJHA0R0buRnp4O4N/3wMIwgavqst8ugSsNktxMSHIzIUtPgAyAoqQVaAOCXA5BbgiljhFydAyQrW2ATKn+Pz2B+kiFHlIEBZJVeniuyksCE3J0kZAjw5MsOeKyZEjO4Z8BEVVMadmVrwdOKpXCxMQE8fHxAACFQgGJRCJyVEREZUMQBKSnpyM+Ph4mJiaQSovunOAn16ruLXvgyguJMguS9CxoIRE6eIskUAoIOjoQ5EZQygyRq2OA7FeGg6ZLFEiBPlKgl5cEKvXwVClHYo4uErLlePLPkNDnTAKJSASVsQcOAKytrQFAncQREVV2JiYm6ve+ovBTZ1WnzBY7AtFJVDmQZDyFVsZT6ADQA2BckgqkgKCjnZcE6uQlgTnamklg6j/zApNUenmLw+TqITFXjoRsOeL/SQITsovuMicielVaJV3ERCKRwMbGBpaWlsjJ4WrJRFS56ejoFKvn7SUmcFWdUPmG34hBosqFJOMZtDKeqZNAo5JUoAUIelIIckOoZIbI1TFEtnbe4jDqJFCSNyfwhZDXE/hMqYunObpIyJHjSbYMT7JkiM/WgSBwqBFRVZFRCYdQvkoqlZboQw0RUVXABK6q4ypf5YZEUEKSmQStzCRoA9AtcQWAoKsFyAz+GQ5qiBxtA2Rpv0wC8xaHeSH8s0LoyyTwldtExGXJEJ+lDaXAFUKJKoJcFd/DiYiqGiZwVZ2gEjsCKkUSQQVkvYB21gt1EmhYwjoEuQSQG0ApM4JSxwDZ2obIluojQ2rwz3DQvDmBLwQFkpRyJKn08uYE5vw7HPRJtgw5KvYEEpU1LrVPRFT1MIGr6pjA0WskEICsFGhnpUAbgPxtKpEBgkwfKpmRRk+g+obxr90r8FmuHp7myv+5TYQMj7NkiMuSMwms4DJjb+JF0G5kP4mEMvUZLHp/B0XdFm8sn5v6DM9PbEb2k7vIffYIhk17wKzjSI0yGVHBeHZ0PZRpSVDUfR/mXcZCIs2bP6rKSkNc4New+twX2kaWZXpu5YWKb+FERFUOE7gqj9/eUtmQZKdBmp0GKeIgB2BQ0gpkgKCjn3fDeFnenMDsV5LA9EJuGB+fLf/nNhE6yFBy/oxYhOxM6Fg6wcCtExL2LSj6AGUOpAojGLfoixd//5a/PkGFxANLYfzeJ9B1bIKEfQuReu0wDJt0BwA8P+UPw0Zdq0zyBgAq9sAREVU5TOCqOv7nT+WYJCcN0pw0SNMeQ/YWx0db18ajyCYwuJUAlbEFlIbmUOqbIFfXGLlyA+RoK5CjpYcciQzZKm1k52ohKxvIylQhN5tdG/+ZeZu8HwA+WIBeaTK4JxV2Y2YHwGMCAGDl1ROokaWNT14pn5LxHN+mJ2Om0yfQ0ZZhn10rZD18hM+c9BD5+CZ2PbiHyc0mQiup6iTt9dLLx+q10dHRcHR0RHBwMBo1aiR2OGVOIpFg79696NWrV5m1cerUKbRv3x7Pnz+HiYlJmbVDRBUPE7iqjkMoqRKTIgdfNQ7C+tyGMDl2rkTHCnI9KM2soDS2hMqoGnL1TaHUM0au3BA5Mv1/Ej95XuKnlCIrG8jOEpCdWblXBRSTga4JjBTmCH1wGfVqNEXk4xt4r25n5Cpz8OvZlRjgORlaWlUneQNQbm5wbWdnh7i4OFSrVk3sUIiIKj0mcFUde+CoEpPlZkMJHYzyuIZ1Ug+YH75c7GMlWRnQjouGdlx0idpUacsgmFhAafJP4mdohlw9E+TqGiFXRx+5Uj1ka8mRI+jkJX45EmRnCcjKVPL7lCJIJBIM6zgDu/9aj90XfoCrXXO0cO6KIyHb4WzbBDKpHMv3jUNqZjLaNeiNdg16iR1ymSsP+Vt2djZkMlmxb0Bb2nJycqCjUz56IomI3gWuFU5ElZY8JwsAIEiAL5uEIP7DZmXeplZuNqSJDyG7Gwzdq0dhcPpXmPy5EdX2LYH1/2ajxo6pcNo+Ac6/jIHbztHw2DsKLQ+NhudJH7QLmY020evR8vn/8F7OcXjIrsLd6C7qV3sMZ+sXcKqejRrVAUsrKUzMtKFnoA0taTn4BP8O1bJxw5Q+6zCn/zZ81mY8ElPicCn8GLo3G4LAkwvRyrU7vu65En9c2YqHTyPFDrfMSbRK9/n39PSEj48PfHx8YGJiAnNzc0yfPl1jtUsHBwf4+vrC29sbxsbGGDFiBKKjoyGRSBASEgIgb/ifRCLB4cOH0bhxY+jp6aFDhw6Ij4/HH3/8ARcXFxgZGaFfv35IT09X1/3nn3+idevW6ra7d++OyMh/n8eX7ezcuROenp7Q1dXFjz/+CCMjI+zatUvjXH7//Xfo6+sjJSWlwHPdtWsX3NzcoKenB3Nzc3Ts2BFpaWnq/Vu2bEH9+vUhl8thY2MDHx8fjeMTExPRu3dvKBQK1KlTB/v379fYf/r0aTRv3lx9/LRp05Cb+++N17OysjBu3DhYWlpCV1cXrVu3xt9//13MZ4qIqjL2wFV12nIgJ63ockQVkCw3C68un+LTMBgrtZuj+m+XxAvqDSSCAGlSAqRJCShpX4LSwAQqU6sC5vkZIkdHgRyJbqWc5ycIAn45swK9W4yGSlDhQeJdNHZsC5mOLupUb4iIuOuwNa8ldphlSqpd+t/DBgYGYtiwYQgKCsLly5cxcuRI2NvbY8SIEeoyS5YswYwZMzB9+vRC65o9ezbWrl0LhUKBvn37om/fvpDL5di+fTtSU1PRu3dvrFmzBlOnTgUApKWlYeLEiXBzc0NaWhpmzpyJ3r17IyQkBFpa/57r1KlTsWzZMvj7+0Mul+PatWvw9/fHJ598oi7z8rGhYf6bqcTFxaFfv35YvHgxevfujZSUFJw9e1adqK5fvx4TJ07EokWL0LVrVyQnJ+P8+fMadcyZMweLFy/GkiVLsGbNGgwYMAD379+HmZkZHj58iG7dusHb2xs//fQT7ty5gxEjRkBXVxezZ88GAEyZMgW7d+9GYGAg7O3tsXjxYnh5eeHu3bswMzMr2ZNGRFUKE7iqTmYAZDwTOwqiMpGXwGma4HoVS6TNYb+n/CVxb0uamgRpahIQG1ai4yr6PL+/7hyCvq4RGjq0RHpWXi+LUpWr/leoAmvsS3VKP4Gzs7PDihUrIJFI4OzsjBs3bmDFihUaCVyHDh0wadIk9ePo6OgC6/L19UWrVq0AAMOGDcO3336LyMhIODk5AQA++eQTnDx5Up3AffzxxxrHb968GZaWlrh9+zYaNGig3j5hwgT06dNH/Xj48OFo2bIlHj16hOrVqyMxMREHDhzA0aNHC4wrLi4Oubm56NOnD+zt7QEAbm5uGnF/8803GD9+vHpbs2aaPfje3t7o168fAGDBggVYs2YNLl26hC5dumDdunWws7PD2rVrIZFIUK9ePTx69AhTp07FzJkzkZGRgfXr1yMgIABdu3YFAPj5+eHo0aPYvHkzJk+eXGDcREQAEziSKcSOgKjMaKtyIZVIoRQ0E47Jzlex4NPmqP2/ypPEvY2ymueXo62HHIkuXmTmIDYxDtm5ecP8nqU+xoPEu1DIDWFmaIXfgjYhOS0RgzpMU9f9IPEuACArJwOpmcl4kHgXUqk2bEwdNGJIyXiOP69uw8ReqwAACrkhrE1q4uSNPahXoynCHgajc+MBb39xKoiy6IF7//33NRZHadGiBZYtWwalUgmpNG+RGA8Pj2LV1bBhQ/XvVlZWUCgU6uTt5bZLl/79O4yMjMSMGTNw8eJFJCYmQvVPEh4TE6ORwL3efvPmzVG/fn389NNPmDZtGrZu3YqaNWuibdu2Bcbl7u6ODz74AG5ubvDy8kLnzp3xySefwNTUFPHx8Xj06BE++OCDYp+bvr4+DA0NER8fDwAIDQ1FixYtNK5jq1atkJqaigcPHiApKQk5OTnq5BYAdHR00Lx5c4SGhhbaLhERE7iqTqYvdgREZUqmpYMMZf4eo/+rfRVz+jWHyy9VO4l7G1q52UDiQ0gTHxZa7lJ6GqbGxqof776wHgDwUXV7zG7dFX+k3kRORhrcje4iV2aAXG0FfDaOUpePTQzH5bvHYWZohbn9t2vUvev8D/jAvS9M9C3U2wa2n4qtJ7/HqZt70NG9Lxws65XG6ZZrOnJxVt3U1y/e/x2vLi4ikUjyLTYikUjUSRoA9OjRA3Z2dvDz80P16tWhUqnQoEEDZGdnF9n+8OHDsXbtWkybNg3+/v4YMmTIG1fplEqlOHr0KC5cuIAjR45gzZo1+O677xAUFFTslTQLOxdBEPK1/XJ4pkQi0fj99TLlZWVRIiq/mMBVdUzgqJLT0dJBhjKzwH2zHK5i+sBmaLjtMldkLQPNFfq47fyGJOraKSyRAjCQAftXqDe/qbzy8nca8/yaden8zzy/R3n385Pqomb1uni/YWClmudXFG1Z6ffAXbx4Md/jOnXqqHvfysrTp08RGhqKjRs3ok2bvPsHnjtX/Nt/DBw4EFOmTMHq1atx69YtDB48uNDyEokErVq1QqtWrTBz5kzY29tj7969mDhxIhwcHHD8+HG0b9/+rc7F1dUVu3fv1kjILly4AENDQ9ja2sLMzAwymQznzp1D//79AeStpnn58mVMmDDhrdokoqqDCVxVp8MEjio3uVQHyHnzfl+7YEwZ1BQeP11hEleOVdV5fkXRlpV+UhUbG4uJEydi1KhRuHr1KtasWYNly5aVejuvMzU1hbm5OX788UfY2NggJiYG06ZNK/rAV47v06cPJk+ejM6dO6NGjRpvLBsUFITjx4+jc+fOsLS0RFBQEBISEuDi4gIgb/GV0aNHw9LSEl27dkVKSgrOnz+PsWPHFiuWr776CitXrsTYsWPh4+ODsLAwzJo1CxMnToSWlhb09fXx5ZdfYvLkyTAzM0PNmjWxePFipKenY9iwYcU+ZyKqmpjAVXXsgaNKTqZV9Nvc4uoh+Nq7CVoEBgNVYOGLqqSs5/n9ez8/iHI/P7le6f83PmjQIGRkZKB58+aQSqUYO3YsRo4cWertvE5LSws7duzAuHHj0KBBAzg7O2P16tXw9PQsdh3Dhg3D9u3bMXTo0ELLGRkZ4cyZM1i5ciVevHgBe3t7LFu2TL2gyODBg5GZmYkVK1Zg0qRJqFatmsYKl0WxtbXFoUOHMHnyZLi7u8PMzAzDhg3TWLVz0aJFUKlU+OKLL5CSkgIPDw8cPnwYpqamxW6HiKomiSDwK+cqbf9Y4OpPYkdBVGY+atACUWmFz9V66auEhvAMuA68cq8mopIQJBKojKtBZWIFpXE1KA3MoNQ3RY6ukXqeX46WLrIhQ7ZSiuwcSd5wzwwlVMqS/3f80YRGsKtXekvOe3p6olGjRli5cmWp1fkubdu2DePHj8ejR48gk8nEDoeIqEywB66qkxkUXYaoApNpFX+I2TqL68gZ6oZOW24wiaO3Umb38/tnnl82ZMhR6SA7Ny/x09UTZxGT8iY9PR1RUVFYuHAhRo0axeSNiCo1JnBVna6J2BEQlSm5pGRvc37mN5A9vD66bwmF8NrKd0Rl6W3m+ZmMPwbAuMxiqigWL16M+fPno23btvj222/FDoeIqExxCGVVd9kfODBB7CiIyox3ow9wJTmixMf1S3ZBn83hELLy3wycqLxwDgmGlq6u2GEQEdE7VPrrD1PFYmgtdgREZUouebu3uV+MQ/Hr8NqQ6PHDMZVPEoWCyRsRURXEBK6qM7ASOwKiMiX7D29zu4zCsHWYIyTFvGkx0bukbVZ6i5cQEVHFwQSuqmMPHFVysrfsgXtpv2EEtgyrAYkhF/yh8kVqzgSOiKgqYgJX1elbAv/xAy5ReSaD5D/X8Yd+JDYMs4bE2KgUIiIqHdpm5mKHQEREIuAn96pOqg0o+CGAKi95KSRwAHBcLxqrh1aDxNSkVOoj+q/YA0dEVDUxgSPAgMMoqfLSKaUEDgDO6sZgubcJtKrxgzOJT9uUr0MioqqICRwBBpZiR0BUZmSlfKeUv3QfYNEgA0gsq5VqvUQlpWNbXewQiIhIBEzgCDC0ETsCojIjL4M7XV6WP8K8L+SQ2HAVVxKPzMlJ7BCIiEgETOAIMHMQOwKiMqNTyj1wL12XPcGsAVqQ1GAvCIlDXquW2CEQEZEImMARYF5H7AiIyoy8jBI4ALitk4D/+1wJiX2NMmuDqCBSY2Nom3MBKiKiqogJHAHmtcWOgKjMyARVmdYfofMUk/tmAk41y7Qdoldx+CQRUdXFBI4A81pAKa7UR1SeyFRlm8ABQLR2EiZ+nAbUcSzztogAQFaLCRwRUVXFBI4AHT3AmEPAqHJ6FwkcADzQTsa43s8h1OO8JCp7cie+zoiIqiomcJSHwyipkpILynfW1mNpKsb0TISqQd131iZVTXL2wBERVVlM4CgPEziqpGTKd5fAAUCiVhq+/DAOSvd677Rdqlo4B46IqOpiAkd5qnElSqqcZKrcd97mc60MjO76ADlNXd9521T5SeRy6Njaih0GERGJhAkc5THnfAqqnGTKHFHaTZZkYlSnaGQ3byBK+1R5yRwdIdHif99ERFUV/wegPJbsKaDKSf6Oh1C+KlWSjeEd7iKzRUPRYqDKR87hk0REVRoTOMpjVB0wsBI7CqJSp6PMFrX9TEkuhrcLQ1rbRqLGQZUH578REVVtTODoX9Ubix0BUamTK9/9HLjXZUuUGNHyNl60byJ2KFQJcAVKIqKqjQkc/YsJHFVCstwssUMAAORKVBj1/g0kdWoqdihUwcl4DzgioiqNCRz9iwkcVUJiLWJSECUEjGp6DYldPMQOhSoqLS3IHB3EjoKIiETEBI7+xQSOKiFZTqbYIWgQJMBXjUPwpHszsUOhCkhety60ZDKxwyAiIhExgaN/GVgCRry3EFUu8lxxFzF5k7FuwXjQs7nYYVAFo2jOxJ+IqKpjAkea2AtHlUx564F71UTXq4j+mEkcFZ9+c75eiIiqOiZwpKl6I7EjICpVOqocSCARO4w3mlL3KiL6lu8P5ZfT0/HVg1i0u3sXrmF3cCwlRWP/0ZQUjIiNRcu7EXANu4PQzKKT5v8lJWFgzH28HxGO9yPCMTQ2BtczMjTK/P4iGR0i7+L9iHAsiY/X2PcwJxtd70UiVcT7/L1zEgkUHpw/SURU1TGBI022/HBAlY9MWr7nDH1X6ypu9S+/SVy6SgVnuS6mWxV8r8gMlQqN9fQwsZpFseu8lJ6ODw2N4G9XE9tr2sNGWwcjHsTiSU7eojPPc3Mx8/FjTLawhF8NO/z2IhmnU1PVx8958gQTLSxhIJX+t5OrQOTOzpCamIgdBhERiUxb7AConLF7D9DSAVTlZ+U+ov9KpqWDLGX5uJ3Am8yxv4r/G9gMjbZdBgRB7HA0tDUwQFsDgzfu/8jYGEBer1hxLaleXePxXGtrHLmbgovp6ehpbIzYnBwYaGmhq5ERAKC5QoG72VloBwMceJEMHYkEnQwN3+JsKi7OfyMiIoA9cPQ6mQKowV44qlxkWjpih1AsC+yC8fegpoCk/A75LCuZggq5ggDjf3rU7GUyZAoCbmdmIkmpxM3MTDjL5UhSKrEmMRHTLQvuDazMOP+NiIgAJnBUEMe2YkdAVKpkWhVnsMGS6iE4P6QJUIWGBgLA8oQEWGpro4VCAQAwlkqx0NoG38bF4bP70fjIyAit9Q2wJD4eA01N8TAnB32io/BR1D0cTnkhcvTvAOe/ERHRPyrOpxp6dxzbAqe/FzsKolIjryA9cC+tsrqGnCHu8Ay4DuTmih1Omdv89CkOvniBQLuakGv9+71iR0NDdHxlmOSl9DREZGdhupUVuty7h6XVq6OathSf3b8PDz0FzLUr739pnP9GREQvsQeO8qvRHNDWEzsKolKjI6l4vVnrLK7jyNAGQCVOSgBgy7On+PHZU2yys4Ozru4by2WrVJj75AlmW1kjJjsbSghoplDAUSaHg0yG65kZbzy2MuD8NyIieokJHOWnLQNqvid2FESlRl6BhlC+apP5TRwYXh8SWfleRfNtbX72FBuePsWPNezQQLfwL43WP32KNvr6cNXVhRJA7isLveQIApTla92XUsf5b0RE9BITOCoY58FRJSKrgD1wL/1kegu7h9eFpJDeqbKWplIhNDNTfX+3hzk5CM3MxKN/lvxPUioRmpmJu1l5q1BGZ2cjNDMTCa8M/5wW9wjLE/69l9vmp0+xOjERvtbWqK6jg4TcXCTk5iJNpcrXfkRWFv5IeYGx/9ymwEkmg5ZEgt1JSTidmoqo7Gy4iXh9yhznvxER0Ssq5tfSVPYc24kdAVGpqcgJHADsML6DnOHO+HzzPQgZ736o4K3MDHjHxqoff/9PItbLyAgLbKrjZGoKvnv8WL3/m7hHAICvzM3h80/SFZeTo/GN4S9Jz5EjCJjw6JFGW68eAwCCIGD248eYZmkFxT/z43S1tLDA2gbznjxGtiBguqUVrHQq1jzHkpDXq8f5b0REpCYRhHJ2wyEqH1RK4HtHICtZ7EiI/rMxjb1wJilU7DD+s+6ptTHYPxZCaprYodA7ZDZ4EKy+/VbsMIiIqJzgEEoqmJYUqP2B2FEQlQq5pHK81R0wuItNw2whqWI3sK7qFJz/RkREr6gcn2qobNT7UOwIiEqFDirPjbEPK+5h/VArSEyMxQ6F3gWplPPfiIhIAxM4erM6nQFp5Vz9jqoWeSVK4ADghCIaq4aYQWJmKnYoVMb032sOqTGTdSIi+hcTOHozXSOuRkmVgqwSzvQ9pxuLpd5G0KpmLnYoVIaMunUTOwQiIipnmMBR4TiMkioBWSXrgXspSP4QCwcrILGyKLowVTgSHR0Ydu4sdhhERFTOMIGjwjl/CFTSD79UdchQCbvg/nFFFoe5A3UgqW4tdihUyvRbt4bUyEjsMIiIqJxhAkeFM7QCajQTOwqi/0ReefM3AMANWTxm9AckdtXFDoVKkdGHHAFBRET5MYGjonEYJVVwOiqV2CGUuTs6iZj2eS4kDjXEDoVKgURPD4Yd2osdBhERlUNM4KhoLj3EjoDoP5ELlbwL7h+R2s8w6dNMoJa92KHQf2TY3hNaCoXYYRARUTnEBI6KZl4LsG4odhREb00mVP4euJfuayfh649TgLqOYodC/wFXnyQiojdhAkfF4/652BEQvTVZFRhC+aqH0hcY1+s5BJfaYodCb0HL0BD6bXkLFyIiKhgTOCqeBp8AEqnYURC9FZlKKXYI79xjaSrGfJQAlVtdsUOhEjLs2BFaMpnYYRARUTnFBI6Kx9AKqMUJ9VQxyVS5YocgikStNIzq9gi5jVzEDoVKgKtPEhFRYZjAUfG59xM7AqK3IldWvR64l5K1MjHKKwY5HvXFDoWKQWpmBv0W74sdBhERlWNM4Kj46nUHdI3FjoKoxHSqaA/cSylaWRjxwT1kvecmdihUBKMuXpBIOVydiIjejAkcFZ+OLtDgY7GjICoxubJqJ3AAkK6VgxHtI5DRyl3sUKgQXH2SiIiKwgSOSqbxQLEjICoxmTJH7BDKhUxJLka0uYO0to3FDoUKoG1tDb2mTcUOg4iIyjkmcFQytk0BS86loYpFlssE7qVsiRIjWt7Ciw+aiB0KvcakTx9IJBKxwyAionKOCRyVnMcQsSMgKhGZMlvsEMqVXIkKo5rfwPPO7O0pN3R0YNqP99skIqKiMYGjkmvUn4uZUIUi5xDKfJQQMLrJNSR29RA7FAJg5OUFbQsLscMgIqIKgAkclZxMH2j8hdhREBWbTk6m2CGUS4IE+KpRCB53byZ2KFWe2RecX0xERMXDBI7eTvMRgIQvn9ctPJuFZn6pMFz4ApZLUtBrRzrCEvPfgyw0QYmPfkmH8aIXMFz4Au9vSkNMsqpYbey4mQPJnBfotSNdY/u26zmwW5ECs+9fYPIRzYQlOkmFumtS8SJLePuTq8DkuRxCWZhxbsGI7d1c7DCqLN2GDaHnztVBiYioePgJnN6OqQPgzOWuX3f6fi7GNJPh4jB9HP1CgVwV0PnndKRl/5s4RT5TobV/OupV08Kpwfq4NtoAM9rKoKtddP33k1SYdCQTbWpq3icqMV2F4b9nYGknXRweqI/Aazk4GP7vsMEvD2ZgUUc5jORVc4EEGXvgivRNvauI+oRJnBjY+0ZERCXBBI7e3nujxI6g3PlzoD68G8lQ31IKd2sp/HvqIiZZwJW4f3vhvjuRiW51tLG4ky4a20jhZKqFD+vqwFK/8D9HpUrAgD0ZmOMph5OpZtl7zwUYyyX4rIEOmtlK0d5RitsJeT1622/kQCaVoI+LTumfcAXBRUyKZ2qdqwj/jEncu6RtYQGjLl3EDoOIiCoQJnD09hzb8pYCRUjOyvvXTC+v50slCDgYkYu6Zlrw+jkNlktS8N6mVOy7U/QiG3NPZ8FCX4JhTWT59tUx00J6joDgOCWeZQj4+6ESDa2keJYhYObJTKztqluq51XRSCBAR6vqJrAlMd3pKm7255y4d8Wk3+eQ6PC1SURExccEjv6b90eLHUG5JQgCJh7OROuaUjSwzBvyGJ8mIDUbWHQ+C11qaePIFwr0rqeDPr9m4HR07hvrOh+Ti83BOfDrUXAiZqonQWAvPQzal4HmfqkY5K4Dr9ramHQkE2ObyxCVpELjjalosC4Vu25XzRUZ5dL8iS8VbK59MIK/aAbwnmRlSqJQwKx/f7HDKDYHBwesXLlS7DDUTp06BYlEgqSkpGIf4+3tjV69epVZTFQ23ua5Lq9mz56NRo0aleiY8va3R+JjAkf/jVtfQGEudhTlks+hTFx/osQvH+upt6n+mQrX01kbX7eQo5G1FNNay9G9rjY2XCl4mF9KloCBezPg10MX1RRv/pPt7aKDG18a4O44Q8z21MWp6FzciFdiRFMZPt+VgZVeutjdVw/D9mcgPq14C6ZUJjL2wJXIwhrBuDS4KaDF/ybKisknH0NqYlIqdXl6emLChAmlUldZiY6OhkQiQUhISKnU17JlS8TFxcHYuPi3tVm1ahUCAgJKpf3XZWRkQKFQ4M6dO2VSf1GYnJaNgIAAmJTS3ykATJo0CcePHy/RMX///TdGjhxZajFQxcf/mem/0dEFWowRO4pyZ+yhDOwPz8XJwfqoYfTvn1k1hQTaWoCrheYiJC7/3969x+dc/38cf1zbXDufzNjBmBk7MHNMSFS0WuRQKRSjKaITmr6VknM5Jb4hZZMOKue0VA6VCJHJYU7TkMipfM1ptl2/P/Zz5WIYbT67tuf9dtvNruv6fN6f1/XeZbue1/v9eX8qOLDvRMErRGb8lUfm3xbafnIGp6H/w2no//hg03kW7cjBaej/yDh+eRg7l2PhqS/PMq2NK7uP55GTBy1CnYio4EhNPwfW/n75ypilnQLc9RsbmMaPCfXA0fHaG8v1cXLCLyHhph7SYrGQk3Plkf6SIju7cOesms1mAgICMF3HSLG3t3eRvhm/2LfffktISAiRkZHF0r78O4V9XRV3+x4eHvj5Xd8H3/7+/ri5ud1IWVJKKcDJv3fLE+Dqa3QVJYLFYqFf6hnmbc9heTc3ql2y2IjZ0USjIEd2HLMNXTuP51HVu+A3IZEVHNjcx5203v983R/hxB3VHEnr7U5IAfsN++Ec94Y7UT/Qkdw8yMn7Jxyez4XcMng1AbOpEMt8ymXerrSJ5T3rgJP6ryh53xdPuaCgImkrISGB77//nokTJ2IymTCZTGRmZlqnnX399dc0bNgQZ2dnVq5cSUZGBu3ataNSpUp4eHjQqFEjli5datPm4cOHadu2La6urlSrVo2PPvrosuOeOHGCJ554gooVK+Ll5cWdd97Jpk2brlhntWrVAKhXrx4mk4mWLVta62/fvj2jRo0iKCiImjVrAvDhhx/SsGFDPD09CQgIoEuXLhw+fNja3qXT6i6MlHz99ddERUXh4eHBPffcw8GDB2366uJRqpYtW/LMM8+QlJRE+fLlCQgIYMiQITZ1b9++ndtuuw0XFxeio6NZunQpJpOJBQsW2Gy3cOFC7r///gKf+4XRx9mzZ9O0aVNcXFyoVasW3333nc1233//PbfccgvOzs4EBgby4osv2oTuOXPmEBMTg6urK35+frRq1YpTp04xZMgQZs6cycKFC62vgUvbvlYbFyQnJxMVFYWLiwuRkZG88847Nvv//vvvPPLII5QvXx53d3caNmzI2rVrrY9PmTKF6tWrYzabiYiIYNasWTb7m0wm3nvvPTp06ICbmxs1atRg0aJFNtukpqZSs2ZNXF1dueOOO8jMzLR5/NixY3Tu3JnKlSvj5uZGTEwMn3zyic02LVu2pF+/fvTv358KFSrQunVrevbsSZs2bWy2y8nJISAggBkzZlzWV9999x09evTgxIkT1n698PoIDQ1l+PDhJCQk4O3tTa9evQAYNGgQNWvWxM3NjbCwMAYPHsz58/+cunDpFMoLr8mxY8cSGBiIn58fffv2tdnn0imUhenDRYsWUaNGDWsfzpw5s9RMQxUFOCkKzp5wq0bhAPqmnuXDX8/zcUdXPJ1NHMrK41BWHmfO/5OYXmhq5tMt55m+IZvdx/OYvC6bL3bk8FSjf87R6jb/DP9Zmr/0vYuTidoVHW2+fFxMeJrz7zc72ga4rYdz+XRrDkPvcAbyA6CDycT7v2Tz5c7zbD+aR6OgsjeiYnZQALlRUytsZknP2qDFNoqGyUT5xx8vsuYmTpxIkyZN6NWrFwcPHuTgwYOEhIRYH09KSmLUqFGkp6dTp04dsrKyiI+PZ+nSpWzcuJG4uDjatm3Lvn37rPskJCSQmZnJ8uXLmTNnDu+8845NeLJYLNx3330cOnSI1NRUNmzYQP369bnrrrs4fvx4gXWuW7cOgKVLl3Lw4EHmzZtnfWzZsmWkp6fz7bffsnjxYiB/RGPYsGFs2rSJBQsW8Ntvv5FwjVHL06dPM3bsWGbNmsUPP/zAvn37GDhw4FX3mTlzJu7u7qxdu5Y333yToUOH8u233wKQl5dH+/btcXNzY+3atbz77ru8/PLLl7WRl5fH4sWLadeu3VWP9cILLzBgwAA2btxI06ZNuf/++zl27BgABw4cID4+nkaNGrFp0yamTJnC+++/z/DhwwE4ePAgnTt3pmfPnqSnp/Pdd9/RsWNHLBYLAwcOpFOnTtbAevDgQZo2bXrZ8a/WBsD06dN5+eWXGTFiBOnp6YwcOZLBgwczc+ZMALKysmjRogV//PEHixYtYtOmTSQlJZGXl/+h5Pz583n22WcZMGAAW7Zs4cknn6RHjx6sWLHCpo7XX3+dTp068euvvxIfH0/Xrl2tr5v9+/fTsWNH4uPjSUtLIzExkRdffNFm/7Nnz9KgQQMWL17Mli1beOKJJ3jsscdsguSFn62TkxOrVq1i2rRpJCYmsmTJEptQn5qaSlZWFp06dbqsv5o2bcpbb72Fl5eXtV8vfj2NGTOG2rVrs2HDBgYPHgyAp6cnKSkpbNu2jYkTJzJ9+nQmTJhw1dfFihUryMjIYMWKFcycOZOUlJRrTvW9Wh9mZmby4IMP0r59e9LS0njyyScLfN2K/dI7GikajZ+EnybD2b+NrsRQU9bnf2LWcqbtRbaT27mQUDc/oHWIKsfUNhZG/ZjNM0vOEuHnwNxOrtxW5Z//jvtO5OFwAxdKt1gsPLH4LBPinHE35wc713ImUtq70Df1LOdyYHK8C8FeZe+zG7Op7IXWojTDbwvZidG0m7EDy7lzRpdj1zxuvx2X/x9lKgre3t6YzWbc3NwICAi47PGhQ4fSunVr620/Pz9iL7pw+PDhw5k/fz6LFi2iX79+7Ny5k6+++oo1a9bQuHFjAN5//32ioqKs+6xYsYLNmzdz+PBhnJ3zPywaO3YsCxYsYM6cOQWer+Pv7289/qV1uru7895772E2//NBVs+ePa3fh4WF8fbbb3PLLbeQlZWFh4dHgX1x/vx5pk6dSvXq1QHo168fQ4cOvULP5atTpw6vvfYaADVq1GDy5MksW7aM1q1b880335CRkcF3331nrXnEiBE2/QmwZs0a8vLyCgxNF+vXrx8PPPAAkD9StWTJEt5//32SkpJ45513CAkJYfLkyZhMJiIjI/njjz8YNGgQr776KgcPHiQnJ4eOHTtStWpVAGJiYqxtu7q6cu7cuQJfAxdcq41hw4Yxbtw4OnbsCOSPmm7bto1p06bRvXt3Pv74Y44cOcLPP/9M+fLlAQgPD7fuP3bsWBISEnjqqacA6N+/P2vWrGHs2LHccccd1u0SEhLo3LkzACNHjmTSpEmsW7eOe+65hylTphAWFsaECRMwmUxERESwefNm3njjDev+wcHBNkHq6aefZsmSJXz++efW1+yF2t58802bPrgwKpiUlATkjzg+9NBDBb6mzGYz3t7emEymAvv1zjvvvOwDgldeecX6fWhoKAMGDODTTz+1Hq8gvr6+TJ48GUdHRyIjI7nvvvtYtmyZdVSvIFfrw6lTpxIREcGYMWOsz3nLli2MGDHiiu2JfVGAk6Lh4gW3PgXfjTS6EkNZXvMq1HY965npWe/KqyJ+l+B+1f1T2rsWeL/JZGJVz8v3bVOzHG1qlu3RE2eNwP1rH/ps4/zjkTw4YzeWs7o4+o3y65V4U4/XsGFDm9unTp3i9ddfZ/Hixfzxxx/k5ORw5swZ6whceno6Tk5ONvtFRkbanDu2YcMGsrKyLjuX58yZM2RkZFx3jTExMTbhDWDjxo0MGTKEtLQ0jh8/bh3l2bdvH9HR0QW24+bmZg1vAIGBgTYjhwWpU6eOze2L99mxYwchISE2b95vueXyayUuXLiQNm3a4HCNRX+aNGli/f5CH6enpwP5/d6kSRObc/qaNWtGVlYWv//+O7Gxsdx1113ExMQQFxfH3XffzYMPPoivb+FPYbhaG0eOHGH//v08/vjjNsEhJyfHulBMWloa9erVs4a3S6Wnp18W3ps1a8bEiRNt7ru4z93d3fH09LT2eXp6OrfeeqtNP1zcbwC5ubmMHj2aTz/9lAMHDnDu3DnOnTuHu7vt379LX/sAiYmJvPvuuyQlJXH48GG+/PLL615U5Grtz5kzh7feeovdu3eTlZVFTk4OXl5Xf29Qq1YtHC861zgwMJDNmzdfdZ+r9eGOHTto1Mj2cjAFvW7FfpW9j+Gl+NzaG1wKvxqYyM1k1q+7IvGp93Y+TgzDpBPqb4j77c1xK+BNX7Ee85I3tS+88AJz585lxIgRrFy5krS0NGJiYqyLMFyYTne1xUHy8vIIDAwkLS3N5mvHjh288MIL/7rGU6dOcffdd+Ph4cGHH37Izz//zPz584GrLxZR7pJpviaTyfp8rmefC2HRYrEUapGURYsWXXP65JVcaL+gY138s3B0dOTbb7/lq6++Ijo6mkmTJhEREcFvv/1W6GNdrY0Lz3n69Ok2P9MtW7awZs0aIH+Ur7DP5+LncOl91+rzaxk3bhwTJkwgKSmJ5cuXk5aWRlxc3GWvjUtfVwDdunVjz549/PTTT3z44YeEhobSvHnzax6zIJe2v2bNGh555BHuvfdeFi9ezMaNG3n55ZevucDJ1frjRva52mtJSge9o5Gi4+INjfsYXYVIgcrdwJRUKdh8z52kPF4Fk8fVR4rlEo6OVLrKNKp/w2w2k5tbuNVlV65cSUJCAh06dCAmJoaAgACbRSKioqLIyclh/fr11vt27Nhhs/hB/fr1OXToEE5OToSHh9t8VahQ4Yo1AoWqc/v27Rw9epTRo0fTvHlzIiMjrzmSVhwiIyPZt28ff/75p/W+n3/+2WabXbt2kZmZyd13333N9i4EIcgf2dqwYYN11cro6GhWr15t80Z79erVeHp6EhwcDOS/SW/WrBmvv/46GzduxGw2W4NtYV8DV2qjUqVKBAcHs2fPnst+phcWoKlTp451RLQgUVFR/Pjjjzb3rV692mb67bVER0fb9BNw2e2VK1fSrl07Hn30UWJjYwkLC2PXrl2Fat/Pz4/27duTnJxMcnIyPXr0uOr21/N/a9WqVVStWpWXX36Zhg0bUqNGDfbu3VuofYtSZGTkZa/Ti/8/i/3TOxopWrf2AefCTSMUuZmcFeCK1Jceu5neMxjTNaYGyT98HnwQ54vOFypKoaGhrF27lszMTI4ePXrVT+/Dw8OZN28eaWlpbNq0iS5duthsHxERwT333EOvXr1Yu3YtGzZsIDEx0Wb0pVWrVjRp0oT27dvz9ddfk5mZyerVq3nllVeu+EaxYsWKuLq6smTJEv78809OnDhxxRqrVKmC2Wxm0qRJ7Nmzh0WLFjFs2LAb6Jl/p3Xr1lSvXp3u3bvz66+/smrVKutiEBdGOBYuXEirVq0Ktcz7f//7X+bPn8/27dvp27cvf/31l/Vcv6eeeor9+/fz9NNPs337dhYuXMhrr71G//79cXBwYO3atYwcOZL169ezb98+5s2bx5EjR6zhKDQ0lF9//ZUdO3Zw9OhRm1UML7hWG0OGDGHUqFFMnDiRnTt3snnzZpKTkxk/fjwAnTt3JiAggPbt27Nq1Sr27NnD3Llz+emnn4D80d2UlBSmTp3Krl27GD9+PPPmzbvmQjIX6927NxkZGfTv358dO3bw8ccfX7agR3h4ON9++y2rV68mPT2dJ598kkOHDhX6GImJicycOZP09HS6d+9+1W1DQ0PJyspi2bJlHD16lNOnT19x2/DwcPbt28fs2bPJyMjg7bfftgbsm+nJJ59k+/btDBo0iJ07d/LZZ59Z+/B6LrshJZfe0UjRcvWBJv2MrkLkMppCWfS+cd/DOz0rYvL1MbqUEs/B3R3/p4vvd+PAgQNxdHQkOjoaf39/mxUlLzVhwgR8fX1p2rQpbdu2JS4ujvr169tsk5ycTEhICC1atKBjx47WywVcYDKZSE1N5fbbb6dnz57UrFmTRx55hMzMTCpVqlTgcZ2cnHj77beZNm0aQUFBV51y6O/vT0pKCp9//jnR0dGMHj2asWPHXmev/HuOjo4sWLCArKwsGjVqRGJionWRChcXFyA/wBV2+uTo0aN54403iI2NZeXKlSxcuNA6YhkcHExqairr1q0jNjaW3r178/jjj1uP5+XlxQ8//EB8fDw1a9bklVdeYdy4cdx7770A9OrVi4iICBo2bIi/vz+rVq267PjXaiMxMZH33nuPlJQUYmJiaNGiBSkpKdYROLPZzDfffEPFihWJj48nJiaG0aNHW8/fat++PRMnTmTMmDHUqlWLadOmkZycbL1kRGFUqVKFuXPn8sUXXxAbG8vUqVMZOdL2/PrBgwdTv3594uLiaNmypTVUFlarVq0IDAwkLi6OoGtczqNp06b07t2bhx9+GH9//8sWRblYu3bteP755+nXrx9169Zl9erV1tUpb6Zq1aoxZ84c5s2bR506dZgyZYr1g4cLiw6JfTNZNClWilr2aZhUH04evPa2IjfJK/XvY+FfVz8pXG5Ms7MhPPfBCSzHCp5WJeD/3LNU6N3b6DKkCKxatYrbbruN3bt34+3tTWBgIPv377/q6o+ZmZlUq1aNjRs32lwDTIxx+vRpgoKCmDFjhnXFzdJuxIgRTJ06lf379xtdihQBLcsmRc/sBncOhoVPGV2JiNWV1/yUf2uVy37Odw/mhVkOWI4cNbqcEscpIIDy17h+mZRc8+fPx8PDgxo1arB7926effZZmjVrRvXq1dm5cyfjx4+/aniTkiMvL49Dhw4xbtw4vL29r3jh9dLgnXfeoVGjRvj5+bFq1SrGjBlDv36aIVVaKMBJ8YjtDGunwqFfja5EBABnNO+/OK1zPsDIboG89GFFLH/e/MUmSjL/557F4f+n24n9OXnyJElJSezfv58KFSrQqlUrxo0bB0DNmjWpWYTX9JPitW/fPqpVq0blypVJSUnByan0vg3etWsXw4cP5/jx41SpUoUBAwbwn//8x+iypIhoCqUUn99+gJltja5CBIDx9e4j+W9NoSxutc9X4rWPc7H8UfgFBUozl+hoQufO0cIBIiJSZHRWvxSfardDRLzRVYgA4KyPqm6KLeX+5JUuYAoJNrqUEqFiUpLCm4iIFCkFOClerYeBQ7lrbydSzMyWq18UVYrOjnJHGfRINqbQEKNLMZTHHXfgfmtjo8sQEZFSRgFOileFcGj0uNFViGDWCNxNtcfpLwZ0OgPhoUaXYgwnJyq+UPhrX4mIiBSWApwUvxaDwNXX6CqkjDPn5RpdQpmzz/Fvnu14AktEmNGl3HS+nR7COazsPW8RESl+CnBS/NzKQ+uhRlchZZxznqZQGuGg40mebn+MvOhwo0u5aRw8PKig5bpFRKSYlN71U6Vkqd8Nfv0MMlcaXYmUUeWKaQTu1I5THE09ypm9Z8j5O4cqT1fBq4EXAJYcC3/O+5OTv54k+3A2jm6OeER7UOmhSpTzvfK5oSfWn+DI4iNk/5mNJdeCcyVn/O7xw7fZPyPZf6/+m0NzDmE5Z8G3uS8Bj/xzHarsI9lkjs2k+pDqOLo6Fsvzvh6HHU7Rt62FyY4ROG7eYXQ5xc7viSdwKl/e6DJERKSU0gic3Dxt3gJHZ6OrkDLK2VI8AS7vXB4uVVwIfDTw8sey8ziz9wwV769I+OvhVOlXhXOHzrF34t6rtuno7kjFthUJGxxG+PBwfJr7cOD9A5zcfBKAnJM5HEg+QODDgVQdUJW/Vv3FybST1v3/+OAPKj1UqUSEtwuOOZymd/wBcupFGV1KsXKOiMAvobvRZYiISCmmACc3T4VwuF0n9YsxzLnFE+A863hS6YFKeDf0vuwxRzdHqr1QDe9bvHEOdMYt3I3ARwM5m3mW7GPZV2zTI8oDrwZeuAS54FzRmQp3V8AlxIXTO08D+SNsjq6OeDf2xi3MDfcod87+cRaAv3/6G5OTqcB6jHbC4SxP3r2P7Ea1jC6leJQrR9AbozGZzUZXIiIipZgCnNxczZ4D/0ijq5AyyJybY3QJAOSdyQNTfrgrDIvFQta2LM4dPId7hDsAzpWcraN7OVk5nPntDC4hLuRk5XB4/uECRwNLipMO53jizj2cuzXG6FKKnP9TfXCJ1O83EREpXjoHTm4uJzO0nQgz7gG0rrvcPObcHDB4RmFedh6HPj+E963e15zemHs6lx3P7yAvJw+TyURQtyA8ansA+VMsK/eqzO/Tf8eSbcGnqQ+eMZ78/v7vlG9VnvNHz7Nv4j4suRYqtq+Id6OSNRp32uE8iS138q5jLK6rNhldTpFwiYnBr1cvo8sQEZEyQAFObr4qt0KDBNiQbHQlUoY45503NMBZcizsn7IfLBDULeia2zu4OFB9aHXyzuZxatspDn5ykHL+5fCIyg9xXg28rIulAGSlZ3Hu93MEPRrEzkE7CekdgpO3ExlDM3CPcMfJq2T9uj9nyqVX8+1MdaqHx/cbjS7nXzE5OxM0ehQmp5LVxyIiUjppCqUYo/Xr4BFw7e1Eiog557xhx7bkWNj3zj7OHz1P6AuhhVpcxORgwrmSM65VXalwbwW8G3lz9MujBW6bdz6Pg7MOEtQ9iOzD+StXuke64xzojHOAM6czThf1UyoS2aZcejXdwom76htdyr/i/8wzOFevbnQZIiJSRijAiTFcvKH9fwGT0ZVIGWHOvfKiIcXpQnjL/jOb0BdCcfK4sVEai8VC3vmCr2V3ZNERPGI8cA11xZJngYs2s+TY3i5pcrHwRKNfOX53Q6NLuSGuDRpQvkeC0WWIiEgZogAnxglvBY2fNLoKKSPMucUzApd7Npcze89wZu8ZALKPZnNm7xmyj+WPhO377z7OZJ6h8pOVseRZOP/3ec7/fZ68nH9S1e/v/s6hzw9Zbx9ZfISsLVlkH87m3B/nOLrkKH+v/hufpj6XHf/sgbOcWHeCSh0rAeAc6AwmOP79cU6mneTcwXO4hrkWy3MvKhYT9KmfxpH4RkaXcl1Mbm4EjRqJyUF/SkVE5ObRhH0xVqvX4bcf4PA2oyuRUs6ccw4o+usQnvntDJlvZFpvH/okP4j5NPOhYvuKnNyYf322jFczbPYLHRRqPZ8t+1i2zWB03rk8/pj1B+ePn8fB7IA50EzIEyF4N7ZdjMRisfBH8h8EdA7AwTk/RDiYHQhODObgrINYzlsIfCzwqhcNLyksJugbu5GJTrcQuGid0eUUSsUB/TFXqWJ0GSIiUsaYLBaLlgIUYx3aAtPvhNxzRlcipdgJVx9uC/C69oZiuLE76lNlXskOcW5NbqXKjBmYTJoGLiIiN5fmfYjxAmrDXa8aXYWUcvkjcGIPBkb8QsZDtxhdxhU5eHgQNGKEwpuIiBhCAU5KhiZ9Iayl0VVIKeasAGdX/hP+C9sfKZkhrtKLgygXdO1LQYiIiBQHBTgpGUwmaD8FXH2NrkRKKQdLHk4mnfZrT16t9gubu5asEOfRogU+Dz5odBkiIlKGKcBJyeEVBPdPMroKKcXMjmajS5DrNKzKL/zSrVH+hzwGc/L3J2DYUKPLEBGRMk4BTkqWqLbQ9Gmjq5BSyuygETh7NDp4I2sSGoCBy/WbzGYqT55EuYoVDatBREQEFOCkJGr1OlS73egqpBQyO2gEzl6ND0jjhx51wdHRkOMHDBmCa2ysIccWERG5mAKclDwOjvBgMnhVNroSKWU0AmffJlf8laU9Y8Dp5v4cfbs9hk/HDjf1mCIiIleiACclk3sFePgDcCz6Cy9L2eWsAGf33q2whdTEWlDu5lyc3L1pEyoNGnRTjiUiIlIYCnBScgU3gPg3ja5CShGzyZjpd1K0Uny3sjAxEpNz8X7AU65KFYLHj8dk0LRNERGRgijAScnWIAHqdzO6CiklzLqMQKnxkU86nyWGY3J1KZb2HdzcCPnvZBx9fIqlfRERkRulACclX/xYCKpvdBVSCphN+pVXmnzutYMPE6thcnMr2oZNJoLefAPnGjWKtl0REZEioHczUvI5OcMjH2tRE/nXNIWy9FnosYvkxBBMnh5F1maFfn3xbNWqyNoTEREpSgpwYh+8AqHr5+DsbXQlYsfM+pVXKqW6ZzCtZyAmL69/3Zbn3XdT4amniqAqERGR4qF3M2I/KkXnr0zpcHNWn5PSx9lkMroEKSZL3X5jck9/TL4+N9yGc0QEQaNHYdLrRERESjAFOLEvYS3h/klGVyF2yozemJdm37vuZUKCLw4Vyl/3vo4+PlT+739xKOrz6URERIqYApzYn7qdoeVLRlchdkgBrvRb7bKfN7p5YKpYofA7OTkR/NZbmCsHF19hIiIiRUQBTuxTy0FQ71GjqxA7Y7YYXYHcDD87/8GIx1wwBVS89sYODgSNHo37rY2LvzAREZEioAAn9qvNRKh+p9FViB0p3ss+S0mSZj7EkK5OmIIDr7pdwJDX8G5z302qSkRE5N9TgBP75egEnT7QNeKk0MppBK5M2Wo+zEtd8jBVKXhqZMWkJHw7dbrJVYmIiPw7CnBi35w94dG5ULGW0ZWIHTBblODKml1Oxxj0cDaEVbG5v8JTffDr2cOgqkRERG6cApzYP7fy0G0h+NUwuhIp4ZwV4MqkPU5/MfDB01AjFADfxx7D/5lnjC1KRETkBinASeng4Z8f4nyqGl2JlGDlLHlGlyAG2ef4N892OIG5Tw8qvfQfo8sRERG5YQpwUnp4B0PCYvCucu1tpUxyzlOAK8sa1GhBtWcG6kLdIiJi1xTgpHTxqQIJX4BXZaMrkRLInJdrdAlikHur3cvwZsNxMOnPnoiI2Df9JZPSxzf0/0OcLsorthTgyqa40DhG3TYKRwdHo0sRERH51xTgpHQqH5Y/nVLnxMlFFODKnvur388bzd9QeBMRkVJDAU5Kr/Jh0PNr8I8yuhIpIZxzc4wuQW6irlFdGd5suMKbiIiUKgpwUrp5BUKPVAhuaHQlUgKYFeDKjD6xfXjxlhe1YImIiJQ6JSLAfffdd5hMJv7++2+jS7kumZmZmEwm0tLSjC6l0IYMGULdunWNLuPmcisP3RdBWEujKxGDmfPOG12CFDMTJgY1GsRTdZ8yuhQREZFiUSICnNgKDQ3lrbfeMrqM0sXsDl0+h6j7ja5EDGTOUYArzRxNjgxtNpRHox81uhQREZFiU2oCXHZ29g3td/683tAVNYvFQk5OCZyq5mSGh1Kg3mNGVyIGcc7V//fSqpxDOca2GEv78PZGlyIiIlKsrivAFTQyVLduXYYMGWK9bTKZeO+99+jQoQNubm7UqFGDRYsW2eyTmppKzZo1cXV15Y477iAzM/OyY61evZrbb78dV1dXQkJCeOaZZzh16pRNLcOHDychIQFvb2969eoFwPTp0wkJCcHNzY0OHTowfvx4fHx8rPtdmEI4Y8YMwsLCcHZ2xmKxsGTJEm677TZ8fHzw8/OjTZs2ZGRk2NS0bt066tWrh4uLCw0bNmTjxo02j6ekpNgcC2DBggU252BkZGTQrl07KlWqhIeHB40aNWLp0qXWx1u2bMnevXt5/vnnMZlMNvteq08KMnr0aCpVqoSnpyePP/44Z8+evWyb5ORkoqKicHFxITIyknfeeeeyn0XdunWtz/vCc7owdfTCFNivv/6ahg0b4uzszMqVK7FYLLz55puEhYXh6upKbGwsc+bMsWl727ZtxMfH4+HhQaVKlXjsscc4evToVZ/Tv+LgCO0mQ7Nni+8YUmKVyzlndAlSDHycfZjWehqtqrYyuhQREZFiVywjcK+//jqdOnXi119/JT4+nq5du3L8+HEA9u/fT8eOHYmPjyctLY3ExERefPFFm/03b95MXFwcHTt25Ndff+XTTz/lxx9/pF+/fjbbjRkzhtq1a7NhwwYGDx7MqlWr6N27N88++yxpaWm0bt2aESNGXFbf7t27+eyzz5g7d641hJw6dYr+/fvz888/s2zZMhwcHOjQoQN5eXnWx9u0aUNERAQbNmxgyJAhDBw48Lr7Jisri/j4eJYuXcrGjRuJi4ujbdu27Nu3D4B58+ZRuXJlhg4dysGDBzl48OB19cnFPvvsM1577TVGjBjB+vXrCQwMvCycTZ8+nZdffpkRI0aQnp7OyJEjGTx4MDNnzgTg5MmTtG3blpiYGH755ReGDRvGoEGDCjxeUlISo0aNIj09nTp16vDKK6+QnJzMlClT2Lp1K88//zyPPvoo33//PQAHDx6kRYsW1K1bl/Xr17NkyRL+/PNPOnXqdN39et1aD4W2E8GhXPEfS0oMjcCVPqFeoXwU/xGNAhoZXYqIiMhN4VQcjSYkJNC5c2cARo4cyaRJk1i3bh333HMPU6ZMISwsjAkTJmAymYiIiGDz5s288cYb1v3HjBlDly5deO655wCoUaMGb7/9Ni1atGDKlCm4uLgAcOedd9qEqFdeeYV7773Xel/NmjVZvXo1ixcvtqkvOzubWbNm4e/vb73vgQcesNnm/fffp2LFimzbto3atWvz0UcfkZuby4wZM3Bzc6NWrVr8/vvv9OnT57r6JjY2ltjYWOvt4cOHM3/+fBYtWkS/fv0oX748jo6OeHp6EhAQcN19crG33nqLnj17kpiYaD3W0qVLbUbhhg0bxrhx4+jYsSMA1apVY9u2bUybNo3u3bvz0UcfYTKZmD59Oi4uLkRHR3PgwAHriOfFhg4dSuvWrYH8wDt+/HiWL19OkyZNAAgLC+PHH39k2rRp1rrr16/PyJEjrW3MmDGDkJAQdu7cSc2aNa+rb69bgwQoXx0+6wZnjhfvsaREMJ8/Cyi0lxaNAhoxoeUEvJ29jS5FRETkpimWEbg6depYv3d3d8fT05PDhw8DkJ6ezq233mozNfDCG/wLNmzYQEpKCh4eHtavuLg48vLy+O2336zbNWxouzT8jh07uOWWW2zuu/Q2QNWqVW3CG+RPbezSpQthYWF4eXlRrVo1AOvIWHp6OrGxsbi5uV2x7sI4deoUSUlJREdH4+Pjg4eHB9u3b7ce50oK2ycXS09Pv6zGi28fOXKE/fv38/jjj9u0O3z4cOv00R07dlCnTh2bgFhQn4Ltz2Pbtm2cPXuW1q1b27T9wQcfWNvesGEDK1assHk8MjIS4LLpq8WmWnPotQwqRNyc44mhzDk3dq6slDwdwjswrfU0hTcRESlzrmsEzsHBAYvFYnNfQYuAlCtn+wm3yWSyTkW8dP+C5OXl8eSTT/LMM89c9liVKlWs37u7u9s8ZrFYLrvmT0HHu3Q/gLZt2xISEsL06dMJCgoiLy+P2rVrWxdHKUzdhemfF154ga+//pqxY8cSHh6Oq6srDz744DUXYSlsn1yPCz+T6dOn07hxY5vHHB3zL3xb2D4F23690PaXX35JcHCwzXbOzs7Wbdq2bWsz+npBYGDg9TyVf6d8GCR+C5/3gIxlN++4ctPlj8CJPTNh4rkGz9Gzdk+jSxERETHEdQU4f39/6zlZAP/73/+uOPpzJdHR0SxYsMDmvjVr1tjcrl+/Plu3biU8PPy62o6MjGTdunU2961fv/6a+x07doz09HSmTZtG8+bNAfjxxx8vq3vWrFmcOXMGV1fXAuv29/fn5MmTnDp1yhpmLr1G3MqVK0lISKBDhw5A/jlxly7iYjabyc3NtbnvRvokKiqKNWvW0K1bN+t9F9dcqVIlgoOD2bNnD127di2wjcjISD766CPOnTtnDV6F6dPo6GicnZ3Zt28fLVq0KHCb+vXrM3fuXEJDQ3FyKpbZvIXn4g1dP4cl/4F104ytRYqNkyUXR5MjuZbca28sJY6rkyujbhvFXVXvMroUERERw1zXFMo777yTWbNmsXLlSrZs2UL37t2tIzWF1bt3bzIyMujfvz87duzg448/JiUlxWabQYMG8dNPP9G3b1/S0tLYtWsXixYt4umnn75q208//TSpqamMHz+eXbt2MW3aNL766qvLRpAu5evri5+fH++++y67d+9m+fLl9O/f32abLl264ODgwOOPP862bdtITU1l7NixNts0btwYNzc3XnrpJXbv3l3gcwsPD2fevHmkpaWxadMmunTpYh2tuiA0NJQffviBAwcOWFdkvJE+efbZZ5kxYwYzZsxg586dvPbaa2zdutVmmyFDhjBq1CgmTpzIzp072bx5M8nJyYwfP976vPPy8njiiSdIT0+3jh4CV+1XT09PBg4cyPPPP8/MmTPJyMhg48aN/Pe//7UukNK3b1+OHz9O586dWbduHXv27OGbb76hZ8+elwXYm8LBEeLfhPvGa3GTUsysn61dquZdjU/u+0ThTUREyrzrCnD/+c9/uP3222nTpg3x8fG0b9+e6tWrX9cBq1Spwty5c/niiy+IjY1l6tSpNotYQP45dN9//z27du2iefPm1KtXj8GDB19zWl2zZs2YOnUq48ePJzY2liVLlvD8888XuMDHxRwcHJg9ezYbNmygdu3aPP/884wZM8ZmGw8PD7744gu2bdtGvXr1ePnlly+b+le+fHk+/PBDUlNTiYmJ4ZNPPrG5xALAhAkT8PX1pWnTprRt25a4uDjq169vs83QoUPJzMykevXq1nP1bqRPHn74YV599VUGDRpEgwYN2Lt372WLriQmJvLee++RkpJCTEwMLVq0ICUlxXoOoJeXF1988QVpaWnUrVuXl19+mVdffRXgmv06bNgwXn31VUaNGkVUVBRxcXF88cUX1raDgoJYtWoVubm5xMXFUbt2bZ599lm8vb1xcDDwEoWNHoceX4F3iHE1SLExO5qNLkGu0z2h9zD7vtlU97m+vzciIiKlkclSmJO77FivXr3Yvn07K1euNLqUUuOjjz6iR48enDhxwjqdtFQ6fRwW9IGdS4yuRIrQnVF1OXJWq47aAycHJwY2HEjXqIKneIuIiJRFBp94VPTGjh1L69atcXd356uvvmLmzJmXXftMrs8HH3xAWFgYwcHBbNq0iUGDBtGpU6fSHd4A3MpD59mw+m1YNhTycoyuSIqA2aHU/dorlQLcAxjbYiyx/rHX3lhERKQMKXXvZNatW8ebb77JyZMnCQsL4+2337ZeB01uzKFDh3j11Vc5dOgQgYGBPPTQQwVeIL1UMpmg2bNQpUn+KpX/+93oiuRfMpt0DlxJ1zSoKaObj8bXxdfoUkREREqcUj+FUqTInD4O83vDrq+NrkT+hQfr3MaOk1e/7qIYw8nBib51+9Kzdk8cTAaeBysiIlKC6S+kSGG5lYcun0LrYaCFMOyWs6nUTTwoFcJ9wvnkvk9IjElUeBMREbkK/ZUUuR4mEzR7Bp74HgLrGl2N3IBypuu79IkULxMmHot+jNltZhNZPtLockREREo8BTiRG1EpGhKXwR0v65pxdsZZozslRoB7ANPvnk5SoyScHZ2NLkdERMQu6J2MyI1ydIIWSfDECqgUY3Q1Ukhm/dorEe4Lu49598+jcWBjo0sRERGxK3onI/JvBcTkh7jbXwAtUV/imTUCZ6iKrhWZ0HICo5uPxtPsaXQ5IiIidkfvZESKgmM5uPMVSFwK/lFGVyNXYcZkdAllkoPJgUciHmFh+4W0qtrK6HJERETsloYLRIpSUD3ovRJ+mgzfj4Hzp4yuSC7hrAB300X4RvBqk1ep41/H6FJERETsnkbgRIqaYzm47Xno9zNEtzO6GrlEOV358qZxdXKlf4P+zG4zW+FNRESkiCjAiRQX72Do9AE8Nh/8ahhdjfw/jcDdHLcF38b8dvPpUbsHTjo3VEREpMjor6pIcat+J/RZnT+t8oexmlZpMLNFQ3DFqZp3NQY0GECLkBZGlyIiIlIqKcCJ3AxOZmjeH+p0gq9fgm0Lja6ozFKAKx6+zr70qduHh2o+pBE3ERGRYqS/siI3k3fl/GmV+9fB0iGwd5XRFZU5CnBFy+xgpmtUV3rV6aXLAoiIiNwECnAiRgi5BXqkwq5vYenr8OdmoysqM5wV4IpMXGgcz9V/jsqelY0uRUREpMxQgBMxUo3WEN4KNs+BFcPhr0yjKyr1yuXlGl2C3Wsc2Jh+dftRt2Jdo0sREREpcxTgRIxmMkGdh6BWe9iQAt+/CacOG11VqeWcl2d0CXbr1sBbearuU9SrWM/oUkRERMosBTiRksKxHNzSC+p2gXXTYc07kPWn0VWVOmaNwF03BTcREZGSw2Sx6IQQkRIp5xykfQyr34bje4yuptRYVqM5z+XsNboMu6DgJiIiUvIowImUdHl5kL4QfnwLDqYZXY3dW1m9CU/lHTC6jBLLweRAy8ot6VG7h85xExERKYEU4ETsScYK+HEC/Pa90ZXYrbWhDUk06RzDS7k4utAuvB2PRT9GVa+qRpcjIiIiV6Bz4ETsSfU78r8O/AJrp8LWBZB7zuiq7Ipzbq5+812kklslHol8hAdrPIiPi4/R5YiIiMg1aAROxJ6dOgq/zIT1yXBiv9HV2IWtQbV4xPmk0WUYrn7F+nSJ6sJdVe7CyUGJVkRExF4owImUBnm5sOsb2DAz/1+LVlq8kt2VIujgdsboMgxR3qU8bcPa0qFGB6r7VDe6HBEREbkBCnAipc3//oCNH8Ivs+DEPqOrKXH2+YVyn1fZuRack8mJ24Jvo32N9rSo3EKjbSIiInZOAU6ktLJYYO9q2DIHti2E08eMrqhEOOQTTGtfR6PLKHahXqG0D2/P/dXvx9/N3+hyREREpIgowImUBbk5sGcFbJkL6Yshu+yeA3bc3Y8WFd2NLqNYBHsEc3fVu2ldtTUx/jFGlyMiIiLFQAFOpKw5fxZ2fZ0f5nZ+DTlnja7opjrl7MmtQb5Gl1FkqnhWoXXV1rQObU0tv1pGlyMiIiLFTAFOpCw7dxIylsPOb2D3Usg6ZHRFxe68QznqVw00uox/pZp3NVpVaUVcaBwR5SOMLkdERERuIgU4EclnscDBTbDr2/yVLA+sB0vpXOyjTrWqWLCfX30e5TxoHNiYpkFNaRbcjGCPYKNLEhEREYMowIlIwU4fh93L8sPcnu/g1GGjKyoyDcNrcK4EXwDdweRAdPlomgY3pVlQM+r419HqkSIiIgIowIlIYR3LgH1rYN9P+f8e22V0RTesac1oTp7PMroMq3IO5YjyiyLWP5a6/nW5JeAWfFx8jC6rVPjuu++44447+Ouvv/Dx8TG6nEJLSEjg77//ZsGCBcV6nNDQUJ577jmee+65Yj2OiIgUHX2kKyKF41c9/6te1/zbp47lh7n9a/ID3R9pkHfe0BILy+xQztDjV3CtYA1rsRVjqeVXC7Oj2dCaRERExD4owInIjXH3g6g2+V8AOdlwZDv8uRX+3PL//24tkVMvnW9SgHMwOVDFswo1fGtQw6cGNXxrEFk+ksqelW/K8aVoZGdnYzYrYIuISMngYHQBIlJKOJkhsA7U7QxxI6DbAnhhFwzcBY/Nh7uHQ2wXCGkMHgGAybBSzUV8PpmTgxMhniE0DWpKt+huDGs2jNltZrO2y1q+6PAF41uOp0/dPrSq2squw9ucOXOIiYnB1dUVPz8/WrVqxalTp6yPJycnExUVhYuLC5GRkbzzzjs2+//+++888sgjlC9fHnd3dxo2bMjatWutj0+ZMoXq1atjNpuJiIhg1qxZNvubTCbee+89OnTogJubGzVq1GDRokU226SmplKzZk1cXV254447yMzMtHn82LFjdO7cmcqVK+Pm5kZMTAyffPKJzTYtW7akX79+9O/fnwoVKtC6dWt69uxJmzZtbLbLyckhICCAGTNmFNhfe/fupW3btvj6+uLu7k6tWrVITU21Pr5161buu+8+vLy88PT0pHnz5mRkZNi0MXbsWAIDA/Hz86Nv376cP//PKPdff/1Ft27d8PX1xc3NjXvvvZddu2ynNs+dO5datWrh7OxMaGgo48aNK7BWERGxHxqBE5Hi5VERPO6E6nfa3n/+LJzYD3/vhb/3wV///+/fe+HEAThzHHKzi6Uks+n6fvW5l3PH19mXQI9AgtyDCPYMJtjjn6+KbhVxMJXuz8MOHjxI586defPNN+nQoQMnT55k5cqVXDiNevr06bz22mtMnjyZevXqsXHjRnr16oW7uzvdu3cnKyuLFi1aEBwczKJFiwgICOCXX34hLy9/pdP58+fz7LPP8tZbb9GqVSsWL15Mjx49qFy5MnfccYe1jtdff50333yTMWPGMGnSJLp27crevXspX748+/fvp2PHjvTu3Zs+ffqwfv16BgwYYPM8zp49S4MGDRg0aBBeXl58+eWXPPbYY4SFhdG4cWPrdjNnzqRPnz6sWrUKi8XC8ePHuf322zl48CCBgfmXoUhNTSUrK4tOnToV2Gd9+/YlOzubH374AXd3d7Zt24aHhwcABw4c4Pbbb6dly5YsX74cLy8vVq1aRU5OjnX/FStWEBgYyIoVK9i9ezcPP/wwdevWpVevXkD+eXK7du1i0aJFeHl5MWjQIOLj49m2bRvlypVjw4YNdOrUiSFDhvDwww+zevVqnnrqKfz8/EhISPiXrwgRETGKFjERkZLr3Mn81TDPHP//f//K//f0sfz7zp+G3PP5Qc/6bzbk5vzzfV4uODqBQzlwLAcOTrxRrTZ/5p3FxdEFZydnXJ1c8TJ74evsi7eLN77Ovvg4++Dr4ouvsy/lHI09Z64k+OWXX2jQoAGZmZlUrVr1sserVKnCG2+8QefOna33DR8+nNTUVFavXs27777LwIEDyczMpHz58pft36xZM2rVqsW7775rva9Tp06cOnWKL7/8EsgfgXvllVcYNmwYAKdOncLT05PU1FTuueceXnrpJRYsWMDWrVsxmfJHeF988UXeeOONqy5ict999xEVFcXYsWOB/BG4EydOsHHjRpvtatWqRffu3UlKSgKgQ4cO+Pj4kJycXGC7derU4YEHHuC111677LGXXnqJ2bNns2PHDsqVu/z1lZCQwHfffUdGRgaOjo7W/nBwcGD27Nns2rWLmjVrsmrVKpo2bQrkjy6GhIQwc+ZMHnroIbp27cqRI0f45ptvrO0mJSXx5ZdfsnXrVkCLmIiI2CONwIlIyeXsmf/le3lg+DcGFWlrZUNsbCx33XUXMTExxMXFcffdd/Pggw/i6+vLkSNH2L9/P48//rh1dAjypxh6e3sDkJaWRr169QoMbwDp6ek88cQTNvc1a9aMiRMn2txXp04d6/fu7u54enpy+PBhaxu33nqrNbwBNGnSxGb/3NxcRo8ezaeffsqBAwc4d+4c586dw93d3Wa7hg0bXlZjYmIi7777LklJSRw+fJgvv/ySZcuWXbHPnnnmGfr06cM333xDq1ateOCBB6z1p6Wl0bx58wLD2wW1atWyhjeAwMBANm/ebH2uTk5ONqOGfn5+REREkJ6ebt2mXbt2Nm02a9aMt956i9zcXJu2RUTEfpTuOT8iIlIkHB0d+fbbb/nqq6+Ijo5m0qRJRERE8Ntvv1mnQU6fPp20tDTr15YtW1izZg0Arq6u1zzGxcELwGKxXHbfpYHHZDJZj1+YCSXjxo1jwoQJJCUlsXz5ctLS0oiLiyM723a67qWBDqBbt27s2bOHn376iQ8//JDQ0FCaN29+xWMlJiayZ88eHnvsMTZv3kzDhg2ZNGkSULj+uJHnenGfFdR/mnQjImL/FOBERKRQTCYTzZo14/XXX2fjxo2YzWbmz59PpUqVCA4OZs+ePYSHh9t8VatWDcgfOUtLS+P48eMFth0VFcWPP/5oc9/q1auJiooqdH3R0dHWwHjBpbdXrlxJu3btePTRR4mNjSUsLOyyhT+uxM/Pj/bt25OcnExycjI9evS45j4hISH07t2befPmMWDAAKZPnw7k98fKlSttFiW5HtHR0eTk5NgsAnPs2DF27txp7bPo6OgC+7RmzZoafRMRsWMKcCIick1r165l5MiRrF+/nn379jFv3jyOHDliDQtDhgxh1KhRTJw4kZ07d7J582aSk5MZP348AJ07dyYgIID27duzatUq9uzZw9y5c/npp58AeOGFF0hJSWHq1Kns2rWL8ePHM2/ePAYOHFjoGnv37k1GRgb9+/dnx44dfPzxx6SkpNhsEx4ezrfffsvq1atJT0/nySef5NChQ4U+RmJiIjNnziQ9PZ3u3btfddvnnnuOr7/+mt9++41ffvmF5cuXW/urX79+/O9//+ORRx5h/fr17Nq1i1mzZrFjx45C1VGjRg3atWtHr169+PHHH9m0aROPPvoowcHB1mmTAwYMYNmyZQwbNoydO3cyc+ZMJk+efF19KiIiJY8CnIiIXJOXlxc//PAD8fHx1KxZk1deeYVx48Zx7733AvnB5r333iMlJYWYmBhatGhBSkqKdQTObDbzzTffULFiReLj44mJiWH06NHWkaD27dszceJExowZQ61atZg2bRrJycm0bNmy0DVWqVKFuXPn8sUXXxAbG8vUqVMZOXKkzTaDBw+mfv36xMXF0bJlS2uoLKxWrVoRGBhIXFwcQUFBV902NzeXvn37EhUVxT333ENERIT10gp+fn4sX77cujpngwYNmD59+lXPibtUcnIyDRo0oE2bNjRp0gSLxUJqaqq1jfr16/PZZ58xe/ZsateuzauvvsrQoUO1AqWIiJ3TKpQiIiKFdPr0aYKCgpgxYwYdO3Y0uhwRESmDtAqliIjINeTl5XHo0CHGjRuHt7c3999/v9EliYhIGaUAJyIicg379u2jWrVqVK5cmZSUFJyc9OdTRESMoSmUIiIiIiIidkKLmIiIiIiIiNgJBTgRERERERE7oQAnIiIiIiJiJxTgRERERERE7IQCnIiIiIiIiJ1QgBMREREREbETCnAiIiIiIiJ2QgFORERERETETijAiYiIiIiI2AkFOBERERERETuhACciIiIiImInFOBERERERETshAKciIiIiIiInVCAExERERERsRMKcCIiIiIiInZCAU5ERERERMROKMCJiIiIiIjYCQU4ERERERERO6EAJyIiIiIiYicU4EREREREROyEApyIiIiIiIidUIATERERERGxEwpwIiIiIiIidkIBTkRERERExE4owImIiIiIiNgJBTgRERERERE7oQAnIiIiIiJiJxTgRERERERE7IQCnIiIiIiIiJ1QgBMREREREbETCnAiIiIiIiJ2QgFORERERETETijAiYiIiIiI2AkFOBERERERETuhACciIiIiImInFOBERERERETshAKciIiIiIiInVCAExERERERsRMKcCIiIiIiInZCAU5ERERERMROKMCJiIiIiIjYCQU4ERERERERO6EAJyIiIiIiYicU4EREREREROyEApyIiIiIiIidUIATERERERGxEwpwIiIiIiIiduL/AFdhrWsaraCpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pie chart of edlevel\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.pie(edlevel_counts, labels=edlevel_counts.index,autopct='%1.1f%%')\n",
    "plt.title('edlevel')\n",
    "plt.legend(edlevel_counts.index, loc='lower left', bbox_to_anchor=(1, 0.5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "recreational-watershed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id          0\n",
       "totSAS     20\n",
       "sex         0\n",
       "age        23\n",
       "edlevel     2\n",
       "fitrate     5\n",
       "depress     2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "static-polish",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "hungry-going",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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