Data_Analysis_on_Retail_Data.ipynb

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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "sq1YRXOccNZ-"
      },
      "source": [
        "%load_ext autoreload\n",
        "%autoreload 2\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from functions import *\n",
        "import seaborn as sns\n",
        "sns.set(style = 'whitegrid', context = 'talk', palette = 'rainbow')\n",
        "plt.rcParams['figure.figsize'] = [20, 7]\n",
        "plt.rcParams['figure.dpi'] = 50\n",
        "plt.rcParams['axes.titlepad'] = 25 "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4u784P0ucNaN"
      },
      "source": [
        "# Read data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Uxh1kE67cNaR"
      },
      "source": [
        "data = pd.read_excel(\"Online Retail.xlsx\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rmToDO7fcNae",
        "outputId": "3e2f8559-45f9-4c1a-e2d8-c968c891fdb6"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "\n",
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              "\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>InvoiceNo</th>\n",
              "      <th>StockCode</th>\n",
              "      <th>Description</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>InvoiceDate</th>\n",
              "      <th>UnitPrice</th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Country</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>536365</td>\n",
              "      <td>85123A</td>\n",
              "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>2.55</td>\n",
              "      <td>17850.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>536365</td>\n",
              "      <td>71053</td>\n",
              "      <td>WHITE METAL LANTERN</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>536365</td>\n",
              "      <td>84406B</td>\n",
              "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
              "      <td>8</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>2.75</td>\n",
              "      <td>17850.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>536365</td>\n",
              "      <td>84029G</td>\n",
              "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>536365</td>\n",
              "      <td>84029E</td>\n",
              "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
              "      <td>6</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>3.39</td>\n",
              "      <td>17850.0</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  InvoiceNo StockCode                          Description  Quantity  \\\n",
              "0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
              "1    536365     71053                  WHITE METAL LANTERN         6   \n",
              "2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
              "3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
              "4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
              "\n",
              "          InvoiceDate  UnitPrice  CustomerID         Country  \n",
              "0 2010-12-01 08:26:00       2.55     17850.0  United Kingdom  \n",
              "1 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
              "2 2010-12-01 08:26:00       2.75     17850.0  United Kingdom  \n",
              "3 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
              "4 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  "
            ]
          },
          "metadata": {
            "tags": []
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          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "15IHZDJ_cNam"
      },
      "source": [
        "## Profile data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yUC9eqSqcNan",
        "outputId": "497e3563-c991-4041-b356-4662b05198de"
      },
      "source": [
        "print(data.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(541909, 8)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7ANibb6xcNay",
        "outputId": "3b334477-3075-48ad-8835-24b05ef88481"
      },
      "source": [
        "data.dtypes"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "InvoiceNo              object\n",
              "StockCode              object\n",
              "Description            object\n",
              "Quantity                int64\n",
              "InvoiceDate    datetime64[ns]\n",
              "UnitPrice             float64\n",
              "CustomerID            float64\n",
              "Country                object\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hFBWk94ycNbD",
        "outputId": "e2f0cf17-8537-42bc-baee-ae0dfaa5646a"
      },
      "source": [
        "data.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 541909 entries, 0 to 541908\n",
            "Data columns (total 8 columns):\n",
            " #   Column       Non-Null Count   Dtype         \n",
            "---  ------       --------------   -----         \n",
            " 0   InvoiceNo    541909 non-null  object        \n",
            " 1   StockCode    541909 non-null  object        \n",
            " 2   Description  540455 non-null  object        \n",
            " 3   Quantity     541909 non-null  int64         \n",
            " 4   InvoiceDate  541909 non-null  datetime64[ns]\n",
            " 5   UnitPrice    541906 non-null  float64       \n",
            " 6   CustomerID   406829 non-null  float64       \n",
            " 7   Country      541909 non-null  object        \n",
            "dtypes: datetime64[ns](1), float64(2), int64(1), object(4)\n",
            "memory usage: 33.1+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f634H16IcNbQ"
      },
      "source": [
        "#### Missing values\n",
        "\n",
        "There are now 541909 observations and 8 variables in our Online Retail dataset.\n",
        "\n",
        "The columns *Description*, *UnitPrice* and *CustomerID* have missing values.\n",
        "\n",
        "The remaining columns, i.e. *InvoiceNo*, *StockCode*, *Quantity*, *InvoiceDate* and *Country*, have no missing values."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MswoQofUcNbS",
        "outputId": "15752675-50f8-4a64-9d09-e95faf7e4795"
      },
      "source": [
        "data.describe(include = 'all')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>InvoiceNo</th>\n",
              "      <th>StockCode</th>\n",
              "      <th>Description</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>InvoiceDate</th>\n",
              "      <th>UnitPrice</th>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Country</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>541909.0</td>\n",
              "      <td>541909</td>\n",
              "      <td>540455</td>\n",
              "      <td>541909.000000</td>\n",
              "      <td>541909</td>\n",
              "      <td>541906.000000</td>\n",
              "      <td>406829.000000</td>\n",
              "      <td>541909</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>unique</th>\n",
              "      <td>25900.0</td>\n",
              "      <td>4070</td>\n",
              "      <td>4223</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23260</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>38</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>top</th>\n",
              "      <td>573585.0</td>\n",
              "      <td>85123A</td>\n",
              "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2011-10-31 14:41:00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>United Kingdom</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>freq</th>\n",
              "      <td>1114.0</td>\n",
              "      <td>2313</td>\n",
              "      <td>2369</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1114</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>495478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>first</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2010-12-01 08:26:00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>last</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2011-12-09 12:50:00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>9.552250</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.611120</td>\n",
              "      <td>15287.690570</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>218.081158</td>\n",
              "      <td>NaN</td>\n",
              "      <td>96.760121</td>\n",
              "      <td>1713.600303</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-80995.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>-11062.060000</td>\n",
              "      <td>12346.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.250000</td>\n",
              "      <td>13953.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.080000</td>\n",
              "      <td>15152.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>16791.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>80995.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>38970.000000</td>\n",
              "      <td>18287.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        InvoiceNo StockCode                         Description  \\\n",
              "count    541909.0    541909                              540455   \n",
              "unique    25900.0      4070                                4223   \n",
              "top      573585.0    85123A  WHITE HANGING HEART T-LIGHT HOLDER   \n",
              "freq       1114.0      2313                                2369   \n",
              "first         NaN       NaN                                 NaN   \n",
              "last          NaN       NaN                                 NaN   \n",
              "mean          NaN       NaN                                 NaN   \n",
              "std           NaN       NaN                                 NaN   \n",
              "min           NaN       NaN                                 NaN   \n",
              "25%           NaN       NaN                                 NaN   \n",
              "50%           NaN       NaN                                 NaN   \n",
              "75%           NaN       NaN                                 NaN   \n",
              "max           NaN       NaN                                 NaN   \n",
              "\n",
              "             Quantity          InvoiceDate      UnitPrice     CustomerID  \\\n",
              "count   541909.000000               541909  541906.000000  406829.000000   \n",
              "unique            NaN                23260            NaN            NaN   \n",
              "top               NaN  2011-10-31 14:41:00            NaN            NaN   \n",
              "freq              NaN                 1114            NaN            NaN   \n",
              "first             NaN  2010-12-01 08:26:00            NaN            NaN   \n",
              "last              NaN  2011-12-09 12:50:00            NaN            NaN   \n",
              "mean         9.552250                  NaN       4.611120   15287.690570   \n",
              "std        218.081158                  NaN      96.760121    1713.600303   \n",
              "min     -80995.000000                  NaN  -11062.060000   12346.000000   \n",
              "25%          1.000000                  NaN       1.250000   13953.000000   \n",
              "50%          3.000000                  NaN       2.080000   15152.000000   \n",
              "75%         10.000000                  NaN       4.130000   16791.000000   \n",
              "max      80995.000000                  NaN   38970.000000   18287.000000   \n",
              "\n",
              "               Country  \n",
              "count           541909  \n",
              "unique              38  \n",
              "top     United Kingdom  \n",
              "freq            495478  \n",
              "first              NaN  \n",
              "last               NaN  \n",
              "mean               NaN  \n",
              "std                NaN  \n",
              "min                NaN  \n",
              "25%                NaN  \n",
              "50%                NaN  \n",
              "75%                NaN  \n",
              "max                NaN  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "akGYbfG2cNbg"
      },
      "source": [
        "#### Initial thoughts"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H1quEnFccNbh"
      },
      "source": [
        "We learn from the statistics above that:\n",
        "\n",
        "1. While the mean value for purchased *Quantity* is 9 and the 75% percentile is 10, the standard deviation for this variable is 219 which is quite odd. \n",
        "\n",
        "We also notice there seems to be some odd quantity values such as -80995.000000 and 80995.000000. This is a possible mistake and these two values might be considered as outliers and be excluded from the study.\n",
        "\n",
        "\n",
        "2. The time period for the dataset is 1 year plus 8 days. It starts from 2010-12-12 08:26 to 2011-12-0912:50. \n",
        "\n",
        "\n",
        "3. The mean unit price is ~4.6, while its standard deviation is ~97.3 This means that, like the *Quantity* variable, there might exist some extreme values in the variable Price. We also note the existence if **negative** price values -11062.\n",
        "\n",
        "\n",
        "4. There are 38 distinct countries in our dataset.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "68I9KFg8cNbh"
      },
      "source": [
        "## Preprocess and clean data\n",
        "\n",
        "In this step:\n",
        "\n",
        "1. We deleted duplicates \n",
        "2. We deleted products with non meaningful prices, i.e. negative prices\n",
        "3. We deleted poducts with non meaningful StockCode\n",
        "4. We also excluded the product 23843 because it was purchased (80995 quantity) and returned just after few seconds by the same client. We consider these two datapoints to be outliers.\n",
        "5. We deleted retailer's gifts (Products with UnitPrice equal to zero)\n",
        "6. We deleted observations with no CustomerID"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C_09la5OcNbi",
        "outputId": "630bcd94-7a74-4ff4-c48d-f73c8b43635a"
      },
      "source": [
        "data = clean(data = data) "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "C:\\Users\\House-Info\\Desktop\\7learnings\\functions.py:28: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  data['CustomerID'] = data['CustomerID'].astype('str')\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L6BeuavucNbo"
      },
      "source": [
        "# Data Analysis\n",
        "\n",
        "In this step:\n",
        "\n",
        "1. We extracted time features: month, hour, day of week\n",
        "2. We calculated the total price for each observation ( Total price = Quantity * UnitPrice)\n",
        "3. We added a column 'status' to indicate if a product is purchased or returned\n",
        "\n",
        "We will try to look at each of the extracted features statistics and create plots to see what we can discover from our dataset.\n",
        "\n",
        "We will aggregate our data by the time hierarchy to see if there are any periods of time with particular customer behavior.\n",
        "\n",
        "Next, we will aggregate by product hierarchy to see if there are any products that are more popular among customers, and/or more profitable for retailers.\n",
        "\n",
        "Next, we will aggregate by location hierarchy, to see where most customers buy from.\n",
        "\n",
        "Once we have a solid understanding of our dataset from a global point of view, we will pick the most popular and/or profitable products and dissect them from a time series point of view."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dl-i6Y7GcNbr"
      },
      "source": [
        "data = add_features(data)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "042nUgGxcNb6"
      },
      "source": [
        "## Time Hierarchy \n",
        "\n",
        "In this section, we will try to answer the following questions:\n",
        "\n",
        "Are there any specific months, days, or hours that drive particular demand?\n",
        "\n",
        "How is the profit (UnitPrice * Quantity) distributed accross time?\n",
        "\n",
        "For the time hierarchy analysis to be balanced and make sense, we will only consider data from 2010-12-01 to 2011-12-01."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kuyx8vAGcNb7"
      },
      "source": [
        "### Month Analytics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XCyfK7hgcNb8",
        "outputId": "21eef817-7cb6-49b2-c946-9c3756598a4a"
      },
      "source": [
        "aggregation_level = \"month\"\n",
        "plot_time_series(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yfbG2Ck2cNcI",
        "outputId": "bbfb8aa0-2e49-48a9-d582-999fb7b25269"
      },
      "source": [
        "barplot_invoices(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9FXLSzZVcNcN",
        "outputId": "bf9741ea-e86e-402b-e81f-89563b547ca7"
      },
      "source": [
        "aggregation_level_statistics(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>InvoiceNo</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>month</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>63960</td>\n",
              "      <td>649899</td>\n",
              "      <td>1114202.12</td>\n",
              "      <td>16.722705</td>\n",
              "      <td>13.910825</td>\n",
              "      <td>14.043816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>49722</td>\n",
              "      <td>568190</td>\n",
              "      <td>961742.49</td>\n",
              "      <td>13.000099</td>\n",
              "      <td>12.161877</td>\n",
              "      <td>12.122158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>40282</td>\n",
              "      <td>535871</td>\n",
              "      <td>922708.74</td>\n",
              "      <td>10.531958</td>\n",
              "      <td>11.470102</td>\n",
              "      <td>11.630162</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>28521</td>\n",
              "      <td>368547</td>\n",
              "      <td>650750.24</td>\n",
              "      <td>7.456977</td>\n",
              "      <td>7.888599</td>\n",
              "      <td>8.202297</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>27459</td>\n",
              "      <td>356088</td>\n",
              "      <td>641129.21</td>\n",
              "      <td>7.179312</td>\n",
              "      <td>7.621920</td>\n",
              "      <td>8.081030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>27303</td>\n",
              "      <td>385449</td>\n",
              "      <td>612955.13</td>\n",
              "      <td>7.138524</td>\n",
              "      <td>8.250380</td>\n",
              "      <td>7.725913</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>27121</td>\n",
              "      <td>361126</td>\n",
              "      <td>580714.73</td>\n",
              "      <td>7.090940</td>\n",
              "      <td>7.729756</td>\n",
              "      <td>7.319543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>27372</td>\n",
              "      <td>343765</td>\n",
              "      <td>573838.05</td>\n",
              "      <td>7.156565</td>\n",
              "      <td>7.358151</td>\n",
              "      <td>7.232867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>26241</td>\n",
              "      <td>294749</td>\n",
              "      <td>548389.27</td>\n",
              "      <td>6.860859</td>\n",
              "      <td>6.308983</td>\n",
              "      <td>6.912101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>21567</td>\n",
              "      <td>268466</td>\n",
              "      <td>471580.34</td>\n",
              "      <td>5.638815</td>\n",
              "      <td>5.746406</td>\n",
              "      <td>5.943973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20044</td>\n",
              "      <td>262218</td>\n",
              "      <td>434218.17</td>\n",
              "      <td>5.240618</td>\n",
              "      <td>5.612670</td>\n",
              "      <td>5.473047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>22882</td>\n",
              "      <td>277526</td>\n",
              "      <td>421527.77</td>\n",
              "      <td>5.982629</td>\n",
              "      <td>5.940332</td>\n",
              "      <td>5.313092</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       InvoiceNo  Quantity  TotalPrice  InvoiceNo_%  Quantity_%  TotalPrice_%\n",
              "month                                                                        \n",
              "11         63960    649899  1114202.12    16.722705   13.910825     14.043816\n",
              "10         49722    568190   961742.49    13.000099   12.161877     12.122158\n",
              "9          40282    535871   922708.74    10.531958   11.470102     11.630162\n",
              "5          28521    368547   650750.24     7.456977    7.888599      8.202297\n",
              "6          27459    356088   641129.21     7.179312    7.621920      8.081030\n",
              "8          27303    385449   612955.13     7.138524    8.250380      7.725913\n",
              "7          27121    361126   580714.73     7.090940    7.729756      7.319543\n",
              "3          27372    343765   573838.05     7.156565    7.358151      7.232867\n",
              "12         26241    294749   548389.27     6.860859    6.308983      6.912101\n",
              "1          21567    268466   471580.34     5.638815    5.746406      5.943973\n",
              "2          20044    262218   434218.17     5.240618    5.612670      5.473047\n",
              "4          22882    277526   421527.77     5.982629    5.940332      5.313092"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R9usQUoOcNcW"
      },
      "source": [
        "### Month Analytics Conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SL4kIlfdcNcX"
      },
      "source": [
        "The time series plot above shows that there is a correlation between the quantity and the total price spent, which is expected.\n",
        "\n",
        "We notice that, regarding the total quantity purchased as well as the total profit made, there is an upward trend going from September to November, reaching its peak in November.\n",
        "\n",
        "November represents respectively 13.91% and 14.04% of the overall quantity and profit (TotalPrice) in 2011.\n",
        "\n",
        "Similarly, the number of invoices made has a September to November upward trend, with most invoices numbers happening in November (16.72% of total invoices number).\n",
        "\n",
        "**Customers buy and spend most in the time period from September to November and reach their maximum in November**\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jIZwwlT9cNcZ"
      },
      "source": [
        "### Days of Week Analytics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CJMDiHR-cNcb",
        "outputId": "4f231af7-bc19-45c8-b6a1-7eef27707c26"
      },
      "source": [
        "# This is the mapping between week days numbers and week days names\n",
        "data[['day', 'day_num']].drop_duplicates().sort_values('day_num').T"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>10144</th>\n",
              "      <th>14022</th>\n",
              "      <th>0</th>\n",
              "      <th>3108</th>\n",
              "      <th>5217</th>\n",
              "      <th>7419</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>day</th>\n",
              "      <td>Monday</td>\n",
              "      <td>Tuesday</td>\n",
              "      <td>Wednesday</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>Friday</td>\n",
              "      <td>Sunday</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>day_num</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          10144    14022      0         3108    5217    7419 \n",
              "day      Monday  Tuesday  Wednesday  Thursday  Friday  Sunday\n",
              "day_num       0        1          2         3       4       6"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xwbW8nKycNcl",
        "outputId": "f135b24e-583b-4966-e50b-ff128ad12bd3"
      },
      "source": [
        "aggregation_level = \"day_num\"\n",
        "plot_time_series(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h__mqAaOcNcs",
        "outputId": "763dae40-7d25-40ff-db11-c0f015489f3c"
      },
      "source": [
        "barplot_invoices(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jypWGWrpcNcy",
        "outputId": "7470b761-ffa5-43a5-aca3-66ac31904490"
      },
      "source": [
        "aggregation_level_statistics(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>InvoiceNo</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>day_num</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>76412</td>\n",
              "      <td>1064689</td>\n",
              "      <td>1797655.95</td>\n",
              "      <td>19.978351</td>\n",
              "      <td>22.789237</td>\n",
              "      <td>22.658321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>64483</td>\n",
              "      <td>883278</td>\n",
              "      <td>1516115.03</td>\n",
              "      <td>16.859447</td>\n",
              "      <td>18.906208</td>\n",
              "      <td>19.109675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>67278</td>\n",
              "      <td>896252</td>\n",
              "      <td>1448795.66</td>\n",
              "      <td>17.590215</td>\n",
              "      <td>19.183911</td>\n",
              "      <td>18.261157</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>62041</td>\n",
              "      <td>700628</td>\n",
              "      <td>1212212.23</td>\n",
              "      <td>16.220972</td>\n",
              "      <td>14.996659</td>\n",
              "      <td>15.279172</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>52603</td>\n",
              "      <td>680888</td>\n",
              "      <td>1206140.45</td>\n",
              "      <td>13.753353</td>\n",
              "      <td>14.574132</td>\n",
              "      <td>15.202641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>59657</td>\n",
              "      <td>446159</td>\n",
              "      <td>752836.94</td>\n",
              "      <td>15.597662</td>\n",
              "      <td>9.549853</td>\n",
              "      <td>9.489035</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "         InvoiceNo  Quantity  TotalPrice  InvoiceNo_%  Quantity_%  \\\n",
              "day_num                                                             \n",
              "3            76412   1064689  1797655.95    19.978351   22.789237   \n",
              "1            64483    883278  1516115.03    16.859447   18.906208   \n",
              "2            67278    896252  1448795.66    17.590215   19.183911   \n",
              "0            62041    700628  1212212.23    16.220972   14.996659   \n",
              "4            52603    680888  1206140.45    13.753353   14.574132   \n",
              "6            59657    446159   752836.94    15.597662    9.549853   \n",
              "\n",
              "         TotalPrice_%  \n",
              "day_num                \n",
              "3           22.658321  \n",
              "1           19.109675  \n",
              "2           18.261157  \n",
              "0           15.279172  \n",
              "4           15.202641  \n",
              "6            9.489035  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-g3cT9JrcNc3"
      },
      "source": [
        "### Days of Week Analytics Conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BbLj9he2cNc4"
      },
      "source": [
        "Customers shop/spend most from Monday to Thursday.\n",
        "\n",
        "Most number of invoices, quantity purchased and total spendings are made in Thursday (respectively 19.97%, 22.78%, 22.65%)\n",
        "\n",
        "They make less purchases on Friday and Sunday.\n",
        "\n",
        "Customers seem to not shop at all on Saturdays.\n",
        "\n",
        "**Customers seem to shop/spend more on weekdays than weekends.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pv4gHhLicNc5"
      },
      "source": [
        "### Hour of Day Analytics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B1WNT3vScNc6",
        "outputId": "dc22059f-44f5-4315-e091-930dea66c45a"
      },
      "source": [
        "print(\"First hour of purchases : \",min(data.hour))\n",
        "print(\"Last hour of purchases : \",max(data.hour))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "First hour of purchases :  6\n",
            "Last hour of purchases :  20\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bqHKGs4lcNc-"
      },
      "source": [
        "Customers shop from 6h to 20h.\n",
        "\n",
        "Let's see if there are any peak hours"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H6lMYaEocNc_",
        "outputId": "15b92546-3d13-4be8-ff16-6c09510c02d1"
      },
      "source": [
        "aggregation_level = \"hour\"\n",
        "plot_time_series(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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s2rSJnj17UrNmTVxdXRk6dCipqamcOHECAHd3d15++WXUajV169alYsWKNG7cGL1eT7169YiKisq1rOPHjzNp0iQmTJgA3GnF1Ov1mdYxGAz2FuvAwMBs95PXdvfLaT/3unr1Km+99RYjR47M9hympaVluaGg1+vzjDU3u3btolKlSnTt2hWtVkuzZs1o0aIFW7duzXW7b7/9lm3bttn//7r/fBgMBjIyMgBwcXHJNgnNb8wPsu799Xu/tLS0h6pvIYQozLSODkCIJyUuLo6SJUtmutNeqlQpTp06lWVdk8nEpEmTOHz4MMHBwfn6EbBhwwZKly6d4/KAgIAsnyUmJmI2mzMlZ3e7TkZFRTFjxoxMrbw2m43Y2NhM+9JoNGzfvp2VK1diMBh47rnnUBQlU4Ls5+dnf63Vau37ubdcT09PvLy8coy/U6dOfPzxxzkuv7eFID4+PkuXvlKlShEdHZ2l3GeeeSbHfd4rLi6OunXr2t8HBARke07v5e/vn+OI3TExMWi1Wry9vXPdR1JSEpMnT+b06dOUL18+yw/ve8+tRqPJcmMiL+3bt2fevHmkpKSwdevWHBO1o0eP0r9/f6xWK9WrV8dsNqMoCtHR0RQvXjzL9Q3kuuyuu+cwLi4Oo9FI9+7d7ctsNhulS5e2J7P3/mC+dz/nz5/nzTffJCEhgapVq5KcnJzteYiKimL79u2ZWuDNZjM3btwgNjY20+d5XRclS5a0vy5evDh///03AB06dOCbb76hf//+bNu2jUWLFuW4j7vX+93Wtrs3QnK6dkuUKJFrTA/bSnbvdRwfH5/pPKjVakqWLEl0dDQBAQF4e3vb61Oj0eDp6Zlp3dyuv127djF27FjGjx9v71Vwb4J2V3p6epZWxfvltt3AgQPtA1SFhYXZu7nn5sSJEwwePJjXXnuNAQMGAHcGAdy4cSMAdevWpWfPnlnKzMjIwM3NLc/95yQuLi7b+r5582aO2yxcuJBvv/2WZcuWUaZMGeBOAm40Gu3rpKenP1JcHTt2tA+GN3jw4AcaEyK7+r2/LsqVK/dQ9S2EEIWZJL7iqVGiRAlu3LiBoij2H4zXrl3D398/y7rz5s3D09OTvXv34uLiwo4dO/joo48eSxz3d3GDO4mZi4sL0dHR9la+tWvXUq5cOQICAhg+fLg9ETKZTFy/fj1L3EePHmX58uWsWbOGkiVLoihKpi7WOQkICMjUipWenp7j83n5Pb7ixYtn6moNd85548aNSU9PzzSS7a1bt+yv1Wo1FovF/v7e7qWBgYGZ1r1w4QK///57rs/zNWvWzP48X7169VAUha+//pquXbuyadMmGjZsiE6nQ6VS5Vju1KlTqV27NsuXL0etVrNy5coHGojmQRUvXpwaNWqwe/dufv31V0aNGpVlnZs3bzJp0iTWrFlj71oZHh4O3Lm+b968men6vvujPbdld9393MfHBxcXF3766Sf7NRYfH4/JZMJmsxEfH09GRoY9+b158yZlypTBZDLx9ttvs3DhQpo0aQLA0KFDsz3WgIAAunXrlmnQt8uXL1OqVCl27dqVadqje+s6O7dv37bfJLpx44Y9EW7ZsiWTJk3it99+w8XFhWrVquW6n/vldu3mdn1C9t/xB3H/d+fe82Cz2bhx44b9BsvDlrF27VpmzJjBnDlzeOGFF+yflytXLtMzrXFxcSQnJxMcHJzr/nLb7t5nwx/Eb7/9xttvv8348eMzPVs6bdq0TEnzhQsXiIyMxGazoVbf6bh2+fJlunXrlq/y7lW8ePEsz5Nfu3aNcuXKZVlXURTef/99jhw5wv/+9z970gtQvnz5TM8lX758Odt9PKjNmzfna/2c6vf+uti9ezfr16+3v7darURERDxSrEII4eykq7N4atSsWRODwcBnn32G2WzmxIkTrF692p5Qurq62hO+pKQkdDodGo2GqKgolixZkuczoI9Co9HQtm1bFi5cSEZGBhcvXmTOnDkYDAbCwsJYtmwZUVFRmM1m5s2bx1tvvZVlH8nJyWg0GnQ6HSaTif/85z8kJSVl+oGenRYtWnDu3Dm2bduGyWRiwYIFWabfeFgdOnTgl19+4bfffsNisbB27VouXrxI8+bNad++PTt37uTIkSNkZGRkapELDg7m9OnTnD9/nuTkZFasWGFf1rFjR9asWcOlS5fIyMhgwYIF9iTOxcUl26Q9MDCQkSNHMnbsWHbv3k1SUhKHDx+2D3A2btw4AMqUKcPBgweJjo4mOjqa7777zr6PpKQkDAYDarWaCxcu8M033zzQNeHq6prjYGT3x9uhQwc+++wzKlSokG3X7NTUVFQqFXq9HqvVyurVqzl79iwWi4XatWvj6urKl19+icVi4aeffrI/H5vbsvtpNBrat2/P7NmzSUtLIzExkREjRvDZZ59RsmRJQkJCmD9/PiaTiSNHjti7E5tMJoxGI25ubiiKkqne756Hu8favn17tm3bxp9//omiKGzfvp3w8HDi4+Pp1KkTa9as4fz58yQlJWU7wNe9Fi9eTEJCAufOnWP16tX2GwHu7u40bdqUWbNm5drNOSe5XbtBQUHExMSwf/9+jEZjnjE+jM6dO/Pdd9/x119/YTKZ+PTTT9FoNJl6O+TXkSNH+OCDD1i6dGmmpAjgxRdf5PDhw+zduxej0ci8efNo2bJlni2AD7vd/a5cucKIESP46KOP8hxQqWLFipQoUYIlS5bYxxmIj4+nYcOG+Srz3u9m8+bNuXTpEuvXr8disbBnzx527dpF27Zts2y3ZMkSDh06xKpVqzIlvXDn/6evv/6ayMhIYmNjWbJkCWFhYfmK62HlVr/3Cw0NJTY2lh9++AGTycTixYsJDg6mQoUKTyRWIYRwBEl8xVPD1dWVxYsXc+DAARo2bMioUaMYO3as/QdCx44dmTdvnj2x/Ouvv6hbty6vv/46bdq0IT4+Ps/nQB/FxIkTsVqtNG/enEGDBvHOO+9QtWpVunfvTrt27ejVqxcNGzbk1KlTLFy4MEuLz91RaVu3bs0LL7zA1atXadiwoX2wkpz4+/uzaNEi5s+fT2hoKGazGR8fn8dyTOXKlWPu3LnMmjWL+vXr8+2337J06VKKFStGpUqV+PDDDxk3bhxNmzbNNBBNnTp1ePXVV+nduzfh4eG0a9fOvqxJkyYMHjyYQYMG0axZM/R6PSNHjgSga9euvPLKK9k+h/nmm28yduxYFi5caJ8GpU6dOpQrV46lS5cSFxdH27ZtadKkCZ06daJfv3720XXhzmAv69evJyQkhJEjRxIeHs7Vq1fzvLFQv359kpOTadGiRZZl98fbrl07Ll68mGOiVqFCBfr160f37t1p1KgRO3futG+j1WqZN28e69ato0GDBmzYsIGaNWvi4uKS67LsTJo0CYDWrVvTpk0bnnnmGd555x0AZsyYwfHjxwkNDWX+/Pk0bNgQFxcXPDw8mDBhAsOHDyc0NJQVK1bQtWtX+/XXpk0b1q5dyzvvvEOFChX4+OOPmTRpkn0k8YULF1KiRAmaNWvGm2++Sd++fWnXrl2OA1LdFRISQocOHXjzzTcZPXp0psSwY8eOnDt3jo4dO+a6j+zkdu2WKFGCcePGMW7cOPto6zmZNGmS/XzmR8OGDRk3bhxjx44lNDSUgwcP8vnnn+Pq6prvfd315ZdfYjQa6d+/f6a5uG/cuEHx4sWZN28e06dP5/nnnyc6OvqBuiY/7Hb3++6770hPT2f8+PGZYjty5Ei26y9atIh9+/bRsGFDvvzySz799FN0Ol2+yrz3u+nr68uSJUtYtWoV9evXZ+bMmcyZM4cqVapk2W7FihVERUXRqlUre5x3r7E2bdrw8ssv07t3bzp06ED9+vXzHIPgccmtfu+n1+tZsmQJX331FaGhoezbt49PPvnkicQphBCOolLy+yCaEEIUIRaLhY0bN9KuXbscR+B9UsxmM02aNGHLli3ZdsHPTWpqKmfOnMmU+PXs2ZPhw4dTt27dHJc1a9bsgctQFIUDBw4QGhpq72I6atQoGjRowKuvvpqveJ+EEydOMGHCBPvzoY4QFxfHggULcpzLWwghhBBPhrT4CiGealqtlq5duzo86b169SpLly4lJCQk30kv3DmOgQMH2ueb3rNnD5cuXaJ27dq5LssPlUrFxIkT7SOh//333/z++++EhobmO96CZLFYOHfuHP/973/p2rWrQ2PZunUrPXv2dGgMQgghhJAWXyGEcAqDBg3iwoULLFu27KGfs9u1axezZs3i5s2bBAUFMX78eBo1apTnsvz4888/mTZtGpcvXyYwMJC33nqLTp06PVS8BcVsNtOoUSMqVarEsmXLHH5TQwghhBCOJ4mvEEIIIYQQQogiTbo6CyGEEEIIIYQo0iTxFUIIIYQQQghRpEniK4QQQgghhBCiSJPEVwghhBBCCCFEkebwxNdkMtGvXz/27NmT63qKovDZZ5/RpUsX2rZty5IlS55QhEIIIYQQQgghCjOtIws/c+YMEydO5Ny5c3muu3HjRnbs2MGqVatQFIUuXbrQuHFjatSo8QQiFUIIIYQQQghRWDm0xXfVqlUMHTqUmjVr2j87c+YMffr0oWvXrvTs2ZPDhw8DsGXLFvr374/BYMDNzY3ly5dTtmxZB0UuhBBCCCGEEKKwcGiL79SpUwFYvnw5AGazmXHjxrFo0SLKlClDZGQkvXv3ZuvWrURERHDt2jX69+9PTEwML730Ev369XNg9EIIIYQQQgghCgOHJr73u3LlChEREYwYMcL+maIoREREYLFY+PPPP1m8eDFpaWn06dOHChUq0LRpUwdGLIQQQgghhBDC2TlV4mu1WgkMDOTHH3+0fxYdHU1AQADFihWjTZs26HQ6dDodTZs25fjx45L4CiGEEEIIIYTIlcNHdb5X+fLlMZlM/PrrrwAcPXqUsLAwMjIyePHFF9m0aRMWi4X09HQOHjxItWrVHBuwEEIIIYQQQgin51Qtvq6urixatIjp06czZ84c1Go18+fPx93dnT59+hATE0Pnzp2xWq106tSJli1bOjpkIYQQQgghhBBOTqUoivKkC7VYLKSmpuLi4oJa7VSNzkIIIYQQQognyGazYTabcXd3R6t1qnY5UYQ45MpKTU3lwoULjihaCCGEEEII4YQqVqyIt7e3o8MQRZRDEl8XFxfgzsWt0+kcEYKdoiicOnWKatWqoVKpHBqLkPpwRlInzkfqxLlIfTgfqRPnI3XiXJytPoxGIxcuXLDnCEIUBIckvne7N+t0OvR6vSNCsLvb01uv1zvFF/9pJ/XhfKROnI/UiXOR+nA+UifOR+rEuThrfcgjkKIgydUlhBBCCCGEEKJIk8RXCCGEEEIIIUSRJsOmCSGEEEIIIcQT4oBJdZ462XXhl8RXCCGEEEIIIQqY2WwmMjISo9Ho6FCKPJ1OR1BQUKYB0yTxFUIIIYQQQogCFhkZiaenJ2XLlnWqQcWKGkVRiI2NJTIykvLly9s/l8RXCCGEEEIIIQqQoigYjUbKli0ro1cXMJVKhb+/PzExMSiKYr/JIGddCCGEEEIIIZ4Aael9MrI7z5L4CiFEIXMh3cImq4EL6RZHhyKEEEIIUShI4iuEEIXI+TQzbU7FskDxJfxMnCS/QgghhHgkJpOJTz75hPbt29O5c2e6dOnCypUrsdlsj72shQsXsnfvXgAmTJjA0aNHAXjvvfe4dOnSYy/vXpL4CiFEIWFVFEZcTiDJemcahGizjb1JMjKkEEIIIR7eiBEjiI6OZt26dWzYsIEVK1bw+++/89FHHz32sg4dOoTVagVg+vTp1KlTB4ADBw4U+DRPkvgKIUQhYLYpDL6QwKEUC/p7Hlu5ZrLKfIBCCCFEERdxS2H971Yibj3ev/lHjx7l1KlTTJ06FYPBAICvry+zZs1i9erVbNiwgZ49e9rXX7VqFePHjwfgyJEj9OrVi27dutGyZUtWrFgBwLp163jrrbcYPHgw7du3Z/DgwSQnJ7N69Wr+/vtvpk2bxpEjR+jTpw979uxh0aJF3Lp1i+HDh3Po0CHCwsLs5Z06dYqXXnrpsRyrjOoshBBOLsOm0P98PD8lGBle0p3eAXqW/32JQ27+zL2RSozZxsyy3pwy+OIAACAASURBVLiqZcAMIYQQorD4Ya+VTQfy7k5sNCtcuQkWG2jVVsqWAJ1L7n/zOzVU06WxJs99Hz9+nGrVquHq6prpcz8/PypUqGBPhrPz9ddfM2HCBKpVq8a1a9do164dffv2BeCPP/5g06ZN+Pn5MWDAADZs2ECvXr3YsGEDgwYNol69evb9DB8+nHXr1rFo0SIqVKiAxWLhr7/+4rnnnmPNmjV069Ytz+N4ENLiK4QQTizFauOVs3H8lGBk/DMeTAnypKLBhe6aVLZU9ef1Yga+vJ3OS2fiiDFbHR2uEEIIIR6z1Iw7SS/c+Tc148mUazQasVhyHktk5syZREZGsnjxYubOnYvZbLavX7t2bfz8/ACoUqUK8fHxD1xuz549Wb9+PSaTiR07dtC5c+dHO5B/SIuvEEI4qUSLjZfPxnE4xcyHwZ4MKekBYO/a7KpWMbecN1XdXHj/ahIv/h3LN5V9qe7m4siwhRBCCPEAujTWPFCrbMQthaELzMQmgb8nfDLUheDAx9PLq1atWnz++ecYjUZ0Oh1JSUno9XqSkpKIiIjA398/0yNVZrPZ/rpXr17UqVOHhg0bEhYWxubNm+3r6nQ6+3oqlSpfj2WFh4cTHh5OnTp1CA0NxdPT8zEcqbT4CiGEU4oxWwk/HcuRFDPzynnbk977qVQq3izhzvdV/Eiy2mh/MpbNcU/oVrAQQgghClxwoIpPR7jw75c1fDry8SW9AHXq1OG5555j8uTJpKenc/ToUcLDwxk6dChdunTB19eXyMhIUlJSMJvN/PzzzwAkJiZy7tw5Ro4cScuWLdmzZw+AfeCqnGg0mmzXufdzPz8/6tevz+zZs+nRo8djO1Zp8RVCCCdzw2TlpdOxXMqwsqSCD90Ccn6+5q4XvHX8XCOAXmfjeP18PO+V9mB0KY9sJ3AXQgghROESHKgiODDv1uGHMX/+fD799FO6du2KVqtFo9EQGBjIlStXsNlsdOrUic6dOxMYGEhISAjx8fF4e3vTu3dvOnfujF6vp0qVKgQHBxMREZFrWS+88AIffvghanXm9tdWrVoxfPhwPvnkE6pVq0ZYWBgnT56kQYMGj+04VYoDhgPNyMjg5MmTVK9eHb1e/6SLz0RRFI4ePUqdOnXkB6ITkPpwPlInT9aVDAsvnYkjymRl+bO+tPfN+n9kbnWSZLEx8EICOxONvOSvZ345H9w0Um8FSb4jzkfqxPlInTgXZ6sPZ8oNCoqiKJw5c4YqVao4xTl/EOfOncPV1ZWyZcs+0XKtViszZsygdOnS9OvX76H2kd35lq7OQgjhJM6mm+l4KpbbZhurKvtlm/TmxUurZlVlX4aVcGddbAadTsdywySDXgkhhBAifypVqvTEk16AZs2aceXKFV599dXHul/p6iyEEE7gRKqZ7mfiMCkKa6r4EerpmvdGOdCoVEwr40VVNy2jLyfy4t8xfFnJl3oeD79PIYQQQognYe/evQWyX2nxFUIIBzuUbCL8dCwKCj9W9X+kpPderxZz48eq/ihA51OxfB+T9lj2K4QQQghR2OSa+JpMJvr162cfpete0dHRDBw4kM6dOxMWFsbGjRsLLEghhCiqdica6X4mDoNaxcaq/tRyf7xTETXwdGVH9QAqG7QMuZjIlIgkrE9+aAchhBBCCIfKMfE9c+YMvXr14tixY9ku/+ijj2jSpAkbNmxgxYoVzJw5k6ioqAILVAghippt8Rm8ejYOfxc1W6r5U6WA5t99RqdhUzV/wv30LIxKpfe5eJIstgIpSwghhBDCGeX4jO+qVasYOnQoy5cvz3Z5u3btaNSoEQABAQF4e3tz69YtSpYs+cCFK4qSr8mMC8Ld8h0dh7hD6sP5SJ0UjHWx6Qy9lEhZnYZ1Vfwo5ap54HP8MHXiplaxrII3VQxaZl5Pod2pWL5+1odyehnq4VHJd8T5SJ04H6kT5+Js9eEscYiiLc/pjPr06cOgQYNo1qxZjuusX7+eBQsW8NNPP+HqmvezaXeHLBdCiKfRVpsbn9i8KYeFGZpYfFVPtvX1N5ueWTYfXIGJ6jhqq01PtHwhhBAiOzKdkXhcsjvfj3yrf82aNcybN49ly5Y9UNJ7r2rVqjn84lYUhWPHjhESEiIXoROQ+nA+UieP12c3U5kXkUxddxe+q1wcH21QvvfxqHVSB2iZaqb3+XjeMwfw0TNe9C/ulu/9iDvkO+J8pE6cj9SJc3G2+sjIyODUqVOODuOp9OGHH3L48GHgzqOulStXRqVSUaNGDaZPn55l/ffee4+BAwdSvnz5HPe5cOFCjEYjY8eOpU+fPkRFReHu7g6A0WikU6dODB8+PMt2O3fu5NixY4wdO/YxHV1mj5T4zp07l61bt/LVV1/levA5UalUTvFlA+eKRUh9OCOpk0ejKApzbqQw41oKTbxc+bqSL56aRxtY/1HqpKaHKztqBND3XDzvXE3idLqFGWW8cFFLHT8s+Y44H6kT5yN14lycpT6cIQZndyHdwu9JRpp46ahoeHyPKb3//vv215UrV2b16tXodLoc1z9w4AADBgzIVxmTJk2y9x5OTU0lPDycWrVq0bRp00zrtWrVilatWuVr3/nx0Gdt6dKl/Prrr3z33Xf4+fk9zpiEEKJIURSFqZHJLIxKpY2PjuXP+mJwggQz0EXDD1X9GXslkRW30jifYWFFRV/8XGSmOyGEEKKgfXErjW9u5T3VYIZN4Wy6BQt3krfKBi36PH5H9Ap0o2/gw/XmMhqNTJkyhb/++guA8PBwBg0axKJFi7h16xbDhw9nyZIlnD17ls8//xyj0UhycjJvv/02nTp1ynXf7u7u1KhRg/Pnz+Pq6srHH3+MRqPB29ubjh078ttvvzFv3jyio6N5//33uXHjBhqNhrFjx9KsWTMOHjzIvHnzMBqNeHh4MHHiRCpVqvRAx5WvxHf+/PkEBgbSrVs3Fi1ahJ+fH2+88YZ9+cSJE6lXr15+dimEEEWaTVF450oSK26l0cVPz+IKPrg6QdJ7l06tYkE5b6oZtEyKSKb1yRi+qeRbYCNMCyGEECJ/kq02LP+8tvzzXq/WFFh5ixYtQq1Ws3HjRtLS0ujTpw/lypVj+PDhrFu3jkWLFhEUFMT777/P/PnzKV68OAcPHmTixIl5Jr4REREcPnyYvn37YjKZuHjxIrt27cLf359169bZ15s6dSqhoaEMHDiQK1eu8NZbb1GzZk0+/PBDvvjiC/z8/Dh+/DgjRoxg27ZtD3RceSa+X331lf31yJEj7a+PHz/+QAUIIcTTyqIovHUpke9j0ulVzMC8ct5onLA7l0qlYkhJDyobXBhwIZ62J2P5b0Uf2voWzQFGhBBCCGfQ9wFbZS+kW+h8OpZos41AFzWrq/g/1u7O99u3bx8TJ05EpVLh7u5O586d+f3333nxxRft66hUKj799FN27drF1atXOXHiBGlp2bdeT5s2DXd3d2w2Gy4uLowYMYKQkBAOHjxImTJl8Pf3z7LN/v37mTZtGgBly5Zl48aN/Prrr0RFRWVqeE1JSSEhIQEfH588j0vmsRBCiAJgtCm8eSGBTfEZvFncjellvFA7YdJ7r5Y+OrZXD6DXuTh6nYtnYpAnI0q6y7NXQgghhANVNGjZUNWfvUlGGj/mZ3yzoyhKlr/9Vqs10/vU1FS6detGp06dqFWrFo0bN852wCrI/Izv/QwGQ7afa7XaTDFcunQJq9VKjRo1WLlypf3zqKgovL29H+SwkAe5hBDiMUuzKvQ+F8+m+AxGlXLno0KQ9N71rEHL9uoBNPdyZVpkMkMuJpJhk/kVhRBCCEeqaNDSt7h7gSe9AM8//zzff/89iqKQmprKhg0baNCgAQAajQar1crVq1cxm80MHTqUZs2asXPnzizJ8aMIDQ1l48aNAFy5coU+ffpQq1YtTp8+bR8BfNOmTfTt2/eB9yktvkII8RglWWy8di6e/ckmJgZ58nYpD0eHlG8+WjXfVfFjUkQSS26mcTHDwleVfCnhWnDPEwkhhBDCOQwbNowPPviAsLAwzGYzHTp0sD+726pVK4YPH87cuXOpW7cu7du3R6PR0LBhQ6xWKwkJCY8lhokTJzJ58mTWrVuHRqNh9uzZBAQEMHv2bN5//33MZjMGg4EFCxY8cM80laIoT/xWfkZGBidPnnSKSaoVReHo0aPUqVNHuvM5AakP5yN18uDizDZ6no3jWKqZmWW8GFjCvUDKeZJ18vWtNMZeSSRAq+arSr6EeORvvvangXxHnI/UifOROnEuzlYfzpQbFBRFUThz5gxVqlRxinNe1GV3vqWrsxBCPAbRJiudT8dyPNXMovLeBZb0Pmm9A91YX8UfkwKdTsWyLjbd0SEJIYQQQuSbJL5CCPGIIo0WOp2K5UKGhc8r+vBqsYebN89ZPe/lyo4a/lQwaBl0IYHpkcnYnnxnISGEEEKIhyaJrxBCPIKLGRY6norlhsnK15V86eyf/eiEhV2wTsuWav508NUx90YKfc/Hk2K1OTosIYQQQogHIomvEEI8pFNpZjqdiiXBovBdFT9e9CmazyXd5aFR88Wzvowp5cGWeCPtT8YSYbQ4OiwhhBCi0HDA8EpPpezOs4zqLIQQD+FoiokeZ+IAWFfVj3pPyaBPapWK94I8qeqmZfjFBF78O5aVz/rQyEvn6NCEEEIIp6VSqdDpdMTGxuLv7y8DXBUgRVGIjY1Fp9NlOs+S+AohcnUh3cImqwGvdAvPurk4OhynsC/JyKtn4zGoVayt6kf1p/C8dPU3UE6vpffZOLqeieP/ynrzemDRerZZCCGEeJyCgoKIjIwkJibG0aEUeTqdjqCgoEyfSeIrhMjRhXQLHU/HEqv48r/TcWys5v9EJk53ZjsTMuh7Ph4/rZp1VZ7u81Hb3YUdNQJ4/Vw8oy4ncirNzIdlvNDKXWwhhBAiCxcXF8qXLy/dnZ+A7FrUn95fbEKIPO1ONBJrufOf8y2LjSEX4xlZypNWPjoM6qcvudkQl86bFxIo7aphfVU/gnTyX2gJVw0bqvkz6nIiS6PTOJduYfmzvvhoZQgJIYQQIjvSzdkx5JeJECJHN81W+2udCk6mWeh7Pp7Kf0Qz6EI8G+PSSbM+HXct/3c7jQHnE6ig17Kpmr8kvffQq1V8Wt6bKUGe7Eky0frvGM6ly6BXQgghhHAe8stNCJGtRIuNFbfSqKLX0MYYw2s1nqWUTsOOBCM/xmWwLd7IutgM3NUqWvvoCPfT86KPHjdN0buL+Xl0Ku9cSaKWuwtrKvvh5yL3DO+nUql4q5QHlf+Z67fNyRiWVfQp8iNdCyGEEKJwkMRXCJGteTdSiLcorKjohduFSCoatKhUKsL9DYT7G0i12tiZYGRDXAbbE4z8EJeB2z9JcGc/Pa19dLhrCn+CuOBGClMjk2no6cKqSn54SRfeXLXx1fNTdX96n4vn1bPxTA32ZEgJd+nWJYQQQgiHksRXCJFFhNHCkpuptPPR0cRLx9Fs1nHXqOnsb6Czv4E0q8LOxAw2xGXwU/ydFmGDGl701hPufycJ9ihkSbCiKMy4lsKcGym08Hbli2d9i0Qi/yRUcXNhe/UA3rgQz8SIZE6lWZhTzhvdU/hcuBBCCCGcgyS+QogspkcmY1VgUrDnA63vplER5mcgzM9Auk3hlwQjG+LS2RpvZGN8BnoVtPLREe5noI2vDk8nTyAVRWFCRBJLbqbR0VfH0oq+krTlk5+LmjWV/ZgQkcTn0WlczLDwRSVfAl00jg5NCCGEEE8hSXyFEJkcSzGxJjaDfoFuVDa45HvIfYNaRUc/PR399GTYk+AMtiVksDneiO6fJLizn4G2Pjqn6zpsVRRGX07k69vp9PA3sKiCt0zP85Bc1CpmlfWmqkHL+KtJvPh3DF9X8qOm+9M377EQQgghHEsSXyGEnaIoTI5Ixl2t4t+lPR55f3q1ig5+ejr46THaFHYl3ukGvTU+gy3/JMEtvHWE++tp56N3eBJstikMuZjA+rg7if//lfVCLUnvI3ujuDvPGrT0Ox9Px1Ox/Ke8N539DY4OSwghhBBPEUl8hRB22xKM7E028W5pj8feJVWnVtHOV0873ztJ8O5/kuAt8RlsSzDiqkqkhfedgbHa++rxfsJJcIZNof/5eH5KMDK8pDtTgjxlQKbHqImXjh3VA+h1Lp43LiTwTrqFcc94yI0FIYQQQjwRkvgKIYA7rZ1TIpIo4aJmaIlHb+3NjU6too2vnja+ekw2hd1JRn6MvZME/5RgxOWfJDjMT08HXz0+BZwEp1ht9D4Xz29JJsY/48HYZzwk6S0AZfVatlbzZ8jFBGZdT+FwsonWPjpa+eipaJA/R0IIIYQoOPJLQwgBwFe307iQYWVBee8nOhevq1pFax89rX3uJMG/Jf3/luDtCUZGqxJp7qWjs/+dJNj3MSfBiRYbL5+N43CKmQ+DPRlSsmCT/qedl1bNl5V8GXs5kS9vp7MryYTP9RS2VfPnWTd59lcIIYQQBcO5RpURQjhEksXGrGspVHfT8kqA4569dFWraOWjZ0F5H06HFGdNZT9eCTBwNNXEiEuJVDkaTY8zcXx9K404s+2Ry4sxWwk/HcuRFDPzynlL0vuEaFQqat0zwFWCVeG1c/EcSTE5MCohhBBCFGWS+AohWBiVym2LjalBXmicpIuvi1pFCx8dn5T34VRIcdZU8eO1AAPHU82MvHwnCe5+JpYvb6UR+xBJ8A2TlU6nYjmVZmFJBR9eD3QrgKMQOWnipaO4y50/Qe5qFTdNVtqejKX/+XguZVgcHJ0QQgghihrp6izEU+660crimym09NbRwkfn6HCy5aJW0cJbRwtvHf+nKOxNMrEhLoNNcRnsSkxk7OVEmni5Eu5voKOvjoA8Bua6kmHhpTNxRJmsfFHJl/a++id0JOKuigYtG6r6szfJSGMvHT5aFbOvp7DiVhpb4jN4I9CNMc945FmXQgghhBAPQhJfIZ5yM64lk2GDKcGejg7lgWhVKpp762jurWNmWS/2J5n48Z8keHdSImMvQ2MvV8L99HTy01PsvsTpbLqZl07HkWRVWFXZjxe8nTPZfxpUNGgzDWr1cVlv3izhzoeRyfw3Oo1VMemMLOnB4BLuT/S5cyGEEEIUPZL4CvEU+zvVzP9i0nmtmIHqhXBgIa1KRVNvHU3vJsHJJn6MzWBTfAZjryTxzpUkGnm50tlPTw2Dlh0JRpbfSsMKrKniR6inq6MPQdynvF7L8md9OZxsYkpkEh9eS+bz6FTeDfLklQCD03TFF0IIIUThIomvEE8pRVGYFJGEXg3jSxeO1t7caFQqmnjpaOKl4+OyXhxMvtMSvDEug3euJNnXUwErn/WVpNfJ1fd0ZVNVf7YlGJkakcSIS4ksjkplSrAnrbx1Mt2UEEIIIfJFBrcS4in1S6KR3UkmhpX0oJRr0XqOUqNS0chLx8yy3vwdEsjwEu72ZQoQa7Y6LjjxwFQqFe199fxesxhzy3kTa7Hx8tl4up6J489Us6PDE0IIIUQhkmviazKZ6NevH3v27MmyLDU1leHDh9OxY0e6devGiRMnCixIIcTjZVUUJkckU0yrZnhJ97w3KMTUKhV9At3sIwgHuqhp7CXP9RYmWpWKvoFuHK5VjPHPeHA0xUyrv2MYfCGeqzICtBBCCCEeQI6J75kzZ+jVqxfHjh3Ldvn8+fMJDg5m8+bNTJs2jdGjR2OxyA8QIQqDVbfTOZ1uYXxpDzw1Rb/jx90RhOeW9WJjVf9MAyqJwsNDo2ZcaU8O1yrGG4FurI/NoOGJ20y8mkS85dHndRZCCCFE0ZXjr79Vq1YxdOhQli9fnu3yX375hSVLlgBQvXp1/P39OXbsGPXr13/gwhVFQVGUfIb8eN0t39FxiDukPgpeqtXGR9eSqaTX0KuYIc9zXVTqpIJeQwX9nbl6C/uxFJU6eViBLmr+r6wXbxZ344NryXx6M5VvbqfxdikPBhV3Q69+ss//Pu314YykTpyP1Ilzcbb6cJY4RNGmUvK40vr06cOgQYNo1qxZps+fe+45Dhw4gLv7nW6SI0aMoHXr1oSFheVZaEZGBidPnnyEsIUQD+trmwdf2ryYpo6lodro6HCEeGR/K64stXpxGlcCsdBPnUxLVTpPOP8VQgjxiKpXr45er3d0GKKIeuj+foqiZBpVU1EUNJr8DZBTrVo1h1/ciqJw7NgxQkJCZJRQJyD1UbCiTVbWnoihsacLQ6pUe6BzLHXifKROMqsD9FEUNsUbmRaZzCyjlq1uxZgc5PlE5mmW+nA+UifOR+rEuThbfWRkZHDq1ClHhyGKuIdOfEuUKMGtW7coW7YsALdu3SIwMDBf+1CpVE7xZQPnikVIfRSUWTdSSbUpTCvjhVqdv2d7pU6cj9TJ/6dSqejsb6C9r54vbqXxf9dT6H42nhberkwJ8qKGe8HPUy314XykTpyP1IlzcZb6cIYYRNH30KPavPDCC3z//fcAnDx5kqioKGrWrPnYAhNCPF5n0sx8dSuN7v56aj+BJEAIR3BRqxhYwp3DtYoxppQHB5JNvPB3DEMvJnDNKNNYCSGEEE+rfCW+8+fPZ9WqVQCMHDmS69ev07FjR8aPH8/s2bNxdXUtkCCFEI9uamQyLip4P8jT0aEIUeC8tGreC/LkcK1AehczsDomnQbHbzElIolEGQFaCCGEeOrk2dX5q6++sr8eOXKk/bWnpyfz588vmKiEEI/VnkQj2xOMjCjpTpBOpvIRT4+Srho+Ke/Dv0q4My0ymYVRqXx9O40xpTzoX9wdnYyAJYQQQjwViv4EnkI85WyKwuSIJPy0KkaV8nB0OEI4RBU3F76t7MePVf0oo9PyfkQyDU/cZm1MOjaZRkMIIYQo8iTxFaKIWx2Tzok0C+Oe8cRLK1958XRr4qXj5+r+LKvogwp482ICL56M5bdEmdpLCCGEKMrkV7AQRVi6TWH6tWTK6zT0C3RzdDhCOAW1SkVXfwP7axbjozJeRBgtdDkTx6tn4zidZnZ0eEIIIYQoAJL4ClGELbmZynWTjUnBnrjKs4xCZKJTqxhcwp0/agUyoqQ7uxONNPsrhpGXErhhkhGghRBCiKJEEl8hiqgYs5VPbqQQ6uFCJ1+9o8MRwml5a9VMDvbiUK1AegYY+Ob2nRGgp0cmkyQjQAshhBBFgiS+QhRR/3c9hWSrwtRgL5kYXogHUFqn4T8VfPi1RgDPe+qYeyOFesdvs/RmKiabDIAlhBBCFGaS+ApRBF1It7DyVhrhfnrqe8r82kLkRw13F1ZX8WNNFT9KuaoZfzWJxidusyE2HUVGgBZCCCEKJUl8hSiCpkUmoQImBnk6OhQhCq0W3jp+qRHA4gremBR440ICbU/Gsj/J5OjQhBBCCJFPkvgKUcQcSDaxOd7IgOLulNNrHR2OEIWaWqWiZ4AbB2sVY2qwJxcyLHQ6HUvvc3GcS7c4OjwhhBBCPCBJfIUoQhRFYdLVJLw1KsaU8nB0OEIUGXq1iuElPfijdiDDSrizM8FIkxO3GXM5kYNJRjZZDVyQRFgIIYRwWtIcJEQR8mNcBn+kmpka7Imfi9zXEuJx89WqmVbGi4El3JgemczKW2msvJUG+LLyZCwTgjyp5qbFV6vGR6vGV6tGL1OJCSGEEA4nia8QRYTRpjAtMplgnYaBxd0dHY4QRVqwTsuSir6Udk3ik6hUAJJsCv++mpRlXYMafDRqezLso1Xh+09SfOdzVaZE2UerwkejxlOjkhHZhRBCiMdEEl8hiojl0alcNVpZWtFHWpiEeEJeLebGqph0os02/LQqPgj2wk2jIsGiEG+xEW+xkWCxEW9RSLDYSLDauGq0kWBRSM1jiiQN2BNhe6KsvZMo+2j+f6Lsq1X9/9caNd5aFRpJmIUQQohMJPEVoghIsNiYfT2FEHcXuvrpHR2OEE+NigYtP1bxY9Xf53m16rM86+bywNsabco/SbGNBKtiT5LvJsrx/yTK8f+8P5duIcFiI9GqkNekSl6ae1qRNZlblO8myndboe9NnCONVn5PMtLES0dFg/xEEEIIUXTIXzUhioC511NIsCpMC/aUrpFCPGEVDVo6atLznSjq1CqKu2oo7qrJ13ZWRSHJmrVFOd5iI9F6T9L8z/LrJisn0yzEW21Y8siYVYACFHdRs6GqvyS/Qgghigz5iyZEIXclw8LS6FTa++po5KVzdDhCiAKmUanszwXnh6Lc6V6dpRv2P0n074lGdv0zR3G02cbeJKMkvkIIIYoM+YsmRCH3YWQyVgUmB3k5OhQhhBNTqVR4aFR4aKC0LmsrcydfPe1OxhBvVXBTQ2O5kSaEEKIIkflOhCjEjqSYWB+XQd9AN56VlhkhxCOoaNCyrXoA1Q0azDbQylMTQgghihBJfIUopBRFYXJEEh5qFe+U9nB0OEKIIqCiQcvyZ/1QVDA1MtnR4QghhBCPjSS+QhRSW+KNHEg2M7KUB8Vc8jc4jhBC5KSiQcuA4m5siMtg/z/P/AohhBCFnSS+QhRCZpvC1MgkSrmq+VcJd0eHI4QoYsY944mPRsWEiCRsSl6TJwkhhBDOTxJfIQqhL26lcTHDynulPXHTyIN4QojHy1er5p3SnhxPNbM6Jt3R4QghhBCPTBJfIQqZJIuNWddTeM5NS88Ag6PDEUIUUW8EulFBr+GDyGRSrTZHhyOEEEI8Ekl8hShk5kelEGuxMSXYC41KWnuFEAXDVa1iarAXUWYbn0alOjocIYQQ4pFI4itEIXLdaOWzqFRe9NbxgrfMsSmEKFjtfHQ09XJlQVQqN0xWR4cjhBBCPDRJfIUoRKZfS8akwJRgT0eHIoR4CqhUKj4I9iLdpjBdpjcSQghRiEniK0QhcSLVzPcx6fQqZqCqm4ujwxFCPCWec3ehVzED/4tJ589Us6PDEUIIIR6KJL5CFAKKojApIgmDWsX40tLaQTQb/QAAIABJREFUK4R4st4t7Ym7WsXEq0koMr2REEKIQijXxHf79u107NiRsLAwPvjgAywWS6blCQkJDB48mLCwMLp06cK+ffsKNFghnlY7Eo38lmRieEl3SrhqHB2OEOIpU8JVw8hS7uxLNrE53ujocIQQQoh8yzHxvX37NtOmTWP58uX8+OOP3L59m3Xr1mVaZ+nSpZQvX56NGzfy8ccfM2bMmAIPWIinjUVRmByRTHEXNcNKujs6HCHEU2poSQ+ecVUzJSIJo01afYUQQhQuOSa+e/fupX79+hQvXhy1Wk2PHj3YtGlTpnWsVispKSkoikJKSgo6nYwyK8Tj9u3tdM6mWxhf2hMPjTydIIRwDINaxaQgLy4brSyLlumNhBBCFC7anBbcunWLEiVK2N8XL16c6OjoTOu8+eabvPrqqzRt2pSEhATmzJmTr8IVRXH4s0J3y3d0HOIOqY/MUqw2/h979x1dRbX2cfw75aT3TkvoXaSIDUVAEbE3RC4qIooUAeuLiqCCDTuIWKjXBoqi2BAsIFcsIIJXQKpAqElI7zkzs98/opQrKGCSmSTPZy2XOckc5kn2mXPmN3vP3o/vyqdlsEm/uCBX/i7SJt4jbeIttak9rowJ5NV9Pp7eXUDf2GBifd68GFeb2qS6kDbxFq+1h1fqEDXbUYOv4ziHPVZKoeuHf8A9+uijXHnlldx6661s3bqVgQMH0rp1axo0aHBMO1+/fv0JlFw5Vq9e7XYJ4hDSHuVes8NJV+GMtDP47+pUV2uRNvEeaRNvqS3tcZ3ycYcdzz1rtnGbket2OX+ptrRJdSJt4i3SHqI2OWrwTUpKYvPmzQcep6enk5iYeNg2X375JWPGjAGgSZMmtG/fnlWrVh1z8G3dujVBQUEnUneFUUqxevVqOnTogKZprtYipD0OtbfMZv5/99M13MetLVq79veQNvEeaRNvqW3t0RH4eksOH2XBva1SaB581FMJ19S2NqkOpE28xWvtUVJS4qkOMVEzHfXTqkuXLjzzzDPs3buXxMRE5s2bR7du3Q7bplWrVnz66adcd911ZGZm8ssvvzBixIhj3rmmaZ442MBbtQhpD4AndxdQ7CgeTo7402gLN0ibeEdquuKbjdHE1YeURGkTr6hNx8iDyeEszC7hwZ35zG0R43Y5R1Wb2qS6kDbxFq+0hxdqEDXfUc+m4+PjGTduHIMHD6Z3796EhYXRv39/Jk2axJw5cwCYOHEiX375JRdeeCEDBw7kjjvuoFmzZlVWvBA11a9Fft7MKOaauGDahfrcLkd4SGq6YsjzFnO/r8/wFyxS0+W+KFH1kgNNhiSF8nlOKUtyZHkjIYQQ3veX45N69uxJz549D/veqFGjDnydnJzMrFmzKqcyIWqxh1LzCdBgTP1wt0sRHpKeoxg7y0/O7xPqZubBDxtskhO8N9RU1Hy31w3jrYxiHkjN4+vIOEzpsRFCCOFh7o+fFEIcZmluKV/kljKkTij1Ag23yxEeYDuKd5fZ9HvUz5Y9EHjIIIDZixw++s7GsqXnV1StCFPnvgbhbCi2eCO9yO1yhBBCiL8k3QRCeIitFA+m5hFn6oyqE+Z2OcIDNu92mDjXZt0ORatkjdF9DYIC4IMvt1O3XjLv/sfhsTk2b31lM/QSk7NP8sb9WqJ2uC4+mOn7Cnl8VwFXxgYTYcr1dCGEEN4kn1BCeMg7+4tZW2RxT70wOYGs5YpLFVMWWAx8ymLbPsUdVxlMu9OkRQOd5ASNs1pkc3VXgzfv83HftQYFJTB6usWtz1us2er8/Q6EqACGpjE+JYL9lsNzewrcLkcIIYQ4KunxFcIjimzFY7vyaRJkMCAhxO1yhIu+W+/w1DsWe7OgazuNu64ySYg+ci+uaWhceqbB+afozPva4fUvbIZOsujSRmPoJQZN6soFFFG5ukcGcn5UIC/vK+TGhBBSguTUQgghhPfIp5MQHvHyvkL2lDm81iwany5DVWujzDzF8/NtvvjJISEKnrjZ5Jx2xxZcgwI0ru9pcOmZOq9/YTPva4dv11v07qxzy4UGSTHymhKV5+HkCM76bwbjd+Yzo1m02+UIIYQQfyLBVwgPyPDbTNpTwBnhAVwYHeh2OaKKOY7iw+8cpn5oU1gC15yjM/gig9Cg4w+rkaEat11m0qerYvpCm09/cPjiJ4erztYZcL5BZKgEYFHxmgebDEwMYXpaEYPzyzgtPMDtkoQQQojDyBg4ITzgyV0FFDiKh5PDZWKiWua3vQ5DJ1tMfNumTqzG9LtM7rjKPKHQe6jEaI0x/zJ5414fp7fSmLPE4aqH/cxebFNcKjNAi4o3ul44kYbGAzvycJS8xoQQQniLBF8hXLap2OLf6UVcGRtEpzDpJaktSsoUL39sccNEi027FCMvN5hxl0mr5Ip9W25UR2PiLT5eud2kaV2NVz626TPBz/vLZQkkUbFifDp31wvjp0I/72WWuF2OEEIIcRgJvkK4bPzOPAwNHqgf7nYpooqs2Ohw/UQ//17scForjbfu99Gvh4FpVF5vf7vGOi+NMnlqsElkqMaTb9v0f9zPV6sdlPTOiQpyc2IojQMNxu/Mo0gurAghhPAQCb5CuOjbvFIWZpdyS2KozIRaC2TnKx5+zWLUixYlpfDoQJOnB5vUqaKJpzRN46y2Oq+NNnmgv0GpH8bMshj0jMWqTbIEkvjnAnSNh5Ij2FPmMHWfLG8khBDCO+RMWwiXOEoxLjWfKEPjznphbpcjKpFSio+/d5iywCa/GK48S2foJQZhwe7cz23oGhedZnBeR535/3GYvdjmtikWp7XUGHapQfP6ck1UnLgLowPpEh7A5D2F9I8PoU6A4XZJQgghhPT4CuGW9zNLWF3o5+56YUSZcijWVNvTFMMmWzw2xyY+SuOV203uucZ0LfQeKtCn0a+HwXsP+hhwvs6arYoBT1o89JrFnkwZpipOjKZpTEiJoMhRPL4r3+1yhBBCCEB6fIVwRYmjmLAzn5RAg5sSQ90uR1SCUr/i9c9tXvvcQddh2CUG/XrolXof74kKC9YYcrHJVWcrZn5m89F3Dl+udriii86NvQxiwr1Xs/C2k0N9XBsXzFsZxdycGEq7UJ/bJQkhhKjlpJtJCBdMTytkZ5nNuAbhBOoSKmqanzY73DDRz4zPHDo203jzPh/X96zcyasqQnykxui+Jm/e5+PskzTmLXPoM97PjIU2hSXSAyyOz5gG4YToGmN35MkEakIIIVwnPb5CVLEsv8OzuwvoFOrjspggt8sRFSi3UPHCBzaf/OAQHQ4PDzDo2VGvdmszpyRqPHaTj3U7HKYusJm+0Oa9b2wG9jK4/Ewdn1m9fh/hjjoBBiPrhvL4rgIWZpdyobzfCSGEcJH0+ApRxZ7ZU0CurRifElHtApE4MqUUC1fYXPuIn09+cLjsTJ059/s4v5NRrdu4TYrOlBEmzw4xiYvQePZdm36P+lm8ysZxpAdP/L1hSWHUDdB5MDWPMnnNCCGEcJEEXyGq0LYSixlphVwcHcTp4QFulyMqwM50xcgXLca/YRMVBi+NMrn32vK1cmsCTdM4o7XO7HtMHrreQAEP/ttm4NMWKzbIEkjir4UYGmMbhPNbqc3MtCK3yxFCCFGLyVBnIarQhJ35KGBccrjbpYh/yG8p3vzSYdYiG4DBFxlcd27NHQas6xq9Ohv06KDzwfLy33vUVItTmpcvgdQqWa6jiiO7OjaYV/YV8eTufK6JCybGJ68VIYQQVU8+fYSoIivzy1iQVcLAhBCaBFWfa06p6YpvNkaTmi7DFP/w81aHAU9avPKJzUmNNV6/18fAXkaNDb2H8pkafc4xmDfOx6ALdNZtV9z0tMUDsyx2ymtEHIGuaTyaEkGurXhytyxvJIQQwh3V5+xbiGpMKcW41DzCDY176lWf3t7t+xwGPmVR4q/P+6ssBpyv062dQUpieQ9gbZNXpJj6oc2Cbx0iQ2HsdQa9O1e/yasqQmiQxs0Xmlx5lmLWYpv3v3FY+rPDpWfo3HSBQVxk7fubiKM7PTyAy2KCmJlWxE2JoTQPltMPIYQQVUs+eYSoAh9ll7CiwM+4BuHEVpNhfkopJr5tUeIvf1zqh1c/cXj1E4fwYGidonFSI502DTXapGiEh9TcoKOU4oufHJ6fb5OVDxedpnPbZQZRYTX3dz5WMREad11t0vccxauf2ry/3GHhSodru+tc18MgNFj+RqLcuAbhLMwu4aHUPN5qEeN2OUIIIWoZCb5CVLIyRzEhNZ96ATqDk0LdLueYvfyxzZqtEOgrD70x4XDHVQb7c2HtdsXa7Q4/bCi/v1XToGGiRtuGGm0baZzUUK8xvcJ7MhVPvWPx/a+KBvEwfoBJp+bV4+JFVaofrzF+gEn/Hg4vfWQze5HD+9843Hi+wZVn6QT4qv9rQfwzDYNMbk0K5YW9hSzNLaVbZKDbJQkhhKhFJPgKUclmpRfxW6nNS00iCa4mQfC1z21e+9yhe3uNmy/Q+ejrHVzeoyEpiYcHvvQcxdpt5SH4l22Kz1Y6fPQ9gE1YMLRJ+SMM69WuV9iyFXOXOExfaGM7cNMFOjf0NAiUAPeXWjTQeX6YzsqNDlM/tJn0vs3bX9vccqFBr1N0jGpyDIjKcWfdMOZkFDMuNY8lbeMwauFtAkIIIdwhwVeISpRrOTy9O5+TQ0yujg12u5xj8t5/bF76yOb0VhoP32BiGnBW82ySExr9aduEKI0eHTR6dCgPxGV+xebdil+2qUN6hRVQvuxNoySNNg01Tvq9Z7hhoubJXuF12x2emGuzZY+ifRON0X1NGiZ5r04v69xCZ8ZdGl+tcXjlE5sJb9i89ZXDsEsMzmit1cr7ogVEmDr31g/j7u15vJlRzA0JIW6XJIQQopaQ4CtEJXpuTwFZlmJG0wj0anCiv3CFzdPzbNo30Xh8kInP1FDq2GfqDfCVB9s2DQ9+Lz1HsW674pftDmu3KRb/6PDx9+U/O7RXuE1DnbYN3e0VLihWvPyxzfxvHMKC4b5+BhefpnsynFcHuq5xXkeDbifrfPitw4zPbO56xaJ9E43hlxq0bSRDxmuj6xNCmJ5WxGM787kiNohwQ14HQgghKp8EXyEqyTe5JUzdW0iXcB9dq8G9bEt/dnj0LZuWDTSeGmwSFFAxYS8hSiOhvUb39n/uFV63Q7F22+G9wg0ToW0jvUp7hZVSLP1Z8ex7FvtzodcpOiOvMIgJl8BbEUxD48qzDS44VeftpQ5vfGFzy3MWnVtAu0Y6559ikJwgf+vawtQ0JiRH0GdjFs/vKWBsgwi3SxJCCFELSPAVohJsKbbouzEbG9hQbLGl2KKph5fvWLHBYdxsi+QEjeeGmoRV4ky8R+oVzsgtv1f4r3qF2zTUaNuwfBbpiArsFd6XpXjmXYtv1irqxcGkYSantpQeqMoQEqgxsJfBFV10XvjA4tMVipUbHV77wuHevga9T62dS0PVRj2iAjkvMpCX9hZyY0IIDQK9+/4ohBCiZpBPGiEqwav7Cij5fYRwpqVYnlfq2eD7828Oo6dbJETBpOGmK0v0xEdqdD+kV9hvKTbt/mPirL/uFW7TUKNR0vH3Clu2Yt4yh2mf2JRZMOB8nRvPNyqsp1scXVRY+UWMT1eUzwrut2DCmzZzlzr0665zXkcdnyntUNM9nBxO119KGb8zn2lNo90uRwghRA3nzTNxIaqxPWU272YWo1Me0xJ8Ol0ivDnUeeNOh7tfsQgLhsm3+YiP9EbY8JnlawO3SYG+v3/vj17htdsd1m4/vFc4NOj3e4UbHVuv8IbU8smrNu5SnNRIY3RfgyZ1pZe3KnVqrhMbYZOZV75UVu9TdT5f5TD+DZupH9n06Wpw2Zk6kaHeeE2KitcyxMeAhBBmphcxOLGMzuEBbpckhBCiBvvL4Lt48WImTZqEruuceuqp3HfffZjmwacUFBQwYcIENmzYgGVZ/N///R/nnHNOpRcthFfZSjFkSw6FDsxoGkW25dAlItCTvb3b0xS3T7UwdZg8zEfdWG8HjL/tFd7usGLjwV7hlERo21DnpEblk2cZOvywwWHTLsVnKxUhQfB/fQ0uO0Mmr3JDcoLG1JE+ftrs0LGZTnKCxpCLFV+tcZjzVflawLMW2Vx8uk7fcwzqx0sb1USj64fxbmYxY3bksahNrAx1F0IIUWmOejaekZHB+PHjee+994iPj+f2229n/vz5XHPNNQe2eeKJJwgNDWXBggVs2bKF6667jm+++eawcCxEbfLs7gKW55cxPjmcSz28fNHeTMXIKX78Nrw4wqRRnep3snm0XuF12xW/bCvvFf58lcMnP/z5uWe00rj/XyZxHunhrq2SEzSSE4wDj01D4/xOBj076qzZqpjzlc17/3F47z8OXU/S6NfdoF1jWQqpJonzGdxVL4wHU/OZn1nCVXHefd8UQghRvR01oS5fvpzOnTuTmJgIQJ8+fZg2bdqB4KuUYuHChSxatAiApk2b8sYbbxzXzpVSx7VUSmX4Y/9u1yHKVef2+DavjCd3F3BeZABDEkM8+zvsz1WMeNEirwieH2rQvP5fL1lUndokLgLOaadxTrvyMOW3ymeQfusrm6/WHNyuazuN2Ijq8TsdSXVqkxPVvolG+yYmqemKt5c6fLrC4ev/WrRO0bi2m063kzVMwxsBuDa0R2W6OSGEWWlFjN+ZR+/oQIIrYASGtIn3SJt4i9fawyt1iJpNU0d5pb366qtkZ2czevRoADZt2sSIESMOBN3MzEx69erF8OHDWbx4MbZtc8cdd3DGGWf87U5LSkpYt25dBf4aQrgrV+kMteNxgJeNDKI0x+2SjqigxGDSosak5wVwa48dtK5X4HZJVSItN4BJixqTV+wjItjPqF6/kRhZ5nZZ4jgUlBh8symGZRtiySv2ER1aRrdWmZzZLIvgAG8eb+LY/ccJYoITw0A9j3567XhfEkL8WZs2bQgKCnK7DFFDHbXH13EOP5FQSqHrByd/sSyL/Px8ysrKmDNnDr/++is33XQTn376KdHRxzY7Y+vWrV1/cSulWL16NR06dJDhcx5QHdtDKUX/zTlk5pQyv2U0Z0fUc7ukIyosUYyYYpOWq5hwo0H39s2P6XnVsU2OpE0bxeotDh2aBpOc0Nbtcv6RmtImx6vrmXC3pfh8lWLukgDe/7EOi36pw6Vn6Fxzjk5SjDt/i9raHhWpg1J8sSGLdwojubttExIDjL9/0l+QNvEeaRNv8Vp7lJSUsH79erfLEDXcUYNvUlISmzdvPvA4PT39wLBngOjoaEzT5JJLLgGgVatW1K1bly1bttC5c+dj2rmmeedeLS/VIqpXe7yaVsTinFLurhdG10hvXqUsKVPc86rNhp2KB/ob9Ohw/CeV1alNjiQlUSMlsWbN3Fzd2+REBPo0Lj4dLjpNZ+Wm8vuA5y51mLfMoXt7nX7ddVqnuNPOtbE9KoqmaTySEsm5a/fzxO4Cnm8cVWH/rrSJt0ibeItX2sMLNYia76hnB126dGHFihXs3bsXx3GYN28e3bp1O/DzgIAAzj77bBYsWABAamoqu3btokmTJpVetBBesabQz4OpeZwe7uOeemFul3NEfksxZqbFmq2KO682uOi0f9aTIoQXaJrGqS10nhvq4837TC48Vefrnx0GPWMx5Hk/X//XwXbknrHqpH2oj75xwbyRUczaQr/b5QghhKhhjhp84+PjGTduHIMHD6Z3796EhYXRv39/Jk2axJw5cwB47LHHWL9+PRdddBFDhw7l0UcfJSYmpsqKF8JN+bbDLZuzCTM0Xm0SjenBq5W2o3joNZtv1ytuvdigT1cJvaLmaVxH5/5/mXzwsI+bLtDZkaa4d7rFtY/6eXeZTXGpBODq4oEG4QTp8EBqnkx2I4QQokL95bpDPXv2pGfPnod9b9SoUQe+jomJ4YUXXqicyoTwMKUUd2/L5bdSmzeaR1Mv0HuB0nEUT8y1+WqNw3Xn6gzoWbOG+Qrxv2IiNG650OT68xSfrXSYs8TmmXdtXv3U5vIzdfqcYxAvS1h5Wt0AgxF1wnhydwGLckq5INqbt48IIYSofuRMWIgTMGd/Me9mljA4MYTeHjwxU0ox+QObj793uKKLzrBLDbl/RtQaQQEal3cxmHO/j6dvNWleX+P1LxyufMjPw69bbNols0B72W11Qkny6YxLzaNMhqsLIYSoIH/Z4yuE+LNNxRajt+fRLsTkoeQIt8s5ohkLbd5e6tDrFJ27+0joFbWTrmt0aaPRpY3Oxp0Oc5c6fL7K4bOVDp2aa/yru8HprTT0Clg3VlScUENnbINwhv+Wy6z0Im5NCnW7JCGEEDWA9PgKcRyKHcXNW7LRgGlNown04AnznK9sZnzm0PUkjQf6G3JSLwTQooHOg9ebzH/Ix/Xn6WzaqbjrFYv+j/tZ8K1NSZn0LHrJNXHBnBzq48ld+WRb0kMvhBDin5PgK8RxGLcjj3VFFk83iqBpsPcGTHz4rc3kD2xOaa4x/kYT05DQK8ShEqI0hl1q8sF4H3debeC34Im5Nlc+5Gf6pxZZ+RKAvUDXNB5JDifHVjy9u8DtcoQQQtQAEnyFOEYfZRUzM72Ia+OCuSYuxO1y/uSLn2yeeNumbUONibeYBPok9ApxNCGBGn26Grw91sfjg0ySEzRmfOZwxYN+Hp9jsW2vBGC3nRkRyMXRQUxPK2RLseV2OUIIIao573VZCeFBO0stRv2WS5Mgg4kNvXdf7/J1Dg+9ZtO0rsYzQ0xCAiX0CnEsDF2j28ka3U7WWbfDYc5XDh9/7/Dhdw5ntNa4trtB5+aa3CfvkoeSw1mUU8KDqXm82UKWSxRCCHHiJPgK8Tf8juKWLTmUOIoZTaMJM7w1UGLVJof7Z1jUi4Pnh5lEhMgJuhAnok2KziMDdfZmKuYts1nwrcN36y2a1tW4trtOz446ATKSoko1CjIZnBjKi/sKWZZbStfIQLdLEkIIUU156wxeCA96Ync+Kwv8jE+O4KRQn9vlHGbddof/m2YREw6Th/uICZeTciH+qTqxGiOvMFkw3sfIyw0KihWPvGlz1cN+Zi+2yS2UYdBV6a56YcSaOmNT87CV/O2FEEKcGAm+QvyFJbmlTNpTyIXRgQxK9NZ9vVv2ONzxskVQQHnoTYyW0CtERQoL1ujXw2DeOB8TbjSIj9J45WObyx/089Q7FjvTJYRVhUhTZ3T9MNYWWczJKHa7HCGEENWUDHUW4ijS/TbDtuZQN0BncuMoT93jtzNdMerF8sleJg03aZDgndqEqGlMQ+O8jgbndtD572+Kt5bYvL/c4f3lDme3Lb9HeOOWaOLqK1IS5VisDAMSQpi+r4jHduVzWWwQ4R675UQIIYT3SfAV4ggcpRi2NYdMv8NHrWOJNr1zkpWWrRj5op+SMph8m0nTut6pTYiaTNM0Tm6icXITnZ0ZireX2nz0vcOyXxRQn/dWWpzUEKLCNAJ8GgEmBPjK/wv0QaCplT82D/neIdsF/v6zQN/B7QJ/f36AiacuvlU1U9OYkBJO343ZTN5TyJgG4W6XJIQQopqR4CvEEbywt5AluWWMqR/OaeEBbpdzQFZ+eejNKoDnhpi0SZHQK4QbGsRr3N3HpG6sxQsfOABYNmzbBz5TUepXlFlQ6oeKui31fwNyeSDWfg/QHBKqtUNC9OHbBfgg8NDnBhzy75qQXQD7shw6NTdI9thIknMjA+keGcDUvQUMSAihfqDhdklCCCGqEQm+QvyPlfllPLozn64RAYyqG+p2OQfkFSlun2qxez9MvMWkYzMJvUK47ay2Bm995ZCZB7HhMHWU77DAqJTCdsoDcKkfyvxQZkGZX1FqQWnZH4+hzFJH3O6PAF3qP2RbvzrwuNQPOYWHfO+Q59jOif1eseHOn34Xt2maxoTkCLr+sp8JO/N4pWm02yUJIYSoRiT4CnGIXMvhli05RJs6LzWJwvDI0MKiUsVdL1ts2aMYP8CgSxsJvUJ4QXKCxosjTD74ajuX92j4p6CoaRqmAaYBoUGH/aRK6rNsdUhYhlLr8NBcdkig/m6dzScryrunM/Phx002yQneOk1oFeLjhoQQZqcXcUtSGaeEeWdEjhBCCG/z1ieaEC5SSjHqt1x2ltm80yKapABvDKMr9StGT7NYu11x37UG53X0Rl1CiHLJCRpnNc8mOaGR26X8iWmUB++Qw5a/PXLoblZP4/sNfjLzyh//8Kvi8jMVuu6NC4B/uLd+GO9lFvPAjjwWto6t1fc+CyGEOHbSbSTE72anF/FRdgkj6oRyblTQ3z+hCli2Ytxsix83KUZebnDpmRJ6hRCVIzlBY+pIH6P76vQ6RWPZL4qJb9s4jreWbYr3GdxZN4yVBX4+yCpxuxwhhBDVhPT4CgGsK/IzZkcenUJ9jKnvjdlCHUfxyJs2y35RDLpAp18PCb1CiMqVnKCRnGBy2ZmK4ECbD5Y7mAbc3cfwVM/q4KRQZqUX8XBqPr2jgwjyWK+0EEII75EeX1HrFdoON2/OIUDXmNY0Cp8HTqCUUjw9z2bRjw59u+kM6i2hVwhRdTRN454+BhedpjP/G4fn59uoipqeugIE6RoPNQhnZ5nNy/sK3S5HCCFENSA9vqLWu39HHptKLGY2jSIlyP1DQinF1A9t3l/ucMnpOqOu8FZPixCidtB1jfv6GdgOvPN1ec/vbZd55/3o0pggTgvz8dzuAv4VH0yCTy4QCiGEODrp8RW12nv7i3kjo5gbE0K4LDbY7XIA+PfnDm986XBuB53R13rnJFMIUfsYusYD/Q16dtR56yuHVz7xTs+vpmk8khJBgaN4YleB2+UIIYTwOAm+otb6rcTizm25tAo2eSQlwu1yAJi3zOaVj23ObK3x4PUGhgeGXQshajdD1xh3vUH3kzX+vdhh5mcnuDhwJegYFkCf2GBeTy9ifZHf7XKEEEJ4mARfUSvBdjUHAAAgAElEQVSVOYqbt+Rgo5jeNIpgDwTMT36wefZdmw5NNR69ycRnul+TEEJA+bJIDw8wObutxvSFNrMX226XdMDYBuEE6vDAjjzP9EYLIYTwHgm+olaasDOfnwv9PJ4SScsQn9vlsGSNw2Nv2bRK1njqFpOgAAm9Qghv8Zkajww0ObO1xisf27z5pTfCb71Ag+F1wvg6r4zPc0rdLkcIIYRHSfAVtc7i7BKm7ivkytggrot3/77e7391GPdvi4ZJGs8NNQkNltArhPCmAJ/GY4NMTm2hMWWBzdtLvRF+R9QJJdGnMzY1D7/H1h0WQgjhDRJ8Ra2yp8xm+G85NAw0eKZhpOsTR/281eHe6RaJ0TBpmElkqIReIYS3Bfo0Jt5i0qmZxvPzbd77j/vhN8zQGdMgnC0lNrPTi9wuRwghhAdJ8BW1hq0UQ7bkkGcrpjWNIsJ09+W/cafDXa9YRITAC8N9xEVK6BVCVA9BARpPDTZp30Tj6Xk2C751P/z2iwumXYjJxN355FjemYBLCCGEN0jwFbXGs7sLWJ5fxrgG4XQMC3C1lu37FLdPtQgwYfJtPurESugVQlQvwYEaT99q0rahxsS3bT75wd3wq2saE1IiyLYUz+yR5Y2EEEIcToKvqBW+zSvlyd0F9IwKZGhSqKu17MlUjHjRj+XAc0NNGiZK6BVCVE+hQeVzE7RK1nj0LZtFK90Nv2dFBHJhdCDT9hXxhh3KlmLL1XqEEEJ4hwRfUeNl+h0Gb8kh3qczpXEkuov39WbkKkZO8VNQDM/catKigRyCQojqLSy4PPw2r6cx/g2bL35yN/wOTAzBAl5TkVz6a6aEXyGEEMDfBN/Fixdz0UUXcckllzBhwgQs68gfHvn5+Zx77rksW7asUooU4kQppRjxWw77/A6vNIkizme4VktOgWLUixbpOTDxZpN2jSX0CiFqhogQjUnDTZrU1XjoNZulP7t3j21qycHgnW4pPs4qdq0WIYQQ3nHUM++MjAzGjx/PzJkzWbBgARkZGcyfP/+I244dO5b8/PxKK1KIE/VqWhGLckq5q14YZ0cGulZHQbHijpcsUtMVEwaanNpSQq8QomaJDNWYNMwkJVFj7GyL//ziTvg9KyKQRN/B99gpewv5Pr/MlVqEEEJ4h3m0HyxfvpzOnTuTmJgIQJ8+fZg2bRrXXHPNYdvNnTuXhIQEWrRocdw7V0qhlLvr7f2xf7frEOUqsj3WFPp5MDWP08N93F031LU2LilT3P2qzYadirHXGXQ9SatWrzc5RrxH2sRbpD0OigqDycMMhk+xGDPT4ombDc5oXbUX+poEGSxoGc2ctVs4uVFD7tuZz+W/ZvJ0wwj6x4dUaS3iIDlOvMVr7eGVOkTNdtTgm56eTlJS0oHHiYmJpKWlHbbNpk2b+OCDD3jttdcYNGjQce98/fr1x/2cyrJ69Wq3SxCH+KftUaQ0htnxBKFzW9FO/rt6RwVVdnwsW+PVJSms3x3ONaftJtHI4qefXCnlH5NjxHukTbxF2uOgW7qaTFrUmNHTfAw5dzst6xZWeQ0XGUDqrzyndB5SMYzalsey7Xu4Wc/DkDkFXSPHibdIe4ja5KjB13EOH6KklELXD161LS4u5r777uPJJ58kIODEloZp3bo1QUFBJ/TciqKUYvXq1XTo0AHNxUmPRLmKaA+lFEN+y2VPZgmvN4vigui6FVzlsdm21+HhN2w27YYhF+vc0LMh0NCVWv4JOUa8R9rEW6Q9jqxtW8WwyRbTljbmmVsNOjarup7f/22Tsx3FyN9yeS8LcsJimNbE/bXcaxs5TrzFa+1RUlLiqQ4xUTMdNfgmJSWxefPmA4/T09MPDHsG+PHHH8nKyuLOO+8EIDU1lfHjxzN69Gh69ux5TDvXNM0TBxt4qxbxz9pjzv5i3sssYXBiCBfGBFdwZcdm2z6Hm56xKfVDcAB0b29U+9eXHCPeI23iLdIeh0uM1pgywsewSX7uftXmuaEa7ZtUbdj8o01CDI1pTaNotaeAx3YV0Gt9Jm+2iKFJ0FFPg0QlkePEW7zSHl6oQdR8R/0E6tKlCytWrGDv3r04jsO8efPo1q3bgZ+fffbZLFmyhAULFrBgwQLatm3LuHHjjjn0ClEZNhVbjN6eR7sQk4eSI1ypoaRMMW6WRam//HFxGfy02b0ZToUQwi11YsrDb0QI3PWyxS/b3Hsv1DSNu+qF8+9m0ewuczh/7X6+zi11rR4hhBBV66jBNz4+nnHjxjF48GB69+5NWFgY/fv3Z9KkScyZM6cqaxTimBQ7ipu3ZKMB05tFE6hX/dXDrHzF8BcstuyF4N8nkY4Np0qH+AkhhJfUi9OYcpuPkEC44yWL9TvcvRB4cUwQn7aOJczQ6bMhixlpVX//sRBCiKr3l2N8evbs+ace3FGjRh1x29dff73iqhLiBIzbkce6IouXmkS6MnwtNV1x50t+9mXDff0M2jfR+WmzQ8dmOskJMoRHCFF7NUjQeGGEj2GT/dw+1eKF20xaNHDvguBJoT6+aBvLgE3Z/N/2PH4tsng8JQKfCxdMhRBCVA3phhI1wkdZxcxML+LauGCuiav65Sp+/s3hlmf9ZBfA07eaXHqGQXKCxuVdDAm9QggBNEzUmHKbiaHDyBcttux2t+c33mfwfqtY+sUFMyu9iD4bs8i25LYUIYSoqST4impvZ6nFqN9yaRpkMLFh1d/Xu2SNw8gpFgEmTB1pcnorOayEEOJIGtfRmXxb+YickS9abNvr7tqdgbrGC40jGZ8czjd5ZfRcu5+NxX5XaxJCCFE55AxdVGt+R3HLlhxKHMX0ptGEGVX7kp67xGbMLIv68RrT7vS5OnRPCCGqg2b1dCYPN7FsuG2Knx1p7oZfTdMYXieMOS2i2W859FqXyRc5Ja7WJIQQouLJWbqo1p7Ync/KAj/jkyM4KdRXZfu1HcVz71lMet+mQxONl0eZJMXIkGYhhDgWLRroPDfMpNRfHn53ZrgbfgF6RgXxWetY4kydfhuzmbq3AKXcr0sIIUTFkOArqq0luaVM2lPIhdGBDEqsuvt6S8oUD8yyeOdrh16n6Dw31CQ8REKvEEIcjzYpOs8OMSkqgdte8LMn0/2Q2TLEx+I2cZwZEcDY1HxGbsul1HG/LiGEEP+cBF9RLaX7bYZtzaFegMHkxlFVtvB5ToFixBSLpT8rBpyv8+D1BgE+Cb1CCHEi2jXWefpWk7wiGP6Cn31Z7ofMGJ/Ouy1iuDEhhLcyirni10wy/LbbZQkhhPiHJPiKasdRimFbc8j0O7zaNIpos2pexjszFLc852f9DsXovgZDLjarLHALIURN1aGpzlODTbLyy3t+07PdD78+XeOZRpE82TCCHwv8nLc2k7WFMumVEEJUZxJ8RbXzwt5CluSWcW/9cE4LD6iSfa7b7jD4WT/7c+HJwSaXdzGqZL9CCFEbnNJc58mbTTJyy+/53Z/rfvgFGJQYyryWMRTYDheuz+STLJn0SgghqisJvqJaWZlfxqM78+kaEcCouqFVss+v/+sw/AULXS9frqhLGzlshBCiop3WSufxQSZ7s8rDb1aeN8LvOZGBLG4bR50AnRs2Z/Psbpn0SgghqiM5gxfVRq7lcMuWHKJNnZeaRGFUwTDjects7pthkRQD0+700SpZDhkhhKgsZ7bReewmk10ZMOJFi5wCbwTMJkEmi9vE0SMykEd35XPr1hyKZdIrIYSoVuQsXlQLSilG/ZbLzjKbl5pEkRRQuUONHUfxwgcWz75rc3JjjVdu91E3Vu7nFUKIynb2SToTbjTZkaYY+aJFbqE3AmakqTOnRTRDk0J5L7OEi9dnsrdMJr0SQojqQoKvqBZmpxfxUXYJI+qE0iMqsFL3VepXjPu3zVtfOZzXUef5YSaRoRJ6hRCiqnRvXz5r/tY9itunWuQXeSP8mprGIykRTG4UyboiP+et3c9PBWVulyWEEOIYSPAVnreuyM+YHXl0CvUxpn54pe4rt1Ax6kWLL1c7XHeuzsM3GATKckVCCFHlenYyGHudwcZdijtesigs9kb4BeifEMIHrWLxK7hkfSbzM4vdLkkIIcTfkOArPK3Qdrh5cw6Busa0plH49MoLoXsyFYOf8/PLNsVdVxsMv8xEr8T9CSGE+GsXdDa4v5/Buh2KO162KCr1Tvg9PTyAL9rG0jjI5JYtOTy2Mx9HJr0SQgjPkuArPO3+HXlsKrF4vlEkKUFmpe3n11SHm5/1k5YNjw8yubqrLFckhBBecPHpBqP7GuUXJV+2KPZQ+E0ONPm0TSy9owN5Zk8BN27OpsB23C5LCCHEEUjwFZ713v5i3sgo5saEEC6LDa60/Xyz1mHYZAsUvDjCpGs7OSyEEMJLLu9icNfVBmu2Ku6ZZlFS5p3wG27ovNYsmjvqhvJJdikXrc9kZ6nldllCCCH+h5zhC0/6rcTizm25tAo2eSQlotL2M/8bm9HTLOIj4dU7fLRpKIeEEEJ40dVdDUZeYbBqk+Le6Ralfu+EX13TeKBBBK80iWJzsUXPtZmsyJdJr4QQwkvkLF94jl/BLVtysFFMbxpFcCXcZ+s4iqkfWjz1jk2bhhqv3uGjfrzczyuEEF7Wr7vB8EsNftiguH+mhd/yTvgFuDoumI9ax6JrcNmvmbyVUeR2SUIIIX4nwVd4ypZiiwfsGH4usngiJZKWIb4K30eZX/Hw6zavf+HQ/WSNycNNosIk9AohRHVw3XkGgy8y+Had4oHZFpbtrfDbKSyAz9vE0SrEx4jfchm3Iw9bJr0SQgjXSfAVnrGl2KLnukxWE0SgBqeFVXzozStS3P6SxeJVDtd203lkoElQgIReIYSoTgb2MrjpAp1l/1WM+7f3wm+9QIOPW8VyRUwQL+4rpP+mbPIsmfRKCCHcJMFXeIJSivt35JLvlJ+8lCr4toLvj9qbpRjyvMWarYrbrzQYdaUsVySEENXVzb0Nrj9PZ8kaxfg3bGzHW+E3xChfhu+++mF8nlNKr3WZbCuRSa+EEMItEnyF68ocxdCtuXyZW0bg7zk0wafTJSKwwvaxcafDLc/62Z2peOwmk77dZLkiIYSozjRNY+glBv2663y+yuGRN70XfjVN4+564cxqFsWuMpue6/bzn9xSt8sSQohaSYKvcFWO5dBnQxbzMou5NSmEJW1jGaVl82HLGJoGV8y6vd+tdxg6ycKy4YXhJt1Olpe9EELUBJqmMeJygz5ddT5b6TBxro3jsfALcGlMMJ+0jiVE17h6Yxaz0grdLkkIIWqdikkWQpyAnaUW12zIZnOJxWMpEdyaFIpSiouM4goLvR9+a/PkOzZJMfDcEB8NEmRosxBC1CSapnHHVQaWDe8vdzANuLuP9y5wtgv18XmbOAZszubu7Xn8WmzxaHIEPrnlRgghqoQEX+GKNYV+/rUxi1zLYXazaC6OCarQf18pxauf2sxe5NAmRePJwSYx4XJyIYQQNZGmadzd52D4LSpVRJnRxNVXpCR6570/McBgQatY7tiWy4y0IjYXW8xsFk206b2gLoQQNY0EX1HlFmeXMGhLDsG6xgetYukcHlCh/77fUjw2x+azlQ5dT9J4eIDM3CyEEDWdrmvce61BbqFi0Y8KqM+itRav3O4j2UOjfQJ1jRcbR9I6xOSh1HzOX7ufN1vE0LyCRjoJIYQ4MrnEKKrUzLTyZR3qBOgsalPxobegWHHnyxafrXS4uqvOY4Mk9AohRG2h6xqntTr4np9TAGNm+vlxk4Py0Fq6mqZxW50w3mweTbrfode6/XyZU+J2WUIIUaNJ8BVVwlGKh1LzuGd7Hp3DfHzWOo5GQRV7dTstW3Hr8xY/blKMuNzgzqsMDLl3SgghapVTmhvERpR/HeSDnRkwYorF9RMtPvrOptTvnQDcKzqIRW1iiTF1rt2Yzct7Cz0V0IUQoib5y+SxePFiJk2ahK7rnHrqqdx3332Y5sGnpKWlMWbMGNLT01FKMXjwYC655JJKL1pULyWO4ratObyfVcJlMUFMbRJFUAUH0s27He562SKnACbcaHBeR1muSAghaqPkBI0XR5h88NV2Lu/RkJhwjY++d5i3zOaxOTZTP7S5/CydK88yiI90/+JoyxAfi9vEMXBzNmNS8/i12M9TDSMJkAu3QghRoY7a45uRkcH48eOZOXMmCxYsICMjg/nz5x+2zWOPPcZZZ53Fhx9+yKxZs5g4cSJ79+6t9KJF9ZHld7hqQybvZ5Uwok4o05tWfOhdscFhyPMWJX6YfJspoVcIIWq55ASNs5pnk5ygER6i8a8eBvPG+nh8kEnDJI3ZixyueNDPQ69ZrN/huF0usT6dd1vGMCAhhDcyirlyQxb7/bbbZQkhRI1y1OC7fPlyOnfuTGJiIrqu06dPHz7++OPDtrngggu44oorAIiLiyMyMpL09PTKrVhUG9tLLC5Yv58V+X6ebBjBQ8kR6FrFht5PfrC582WLyFB49Q4f7ZvI6H0hhBB/Zhoa3U7WeWmUj9n3mJx/is5Xqx0GPWMx+Dk/X652sGz3hhkH6BrPNIzgiZQIVuSXcd7aTNYV+V2rRwghapqjDnVOT08nKSnpwOPExETS0tIO26Z3794Hvn7//fcpKiqiVatWx7xzpZTr97L8sX+366hpVhWU0X9TDkWO4vVmUfSKDjqmv/GxtodSipmfOcz4zKFlA42nBxvEREg7VgY5RrxH2sRbpD285+/apHl9jbH9DYZdovP+cof3v3F4YJZFYhRc1VXn0tN1IkLdGWp8c2IITYMMBm3Jodfa/fSNC2ZIUmiFrW/vFjlOvMVr7eGVOkTNpqmjvNJefvllcnNzGT16NAAbN27k9ttvZ+HChX/a9t133+W5555j+vTpxxR8S0pKWLdu3T8sXXjVcieIJ5woQlBMMLJorlXsFWvbgbnf1eO7LTG0rZ/HwK6pBPrkDVMIIcSJ8dsaq7ZFsvTXOHZlBeMzHE5rkk23VpkkRZW6UtOPTgAPOLE4aBgoBmp5XK4XIgsViJqsTZs2BAUFuV2GqKGOevkwKSmJzZs3H3icnp5OYmLin7Z79tlnWbhwIa+//jqNGzc+rp23bt3a9Re3UorVq1fToUMHtAoehlsbvbqvkPGp+TQLMpjbIprkwHrH9fy/a4/CEsWYWTYrtiiu6KJzx1UxmEZsRZUvjkCOEe+RNvEWaQ/vOZE2Oa0zDFWKNVsV73yt8Z9fYvlmUyyntdS45hyd01pq6FU44dQv6UU42/MAsNGYriL5QIvmuvhgbkwIoX5g9ZrPQo4Tb/Fae5SUlLB+/Xq3yxA13FGDb5cuXXjmmWfYu3cviYmJzJs3j27duh22zbRp01i6dClvv/02MTExx71zTdM8cbCBt2qpjmylGJeaz8v7CukSHsBrzaOJMk/8ftsjtUdGruKul20271YMu8TguvN0abMqJMeI90ibeIu0h/ccb5tomkbHZtCxmcGeTMW7y2w+/M7hhw02yQnQ9xyD3qfqBAdWfjufFRFIok8nze+Q4NMZWSeUT7JLeX5vIZP3FnJBdCCDEkM5JyKgWr3u5DjxFq+0hxdqEDXfUYNvfHw848aNY/DgwZSVldGpUyf69+/PpEmTSEhI4KqrrmLKlCnExMQwcODAA88bO3Ysp5xySpUUL7yh2FEM2ZLDx9klXB0bxOTGUQRW8FXxrXsc7nrFIjMPHrrBoNcp1etKtxBCiOqlbqzGyCtMBvVWfLrC4Z2vbZ6aZ/PyxzaXnqlz9dkGSTGVd7LeNNjkw1axLM8rpUtEIE2DTYbWCWNdkZ+ZaUW8s7+YT7NLaRpkcFNiKP3igon4BxechRCipvvLmRJ69uxJz549D/veqFGjDnz9888/V05VotrY77fpvymbHwv83Fk3jPvrh1X4VbsfNzncN8MCYNIwk47N5INdCCFE1QgN0ujT1eCqs3S++1Xx9lKbN790mLvEoWs7jb7nGLRrXDm9Zk2DzT9NatUmxMczjSJ5sEE4c/YXMyOtkPt35PHoznz6xAUzKDGE1iG+Cq9FCCGqu+o9RaBw1ZZii2s3ZpFaavN8o0iuTwip8H18ttLm0bds4iLgmSEmjetI6BVCCFH1dF2jSxuNLm10tu5xmLfMYeFKhyVrLFo20OjbTefcDjo+s2qGbEaYOrcmhXJLYghf55UxI62Q19KLmJ1exBnhAQxKDOHi6CB8VXhfshBCeJkEX3FCfsgv47pNWZQ6MKdFNOdGVewkZUop/r3Y4ZVPbJrX13j6VpP4SPnwFkII4b4mdXXuvVZnyMWKBd86vPsfm4dft5mywObKswwu76ITE141n1m6ptE9MpDukYHsKrWZlV7IG+nF3Lwlh0Sfzg0JIQxICKFOgNwiJISo3ST4iuO2ILOYoVtziDZ15reO4aTQihtSlZquWLYhmvk/W3y1Bk5vpfHIQJPQIAm9QgghvCUqTGPA+Qb9z9VZssbh7aUO0z61+fdim56ddPp202lWr+pGKtUPNBjbIIL/qxfOgqxiZqQV8dTuAp7bU8BF0UEMSgzhzPDqNRmWEEJUFAm+4pgppXhxXyEPpubTKtjk7RYx1KvA5RRS0xVDJ1tk59cHoEd7jYcHmJiGfEALIYTwLtPQ6NnJoGcng7XbHN752uGzlQ6f/ODQsalG324GXdpqGFU07DhQ17gmLoRr4kL4udDPjLRC3ttfzIKsEloGmwxKDKFPXDDhhtw+JISoPeQdTxwTWylG78jjwdR8zokI4NPWsRUaenMKFM++6yc7/+D3OrfQJPQKIYSoVto20hl/o8n8B33c0FNnyx7F6OkWfSf4mbvEprBYVWk9J4f6mNw4irUdExmfHE6Jo7hnex5tf0pn9PZcNhb7q7QeIYRwi/T4ir9VaDsM3pLDZzml9IsL5tlGkQRU0FXrnALFW1/ZvLvMobgMfAb4bYgNL19HUQghhKiOEqI1hl5iMrCXYtGP5cOgJ71vM+1Tm4tP17m6q0GD+Kq7uBtt6gyvE8bQpFC+yi1lRloRM9KKmJ5WxNkR5ZNh9Y4OwpRh0EKIGkqCr/hLaWU2/9qUzZpCP/fWC+PuehWzXNH/Bt7TWmoM6m0QEQIffLWdy3s0JDlBPnyFEEJUb0EBGpedaXDpGTorNyre/trmna/LZ4Xu0qZ8GHSnZpWzHNKR6JrGeVFBnBcVxPYSi9npRbyRUcSNm3OoG6AzICGEGxJCSPDJxWchRM0iwVcc1cZiP9duzGZPmc2UxpH0i//nyxXlFCjmLCkPvEWlBwPvSY3KR90rpTireTbJCY3+8b6EEEIIr9A0jVNbapzaUic1XTFvmc0n3zt8s9aiSV2Na87ROb+TTlBA1V30bRhk8lByBKPrhzM/s3wyrMd3FfD07gIuiwliUGIoncN8MhmWEKJGkOArjmh5XinXb8rGAd5pEcM5kYH/6N/LLTzYw/tH4L3pAoN2jeU2cyGEELVLcoLGXVebDL5Q8fH3Du8ss3l8js3UD22u6KJz5dlGlS7hF6xr9I8P4V9xwawq9DMjrYgPMot5N7OEk0JMBiWGclVsMCEy74YQohqT4Cv+5N39xYz4LYd4n87cFjG0Djnx5YpyC8t7eOd9LYFXCCGEOFR4iEa/HgZ9ztH5Zq3i7aU2sxc7vP6Fw7kddLq208grhE7N9Sq5/UfTNE4JC+CUsAAmJIfzRkYxs9KKuH1bLg+m5vGv+BAGJobQJEhOH4UQ1Y+8c4kDlFI8v6eQR3blc1KIyZwWMSe84P3/Bt5TW2jc1NvgZAm8QgghxGFMQ6PbyRrdTtbZuLN8OaTFPzosXlX+8+BAm3v6GJzbQSfAVzW9rnE+g9vrhjGiTiiLc0qZkVbIS/vK/+sRGcigxBB6RgViyDBoIUQ1IcFXAGApxT3bcnkto5hzIwOZ0SzqhNb3yy1UzF1SPnGHBF4hhBDi+LRooDP2Op3GSRZTPnQAKC6F8W/YPPG2TbtGGp2a6XRsptE6pfKX/TM0jd7RQfSODmJLscWs9CLeyijiq9xSkgMNbkwI4br4EGJ98jkvhPA2Cb6CfNth0OYcvswt5Yb4YJ5qFHncyxn8b+Dt3EJj0AUGJzeRD0IhhBDieJ3dzmDOUofMPIgKg3/10NmRBqs2Ofy4yQYgOADaNf49CDfXaFG/coNw02CTR1MiuL9+GO9lljAjrZDxO/OZuCufy2ODGZQYQqewgErbvxBC/BMSfGu5vWU2/TZm8UuRxQP1w7m9buhxzd4ogVcIIYSoeMkJGlNH+vhps0PHZgfv8VVKsScTVm12+GmzYtVmhx82lAfh0CA4uYnGKb/3CDerp6HrFR+EQw2dGxJCuD4+mBUFfmakFTI/s5i39xfTPtTHzYkhXBEbTFAl7FsIIU6UBN9a7NciP303ZpHhd3ilSRRXxwUf83NzCxVzl9q8s7Q88J7SvHxZovYSeIUQQogKkZygkZxw+FwbmqZRLw7qxRlcekZ5EN6ZcXgQ/nZdeRAOD4EOTQ8OjW6cVLFBWNM0TgsP4LTwACaU2byeUcTstCJu+y2Xcal59I8PYWBCCCkyGZYQwgPknaiW+jq3lAGbs9GBd1vG0CXi2JYrksArhBBCeIemaSQnQHKCwRVdyoPwtn2KVZsVP/0ehpf9tzwIR4VCh2blQbhTM52URCpsjd7EAIO764Vze90wPs0uYUZaES/sLWTK3kLOjwrkgqhAttjBRBRbNPsHq0UIIcSJkuBbC83JKF+aoG6AwdwW0bQI/vsPoLyig0OaC0sk8AohhBBepGkajetoNK4DfboaOI5i617Fqk3lQXjlRsWSNTZgExsBHZvpdGqm0bGZTv24fx6ETU3j0phgLo0JZkORn5npRbyVXsSinFIgmpd+2c/p4T7ahwbQLNikaZBBs2CTOFOvsBAuhBBHIsG3FlFK8dTuAibuLqB9qI+3mkeT+DfLFf1v4O3UvPwe3g5NJfAKIYQQXqfr5Q78cf4AABaTSURBVPf6NqsH13Y3sB3Fpl0He4SXr3X4fBWATULUwSDcqZlOndh/FkRbhvh4smEkjQMNxqTmA+AAvxZZfJfvRx2ybZSh0SzYLP8v6OD/GwYZxz3hphBCHIkE31qizFHcuS2X/2/v3qOjqu+9j7/3nktmyJWEXIySIAREEDyC0FMoamlpVUCqXVwsLpRWe7H1gDxVxFJblPasWq1NRStlPc9aXVK5WNBYXKulSy4V8NjHllMvHDQgKiGQBJKQ28xk9ux9/pjcCYItsMeZz2utrJlsdma+8M2w92d+v/ntdcdDXJ+Txm/Kckj/mMsVKfCKiIgkH49pcHmJweUlcNsXPFgxh/0fdQfh7f9t88f/DxDjolwYP6J7RLgg558LoF/MCfCro63URG0KfCZ/uDyPYr+H98MWlWGLylD37QsnQoTs7p/1GXBpmpfhQc8poTjLq3MSETl7Cr4poMmyuaOygZ1N7XyjcAD/WZp12gvON7U5bNgRY8OOjsA73ODr13sYN1wHFxERkWTj9RhccanBFZfC7V/yELUc9n3o8EbH1Oitb9hs+S+AGIPze48I52adXRAuC3qpGJnLurcruXXkcMqC8dPPK9J9XJHe++NWtuNwpD1GZShGZdjivZDFgZDFGy1RXm6I9Nq30Gf2CsMjOm6L/SamRolFpA8F3yR3JBJj7rv1/E/I4uGSTO4u6v9yRQq8IiIi4vMaXDnM4Mph8I0bPESiDm8fcrpWjX75dZuKPQAxhhTGg/DVI0yuKjPIyTh92CwLepnuCXWF3tMxDYPBaV4Gp3mZSu+FN09advcIccco8YFQjP9qbsPqMW96gGlQFvBQ1meEeFjQS1CXWBJJWQq+Seyt1ijz3q2nwbL5f2U5zMo79XJFzZ2Bd6dNSwjGlcUXrVLgFRERkTSfwfgRBuNHxM8LQhGHtzqC8N/ec6jYY7N5V3xuclmxwbiO0eB/KzPIGnBuQ2a21+TqDD9XZ/h7bY/aDh9GYqdMm36lMcLmWLhrPwMYnObpEYY9XZ8rztfiWiJJT8E3Sb3SGGZhZSNpJrxweR6fyex9kOgbeK8qM7hTgVdEREQ+RjDNYOJIg4kj4+cLrWGHfxzsHhF+/i82G3faGAaMuNhg3AiDq4eb5GY67Hp3IIMucSgtPLcB02calAW9lAW93DCwe7vjOBy37I4wHOs1UrztZKTX4lrZnYtrBXovsDUkzYOvxyjxgZDFrqYIn8tKO+PotYgkFr1ik9CztW38n0MnKUnzsGFkLsN6XDi+uc1h406b9TtitITg34YZ3HWjAq+IiIh8cukBg0mjDSaNjp9HNLc5/HePILxum826bZ2rVV3CxtctSgsgN9sgIwAZQYP0AGQGIT3YvS0jSPwr0H3f5/1kgdkwDPJ9HvJ9HiZl9f6zkO3EF9cK9R4lrqgP02Z3R2KvAZemdV9y6cX6ME0xhzyvwaaRuYxJ9yMinw4KvknEcRx+UtXME9WtXJ3h43cjBjLIF79ckQKviIiInG+ZAwymjDGYMiZ+ftHY4rB6i8WLe+Jh0nYgYkFDMxyudWgJObRFPu4Ru/l9dATjjnAcgPQgZAYN0vuE5M776YF4TemB+H2vJx6eg6bB6AE+Rg84dXGt6vb4KPF7HWH4QNji7y1RjkW7l5s+YTlc9/YJMkyDIr9Jkc9Dkd+k0OehsOP7nreZH3MlDRG5MBR8k8S+tij/8X4je1stZgwM8ExZDkHT6Dfwxqc0G/osi4iIiJxXORkGt0718urbUU40QV4mPPEdHyUF3ecgMduhNQytIWgOObSEoDUMLR33Wzrut4ahuS0+vbolBDWNDi1H438WiZ5dPUF/d3COh+J4SI4H5x6jzQEvo4M+/j0I6dmQUWhwyGln/vsNnLQd0g2DWwYFaHegpj3GsajNO6EoDT1X2eohvSMgF/YMyD6TIn/8ttBvcpHPQ6ZH52ci54uC76eA4zg0xeLL+1dFYvHb9hhHIjZH2mN8ELao7ngXcoAJP7gkg1gE/u+OGBt2xGhW4BURERGXlBQYPHWPlxe3fcBXpg7pFXohfm3hrAGQNQAu4p87R4laHcE4BK0hpyMsd4fn+J913u8I1CE4XOfQGnJoDoEVO9OzGAzMzCatIEpGnY/GLA+FuQYlGQY5GZCTbpCe7uCkO7QHYoR9Di2eGHW2TU27TU3U5lh7jHdDFicsu99nCJp0jRL3DMlFPpNCf/y2yO8hWwFZ5BNT8E0AYduhukeoPdIe40gkxpF2uyPgxmixT30HMctjcInfQ7bXoLrjnc42Gx57LcIHW52uwPuNGzyMV+AVERERl5QUGHxuRAMlBZeel8f3eTvCZwbwT4Rnx4mPGrd2BuawQ0tbfLS5Mxj/rTLGa/s8+JvjHyNrMKGhxaGxxaHd6vuInVObPQxIg4EZ8dHv0o7bzAwHM9PBSbeJBmxCfptWj81Jw+ZELD6CfDDUznHLpr8x5DSDriBc2Gea9UU9plkP9PZ//ncgZLElFiQrZDG8z3RvkWSl4HuexRyHmqjdEWRjfUZtbaojMer6edcvzYCL/R6K0zxcle7jYr+Hi9M8XOI349v9HjJMg1A7vH3SYv4HJ2jAwRsy+Ns2DxMuMrjzRgVeERERkTMxDIOAHwJ+yMuC/sLzlDEm71V1T9l+8nvxKduOE/+ccmNL/DPNDR23jS2dwbh7+/tH40E51N75qCbdITnO74sH5UvTDbIyHPw5DmamjZPuYAVtwn6bVq9Nk2HTYMV4PdLO8ahNf2PIfgMKuoJxPBz7DFhXF6LJGciG/fW8dHmeVqiWlPCxv+Vbt26lvLwc0zSZOHEiy5Ytw+vt/pHW1laWLl3KoUOHCAQC/OhHP2Ls2LHnvehE4TgOjTGHI5GOqcddI7Udo7WRGEejMfp+3MMACn0mF3k9jAv4ycMkx/aQZZmkR02CEQ9GyKCt611HOBF2+CjU/c5jS9iiNQxOx2NnZ2bjK4iSecLHj2/yc8NEXY9ORERE5FwpKTB4+j98/L3SZtxws2vKtmF0L5518aCzO/cKtztnFZSPnoDGDw1aQp7TPtYgDwzLcAgOjIdkT5aNnW5jBR0i/hhthk1TzObDUJT6WISeM7proja7myIKvpISTvtbXldXx8MPP8ymTZvIz89n8eLFbN68mTlz5nTtU15eTklJCatWreKdd95h0aJF/PGPf+wVjhPdR7Wnv65cyHa6gmxVe4zqjoB7OBzjcCTG0ahNyDl1AkrQNsiKmaS3e7gs4sPfZuJpNTGaTWInTawGk3DEoBU41PHVm9PxBR6zc3XC+DL/2QOgONeIL/nfsf2DYw473uyeetNuodArIiIico6VFBiUFJw+hJ6tgN+gKBeKcs/ufC1qOTS29g7KJ/sJyo1HHeorPZxs6x4c6TQQyDEcwnkWR65txg44+MIGQy1dkklSw2kT6u7du5kwYQKFhYUAzJ49mzVr1vQKvtu2bWP16tUAjB49mry8PPbu3cuECRPO6skdx8HpJzheKB/VOnxtbRvVhdk886eTXHoJNHtt6g2bk2aMkPfU2gwLvG0mvlYPvjYvwVYTX5uJt9WMb2/zYFrx/8TSfHQtpZ8e6Fh2vxAySuPf91xBsPOdwvj+3aHW7ztziP2o1uGtD6yuqTdXlRmu/rv+Kzrr/rTWn4zUk8SjniQW9SPxqCeJRz3513g9MCgLBmV1nhN+/LlhzHZoaut/+vXfKg1e35pNW0GUAbU+TngNnGJ3+6LfC7kQTht8a2trKSoq6vq+sLCQmpqaXvvU1NScss+xY8fO+sn37dv3SWo95yrez2X/pACY0ATU2uANxQNsWshLdhgyogaZ7Q7ZMYeBMZts02aAzyLgjxDw2QSzYwQHxQj4bYK+WHybP37r9XyCF7ENtEG4DcLAiU/4d7l7qp/KmnSGF7ZyvKqd41Wf8AESzN69e90uQfpQTxKPepJY1I/Eo54kHvXEHTlAzgBgAFyU5ufgkaE0HQyQFYzij/wPf/97+5keQuRT77TB17Z7f0TecRxM0zxlW8/RSMdx8HjOfvrHqFGjCAQCZ73/ubYzuxVONHd9f096BkvGpjMgEF9a/9PmBrcLOAccx2Hv3r1cddVVmq6dINSTxKOeJBb1I/GoJ4lHPUkso0bZVGz/kFmfL6W08Aq3yyEcDrs+ICbJ77TBt6ioiMrKyq7va2tru6Y999yntraWIUOGdO1TUFBw1k9uGO6uOHzTxQFWN7Ry3LbJM01uGx4kK2ie+QflvHP7d0NOpZ4kHvUksagfiUc9STzqSWIoLTT53IgGSgsvTYh+JEINkvxOm/ImT57MX//6V44ePYpt2zz//PNcd911vfa57rrr2LhxIwDvvPMOR48e/VSt6lwW9LJldC6LjAZeHp2rFe1ERERERESS0GmTXn5+Pg899BDf/OY3aW9vZ/z48cyfP5/y8nIKCgq49dZbWbRoEcuXL2f69OmYpsljjz2G3//pWhmuLOhluiek0CsiIiIiIpKkPjbtTZs2jWnTpvXatmjRoq77mZmZlJeXn5/KRERERERERM4BfaBVREREREREkpqCr4iIiIiIiCQ1BV8RERERERFJagq+IiIiIiIiktQUfEVERERERCSpKfiKiIiIiIhIUnPl4rW2bQMQiUTcePpeHMcBIBwOYxiGy9WI+pF41JPEo54kFvUj8agniUc9SSyJ1o/OTNCZEUTOB8Pp/M2/gE6ePMmBAwcu9NOKiIiIiEiCKisrIzs72+0yJEm5Enwty6K1tRWfz4dpara1iIiIiEiqsm2baDRKeno6Xq8rE1IlBbgSfEVEREREREQuFA23ioiIiIiISFJT8BUREREREZGkpuArIiIiIiIiSU3BV0RERERERJKagq+IiIiIiIgkNQVfERERERERSWopHXx37NjBLbfcwvTp01m8eDHt7e1ul5TyKioqmD59OjNmzGDp0qXqiUva29u54447+Mtf/gJAbW0tt99+OzNmzOBrX/saH374ocsVpp6+PTlw4ADz58/npptu4uabb2b37t0uV5ha+vaj05EjR5gwYQIHDx50qbLU1bcndXV1fPvb3+YrX/kKN998M2+++abLFaaevj05fPgwt912G7NmzWL27Nns27fP5QpTx4YNG5gxYwY33XQTd999Nw0NDTq2S8pJ2eB7+PBhli1bxhNPPMHLL7+MaZqsXbvW7bJSWnNzMytXruS3v/0tf/jDH2htbeX55593u6yUs3//fubPn8/evXu7tq1YsYIvfelLbNmyhTvvvJOlS5e6WGHq6a8nDzzwAHfccQcvvfQSjz32GEuWLNEbRRdIf/0AsCyLBx54AMuyXKosdfXXk/vvv58JEybw4osvcu+99/KDH/zAxQpTT389efzxx7n++uupqKjgW9/6Fj/84Q9drDB1VFZWsnr1an73u9/x0ksvMWLECJ544gkd2yXlpGzw/fOf/8yXv/xlSktLAVi+fDnTp093uarUFovFsCyLtrY2LMsiHA7j9/vdLivlrFu3jrvvvpuxY8cCEI1G2bVrF7fccgsAU6dOpaqqiurqajfLTCl9ewIwd+5cpk6dCkBpaSmWZdHU1ORWiSmlv34AlJeX88UvfpGBAwe6VFnq6tuT+vp63nzzTW6//XYApkyZws9//nM3S0w5/b1OYrFY1/9TLS0tpKWluVVeSgkEAjzyyCNkZ2cDcNlll1FdXa1ju6SclA2+H330EaZpcs899zBr1izKy8vJyspyu6yUlpOTw+LFi7nxxhu55ppraGpqYtasWW6XlXJWrFjB5z//+a7vGxsbCQQCBIPBrm0FBQUcO3bMjfJSUt+eAMyePRuPxwPAM888w7Bhwxg0aJAb5aWc/vqxe/duKisrWbBggUtVpba+PamqqqK4uJhf/epXzJkzhwULFmDbtosVpp7+XidLlixh7dq1TJkyhRUrVvD973/fpepSy+DBg5k8eTIQf8Ph17/+NRMnTtSxXVJOygZfy7LYuXMny5cvZ9OmTbS1tfH000+7XVZK279/Pxs2bOCVV15h165djBkzhpUrV7pdVsqzbRvDME7Z3hm6xF2rVq3ihRde4Je//KXbpaSs48eP8+ijj/LTn/6039eKXHjRaJT33nuP4cOHs3HjRu666y6+853vEIvF3C4tpS1btoxly5bx6quvsmbNGu69916am5vdLitl1NfX8/Wvf50xY8Ywa9YsHdsl5aRs8M3Pz2fixIkUFhbi9XqZPn06//jHP9wuK6Xt2rWLz3zmMxQWFuLxeJg7dy579uxxu6yUl5eXRygUIhKJdG2rra2lsLDQxarEsizuv/9+tm/fzvr16ykuLna7pJS1fft2WlpaWLhwIbNmzaK2tpbvfe97Oqa4qKCgoOvYDnDNNdcQiUSoqalxubLUVV9fz/79+5k5cyYAV199NXl5ebz77rsuV5YaDh48yJw5c5g0aRI/+clPdGyXlJSywXfq1Km89tpr1NXVAfEVnkeNGuVyValt1KhR7Nmzh8bGRgC2bdt2ymfo5MLzer1MmjSJ3//+90C8L3l5eRQVFblcWWpbuXIldXV1rF27lvz8fLfLSWmzZ8/mlVdeoaKigoqKCgoKCli1ahVXXnml26WlrMGDBzN06FC2bNkCwN69e/F6vXqtuGjgwIFkZ2ezfft2AA4dOkRNTQ3Dhg1zubLk19TUxMKFC7nrrrtYvHgxoGO7pCav2wW4ZcyYMSxZsoSFCxdiWRYjR47UtFqXTZo0iXnz5jF37lz8fj+lpaU8/PDDbpclwI9//GMefPBB1q1bRyAQ0CIxLquurmb9+vWUlJQwb968ru1PPvkkJSUlLlYmkjiefvppHnroIVavXo3P56O8vByfz+d2WSnLMAyeeuopHnnkER5//HH8fj8/+9nPtBjcBfDss89SX1/Pc889x3PPPQdAWVmZju2ScgzHcRy3ixARERERERE5X1J2qrOIiIiIiIikBgVfERERERERSWoKviIiIiIiIpLUFHxFROScqaqq4rLLLnO7DBEREZFeFHxFREREREQkqSn4iojIOffUU08xZcoUJk+ezObNm4H4dSJnzpzJ+PHjmTdvHm+99RYAr7/+OlOnTu362Z6jxps3b2bBggXMnDmTa6+9llAodOH/MiIiIvKpl7LX8RURkfOnsbGR7du3s3XrVh588EFGjRrFkiVLePLJJ/nsZz9LRUUFd955J3/605/O+FhvvPEG69evZ+jQoQSDwQtQvYiIiCQbjfiKiMg5d8899+D1epk2bRqhUIhnn32WL3zhC0yZMgWv18tXv/pVhgwZws6dO8/4WIMHD2bs2LFkZGRcgMpFREQkGSn4iojIOZeVlQWAz+cD4NixYxQXF/fap7i4mJqamjM+Vn5+/rkvUERERFKKgq+IiJx348aNo7q6ute2qqoqcnNzMU0Ty7K6tjc2NvbazzCMC1KjiIiIJC8FXxEROe9uvPFGtm3bxquvvoplWWzatImDBw9y7bXXMnjwYI4fP85rr71GJBLhN7/5jdvlioiISJLR4lYiInLe+Xw+fvGLX/Doo49SVVXF0KFDWbNmTdc05vvuu4/77rsPgO9+97tnteiViIiIyNkyHMdx3C5CRERERERE5HzRVGcRERERERFJagq+IiIiIiIiktQUfEVERERERCSpKfiKiIiIiIhIUlPwFRERERERkaSm4CsiIiIiIiJJTcFXREREREREktr/AmZN5/0PsOjuAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-COGL8ucNdF",
        "outputId": "4e9888d1-152f-42c8-fc2c-a5d343fcf315"
      },
      "source": [
        "barplot_invoices(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KR_GwxlgcNdJ",
        "outputId": "2d5859ed-8689-42dd-9779-0c8dfcffa453"
      },
      "source": [
        "aggregation_level_statistics(data, aggregation_level)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>InvoiceNo</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>hour</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>68394</td>\n",
              "      <td>774897</td>\n",
              "      <td>1274746.23</td>\n",
              "      <td>17.882000</td>\n",
              "      <td>16.586357</td>\n",
              "      <td>16.067373</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>37155</td>\n",
              "      <td>666612</td>\n",
              "      <td>1109804.38</td>\n",
              "      <td>9.714386</td>\n",
              "      <td>14.268560</td>\n",
              "      <td>13.988385</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>61200</td>\n",
              "      <td>631453</td>\n",
              "      <td>1054514.95</td>\n",
              "      <td>16.001088</td>\n",
              "      <td>13.515996</td>\n",
              "      <td>13.291497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>47455</td>\n",
              "      <td>607314</td>\n",
              "      <td>1021361.37</td>\n",
              "      <td>12.407379</td>\n",
              "      <td>12.999310</td>\n",
              "      <td>12.873617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>51584</td>\n",
              "      <td>512006</td>\n",
              "      <td>908394.65</td>\n",
              "      <td>13.486930</td>\n",
              "      <td>10.959281</td>\n",
              "      <td>11.449742</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>43932</td>\n",
              "      <td>503437</td>\n",
              "      <td>889741.06</td>\n",
              "      <td>11.486271</td>\n",
              "      <td>10.775865</td>\n",
              "      <td>11.214626</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>21607</td>\n",
              "      <td>383410</td>\n",
              "      <td>626689.76</td>\n",
              "      <td>5.649273</td>\n",
              "      <td>8.206736</td>\n",
              "      <td>7.899030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>23462</td>\n",
              "      <td>230309</td>\n",
              "      <td>416857.48</td>\n",
              "      <td>6.134273</td>\n",
              "      <td>4.929671</td>\n",
              "      <td>5.254226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>8195</td>\n",
              "      <td>149126</td>\n",
              "      <td>263451.28</td>\n",
              "      <td>2.142629</td>\n",
              "      <td>3.191982</td>\n",
              "      <td>3.320637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>12360</td>\n",
              "      <td>113896</td>\n",
              "      <td>195753.12</td>\n",
              "      <td>3.231592</td>\n",
              "      <td>2.437898</td>\n",
              "      <td>2.467345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2874</td>\n",
              "      <td>45956</td>\n",
              "      <td>84039.30</td>\n",
              "      <td>0.751424</td>\n",
              "      <td>0.983670</td>\n",
              "      <td>1.059262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>3016</td>\n",
              "      <td>30045</td>\n",
              "      <td>42353.57</td>\n",
              "      <td>0.788550</td>\n",
              "      <td>0.643101</td>\n",
              "      <td>0.533840</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>380</td>\n",
              "      <td>15352</td>\n",
              "      <td>30469.32</td>\n",
              "      <td>0.099353</td>\n",
              "      <td>0.328603</td>\n",
              "      <td>0.384047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>821</td>\n",
              "      <td>8165</td>\n",
              "      <td>15861.14</td>\n",
              "      <td>0.214655</td>\n",
              "      <td>0.174769</td>\n",
              "      <td>0.199920</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>39</td>\n",
              "      <td>-84</td>\n",
              "      <td>-281.35</td>\n",
              "      <td>0.010197</td>\n",
              "      <td>-0.001798</td>\n",
              "      <td>-0.003546</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "      InvoiceNo  Quantity  TotalPrice  InvoiceNo_%  Quantity_%  TotalPrice_%\n",
              "hour                                                                        \n",
              "12        68394    774897  1274746.23    17.882000   16.586357     16.067373\n",
              "10        37155    666612  1109804.38     9.714386   14.268560     13.988385\n",
              "13        61200    631453  1054514.95    16.001088   13.515996     13.291497\n",
              "11        47455    607314  1021361.37    12.407379   12.999310     12.873617\n",
              "14        51584    512006   908394.65    13.486930   10.959281     11.449742\n",
              "15        43932    503437   889741.06    11.486271   10.775865     11.214626\n",
              "9         21607    383410   626689.76     5.649273    8.206736      7.899030\n",
              "16        23462    230309   416857.48     6.134273    4.929671      5.254226\n",
              "8          8195    149126   263451.28     2.142629    3.191982      3.320637\n",
              "17        12360    113896   195753.12     3.231592    2.437898      2.467345\n",
              "18         2874     45956    84039.30     0.751424    0.983670      1.059262\n",
              "19         3016     30045    42353.57     0.788550    0.643101      0.533840\n",
              "7           380     15352    30469.32     0.099353    0.328603      0.384047\n",
              "20          821      8165    15861.14     0.214655    0.174769      0.199920\n",
              "6            39       -84     -281.35     0.010197   -0.001798     -0.003546"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jHxBG0bpcNdN"
      },
      "source": [
        "### Hour of Day Analytics Conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TfQskdEVcNdO"
      },
      "source": [
        "\n",
        "Most purchased quantity and spendings are made between 10h and 15h.\n",
        "\n",
        "Customers buy mostly at 12h (17.88%) and secondly at 13h (16%).\n",
        "\n",
        "Customers start purchasing items from 6h to 20h.\n",
        "\n",
        "**Peak customer purchases hours are from 12h to 14h (lunch hours). They spend the least in the time periods of 6h-8h, and 18h-20h.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cBgr7nHlcNdQ"
      },
      "source": [
        "## Product hierarchy Analytics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BJTFqNkKcNdS"
      },
      "source": [
        "data.sort_values('UnitPrice')\n",
        "x = data[data.status == \"purchased\"].groupby(['StockCode','Description']).agg({'InvoiceNo': 'count',\n",
        "                                                   'Quantity': 'sum',\n",
        "                                                   'UnitPrice':'mean',\n",
        "                                                   'TotalPrice': 'sum'})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GlJQkJdAcNdZ",
        "outputId": "18e3dbb6-dc83-486d-bc14-0c482c2574ca"
      },
      "source": [
        "x[['TotalPrice']].sort_values('TotalPrice', ascending=False).head(10).sort_values('TotalPrice').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most profitable items');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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bb7Fx40YqVapk0e6BAwdYuHAh169fJzMzk1q1ahEQEICTk5NRZseOHQwbNoyVK1fSuHFjY7+fnx+DBg2iefPmABw7dox33nmHDz/8kBo1aljcyztq1qxJcHAwaWlpzJw5k9jYWABsbW0ZOHAgHTt2ZNOmTSxfvhyAX3/9lTJlylCiRAmL+zxs2DC+//57vvnmG+Od3PHx8bRu3Zq5c+fSoUMHo82RI0fSrFkzfHx88PPzIyEhgRIlSpCVlZ016Nu3Lz169MjxfUhKSiIgIICff/4ZgAEDBtCtWzeLMlOnTuXf//63cZ9dXV0xmUzGdXp6erJ06VKqVKmS53cnMjKSkJAQKlSoAEBmZia3b99myJAh9OjRg2vXrjF58mTmzp2b4x3kIiIiIiIiD0KJkQISGxuL2WymWrVqxMTEEBMTQ2RkJHZ2dgQEBLBy5UoGDhyIv78/CxcupFatWsTGxjJ69Gi2bdtm1PPpp5/y66+/Gttnzpxh8eLFfP755zg5OTFnzhxmz57Nhx9+yLhx4wgLC6NGjRqEh4czffp0FixYkGeczs7OxsM3wI0bN/Dy8qJVq1ZGAmD+/PlUqVIlx7np6en0798fNzc3tm7diq2tLVevXuXdd9/F3t6evn37AuDj48OYMWPuGcPChQtp2rQprq6uOY6dPXuWQYMGMWfOHBo2bAhAeHg4/fv3Z+vWrXz00Ud07tyZPXv20Lx5c9LT0xk/fjwTJkzIkRSJjY1l0qRJLF68mGrVqpGVlcWnn37K8OHDWb16tVEuIiKCTp06sWbNGovEyN3i4uLw9/dn+vTpNG3alPj4+Bz38m4rV67kxo0bREVFYWVlxe+//06PHj2oWrUqXbt2pWvXrkDO5AvA5cuXOXnyJJUqVSImJoZWrVoZx2xtbQkKCqJ+/fqUK1cu17YDAwON+i5dusRbb72FnZ0d3t7eFuWWLFnCs88+y/z580lMTKRdu3a0bNmSUqVKGWXef/9948+urq5ERERgb2+fa7tw7+8OQNOmTZk9e7axffLkSXr16sVrr72Gs7MzDRo0YO3atfj6+t6zfhERERERkfzop9YCsmjRInx8fABwcXFh4sSJ2NvbYzKZqFatGr///jupqamMHj2aWrVqAdkPmndGRQDs2bOH+Ph4iwdhBwcHPvroI2OEg6urK+fPn8fKyoodO3ZQo0YNMjMzSUhIsBgFcb+uXr3K7du37+vcHTt2kJWVxdixY7G1tQWgVKlSBAUFUbZs2ftuc8iQIYwdO5a0tLQcx5YsWUL37t2NpAiAr68vI0aMIC0tjTJlyhAUFMTkyZNJTk5m0aJFvPjii0ai4W7z589nyJAhVKtWDQArKytGjBhBz549ycjIAODChQscOnSI8ePHs3fvXi5cuJCjngMHDjBq1Cjmzp1L06ZN7+saL1++TFpamnGNzz33HPPnz8fZ2TnfcyMjI2ncuDEdO3bkn//8p8UxJycnvLy8mDhx4n3FUa5cuRyJoDtGjRrF+PHjgez7YGtra/Tr4xAfH0+xYsWMESZeXl4sW7aMzMzMxxaDiIiIiIg8OLPZXGg+udGIkQJw/fp1jh8/Tt26dQF4+eWXjWMXL15k1apVTJ06lWLFilk8wM+YMYNWrVphMpm4dOkSs2fPZvny5Xz88cdGmUqVKhkjIZKSkggLCzOm2Nja2hIfH0/v3r25ffs2K1euzDfWa9eu4e3tTVpaGlevXqVq1ap88MEH1KlTxygzfPhwi+kQr776Ku+//z6HDx/Gzc0tR51VqlSxGCUQGRnJ3r17LcqsXr0aR0dHIHuURGxsLHPnzmXs2LEW5U6dOkWbNm1ytNGpUyfjz+3atWP79u1MnDiR7777jo0bN+Z6radOncqRQLCzs6NLly7G9saNG2nVqhUuLi54eHiwbt06/P39jeP/+te/WLduHe3ataNBgwYWdd25l3fr378/Xbt25a233uKdd96hcePG1K1bl1dffRVvb+97jvK4w2w2s3HjRgIDA43pKj///DOVK1c2yowePRofHx/WrFnDG2+8kWd9kJ1MO3PmTK7HbGxsGDFiBDt37mTgwIGULFky3/rycq/vDsC+ffvw9vYmOTmZmzdv4ubmxvLly43ypUuXxsnJiW+//dbi+ygiIiIiIoXLkSNHCjqEPCkxUgB++eUXXFxcMJksX1n066+/MmjQIHr16mUxVSIjI4MpU6bw/fffs2LFCrKyshg/fjwBAQH3HFGQmJjIkCFDqFWrFr179zb2V6xYkX379rF7926GDBlCdHR0jjUe7nZn+ofZbCYsLIxvvvnGYoQK5D0d4m7h4eFs2LDBWMtiy5YtQP5TaUwmEyEhIcYUnj8fyyv+OyZPnoynpyezZs0yEi65tZNXXVlZWURGRhIYGAhAly5dmDJlCkOHDjXO++qrr1i2bBn+/v588cUXFgmavKbSPPfcc2zevJkTJ05w8OBB9u/fz5IlS1ixYgX16tW7Z0wHDhzg1q1bNGnSBGtra5o2bcqaNWssEjx2dnbMmDGDvn370qRJk3vfpLvuQ16vtZ03bx6JiYn4+flRu3ZtWrdunW+d93I/U2lSUlLw9/fHycmJmjVrWpSpUKECP//8sxIjIiIiIiKFWP369Qs6BCD7db2nTp3KsV9TaQqAlZVVjgfww4cP88Ybb9CvXz+GDRtm7E9KSmLw4MGcP3+eVatW4ejoyI8//si5c+eYNm0a3t7eREdHs2jRIsLDwwE4d+4cPXv2pEmTJgQHB2Mymbh16xbbt2836m3ZsiXp6ekkJibeV8wmk4l33nmHZ555xmIh07zUqVOHw4cPG9u+vr5ERUURFhZ23+3e4eLiwuTJkxk3bhzJyckWbRw/fjxH+ZEjR1qMenB0dMTR0ZGKFSvmGe+f60pLS2PQoEFcuXKFffv2ceHCBYKCgvD09CQkJISrV6/y9ddfG+UDAwNp2LAh06dP54MPPuCnn366r+ubPn06v/32G7Vq1WLgwIH84x//oGfPnmzevDnP8zZs2EBKSgpt27bF09OTY8eO8fnnn3P79m2LctWrV2fgwIGMGzcu36knJ0+eNKYT3e3AgQNcvHgRyB6t0bx5c77//vv7ur7/hYODA9OmTeObb74xkml3WFtba/FVEREREZFCzmQyFZpPbvREUQCef/55Ll68aIyc+O2333jnnXeYOnWqMe3ljlGjRlGmTBkWL15sTFuoWrUqe/bsISoqiqioKDw9PRkyZAi+vr7cuHGD/v37M2jQIIspHra2tgQGBnL06FEA9u7di5OTEy4uLvcdt8lkYtKkSURGRvLtt9/mW759+/aYzWZmz55trJ2RlpZGdHT0f/Uw27lzZ+rWrWsxFaZ///6sW7eOuLg4IHtqyT/+8Q9OnTqV5xt3cvP222+zYMECI6GSnp7OzJkzSUlJoUyZMkRERNC/f3927dpFdHQ0u3fvZuDAgUZCCjASXk2aNKFXr1689957pKam5tv2pUuXmDdvHikpKUB2JvOnn36iRo0a9zzn6tWr7Nixg/Xr1xMdHU10dDR79+6lZMmSuSZUBg0ahLW1Nbt27bpnnQkJCSxevJh+/frlOLZz505jsd4bN24QExPDq6++mu+1PQylS5dmxIgRTJ8+nVu3bhn74+PjLaYNiYiIiIiIPChNpSkAjo6OVK9enRMnTlCnTh3CwsJIT09n9uzZxls4mjRpQuvWrYmJiaFq1arGQq2Q/Tree011WL16NYmJiaxZs4Y1a9YA2YmUWbNmERoaytSpU8nIyMDR0ZEFCxZgMpk4ceIE8+bNY+nSpfnG/vLLL9O1a1dCQkKMhMCf14kAmDVrFlWrVmXFihXMnz+f7t27A3Dr1i3c3Nws1jfJbY2RTp068fbbb+do/4MPPrAYhVKlShXmzZvH7NmzuXnzJhkZGVSrVo0VK1bc1xSbu7m7uzNx4kQmTJhAeno6aWlpNGjQgAULFnDlyhViYmIs3ggE2a+2XbFiBSdPnsxRn7+/PwcOHOCjjz5iyJAhua4xUqxYMdatW0dQUBAzZ86kY8eOFCtWDABvb29ef/31e8a7adMmGjZsaPEKYBsbG/r160d4eDgeHh4W5a2srJg+fTpeXl4W+6dMmUKJEiWwsrLCZDLRv3//XNdtee+995g8eTKdO3fGZDLx1ltv/c+JkXt9d3LTq1cv/vnPf7JkyRL8/f25evUq165dyzG9RkRERERE5EGYzPdallUeqdjYWLZs2XLf01IeJbPZzPvvv09wcHBBhyJy35YuXUrx4sXzfV1vSkoKJ0+eJDjqJRKu3fvVwSIiIiIi8nBZW8G+OQ/2g/WjdOfZ4JVXXrEYbKARIwXE3d2drVu38sMPP/DSSy8VaCwXL16kW7duBRqDyIO4evUqhw8fNqb23A9rq+yPiIiIiIg8HjbWBR3B/dGIERF5qt0rKywiIiIiIo9eWroZO9vcFz193O71bKDfT0WkSFAOuHAym80cPnxY/VNIqX8KN/VP4ab+KbzUN4Wb+qdw+2/6p7AkRfKixIiIiIiIiIiIFFlKjIiIiIiIiIhIkaXEiIiIiIiIiIgUWUqMiIiIiIiIiEiRpcSIiIiIiIiIiBRZSoyIiIiIiIiISJGlxIiIiIiIiIiIFFlKjIiIiIiIiIhIkaXEiIiIiIiIiIgUWUqMiIiIiIiIiEiRpcSIiIiIiIiIiBRZNgUdgIjI42AymQo6BMmFyWSiQYMGBR2G3IP6p3BT/xRu6p/C6+6+SUs3Y2erfyOIFHVKjIhIkeD3cToJ1zRITkRERLLZWMPuWXYFHYaIFAJKjIhIkZCZlf0RERERERG52yP7+TQwMJAzZ84AsGzZMjp27EjHjh355JNPMJvNAERGRuLh4YG3tzfe3t6MGzfOoo7Tp0/Ttm1bi33r16+nc+fOeHl5MXToUK5evQrAwYMH6datG126dMHPz49ffvnF4rwdO3bg6urKgQMH8o394sWL1KlTh7S0NGNf3759c8TStGlTzpw5Q0BAAGvXrrU4dvDgQXr27AlAfHw8Hh4eAEydOtW4XldXV7y8vPD29mbSpEnEx8fzyiuvGMfvfCZNmpQjxtDQUGbOnGmx7+527r6Hrq6ufPbZZxb7AwIC6NatG+np6ca+c+fO4enpaWynpaUxd+5cXnvtNTp16kS7du2YMWOGcV/ubi8+Ph5XV1e2bdtm0c7IkSOJjIw0to8ePcqAAQNo37497du3x8/Pj6NHj+a4PgA/Pz/27NljsS8yMpKRI0ca96BJkyY57tfOnTuN8unp6Xh4eDB+/Pgc9bz66qvGOZ07d6Z169ZEREQA0Lt3b7y9vWnbti1169Y1yt3dz/v37zf2N2rUiBYtWhjbFy9etGgvt/66w9PTk3Pnzhnbu3fvxtfXlw4dOtC2bVsGDx5scdzV1ZXU1FSLOu58Bx8kpj+3m1uccXFx+Pn50a5dO7p06cLw4cP58ccfjeO59dGf76+Xlxft2rUjMDDQ+Pua33c9ICDAiL1r16506NABb29v/vOf/wBw6NAh5syZk+v9FBEREREReRCPZMRIbGwsZrOZatWqcfbsWcLDw9m6dSu2trb06dOHmJgYWrZsyX/+8x/Gjx+Pl5eXxflms5n169czf/58I4kCcObMGRYvXsznn3+Ok5MTc+bMYfbs2Xz44YeMGzeOsLAwatSoQXh4ONOnT2fBggXGuREREXTq1Ik1a9bQuHHjPON3cXGhUqVKnDhxggYNGpCUlER8fDzFixfnxx9/5MUXX+TcuXNYW1tTrVq1B7o377//vvFnV1dXIiIisLe3B7IfFp2dnYmKinqgOvOyYcMGOnXqRHh4ON27d7c4dubMGUJDQxk1alSu544cOZISJUrw2WefUbx4cW7fvk1AQACzZs1iwoQJOcrb2toSFBRE/fr1KVeuXI7jx48fZ/jw4Xz66ae4ubkBcODAAYYPH05kZCQuLi4PfH0+Pj6MGTPmnsd37txJ7dq12bVrF4mJiZQuXdo41rRpU2bPnm1snzx5kl69evHaa6+xbt06IDvBNWvWLDZs2JCj7iZNmhh9FRAQQJ06dejTp88DX8PdduzYQUhICAsWLODll18G4Msvv2TAgAFs27YNBweHPM9/mDHFxcUxesnWPyUAACAASURBVPRoZs6cyauvvgrA9u3befPNN1m/fj2VKlXK8/y7729WVhaffPIJ/v7+rFy5EiDf7/qQIUMsYl++fDnTpk1jw4YNNGrUiFWrVnH69GnjPomIiIiIiPw3HsmIkUWLFuHj4wNAZmYmaWlppKSkkJ6eTlpampEIOHbsGJs3b6ZLly4MHTqUhIQEIDtBcOjQIebOnWtRr4ODAx999BFOTk5AdmLh/PnzWFlZsWPHDmrUqEFmZiYJCQlGGYALFy5w6NAhxo8fz969e7lw4UK+19CkSRMOHz4MZI8McHNzo1mzZsav44cOHaJZs2b/4516tFJSUti6dSv+/v5cunTJ+LX9jgEDBrB+/XqOHDmS49zjx49z7Ngxpk6dSvHixQEoVqwYgYGB/PWvf821PScnJ7y8vJg4cWKux+fPn8/gwYONpAhA48aNCQgI4Pbt2//tZeYpIiKCtm3b4uHhwcaNG/MsGx8fT7FixbCzK7i5prNnz2bixIkWD/sdO3Zk8ODBJCUlPdZYQkNDGTZsmJEUAWjbti1eXl4sXbr0geqysrJi9OjRnDx5krNnzz5wLFlZWZw/f97i73XXrl1ZsmTJA9clIiIiIiJyt4c+YuT69escP36cunXrAtnJi44dO+Lp6YmtrS1ubm40btyYrKwsXFxcGDhwII0aNWL16tWMGDGCiIgIKlWqxKeffkp8fLxF3ZUqVTJ+pU5KSiIsLMz4RdnW1pb4+Hh69+7N7du3jV+lATZu3EirVq1wcXHBw8ODdevW4e/vn+d1eHh4EB4ezttvv01MTAzNmzfH2dmZxYsX069fPw4dOkSHDh2M8osWLTJGGQDcunWLUqVKPfD9u3btGt7e3hb7+vfvT9euXXOUjYyMZO/evcb23dNiALZt28YLL7zA888/b4waudMvAOXLl2fixImMGzcuxy/3R44coX79+jmSBGXKlOGNN964Z/yjR4/Gx8eHNWvW5Ch3+PDhXEd3dOnS5Z71TZkyhRIlShjb169fp169esb2n+8BwOrVq3F0dOT333/n8OHDzJkzBycnJ4KDgxk4cCBWVtn5wH379uHt7U1ycjI3b97Ezc2N5cuXF1hi5Pr165w9ezbXEU1/HvXRo0cPi7esJCQkUKdOnQduc/jw4RbX+8cff9CtWzcgOzl29winO9zc3CxG2twvOzs7KleuzA8//EDt2rXz/a7f+Tt1/fp1AFq2bElISIhRtnHjxowdO5aMjAxsbLRckoiIiPx37h6hLgXvTn+oXwqnJ71/7hX3Q3+a+OWXX3BxcTEe2mJiYjh+/Dh79uzB3t6e0aNHs2TJEgYPHmzxa6+fnx9z587lypUrlClTJs82EhMTGTJkCLVq1aJ3797G/ooVK7Jv3z52797NkCFDiI6OxsbGhsjISAIDA4Hsh/ApU6YwdOjQPB+AGzVqxIQJE8jMzGT//v2MHz8eBwcHvvvuO9LS0jh69ChTpkwxyv952P+dKRgP6kGm0vx5Gkl8fDy9evUytjds2GBMU+rSpQu9e/cmICDA4v56e3sTHR1NSEgI/fv3N/b/+Quzfft25s+fD2Q/PO/atSvXmOzs7JgxYwZ9+/alSZMmFsfMZrPFw/yAAQP4448/uHXrFj4+Przzzjs56gsMDKR58+bG9p8TIXlNpYmIiKB58+Y888wzNG/enIkTJxIdHU2bNm2A/5vqkZKSgr+/P05OTtSsWTPXuh6HP9/zzMxMY+TVzZs3GTFihJE0uHsKFmRPm/lvzJ8/nypVqhjboaGhFuuXZGZm5jjn7rV3HpTJZKJYsWLA/U+lOX/+PG+99RZ169albNmyxvGSJUtiY2PDH3/8Qfny5f/rmERERKRoy230tBS8e61DKIXD09Y/Dz0xYmVlZZFw2L17N23atMHR0RGA7t27s2LFCl5//XW2bNlCv379gOyHwszMzHx/+T137hyDBw+mc+fOxqiPW7du8a9//ctYHLVly5akp6eTmJjIDz/8wIULFwgKCmLKlClkZWVx9epVvv766zxHKhQrVoyqVauyZcsWKlSoYMRfr149vvzySypUqMAzzzzzX9+nR+3cuXMcPXqU33//nWXLlhn7IyIiGDJkiEXZoKAgunTpQuXKlY19derUYfny5cav8W3btjXur6ura54ZwurVqzNw4EDGjRtn8cBat25d/v3vfxvrstyJKzQ0lOTk5P/5mu+WmZlJZGQkGRkZxoKy6enprFmzxkiM3OHg4MC0adN47bXXaNSoUZ7fi/s1aNAgLl26BGQvuHs/nJ2dqVy5MnFxcbRo0QJra2uL9UIe1XSje6lbty5xcXE51vCIi4uzGHl0v1JTUzl37hxVq1Z9oPMqVKhgJDPr1atnMZXL2traItkmIiIi8qDq169f0CHIXcxmM0ePHqVevXr6d14h9KT3T0pKCqdOncqx/6GvMfL8889z8eJFsrKy34tZo0YNdu7cSWpqKmazmV27dlG7dm1KlChBWFgYcXFxQPYDe+3atS3WEPizGzdu0L9/fwYNGmQxFcbW1pbAwEAja7V3716cnJxwcXEhIiKC/v37s2vXLqKjo9m9ezcDBw4kPDw832vx8PBg2bJlFiMWmjdvzrJlywr9+iIRERG0b9+emJgYoqOjiY6OZvLkyaxbty7HKABnZ2emTZtmsaZL/fr1qVWrFpMnTzbWtsjMzGT79u2YTKZ8/xIMGjQIa2tri5El/v7+hIWFcejQIWPfxYsXOXr0KNbW1g/jsg0xMTEA7Nmzx7j+jRs3cuDAAYu3qtxRunRpRowYwfTp07l169b/3P7SpUuJiooiKiqKWrVq3fd5Y8aMITg4mNOnTxv7fv75Z06fPv3Q71F+Ro4cyaJFi4y/o5A9PWvLli0MGjTogerKyMjg008/xd3dPd9FW3Pj7u5Os2bN+Pjjj419SUlJZGZmWowiEREREXlQd/5tq0/h+ahfCvfnSe+f3Dz0ESOOjo5Ur16dEydOUKdOHbp3785PP/2El5cXdnZ21KxZk6FDh+Lg4MC8efMIDg4mNTWVcuXK8cknn+RZ9+rVq0lMTGTNmjWsWbMGgKpVqzJr1ixCQ0OZOnUqGRkZODo6smDBAhITE4mJicnxCtm+ffuyYsUKTp48yY4dOyhXrlyub+7w8PDg008/zZEYCQoKsljr4GHKbd2FYsWKWaxfkp+0tDQ2bdpk8VYegG7duhEaGmrxOts7mjVrxuuvv24kFADmzJnD3//+d958802ysrJISkqidu3abNiwId91OKysrJg+fbrFG4dq167NokWLCA0N5aOPPiItLY1ixYrRuXNn3nzzzfu+vrvltsZIp06dOHLkCH369LEYgfTiiy/SqlUr1qxZQ40aNXLU1atXL/75z3+yZMmSfNeg+W+sWLHCIiHXq1evHFNg2rZtS4kSJQgJCeHatWskJycb67r8+a1Cj1rt2rVZuHAhc+fOJSEhgczMTKpUqUJ4eLhFcmP48OEWSZsZM2YA/7eGi8lkIjMzkzp16lj8HX/Q7/rYsWN57bXXiI2Nxd3dnQMHDtCyZcvHnjASEREREZGni8n8CFZNiY2NZcuWLUybNu1hV/3Qffvttxw7dgxfX9+CDkVEHsDgwYMZNWoUrq6ueZZLSUnh5MmTBEe9RMI1+zzLioiISNFhbQX75hTc2wgld2az2XgRxL1+3ZeC86T3z51ng1deeQUHBwdj/yN5lYO7uztbt27lhx9+4KWXXnoUTTw0V65ceShrSojI43PgwAGqVauWb1LkbtZW2R8RERERABsNOhWR/++RveMyODj4UVX9ULVo0aKgQxCRB9S4ceNcX2ucl9UBtjg46FchERER+T9p6WbsbJ+8X71F5OHS76ciUiQ8qe9af9qZzWYOHz6s/imk1D+Fm/qncFP/FF53942SIiICSoyIiIiIiIiISBGmxIiIiIiIiIiIFFlKjIiIiIiIiIhIkaXEiIiIiIiIiIgUWUqMiIiIiIiIiEiRpcSIiIiIiIiIiBRZSoyIiIiIiIiISJGlxIiIiIiIiIiIFFlKjIiIiIiIiIhIkaXEiIiIiIiIiIgUWUqMiIiIiIiIiEiRpcSIiIiIiIiIiBRZSoyISJFgMpkKOgTJhclkokGDBuqfQkr9U7ipfwq3x9k/aenmR96GiMjTzKagAxAReRz8Pk4n4ZpywSIi8nSxsYbds+wKOgwRkSeaEiMiUiRkZmV/RERERERE7qbEyCMQGBiIn58f1apVY9myZXz22WcAtGjRgnHjxmEymYiMjGTWrFmULVsWAFdXV6ZPn05GRgZBQUHExcVhZ2eHv78/rVq1AmDZsmVs2LABOzs73N3dGTduHDY2Npw4cYIpU6aQkpJCqVKlCAoK4oUXXiAyMpKQkBAqVKiA2WwmLS2N1q1bM2rUKKytre/rWtauXcuxY8f4+OOPCQgIoE6dOvTp08c4fvDgQWbNmsWGDRuIjIxkwoQJBAYG4uvra5Q5fvw4PXr04MMPP6RPnz54enpib2+PnZ0dWVlZ2NnZERwczMsvvwxAamoqoaGhbN++HTs7O6ytrenatSt9+/bFysryF//4+Hjat29P1apVAUhPT+eFF15g6tSplCpVyii3Y8cOhg0bxsqVK2ncuLFFHUePHmX+/PnEx8cDUK5cOUaNGkW9evVy3A8/Pz8SEhIoUaIEALdu3aJMmTKEhITwwgsvEBoaytq1a/nLX/5icd6IESNo3bo1rq6uuLq6YjKZSE9Pp1SpUvj7+/Pqq6/maCsgIIDY2FicnZ0xmUykpKRgb29PUFAQdevWtejfu/Xu3ZtixYqxfPlyAH799VfKlCljxBwVFWXRBwBJSUlUrlyZGTNmULp0aQDi4uKYO3cuFy9exN7enr/+9a+MGjWKF198EYCbN28SHBzMyZMnAShRogTvvfce7u7uABbXajabMZlMDBs2jHbt2gGQkJDAzJkzOXbsGMWLF6dkyZIMHjyYFi1acOPGDfz8/AC4fv06ycnJxnWOGDGCmzdvkp6eTo8ePXLcNxERERERkQehxMhDFhsbi9lsplq1apw9e5bw8HC2bt2Kra0tffr0ISYmhpYtW/Kf//yH8ePH4+XlZXF+eHg4N2/e5Msvv+T8+fO88cYb1K9fn1OnTrFu3To2bNiAs7MzH3zwAatWreJvf/sbI0aMYNKkSbRp04bDhw/z3nvvsXnzZgCaNm3K7NmzAUhLS6N3797s2rWLNm3aPJLrf/bZZ/nyyy8tEiNbtmyhTJkyFuXmz59PlSpVAPj6668ZP348UVFRAAwbNoxnn32Wzz//nOLFi3P16lXGjh1LfHw877//fo42nZ2djXMBPvroIxYuXMikSZOMfREREXTq1Ik1a9ZYJEaOHz/O8OHD+fTTT3FzcwPgwIEDDB8+nMjISFxcXHK0FxgYSPPmzY3tqVOnMm/ePOM++/j4MGbMmHveo4iICOzt7QE4fPgwQ4cOZf369VSuXDlH2SFDhlgkopYvX860adPYsGEDYNm/f9a1a1cgO5kzaNAgi5jBsg8yMzMZMWIE//jHPxgzZgxxcXGMHj2amTNnGkmb7du38+abb7J+/XoqVarErFmzePbZZ/n4448BOHXqFG+99RZff/21kVy5+1p/+OEHevbsibu7OxkZGfj6+jJo0CBmzpyJyWTizJkzvPPOO6SkpNC+fXujTyMjI9m7d6/FdZrNZnx9fWnVqpWRXBQREREREflvaML9Q7Zo0SJ8fHyA7IfNtLQ0UlJSSE9PJy0tzXhIPHbsGJs3b6ZLly4MHTqUhIQEAKKjo/Hx8cFkMvHcc8/RoEEDdu3axalTp2jevDmlSpXCZDLh6enJzp07SUxM5Nq1a0aio0GDBly6dInffvstR2ypqamkp6cbD62PQt26dUlISODChQvGPYiNjTVGEeTmxo0bxsNtXFwcZ8+eJSgoiOLFiwNQqlQppk+fTkREhFHvvWRmZpKcnGzxsHzhwgUOHTrE+PHj2bt3r0Ud8+fPZ/DgwUZSBKBx48YEBARw+/btfK83LS2NS5cu4eTklG/Z3DRo0ID27dsbiY68ZGVlcf78+f+6rbzcvn2bxMREo+7Q0FCGDRtmMZKlbdu2eHl5sXTpUgAuX75MSkoKGRkZANSoUYN58+ZhY5N7vvWll16iePHi/PLLL6xZs4Z69erRp08fY1G6atWqMXHixHsmeu5mMplo3749K1eu/J+uW0RE5GlhNpv1eYCP7lnh/qh/CvfnSe+f3GjEyEN0/fp1jh8/Tt26dYHsqQQdO3bE09MTW1tb3NzcaNy4MVlZWbi4uDBw4EAaNWrE6tWrGTFiBBEREVy8eJHy5csbdbq4uHDhwgXq1atHREQEV65cwcnJiW3btvHHH39QunRpSpUqxY4dO2jTpg379u3j2rVrXL58GYB9+/bh7e1NVlYW8fHx1K1bl5o1az6ye2AymejQoQPbtm2jX79+HDhwgAYNGpCammpRbvjw4djZ2ZGcnMyFCxcICwsDskdw1K5dO8eUmdKlS1OlShVOnDhhcX8Arl27hre3N5D9sG5jY8OIESOM4xs3bqRVq1a4uLjg4eHBunXr8Pf3B7JHbOQ2uqNLly73vMYpU6YYI1kcHBxo164d77zzjnH8zgiHu61evRpHR8dc63N1dWX37t25Hlu0aBHr1q3j+vXrALRs2ZKQkBDj+J3+vdusWbOMqUV5GT58ODY2NiQmJlKqVCk6depEv379gOx+yG10jpubm5G4GDZsGMOHD2fjxo3Ur18fNzc3vL2973md0dHRZGVl8cILLzB//nyaNWuWa/0//fQT169fzzcB5ObmxsiRIxk9enS+1yoiIvK0O3LkSEGH8MQ5evRoQYcgeVD/FG5PW/8oMfIQ/fLLL7i4uBi/gMfExHD8+HH27NmDvb09o0ePZsmSJQwePJglS5YY5/n5+TF37lyuXLmC2Wy2eK2b2WzGysoKNzc3/Pz86N+/PyVKlKBjx458++23ACxcuJCQkBBCQ0Np2bIl1atXx9bWFrCcapGamsrIkSMJDg4mKCjoga8vt9fN3Ynvbp07d+aDDz6gX79+bNmyhddff52NGzdalLl7GkdcXBxvv/22Mf0nMzMz1/bT09Nz3X/3VBqz2czSpUsZNGgQW7duxWw2ExkZSWBgIJCd8JgyZQpDhw7Fzs4ux/0eMGAAf/zxB7du3cLHx8ci4XHHnak0p0+fZuDAgTRt2pSSJUsax/ObSvNnJpOJYsWK5XrszlSa8+fP89Zbb1G3bl2L0TB5TaXJz50+iI2NZcyYMbRp08b43kDu/ZCWlmb8uUaNGmzfvp2jR49y6NAhvvnmGxYvXkxERATPP/88AD169MBkMpGRkUHZsmUJDQ011jq5M9Lkbvfq49w899xz/Prrrzn6UEREpCiqX79+QYfwxDCbzRw9epR69erp3xCFkPqncHvS+yclJYVTp07l2K+pNA+RlZWVsZglwO7du2nTpg2Ojo7Y29vTvXt39u/fz5UrV1ixYoVRzmw2k5mZiY2NDeXLl+fSpUvGsUuXLuHi4kJSUhLNmjVj8+bNrF27ljJlylCxYkWj3IoVK4iKimL48OHEx8fz3HPP5YjP3t4eHx8fDh8+nOd1xMTEGCMUzGazsVCrs7MzN27csCibmJiIs7Ozxb4aNWqQnJzMuXPnOHnyJA0aNMizvYYNG1KpUiW+/fZb6tSpw4kTJywewCF7JMhvv/1GrVq18qzLZDLRu3dvzp49y9WrV9m3bx8XLlwgKCgIT09PQkJCuHr1Kl9//TWQPfXn3//+t3H+smXLiIqKwsvLi+Tk5Dzbevnllxk5ciRjx47l2rVreZbNy6lTp/Id4VGhQgWmTJlCUFAQv/zyy3/dVm7c3d3p1asXI0eONBITdevWJS4uLkfZuLg46tatS2ZmJu+//z63b9+mYcOGDB06lHXr1tGgQQO++eYbo3xERARRUVF88cUXrFy50piaU6dOnVy/h3FxcVSuXPm+pgvZ2Ng8kf8xFhEReRRMJpM+D/DRPSvcH/VP4f486f2TGyVGHqLnn3+eixcvkpWV/U7QGjVqsHPnTlJTUzGbzezatYvatWtTokQJwsLCjAfPiIgIateujZOTE61atWLjxo2YzWbOnz/PoUOHaNKkCRcvXmTAgAGkpKSQmprKqlWr6NixIwAffPAB//rXvwBYs2YNNWvWzHUdEbPZzL59+/JNLixbtsyo77vvvqNSpUoAeHh48MUXXxjJkZSUFD777LNcp0R07NiRSZMm0bJly3t++e749ddfiY+P55VXXqFBgwbUrFmTwMBAY42PxMRExo8fT/fu3XNMo8nN3r17qVixIqVLlyYiIoL+/fuza9cuoqOj2b17NwMHDiQ8PBwAf39/wsLCOHTokHH+xYsXOXr06H29ucfHx4fy5cszf/78fMvmJi4ujp07d9KrV698y7q7u9OsWTNjsdOH6e233yYpKcm4LyNHjmTRokUWyZFt27axZcsWBg0ahLW1NefOnWPRokXGyI9r166RkJBA9erV823P19eXb7/91mgP4PTp00ybNo2RI0feV8y//fYblStXzvf7JSIiIiIikhdNpXmIHB0dqV69OidOnKBOnTp0796dn376CS8vL+zs7KhZsyZDhw7FwcGBefPmERwcTGpqKuXKleOTTz4B4I033uDHH3+kc+fOZGVlMWnSJP7yl7/wl7/8hTfeeAMfHx8yMjLw8vIy3mjz4Ycf8v777xMcHEyFChWMusByDYqUlBReeuklYxrN2rVruXTpEu+9957FdYwePZrAwEDmzZvHc889x9ixY4HsaRvnzp3D19cXkyn7dbMdOnSgd+/eOe5F586dCQ0NveeUnTtrjED2lIrAwEAjATNnzhwWL15M9+7dsbKywmQy0a1bN2P9iz+7e42RrKwsSpQowZw5c7hy5QoxMTFs27bNonzfvn1ZsWIFJ0+epHbt2ixatIjQ0FA++ugj0tLSKFasGJ07d+bNN9+8R0//H5PJREBAAP369eONN94Acl9jpFOnTrz99tvA/00vMZlMPPPMMyxYsCDXt9/kZuzYsbz22mvExsYCua8x8uqrr+a6PkheHBwcGDlyJFOnTsXb25vatWuzcOFC5s6dS0JCApmZmVSpUoXw8HCjn+bNm8cnn3xC27ZtKV68ONbW1vTt2xcPD49823N0dGT9+vXMmjWL9u3bY21tjaOjI5MnTzZeT52f2NjYR/Z2JRERERERKTpM5nstyyr/ldjYWLZs2cK0adMKOpR8JSYmGq9nFXmSmM1mevbsSVhYWL6v601JSeHkyZMER71EwjX7xxShiIjI42FtBfvm2OVfUAxms5kjR45Qv359jTwthNQ/hduT3j93ng1eeeUVHBwcjP15jhhJSEggLCyMX3/91ZgecseqVaseTaRPOHd3d7Zu3coPP/zASy+9VNDh5OnHH3/E19e3oMMQeWCRkZH4+PjkmxS5m7VV9kdERORpYpP/zF8REclHnomRsWPHUrJkSTp16oSNjWbd3K/g4OCCDuG+NGzYsKBDEPmvdO/e/YHPWR1gi4ODflETEZGnT1q6GTvbJ++XWxGRwiLPbMepU6eIjY3F3l7Dz0XkyaZZg4XTkz4c82mn/inc1D+F2+PsHyVFRET+N3kOLK9ZsyY//PDD44pFREREREREROSxynPESMWKFenbty9ubm6UKlXK4lhISMgjDUxERERERERE5FHLMzFSoUIFBgwY8LhiERERERERERF5rPJMjAwfPhzIniOZmJiIo6Mjtra2jyUwEREREREREZFHLc81Rm7dusXEiROpU6cOTZs2pV69eowaNYqkpKTHFZ+IiIiIiIiIyCOTZ2Lk448/JjExkaioKI4dO0ZUVBS3bt1i2rRpjys+EREREREREZFHJs+pNNHR0Wzbto2SJUsCUKVKFaZPn07btm0fS3AiIiIiIiIiIo9SniNGAFJTU3Ns29nZPbKAREREREREREQelzwTI126dGHYsGHExsby888/s3//ft599106d+78uOITEREREREREXlk8pxKM2rUKGbPnk1AQACJiYmUL18eLy8vBg8e/LjiExERERERERF5ZPJMjNja2jJu3DjGjRv3uOIREREREREREXlsck2MvP322yxZsgQ/Pz9MJlOuJ65ateqRBiYi8jDd679lUrBMJhMNGjQo6DDkHtQ/hZv6p3DLr3/S0s3Y2er/TSIihUGuiZEuXboA4OPj81iDERF5VPw+TifhWr7rTYuIiDxyNtawe5ZeZiAiUljkmRhJTExkwIABOY7PnTv30UYlIvKQZWZlf0RERERERO6WIzFy6dIl9u/fD8C8efMoU6aMxfGkpCRWrVrFe++993givE+BgYH4+flRrVo15s+fz1dffYWVlRU1a9bkww8/xN7enq+++oqFCxdiNpupWLEi06ZNo3Tp0kYdp0+f5t1332X79u3Gvt27dzNv3jxSU1OpVq0a06dPx87OjsuXLzN58mQuXLiAyWQiKCiI2rVr3zO++Ph4WrduTfv27Zk3b56xPy0tjaZNm+Lh4WEsdBsbG4uzs7PF+VOnTqVUqVK0b9+eqlWrGudWrFiR0aNH8/LLLwMQEBBAnTp16NOnj8Wf7zh48CCzZs1iw4YNREZGMmHCBAIDA/H19TXKHD9+nB49evDhhx9anHvHgQMHWLhwIdevXyczM5NatWoREBCAk5MTkZGRhISEUKFCBYtzevfuTZ8+ffD09MTe3t545XNSUhKVK1dmxowZFn0xbdo0Nm7cyJ49eyhZsqSx39XVlZo1a/LZZ59Z1N+pUydKlCjBhg0bLK4R4NatW4SGhrJv3z6srKywsbFh8ODBtGvXzqKOJUuW8MUXX8D/Y+/e42q+/wCOv06Xk/stlGvudxLmGhLmEnI319XcFzaGUmS1CHMtt7kMQ4uIaOYaYcLP9XjuYwAAIABJREFUZWruM1MmYZV79/P7o0ffOTqd2Ejxfj4e38djfb6X8/5+32Hf9/lcgBs3blChQgXUajWlS5dm9erVPHz4kAULFhAWFkb+/PlRq9UMGTKEnj17AmS69+TkZMqVK8esWbMoXbq01mfdvXsXLy8vbt26BUCJEiVwdnamTp06eHl58b///Q9I/52sWbMmKpWKevXqMWvWLKKjo5k/fz4XLlygQIECFCpUiNGjR9O2bVsAfH19+fHHHylVqhQAKSkppKSk4OzsjK2trRLDlStXsLe3Z/bs2fTp00crvhs3brB48WKuXLmCoaEhBQsWZPz48djY2AAwdOhQoqOjKViwYKZnaGZmhi43btxg5MiRhISEKG0HDx7EycmJDRs20Lx5c6X95es/e/YMU1NTvL29qVy5Mjt37iQ5OZl+/frp/CwhhBBCCCGEeFWZCiMlSpQgJCSEuLg4kpOTM72AqtVqpk+fnmMBvoqwsDA0Gg3Vq1cnNDSU0NBQAgMDUavVuLi4sGHDBgYOHIinpyeBgYGUKVOGefPmsXLlSlxdXdFoNGzZsoWlS5ei0WiU60ZFRTFt2jT8/f2xsLBg0qRJbNq0ic8++4ypU6dibW3N8OHDOXr0KG5ubuzevVtvnEWKFOHMmTM8ffpUeeE7evQoRkbaaRgzZozOgsTt27cpVqwYQUFBStu+ffv47LPP+PnnnylatOhrP7syZcqwZ88ercLI7t27MxXEMoSFheHm5sZ3331H9erVSUtLY+HChYwbN46NGzcCYG1tzaJFi7L8zKVLl1K1alUAUlNTmTBhAt9//z2TJ08G0gs+e/bswdramp07dzJkyBCt8//++28iIyOpWLEiAJcvXyYuLi7TSzqARqNhzJgxNGjQgMDAQIyNjbl16xZDhw6lSJEiWi/jo0aNYtSoUQDY2tpqxZmUlMSwYcNo3749e/bswdjYmOjoaJycnIiLi8PR0VHnvX/77bfMmTOHhQsXasU1Y8YMPv74Y+XFPjQ0lFGjRnHkyBGtP181a9YkICAAExMTAOLi4hg8eDAjR45k/vz5qFQqrl+/ztixY0lISKBTp05A+jC4jOcJsH//fmbMmKFVGNm6dSt2dnZs3rxZqzDy119/MXToUNzd3fH19QXSiyijR49mxYoV1KlTB0gvRrZp0yZzgl9DQEAAdnZ2+Pn5aeVC1/W9vLzw8fFh0aJF2NvbM3jwYNq1a0fJkiX/UwxCCCGEEEKID1umAfdGRkb4+PiwceNGRo4cycaNG7W2tWvX0qtXr3cRa5ZWrlypzIdiZmaGq6srJiYmqFQqqlevzl9//UXhwoU5evQoZcqUISkpiXv37imFhNu3b3P69OlMQ4QOHDhAp06dsLCwAGD69OnY2dkRGxtLeHg4n376KQCtW7fm22+/zTZOtVpNq1attL4x37VrF127dv3X996pUydq165NcHDwvzq/YcOGREdHc/fuXSC9UBEWFkaLFi10Hr906VLGjBlD9erVATAwMGDChAn079+flJSU1/7858+fExsbq1XU2b9/P5UrV6Zv375s3rw50zldunRhz549ys/6nuHJkyeJjIxk0qRJGBsbA2BhYcGiRYte64V6z5495M+fnwkTJijXKVOmDN7e3ixbtozExESd5zVt2pTr169nar9//z7Pnj1TCnFt27blm2++IS1N/1gPPz8/rKysGDhwoDKZaPXq1XF1ddVbjPrrr7+0nnFCQgLBwcF8+eWX3Lt3j19//VXZt2bNGrp3707nzp2Vtlq1auHh4fGvcpyVu3fvcvr0aZydnTl27JjyO6jLy39mVSoVnTp1YsOGDW8sHiGEEEIIIcSHSe9yvRMnTuTIkSPs3buXBw8eYGZmRo8ePWjWrFlOxZethw8fEh4eTsOGDQGUISUAMTEx/PDDD3h5eQHpyw+fOXOGcePGoVar+fLLLwGoUKECCxcu5Pbt21rXjoyMxMDAgPHjxxMZGUnDhg1xcXHh+vXrlC1bFh8fH06ePImJiQnTpk17pXi7deuGv78/3bt358mTJ0RFRWFjY8OxY8eUY1auXIm/v7/yc/78+bV+flnNmjV1vny/CpVKRefOndm7dy8ODg6cPHmSxo0bZ/mif+nSJVxdXbXa1Gq1Mi8NwPHjx7G3t9c6ZsGCBcoQoHHjxmFkZERsbCzFixfHzs4OBwcH5diMngwtW7YkPj4+U6GmW7duTJs2jTFjxqDRaDh+/DhTp04lPDxcZ7y1atXCwEC7Bvi6s/hHRERgZWWVqb1mzZoYGhpy48aNTPuSkpLYtWuXzvMmT57MlClT+O6772jcuDHNmzfH3t5eGWKkL47WrVtnam/WrBk3b97k4cOHQPqwnmPHjvH48WMSExOxtrZmxYoVyvF79+6lcuXKVKxYUek1kvFn6OzZs0ycODHTZ2QMo8ng6emp1UvHwsJCa5hYdrZt20a7du0wMzOjVatW+Pv7K38mM65foEAB4uLiyJcvHx9//DFjx47VuueJEyfy1VdfvfJnCiGEELnJiz2VRc7JeO7y/HMnyU/ultfzk1Xcegsja9asYf369fTr1w8rKyvu3LnDV199xfjx4xkwYMBbCfR13bp1CzMzs0xLcUZGRjJy5EgGDBig1R2/SZMmnDx5ks2bNzN+/Hh27NiR5bVTUlIICwvDz88PU1NTpk2bxvLly7GxseHatWuMGjWKSZMmcfToUcaOHUtISAiGhoZ6423VqhUzZszg0aNHHDx4kA4dOmQ6JquhNFlRqVTkz59fZ/vLNBpNpiJBt27dmDlzJg4ODuzevZu+ffuybdu2LD8ru5f3Vx1KExYWxuTJk+nQoYPSC+PWrVucP38eX19fjIyM6Nq1K5s2bdIqjFSrVg2VSsWNGzd48OAB9evXzzImAwODbON9VampqTrbk5OTlf9+sSiUnJyMlZWV1pCWDNbW1oSGhvK///2P06dP4+/vz9q1a9mxY0e2Q6J09dp4MQb4ZyhNfHw8w4cPp3LlykrPJ0gvPvXo0QNIn2z5k08+wcXFBVNTUzQajdbvzrRp07h06RIJCQk0a9YMT09P4L8NpUlLSyMwMBB3d3clBk9PTz7//HMlXxnXv3LlCiNGjMDa2lprvply5coRGRmZKV4hhBAirzh37ty7DuGDdv78+XcdgtBD8pO7vW/50VsY+f7779m8eTOVK1dW2nr06IGjo2OuKYzoevE9e/YsX3zxBU5OTkqBITY2losXLyrftvfs2RNvb2+9L1WlSpWiadOmymSSdnZ2fP/99/Tv3x8jIyPs7OwAaNOmDYmJicTExGSadPRlRkZGtGvXjoMHD/LTTz8xc+ZMzpw585+ewaVLl+jWrVum9mLFivHo0SOtttjY2EwTu9apU4enT59y48YNLl68iLe3d5aFEUtLS8LDw5WhNJDeM8LJyYk5c+a8VtwtWrRgwIABTJw4kR07dmBsbExAQACGhobKcK2kpCRiY2O5c+eO1rO1s7Njz5493Lt3T6u3yssaNGjAxo0bSUtL0yoIBQQE8OzZM2U4VHYsLS11Dtu4fPkyBgYGVKlShStXrmRbFIL0HPj4+DBz5kxatWpFq1at+OKLL+jTpw8nTpygS5cueuM4e/ZsprjPnDlDpUqVMhVVihUrxrfffkvPnj1p0qQJTZo04caNG5w/f56//vqLtWvXKscGBAQwZswYGjZsyP/+9z+lh4i3tzfwTy+U13Hp0iVMTEyUuVoyCofHjx/n7t27eHh44OnpSVpaGnFxcezbty9TPmvVqsXEiROZMmUKwcHByu+vkZGRFESEEELkaY0aNXrXIXyQNBoN58+fx8rKSv5fIheS/ORueT0/CQkJXLp0KVN7pjlGtHYaGGR60SpdunS2vSJyUsWKFYmJiVHmZoiKimLs2LF4eXlp9bpITU1l8uTJREZGAukTjDZu3FhvMm1tbQkLC+P+/ftA+go1derUoUKFClSpUkWZ1+P8+fMYGRkpq4BkJ2M4zfPnz5UJRP+tn3/+mT/++EPnHButWrXip59+UoojCQkJbN++XedQjK5du+Lm5oaNjY3eZzJq1CiWLVumDN1JTk5m/vz5JCQkZDlhqz6jRo3iyZMnbN68mZSUFHbs2MGSJUsICQkhJCSE48eP06BBg0xDiTIKIxcuXNA7tKtRo0aUK1eOhQsXKr0qrl+/zpIlS6hRo8Yrx9mlSxdUKhULFy5Uemzcvn0bV1dXPv/8c/Lly/fK1ypSpAhHjx7Fz89P6coVExPDw4cPs41p8ODB/Pbbb1pzr1y5coXZs2frHP4CUKVKFQYPHsysWbNIS0sjICCATp06ERoaqjznGTNm4O/vT2pqKqNGjSIoKIj9+/cr8T18+JCwsLBMvY2yExISokzKe+nSJSpUqACkF2EcHR05fPgwISEhHDlyhBEjRuicUwbSe8CYm5uzdOlSpS0qKopKlSrlyb+QhRBCCEjviSvbu9nk+efuTfKTu7e8nh9d9PYYGTRoECNHjuTzzz+nfPny3L9/n1WrVtGmTRtlOVGAjz766I384/BvFClShNq1axMREYGlpSUrVqwgOTmZRYsWKd/ct2zZEmdnZ2bNmsW4ceOA9Ikz586dq/fa9evXZ9KkSTg6OpKSkkKtWrWU+UqWL1+Ou7s73333HcbGxixZsgRjY2MiIiLw8fFh9erVWV63SZMmxMTEMGLECJ37X55jBMDR0ZEmTZoQHx+vDNXQaDSYm5vz/fff6xxKY21tzY0bNxg8eDAqlYrk5GQ6d+7MJ598kunYbt264evri4eHh95n0qJFC1xdXZk2bRrJyckkJSXRuHFjli1bphyja46Rjz76SOdqRvny5WPixIl4eXlRpkwZChUqlGl4xogRI5gxY4aSO0gfRlG0aFEaNmyo92VdpVKxfPly5s6dS48ePTAyMkKtVuPh4ZHlBLO6GBsbs379ehYvXoydnR1GRkaYmJgwZMiQTEvdZsfIyIi1a9cyb9481qxZQ4ECBcifPz/Tp09XelZkpUiRImzZsoUFCxbQqVMnDA0NKVKkCDNmzKBdu3ZZnjd27Fh27NjB1q1b2blzp1a+AHr16oWvry+HDh3i448/xs/Pj8WLF+Pj40NqaioqlYqPP/6Yzz77TDnn5TlGAJydnWnZsqXy86BBg5g0aRLdunXDwMCAOXPm8PfffxMaGsrevXu1zh02bBjr16/n4sWLmeJXqVS4uLjg4ODAoEGDqFKlCmFhYTqHogkhhBBCCCHE61Bp9Mya8uLSnlleQKXi0KFDbzSo1xUWFsbu3buZPXv2O40D0osV06dPZ9asWe86FCHeWxqNhv79+7NixYpsVxdKSEjg4sWLzAqqQXS8SQ5FKIQQQmTN0ACOL34zc6CJ16fRaDh37hyNGjXK8ttj8e5IfnK3vJ6fjHeDunXravX619tj5MVlZXOzFi1aEBwczLVr115reMTbEBMTk+uWMxbifRMYGEjv3r1fa8llQ4P0TQghhHjXjHLPqHQhhBBkURgJDg6mW7du7Ny5M8sTe/bs+daC+jdySw8Nc3NzzM3N33UYQrzXXnf4EsBGF2Py5ZNv54QQQuQOScka1MZ579tWIYR4H+ksjAQFBdGtWze2b9+u8ySVSpXrCiNCCKFPXl1r/X2X17tjvu8kP7mb5Cd3yy4/UhQRQojcQ2dhJGPi0IEDB2Jra/taK24IIYQQQgghhBBC5BV6R9x7eHhgZKR3GhIhhBBCCCGEEEKIPEtv1aNLly4sWLCAzp07U7JkSa1ugGXLln3rwQkhhBBCCCGEEEK8TXoLI/7+/gCsW7dOq12lUnH58uW3F5UQQgghhBBCCCFEDtBbGLly5YrWz0lJSajVsqqDEEIIIYQQQggh3g965xi5ceMGPXv2JCIiAoBFixbRp08foqKiciQ4IYQQQgghhBBCiLdJb2HEzc2N7t27U7t2bQAmT56MnZ0dbm5uORKcEEIIIYQQQgghxNuktzBy/fp1hg8frqxMY2hoiKOjo8wvIoQQQgghhBBCiPeC3sJI+fLlOXjwoFZbaGgoFSpUeKtBCSGEEEIIIYQQQuQEvZOvOjs7M27cOOrWrUvp0qW5d+8e165dY9myZTkVnxBCCCGEEEIIIcRbo7cw0rJlS/bt20doaCixsbG0bt2aNm3aUKJEiZyKTwghhBBCCCGEEOKt0TuUBtKX6O3bty/Dhg3j6dOnhIWF5URcQgjxRqlUqncdgtBBpVLRuHFjyU8uJfnJ3fJqfpKSNe86BCGEEEKL3h4ja9asYfXq1Zw6dQpPT0/Cw8NRqVT89ttvODs751SMQgjxnw2dk0x0fLa1YCGEEG+RkSEcWaB+12EIIYQQWvQWRgICAvDz8+PZs2fs3r2bnTt3YmpqSpcuXaQwIoTIU1LT0jchhBBCCCGEeJHer0/j4+OpWrUqJ06cwNzcnKpVq1KgQAFSUlJyKj4hhBBCCCGEEEKIt0Zvj5E6deowd+5cTp8+TefOnYmNjeXbb7/Fysoqp+ITAgB3d3eGDh1K9erVlbbZs2dz//59Fi1axO3bt3FyclL2JSQkcOvWLfbu3UvZsmVp1qwZFStWVPYvW7aM8uXLc+TIEXx8fEhMTKR69erMmzcPtVrN/fv3mTFjBnfv3kWlUuHh4UGDBg2yjO/27dt06tSJatWqoVKpSEtLQ61W4+LiQpMmTQA4ePAgTk5ObNiwgebNmyvnDh06lOjoaAoWLAjAs2fPMDU1xdvbm+joaObOnQtAdHQ0+fPnp1ixYgC4ubkxZswYtm/fTuXKlZXrffHFF5iamuLu7q60nTp1itGjR2NhYYFGoyE5ORkrKyvc3d3Jly8fvr6+JCYmMnnyZK17GjBgAL/88gunTp3C0dERPz8/GjZsqBzTv39/vvrqK6Kjo1m3bh0AkZGRmJqaKvcTFBSEi4sLlpaWDBw4EBcXF65evcrWrVsxNjYG4MaNG4wcOZKQkBAgfW6jFStWsHfvXgwMDEhOTqZjx4588cUXqNVqTp8+zYkTJ/jyyy/1/NYIIYQQQgghRPb09hiZN28eiYmJWFtbM2HCBO7cuUNycjLe3t45FZ8QhIWFodFotIoiR44cYdeuXcrP5cuXJygoSNnq1q2Lk5MTlSpV4tKlSzRs2FBrf/ny5YmKimLatGksWrSIn376CQMDAzZt2gTA1KlT+eijj9i5cycTJ07Ezc0t2ziLFStGUFAQO3fuZNeuXYwfP17rxT0gIAA7Ozv8/Pwynevu7q7EduDAAerVq4ePjw8tW7ZU2m1tbRkzZozyc9OmTXFwcGDatGmkpaWPEdmzZw+///47U6dOzfQZNWrUICgoiF27dvHTTz8RFxeHv7//K+fBwMAAZ2dnnj17lmlfz549lbjq1aundT+6XL9+HV9f3yw/a+LEifz1119s376dn376iaCgIG7fvs2CBQsAaNq0Kb///jtXrlx55fiFEEIIIYQQQhe9PUZKlSqFu7s7sbGxXLlyhbp16zJr1ixMTExyKj4hWLlypVaBISYmBl9fX8aOHcuvv/6a6fhDhw7xxx9/MG/ePAB+/fVX4uPj6du3L2lpaYwePZpOnTpx4MABOnXqhIWFBQDTp08nOTmZ2NhYwsPDWb16NQCtW7emdOnSrx13s2bNuH//PnFxcSQmJnL69Gn27t1L586duXv3Lubm5jrPS0pK4t69e6+0LPbYsWM5cuQIP/zwAz169GDOnDmsWrWKfPny6T0vOTmZxMRESpYs+cr3U6dOHczMzJgzZw6enp6vfJ4uw4cPx9/fHxsbGxo1aqS1Lzw8nAsXLhASEoJanT5BX/78+XF3d2ffvn3KcT179mTVqlUsXLjwP8UihBAi52k07//KNBn3+CHca14jucndJD+5W17PT1Zx6y2MxMbG4uLiwi+//IJarWb79u0MGTKE7777jvr167+VQIV40cOHDwkPD1eGb6SlpeHs7Iybmxt//vmnznMWL17MtGnTMDJK//VWqVTY2toyevRooqOjGTJkCJUqVSIyMhIDAwPGjx9PZGQkDRs2xMXFhevXr1O2bFl8fHw4efIkJiYmTJs27bVj37ZtG5UrV6Z48eIsXbqUdu3aYWZmRqtWrfD399cq9nh6elKgQAHi4uLIly8fH3/8MWPHjs32M4yNjZk7dy6ffvopJ0+exNHRkVq1auk89tq1a9jb26PRaJTCTJs2bV7rnjw8POjRowft27enbdu2r3Xui8zNzXF1dWXq1KmZepWcO3eORo0aKUWRDKampgwaNEj5uXnz5kyZMoWUlBQl10IIIfKGc+fOvesQcsz58+ffdQgiC5Kb3E3yk7u9b/nR+zbx9ddfU6VKFZYsWUKbNm2oUqUKo0ePxsvLiy1btuRUjOIDduvWLczMzFCpVED63CAfffQRjRo10lkYOXnyJMbGxrRs2VJp+/TTT5X/trCwoFOnThw9epSUlBTCwsLw8/PD1NSUadOmsXz5cmxsbLh27RqjRo1i0qRJHD16lLFjxxISEoKhoWGWscbHx2Nvbw+k98ioUKECPj4+pKWlERgYqMz50b17dzw9Pfn888+Vl393d3fatGnDlStXGDFiBNbW1hQqVOiVnlH16tUZOHAgx44dw8HBIcvjatSowdatWwFITU3Fy8uLSZMmsWbNGuX5vkij0WRqL1GiBLNmzcLNzY3du3e/UnxZsbe3JyQkBG9vbxwdHbU+90UHDhxg6dKlADx48IDDhw+jVqspVKgQRkZGPHjwIMveN0IIIXKnl3sLvo80Gg3nz5/HyspK57+z4t2R3ORukp/cLa/nJyEhgUuXLmVq11sYOXXqFMeOHUOtVis3PXToUL1zAwjxJhkYGGj1HPjpp58wNjZm//79PHz4kKdPnzJt2jRl3pt9+/bRo0cPrWts3bqVFi1aUKFCBSC914mxsTGlSpWiadOmmJmZAWBnZ8f3339P//79MTIyws7ODoA2bdqQmJhITEwMZcuWzTLWjDlGXnb06FHu3r2Lh4cHnp6epKWlERcXx759++jevbvWsbVq1WLixIlMmTKF4OBgZaLV7JQrV45y5cq98l9OhoaG9O/fX+mBUaxYMa5du6Z1TGxsLMWLF890btu2bbG1tWXmzJmv9Fn6eHh40L17dypVqqS0WVpasm7dOqUnSMeOHenYsSMANWvW1CqcGBoa5sm/kIUQ4kP3If3drVKpPqj7zUskN7mb5Cd3y6v5ySpmvZOvlihRgj/++EOr7ebNm681L4EQ/0XFihWJiYlRJhfdu3cvu3fvJigoiAkTJmBtba01GfDZs2e1VnwBuHTpEqtWrQLS5yc5ePAg7du3x9bWlrCwMO7fvw+kT+hap04dKlSoQJUqVQgODgbSu4kZGRlRqlSpf3UPAQEBODo6cvjwYUJCQjhy5AgjRoxg8+bNOo/v3bs35ubmSi+Jt+XYsWPKkLgWLVoQGhrK3bt3AUhJScHf3x9ra2ud57q4uHDlyhUuX778n2IoVqwYs2fPZsmSJUpbo0aNqF+/PjNmzODJkydAeg+XAwcOaP0F/OTJE1JTU+XvIyGEEEIIIcR/orfHyOeff87w4cPp168fycnJrF27lh9//FFrWVQh3qYiRYpQu3ZtIiIisLS0zPb4yMjITL06Jk2axPTp07Gzs0Oj0eDq6kqFChWoUKECkyZNwtHRkZSUFGrVqoWXlxcAy5cvx93dne+++w5jY2OWLFmCsbExERER+Pj4KBOzZufvv/8mNDSUvXv3arUPGzaM9evXc/HixUznqFQqXFxccHBwYNCgQVSpUuWVPis7GXOMqFQqkpKSMDc3V+63atWqTJkyhTFjxqDRaEhMTKRFixZMmDBB57UKFCjAvHnztOb8+Ldat25N3759CQ0NVdoWL17MmjVrGDJkCGlpaTx58oQGDRqwdetWpQfRyZMnsbGx0Tu8SQghhBBCCCGyo9JkM53suXPn2LlzJ3fv3qVkyZJ0796dFi1a5FR8QhAWFsbu3buZPXv2uw4FjUbD9OnTmTVr1rsO5YM3evRoJk2aRM2aNfUel5CQwMWLF5kVVIPoeFlRSwgh3iVDAzi+WJ39ge8BjUajTCieF7ubv88kN7mb5Cd3y+v5yXg3qFu3rtZKntku5VCnTh0sLCwwNTV9qwEKkZUWLVoQHBzMtWvXqFGjxjuNJSYmhl69er3TGER6b5Hq1atnWxR5kaFB+iaEEOLdMZJOfkIIIXKhLAsjhw4dYtmyZVy5cgWNRoORkRG1atVi3Lhx/2mZTiH+jdzSQ8Pc3FxWQMkFmjdvnmkumexsdDEmX74P41tKIYTIzZKSNaiN8963jEIIId5fOr8/3bNnD5MnT6Zjx474+/uzb98+Nm3aRLt27ZgyZQpHjhzJ4TCFEOK/yWbUoHhHNBoNZ8+elfzkUpKf3C2v5keKIkIIIXIbnT1G1qxZw4IFC7C1tVXaKlasiKWlJVWrVmXlypXY2NjkVIxCCCGEEEIIIYQQb4XOHiM3b96kXbt2Ok/o0KEDN2/efKtBCSGEEEIIIYQQQuQEnYURlUqV5QyzhoaGJCcnv9WghBBCCCGEEEIIIXKCrNEghBBCCCGEEEKID5bOOUaeP39O+/btdZ6g0WhISEh4q0EJIYQQQgghhBBC5ASdhZENGzbkdBxCCCGEEEIIIYQQOU5nYaRp06Y5HYcQQgghhBBCCCFEjtNZGMnO119/jYGBAf3796dWrVpvOiYhhBBCCCGEEEKIHPGvJl/VaDSMGzeOc+fOvel4hBBCCCGEEEIIIXLMv+ox4uHhAcCgQYPeaDBCCCGEEEIIIYQQOSnbHiPh4eF4eHjg5OREXFwc33//PRqNJidiE0IIIYQQQgghhHir9BZGgoKCcHJyokiRIpw8eZK0tDQCAwP59ttvcyo+IYR4I1Qq1bsOQeigUqlo3Lix5CeXkvy8HUnJ8gWTEEIIkZvoHUqzfPly1qymABQtAAAgAElEQVRZQ82aNfHz88PU1JS1a9fSu3dvpk6dmlMxCiHEfzZ0TjLR8f9qWiUhhHhjjAzhyAL1uw5DCCGEEC/QWxh5+PAhVatWBf75trVEiRKkpqa+/ciEEOINSk1L34QQQgghhBDiRXoLI82bN2fOnDlMmTJFaVu+fDlNmzZ964G9Knd3d4YOHUr16tVZu3Yt27dvB6Bt27ZMnTpVq/tvREQEAwcO5OzZs5iYmJCUlISbmxuXL18GYPTo0XTv3p29e/eyYsUK5bzY2FgMDAwIDQ0lIiICT09PEhISKF68OB4eHlSuXDnbOJ2cnLh69Sr79+/HwOCfb63PnDnDwoULefz4MWlpadSpUwdXV1eKFy8OwJYtW/D39yc1NZW0tDQ6duzI+PHjlWucOXOGJUuWEBMTg4mJCRYWFkyaNIkqVaoAMHToUKKjoylYsCAAz549w9TUFG9vb6Kjo5k7dy4A0dHR5M+fn2LFigGwatUqJk+erHVuhlWrVvHnn38yevRoLCwsAEhISKBu3bp89dVXlCtXTucz2Lt3L+vXr+f58+ekpKTQqlUrJk+ejFqd/s3ZtWvXWLhwITdu3CB//vyULFmSCRMm0LBhQwBcXFywtLRk4MCBma798OFDFixYQFhYGPnz50etVjNkyBB69uwJQGBgIMeOHWPRokVa59WsWZPw8HDu379Pp06dqFatGpC+8tKTJ09o27YtM2bM0MrZy881LS39bdvV1ZUWLVoo+0eOHEmbNm305qBy5cr4+vry448/UqpUKTQaDYmJiXTo0IHx48eTL1++TPeamJiIr68vBw4cQK1WY2hoSM+ePRk2bBgGBgacOnVKKzdpaWk8ffqUPn364OTkpNz31KlTGT58uHLd+fPnY2Jiwvjx45W22bNns23bNo4ePUqhQoW0nlu9evWUP28Z7OzsKFiwIFu3btW6rxdNmDCB9u3b642hS5cufPXVVwA8ePAAjUajXMfLy4ujR49iaWmJtbV1pucjhBBCCCGEEK9Db2HE3d2dKVOm0LhxY1JTU2ncuDF16tRh4cKFORWfXmFhYWg0GqpXr87vv//O5s2bCQ4OxtjYmIEDBxIaGoqNjQ0AT548wdPTk+TkZOX8bdu2kZiYyO7du7l//z5dunShbdu2dO7cmc6dOyvn9evXD3d3dyD9pc7NzY0OHTpw9uxZvvjiC3bt2qU3zvv373Px4kUqVKhAaGgo7dq1AyApKYnx48ezadMmqlatikajYf78+cycORMfHx8uXLjAhg0b2Lp1K4UKFeL58+eMGjWKH3/8kcGDB3PmzBm++uor5s+fz0cffQTAgQMHGDJkCFu2bKFChQpAeh7btGmjxOPl5YWPjw+LFi0iKCgIyLro8PK5Gf78809q1KjB1q1blbb169czfPhwgoODMTLS/tUKDAxk/fr1rFq1CnNzc5KSknB1dWXmzJl4e3vz559/8tlnnzFz5kw6duwIpBd9xo0bx9KlS5XiiC5JSUkMGzaM9u3bs2fPHoyNjYmOjlYmDHZ0dNSbnwzFihVTngfAo0eP6NGjB+3atdP5DF58Nr/99huOjo6cPn1a51h8fTkA6N27N5MnT1buZ+rUqXzzzTfMmjUr07WcnJwoU6YMO3bsoECBAsTFxTFlyhRu377N9OnTATLl5u7du8rvdUYvsOXLl2NtbU3NmjV1Po+kpCT27NmDtbU1O3fuZMiQIVr7//77byIjI6lYsSIAly9fJi4uTquQ9uJ96ZJVDNWqVVNy4evrS2JiotZ1atSowaBBg2jatKlSWBNCCCGEEEKIf0PvgPsSJUqwdu1aDh8+zJYtWwgODmbjxo2ZvgF+V1auXEnv3r0BSE1NJSkpiYSEBJKTk0lKSsLExEQ5dubMmYwePVrr/NTUVJ49e0ZKSgrPnj3DyMgoU88AX19fWrZsSYsWLYiNjSU+Pp4OHToA0LhxY+7du0dUVJTeOAMDA2nevDldu3Zl06ZNSvvz5895/PgxT58+BdKHK40aNUpZBvn+/fukpaXx/PlzAPLnz4+np6dSBPH19cXJyUn5GaBjx4706NGD1atX64wlKSmJe/fuUbRoUb0x/xsODg6oVCp++eWXTPt8fX1xdnbG3NwcALVajaurK7a2tkB6L5Q+ffooRRGAJk2aMHr0aHx9ffV+7p49e8ifPz8TJkzA2NgYgDJlyuDt7c2yZctITEz8V/cTFxfH8+fPX+lZPX78mBIlSrzSBIXZ5SDj2QQFBfH48WOtfWfOnOH333/Hw8ODAgUKAFC8eHHmzZtHQEAAd+/e1XnNe/fuodFotIoWY8aMYcqUKSQlJek8Z//+/VSuXJm+ffuyefPmTPu7dOnCnj17lJ937dpF165d9d/8S7KLISsmJiY0btyYwMDA1zpPCCFyC41G80a2N3kt2d78JvnJvZvkJndvkp/cveX1/Oiis8fIzp07dR78xx9/KP+dMUThXXn48CHh4eFKT4KaNWvStWtXbG1tMTY2plmzZjRv3hyAgIAAChcurBQ0MgwYMIDg4GBat27NkydPmDJlitZwgZiYGHbu3Mm+ffuA9EJR8eLFOXjwIB06dOD48ePEx8dz//59pXfGyzQaDdu2bcPd3Z169eoxa9Ys/vzzTypVqkTRokWZMGECgwYNoly5cjRq1Ii2bdvy8ccfA9CmTRt2796NjY0NtWrVokmTJnTp0kW55/DwcKWHwIuaNWumNWTE09NT6VmQL18+Pv74Y8aOHftKz9nT01PrZdrCwgIfH58sj69RowbXrl2jbdu2SltsbCx37tyhbt26WseWKFFCKYREREQoQydevpfFixfrjTEiIgIrK6tM7TVr1sTQ0JAbN27oPT9DfHw89vb2JCUlERcXR7Vq1Zg5cyaWlpY6j894NgkJCURGRuLp6ZnltV83B6VLl6Zw4cLcvHmTBg0aKO3h4eE0aNAgUwGvRIkSVK1alYiICIoUKcK1a9ewt7cnISGB+Ph4GjRowIoVK5TCFKQP9wkLC2PJkiVaw+UybN26FTs7O1q2bEl8fDxhYWHKUCGAbt26MW3aNMaMGYNGo+H48eNMnTqV8PBw5ZiMIUwv2rhxI0WKFHmlGPRp1qwZP/74I5988slrnSeEELnBuXPn3ti1zp8//8auJd48yU/uJbnJ3SQ/udv7lh+dhZGMeQOeP3/Ob7/9Rp06dShbtiz379/nwoULtGzZ8p0XRm7duoWZmZnyDX1oaCjh4eEcPXoUExMTvvrqK1atWkX79u3ZsmWLVk+NDEuXLqV27dr4+fnx4MEDPv30U+rWrUuTJk2A9Pk9evXqpcy7Aeld/729vfH19cXGxobatWsrvRR0OXnyJM+ePaNly5YYGhpibW2Nn58frq6uAIwaNYr+/ftz4sQJzpw5g5eXF0FBQaxYsQK1Ws2SJUuIiorixIkTnD59mk8//ZSJEyfi4OAAoHMi3Je/fc8YxnHlyhVGjBiBtbW1VgFIn6yG0mRFpVKRP39+rbaMl/jshjykpKRkanvVngRZTQicMXTq5UICoFQLM36HMobSaDQaVqxYwf79+5VhT7q8+GyuX7/O0KFDqVq1Ko0aNcry2NfJgUql0jnHSHb3Cv8MpUlJScHT05M7d+4ohcIXr+/t7a0MF3rRrVu3OH/+PL6+vhgZGSm9nV4sjFSrVg2VSsWNGzd48OAB9evXz5Tj7IbS6IshO+XKlePWrVuvdY4QQuQWuv6teF0ajYbz589jZWUlSyrnQpKf3Etyk7tJfnK3vJ6fhIQELl26lKld51CajRs3snHjRsqUKcP8+fMJDAxk6dKlbNmyJdthDTnFwMBA6yXsyJEjdOjQgSJFimBiYkKfPn04ceIEe/bs4dGjRwwYMAB7e3sA+vXrR3R0NIcOHaJ3794YGhpiZmZGu3btOHXqlHLNffv2Kee8aP369QQFBTFu3Dhu376d5WSjkP6te0JCAh07dsTW1pYLFy6wY8cOnj9/zrlz51i3bh3FihWja9euuLu7s2vXLo4dO0ZsbCzbt28nNDSUChUqMGDAABYsWMCCBQsICAgAoGHDhpw5cybTZ545c0bnnBy1atVi4sSJTJkyhfj4+Fd/2K/h8uXLygSmGYoVK4aFhYVWTwJIn1Rz1KhRJCUlYWlpydmzZzNdL6t7eVFW516+fBkDAwOqVKlC0aJFefTokdb+v//+mwIFCmR6mVepVIwdO5bChQsze/ZsvZ+doXr16jRq1Cjbyumr5iAmJoYnT55k6olkaWlJREREpoLR/fv3iYqKon79+lrtRkZGTJ8+naioKFatWpXpc8zMzJgxYwZTp05VhnRBei8rQ0NDevXqha2tLfv27ePw4cPcuXNH63w7Ozv27NlDcHAw3bt313vvWckqhuwYGhrqLHgJIUReoFKp3sj2Jq8l25vfJD+5d5Pc5O5N8pO7t7yeH130vlX88ssvdOnSRavNxsYmV3SbqVixIjExMcqKIHXq1OHQoUMkJiai0Wg4fPgwDRo0YMKECezfv5+goCBlMseAgADKlClD7dq1+fnnn4H0lUJOnjypDFuIj4/nwYMH1K5dW+tzZ86cqcyh4efnR7169ShRooTOGOPi4jh48CBbtmwhJCSEkJAQjh07RqFChdi1axdFixZl2bJl/Prrr8o5V69epXTp0hQtWpS0tDTmz59PTEyMsv/y5ctKTBMnTmTlypVaxZG9e/eye/duRo4cqTOm3r17Y25uztKlS1/9Yb8CjUbDunXrKFCgAM2aNcu0f/To0cpKOJDeG+mbb77B1NQUtVrNmDFj2LVrF/v371fOOXXqFKtWrdJaJUWXLl26oFKpWLhwodLr5Pbt27i6uvL555+TL18+rKysuHz5MlevXlXO8/Pzo3Xr1jqvqVKpcHNzIzAwkN9++y3b+4+Li+O3337LVJjQJbscPHv2jDlz5vDJJ59k6n3TuHFj6tWrh7u7uzL3TGxsLM7OzvTp00drqEwGtVrNtGnTWLlypdbvUoZu3brRsGFDtm3bBqT33NmxYwdLlixRfm+PHz9OgwYN8Pf31zo3ozBy4cIFnXl/VS/H8Cpu375NpUqV/vVnCiGEEEIIIQRksypNzZo1WbZsGWPHjsXY2JikpCQWLVr0Si9/b1uRIkWoXbs2ERERWFpa0qdPH27evEmPHj1Qq9XUq1ePzz//XO81MlZF6dy5M8bGxvTq1Ut5UY6MjNT5kvn1118zffp0Zs2aRdmyZZXlbiMiIvDx8dGa9HTnzp00adJEqweFkZERDg4ObN68mQEDBrBo0SK8vb158OABarWacuXKsXr1agwNDenXrx9Pnz7FwcFBmSimSZMmzJw5E4AGDRqwfPlylixZQnR0NKmpqVStWpXNmzdnOeeJSqXCxcUFBwcHBg0apCzrm5WX5xgBcHZ2xtDQUJnHAtKXhK1atSorV67UWYXr06cPaWlpjBkzBkgfImNjY8PEiRMBKF++PJs2bWLhwoUsWLAAlUqlFA9e7DEye/Zs5s2bp/w8ceJEhg0bxvr161m8eDF2dnYYGRlhYmLCkCFD6NOnD5Dea2X+/Pm4ubmRnJxMYmIidevWxcPDI8t7r1WrFj179sTb21vn5KMZz0alUvH8+XMcHBxeaSnrl3MA/8zFoVKpSE1NpXXr1sqzednixYv57rvv6NOnDwYGBqhUKnr16qUMr9LFxsYGKysr5s+fz7fffptp/8yZM5VeNyEhIRQqVCjTEKoRI0YwY8YMxo0bp7SVK1eOokWL0rBhQ529N3TNMWJnZ8eoUaP0xvAqwsLCMs0bJIQQQgghhBCvS6XJalpW0pdk/eKLL7h58ybFihUjNjaWevXqsXjxYp1Fg5wWFhbG7t27X3m4w9uk0WiUgokQ4u1KSEhgwIABBAQEZDt3TUJCAhcvXmRWUA2i4030HiuEEG+boQEcX/xmlhnXaDScO3eORo0aZdk1WLw7kp/cS3KTu0l+cre8np+Md4O6detqzeeot8dIpUqVCAoKIioqigcPHlCyZMkseyK8Cy1atCA4OJhr165Ro0aNdxpLTEwMvXr1eqcxCPGhWLNmDZMmTcq2KPIiQ4P0TQgh3iUjw3cdgRBCCCFeprcwAunDQXbt2sXdu3cxNTXFzs4uVy2PmVt6aJibm+eKXjRCfAheHM7zqja6GJMv35v5llYIIf6LpGQNauO89y2bEEII8b7SWxhZt24dfn5+jBgxgrJlyxIVFcXatWt59OiRzjkChBAit9IzalC8Q3m9O+b7TvLzdkhRRAghhMhd9BZG/Pz8WL16tdbKDy1atMDBwUEKI0IIIYQQQgghhMjz9I64f/ToEWXLltVqK1u2LAkJCW81KCGEEEIIIYQQQoicoLcw0qxZM7y9vUlKSgLSZ3CdM2cOH330UY4EJ4QQQgghhBBCCPE26R1K4+bmxrhx42jUqBHFixcnLi4OKysrFi5cmFPxCSGEEEIIIYQQQrw1egsjZmZmBAQEEBkZSWxsrKy8IoQQQgghhBBCiPdKlkNpwsLC8Pf3B6BixYrUrl0bZ2dnwsLCciw4IYQQQgghhBBCiLdJZ2EkNDSU8ePHk5aWprSlpqZiZWWFk5MTJ06cyLEAhRBCCCGEEEIIId4WnUNpVqxYwbx587C1tVXaChQowJdffknVqlXx9fWlZcuWORakEEIIIYQQQgghxNugs8fIjRs3aNeunc4TunTpwu+///5WgxJCCCGEEEIIIYTICToLIyYmJjx9+lTnCYmJiRgaGr7VoIQQQgghhBBCCCFygs7CSKtWrdiwYYPOE3744QesrKzealBCCCGEEEIIIYQQOUHnHCNffPEFffr04fr163Ts2JESJUrw999/c/DgQU6cOIGfn19OxymEEP+JSqV61yEIHVQqFY0bN37XYYgsfEj5SUrWoDaWvyeEEEKID5HOwkjZsmXZvn07Pj4+zJkzh/j4eEqWLEmrVq3YsWMH5cqVy+k4hRDiPxk6J5no+CxXKBdCfMCMDOHIAvW7DkMIIYQQ74jOwgikF0fmzJmjc9+TJ08oVKjQWwtKCCHetNS09E0IIYQQQgghXqT369O5c+dmavvpp5/o3LnzWwtICCGEEEIIIYQQIqdk2WME4PTp03h6euLu7k5UVBRff/01V69eZdKkSTkVn8gD3N3dGTp0KNWrV2fp0qX8/PPPGBgYUK9ePb7++mtMTEz4+eefWb58ORqNhvLlyzN79mxKlChBSkoKHh4enDlzBrVazZdffqksFR0UFMSqVatQqVTUrVuXb775BrX6n67Of/31Fz179sTf35+qVatmGd/t27fp1KkT1apVA0Cj0fDkyRPatm3LjBkzMDD4pz7Yq1cvChYsyKZNm5S2U6dOMXr0aCwsLNBoNCQnJ2NlZYW7uzv58uXD19eXH3/8kVKlSqHRaEhKSmLAgAE4OjoC4OvrS2JiIqNGjWLo0KEAPHz4kKdPn1K2bFkAJkyYQPv27ZXPdHFx4erVq2zduhVjY2MgfRntkSNHEhISAkDNmjUJDw/HxMQEgJ07d7Jx40aePXtGUlISlpaWODs7Y2Zmxu3btxkwYAC//PKL1rMZOnQoI0eOJDY2lnXr1gEQGRmJqakpBQsWVPLwopc/N0NgYCDHjh1j0aJFADx+/JglS5Zw7NgxjIyMSE1NpU+fPowYMQKVSqU8l8mTJ2vlKiPOCRMmcOvWLZKTk7l165aSP1tbW+zt7Vm1ahWzZ8/OMu9CCCGEEEII8Sr0FkY2bNjA+PHjGTp0KBcvXqR3794sXryYwoUL51R8IpcLCwtDo9FQvXp1QkNDCQ0NJTAwELVajYuLCxs2bGDgwIF4enoSGBhImTJlmDdvHitXrsTV1ZXNmzfz+PFj9uzZw507dxg0aBCNGjXCwMAALy8vfv75Z0xNTRk/fjwBAQEMHjwYgJSUFFxcXEhJSXmlOIsVK6b1gv/o0SN69OhBu3btaNOmDQARERGo1Wru3LnDtWvXqFGjhnJ8jRo12Lp1KwBpaWk4OTnh7++Pg4MDAL1791Ze8J88eULXrl1p3rw5tWvXVq5RpEgRJYaXiwi6XL9+HV9f31cqRK5fv55du3bh4+ND+fLlAVi7di1jx44lMDAw2/N79uxJz549gX+KJRnP5d9ITk7G0dGRZs2aERwcjLGxMXFxcYwfPx4TExOGDRuW7TV8fHyAf4olLxdoChQoQGhoKG3btv3XcQohhBBCCCGE3sJIoUKF+O6775g8eTL169dn2rRpGBoa5lRsIg9YuXIlX375JQBmZma4uroqPQmqV69OVFQUhQsX5ujRoxgbG5OUlMS9e/eoXLkyACEhIQwfPhyVSkW5cuVo3Lgxhw8fxsbGhpSUFJ49e0bRokVJSEjQ6i2yZMkSOnTowF9//fWv4o6Li+P58+cULVpUaQsICMDa2prExEQ2bdqEp6enznOTk5NJTEykZMmSOvc/e/YMlUpFkSJF/lVsGYYPH46/vz82NjY0atQoy+OSkpJYvnw5P/zwg1IUyThfo9Hw/Pnz/xTHv3Hw4EHS0tKYMmWK0la8eHE8PDy4evXqG/mMvn37MnPmTCmMCCHeGI1G865DeC0Z8ea1uD8Ukp/cS3KTu0l+cre8np+s4tZZGKlVq5bW0pYZJ9erVw+NRoNKpeLy5ctvIUyRlzx8+JDw8HAaNmwIpP/eZIiJieGHH37Ay8sLAGNjY86cOcO4ceOUITMZx5mbmyvnmZmZcffuXYoVK8aXX35J165dKVy4MBUqVMDe3h6AX375hevXrzNp0iQ2bNjwSrHGx8djb29PUlIScXFxVKtWjZkzZ2JpaQmkFzOCg4MJCAggOTmZgQMHMmXKFKV31LVr17C3t0ej0XD37l3Mzc21elRk9ABJTU0lMjKSrl27KsNk/i1zc3NcXV2ZOnVqpt4SL/r9999RqVRazz/DiBEjMj2DF0VGRv6nGLNy9uxZmjVrlqm9atWqWsOeMp5bhuTk5Ff+jFq1avHnn39y//59SpUq9d8CFkII4Ny5c+86hH/l/Pnz7zoEoYfkJ/eS3ORukp/c7X3Lj87CyKFDh3I6DpEH3bp1CzMzM60iGqS/bI8cOZIBAwZoFQ+aNGnCyZMn2bx5M+PHj2fHjh1KoS2DRqPBwMCAK1eusGXLFg4dOkTJkiWZPXs2Xl5eTJgwgXnz5rFu3bpMn6tPxlAajUbDihUr2L9/vzKXCaRPKly5cmXlpb18+fIEBgby6aefAtpDaVJTU/Hy8mLSpEmsWbMG0B5K8+jRI0aMGMHq1asZNWrU6zzSTOzt7QkJCcHb21uZs+RlLz/D6OhoxowZA6QXr+bMmUP58uUzDScClDlP3rbNmzezdetW0tLSl4XZvXs3oP3c4J9hM6+qTJky3Lp1SwojQog3Ql/vvNxIo9Fw/vx5rKysXuvfRJEzJD+5l+Qmd5P85G55PT8JCQlcunQpU7vOVWnKlStHuXLlKF68OBs2bCA1NZVy5cpx8OBBNm3alOUQAvFhMTAw0BreAuk9BQYNGoSDgwNOTk4AxMbGavUK6NmzJ9evX0ej0WBubs69e/eUfffu3cPMzIzjx4/TrFkzzMzMMDQ0ZMCAAZw4cYLDhw/z5MkTHB0dsbe35969e4wbN44LFy68UswqlYqxY8dSuHBhrYk7AwICuH37Nra2ttja2hITE4Ofn5/OrlaGhob079+fs2fP6vyMIkWK0LVr1yz3vy4PDw9CQ0M5fPiwzv1Vq1YlJSWFGzduAOnFgqCgIIKCgqhQoQJJSUlvJI7XYWlpqXX/gwcPJigoiBUrVhAbG/vGPsfQ0FBr8lwhhPgvVCpVntvyatwfyib5yb2b5CZ3b5Kf3L3l9fzooveNwtXVlejoaAoVKgSAtbU1d+7c4euvv/7v//ch8ryKFSsSExOj9AKIiopi7NixeHl5MXDgQOW41NRUJk+erAzb2L17N40bN0alUtGuXTu2bduGRqPhzp07nD59mpYtW1KnTh1OnDhBfHw8kD4XSYMGDejXrx+HDh1SXvxLly7N0qVLlSExr0KlUuHm5kZgYCC//fYbV69e5erVq+zdu5eQkBBCQkI4cOAA9+7dy7SKS4Zjx45Rv359nftSUlIICwvLcv/rKlasGLNnz2bJkiU69+fLl4/x48fj7OxMVFSU0n7x4kWioqLeybxAnTp1QqPRsGjRIqUwk5SUREhIyBstZERHR2NhYfHGrieEEEIIIYT48OidfPXEiRMcP35c6RVQtWpV5s6dK5MdCiC9Z0Tt2rWJiIjA0tKSFStWkJyczKJFi5TVVlq2bImzszOzZs1i3LhxQHqPhrlz5wIwaNAg/vjjD7p160ZaWhpubm6UKlWKUqVK8cknnzBgwADUajUWFhZZToaaISIiAh8fH1avXp1t7LVq1aJnz554e3tTu3ZtunfvTvHixZX9RYsWpV+/fmzatAlHR0dljhGVSkVSUhLm5ubK/Cnwz1wZKpWK58+f07hxY0aOHPnazzQrrVu3pm/fvoSGhurc/+mnn1KqVCmmTJnC8+fPefz4MeXLl8fZ2ZlWrVpx+/btNxYLQPPmzbV+zlhCOINarWb9+vUsXbqUPn36AOnzuDRr1uyV54XJzpUrV6hUqRKmpqZv5HpCCCGEEEKID5NKo2c6WRsbG9auXas1WeKff/7JiBEjOHjwYI4EKHK3sLAwdu/erTUs5V3RaDRMnz6dWbNmvetQRA74+uuvsbGxwcbGRu9xCQkJXLx4kTm7axAdb5IzwQkh8hQjQziyQJ39gbmMRqPh3LlzNGrUKMuuweLdkfzkXpKb3E3yk7vl9fxkvBvUrVuXfPnyKe16e4w4ODjg6OhIv379MDMz4969e2zbtu0/Tygp3h8tWrQgODiYa9euUaNGjXcaS0xMDL169XqnMYiccfPmTZ4+fZptUeRFG12MyZcv7734CCFyRlKyBrVx3vsfPCGEEEL8d6OwjqIAACAASURBVNkWRipUqMC+ffv49ddfMTMzY9asWbRq1Sqn4hN5QG7poWFubq619K94f1WuXJlvv/32tc7Jq2utv+/y+rcO77sPKT9SFBFCCCE+XHoLIwDt27enXr16xMTEUKJECcqXL58TcQkhhBBCCCGEEEK8dXoLI3///TeTJk3i7NmzFCtWjPj4eOrWrYuvry+lS5fOqRiFEEIIIYQQQggh3gq962Z6eXlhYWHB//73P44fP86pU6eoUaNGtquDCCGEEEIIIYQQQuQFenuMnDx5ktDQUGW53oIFC+Lm5oa1tXWOBCeEEEIIIYQQQgjxNuntMZIvXz5iYmK02mJiYihSpMhbDUoIIYQQQgghhBAiJ+jtMTJw4EBGjBjBiBEjKFu2LHfu3GHNmjV88sknORWfEEIIIYQQQgghxFujtzAyatQoChYsyI4dO4iNjcXc3JzRo0fTu3fvnIpPCCGEEEIIIYQQ/2/vzuNjOtvHj39mMold1BalRCt2EmKnDYmtFcQeW4rWVmuoqmosiaBqicRO+1hrCyml1BYSIaRFUTv9PtZIUsSWZWYy5/dHfjmPkYRQZCLX+/WaVztnvc65Tsaca+77PuK1eWZh5Mcff+Tzzz+nV69eZtMDAwMZOXLkaw1MCCGEEEIIIYQQ4nVLVxiJjY3l8OHDAAQFBVGsWDGz+Y8ePWLVqlVSGBFCCCGEEEIIIUSOl64wUrRoUUJDQ7l37x4Gg4HNmzer8zQaDdbW1vj4+LzRIIUQQgghhBBCCCFeh3SFEZ1OR1BQEP/88w+TJ09m/vz5AKxfv56LFy/StGlTmjZt+sYDFUIIIYQQQgghhHjVMnxc77Fjx2jVqhX29vZA6pgigYGBKIqCr68v27Zte6NBCiGEEEIIIYQQQrwOGQ6+OnfuXL755hu6du2K0WhkzZo1+Pr60qZNG06fPs23335Lu3bt3nSsQgjx0jQaTXaHIDKg0WioU6dOdochMmEp+dEbFGys5W9YCCGEEK9HhoWRc+fOsXLlSgDOnDlDYmKi2n2mevXqXL9+/c1FKIQQr4DXdwai4zNsJCeEsGA6Kzgw2ya7wxBCCCHEW+yZj+sFOHr0KNWqVaNAgQIAJCQkYGMjX1CEEDlLiin1JYQQQgghhBBPyvDn09q1a7Nu3Tru3r3Lzz//TKtWrdR5K1aswNnZ+Y0FKMSLmjhxIpcuXWLVqlV4eHior4YNG9KzZ08ADh48SPv27WnXrh2DBw/mn3/+ASAmJoY+ffrQrl07PDw8CAsLU7e7YcMG2rZtS/v27RkyZAj37t0z2++mTZsYNWpUlmI0Go0sXryYDh06qPGtX79ene/l5UV4eLjZOiEhIer2jx49Srdu3dL9/9Pc3Ny4cuVKuumZrXPjxg2aNGmS4bbmzZvHrFmz1PcxMTGMGzeOli1b0qZNG9q1a0dISIg6f9y4caxbty7T/Xbv3h0PDw9atmxJrVq11POQts6GDRvo2LEj7du3p23btgQGBmIypVY2FixYQERERIZxCiGEEEIIIcSLyLDFyLhx4xgwYAD+/v7UqVMHLy8vANq1a0dcXBw//fTTGw1SiKyKjIxEURQqVqxIxYoV+fTTT4HUm/gePXrg6+vLw4cPGTNmDMuWLcPR0ZHt27fj4+PD4sWL+f7773F1daVv375cvnyZXr16ceTIES5fvsySJUv4+eefsbW1Ze7cuQQEBODn58fjx48JDAwkODiYZs2aZSlOHx8fTCYTa9euJX/+/Ny5c4c+ffqQJ08eOnbs+BrP0Kvx8OFDevToQb9+/Zg+fToajYabN28ycOBAbG1tad68+XO3kVYIOnr0KLNnz2bjxo3qvJMnT7Jy5Uo2btxIwYIFSUxMZODAgaxbt45evXrRv39/evbsSf369aUFmxBCCCGEEOJfybAwUqFCBfbu3Ut8fDxFixZVp3/xxRc0atSId955540FKMSLWLx4Md7e3ummT5kyhd69e1OxYkVOnz5NyZIlcXR0BFJbVYwbNw69Xs/MmTNRFAVIbT1RqFAhNBoNefPmZcqUKdja2gJQuXJlNm/eDEBYWBj58uVj7NixREVFPTfG69ev8+uvv3LkyBHy588PQLFixZg1axZ6vf6VnIfXbcOGDVSrVk0tmgKUKVOGKVOmkJiY+K+3HxcXh8lkIjExkYIFC5IvXz78/PwwGAwA5MmThzp16hASEkL37t3/9f6EEJYv7bNZ/E/aOZFzY5kkP5ZLcmPZJD+WLafnJ7O4Mx1jRKvVmhVFANq0afNqoxLiFbp//z6nTp2iVq1aZtNPnz7N2bNnCQgIAKB8+fLcuXOHkydP4uTkxPbt2zEYDNy7dw87OzsAunTpwpkzZ5g8eTIAZcuWpWzZsgA8evSIRYsW0aNHDyD176JNmzZm3Uie5cyZM5QvX14dtydNlSpVzN77+fmZLXP//n1q166dxbPxeh07dizDLjdPd7NbvHixWRehhISELBVWXVxc2LZtG82aNaNKlSrUrVuXTz75xCy3DRo0YN26dVIYESKXOH78eHaHYLFOnDiR3SGIZ5D8WC7JjWWT/Fi2ty0/zx18VYic4urVq9jZ2aV7LOuaNWvo168f1tbWABQqVIiAgACmT59OcnIyHTt2pEiRIup8SB0v5Pr16/To0QNHR0eqVq0KwN27dxk8eDA1a9Z86RtyrVabpe4fEydOxMXFRX0fEhLCwYMHX2qfr5qiKGbnOSAggAMHDmAwGHjvvfdYunQpAIMHD1YLSPC/bjPPY2NjQ2BgINevX+fw4cNERUXRp08fRo0aRd++fYHUFipXr159tQcmhLBYMr5ZeoqicOLECWrXri2PJLdAkh/LJbmxbJIfy5bT85OUlMTZs2fTTZfCiHhrZFRwMBqNHDhwgK+//lqdlpKSgq2trdqS4c6dO8ybN48iRYqwb98+GjRoQMGCBSlbtizOzs5cvHiRqlWrcuXKFQYNGkTbtm0z7K6TVY6Ojvz9998kJCSoXWkADhw4wB9//MGYMWNeettvSq1atfj999/p1asXAKNGjWLUqFFZLnw8z+bNmylevDhNmzbF09MTT09P9u7dS0BAgFoYsbKyQquVx+8KkVvkxC9fb4pGo5HzY8EkP5ZLcmPZJD+WLafmJ7OY5a5CvDXKlStHTEyM+uQSgIsXL1K6dGmzbmFarZZBgwapT2tZunQprVu3RqvVsnnzZtauXQtAdHQ0J0+epFatWjx48IB+/foxYMCAf1UUAShVqhStWrVi0qRJ6ngc0dHRzJgxgwoVKvyrbb8pPXr04K+//mLt2rWkpKQAqd1kwsPDX0mxwmQyMWvWLGJiYtRp586dU1vuQOoYMOXLl//X+xJCCCGEEELkbtJiRLw1ChcuTNWqVTl9+jROTk5Aavead99912w5jUbDd999x6hRo0hOTqZ69er4+fkBMGnSJL799lu2b9+OVqtlwoQJ2Nvbs2DBAu7evcvatWvVwomDg8MzW0ecPn2aoKAgli1blm7elClTCAgIoHPnzuh0qX+Gn3322Us/keb06dNm449UqFCBTZs2AdC5c2ezyujznip1584ds23lz5+fQ4cOmS1ja2vLhg0bCAwMxMPDA0VRMBgMuLi4EBgY+FLH8KSuXbvy+PFj+vbti6IoKIpC3bp1mTRpkrpMZGQkLVq0+Nf7EkIIIYQQQuRuGiWnDicrRAYiIyPZtm0b06ZNy+5QUBQFHx8fpk6dmt2hvHWSkpLw9PQkODj4ueO1JCUlcebMGaZurUR0fJ43FKEQ4lWx0kLEXHksd0YUReH48eM4OzvnyObMbzvJj+WS3Fg2yY9ly+n5Sbs3qF69Onnz5lWnS4sR8VZp1KgR27dv5+LFi1SqVClbY4mJiXnpFiDi2X744QdGjx6dpUFs01hpU19CiJxFZ5XdEQghhBDibSeFEfHWsZQWGqVKlaJUqVLZHcZbadiwYS+8zupx1uTNK786C5ET6Q0KNtY571cpIYQQQuQM8vupECJXkF6DlklRFI4dOyb5sVCWkh8pigghhBDidZLCiBBCCCGEEEIIIXItKYwIIYQQQgghhBAi15LCiBBCCCGEEEIIIXItKYwIIYQQQgghhBAi15LCiBBCCCGEEEIIIXItKYwIIYQQQgghhBAi15LCiBBCCCGEEEIIIXItKYwIIYQQQgghhBAi15LCiBBCCCGEEEIIIXItKYwIIYQQQgghhBAi15LCiBBCCCGEEEIIIXItKYwIIXIFjUaT3SGIDGg0GurUqSP5sVAvmx+9QXlNEQkhhBBCvHq67A5ACCHeBK/vDETHSy1YiNdNZwUHZttkdxhCCCGEEFkmhREhRK6QYkp9CSGEEEIIIcSTpDACTJw4ES8vLypWrMj8+fPZuXMnWq2WGjVqMHnyZPLkycOxY8eYPn06BoOBvHnzMnHiRKpXr47RaMTX15c//vgDGxsbvL29cXV1BWDr1q0sXboUjUZD9erVmTJlCjY2NsTFxTFhwgRu376NRqPB19cXR0fHTOO7ceMGrVu3xsHBAY1Gg8lkwsbGhnHjxlG3bl0A9u7dy9ChQ1m5ciUNGzZU1/Xy8iI6OpoCBQoAkJycTNu2bRk2bJjZdp9Uo0YNpk6dyrhx44iMjKRIkSJoNBqSkpLIkycPvr6+1KpVK12cCQkJzJs3j4iICLRaLTqdjkGDBtGqVSsA3NzcWLZsGRUqVFDXmTdvHsnJyYwZM0adNm3aNDZt2kR4eDgFCxY0O5YBAwbg4uKCl5cXBQoUYPHixer88PBwli1bxurVq83iOnr0KLNnz2bjxo0ApKSk8PXXXxMTE8PixYvZtWsXBw8eJCAggO7du5OYmEhCQgJxcXHY29sD0L17d3r06KFuU6/X06BBA8qVK6dOW7BgAe+99x67d+8mMDAQrVZL/fr1+eabb7h9+zbNmzfnwoUL6PV6Zs2aRWRkJADW1tb079+fNm3aZJj/I0eOsHDhQu7fv09KSgo1a9Zk3Lhx2NraEhISosb+pMqVK3Pq1Cni4uLMcqwoCo8ePaJp06ZMmDABrVbLuHHjcHJyokePHs+MbcuWLSxfvhyAa9euUaxYMfW62rp1K25ubiQnJxMeHo6VlZUay4ABAzh79iyHDh1Sp2V2vT58+JCpU6dy5swZAAoUKMDIkSNp1KhRuvPi7e3Nt99+S4kSJTI8b0IIIYQQQgiRFbm+MBIZGYmiKFSsWJGwsDDCwsIICQlRCw8rV66kf//+eHt7s3DhQmrWrElkZCRffvklv/32Gz/99BMPHz5kx44d3Lp1i549e+Ls7IxWq8Xf35+dO3dSrFgxhg8fTnBwML169WLs2LF8+OGHfP7554SHh/Ptt9+ybdu2Z8ZZpEgRtm7dqr4PCwvD29ubiIgIAIKDg3F3d2ft2rVmN5qQWvhxcXEB4PHjx3h4eODk5MT777+fbrtPGzx4sFlBYPny5UybNk0tMqRRFIXBgwfj6OhISEgI1tbWXL16FS8vLwoXLpwupszo9Xp27NjBhx9+yJYtW+jdu3emy0ZERLBhwwY8PT2ztG0Ao9HImDFjSEpK4ocffiBPnjxm89evXw+kL6Y87ezZs9SqVUstFKSJi4vDz8+PzZs3U6JECby9vQkJCcHNzY28efMCsHLlSh48eMDWrVvRarXcvHmTrl274uDgQKVKlcy2FxkZybfffsuSJUuoWLEiJpOJOXPmMGzYsHQFoMw8neMHDx7Qvn17XF1d1esizbNi69ChAx06dADMi1RPsra2JioqSi1k3L17lwsXLqSLKbPrdfbs2bz77rt899136nnu06cPu3btomjRombbGDhwIP7+/gQGBmbpPAghhBBCCCFERnJ9h/vFixfTqVMnAOzs7Bg/fjx58uRBo9FQsWJFbt68SXJyMl9++SU1a9YEUn+Nv337NoqiEBoaSqdOndBoNJQpU4Y6deqwf/9+UlJSMBqNJCQkYDQaSUpKwsbGhrt373Lq1Cn69OkDwEcffcTMmTNfOO4GDRoQFxfHvXv3uH37NlFRUXz99dccPHiQ27dvZ7pegQIFqFGjBpcuXXrhfZpMJm7duoWtrW26eUeOHOHatWuMHj0aa2trAOzt7QkICKB48eJZ3sfu3bt5//336dKlCz/99NMzlx06dCizZ8/m2rVrWdq2Xq9n5MiRWFlZMX/+/HRFkRfx559/Eh8fT5cuXejUqRO7du0C4NChQ9SrVw87Ozu0Wi1du3Zl+/btFC9enBYtWgCpxRO9Xo9erwegTJkyzJ8/nyJFiqTbz/z58xk8eDAVK1YEQKvVMmLECLp164bRaHyp2O/du0diYmKGeXyR2DLyySefsGPHDvX9zp071RZDaZ51vcbFxZGUlKQeW7Vq1QgKCkKnS1/DrVatGtevX+fKlStZik0IIYQQQgghMpKrW4zcv3+fU6dOqd1CqlSpos6LiYlh1apV+Pv7ky9fPvWXcoCZM2fi6uqKRqMhJiaGUqVKqfPs7Oy4ffs2RYoUwdvbmzZt2lCoUCHKli2Lh4cH58+fp3Tp0gQFBXHkyBHy5MnDN99888Kxb9q0iffff5933nmH+fPn4+rqip2dHU2aNGH9+vV4e3tnuN61a9f4/fff1cJMfHw8Hh4eZsv069dPPd7Fixezfv167t+/D0CzZs2YPn16uu2ePXuWKlWqoNWa19rq1Klj9n7YsGHY2PxvUL5//vmHjh07qu83btyIu7s7jRs3Jj4+nsjIyAy7UQBUr16dvn37Mnbs2OcWUfR6PcOHD+fgwYNs3749wxvtF6HRaHBzc2PQoEFER0fTu3dvypcvT2xsbLrrISYmBkhtDQHQp08fvvjiCxo2bEitWrWoV68eHh4elCxZMt1+zp49y/jx482m2djY0K5dO/V9REREuhw+KS3Her2ee/fu4eDgwKRJk3Byckq37IvElpHWrVszbNgwjEYjOp2OHTt28OWXX7Jz5051mU2bNmV6vQ4dOpRhw4axadMmnJ2dadCgAR4eHhQuXDjD/dWrV499+/aZdc8SQlgGRZEn07xuaedYzrVlkvxYLsmNZZP8WLacnp/M4s7VhZGrV69iZ2eX7jGE165dY8CAAXh6epp1FTAajfj5+XHhwgVWrFgBpJ7YJ9dXFAWtVsv58+fZsGED+/bto3jx4kybNg1/f388PDy4ePEiAwcOZPTo0YSHh/PFF18QGhpqNi7D054sYBgMBsqWLUtQUBAmk4mQkBAmTpwIQLt27fDz82PIkCFqAcLPz48CBQpgMpmwtrZmxIgR1K5dmxs3bmS5K82tW7fo06cPtWrVyrAFiFarNSt4ZGb+/PkZjjECqfk4ceIE8+bNQ6fT0aZNG9asWZNpYQRg0KBBhIeHs3TpUqpXr57pcufOnaNRo0Y4OTkxevRoNmzY8K9ajKQVliC1ZUzr1q0JDw/HZDIf3TPtenhSmTJl+OWXXzh9+jRHjx7l8OHDLF26lBUrVlC7dm2zZTUazXPP64cffpjhGCNp0nKsKAqLFi1i9+7d6jg4T3uR2DJSqFAhHB0dOXToEB988AHW1tZmRZXnXa/VqlVjz549nDhxgqioKHbv3s2SJUsIDg42G88lTenSpbl48eJz4xJCvHnHjx/P7hByjRMnTmR3COIZJD+WS3Jj2SQ/lu1ty0+uLoxkdDN/7NgxRo4cydChQ83G1nj06BEjR45Eo9GwatUqdVDQUqVKERsbq3Z1iI2NpWrVqkRERNCgQQPs7OwA8PT0ZMiQIQwYMACdToe7uzsALi4uJCcnExMTQ+nSpTONNbMCRnh4OLdv38bX1xc/Pz9MJhP37t1j165daquCJ8cYeVmlS5dWb2Br166tDkqaxtHRkdWrV2MymcwKAcHBwSQkJJgVEjITHByMlZWV2oJEr9dz9+5dbt26lem5sbKyYsaMGXTt2pXPPvss021XrVqVr7/+GpPJRGRkJFOnTsXPzy8rh56hjRs30qhRI8qWLQugFp1KlChh1k0pNjZWvQbSfP/99/To0YOaNWtSs2ZN+vfvz9SpU/nll1/SFR+cnJw4deqUen1B6nkZOnSoOg5HVmk0Gr744gsiIyOZNm0aU6ZMSbfMi8SWmbZt27Jz507Kly9P27ZtzeZFRERker22adOGSZMmqYMK161blyFDhjBkyBB2795N//790+1Lp9OlKzwJISyDs7Nzdofw1lMUhRMnTlC7du10P/KI7Cf5sVySG8sm+bFsOT0/SUlJnD17Nt30XH1HUa5cOWJiYtRf+a9fv84XX3yBv7+/WVEEYPTo0RQrVowlS5aYPSnF1dWVTZs2oSgKt27dIioqisaNG1OtWjUOHz5MfHw8AKGhoTg6OlK2bFk++OADtm/fDqRW2nQ63Us/WSM4OJh+/fqxf/9+QkNDOXDgAP37939u15KX0ahRIz766KMMb8idnZ0pU6YMc+bMwWAwAHDp0iUCAwPTDSiaEaPRyM8//0xgYCChoaGEhoYSERGBo6OjOiBqZuzt7Rk9ejQLFizIdJm0AphWq2XmzJns2rVLzcHLOHv2LEuXLgVSu13t3buX5s2b06RJE6KiooiOjsZkMhEcHEyzZs3M1o2NjSUoKIikpCQg9Y/z//7v/6hWrVq6/QwcOJAFCxaoxRaDwcCsWbNISkqiWLFiLxy3RqPh22+/JSQkhL/++ivd/BeJLTOurq4cPnyY3bt307p1a7N5z7peraysuHLlCosXL1bHGImPjyc6OpqqVatmuK8bN25Qvnz5LMcmhHhzNBqNvN7AS861Zb8kP5b7ktxY9kvyY9mvnJ6fjOTqFiOFCxematWqnD59GicnJxYtWoTBYCAgIEDtmtC4cWOaN29OWFgYDg4O6kCtABs2bKBnz578/ffftG3bFpPJpD4+tESJEnTv3h1PT09sbGywt7dXWygsXLiQiRMnsmTJEqytrQkMDMTa2prTp08TFBTEsmXLshT/nTt3CAsL47fffjOb/umnn7JixQr1kafPktEYI/ny5cu0GPHVV1/xySefpBv7Q6PRsHDhQmbMmEH79u3R6XTY2Njg6+v7zK4waUJDQylYsGC6li39+/dnwoQJDBs27Jnrd+/enf3795OQkPDcfZUqVQp/f3/Gjh37Qjf8Txo9ejQ+Pj64u7ujKArjx49XW49MnDiRgQMHotfrqVOnDr169TJb19fXl1mzZtGmTRvy5csHgIeHB126dEm3n0aNGjF+/Hi++eYbDAaDus1nFYGep0qVKnTo0IHp06enK6C9SGyZyZcvH/Xq1UOv11OoUCF1fJqsXK9BQUHMmDGDli1bkj9/fqysrPj0009p0qRJhvs6cuRIum5EQgghhBBCCPEiNEpOHTXlFYmMjGTbtm1MmzYtu0NBURR8fHyYOnVqdocihMU7deoUP/zwA0FBQc9cLikpiTNnzjB1ayWi419+XBkhRNZYaSFi7vPHnBL/nqIoHD9+HGdn50x/ARPZR/JjuSQ3lk3yY9lyen7S7g2qV69O3rx51em5usUIpP4iv337di5evJilLh+vU0xMjNkTWoQQmVu2bBk+Pj5ZXt5Km/oSQrxeuszHERdCCCGEsEi5vjACWEwLjVKlSpk96lUIkbl58+a90PKrx1mTN6/8ii3Em6A3KNhY57xfkYQQQgiRO8nvp0KIXCGX9xq0WIqicOzYMcmPhXrZ/EhRRAghhBA5iRRGhBBCCCGEEEIIkWtJYUQIIYQQQgghhBC5lhRGhBBCCCGEEEIIkWtJYUQIIYQQQgghhBC5lhRGhBBCCCGEEEIIkWvJ43qFEEIIIYQQQog3KKc+kS8tbkuPX6N5sSfkSWFECCGEEEIIIYR4A0wmE9evXychISG7Q3lpOp2OCxcuZHcYz6TT6ShZsiS2trZZW/41xyOEEEIIIYQQQgggLi4OjUZDpUqV0Gpz3sgWiqKQkJBA/vz5X7hVxpuiKAqJiYncvHkTIEvFESmMCCGEEEIIIYQQb8D9+/ext7fHysoqu0N5aRqNRn1ZIo1GQ4ECBShTpgy3bt3KUmEk55WohBBCCCGEEEKIHEZRFFJSUrC2ts7uUHKFfPnyYTQaszQeihRGhBBCCCGEEEKIN8RSW1q8bV7kPEthRAghhBBCCCGEyAZ6w+t7usvr3PbbRsYYEULkClKZt0wajYY6depkdxgiA3qDgrV8SxBCCCFeKxtrDc2+1GNMebXb1VnBgdk2WVrW39+f33//HYDz589TuXJlNBoNNWrUYOrUqemW9/X1ZdCgQVSoUCHTbc6bN4/k5GTGjBmDl5cX0dHRFChQAIDk5GTatm3LsGHD0q23b98+Tpw4wZgxY7IU+6siX3mEELmC13cGouOlkZwQWZH2ZSorfXKFEEII8e8YUyDFlH379/HxUf+/cuXKBAcHkydPnkyXj4qKYtCgQS+0j4kTJ+Li4gLA48eP8fDwwMnJiY8++shsuebNm9O8efMX2varIIURIUSukGLK3n9whBBCCCGEyCmSk5OZPHkyp0+fBsDDw4MBAwawYMEC4uLiGDZsGEuWLOHChQv8+OOPJCcn8/DhQ7y9vWnbtu0zt12gQAFq1KjBpUuXsLGx4bvvvsPKygpbW1vc3d05ePAgAQEBxMTE4OPjw61bt7CysmLMmDG4uLhw9OhRAgICSE5OpmDBgkyYMIFKlSr9q+OVwgip1SsvLy8qVqzI/Pnz2blzJ1qtlho1ajB58mTy5MnDsWPHmD59OgaDgbx58zJx4kSqV6+OXq+nQYMGlCtXTt3eggULeO+999i9ezeBgYFotVrq16/PN998g06n4/Lly0yaNImHDx+qCW7SpEmm8d24cYPWrVvj4OCARqPBZDJhY2PDuHHjqFu3LkePHmX27Nls3LgRgISEBObNm0dERARarRadTsegQYNo1aoVAG5ubjRr1oyJEyeq+1i3bh0nT57ku+++e+HtPenJZlImU+pd6Pjx42nUqJG6Kf0ddQAAG0dJREFUjMFgoFmzZnz44YfMmDHDbP0NGzawfv16UlJSMJlMtGzZkuHDh6PVahk3bhxOTk706NEDgKtXr9K3b18+++wzvLy8qFy5strsK03JkiWZPXs2Xl5eQOrjsR4/fkzp0qUBGDFihFqRPH78OF999RX79u1T12/RogXvvfceK1asAFKrm40aNeLQoUOsWLFCbR4GcP36debMmcPly5fRaDQUL16cr7/+msqVK3Pjxg08PT05dOiQuu3Zs2dz4MAB/vOf/7B+/XrWrVtHiRIlzM5HWnxPHpuiKDx69AhHR0emT59Ovnz5zNZ59OgRU6ZM4fz58xiNRsaOHUvTpk0BWLt2LatXr0an0/Hxxx8zdOjQZ+YQ0jd1c3NzY9myZVSoUAE3Nzfy5MmDjY15M72tW7cCcPfuXQICAvjzzz/RarXkz5+f0aNHU69ePYBMc7Zs2TIURWHRokX89ttv6ryuXbuquZw8eTI9e/b81x+CQgghhBBCCHPz589Hq9Wybds2EhIS8PLy4v3332fo0KFs2rSJ+fPnU7ZsWXx8fAgMDMTOzo6jR48yYcKE5xZGrl27xu+//06fPn3Q6/VcuXKF/fv3U6xYMUJCQtTlfH19adCgAf379+e///0vw4cPx9HREX9/f1auXEnRokU5efIkI0aMMLtneBm5vjASGRmJoihUrFiRsLAwwsLCCAkJUQsPK1eupH///nh7e7Nw4UJq1qxJZGQkX375Jb/99htnz56lVq1aLF++3Gy7cXFx+Pn5sXnzZkqUKIG3tzchISF069aNcePGMWjQIFq2bMmVK1fo2bMnBw8eTHdz+aQiRYqoN5sAYWFheHt7ExERYbacoigMHjwYR0dHQkJCsLa25urVq3h5eVG4cGEaNmwIQHBwMK6urumaLj0tq9t70pPNpP766y/69etHVFSUevO7b98+HB0d2b9/P3fv3qVo0aIAnDx5kpUrV7Jx40YKFixIYmIiAwcOZN26dfTq1ctsH1euXOHzzz9n5MiRdOzYUZ2eWbOvtHMXEhKiViCf5uTkxP3794mJicHOzo4rV65QtGhRLly4wKNHjyhYsCDHjh2jRo0aFCpUyGzdf/75h969ezN+/Hhat24NQGhoKH369Mnwj3T69OkcP36c1atXU6RIEQA6der0zL50Tx6bXq+nR48ebNmyRS0Upfnuu+8oUKAAW7du5fLly/Tu3ZuIiAguXbrEypUr2bRpEzY2NvTp04datWplWJTLalM3SP3QzKh/YWJiIl5eXvTo0QNfX1+0Wi2nTp1iwIABrFu3jg8++CDdcT1p586dREVFqfHGx8fTvXt3ypYtS7NmzRg6dCgjR45k7dq1mZ4zIYQQQgghxIs7fPgwEyZMQKPRUKBAAdq3b09ERIRZNxeNRsPChQvZv38/V69e5dSpUyQkJGS4PT8/P/XHc2tra0aMGEHt2rU5evQo9vb2FCtWLN06kZGR+Pn5AVC+fHm2bdvGgQMHiI6Opl+/fupyjx49Ij4+Xr2vehm5vjCyePFivL29AbCzs2P8+PHqTVrFihW5fv06ycnJfPnll9SsWRNI/ZX79u3bKIrCn3/+SXx8PF26dMFkMjFo0CBat27NoUOHqFevHnZ2dkDqL93Lli2jW7dueHp64ubmBoC9vT1Go5EHDx5QvHjxLMfdoEED4uLiuHfvntn0I0eOcO3aNVasWIFWq1X3ERAQgK2trbrciBEjGD9+PNu2bXvmBZTV7WXm4cOHFC1a1KxFQHBwMO7u7uTNm5dNmzYxcOBAILWYZDKZSExMpGDBguTLlw8/Pz8MBoPZNi9evMjAgQMZP358hq1WXpaVlRUNGjTgjz/+wN3dnfDwcFxcXLh48SKRkZG0bNmSqKioDIsDP/30E3Xr1lWLIpDassLf319tOQOphaYpU6Zw+fJlVqxYobbKeFH379/n0aNH6XKgKAo7d+5k165dADg4OLBmzRogtVDTsmVLtajToUMHtm/f/szWSmDe1O15hbQn/frrrxQqVIjevXur0xwdHZk9e/Yz+yymiYuLw2g0kpycjI2NDUWKFCEgIICCBQsCUKJECd555x0OHjz4QnEJIbIubYwRGWvEMkl+LJvkx3JJbizb25yfjI7tdT8g4GXOo6Io6j3MkzEbjUaz5R49ekSnTp1o27YttWrVonHjxgwfPhxFUczWUxSFiRMnpvvOnjYvX7586c6NoijodDqzaX///TcpKSnUqFHDrGFCdHQ0hQsXTnesGZ3vzM5Hri6M3L9/n1OnTlGrVi0AqlSpos6LiYlh1apV+Pv7ky9fPjp06KDOmzlzJq6urmg0GjQaDW5ubgwaNIjo6Gh69+5N+fLliY2NpVSpUuo6dnZ2xMTEAKlFkjSLFy+mQoUKL1QUAdi0aRPvv/8+77zzjtn0s2fPUqVKFbWIkebppz64ubnx3//+l8mTJzN37txM95PV7T0prRqYlJTEtWvX1CofwM2bNzl27Bhz587F1taWqVOn0r9/f7RaLS4uLmzbto1mzZpRpUoV6tatyyeffKLmB+DcuXMEBgZSoUIFWrZsmW7fXbt2NftwcXd3VwsvWdGkSRO1MBIWFsbo0aOxs7PjwIEDamHkyS5IT56njFrPtGjRAkjtjpT2gbBx48YMiyJprVmetHr1agoXLqwem8lk4s6dO5QuXZpPP/2UNm3amC1/9+5dNBoN27ZtY/fu3aSkpDBq1CgcHByIiYkx63by5DX5LE82dcvIsGHDzFo71atXDx8fH86ePUuNGjXSLf/hhx+avc8sZx07dmTv3r00atQIR0dH6tatS9u2bSlbtqy6bIMGDdi7d68URoR4TU6cOGH2X2GZJD+WTfJjuSQ3lu1tzY9OpyMhIUH9/lugQAF0Vq9hP/9/m5m14HiWhIQE6tWrx7p163BwcCAxMZEtW7bg5eVFQkICVlZWaisNg8FA3759sbKyIigoCKPRSEJCAgaDAYPBQEJCAiaTiaSkpAxjSU5OJiUlRZ2n1+vVbdSpU4fNmzfTu3dvrl27xueff8769es5e/Ysx48fp0qVKvz2228sWrSILVu2pCsyKYqCXq/P0rWUqwsjV69exc7OLt0JvHbtGgMGDMDT01PtTgBgNBrx8/PjwoUL6pgTT94s2tvb07p1a8LDw81aCUBqUp4uLsyfP5+ff/6Z1atXPzfW+Ph4PDw8gNQxOsqWLUtQUFC65bRa7TO75Dxp/PjxeHh48Msvv2S6zItsL82T3TAuXbqEl5cXFSpUwNnZmeDgYFxcXChUqBAuLi6MHz+e0NBQWrRogY2NDYGBgVy/fp3Dhw8TFRVFnz59GDVqFH379gVSWyHMmzeP6dOns2zZsnRFj+eNoPw8TZo0Yd26dTx+/Jj/+7//o0aNGtjZ2bFkyRIeP35MdHQ01atXT7eeRqN57nm6c+cOjx49Yvr06YwbN46ff/5Z7UYEWe9Ks2XLFgIDAzNsLWM0Gnn48CF6vZ5169Zx7tw5PvvsM3bs2IGiKGbXekbXZJrMmrplJLOuNFqtFmtr60yP5+njelrhwoVZvXo1ly9fJjIykiNHjtC5c2dmzZqltswpXbo0oaGhz92HEOLl1K5dmxMnTlC7dm155LUFUhRF8mPBJD+WS3Jj2d7m/CiKwoULF8ifP796bHqDkuXH6r4ovUEhf/78L7xe/vz5GTlyJP7+/nTv3h2DwUCbNm3o1KkTGo2GZs2a8dVXXzF79mzq1q1Lly5dsLKyomHDhphMJvR6PdbW1ihK6v61Wi158+bNMJY8efJgZWWlzrOxsUGn05E/f34mT57MpEmT+PXXX7GysmLWrFmULVuWWbNm4e/vj9FoJF++fMybNy/DlviKomBjY0PNmjXV852UlMTZs2fTLZurCyMZ3fQfO3aMkSNHMnToULOxGx49esTIkSPRaDSsWrVKbc6/ceNGGjVqpP6KnXYjWaJECS5duqSuHxsbq3arMRqNjB8/nitXrrB+/fp0A25m5OkxRjLj6OjI6tWrMZlMZje9wcHBJCQkmBVyChQowIwZMxgyZAjdu3f/19vLSMWKFXF2dubEiRM4OTkREhKC0WhUuxIZDAbWrl1LixYt2Lx5M8WLF6dp06Z4enri6enJ3r17CQgIUAsjI0aMoHHjxsyZMwdPT0+cnZ2pW7fuc89LVtnb25OUlMSePXto0KABWq0WOzs78uXLx549e2jYsGGGH9BOTk6cOnUq3Vgo/v7+6gCuRYoUYfbs2Wi1Wo4cOcLYsWNZtmzZC3/gd+jQgcjISMaNG8ePP/5oNu+dd95Bp9PRrl07AKpWrUrp0qW5fPkypUqVIjY2Vl32yWvyaU8Wt16Wo6OjOoDvkxYuXEj58uXTtXZ52g8//ED9+vVxdHTEwcEBLy8vVqxYwebNm9XCiE6ny7S4I4T499I+n9JaSArLJPmxbJIfyyW5sWxvc36ePDab5/+O+NJsrF/8/F24cEH9/+nTp6ebrygKo0ePxsfHB41Gw8yZM83mT5o0CUi9b0uT1rU/Iw0bNjS7Z+jcuTOdO3cGoFSpUixZsiTdOi4uLi90r/Lk+c7smsrVdxTlypUjJiZGbd1x/fp1vvjiC/z9/dMNaDl69GiKFSvGkiVL1KIIpHahWLp0KZDa/Wbv3r00b96cJk2aEBUVRXR0NCaTieDgYJo1awak3izHxcWxZs2aLBVFXoSzszNlypRhzpw56tgcly5dIjAwMMOnd9SpU4du3brxn//855Vs72n37t3jr7/+ombNmoSFhQEQHh5OaGgooaGhbNq0iSNHjvD3339jMpmYNWuWWfeOc+fOUbVqVfV9WiGrYsWKjBkzhtGjR3P37t0snp2sadSoET/++KPZH5uLiws//vhjpl020p44s3v3bnXajh07+O2339Tz9ORN/MSJE7l69ap67byoMWPGcPz4cfbs2WM23cbGho8++kgtol27do0bN25QoUIFXF1d2bVrFw8ePCA5OZktW7bg6ur6UvvPio8//li9ztP+xqKioli1ahWVK1d+7voPHz5kzpw5PHjwAICUlBQuXrxodj3cuHGD8uXLv5b4hRBCCCGEELlDrm4xUrhwYapWrcrp06dxcnJi0aJFGAwGAgIC1KeWNG7cmObNmxMWFoaDgwOdOnVS19+wYYNaLXN3d0dRFMaPH6+2Hpk4cSIDBw5Er9dTp04devXqxa1bt1i/fj3lypUza6Uxb9487t+/T1BQEMuWLXvpY0obGXjGjBm0b98enU6HjY0Nvr6+Zo/MfdKIESPSjW3xb7aX1g1Do9GQmJhI3759qV+/PoMHD6ZHjx7qIDoAH3zwAa6urqxduxYfHx8eP35M37591YF46tatq1Ydn9azZ08iIiL46quv1HP29HgVYD5OR1Y0adKE4OBgs0FJ0wojT4+PkaZo0aIsX76c77//nqCgIBRF4d1332X58uUULVo0XX+6ggULMnv2bHr37o2zszOQ8RgjmY2RUqJECQYMGMD3339P06ZNzVo+TZs2jUmTJuHu7g7A1KlTKVq0KEWLFuXTTz+lR48eGAwGPv74Y3UMlH/j6TFGIPVRxA4ODqxatYpp06axdu1arKysKFy4cLquN5nlbPjw4cybN4/OnTur10za02jSREZGmg3uKoQQQgghhBAvSqO8jcP9voDIyEi2bdvGtGnTsjsUFEXBx8eHqVOnZncoQli8mJgYRo4cyfr165+5XFJSEmfOnGHq1kpEx7/8+DNC5CZWWoiYa4OiKBw/fhxnZ+e3tjlzTib5sWySH8slubFsb3N+FEXh/PnzVK5cOcd2B1cUhYSEBLNxUiyVyWTiwoULVKlSxWyMkTNnzlC9enXy5s2rLpurW4xAareJ7du3c/HixSx1DXmdYmJi6NixY7bGIEROsWDBgkxbE2XESpv6EkI83+sYHV8IIYTI7TQaDVZWVhgMhn/1wAiRNYmJieh0uiwVcHJ9YQSwmBYapUqVMnvErxAic08+BjorVo+zJm/e1zPitxBvI71BwVq+JQghhBCvlK2tLTExMZQpUyZHthpJG/LAkjueKIpCYmIiN2/ezPRhE0+TrzxCiFzBkj+8c7O3ublsTmdjrZG/GyGEEOIVK1GiBNevX+fixYvZHcpL0+v16cYYtDQ6nQ47OztsbW2ztvxrjkcIIYQQQgghhBCAVqvF3t4+x/74oCgKJ06coGbNmhb9o9aLxiaFESGEEEIIIYQQ4g2y5KJCVmg0mhx/DE/KeZ2ahBBCCCGEEEIIIV4RaTEihHirmUwmAJKTk9+qqvbbIq0ZaVJSkuTHAkl+LJvkx7JJfiyX5MaySX4sW07PT3JyMvC/e4Q0GiWndm4SQogsuH//PpcvX87uMIQQQgghhBAWwsHBwWxgVimMCCHeakajkcePH2NtbZ0jH4kmhBBCCCGEeDVMJhMGg4ECBQqg0/2vA40URoQQQgghhBBCCJFryc+nQgghhBBCCCGEyLWkMCKEEEIIIYQQQohcSwojQgghhBBCCCGEyLWkMCKEEEIIIYQQQohcSwojQgghhBBCCCGEyLWkMCKEEEIIIYQQQohcSwojQgghhBBCCCGEyLWkMCKEeKvt3r0bd3d32rVrx5QpUzAajdkd0ltrw4YNtG3blvbt2zNkyBDu3btHbGwsffr0oW3btvTs2ZOrV6+qywcGBvLxxx/Tvn17goOD1el//PEHHTp0oF27dowePZqEhAQAHj9+zLBhw3B3d6dz586cOnXqjR9jTrdy5Uq6desGILmxIAcOHKBTp064u7vj7e2NXq+X/FiQrVu34u7uTtu2bfn6668lPxZAr9fTt29fwsPDgTf3ebZ27Vo++eQT2rVrx4IFC97Q0eY8T+fn8uXL9OrVi/bt29OxY0cOHTqkLiv5efOezk+amzdvUq9ePa5cuaJOy1X5UYQQ4i0VGxurNGnSRLl9+7aSkpKiDB8+XNmwYUN2h/VWunjxouLq6qrEx8criqIoAQEByoQJE5QhQ4Yoa9asURRFUfbt26d4enoqiqIoe/bsUbp3764kJycr8fHxSqtWrZQrV64oycnJiouLi3Lu3DlFURRl+vTpypw5cxRFUZSpU6cqM2bMUBRFUf766y+lefPmisFgeNOHmmOdOXNG+fDDD5WuXbsqiqJIbizEtWvXlIYNGyr//e9/FUVRlFGjRik//vij5MdCPHjwQKlbt64SFxenmEwmZejQocqaNWskP9no3LlzSpcuXRRHR0clLCxMUZQ383l29uxZpVWrVsqDBw+UpKQkxdPTU4mIiHjTh2/xMspP586dld27dyuKoiiXL19W6tevryQnJ0t+skFG+VEURTEYDErv3r2VWrVqKZcvX1YUJff9/UiLESHEW+vQoUPUq1cPOzs7tFotXbt2Zfv27dkd1lspb968TJkyBVtbWwAqV67MrVu3iIiIoFOnTgC4ublx48YNbt26RWhoKO3bt8fGxgZbW1tatWrFjh07OHXqFHZ2dlSpUgWAbt26qTkLDQ2lc+fOAFSvXp1ixYpx4sSJbDjanOfx48dMnDiR0aNHA2AwGCQ3FmLPnj20bt0ae3t7AHx8fGjdurXkx0KkpKRgNBpJSEjAaDSSlJSElZWV5CcbrVu3jiFDhuDo6Ai8uc+z0NBQWrZsSaFChciTJw8dOnSQ7xQZeDo/AJ6enri5uQFgb2+P0WjkwYMHkp9skFF+ILVlSIsWLXjnnXfUabktP1IYEUK8tWJjYylVqpT63s7OjpiYmGyM6O1VtmxZmjRpAsCjR49YtGgR9evXJ2/evOTLl09drmTJkty+fZuYmJgMc5PZdCDDebdv337dh/ZWmDx5Mp999hmlS5cGID4+XnJjIa5du4ZWq2X48OF4eHgQGBiITqeT/FiIIkWK4O3tTZs2bXBxceHBgwd89NFHkp9s5Ovri6urq/r+TX2ePWsd8T9P5wega9euWFlZAbB48WIqVKhA8eLFJT/ZIKP8HDp0iEuXLvHpp5+aTc9t+ZHCiBDirWUymczeK4qCVisfe6/T3bt3+eyzz6hZsyYeHh5oNJp0y1hZWaEoitm8tNw8K2cZrZP2RUtkLiQkBGtra9q0aaNOM5lMkhsLYTQaCQsLw8fHh82bN5OQkMDcuXMlPxbi/PnzbNiwgX379hEREUHNmjVZtGiR5MeCvKnPs8y2JbJu/vz5/Pzzz8ydOxfI+FxLft6sf/75h++//55p06al+zvKbfmxrGiEEOIVKlWqFLGxser72NhY7OzssjGit9uVK1fo1q0bjRs3ZurUqRQrVozExESSk5PVZdJykFlu3n333UxzltE6JUuWfANHlrNt27aNkydP4uHhgY+PDxcvXmTs2LGSGwtRokQJ6tevj52dHTqdDnd3d27evCn5sRARERE0aNAAOzs7rKys8PT05MiRI5IfC/Km/q2R7xQvz2g0MnbsWPbv38/69evV1ouSn+y3f/9+Hj16RL9+/fDw8CA2NpZhw4Zx8uTJXJcfKYwIId5aTZo0ISoqiujoaEwmE8HBwTRr1iy7w3orPXjwgH79+jFgwAC8vb0B0Ol0NG7cmE2bNgGp/U6LFStGqVKlcHV1ZevWrej1eu7fv8+uXbto1qwZjo6O3Lp1i/PnzwOwceNGNWfNmjVj48aNAJw5c4bo6Oh0fWRFesuXL+fXX39l69at+Pv7U6lSJVauXCm5sRBubm5ERkYSFxcHpD6hplq1apIfC1GtWjUOHz5MfHw8kJoLR0dHyY8FeVP/1ri6urJr1y4ePHhAcnIyW7ZsSdclQWTM39+fuLg41qxZQ4kSJdTpkp/s17VrV/bt28fWrVvZunUrJUuWZP78+Tg5OeW6/GgURVGyOwghhHhd9uzZQ1BQEHq9njp16uDr64u1tXV2h/XWWbBgAYsWLaJChQrqNAcHB8aOHcv48eOJiYkhb968TJs2jUqVKgGpA33t3r0bo9GIl5cXvXv3BlIfATdt2jQSExMpX748M2fOpGDBgjx8+BAfHx8uX76MVqtlwoQJ1K9fP1uON6c6evQos2fPZuPGjcTExEhuLMQvv/zC0qVLMRqNVKlSBX9/fx4/fiz5sRDLly9n/fr12NjYYG9vj5+fHwaDQfKTzby8vBgwYAAuLi5v7PNs7dq1/PTTTxgMBj7++GN1QGuRXlp+HBwccHNzo1y5cmbjwMybN49y5cpJfrLJk38/T3Jzc2PZsmXq97nclB8pjAghhBBCCCGEECLXkq40QgghhBBCCCGEyLWkMCKEEEIIIYQQQohcSwojQgghhBBCCCGEyLWkMCKEEEIIIYQQQohcSwojQgghhBBCCCGEyLX+H7zcpTJhGgfnAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2-N68hGgcNde",
        "outputId": "df5afde1-4a06-4ab6-976f-16385a6ed737"
      },
      "source": [
        "x[['InvoiceNo']].sort_values('InvoiceNo', ascending=False).head(10).sort_values('InvoiceNo').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most purchased items by customers');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KDog61yMcNdm",
        "outputId": "e7830c28-5f66-4446-eb65-5546c4393d2c"
      },
      "source": [
        "x[['Quantity']].sort_values('Quantity', ascending=False).head(10).sort_values('Quantity').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most purchased items in terms of quantity');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fWQl-eTCcNdr",
        "outputId": "d5319cfe-75c4-4d21-b5d3-8a3c23c5aa97"
      },
      "source": [
        "x = add_percentages(x, ['InvoiceNo','Quantity','TotalPrice'])\n",
        "x.sort_values(['TotalPrice_%', 'InvoiceNo_%', 'Quantity_%'], ascending=False).head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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></th>\n",
              "      <th>InvoiceNo</th>\n",
              "      <th>Quantity</th>\n",
              "      <th>UnitPrice</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>StockCode</th>\n",
              "      <th>Description</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>22423</th>\n",
              "      <th>REGENCY CAKESTAND 3 TIER</th>\n",
              "      <td>1713</td>\n",
              "      <td>12374</td>\n",
              "      <td>12.482896</td>\n",
              "      <td>142264.75</td>\n",
              "      <td>0.437795</td>\n",
              "      <td>0.244502</td>\n",
              "      <td>1.658989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85123A</th>\n",
              "      <th>WHITE HANGING HEART T-LIGHT HOLDER</th>\n",
              "      <td>2016</td>\n",
              "      <td>36706</td>\n",
              "      <td>2.892768</td>\n",
              "      <td>100392.10</td>\n",
              "      <td>0.515233</td>\n",
              "      <td>0.725285</td>\n",
              "      <td>1.170700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85099B</th>\n",
              "      <th>JUMBO BAG RED RETROSPOT</th>\n",
              "      <td>1615</td>\n",
              "      <td>46078</td>\n",
              "      <td>2.015969</td>\n",
              "      <td>85040.54</td>\n",
              "      <td>0.412749</td>\n",
              "      <td>0.910469</td>\n",
              "      <td>0.991681</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23166</th>\n",
              "      <th>MEDIUM CERAMIC TOP STORAGE JAR</th>\n",
              "      <td>198</td>\n",
              "      <td>77916</td>\n",
              "      <td>1.220303</td>\n",
              "      <td>81416.73</td>\n",
              "      <td>0.050603</td>\n",
              "      <td>1.539566</td>\n",
              "      <td>0.949423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47566</th>\n",
              "      <th>PARTY BUNTING</th>\n",
              "      <td>1389</td>\n",
              "      <td>15279</td>\n",
              "      <td>4.876220</td>\n",
              "      <td>68785.23</td>\n",
              "      <td>0.354990</td>\n",
              "      <td>0.301902</td>\n",
              "      <td>0.802124</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84879</th>\n",
              "      <th>ASSORTED COLOUR BIRD ORNAMENT</th>\n",
              "      <td>1395</td>\n",
              "      <td>35263</td>\n",
              "      <td>1.680710</td>\n",
              "      <td>56413.03</td>\n",
              "      <td>0.356523</td>\n",
              "      <td>0.696772</td>\n",
              "      <td>0.657848</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23084</th>\n",
              "      <th>RABBIT NIGHT LIGHT</th>\n",
              "      <td>823</td>\n",
              "      <td>27153</td>\n",
              "      <td>2.012770</td>\n",
              "      <td>51251.24</td>\n",
              "      <td>0.210336</td>\n",
              "      <td>0.536524</td>\n",
              "      <td>0.597655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79321</th>\n",
              "      <th>CHILLI LIGHTS</th>\n",
              "      <td>521</td>\n",
              "      <td>9646</td>\n",
              "      <td>5.428445</td>\n",
              "      <td>46265.11</td>\n",
              "      <td>0.133153</td>\n",
              "      <td>0.190598</td>\n",
              "      <td>0.539510</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22086</th>\n",
              "      <th>PAPER CHAIN KIT 50'S CHRISTMAS</th>\n",
              "      <td>1002</td>\n",
              "      <td>15585</td>\n",
              "      <td>2.936986</td>\n",
              "      <td>42566.43</td>\n",
              "      <td>0.256083</td>\n",
              "      <td>0.307949</td>\n",
              "      <td>0.496379</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22502</th>\n",
              "      <th>PICNIC BASKET WICKER 60 PIECES</th>\n",
              "      <td>2</td>\n",
              "      <td>61</td>\n",
              "      <td>649.500000</td>\n",
              "      <td>39619.50</td>\n",
              "      <td>0.000511</td>\n",
              "      <td>0.001205</td>\n",
              "      <td>0.462014</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                              InvoiceNo  Quantity   UnitPrice  \\\n",
              "StockCode Description                                                           \n",
              "22423     REGENCY CAKESTAND 3 TIER                 1713     12374   12.482896   \n",
              "85123A    WHITE HANGING HEART T-LIGHT HOLDER       2016     36706    2.892768   \n",
              "85099B    JUMBO BAG RED RETROSPOT                  1615     46078    2.015969   \n",
              "23166     MEDIUM CERAMIC TOP STORAGE JAR            198     77916    1.220303   \n",
              "47566     PARTY BUNTING                            1389     15279    4.876220   \n",
              "84879     ASSORTED COLOUR BIRD ORNAMENT            1395     35263    1.680710   \n",
              "23084     RABBIT NIGHT LIGHT                        823     27153    2.012770   \n",
              "79321     CHILLI LIGHTS                             521      9646    5.428445   \n",
              "22086     PAPER CHAIN KIT 50'S CHRISTMAS           1002     15585    2.936986   \n",
              "22502     PICNIC BASKET WICKER 60 PIECES              2        61  649.500000   \n",
              "\n",
              "                                              TotalPrice  InvoiceNo_%  \\\n",
              "StockCode Description                                                   \n",
              "22423     REGENCY CAKESTAND 3 TIER             142264.75     0.437795   \n",
              "85123A    WHITE HANGING HEART T-LIGHT HOLDER   100392.10     0.515233   \n",
              "85099B    JUMBO BAG RED RETROSPOT               85040.54     0.412749   \n",
              "23166     MEDIUM CERAMIC TOP STORAGE JAR        81416.73     0.050603   \n",
              "47566     PARTY BUNTING                         68785.23     0.354990   \n",
              "84879     ASSORTED COLOUR BIRD ORNAMENT         56413.03     0.356523   \n",
              "23084     RABBIT NIGHT LIGHT                    51251.24     0.210336   \n",
              "79321     CHILLI LIGHTS                         46265.11     0.133153   \n",
              "22086     PAPER CHAIN KIT 50'S CHRISTMAS        42566.43     0.256083   \n",
              "22502     PICNIC BASKET WICKER 60 PIECES        39619.50     0.000511   \n",
              "\n",
              "                                              Quantity_%  TotalPrice_%  \n",
              "StockCode Description                                                   \n",
              "22423     REGENCY CAKESTAND 3 TIER              0.244502      1.658989  \n",
              "85123A    WHITE HANGING HEART T-LIGHT HOLDER    0.725285      1.170700  \n",
              "85099B    JUMBO BAG RED RETROSPOT               0.910469      0.991681  \n",
              "23166     MEDIUM CERAMIC TOP STORAGE JAR        1.539566      0.949423  \n",
              "47566     PARTY BUNTING                         0.301902      0.802124  \n",
              "84879     ASSORTED COLOUR BIRD ORNAMENT         0.696772      0.657848  \n",
              "23084     RABBIT NIGHT LIGHT                    0.536524      0.597655  \n",
              "79321     CHILLI LIGHTS                         0.190598      0.539510  \n",
              "22086     PAPER CHAIN KIT 50'S CHRISTMAS        0.307949      0.496379  \n",
              "22502     PICNIC BASKET WICKER 60 PIECES        0.001205      0.462014  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4SeI84NYcNdv",
        "outputId": "9c413ce9-42e9-412b-fafd-1372a6dfc3ec"
      },
      "source": [
        "x = data[data.status == \"returned\"].groupby(['StockCode','Description']).agg({'InvoiceNo': 'count',\n",
        "                                                   'Quantity': 'sum',\n",
        "                                                   'UnitPrice':'mean',\n",
        "                                                   'TotalPrice': 'sum'})\n",
        "\n",
        "x[['InvoiceNo']].sort_values('InvoiceNo', ascending=False).head(10).sort_values('InvoiceNo').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most returned items by customers');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y7xiXkvDcNdz",
        "outputId": "c15471ac-d287-4f1c-8f5b-92597800941f"
      },
      "source": [
        "x[['TotalPrice']].sort_values('TotalPrice').head(10).sort_values('TotalPrice', ascending=False).plot(kind='barh',\n",
        "                                                                                                     title = 'Top 10 most costly returned items');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PILzshRLcNd4"
      },
      "source": [
        "## Location Hierarchy Analytics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VLQbGBEicNd5"
      },
      "source": [
        "x = data.groupby(['Country']).agg({'InvoiceNo': 'count',\n",
        "                                   'TotalPrice': 'sum'})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WbeSiBgIcNd8",
        "outputId": "2a361386-fe87-4fed-e60a-cba4e4eafb09"
      },
      "source": [
        "x[['InvoiceNo']].sort_values('InvoiceNo', ascending=False).plot(kind='bar',\n",
        "                                                               title = 'Total invoices by Country');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vElR0fFFcNeA"
      },
      "source": [
        "Most invoices are issued from the United Kingdom.\n",
        "\n",
        "Let's have a closer look at the remaining countries, by looking at the bar plot tail"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PysTlOEtcNeB",
        "outputId": "3e7ad29f-3b07-44e1-c841-f28bb7a48052"
      },
      "source": [
        "xx = x.reset_index()\n",
        "xx = xx[xx.Country != 'United Kingdom']\n",
        "xx = xx.set_index(\"Country\")\n",
        "xx[['InvoiceNo']].sort_values('InvoiceNo', ascending=False).plot(kind='bar',\n",
        "                                                                title = 'Total invoices by Countries other than UK');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ih_73Jg6cNeG",
        "outputId": "69ac8232-ced8-42e0-95f9-11540f0458a0"
      },
      "source": [
        "x[['TotalPrice']].sort_values('TotalPrice', ascending=False).plot(kind='bar',\n",
        "                                                               title = 'Total profit by Country');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yABL0HjQcNeO",
        "outputId": "5e3f6751-ce76-42d0-b7ec-36ff972252af"
      },
      "source": [
        "xx[['TotalPrice']].sort_values('TotalPrice', ascending=False).plot(kind='bar',\n",
        "                                                                title = 'Total profit by Countries other than UK');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k0l0RhaycNeR",
        "outputId": "9c365197-4354-409d-e0b9-5809ebb5c249"
      },
      "source": [
        "x = add_percentages(x, ['InvoiceNo','TotalPrice'])\n",
        "x.sort_values(['TotalPrice_%', 'InvoiceNo_%'], ascending=False).head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>InvoiceNo</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>356115</td>\n",
              "      <td>6.803966e+06</td>\n",
              "      <td>89.076629</td>\n",
              "      <td>82.252394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Netherlands</th>\n",
              "      <td>2326</td>\n",
              "      <td>2.834795e+05</td>\n",
              "      <td>0.581813</td>\n",
              "      <td>3.426953</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>EIRE</th>\n",
              "      <td>7467</td>\n",
              "      <td>2.515575e+05</td>\n",
              "      <td>1.867754</td>\n",
              "      <td>3.041051</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Germany</th>\n",
              "      <td>9080</td>\n",
              "      <td>2.006197e+05</td>\n",
              "      <td>2.271221</td>\n",
              "      <td>2.425269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>France</th>\n",
              "      <td>8154</td>\n",
              "      <td>1.815715e+05</td>\n",
              "      <td>2.039596</td>\n",
              "      <td>2.194998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Australia</th>\n",
              "      <td>1253</td>\n",
              "      <td>1.369225e+05</td>\n",
              "      <td>0.313418</td>\n",
              "      <td>1.655241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Switzerland</th>\n",
              "      <td>1843</td>\n",
              "      <td>5.185940e+04</td>\n",
              "      <td>0.460998</td>\n",
              "      <td>0.626923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Spain</th>\n",
              "      <td>2462</td>\n",
              "      <td>5.174665e+04</td>\n",
              "      <td>0.615831</td>\n",
              "      <td>0.625560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Belgium</th>\n",
              "      <td>1971</td>\n",
              "      <td>3.666296e+04</td>\n",
              "      <td>0.493015</td>\n",
              "      <td>0.443214</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Japan</th>\n",
              "      <td>355</td>\n",
              "      <td>3.541979e+04</td>\n",
              "      <td>0.088798</td>\n",
              "      <td>0.428186</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                InvoiceNo    TotalPrice  InvoiceNo_%  TotalPrice_%\n",
              "Country                                                           \n",
              "United Kingdom     356115  6.803966e+06    89.076629     82.252394\n",
              "Netherlands          2326  2.834795e+05     0.581813      3.426953\n",
              "EIRE                 7467  2.515575e+05     1.867754      3.041051\n",
              "Germany              9080  2.006197e+05     2.271221      2.425269\n",
              "France               8154  1.815715e+05     2.039596      2.194998\n",
              "Australia            1253  1.369225e+05     0.313418      1.655241\n",
              "Switzerland          1843  5.185940e+04     0.460998      0.626923\n",
              "Spain                2462  5.174665e+04     0.615831      0.625560\n",
              "Belgium              1971  3.666296e+04     0.493015      0.443214\n",
              "Japan                 355  3.541979e+04     0.088798      0.428186"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dFjxVMN3cNeW"
      },
      "source": [
        "## Location Hierarchy Analytics conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s3UhG1lucNeX"
      },
      "source": [
        "Most curtomers are from the UK (89% number of purchased, 82.25% of the profit)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gWWL8wY7cNeX"
      },
      "source": [
        "## Customer Hierarchy\n",
        "\n",
        "In this section, we will look at the customer hierarchy.\n",
        "\n",
        "We will try to figure out who are the top customers and which countries they are from."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7nJWgjKpcNeY",
        "outputId": "9c10724a-ee34-407f-8979-6f8a61988ab7"
      },
      "source": [
        "x = data[data.status == \"purchased\"].groupby(['CustomerID','Country']).agg({'Quantity': 'sum',\n",
        "                                                                  'TotalPrice': 'sum',\n",
        "                                                                  'InvoiceNo':'count'})\n",
        "x = add_percentages(x, ['TotalPrice','InvoiceNo', 'Quantity'])\n",
        "x.sort_values(['TotalPrice_%', 'InvoiceNo_%', 'Quantity_%'], ascending=False).head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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></th>\n",
              "      <th>Quantity</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Country</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>14646.0</th>\n",
              "      <th>Netherlands</th>\n",
              "      <td>196844</td>\n",
              "      <td>279138.02</td>\n",
              "      <td>2060</td>\n",
              "      <td>3.255106</td>\n",
              "      <td>0.526479</td>\n",
              "      <td>3.889500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18102.0</th>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>64124</td>\n",
              "      <td>259657.30</td>\n",
              "      <td>431</td>\n",
              "      <td>3.027936</td>\n",
              "      <td>0.110152</td>\n",
              "      <td>1.267045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17450.0</th>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>69973</td>\n",
              "      <td>194390.79</td>\n",
              "      <td>336</td>\n",
              "      <td>2.266845</td>\n",
              "      <td>0.085872</td>\n",
              "      <td>1.382618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14911.0</th>\n",
              "      <th>EIRE</th>\n",
              "      <td>80238</td>\n",
              "      <td>140336.83</td>\n",
              "      <td>5668</td>\n",
              "      <td>1.636507</td>\n",
              "      <td>1.448583</td>\n",
              "      <td>1.585447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12415.0</th>\n",
              "      <th>Australia</th>\n",
              "      <td>77373</td>\n",
              "      <td>124564.53</td>\n",
              "      <td>713</td>\n",
              "      <td>1.452582</td>\n",
              "      <td>0.182223</td>\n",
              "      <td>1.528836</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                           Quantity  TotalPrice  InvoiceNo  TotalPrice_%  \\\n",
              "CustomerID Country                                                         \n",
              "14646.0    Netherlands       196844   279138.02       2060      3.255106   \n",
              "18102.0    United Kingdom     64124   259657.30        431      3.027936   \n",
              "17450.0    United Kingdom     69973   194390.79        336      2.266845   \n",
              "14911.0    EIRE               80238   140336.83       5668      1.636507   \n",
              "12415.0    Australia          77373   124564.53        713      1.452582   \n",
              "\n",
              "                           InvoiceNo_%  Quantity_%  \n",
              "CustomerID Country                                  \n",
              "14646.0    Netherlands        0.526479    3.889500  \n",
              "18102.0    United Kingdom     0.110152    1.267045  \n",
              "17450.0    United Kingdom     0.085872    1.382618  \n",
              "14911.0    EIRE               1.448583    1.585447  \n",
              "12415.0    Australia          0.182223    1.528836  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ehFTqRIMcNec",
        "outputId": "fbcb755a-b3d7-4227-af49-e5bf8ceffb2d"
      },
      "source": [
        "x[['InvoiceNo']].sort_values('InvoiceNo', ascending=False).head(10).sort_values('InvoiceNo').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most loyal customers');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e6AlScnGcNeg",
        "outputId": "83513c1b-ecc5-44f3-db6c-f53f057ba421"
      },
      "source": [
        "x[['TotalPrice']].sort_values('TotalPrice', ascending=False).head(10).sort_values('TotalPrice').plot(kind='barh',\n",
        "                                                                                                 title = 'Top 10 most willing to pay customers');"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x350 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gditJfMQcNel",
        "outputId": "c6b8224c-633c-44fd-ef1b-8974b5cb60e1"
      },
      "source": [
        "x.sort_values(['TotalPrice_%'], ascending=False).head(5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "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></th>\n",
              "      <th>Quantity</th>\n",
              "      <th>TotalPrice</th>\n",
              "      <th>InvoiceNo</th>\n",
              "      <th>TotalPrice_%</th>\n",
              "      <th>InvoiceNo_%</th>\n",
              "      <th>Quantity_%</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CustomerID</th>\n",
              "      <th>Country</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>14646.0</th>\n",
              "      <th>Netherlands</th>\n",
              "      <td>196844</td>\n",
              "      <td>279138.02</td>\n",
              "      <td>2060</td>\n",
              "      <td>3.255106</td>\n",
              "      <td>0.526479</td>\n",
              "      <td>3.889500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18102.0</th>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>64124</td>\n",
              "      <td>259657.30</td>\n",
              "      <td>431</td>\n",
              "      <td>3.027936</td>\n",
              "      <td>0.110152</td>\n",
              "      <td>1.267045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17450.0</th>\n",
              "      <th>United Kingdom</th>\n",
              "      <td>69973</td>\n",
              "      <td>194390.79</td>\n",
              "      <td>336</td>\n",
              "      <td>2.266845</td>\n",
              "      <td>0.085872</td>\n",
              "      <td>1.382618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14911.0</th>\n",
              "      <th>EIRE</th>\n",
              "      <td>80238</td>\n",
              "      <td>140336.83</td>\n",
              "      <td>5668</td>\n",
              "      <td>1.636507</td>\n",
              "      <td>1.448583</td>\n",
              "      <td>1.585447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12415.0</th>\n",
              "      <th>Australia</th>\n",
              "      <td>77373</td>\n",
              "      <td>124564.53</td>\n",
              "      <td>713</td>\n",
              "      <td>1.452582</td>\n",
              "      <td>0.182223</td>\n",
              "      <td>1.528836</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                           Quantity  TotalPrice  InvoiceNo  TotalPrice_%  \\\n",
              "CustomerID Country                                                         \n",
              "14646.0    Netherlands       196844   279138.02       2060      3.255106   \n",
              "18102.0    United Kingdom     64124   259657.30        431      3.027936   \n",
              "17450.0    United Kingdom     69973   194390.79        336      2.266845   \n",
              "14911.0    EIRE               80238   140336.83       5668      1.636507   \n",
              "12415.0    Australia          77373   124564.53        713      1.452582   \n",
              "\n",
              "                           InvoiceNo_%  Quantity_%  \n",
              "CustomerID Country                                  \n",
              "14646.0    Netherlands        0.526479    3.889500  \n",
              "18102.0    United Kingdom     0.110152    1.267045  \n",
              "17450.0    United Kingdom     0.085872    1.382618  \n",
              "14911.0    EIRE               1.448583    1.585447  \n",
              "12415.0    Australia          0.182223    1.528836  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4RSPl2oCcNes"
      },
      "source": [
        "Customer **17841** from the Unted Kingdom is the most loyal customer for this retail company. In fact, he purchased 7667 times throughout the year, which represents ~2% of the overall purchases.\n",
        "\n",
        "Customer **14646** from the Netherlands is the most willing to pay customer. His purchases represent ~3.3% from the overall profit."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "o7wwbpXdcNeu"
      },
      "source": [
        "### Customer Hierarchy conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pvjx1ULgcNev"
      },
      "source": [
        "Even though, most customers are from the UK, this company needs to invest in a fidelity programs for all of its clients.\n",
        "\n",
        "In fact, we have seen that the most willing to pay customer is actually from the Netherlands.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6XKAaX3LcNew"
      },
      "source": [
        "## Time series analysis"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XxnT4mk5cNex"
      },
      "source": [
        "In this section, we will focus on the quantities sold and their corresponding prices.\n",
        "\n",
        "We will only consider exactly one year data starting from 2010-12-01 to 2011-12-01.\n",
        "\n",
        "We only consider purchased products and disregard returned ones.\n",
        "\n",
        "We will look at one product at a time.\n",
        "\n",
        "We will select, for this analysis part, items that figure in the top 10 most purchased and profitable products.\n",
        "\n",
        "For each product, we will look at three plots:\n",
        "1. One that represents price fluctuations over months.\n",
        "2. One that represents quantity over months.\n",
        "3. One that represents quantity over price.\n",
        "\n",
        "Prices are averaged. Quantites are summed by month."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j_mHAleycNey"
      },
      "source": [
        "#### Product 22423"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NzA9S2rQcNey",
        "outputId": "08defd68-c75d-4c18-efa7-46767c2cb755"
      },
      "source": [
        "StockCode = \"22423\"\n",
        "quantity_price_plots(data , StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0Q8iGSfWcNe6",
        "outputId": "743908b2-97e5-44b7-a012-6933aee485eb"
      },
      "source": [
        "quantity_over_price_plot(data, StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4TceOZERcNfA"
      },
      "source": [
        "#### Product 22423 interpretation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QOuAgNCgcNfD"
      },
      "source": [
        "Price has been more or less set constant from January to August.\n",
        "\n",
        "We note a raise in price by the end of the year going from September to November and then a drop in December.\n",
        "\n",
        "Customers bought the most in December just after a drop in Price from 12.7 to 12.3.\n",
        "\n",
        "The relationship between price and sales is split into two categories:\n",
        "1. Price from 4 to 11:\n",
        "\n",
        "Inside this price range, customers buy more of this product when its price gets higher. Reasons for this may be: Product is still new and not recognized; customers don't trust products with low prices.\n",
        "\n",
        "2. Price from 11 to 25\n",
        "\n",
        "Inside this price range customers buy more when of this product when its price gets lower."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sSM7ta8icNfD"
      },
      "source": [
        "#### Product 85123A"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8HJYs_w3cNfE",
        "outputId": "dbde47ae-90b0-4880-c400-d7eeff63d53d"
      },
      "source": [
        "StockCode = \"85123A\"\n",
        "quantity_price_plots(data, StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "52JiwnR-cNfK",
        "outputId": "6561b087-87e8-4662-b372-83f575744861"
      },
      "source": [
        "from functions import *\n",
        "quantity_over_price_plot(data, StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6et3yTQGcNfO"
      },
      "source": [
        "Similarly to product 22423, the price for 85123A has been more or less set constant from January to August with a sudden raise in October and a drop from November to December.\n",
        "\n",
        "The period of time from August to November is quite interesting.\n",
        "\n",
        "We note a drop in sales after a raise in price in October. This is followed by a drop in price in November and in consequence a raise in sales. Even though the price in November isn't the lowest one throughout the year (it is actually above the mediane value), sales reached a considerable high peak.\n",
        "\n",
        "In other words, we see that customers buy more after a considerable drop in price, even if the reduced price isn't the lowest throughout the year.\n",
        "\n",
        "This product is elastic. In fact customers generally buy it more when its price drops.\n",
        "\n",
        "**It is a good pricing strategy to increase it from its mediane value just before lowering it, as seen in in October to November period.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uenyKJMxcNfP"
      },
      "source": [
        "#### Product 47566"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pUWjaAvacNfP",
        "outputId": "32331f9a-6b17-4bb8-a44a-4e4fb8628706"
      },
      "source": [
        "StockCode = \"47566\"\n",
        "quantity_price_plots(data[data.InvoiceDate < \"2011-12-01\"], StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "twUgHXKgcNfV",
        "outputId": "4138681f-0c37-4cde-962d-75cdda218490"
      },
      "source": [
        "quantity_over_price_plot(data, StockCode)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x420 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "R0GOjMJ1cNfb"
      },
      "source": [
        "#### Product 47566 interpretation"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yFywcWz-cNfd"
      },
      "source": [
        "This product elasticity can also be seperated in two periods:\n",
        "\n",
        "1. Period from January to March:\n",
        "    Sales rise as the price rises. It is possible that this product is getting introduced and the company is still testing the price. \n",
        "    \n",
        "2. Period from April to December:\n",
        "    Sales drop as the price rises. We note two peaks in sales in May and July both correlated with price drops.\n",
        "    \n",
        "    \n",
        "The prices for this product have been getting higher from July to November, and consequently, sales have been going lower in that period.\n",
        "\n",
        "We note a drop in price in December to the itial starting price, but sales still haven't picked up. It is possible that customers develeped loyalty for an alternative product that has a more or less constant price throughout the year."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XnD9_qzOcNfd"
      },
      "source": [
        "### Time series analysis conclusions\n",
        "\n",
        "Customers react differently to price changes from product to product which means that each product has its own price elasticity.\n",
        "\n",
        "\n",
        "Drops in price need to be seperated by a healthy period of time in order for it to drive more sales. \n",
        "\n",
        "The first drop in price after a high price, that has been put for a short period of time, can drive more sales.\n",
        "\n",
        "\n",
        "\n",
        "We are missing some crutial data points for the price and sales analysis.\n",
        "\n",
        "In fact, one year of data isn't enough to tell if a raise in price is due to seasonaliy or price change.\n",
        "\n",
        "We are also missing the marketing/promotion strategy for the product which generally is responsible for raise in sales."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D9wn10FmcNfe"
      },
      "source": [
        "# Study conclusions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HZmc0hWtcNff"
      },
      "source": [
        "Overall, we have concluded the following:\n",
        "1. Most curtomers are from the UK.\n",
        "2. Customers buy/spend the most in November.\n",
        "3. Customers buy/spend the most on Thursday but don't buy at all on Saturday.\n",
        "4. Customers buy/spend the most at lunch hours.\n",
        "5. Product 22423 is the most purchased and profitable product.\n",
        "6. There are some loyal customers. The company might consider investing marketing strategies in order to maintain their loyalty.\n",
        "7. Customers react differently to price changes from product to product.\n",
        "8. The first drop in price after a high price, put for a short period of time, can drive more sales."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AZDE337AcNff"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}