{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/hhboorstein/ds_portfolio/blob/main/DSBA_Logistic_Regression_Decision_Tree.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Vacation Lodge Project"
      ],
      "metadata": {
        "id": "lyvTyT6nNMa8"
      },
      "id": "lyvTyT6nNMa8"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Analyze the supplied data to determine what factors lead to cancelled hotel bookings. The data includes the following features:\n",
        "\n",
        "* Booking_ID: unique identifier of each booking\n",
        "* no_of_adults: Number of adults\n",
        "* no_of_children: Number of Children\n",
        "* no_of_weekend_nights: Number of weekend nights (Saturday or Sunday) the guest stayed or booked to stay at the hotel\n",
        "* no_of_week_nights: Number of week nights (Monday to Friday) the guest stayed or booked to stay at the hotel\n",
        "* type_of_meal_plan: Type of meal plan booked by the customer:\n",
        "    * Not Selected – No meal plan selected\n",
        "    * Meal Plan 1 – Breakfast\n",
        "    * Meal Plan 2 – Half board (breakfast and one other meal)\n",
        "    * Meal Plan 3 – Full board (breakfast, lunch, and dinner)\n",
        "* required_car_parking_space: Does the customer require a car parking space? (0 - No, 1- Yes)\n",
        "* room_type_reserved: Type of room reserved by the customer. The values are ciphered (encoded) by Vacation Lodge.\n",
        "* lead_time: Number of days between the date of booking and the arrival date\n",
        "* arrival_year: Year of arrival date\n",
        "* arrival_month: Month of arrival date\n",
        "* arrival_date: Date of the month\n",
        "* market_segment_type: Market segment designation.\n",
        "* repeated_guest: Is the customer a repeated guest? (0 - No, 1- Yes)\n",
        "* no_of_previous_cancellations: Number of previous bookings that were canceled by the customer prior to the current booking\n",
        "* no_of_previous_bookings_not_canceled: Number of previous bookings not canceled by the customer prior to the current booking\n",
        "* avg_price_per_room: Average price per day of the reservation; prices of the rooms are dynamic. (in euros)\n",
        "* no_of_special_requests: Total number of special requests made by the customer (e.g. high floor, view from the room, etc)\n",
        "* booking_status: Flag indicating if the booking was canceled or not."
      ],
      "metadata": {
        "id": "BM-Xq6PBMn9c"
      },
      "id": "BM-Xq6PBMn9c"
    },
    {
      "cell_type": "markdown",
      "id": "dirty-island",
      "metadata": {
        "id": "dirty-island"
      },
      "source": [
        "## Importing necessary libraries and data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "statewide-still",
      "metadata": {
        "id": "statewide-still"
      },
      "outputs": [],
      "source": [
        "# math and data\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# visualization\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# model building libraries\n",
        "from sklearn.model_selection import train_test_split, GridSearchCV\n",
        "import statsmodels.api as sm\n",
        "import sklearn.tree as tree\n",
        "\n",
        "# model assessment\n",
        "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
        "import sklearn.metrics as metrics"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# pandas display options\n",
        "pd.set_option('display.max_rows',100)\n",
        "pd.set_option('display.max_columns',None)"
      ],
      "metadata": {
        "id": "KoSiNwzQGgNd"
      },
      "id": "KoSiNwzQGgNd",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "inn=pd.read_csv('dataset.csv')"
      ],
      "metadata": {
        "id": "RPj1DSD_DowX"
      },
      "id": "RPj1DSD_DowX",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df=inn.copy()"
      ],
      "metadata": {
        "id": "RclD4_lNDy0M"
      },
      "id": "RclD4_lNDy0M",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "desperate-infection",
      "metadata": {
        "id": "desperate-infection"
      },
      "source": [
        "## Data Overview\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t0xNkV5yEKpa",
        "outputId": "ae62d4b0-31b7-4f6c-dbf7-bfa1e8a0a2cc"
      },
      "id": "t0xNkV5yEKpa",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 36275 entries, 0 to 36274\n",
            "Data columns (total 19 columns):\n",
            " #   Column                                Non-Null Count  Dtype  \n",
            "---  ------                                --------------  -----  \n",
            " 0   Booking_ID                            36275 non-null  object \n",
            " 1   no_of_adults                          36275 non-null  int64  \n",
            " 2   no_of_children                        36275 non-null  int64  \n",
            " 3   no_of_weekend_nights                  36275 non-null  int64  \n",
            " 4   no_of_week_nights                     36275 non-null  int64  \n",
            " 5   type_of_meal_plan                     36275 non-null  object \n",
            " 6   required_car_parking_space            36275 non-null  int64  \n",
            " 7   room_type_reserved                    36275 non-null  object \n",
            " 8   lead_time                             36275 non-null  int64  \n",
            " 9   arrival_year                          36275 non-null  int64  \n",
            " 10  arrival_month                         36275 non-null  int64  \n",
            " 11  arrival_date                          36275 non-null  int64  \n",
            " 12  market_segment_type                   36275 non-null  object \n",
            " 13  repeated_guest                        36275 non-null  int64  \n",
            " 14  no_of_previous_cancellations          36275 non-null  int64  \n",
            " 15  no_of_previous_bookings_not_canceled  36275 non-null  int64  \n",
            " 16  avg_price_per_room                    36275 non-null  float64\n",
            " 17  no_of_special_requests                36275 non-null  int64  \n",
            " 18  booking_status                        36275 non-null  object \n",
            "dtypes: float64(1), int64(13), object(5)\n",
            "memory usage: 5.3+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "persistent-juice",
      "metadata": {
        "id": "persistent-juice",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 427
        },
        "outputId": "1691ee23-fcb2-4c75-a75a-c33319245f34"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Booking_ID  no_of_adults  no_of_children  no_of_weekend_nights  \\\n",
              "30392   INN30393             1               0                     1   \n",
              "6685    INN06686             2               0                     1   \n",
              "8369    INN08370             2               0                     2   \n",
              "2055    INN02056             2               0                     0   \n",
              "10969   INN10970             1               0                     2   \n",
              "24881   INN24882             2               0                     3   \n",
              "28658   INN28659             2               0                     0   \n",
              "20853   INN20854             2               0                     1   \n",
              "8501    INN08502             2               0                     0   \n",
              "1942    INN01943             2               0                     0   \n",
              "\n",
              "       no_of_week_nights type_of_meal_plan  required_car_parking_space  \\\n",
              "30392                  0      Not Selected                           0   \n",
              "6685                   2       Meal Plan 1                           0   \n",
              "8369                   3       Meal Plan 1                           0   \n",
              "2055                   2      Not Selected                           0   \n",
              "10969                  4       Meal Plan 1                           0   \n",
              "24881                  7       Meal Plan 1                           0   \n",
              "28658                  3       Meal Plan 2                           0   \n",
              "20853                  2       Meal Plan 1                           0   \n",
              "8501                   3       Meal Plan 1                           0   \n",
              "1942                   2       Meal Plan 1                           0   \n",
              "\n",
              "      room_type_reserved  lead_time  arrival_year  arrival_month  \\\n",
              "30392        Room_Type 1         53          2018              9   \n",
              "6685         Room_Type 1         63          2018              4   \n",
              "8369         Room_Type 4         55          2018              9   \n",
              "2055         Room_Type 1         53          2017             12   \n",
              "10969        Room_Type 1        245          2018              7   \n",
              "24881        Room_Type 2        231          2018              8   \n",
              "28658        Room_Type 1         71          2018              5   \n",
              "20853        Room_Type 1         66          2017             10   \n",
              "8501         Room_Type 2         40          2018              1   \n",
              "1942         Room_Type 1         63          2018              8   \n",
              "\n",
              "       arrival_date market_segment_type  repeated_guest  \\\n",
              "30392            11              Online               0   \n",
              "6685             22              Online               0   \n",
              "8369             11              Online               0   \n",
              "2055             29              Online               0   \n",
              "10969             6             Offline               0   \n",
              "24881             1              Online               0   \n",
              "28658            10             Offline               0   \n",
              "20853             9             Offline               0   \n",
              "8501             14              Online               0   \n",
              "1942              9              Online               0   \n",
              "\n",
              "       no_of_previous_cancellations  no_of_previous_bookings_not_canceled  \\\n",
              "30392                             0                                     0   \n",
              "6685                              0                                     0   \n",
              "8369                              0                                     0   \n",
              "2055                              0                                     0   \n",
              "10969                             0                                     0   \n",
              "24881                             0                                     0   \n",
              "28658                             0                                     0   \n",
              "20853                             0                                     0   \n",
              "8501                              0                                     0   \n",
              "1942                              0                                     0   \n",
              "\n",
              "       avg_price_per_room  no_of_special_requests booking_status  \n",
              "30392               94.32                       0   Not_Canceled  \n",
              "6685               105.30                       1       Canceled  \n",
              "8369               106.24                       0   Not_Canceled  \n",
              "2055                81.00                       1   Not_Canceled  \n",
              "10969              110.00                       0       Canceled  \n",
              "24881               81.82                       2       Canceled  \n",
              "28658              126.00                       1   Not_Canceled  \n",
              "20853               75.00                       0       Canceled  \n",
              "8501                77.55                       1   Not_Canceled  \n",
              "1942               144.90                       2   Not_Canceled  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-d43f4fe8-9d81-42e8-8172-730caa601a5a\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Booking_ID</th>\n",
              "      <th>no_of_adults</th>\n",
              "      <th>no_of_children</th>\n",
              "      <th>no_of_weekend_nights</th>\n",
              "      <th>no_of_week_nights</th>\n",
              "      <th>type_of_meal_plan</th>\n",
              "      <th>required_car_parking_space</th>\n",
              "      <th>room_type_reserved</th>\n",
              "      <th>lead_time</th>\n",
              "      <th>arrival_year</th>\n",
              "      <th>arrival_month</th>\n",
              "      <th>arrival_date</th>\n",
              "      <th>market_segment_type</th>\n",
              "      <th>repeated_guest</th>\n",
              "      <th>no_of_previous_cancellations</th>\n",
              "      <th>no_of_previous_bookings_not_canceled</th>\n",
              "      <th>avg_price_per_room</th>\n",
              "      <th>no_of_special_requests</th>\n",
              "      <th>booking_status</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>30392</th>\n",
              "      <td>INN30393</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Not Selected</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>53</td>\n",
              "      <td>2018</td>\n",
              "      <td>9</td>\n",
              "      <td>11</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>94.32</td>\n",
              "      <td>0</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6685</th>\n",
              "      <td>INN06686</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>63</td>\n",
              "      <td>2018</td>\n",
              "      <td>4</td>\n",
              "      <td>22</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>105.30</td>\n",
              "      <td>1</td>\n",
              "      <td>Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8369</th>\n",
              "      <td>INN08370</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 4</td>\n",
              "      <td>55</td>\n",
              "      <td>2018</td>\n",
              "      <td>9</td>\n",
              "      <td>11</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>106.24</td>\n",
              "      <td>0</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2055</th>\n",
              "      <td>INN02056</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>Not Selected</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>53</td>\n",
              "      <td>2017</td>\n",
              "      <td>12</td>\n",
              "      <td>29</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>81.00</td>\n",
              "      <td>1</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10969</th>\n",
              "      <td>INN10970</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>245</td>\n",
              "      <td>2018</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>Offline</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>110.00</td>\n",
              "      <td>0</td>\n",
              "      <td>Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24881</th>\n",
              "      <td>INN24882</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 2</td>\n",
              "      <td>231</td>\n",
              "      <td>2018</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>81.82</td>\n",
              "      <td>2</td>\n",
              "      <td>Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28658</th>\n",
              "      <td>INN28659</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Meal Plan 2</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>71</td>\n",
              "      <td>2018</td>\n",
              "      <td>5</td>\n",
              "      <td>10</td>\n",
              "      <td>Offline</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>126.00</td>\n",
              "      <td>1</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20853</th>\n",
              "      <td>INN20854</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>66</td>\n",
              "      <td>2017</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>Offline</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>75.00</td>\n",
              "      <td>0</td>\n",
              "      <td>Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8501</th>\n",
              "      <td>INN08502</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 2</td>\n",
              "      <td>40</td>\n",
              "      <td>2018</td>\n",
              "      <td>1</td>\n",
              "      <td>14</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>77.55</td>\n",
              "      <td>1</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1942</th>\n",
              "      <td>INN01943</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>63</td>\n",
              "      <td>2018</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>Online</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144.90</td>\n",
              "      <td>2</td>\n",
              "      <td>Not_Canceled</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d43f4fe8-9d81-42e8-8172-730caa601a5a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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        "Many of the features, despite being numerical-type columns, appear to be categorical. For example, required car parking space is simply a yes or no encoded with 1 or 0. We will have to convert these columns to categorical data type later.\n",
        "\n",
        "There does appear to be some missing data in the meal plan column: 'Not Selected' is recorded for some bookings.\n",
        "\n",
        "All the bookings in our sample were made online. While there are likely other values for this feature, it is interesting that 'Online' is so prevalent as to dominate our sample."
      ],
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            "text/plain": [
              "                     count unique           top   freq\n",
              "Booking_ID           36275  36275      INN00001      1\n",
              "type_of_meal_plan    36275      4   Meal Plan 1  27835\n",
              "room_type_reserved   36275      7   Room_Type 1  28130\n",
              "market_segment_type  36275      5        Online  23214\n",
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      "source": [
        "Looking at the columns of our data that contain strings, we find first that Booking_ID has no repeats, as the mode only has frequency of 1. This indicates an integrity of the data: There are no duplicate records. Meal plan 1 is the most common, as is room type 1. The majority of bookings are initiated online, and (thankfully) the majority of bookings are *not* cancelled."
      ],
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            "text/plain": [
              "                                        count         mean        std     min  \\\n",
              "no_of_adults                          36275.0     1.844962   0.518715     0.0   \n",
              "no_of_children                        36275.0     0.105279   0.402648     0.0   \n",
              "no_of_weekend_nights                  36275.0     0.810724   0.870644     0.0   \n",
              "no_of_week_nights                     36275.0     2.204300   1.410905     0.0   \n",
              "required_car_parking_space            36275.0     0.030986   0.173281     0.0   \n",
              "lead_time                             36275.0    85.232557  85.930817     0.0   \n",
              "arrival_year                          36275.0  2017.820427   0.383836  2017.0   \n",
              "arrival_month                         36275.0     7.423653   3.069894     1.0   \n",
              "arrival_date                          36275.0    15.596995   8.740447     1.0   \n",
              "repeated_guest                        36275.0     0.025637   0.158053     0.0   \n",
              "no_of_previous_cancellations          36275.0     0.023349   0.368331     0.0   \n",
              "no_of_previous_bookings_not_canceled  36275.0     0.153411   1.754171     0.0   \n",
              "avg_price_per_room                    36275.0   103.423539  35.089424     0.0   \n",
              "no_of_special_requests                36275.0     0.619655   0.786236     0.0   \n",
              "\n",
              "                                         25%      50%     75%     max  \n",
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              "no_of_week_nights                        1.0     2.00     3.0    17.0  \n",
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              "lead_time                               17.0    57.00   126.0   443.0  \n",
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              "arrival_month                            5.0     8.00    10.0    12.0  \n",
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              "no_of_previous_bookings_not_canceled     0.0     0.00     0.0    58.0  \n",
              "avg_price_per_room                      80.3    99.45   120.0   540.0  \n",
              "no_of_special_requests                   0.0     0.00     1.0     5.0  "
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              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>no_of_previous_bookings_not_canceled</th>\n",
              "      <td>36275.0</td>\n",
              "      <td>0.153411</td>\n",
              "      <td>1.754171</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>58.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>avg_price_per_room</th>\n",
              "      <td>36275.0</td>\n",
              "      <td>103.423539</td>\n",
              "      <td>35.089424</td>\n",
              "      <td>0.0</td>\n",
              "      <td>80.3</td>\n",
              "      <td>99.45</td>\n",
              "      <td>120.0</td>\n",
              "      <td>540.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>no_of_special_requests</th>\n",
              "      <td>36275.0</td>\n",
              "      <td>0.619655</td>\n",
              "      <td>0.786236</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* The number of adults on a booking ranges from 0 to 4, although it looks like the most common number is 2. \n",
        "* Between the minimum value and the 75th quartile, the number of children is 0, but the maximum is 10, indicating there may be outliers in the data.\n",
        "* Number of weekend nights and weekday nights have maxima greater than 2 and 5 respectively, indicating the presence of multi-week bookings in the data set.\n",
        "* Arrival year seems to be either 2017 or 2018.\n",
        "* Repeated guest looks like a binary value: yes or no.\n",
        "* The average price per room ranges from 0€ to 540€, with a median of 99.45€ and a mean of 103.42€. I wonder how there could be a room offered for 0€? We should investigate later."
      ],
      "metadata": {
        "id": "fco6XG0puQJY"
      },
      "id": "fco6XG0puQJY"
    },
    {
      "cell_type": "code",
      "source": [
        "inn.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YdNbPRpgE2CA",
        "outputId": "6b583ee6-5789-4cbf-d87c-c7725de2620e"
      },
      "id": "YdNbPRpgE2CA",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Booking_ID                              0\n",
              "no_of_adults                            0\n",
              "no_of_children                          0\n",
              "no_of_weekend_nights                    0\n",
              "no_of_week_nights                       0\n",
              "type_of_meal_plan                       0\n",
              "required_car_parking_space              0\n",
              "room_type_reserved                      0\n",
              "lead_time                               0\n",
              "arrival_year                            0\n",
              "arrival_month                           0\n",
              "arrival_date                            0\n",
              "market_segment_type                     0\n",
              "repeated_guest                          0\n",
              "no_of_previous_cancellations            0\n",
              "no_of_previous_bookings_not_canceled    0\n",
              "avg_price_per_room                      0\n",
              "no_of_special_requests                  0\n",
              "booking_status                          0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "There are no null values in any of the columns, though there may still be missing data, as was described above."
      ],
      "metadata": {
        "id": "cP9AxrhZ7_QT"
      },
      "id": "cP9AxrhZ7_QT"
    },
    {
      "cell_type": "code",
      "source": [
        "inn.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XrxP4XxLE4C5",
        "outputId": "523d7f34-1781-43d9-80a4-94e46072c84d"
      },
      "id": "XrxP4XxLE4C5",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "There are no duplicate rows."
      ],
      "metadata": {
        "id": "_8jyyFJS8F2e"
      },
      "id": "_8jyyFJS8F2e"
    },
    {
      "cell_type": "markdown",
      "id": "seasonal-calibration",
      "metadata": {
        "id": "seasonal-calibration"
      },
      "source": [
        "## Exploratory Data Analysis (EDA)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's look at the values in each object column."
      ],
      "metadata": {
        "id": "Xg62g_WhSww7"
      },
      "id": "Xg62g_WhSww7"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "mechanical-interference",
      "metadata": {
        "id": "mechanical-interference",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b5c38bfc-55a3-4120-e53f-97814faeb828"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Meal Plan 1     27835\n",
            "Not Selected     5130\n",
            "Meal Plan 2      3305\n",
            "Meal Plan 3         5\n",
            "Name: type_of_meal_plan, dtype: int64\n",
            "--------------------\n",
            "Room_Type 1    28130\n",
            "Room_Type 4     6057\n",
            "Room_Type 6      966\n",
            "Room_Type 2      692\n",
            "Room_Type 5      265\n",
            "Room_Type 7      158\n",
            "Room_Type 3        7\n",
            "Name: room_type_reserved, dtype: int64\n",
            "--------------------\n",
            "Online           23214\n",
            "Offline          10528\n",
            "Corporate         2017\n",
            "Complementary      391\n",
            "Aviation           125\n",
            "Name: market_segment_type, dtype: int64\n",
            "--------------------\n",
            "Not_Canceled    24390\n",
            "Canceled        11885\n",
            "Name: booking_status, dtype: int64\n",
            "--------------------\n"
          ]
        }
      ],
      "source": [
        "for col in inn.drop('Booking_ID',axis=1).select_dtypes('object').columns:\n",
        "  print(inn[col].value_counts())\n",
        "  print('-'*20)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "These columns all contain categorical data. There are three options for meal plan, with plan 1 (just breakfast) being the most common. There are seven room types, with type 1 being most common and type 3 the least. About twice as many reservations are made online as offline. Similarly, the ratio of reservations that were not cancelled to those that were is *roughly* 2:1.\n",
        "\n",
        "Note: Though only the above columns are labelled as objects, we saw in the sample and the data dictionary that some of the numerical columns are categorical as well."
      ],
      "metadata": {
        "id": "6IUL0cwjTJY4"
      },
      "id": "6IUL0cwjTJY4"
    },
    {
      "cell_type": "code",
      "source": [
        "# visualization functions\n",
        "\n",
        "def count_fig(df,col,*,sort=None,rotate=False):\n",
        "  '''Countplot of df[col]\n",
        "  ordered by value counts.'''\n",
        "  plt.figure(figsize=(8,5))\n",
        "  plt.title('Countplot of '+str(col))\n",
        "\n",
        "  # plot with sort logic\n",
        "  if sort=='value_counts':\n",
        "    order_tag=df[col].value_counts().index\n",
        "  else:\n",
        "    order_tag=None\n",
        "  sns.countplot(data=df,x=col,order=order_tag)\n",
        "\n",
        "  # xticks rotation\n",
        "  if rotate==True:\n",
        "    rot='vertical'\n",
        "  else:\n",
        "    rot='horizontal'\n",
        "  plt.xticks(rotation=rot)\n",
        "  return\n",
        "\n",
        "def plott(title=None):\n",
        "  '''Quick figure setup.'''\n",
        "  fig=plt.figure(figsize=(8,5))\n",
        "  plt.title(title,fontsize=15)\n",
        "  return fig\n",
        "\n",
        "def hist_box(df,col,*,kde=False):\n",
        "  '''Plot a histogram and boxplot \n",
        "  of numeric column in data frame.\n",
        "  Optional KDE boolean.'''\n",
        "\n",
        "  # figure setup\n",
        "  plt.figure(figsize=(12,5))\n",
        "\n",
        "  # histogram\n",
        "  plt.subplot(1,2,1)\n",
        "  plt.title('Histogram of '+str(col),fontsize=14)\n",
        "  sns.histplot(data=df,x=col,kde=kde)\n",
        "\n",
        "  # boxplot\n",
        "  plt.subplot(1,2,2)\n",
        "  plt.title('Boxplot of '+str(col),fontsize=14)\n",
        "  sns.boxplot(data=df,x=col)\n",
        "\n",
        "  # display figure\n",
        "  plt.tight_layout()\n",
        "  return"
      ],
      "metadata": {
        "id": "1FXeRjq2F4rD"
      },
      "id": "1FXeRjq2F4rD",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# set plotting theme\n",
        "sns.set_theme()"
      ],
      "metadata": {
        "id": "UEAQmC6_b5BL"
      },
      "id": "UEAQmC6_b5BL",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_adults')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "KhuVri8x9ELG",
        "outputId": "e6a972cc-832b-46ce-9b0d-d6c55407ebf1"
      },
      "id": "KhuVri8x9ELG",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_adults'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XMU2bkhm-ZcN",
        "outputId": "befd7a46-ad25-4200-cf64-507b08095603"
      },
      "id": "XMU2bkhm-ZcN",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2    0.719724\n",
              "1    0.212130\n",
              "3    0.063873\n",
              "0    0.003832\n",
              "4    0.000441\n",
              "Name: no_of_adults, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The vast majority of bookings include 2 adults. There are a few that have either 0 or 4 adults, but these are rare (0.4% and 0.04% respectively)."
      ],
      "metadata": {
        "id": "vIG-y3V7-jrZ"
      },
      "id": "vIG-y3V7-jrZ"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_children')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "UqJzCt7H_Hz4",
        "outputId": "bc31158f-b9f3-4978-de69-b032ddc4620a"
      },
      "id": "UqJzCt7H_Hz4",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_children'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2dLF4M7s_beW",
        "outputId": "6d456172-d7d6-4a45-f19d-b9d4a2b02888"
      },
      "id": "2dLF4M7s_beW",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0     33577\n",
              "1      1618\n",
              "2      1058\n",
              "3        19\n",
              "9         2\n",
              "10        1\n",
              "Name: no_of_children, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Almost all bookings include 0 children. There are also bookings that include 3, 9, or 10 children, but these are so few that we could consider them outliers."
      ],
      "metadata": {
        "id": "4MD1WPPB_Sdy"
      },
      "id": "4MD1WPPB_Sdy"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_weekend_nights')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "Vq2euAhp_4wh",
        "outputId": "ecaf13c5-94c3-40fc-ec34-a843b1b64b30"
      },
      "id": "Vq2euAhp_4wh",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_weekend_nights'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XB3h31VBA78N",
        "outputId": "6338bdd5-86fa-424d-af27-8a423c2e2748"
      },
      "id": "XB3h31VBA78N",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    16872\n",
              "1     9995\n",
              "2     9071\n",
              "3      153\n",
              "4      129\n",
              "5       34\n",
              "6       20\n",
              "7        1\n",
              "Name: no_of_weekend_nights, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "While many bookings include 1 or 2 weekend nights, most do not! This means Vacation Lodge sees more business on weekdays. There also appears to be some outliers present, namely 7 nights."
      ],
      "metadata": {
        "id": "7uGai3P7AmCu"
      },
      "id": "7uGai3P7AmCu"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Boxplot of Number of Week Nights')\n",
        "sns.boxplot(data=inn,x='no_of_week_nights');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "ZX_IIPJ-EwbE",
        "outputId": "33208796-96ba-4fed-a398-54557239d7d1"
      },
      "id": "ZX_IIPJ-EwbE",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_week_nights')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "GfAx_o_9EeRH",
        "outputId": "c3a39f3f-6f30-4ed9-ce3e-c72300a61fd8"
      },
      "id": "GfAx_o_9EeRH",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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UAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFg6J0EhPT1dCQkJuvzyy/XDDz+47t+9e7eGDBmixMREDRkyRHv27KnXMQAAUDvnJCj07t1bb775ptq3b1/t/kmTJiklJUWZmZlKSUnRxIkT63UMAADUzjkJClFRUQoNDa12X2FhobZv366kpCRJUlJSkrZv366ioqJ6GQMAALXn3VAT5+bmKiQkRF5eXpIkLy8vBQcHKzc3V8YY28cCAwNr1V9QUEsbX23T07Ztq4ZuAQBwDjRYUGjsCguPyOk0Dd2GLerjTf3gwcO21wQAnHuenh6n/eO4wYJCaGio8vLyVFVVJS8vL1VVVSk/P1+hoaEyxtg+BgAAaq/BPh4ZFBSk8PBwLV++XJK0fPlyhYeHKzAwsF7GAABA7XkYY+p9//rUqVO1atUqFRQUqHXr1nI4HFqxYoV27typ1NRUHTp0SAEBAUpPT9cll1wiSfUyVhtN7dDDNwsG2FYv4t5lHHoAgCbiTIcezklQOB8RFKwRFACg6ThTUOCbGQEAgCWCAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLfIVzAwu8yE9evr621asqL1fRr2W21QMAXNgICg3My9dXB56fZFu9dmMmSyIoAADswaEHAABgiaAAAAAsERQAAIAlggIAALBEUAAAAJYICgAAwBJBAQAAWCIoAAAASwQFAABgiaAAAAAsERQAAIAlggIAALBEUAAAAJYICgAAwBJBAQAAWCIoAAAASwQFAABgiaAAAAAsERQAAIAlggIAALBEUAAAAJYICgAAwBJBAQAAWCIoAAAASwQFAABgiaAAAAAsERQAAIAlggIAALDUKILCmjVrNHDgQCUnJ2vAgAFatWqVJGn37t0aMmSIEhMTNWTIEO3Zs8f1nLqOAQAA9zV4UDDG6LHHHtOMGTP0wQcfaMaMGRo/frycTqcmTZqklJQUZWZmKiUlRRMnTnQ9r65jAADAfQ0eFCTJ09NThw8fliQdPnxYwcHBKi4u1vbt25WUlCRJSkpK0vbt21VUVKTCwsI6jQEAgNrxbugGPDw8NHfuXI0ZM0bNmzdXaWmpXnzxReXm5iokJEReXl6SJC8vLwUHBys3N1fGmDqNBQYGut1XUFBL+1/sOdK2basmMQcAoOE1eFCorKzUCy+8oOeff149e/bUV199pbFjx2rGjBkN2ldh4RE5nabe56mPN9yDBw+f8zkAAOcnT0+P0/5x3OBBYceOHcrPz1fPnj0lST179pS/v7/8/PyUl5enqqoqeXl5qaqqSvn5+QoNDZUxpk5jAACgdhr8HIV27drpwIED2rVrlyRp586dKiwsVMeOHRUeHq7ly5dLkpYvX67w8HAFBgYqKCioTmMAAKB2PIwx9b9//QyWLVuml156SR4eHpKkBx98UH369NHOnTuVmpqqQ4cOKSAgQOnp6brkkkskqc5j7jqXhx4OPD/Jtnrtxkyu8dDDNwsG2DZHxL3LfjeH4yJf+fj62VK/orxMJb+W21ILAHB6Zzr00CiCQmNEULBWU1Bo27aVMl+52Zb6iaNWcg4EAJwjZwoKDX7oAQAANF4EBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEtuB4VXXnmlxvtfe+0125oBAACNi9tBYf78+TXev2DBAtuaAQAAjYv3mR7wxRdfSJKcTqc2btwoY4xr7JdfflGLFi3qrzsAANCgzhgUHn/8cUlSWVmZJkyY4Lrfw8NDbdu21RNPPFF/3QEAgAZ1xqCwevVqSdJjjz2mGTNm1HtDAACg8ThjUDjh5JDgdDqrjXl68uEJAACaIreDwnfffae0tDR9//33KisrkyQZY+Th4aEdO3bUW4MAAKDhuB0UUlNT1atXL02fPl3NmjWrz54AAEAj4XZQ2L9/vx5++GF5eHjUZz8AAKARcfvkghtvvFHr16+vz14AAEAj4/YehbKyMt1///3q2bOn2rRpU22MT0MAANA0uR0ULr30Ul166aX10kRZWZmmT5+uL774Qn5+furRo4emTJmi3bt3KzU1VSUlJXI4HEpPT1enTp0kqc5jAADAfW4Hhfvvv7/empg5c6b8/PyUmZkpDw8PFRQUSJImTZqklJQUJScn64MPPtDEiRP1xhtvnNUYAABwn9tB4cRXOdfk6quvrnMDpaWlWrp0qdatW+c6UbJNmzYqLCzU9u3bXRedSkpK0pQpU1RUVCRjTJ3GAgMD69wnAAAXIreDwomvcj6huLhYFRUVCgkJ0SeffFLnBvbt2yeHw6HnnntOmzZtUosWLfTQQw+pWbNmCgkJkZeXlyTJy8tLwcHBys3NlTGmTmMEBQAAasftoHDiq5xPqKqq0oIFC876olBVVVXat2+frrjiCo0fP17btm3T6NGjNW/evLOqe7aCglo26Pxno23bVuf9HOfiNQAAzsztoHAqLy8vjR49WvHx8frrX/9a5wZCQ0Pl7e2tpKQkSdKVV16p1q1bq1mzZsrLy1NVVZW8vLxUVVWl/Px8hYaGyhhTp7HaKCw8IqfTnPmBZ6k+3hAPHjx83s9xan0AQP3w9PQ47R/HZ3WRhg0bNpz1FzAFBgYqNjZWGzZskHT8EwuFhYXq1KmTwsPDtXz5cknS8uXLFR4ersDAQAUFBdVpDAAA1I7bexTi4+OrhYKjR4+qvLxckyZNOusmJk+erAkTJig9PV3e3t6aMWOGAgIC9NRTTyk1NVXPP/+8AgIClJ6e7npOXccAAID73A4KM2fOrHbb399fnTt3VsuWZ38s/+KLL9b//M///O7+Ll266N13363xOXUdAwAA7nM7KMTExEg6fonpgoICtWnThstLAwDQxLn9Tn/kyBE99thjioiI0PXXX6+IiAiNHz9ehw9z0hkAAE2V20Fh6tSpOnr0qDIyMvTNN98oIyNDR48e1dSpU+uzPwAA0IDcPvTw2Wef6eOPP5a/v78kqXPnznr66ad144031ltzAACgYbm9R8HPz09FRUXV7isuLpavr6/tTQEAgMbB7T0Kf/7znzVy5EjdcccdCgsLU05OjhYtWqTBgwfXZ38AAKABuR0U7r33XoWEhCgjI0P5+fkKDg7WnXfeSVAAAKAJc/vQw7Rp09S5c2ctWrRIK1eu1KJFi9SlSxdNmzatPvsDAAANyO2gsHz5cnXv3r3afd27d3d9VTIAAGh63A4KHh4ecjqd1e6rqqr63X0AAKDpcDsoREVFad68ea5g4HQ69eyzzyoqKqremgMAAA3L7ZMZH3/8cd1zzz2Ki4tTWFiYcnNz1bZtWy1cuLA++wMAAA3I7aDQrl07vf/++/rmm2+Um5ur0NBQRUREcL0HAACaMLeDgiR5enqqR48e6tGjR331AwAAGhF2BwAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQAAYImgAAAALBEUAACAJYICAACwRFAAAACWCAoAAMBSowoKzz33nC6//HL98MMPkqStW7dqwIABSkxM1MiRI1VYWOh6bF3HAACA+xpNUPjuu++0detWtW/fXpLkdDr16KOPauLEicrMzFRUVJRmzZp1VmMAAKB2GkVQKC8vV1pamp566inXfdnZ2fLz81NUVJQkaejQofrwww/PagwAANSOd0M3IEnz5s3TgAED1KFDB9d9ubm5CgsLc90ODAyU0+lUSUlJncccDofbPQUFtTzLV9Vw2rZtdd7PcS5eAwDgzBo8KHz99dfKzs7WI4880tCtVFNYeEROp6n3eerjDfHgwcPn/Ryn1gcA1A9PT4/T/nHc4EFh8+bN2rlzp3r37i1JOnDggEaNGqXhw4crJyfH9biioiJ5enrK4XAoNDS0TmMAAKB2Gvwchbvvvlvr16/X6tWrtXr1arVr106vvPKK7rzzTh07dkxZWVmSpLfeekv9+vWTJHXv3r1OYwAAoHYafI+CFU9PT82YMUOTJk1SWVmZ2rdvr5kzZ57VGAAAqJ1GFxRWr17t+vdVV12ljIyMGh9X1zEAAOC+Bj/0AAAAGi+CAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACwRFAAAgCWCAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACwRFAAAgCXvhm4AcIfD4SMfn2a21auoOKaSkgrb6gFAU0VQwHnBx6eZ/mdRom31ht+RKYmgAABnwqEHAABgiaAAAAAsERQAAIAlggIAALBEUAAAAJYICgAAwBJBAQAAWCIoAAAASwQFAABgiaAAAAAsERQAAIAlrvVwGoEXNZOXr49t9arKK1T06zHb6gEAUN8ICqfh5eujgwv+YVu9tvcOk0RQAACcPzj0AAAALBEUAACAJYICAACwRFAAAACWGjwoFBcX66677lJiYqL69++v+++/X0VFRZKkrVu3asCAAUpMTNTIkSNVWFjoel5dxwAAgPsaPCh4eHjozjvvVGZmpjIyMnTxxRdr1qxZcjqdevTRRzVx4kRlZmYqKipKs2bNkqQ6jwEAgNpp8KDgcDgUGxvrut2jRw/l5OQoOztbfn5+ioqKkiQNHTpUH374oSTVeQwAANROo/oeBafTqcWLFyshIUG5ubkKCwtzjQUGBsrpdKqkpKTOYw6Hw+1egoJa2vOiTtG2bat6qdvU5mgKrwEAmoJGFRSmTJmi5s2ba9iwYfroo48atJfCwiP1EhYOHjxc7XZ9vFk1hTka4jUAwIXI09PjtO93jSYopKena+/evVq4cKE8PT0VGhqqnJwc13hRUZE8PT3lcDjqPAYAAGqnwc9RkKTZs2crOztb8+fPl6+vrySpe/fuOnbsmLKysiRJb731lvr163dWYwAAoHYafI/Cjz/+qBdeeEGdOnXS0KFDJUkdOnTQ/PnzNWPGDE2aNEllZWVq3769Zs6cKUny9PSs0xgAAKidBg8Kl112mb7//vsax6666iplZGTYOgYAANzXKA49AACAxomgAAAALBEUAACApQY/RwFoLC5y+MjXp5lt9corjunXkgrb6gFAQyAoAP/H16eZ/rY40bZ6//WfmZIICgDObxx6AAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACwRFAAAgCWCAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACwRFAAAgCWCAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACwRFAAAgCWCAgAAsERQAAAAlggKAADAEkEBAABYIigAAABLBAUAAGCJoAAAACx5N3QDwIUkwOErPx8/2+qVVZTpUEm5bfUA4FRNNijs3r1bqampKikpkcPhUHp6ujp16tTQbeEC5+fjp7++38+2eq/d+qEkggKA+tNkg8KkSZOUkpKi5ORkffDBB5o4caLeeOONhm4LqHetHH5q5uNrW71jFeU6XFJmWz0A55cmGRQKCwu1fft2vfbaa5KkpKQkTZkyRUVFRQoMDHSrhqenx/H/tmpha28n6p7Mq5Wj3ufwaRVc73M0a2nfHDXVb9EyxLb6VnMEtKj/OYKa1+8czXx8dceqv9lWf1Hf/1KpZ/W9Fi0D/OTn42NL/bKKCh05dO6DSMuAZvLzse9XYFlFpY4cOmZbPeBcqen31Mk8jDHmHPVyzmRnZ2v8+PFasWKF676bb75ZM2fOVLdu3RqwMwAAzi986gEAAFhqkkEhNDRUeXl5qqqqkiRVVVUpPz9foaGhDdwZAADnlyYZFIKCghQeHq7ly5dLkpYvX67w8HC3z08AAADHNclzFCRp586dSk1N1aFDhxQQEPDTVeoAAA4bSURBVKD09HRdcsklDd0WAADnlSYbFAAAwNlrkoceAACAPQgKAADAEkEBAABYIigAAABLBIWzsHv3bg0ZMkSJiYkaMmSI9uzZY/sc6enpSkhI0OWXX64ffvjB9vrFxcW66667lJiYqP79++v+++9XUVGR7fOMGTNGAwYM0MCBA5WSkqIdO3bYPockPffcc/W2rRISEtSvXz8lJycrOTlZn332me1zlJWVadKkSerbt6/69++vJ5980tb6v/zyi6v/5ORkJSQkKCYmxtY5JGnNmjUaOHCgkpOTNWDAAK1atcr2OdauXatbb71V/fv317Bhw7Rv376zqme11uxc51Zz2LnOa6pl9zq36tfOdX6mbXK2a92qvp3r3GoOO9d5TXPYvs4N6mz48OFm6dKlxhhjli5daoYPH277HJs3bzY5OTmmV69e5vvvv7e9fnFxsdm4caPr9jPPPGP++7//2/Z5Dh065Pr3Rx99ZAYOHGj7HNnZ2WbUqFH1tq3qq+7JpkyZYqZNm2acTqcxxpiDBw/W63xTp041kydPtrWm0+k0UVFRrm21Y8cO06NHD1NVVWXbHCUlJSYmJsbs2rXLGHN8/Y0cOfKsalqtNTvXudUcdq7zmmrZvc6t+rVznZ9um9ix1q3q27nOreawc52787NztuucPQp1dOLCU0lJSZKOX3hq+/bttv81HhUVVa/fKOlwOBQbG+u63aNHD+Xk5Ng+T6tWrVz/PnLkiDw8Tn8RktoqLy9XWlqannrqKVvrnkulpaVaunSpHnroIdf2adOmTb3NV15eroyMDA0aNMj22p6enjp8+LAk6fDhwwoODpanp32/bvbu3as2bdqoc+fOkqT4+HitX7/+rNZfTWvN7nVutZ7tXOc11bJ7nVv1a+c6t5rDrrVe379breawe52f6XXYsc6b5NUjz4Xc3FyFhITIy8tLkuTl5aXg4GDl5uaet98A6XQ6tXjxYiUkJNRL/ccff1wbNmyQMUYvv/yyrbXnzZunAQMGqEOHDrbWPdUjjzwiY4x69uypcePGKSAgwLba+/btk8Ph0HPPPadNmzapRYsWeuihhxQVFWXbHCdbvXq1QkJCbL9QmoeHh+bOnasxY8aoefPmKi0t1YsvvmjrHJ07d1ZBQYG++eYbRUREKCMjQ5JsX3+s89qrz3UunZu1zjqvjj0KcJkyZYqaN2+uYcOG1Uv9adOmae3atXr44Yc1Y8YM2+p+/fXXys7OVkpKim01a/Lmm29q2bJleu+992SMUVpamq31q6qqtG/fPl1xxRVasmSJHnnkET3wwAM6cuSIrfOc8N5779XL3oTKykq98MILev7557VmzRotWLBAY8eOVWlpqW1ztGrVSnPmzNHTTz+t2267TYWFhQoICHC9ocPa+brOpXOz1lnnv0dQqKOmduGp9PR07d27V3PnzrV1F3FNBg4cqE2bNqm4uNiWeps3b9bOnTvVu3dvJSQk6MCBAxo1apTWr19vS/0TTvy/9fX1VUpKirZs2WJ7fW9vb9du7iuvvFKtW7fW7t27bZ1HkvLy8rR582b179/f9to7duxQfn6+evbsKUnq2bOn/P39tXPnTlvnueaaa7R48WItWbJEw4YN07Fjx/Qf//Efts7BOq87u9e5dG7WOuv89wgKddSULjw1e/ZsZWdna/78+fL19bW9fmlpqXJzc123V69erYsuukgOh8OW+nfffbfWr1+v1atXa/Xq1WrXrp1eeeUVxcXF2VJfkn777TfXMXdjjFauXKnw8HDb6ktSYGCgYmNjtWHDBknHz7YvLCxUx44dbZ1Hkt5//33Fx8erdevWttdu166dDhw4oF27dkk6ft2VwsJC29/EDx48KOn4rvTZs2dr6NChat68ua1zsM7dV9/rXKr/tc46rxnXejgL5+LCU1OnTtWqVatUUFCg1q1by+FwaMWKFbbV//HHH5WUlKROnTqpWbNmkqQOHTpo/vz5ts1RUFCgMWPG6OjRo/L09NRFF12k8ePH235s/ISEhAQtXLhQXbt2ta3mvn379MADD6iqqkpOp1NdunTRE088oeDgYNvmODHPhAkTVFJSIm9vb40dO1bx8fG2ziFJiYmJevzxx3X99dfbXluSli1bppdeesl1staDDz6oPn362DrH448/ri1btqiiokLXXnutJkyYID8/vzrXs1prdq5zqznsXOc11Zo7d66t67ymOV5//XVb17k72+Rs1npN9RcuXGjrOrd6DXau89NtJ7vWOUEBAABY4tADAACwRFAAAACWCAoAAMASQQEAAFgiKAAAAEsEBQA1Kigo0O23367IyEg988wzDdpLQkKCPv/8c9vqZWVlKTEx0a3Hbtq0qd4+RgqcD7jWA4Aavf3222rdurW2bNli+0W8GlpUVJQyMzNtqZWamqqQkBA9/PDDttQDGhv2KACoUU5Ojrp06dLkQgKA2iEoAOeRhIQEvfLKK+rfv7969uypsWPHqqysTJL0zjvv6MYbb1RMTIxGjx6tvLy8M9bbsmWLBg0apJ49e2rQoEGu77VPTU3V0qVL9corrygyMtJyt39ZWZkiIiJcl11esGCBrrjiCtcFbubOnatp06ZJOn652/T0dN1www265pprNHHiRB07dsxVa82aNUpOTlZUVJSGDh2qf//73zXOuXPnTiUkJLi+Vrku2+rUwwnfffedBg4cqMjISD344IMaO3as5syZU63eq6++qquvvlpxcXF67733JB3f65KRkeHaTqNHj5Ykvfjii7ruuusUGRmpxMREffHFF6ftFWjUDIDzRq9evcygQYPMgQMHTHFxsenXr5/55z//aT7//HMTExNjsrOzTVlZmUlLSzMpKSmnrVVcXGyioqLM+++/byoqKkxGRoaJiooyRUVFxhhjxo8fb2bPnn3GnlJSUsyHH35ojDHmr3/9q+ndu7dZu3ata2zVqlXGGGOmTZtm7rnnHlNcXGwOHz5s7rnnHjNr1ixjjDHfffed+dOf/mS2bt1qKisrzZIlS0yvXr1MWVmZ63Vv2LDBZGdnm/j4eLN69eo6bytjjNm4caO57rrrjDHGlJWVmRtuuMEsWrTIlJeXm8zMTNOtWzfXa9+4caMJDw83c+fONeXl5Wbt2rUmIiLClJSU1Liddu7caa6//npz4MABY4wx+/btM3v37j1jv0BjxR4F4DwzfPhwhYSEyOFwqFevXtqxY4cyMjI0aNAgdevWTb6+vho3bpy2bt2qX375xbLO2rVr1bFjRw0cONB1NbtLLrlEa9asqVU/0dHR2rx5syorK/X9999r+PDh2rx5s8rKyvTtt98qKipKxhi98847mjBhghwOh1q2bKl77rnH9Z30b7/9toYMGaIrr7xSXl5euvXWW+Xj46OtW7e65snKytK9996r9PR09erVq87b6lTbtm1TZWWlRowYIR8fH/Xt21d//OMfqz3G29tb9913n3x8fBQfH6/mzZtbXu3Py8tL5eXl2rlzpyoqKtShQwfbL4gFnEuczAicZ9q2bev6t7+/v/Lz81VSUlLt4jstWrSQw+FQXl6eOnToUGOd/Px8hYWFVbsvLCzMrUMWJ4uJidHTTz+t7du3q2vXrrr22mv1+OOPa+vWrerYsaNat26twsJCHT16VLfddpvrecYYOZ1OScfPh1i6dKn+8Y9/uMYrKiqUn5/vuv3WW28pOjpasbGxbvdW07Y6VX5+vkJCQqqdi3HqZaQdDoe8vf//r0t/f3/99ttvNc7ZsWNHTZgwQc8++6x++uknxcXFuU54BM5H7FEAmoDg4GDt37/fdfu3335TSUnJad+cgoODlZOTU+2+3NzcWr+hRUZGavfu3froo48UHR2tSy+9VDk5OVq3bp2io6MlSa1bt1azZs20YsUKZWVlKSsrS1999ZW+/vprScffmEePHu0ay8rK0rZt25SUlOSaZ/LkycrNzdX06dNr1d+ZtG3bVnl5eTInXR/v5Msln0lNJ3v2799fixcv1po1a+Th4aFZs2bZ0ivQEAgKQBOQlJSkJUuWaMeOHSovL9fs2bMVERFhuTdBkuLj47Vnzx5lZGSosrJSK1eu1E8//aQbbrihVnP7+/ure/fuevPNNxUTEyPpeHg4sQdAkjw9PTV48GBNnz5dhYWFkqS8vDx99tlnkqTBgwfrrbfe0rZt22SM0W+//aa1a9e6ToqUju8lefnll5WVlWXrG2+PHj3k5eWlf/zjH6qsrNTHH3+sb7/91u3nBwUFVTvEs2vXLn3xxRcqLy+Xr6+v/Pz85OnJr1qcv/jpBZqAa665Rg899JAeeOABxcXFad++fb87a/9UrVu31sKFC/Xaa68pNjZWL7/8shYuXKjAwMBazx8dHa3KykpFRERIOn44orS01BUUJOnRRx9Vx44d9Ze//EVXXXWV7rjjDtdx/j/+8Y+aMmWK0tLSFB0drb59+2rJkiW/mycgIECvvvqqPv30U82dO7fWfdbE19dXzz77rP71r38pOjpay5Yt0w033CBfX1+3nv/nP/9ZP/30k6KiojRmzBiVl5frb3/7m2JjYxUXF6eioiKNGzfOll6BhuBhTt7fBgDQ4MGDNXToUA0aNKihWwEaHHsUAFzwvvzySx08eFCVlZV6//339f333+u6665r6LaARoFPPQBNWFZWlu66664ax06cSOiOO++8U1999dXv7r/nnntcXzJ0ruXk5OiWW26pcWzFihW/+0TH6ezevVtjx47V0aNH1aFDB/39739XcHCwXa0C5zUOPQAAAEscegAAAJYICgAAwBJBAQAAWCIoAAAASwQFAABgiaAAAAAs/T/Ey8CxLQCiZwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_week_nights'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jz5V-Yq1Eiq9",
        "outputId": "0cd16ae5-2c5e-4ffe-8893-0e969562a1f2"
      },
      "id": "jz5V-Yq1Eiq9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2     0.315479\n",
              "1     0.261558\n",
              "3     0.216099\n",
              "4     0.082426\n",
              "0     0.065803\n",
              "5     0.044493\n",
              "6     0.005210\n",
              "7     0.003115\n",
              "10    0.001709\n",
              "8     0.001709\n",
              "9     0.000937\n",
              "11    0.000469\n",
              "15    0.000276\n",
              "12    0.000248\n",
              "14    0.000193\n",
              "13    0.000138\n",
              "17    0.000083\n",
              "16    0.000055\n",
              "Name: no_of_week_nights, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Most bookings do not span more than one week. The most common booking is 2 week nights, but there are many with 0 week nights (presumably all weekend bookings). There are scarely few records with more than 10 week nights (two weeks) booked. We will treat these as outliers and remove them from the data."
      ],
      "metadata": {
        "id": "d7uUaaX5EgUV"
      },
      "id": "d7uUaaX5EgUV"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'type_of_meal_plan',sort='value_counts')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "o40sunC0JuaT",
        "outputId": "d5246f77-6e6a-45c1-be9e-41ff00f05a9f"
      },
      "id": "o40sunC0JuaT",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Meal plan 1 (just breakfast) is the most common type. Very few guests choose full board (plan 3), and many select no meal plan. We will *not* treat the latter as missing data, however, as many may bring their own food or eat out, thus not requiring any dining accomodations."
      ],
      "metadata": {
        "id": "VBsfSlg7J8-r"
      },
      "id": "VBsfSlg7J8-r"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'required_car_parking_space')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "HwS7b-f-KqBE",
        "outputId": "006d876b-f414-4916-fd5f-083aa08ad23e"
      },
      "id": "HwS7b-f-KqBE",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Few guests require parking accomodations."
      ],
      "metadata": {
        "id": "xVo34vq7Ku3P"
      },
      "id": "xVo34vq7Ku3P"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'room_type_reserved',sort='value_counts',rotate=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "id": "-N4mSiYyKzXA",
        "outputId": "b90750d3-cb83-4067-afa8-32971cdc2d4c"
      },
      "id": "-N4mSiYyKzXA",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['room_type_reserved'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eQoaYcX6L05F",
        "outputId": "8b5ed38e-e97a-4953-ff48-32ad83ec63ed"
      },
      "id": "eQoaYcX6L05F",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Room_Type 1    28130\n",
              "Room_Type 4     6057\n",
              "Room_Type 6      966\n",
              "Room_Type 2      692\n",
              "Room_Type 5      265\n",
              "Room_Type 7      158\n",
              "Room_Type 3        7\n",
              "Name: room_type_reserved, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Room type 1 is most common. It is odd that type 3 has almost no records, but we will not remove these records: This would remove an entire class from this categorical variable."
      ],
      "metadata": {
        "id": "-vxVj7IEL7Iw"
      },
      "id": "-vxVj7IEL7Iw"
    },
    {
      "cell_type": "code",
      "source": [
        "hist_box(inn,'lead_time',kde=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 365
        },
        "id": "7187ScKXM0Ca",
        "outputId": "46ad56fa-0b65-458f-ac28-a9715cbe6134"
      },
      "id": "7187ScKXM0Ca",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "a=inn.loc[inn['lead_time']>400].shape[0]\n",
        "print('There are {} reservations with a lead time greater than 400 days.'.format(a))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8SODFHPOQ30D",
        "outputId": "3a59ad9c-6592-47c9-df42-9bf162597d6f"
      },
      "id": "8SODFHPOQ30D",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There are 102 reservations with a lead time greater than 400 days.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lead time is the number of days in advance the room is reserved. Many rooms are booking same-day, and the general trend shows a steady decline in frequency as the lead time incleases. Put another way, fewer people reserve further in advance.\n",
        "\n",
        "There are 102 reservations with a lead time greater than 400 days. With such a wide spread in this data, there are many apparent outliers on the high end. We will keep these extreme values, as they are approximately continuously distributed and do not necessarily represent anomolous behavior. "
      ],
      "metadata": {
        "id": "cMDiQq1lM8MQ"
      },
      "id": "cMDiQq1lM8MQ"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'arrival_year')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "lPJ5AM7RRfnd",
        "outputId": "cc90e96a-e8ee-4e8f-998e-55b51feb03ac"
      },
      "id": "lPJ5AM7RRfnd",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['arrival_year'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "swx-9qgMRjIf",
        "outputId": "4d62e4ed-6e8e-4faa-ac4e-2d990d5a4d5a"
      },
      "id": "swx-9qgMRjIf",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2018    0.820427\n",
              "2017    0.179573\n",
              "Name: arrival_year, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Around 82% of reservations were for dates in 2018. We only have records for 2017 and 2018."
      ],
      "metadata": {
        "id": "a5G-nebmRihD"
      },
      "id": "a5G-nebmRihD"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Arrival Month Frequency')\n",
        "sns.countplot(data=inn,x='arrival_month');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "HT_qapP9F4a4",
        "outputId": "9c65aabd-35a5-434d-f489-d6335f64a6b3"
      },
      "id": "HT_qapP9F4a4",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Fall reservations (August, September, October) are most common, while winter (November, December, January, February) sees a steep decline."
      ],
      "metadata": {
        "id": "W0jGk2f4SO_e"
      },
      "id": "W0jGk2f4SO_e"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Arrival Date Frequency')\n",
        "sns.countplot(data=inn,x='arrival_date');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "_CdcInToF4eo",
        "outputId": "2e7c4ef9-e9a7-4f56-c976-5d54b2181867"
      },
      "id": "_CdcInToF4eo",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Arrival date fluctuates throughout the month, with reservations in week three (15th-21st) being apparently most common. Note that the 31st has far fewer than the rest: This is simply because not all months have 31 days."
      ],
      "metadata": {
        "id": "b4LZ_DIUSc-p"
      },
      "id": "b4LZ_DIUSc-p"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'market_segment_type',sort='value_counts')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "KPkR9mtCF4n-",
        "outputId": "c2fe1d84-ba9d-4e7d-ae00-7cb2779b1aa9"
      },
      "id": "KPkR9mtCF4n-",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "About twice as many reservations are made online as offline. Corporate and complementary reservations are less common, and aviation bookings are rare."
      ],
      "metadata": {
        "id": "znwbQDV8Sz4i"
      },
      "id": "znwbQDV8Sz4i"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'repeated_guest')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "c8tYEAM6TCzJ",
        "outputId": "9fccbbfc-8a2d-4cc8-f327-699b9f8cd6c8"
      },
      "id": "c8tYEAM6TCzJ",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Nearly all of the guests are new. Returning guests make up only a small percentage of bookings. This is an area of growth for Vacation Lodge, as returning customers are generally satisfied with the accomodations and can be counted on for future business."
      ],
      "metadata": {
        "id": "CQGrpcwTTGSS"
      },
      "id": "CQGrpcwTTGSS"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_previous_cancellations'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MRhhthaGT8tG",
        "outputId": "2702d9df-0723-4d97-cec7-9c8f4a5072b3"
      },
      "id": "MRhhthaGT8tG",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0     35937\n",
              "1       198\n",
              "2        46\n",
              "3        43\n",
              "11       25\n",
              "5        11\n",
              "4        10\n",
              "13        4\n",
              "6         1\n",
              "Name: no_of_previous_cancellations, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Thankfully, most guests have never previously cancelled.\n",
        "\n",
        "However: Note that most guests are not repeats. It would be more insightful to look at the number of bookings cancelled by returning guests."
      ],
      "metadata": {
        "id": "mMOwXTPDUO3R"
      },
      "id": "mMOwXTPDUO3R"
    },
    {
      "cell_type": "code",
      "source": [
        "a=inn.loc[inn['repeated_guest']==1]['no_of_previous_cancellations'].value_counts(normalize=True)\n",
        "print('Percent returning guests with at least one cancellation:',a.drop(0,axis=0).sum())\n",
        "print('='*10+' data '+'='*10)\n",
        "print(a)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i-ABfuFyUnbY",
        "outputId": "6d85a1e3-e342-4b93-da2a-f538d8060955"
      },
      "id": "i-ABfuFyUnbY",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Percent returning guests with at least one cancellation: 0.36344086021505373\n",
            "========== data ==========\n",
            "0     0.636559\n",
            "1     0.212903\n",
            "2     0.049462\n",
            "3     0.046237\n",
            "11    0.026882\n",
            "5     0.011828\n",
            "4     0.010753\n",
            "13    0.004301\n",
            "6     0.001075\n",
            "Name: no_of_previous_cancellations, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "About 36% of repeated guests have at least one previous cancellation, which means nearly two-thirds don't cancel. Still, there is room for improvement here."
      ],
      "metadata": {
        "id": "_CLkF6YZU2ft"
      },
      "id": "_CLkF6YZU2ft"
    },
    {
      "cell_type": "code",
      "source": [
        "inn.loc[inn['repeated_guest']==1]['booking_status'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5bxNd1M7UZJ9",
        "outputId": "6cab6d92-88fc-4650-bb0e-bc20dba5f42f"
      },
      "id": "5bxNd1M7UZJ9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Not_Canceled    0.982796\n",
              "Canceled        0.017204\n",
              "Name: booking_status, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "While some returning guests had previously cancelled, only 1.7% of returning guests cancelled their current booking. That's fantastic customer loyalty!"
      ],
      "metadata": {
        "id": "riIfi-fDZi6i"
      },
      "id": "riIfi-fDZi6i"
    },
    {
      "cell_type": "code",
      "source": [
        "print(inn['no_of_previous_bookings_not_canceled'].value_counts().to_dict())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2gzZyoekWA1K",
        "outputId": "1077802c-9b91-46d5-ea3d-70613386e2a3"
      },
      "id": "2gzZyoekWA1K",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{0: 35463, 1: 228, 2: 112, 3: 80, 4: 65, 5: 60, 6: 36, 7: 24, 8: 23, 10: 19, 9: 19, 11: 15, 12: 12, 14: 9, 15: 8, 16: 7, 13: 7, 18: 6, 20: 6, 21: 6, 17: 6, 19: 6, 22: 6, 25: 3, 27: 3, 24: 3, 23: 3, 44: 2, 29: 2, 48: 2, 28: 2, 30: 2, 32: 2, 31: 2, 26: 2, 46: 1, 55: 1, 45: 1, 57: 1, 53: 1, 54: 1, 58: 1, 41: 1, 40: 1, 43: 1, 35: 1, 50: 1, 56: 1, 33: 1, 37: 1, 42: 1, 51: 1, 38: 1, 34: 1, 39: 1, 52: 1, 49: 1, 47: 1, 36: 1}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_previous_bookings_not_canceled'].nunique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a4Rc_8qRWzid",
        "outputId": "e2a05aa0-92b4-484f-bc93-04e775ff8e8d"
      },
      "id": "a4Rc_8qRWzid",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "59"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As most records are for first-time guests, there is an over-abundance of 0 in the no_of_previous_bookings_not_canceled column. Also common is 1 and 2 bookings, but the data trails off all the way to 59 kept reservations."
      ],
      "metadata": {
        "id": "XB28fiiwWhJ9"
      },
      "id": "XB28fiiwWhJ9"
    },
    {
      "cell_type": "code",
      "source": [
        "hist_box(inn,'avg_price_per_room')"
      ],
      "metadata": {
        "id": "kAMEs21PF4Xy",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 365
        },
        "outputId": "ace17b73-c26a-40ba-d02a-11a3eb17a87b"
      },
      "id": "kAMEs21PF4Xy",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn.loc[inn['avg_price_per_room']>400]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 145
        },
        "id": "x-kp85mhXRp1",
        "outputId": "aa3ba335-446c-45c2-dff8-d4e955c7200a"
      },
      "id": "x-kp85mhXRp1",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Booking_ID  no_of_adults  no_of_children  no_of_weekend_nights  \\\n",
              "33114   INN33115             2               0                     0   \n",
              "\n",
              "       no_of_week_nights type_of_meal_plan  required_car_parking_space  \\\n",
              "33114                  1       Meal Plan 1                           0   \n",
              "\n",
              "      room_type_reserved  lead_time  arrival_year  arrival_month  \\\n",
              "33114        Room_Type 1         35          2018              3   \n",
              "\n",
              "       arrival_date market_segment_type  repeated_guest  \\\n",
              "33114            25             Offline               0   \n",
              "\n",
              "       no_of_previous_cancellations  no_of_previous_bookings_not_canceled  \\\n",
              "33114                             0                                     0   \n",
              "\n",
              "       avg_price_per_room  no_of_special_requests booking_status  \n",
              "33114               540.0                       0       Canceled  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-34944e4e-21ca-4978-992b-683a91f87630\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    .dataframe tbody tr th {\n",
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              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Booking_ID</th>\n",
              "      <th>no_of_adults</th>\n",
              "      <th>no_of_children</th>\n",
              "      <th>no_of_weekend_nights</th>\n",
              "      <th>no_of_week_nights</th>\n",
              "      <th>type_of_meal_plan</th>\n",
              "      <th>required_car_parking_space</th>\n",
              "      <th>room_type_reserved</th>\n",
              "      <th>lead_time</th>\n",
              "      <th>arrival_year</th>\n",
              "      <th>arrival_month</th>\n",
              "      <th>arrival_date</th>\n",
              "      <th>market_segment_type</th>\n",
              "      <th>repeated_guest</th>\n",
              "      <th>no_of_previous_cancellations</th>\n",
              "      <th>no_of_previous_bookings_not_canceled</th>\n",
              "      <th>avg_price_per_room</th>\n",
              "      <th>no_of_special_requests</th>\n",
              "      <th>booking_status</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>33114</th>\n",
              "      <td>INN33115</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Meal Plan 1</td>\n",
              "      <td>0</td>\n",
              "      <td>Room_Type 1</td>\n",
              "      <td>35</td>\n",
              "      <td>2018</td>\n",
              "      <td>3</td>\n",
              "      <td>25</td>\n",
              "      <td>Offline</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>540.0</td>\n",
              "      <td>0</td>\n",
              "      <td>Canceled</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-34944e4e-21ca-4978-992b-683a91f87630')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-34944e4e-21ca-4978-992b-683a91f87630 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-34944e4e-21ca-4978-992b-683a91f87630');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print('Number of rooms with price 0€:',\n",
        "      inn['avg_price_per_room'].value_counts()[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ItWZZ9sUwsz2",
        "outputId": "6acbb2c8-8327-453d-f027-56a22fcf061b"
      },
      "id": "ItWZZ9sUwsz2",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of rooms with price 0€: 545\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Most of the rooms are priced around 100€, somewhere between about 50€ and 200€. There are many apparent outliers on the high end of the prices, but most look suitable for the feature. All but one of the prices are less than 400€; the remaining record is a room priced at 540€. While the rest of this record does not look erroneous, we will nonetheless excise it, as the price is so far outside the scope of our data.\n",
        "\n",
        "Rooms priced at 0€ indicate missing data. We will address this in our data processing."
      ],
      "metadata": {
        "id": "Yvnqs3Y1xMmI"
      },
      "id": "Yvnqs3Y1xMmI"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_special_requests')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "id": "UYJDIvIfaPys",
        "outputId": "f022a662-26ea-4571-9065-14f945476ac2"
      },
      "id": "UYJDIvIfaPys",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "a=inn['no_of_special_requests'].value_counts().drop(0,axis=0).sum()\n",
        "print('There were {} special requests.'.format(a))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BMzyrtqQKS6o",
        "outputId": "a35a5e3e-7a80-4119-cdba-f9e3a3021a45"
      },
      "id": "BMzyrtqQKS6o",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There were 16498 special requests.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Thankfully, most guests do not have any special requests. There were still over 16,000 special requests made in Vacation Lodge bookings, though thankfully there were scarcely few bookings with more than 3 special requests."
      ],
      "metadata": {
        "id": "FTcId3qFG0u_"
      },
      "id": "FTcId3qFG0u_"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'booking_status')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 356
        },
        "id": "AKJ0sMT3aT22",
        "outputId": "931b3729-7e71-48a9-e1c2-3533fa600835"
      },
      "id": "AKJ0sMT3aT22",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn['booking_status'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7aOZLgF8LkCr",
        "outputId": "9de4161e-bba7-4e94-c340-724eba074453"
      },
      "id": "7aOZLgF8LkCr",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Not_Canceled    0.672364\n",
              "Canceled        0.327636\n",
              "Name: booking_status, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "About a third of bookings at Vacation Lodge are cancelled."
      ],
      "metadata": {
        "id": "xXZJTrYDLUDD"
      },
      "id": "xXZJTrYDLUDD"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8,12))\n",
        "plt.suptitle('Price per Room Type',fontsize=16)\n",
        "\n",
        "# histogram\n",
        "plt.subplot(2,1,1)\n",
        "sns.histplot(data=inn,x='avg_price_per_room',hue='room_type_reserved',kde=True)\n",
        "\n",
        "# boxplot\n",
        "plt.subplot(2,1,2)\n",
        "sns.boxplot(data=inn,x='avg_price_per_room',y='room_type_reserved')\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 869
        },
        "id": "8oSXj-CbMTST",
        "outputId": "4ae2e0dc-1753-44b0-aa11-4bd83a89389e"
      },
      "id": "8oSXj-CbMTST",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x864 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see again that room type 1 is by far the most common type in our records. Looking at the KDE, type 2 appears to have a slightly lower mean price, while types 4 and 6 skew higher."
      ],
      "metadata": {
        "id": "07NnQbm2F6tM"
      },
      "id": "07NnQbm2F6tM"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Price by Market Segment')\n",
        "sns.boxplot(data=inn,x='avg_price_per_room',y='market_segment_type');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "i2z2Ce-uLTho",
        "outputId": "379fa956-b117-45b9-a708-2b7bbfc12cac"
      },
      "id": "i2z2Ce-uLTho",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "inn.groupby(by='market_segment_type')['avg_price_per_room'].mean()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3_MgiF3yLBN2",
        "outputId": "8b8c3841-a688-4f88-c097-e562745dcbd3"
      },
      "id": "3_MgiF3yLBN2",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "market_segment_type\n",
              "Aviation         100.704000\n",
              "Complementary      3.141765\n",
              "Corporate         82.911740\n",
              "Offline           91.632679\n",
              "Online           112.256855\n",
              "Name: avg_price_per_room, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Prices vary significantly by market segment. Complementary bookings are understandably the cheapest. Aviation skews higher than Corporate, with the middle 50% of aviation data landing fully above the middle 50% of corporate data. Online prices appear higher, in fact, than offline, the opposite of what I would have expected. The mean prices by market segment are shown above. Complementary rooms may have come with additional charges, like room service, that brough up the mean price. Online bookings have the highest mean price, followed by aviation, though the former sees great influence from extreme values."
      ],
      "metadata": {
        "id": "f0MkOhs6MuPf"
      },
      "id": "f0MkOhs6MuPf"
    },
    {
      "cell_type": "code",
      "source": [
        "plott()\n",
        "sns.scatterplot(data=inn,x='lead_time',y='avg_price_per_room')\n",
        "plt.plot((0,450),(325,75),color='r',linestyle='--');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 339
        },
        "id": "mcBcripaM8YL",
        "outputId": "9cbf4635-e297-4a4e-b2d3-86353e6f506a"
      },
      "id": "mcBcripaM8YL",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "With some reservations, booking earlier affords the guest a better deal. Here the data is mixed: Sometimes booking the same day can be affordable.\n",
        "\n",
        "Note that, while the data is noisy, it forms a triangle in the lower left corner. This aligns with prices being lower with longer lead times. That is to say, while the pattern is not so readily apparent, there is a trend to this data."
      ],
      "metadata": {
        "id": "xY-JrMQ5GQf6"
      },
      "id": "xY-JrMQ5GQf6"
    },
    {
      "cell_type": "code",
      "source": [
        "sns.catplot(data=inn,\n",
        "            x='booking_status',\n",
        "            col='no_of_special_requests',\n",
        "            kind='count',\n",
        "            col_wrap=3,\n",
        "            height=4,\n",
        "            aspect=1);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 581
        },
        "id": "_Gz4utT3Of_0",
        "outputId": "ac076255-77ee-425b-b981-42eb414ff1d6"
      },
      "id": "_Gz4utT3Of_0",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 6 Axes>"
            ],
            "image/png": 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rr76q1q1bV1s+Y8YMDR8+XJs3b9bw4cOVlZXl1TEAAAAA8KQ6CVQpKSmKi4urtqygoEC5ublKT0+XJKWnpys3N1eFhYVeGQMAAAAATwv21Y4dDodiY2MVFBQkSQoKClJMTIwcDoeMMR4fi4yM9M2BAgAAAGiwfBao/F1UVHNfl4BrEB3dwtcloIGiNwCoCb0BuH75LFDFxcUpLy9PVVVVCgoKUlVVlfLz8xUXFydjjMfHaqug4JycTuPWc/nl3f988UWJr0uAn7P9ua1NbwBQ/9AbANTkSr3BZ7dNj4qKUmJionJyciRJOTk5SkxMVGRkpFfGAAAAAMDTAowxXn87ZdasWdqyZYvOnj2riIgIhYeHa8OGDTp69KimTZumr776SmFhYZo3b57at28vSV4Zq43aXqEaPuXVWu8D3vHX+fdzhQpXxbvQAGpCbwBQkyv1hjoJVPURgar+IlDBHfzSBKAm9AYANfHLKX8AAAAAUN8RqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwF+7oAAGioWoQ1UZOQRr4uA9/4urxSJV997esyAAANDIEKALykSUgjDZ/yqq/LwDf+Ov9+lYhABQDwLAIVYCHihsYKbhzi6zLwjQsV5Sr6ssLXZQAAgOsQgQqwENw4RHvmj/F1GfhG8pSXJRGoAABA3eOmFAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgyS8C1bvvvqtBgwZp4MCBGjBggLZs2SJJOnbsmDIyMpSWlqaMjAwdP37ctY7tGAAAAAB4is8DlTFGU6ZM0fz587V+/XrNnz9fU6dOldPp1IwZMzR8+HBt3rxZw4cPV1ZWlms92zEAAAAA8BSfBypJCgwMVElJiSSppKREMTExKioqUm5urtLT0yVJ6enpys3NVWFhoQoKCqzGAAAAAMCTfP6HfQMCAvT000/rN7/5jZo2barS0lK9+OKLcjgcio2NVVBQkCQpKChIMTExcjgcMsZYjUVGRvrsOAEAAAA0PD4PVBcuXNALL7yg559/XsnJydqzZ48mTpyo+fPn+7SuqKjmPt0/rk10dAtfl4A6VlevOb2hfqM3wFvoDcD1y+eB6tChQ8rPz1dycrIkKTk5WaGhoQoJCVFeXp6qqqoUFBSkqqoq5efnKy4uTsYYq7HaKCg4J6fTuPVc/oP2P198UeLV7fOa+5/avua2ryG9oX7zdm9A/VcXvQFA/XOl3uDzz1C1atVKZ86c0b/+9S9J0tGjR1VQUKC2bdsqMTFROTk5kqScnBwlJiYqMjJSUVFRVmMAAAAA4Ek+v0IVHR2tJ554QhMmTFBAQIAkac6cOQoPD9cTTzyhadOm6fnnn1dYWJjmzZvnWs92DAAAAAA8xeeBSpIGDBigAQMGXLK8Q4cOeuONN2pcx3YMAAAAADzF51P+AAAAAKC+IlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCUCFQAAAABYIlABAAAAgCW3A9Xy5ctrXL5ixQqPFQMAAAAA9Ynbgeq5556rcfnSpUs9VgwAAAAA1CfBV3vChx9+KElyOp3auXOnjDGusZMnT6pZs2beqw4AAAAA/NhVA9X06dMlSeXl5XrsscdcywMCAhQdHa0//OEP3qsOAAAAAPzYVQPV1q1bJUlTpkzR/PnzvV4QAAAAANQXVw1U3/pumHI6ndXGAgO5WSAAAACA64/bgergwYOaOXOmPv30U5WXl0uSjDEKCAjQoUOHvFYgAAAAAPgrtwPVtGnT1KdPH82ZM0dNmjTxZk0AAAAAUC+4HahOnTqlSZMmKSAgwJv1AAAAAEC94faHn/r166f333/fK0WUl5drxowZ+tnPfqb+/fvr8ccflyQdO3ZMGRkZSktLU0ZGho4fP+5ax3YMAAAAADzF7StU5eXlGj9+vJKTk9WyZctqY9d6978FCxYoJCREmzdvVkBAgM6ePStJmjFjhoYPH66BAwdq/fr1ysrK0iuvvHJNYwAAAADgKW5fofrRj36kBx98UF27dtUPf/jDal/XorS0VOvWrdOECRNc0wlbtmypgoIC5ebmKj09XZKUnp6u3NxcFRYWWo8BAAAAgCe5fYVq/PjxXingxIkTCg8P15IlS7Rr1y41a9ZMEyZMUJMmTRQbG6ugoCBJUlBQkGJiYuRwOGSMsRqLjIx0u66oqOaeP1jUmejoFr4uAXWsrl5zekP9Rm+At9AbgOuX24Hqww8/vOzYbbfdZl1AVVWVTpw4oZtuuklTp07VP//5T40dO1aLFy+23qYnFBSck9Np3Hou/0H7ny++KPHq9nnN/U9tX3Pb15DeUL95uzeg/quL3gCg/rlSb3A7UE2fPr3a46KiIlVWVio2NlZ///vfrYuLi4tTcHCwa4reT37yE0VERKhJkybKy8tTVVWVgoKCVFVVpfz8fMXFxckYYzUGAAAAAJ7kdqDaunVrtcdVVVVaunSpmjVrdk0FREZGqlu3btqxY4d69OihY8eOqaCgQDfeeKMSExOVk5OjgQMHKicnR4mJia5pe7ZjAAAAAOApbgeq7wsKCtLYsWPVq1cv/frXv76mIp588kk99thjmjdvnoKDgzV//nyFhYXpiSee0LRp0/T8888rLCxM8+bNc61jOwYAAAAAnmIdqCRpx44dHvlDvz/4wQ/0P//zP5cs79Chg954440a17EdAwAAAABPcTtQ9erVq1p4KisrU0VFhWbMmOGVwgAAAADA37kdqBYsWFDtcWhoqNq1a6fmzblNKAAAAIDrk9uBKjU1VZLkdDp19uxZtWzZUoGBbv9dYAAAAABocNxOROfOndOUKVPUuXNn3X777ercubOmTp2qkhL+pgcAAACA65PbgWrWrFkqKytTdna29u/fr+zsbJWVlWnWrFnerA8AAAAA/JbbU/62b9+ud955R6GhoZKkdu3aae7cuerXr5/XigMAAAAAf+b2FaqQkBAVFhZWW1ZUVKTGjRt7vCgAAAAAqA/cvkL1y1/+UqNHj9aoUaMUHx+v06dPa+XKlbr33nu9WR8AAAAA+C23A9W4ceMUGxur7Oxs5efnKyYmRmPGjCFQAQAAALhuuT3lb/bs2WrXrp1WrlypjRs3auXKlerQoYNmz57tzfoAAAAAwG+5HahycnLUqVOnass6deqknJwcjxcFAAAAAPWB24EqICBATqez2rKqqqpLlgEAAADA9cLtQJWSkqLFixe7ApTT6dSzzz6rlJQUrxUHAAAAAP7M7ZtSTJ8+XZmZmerRo4fi4+PlcDgUHR2tZcuWebM+AAAAAPBbbgeqVq1aae3atdq/f78cDofi4uLUuXNnBQa6fZELAAAAABoUtwOVJAUGBqpLly7q0qWLt+oBAAAAgHqDy0sAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACWCFQAAAAAYIlABQAAAACW/CpQLVmyRAkJCTp8+LAkad++fRowYIDS0tI0evRoFRQUuJ5rOwYAAAAAnuI3gergwYPat2+fWrduLUlyOp2aPHmysrKytHnzZqWkpGjhwoXXNAYAAAAAnuQXgaqiokIzZ87UE0884Vp24MABhYSEKCUlRZI0bNgwbdq06ZrGAAAAAMCTgn1dgCQtXrxYAwYMUJs2bVzLHA6H4uPjXY8jIyPldDpVXFxsPRYeHu52TVFRza/xqOBL0dEtfF0C6lhdveb0hvqN3gBvoTcA1y+fB6q9e/fqwIED+t3vfufrUqopKDgnp9O49Vz+g/Y/X3xR4tXt85r7n9q+5ravIb2hfvN2b0D9Vxe9AUD9c6Xe4PNA9dFHH+no0aO64447JElnzpzRf/7nf2rEiBE6ffq063mFhYUKDAxUeHi44uLirMYAAAAAwJN8/hmq//qv/9L777+vrVu3auvWrWrVqpWWL1+uMWPG6Ouvv9bu3bslSa+99pruuusuSVKnTp2sxgAAAADAk3x+hepyAgMDNX/+fM2YMUPl5eVq3bq1FixYcE1jAAAAAOBJfheotm7d6vq+a9euys7OrvF5tmMAAAAA4Cl+F6gAAAAauhZhTdQkpJGvy8A3vi6vVMlXX/u6DNRTBCoAAIA61iSkkYZPedXXZeAbf51/v0pEoIIdn9+UAgAAAADqKwIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgK9nUBAAA0JBE3NFZw4xBfl4FvXKgoV9GXFb4uA0ADRqACAMCDghuHaM/8Mb4uA99InvKyJAIVAO9hyh8AAAAAWCJQAQAAAIAlAhUAAAAAWCJQAQAAAIAlAhUAAAAAWCJQAQAAAIAlAhUAAAAAWCJQAQAAAIAlnweqoqIiPfjgg0pLS1P//v01fvx4FRYWSpL27dunAQMGKC0tTaNHj1ZBQYFrPdsxAAAAAPAUnweqgIAAjRkzRps3b1Z2drZ+8IMfaOHChXI6nZo8ebKysrK0efNmpaSkaOHChZJkPQYAAAAAnuTzQBUeHq5u3bq5Hnfp0kWnT5/WgQMHFBISopSUFEnSsGHDtGnTJkmyHgMAAAAATwr2dQHf5XQ69b//+7/q27evHA6H4uPjXWORkZFyOp0qLi62HgsPD3e7lqio5p45KPhEdHQLX5eAOlZXrzm9oX6jN1yf6uJ1pzfUf/QH2PKrQPXHP/5RTZs21a9+9Su9/fbbPq2loOCcnE7j1nP5AfQ/X3xR4tXt85r7n9q+5ravIb2hfvN2b5B43f1RbV73uugN17IfeE9d9AfUX1f6mfWbQDVv3jx9/vnnWrZsmQIDAxUXF6fTp0+7xgsLCxUYGKjw8HDrMQAAAADwJJ9/hkqSFi1apAMHDui5555T48aNJUmdOnXS119/rd27d0uSXnvtNd11113XNAYAAAAAnuTzK1RHjhzRCy+8oBtvvFHDhg2TJLVp00bPPfec5s+frxkzZqi8vFytW7fWggULJEmBgYFWYwAAAADgST4PVD/+8Y/16aef1jjWtWtXZWdne3QMAAAAADzFL6b8AQAAAEB9RKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwRKACAAAAAEsEKgAAAACwFOzrAgAAAICGLuKGxgpuHOLrMvCNCxXlKvqywiPbIlABAAAAXhbcOER75o/xdRn4RvKUlyV5JlAx5Q8AAAAALBGoAAAAAMASgQoAAAAALBGoAAAAAMASgQoAAAAALBGoAAAAAMASgQoAAAAALDXYQHXs2DFlZGQoLS1NGRkZOn78uK9LAgAAANDANNhANWPGDA0fPlybN2/W8OHDlZWV5euSAAAAADQwDTJQFRQUKDc3V+np6ZKk9PR05ebmqrCw0MeVAQAAAGhIgn1dgDc4HA7FxsYqKChIkhQUFKSYmBg5HA5FRka6tY3AwIBa7bNlRLNa1wnvqe3rZ6NxWJTX9wH31cVrbrMfeoN/qat/J/QH/1IXr7vNPugP/oXfHS43SMoAACAASURBVK4/nnrNA4wxxiNb8iMHDhzQ1KlTtWHDBteyu+++WwsWLNDNN9/sw8oAAAAANCQNcspfXFyc8vLyVFVVJUmqqqpSfn6+4uLifFwZAAAAgIakQQaqqKgoJSYmKicnR5KUk5OjxMREt6f7AQAAAIA7GuSUP0k6evSopk2bpq+++kphYWGaN2+e2rdv7+uyAAAAADQgDTZQAQAAAIC3NcgpfwAAAABQFwhUAAAAAGCJQAUAAAAAlghUAAAAAGCJQAUAAAAAlghUAAAAAGCJQAUAAAAAlghUAAAAAGCJQAUAAAAAlghUAAAAAGCJQAUAAAAAlghUAAAAAGCJQAUAAAAAlghUAAAAAGCJQIVaO3v2rO6//34lJSXpT3/6k6/LccnKytJzzz3n1nNHjBihN954w8sVAdcXegOAmtAb0NAF+7oA1D+vv/66IiIi9PHHHysgIMDX5bjMnDnT1yXUuV27dmny5Mn6xz/+UWf73Llzp2bPni2Hw6GgoCClpKQoKytLsbGxdVYD/BO9wX/4ojd81+9//3utWbNGW7ZsUdu2bX1SA/wHvcF/+KI37Nq1SyNHjlRoaKhrWVZWln7xi1/UWQ3eRqBCrZ0+fVodOnTwq6ZYFy5cuKDgYH5kfvSjH+nll19WbGysKioq9PTTT2vGjBlatmyZr0uDj9EbIEm7d+/WiRMnfF0G/Ai9ATExMT57g6cuMOWvAejbt6+WL1+u/v37Kzk5WRMnTlR5eblrfNWqVerXr59SU1M1duxY5eXlXXWbH3/8sYYMGaLk5GQNGTJEH3/8sSRp2rRpWrdunZYvX66kpCR98MEHl93G/v37NXjwYHXt2lXdu3fX3LlzJUknT55UQkKCXn/9dfXo0UM9evTQ8uXLXes5nU69+OKLuvPOO9WtWzdNmDBBxcXFrvHdu3dr2LBhSklJUa9evbRmzRpXbU899ZQk6csvv1RmZqZuvfVW3XLLLcrMzNSZM2dqcValNWvWaNiwYZozZ466deumZ599VhUVFZo3b5569+6t7t27KysrS19//bVrnZdfftl1TG+++aYSEhL0+eefS7p0usCaNWt03333uR4fPXpUv/71r5Wamqq0tDRt3LjRNbZt2zbdfffdSkpKUs+ePbV8+XKdP39eDz74oPLz85WUlKSkpCTl5eVd9rx7SsuWLatdjQoKCtK///1vj+4DnkFvoDfUZW+QLv4COWvWLP3hD3/w+LbhOfQGekNd94YGz6De69OnjxkyZIg5c+aMKSoqMnfddZf561//aowx5oMPPjCpqanmwIEDpry83MycOdMMHz78itsrKioyKSkpZu3ataaystJkZ2eblJQUU1hYaIwxZurUqWbRokVXrWvo0KFm7dq1xhhjzp07Z/bu3WuMMebEiROmY8eOZtKkSaa0tNR88sknplu3bmbHjh3GGGNWrlxp7r33XuNwOEx5ebl5/PHHzaRJk4wxxpw8edJ06dLFZGdnm4qKClNYWGhyc3MvqauwsNBs2rTJnD9/3pSUlJiHH37YjBs3zlXbr371K7Nq1aor1r969WqTmJhoXnnlFVNZWWnKysrM7NmzTWZmpikqKjIlJSUmMzPTLFy40BhjzLZt28xtt91mPv30U1NaWmoeffRR07FjR3P8+PEa97l69WozbNgwY4wxpaWl5vbbbzdvvvmmqaysNAcPHjSpqanmyJEjxhhjfvrTn5qPPvrIGGNMcXGxOXDggDHGmJ07d5qePXu6dd6/79SpUyY5OfmyX2+99dZlz8236yYkJJibbrrJrF69+ornEr5Bb6A3uHPev+9aesNLL71k/vjHPxpjTLVjhH+hN9Ab3Dnv32fbG3bu3Gluvvlmc9ttt5k+ffqY2bNnm9LS0iuey/qGK1QNxIgRIxQbG6vw8HD16dNHhw4dkiRlZ2dryJAhuvnmm9W4cWM9+uij2rdvn06ePHnZbb333ntq27atBg0apODgYKWnp6t9+/Z69913a1VTcHCw/v3vf6uwsFDNmjVTly5dqo0/9NBDatq0qRISEjR48GDl5ORIkl577TVNmjRJrVq1UuPGjTV+/Hht3rxZFy5cUE5Ojrp376709HQ1atRIERERSkxMvGTfERERSktLU2hoqJo3b65x48bpo48+qlX90sVL1CNGjFBwcLBCQkK0atUqPfbYYwoPD1fz5s2VmZmpDRs2SJL+9re/afDgwerYsaOaNm2q8ePHu72f9957T61bt9aQIUMUHBysm266SWlpadq0aZPrXH722Wc6d+6cbrjhBt18882X3dbVzvu34uPjtXv37st+9e/f/7L7+HbdnTt3asKECWrfvr3bx4q6RW+ojt7gvd7gcDj0+uuva8KECW4fH3yH3lAdvcF7vaF9+/Zat26d3n//ff33f/+3Dh486Fc3J/EEJnY2ENHR0a7vQ0NDlZ+fL0nKz8+v9kPUrFkzhYeHKy8vT23atKlxW/n5+YqPj6+2LD4+3q1L/t81e/ZsPfPMM/r5z3+uNm3aaPz48erTp49rPC4uzvV969atdfjwYUkX51o/9NBDCgz8/3k/MDBQBQUFcjgc+uEPf3jVfZeVlWnu3Lnavn27vvzyS0lSaWmpqqqqFBQU5PYxtGrVyvV9YWGhysrKNHjwYNcyY4ycTqeki+etU6dO1Y7JXadOndL+/fuVkpLiWlZVVaUBAwZIkp555hktXbpUf/7zn5WQkKDf/va3SkpKqnFbVzvvnhQeHq5f/OIXGjhwoP7xj38wV9wP0Ruqozd4rzfMmTNHDz30kFq0aOGxbcJ76A3V0Ru81xuio6Nd/95+8IMfaPLkycrMzGxQNwXht58GLiYmRqdOnXI9Pn/+vIqLi694R7aYmBidPn262jKHw6GePXvWat833nijFi1aJKfTqS1btuiRRx7Rrl27qm2zQ4cOki42w5iYGEkXm9GcOXOUnJx8yTbj4uK0f//+q+77L3/5i44dO6ZVq1YpOjpahw4d0qBBg2SMqdUxfPcDtBEREWrSpIk2bNhQ4/mLiYmRw+FwPf7+OQwNDVVZWZnr8dmzZ6sd1y233KIVK1bUWEfnzp21dOlSVVZW6tVXX9XEiRO1bdu2Gj/ge7nz3rRp02rPO336tO65557LHvuTTz7pasxXUlVVpYKCAp07d07h4eFXfT78A72B3uDp3vDhhx9qz549WrBggWtZRkaGpk+ffsUr3vAv9AZ6g7d/bwgICKj1efV3TPlr4NLT07VmzRodOnRIFRUVWrRokTp37nzZd5kkqVevXjp+/Liys7N14cIFbdy4UZ999pl69+5dq32vX79ehYWFCgwMVFhYmCRVe/fo+eefV1lZmY4cOaI1a9bo7rvvliTdd999evrpp10NvbCwUO+8844kqX///vrggw+0ceNGXbhwQUVFRa5pCt9VWlqqkJAQhYWFqbi4WEuWLKlV7TUJDAzUvffeqzlz5qigoECSlJeXp+3bt0uS7rrrLq1du1afffaZysrKLtlnYmKi3n77bZWVlenzzz/Xm2++6Rrr3bu3jh8/rnXr1qmyslKVlZXav3+/jh49qoqKCr311lsqKSlRo0aN1KxZM9d5jIqKUnFxsUpKSlzbutp5/1Z8fLz27t172a/LNcUtW7boX//6l5xOpwoLCzV37lzddNNNhKl6ht5Ab/i29u+z7Q2bN2/W+vXrtW7dOq1bt06StGzZMvXr18/21MIH6A30hm9r/z7b3rBz506dOnVKxhg5HA4tXLhQd9xxxzWcWf9DoGrgunfvrgkTJujhhx9Wjx49dOLECdcdbS4nIiJCy5Yt04oVK9StWze9/PLLWrZsmSIjI2u17+3bt+uee+5RUlKSZs+eraeeekpNmjRxjaempqpfv34aNWqURo8erR49ekiSHnjgAfXt21ejR49WUlKShg4d6np3KT4+Xi+99JJWrFih1NRUDRo0SJ988skl+x45cqTKy8t16623KiMjo9bvkl3O5MmT1bZtWw0dOlRdu3bVqFGjdOzYMUkX/0MZOXKkRo4cqX79+unWW2+9pKZGjRqpe/fumjp1arV3bJs3b67ly5dr48aN6tmzp3r06KGFCxeqoqJC0sVm17dvX3Xt2lWvvfaa6x3gDh066J577tGdd96plJQUV6O+0nm/Vnl5eRozZoy6du2q/v37KzAw0CP/8aBu0RvoDZ7uDVFRUa6pPd9O7/n2HXrUH/QGeoOne8OhQ4c0bNgwdenSRcOGDVNCQoKmT5/use37gwDT0K65we+dPHlSd9xxhw4ePNjgP3OTkJDAH7YE3ERvAFATegP8HVeoAAAAAMBSw475uKzdu3frwQcfrHFs7969bm9nzJgx2rNnzyXLMzMzNXbsWOv66kpWVpays7MvWd6/f/8GdfcZwF30hovoDUB19IaL6A2oCVP+AAAAAMASU/4AAAAAwBKBCgAAAAAs8RmqyygoOCenk9mQQEMVHd3Caj16A9Cw0RsA1ORKvYErVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJYIVAAAAABgiUAFAAAAAJbqJFDNmzdPffv2VUJCgg4fPuxafuzYMWVkZCgtLU0ZGRk6fvy4V8cAAAAAwJPqJFDdcccdevXVV9W6detqy2fMmKHhw4dr8+bNGj58uLKysrw6BgAAAACeVCeBKiUlRXFxcdWWFRQUKDc3V+np6ZKk9PR05ebmqrCw0CtjAAAAAOBpwb7ascPhUGxsrIKCgiRJQUFBiomJkcPhkDHG42ORkZG+OVAAAAAADZbPApW/i4pq7usSAPghegOAmtAbgOuXzwJVXFyc8vLyVFVVpaCgIFVVVSk/P19xcXEyxnh8rLYKCs7J6TReOHIA/iA6uoXVevQGoGGjNwCoyZV6g89umx4VFaXExETl5ORIknJycpSYmKjIyEivjAEAAACApwUYY7z+dsqsWbO0ZcsWnT17VhEREQoPD9eGDRt09OhRTZs2TV999ZXCwsI0b948tW/fXpK8MlYbvNMENGy8Cw2gJvQGADW5Um+ok0BVH9EYgYaNX5oA1ITeAKAmfjnlDwAAAADqOwIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFgiUAEAAACAJQIVAAAAAFjyi0D17rvvatCgQRo4cKAGDBigLVu2SJKOHTumjIwMpaWlKSMjQ8ePH3etYzsGAAAAAJ4SYIwxvizAGKPU1FS9+uqr6tixoz755BPdd9992rNnj0aNGqUhQ4Zo4MCBWr9+vVavXq1XXnlFkvTAAw9YjbmroOCcnE6fnhoAXhQd3cJqPXoD0LDRGwDU5Eq9wS+uUAUGBqqkpESSVFJSopiYGBUVFSk3N1fp6emSpPT0dOXm5qqwsFAFBQVWYwAAAADgScG+LiAgIEBPP/20fvOb36hp06YqLS3Viy++KIfDodjYWAUFBUmSgoKCFBMTI4fDIWOM1VhkZKTPjhMAAABAw+PzQHXhwgW98MILev7555WcnKw9e/Zo4sSJmj9/vk/riopq7tP9A/BP9AYANaE3ANcvnweqQ4cOKT8/X8nJyZKk5ORkhYaGKiQkRHl5eaqqqlJQUJCqqqqUn5+vuLg4GWOsxmqDudBAw8bnJADUhN4AoCZ+/RmqVq1a6cyZM/rXv/4lSTp69KgKCgrUtm1bJSYmKicnR5KUk5OjxMRERUZGKioqymoMAAAAADzJ53f5k6S33npLL730kgICAiRJjzzyiO68804dPXpU06ZN01dffaWwsDDNmzdP7du3lyTrMXfxThPQsPEuNICa0BsA1ORKvcEvApU/ojECDRu/NAGoCb0BQE38esofAAAAANRXBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLBCoAAAAAsESgAgAAAABLbgeq5cuX17h8xYoVHisGAAAAAOoTtwPVc889V+PypUuXeqwYAAAAAKhPgq/2hA8//FCS5HQ6tXPnThljXGMnT55Us2bNvFcdAAAAAPixqwaq6dOnS5LKy8v12GOPuZYHBAQoOjpaf/jDH7xXHQAAAAD4sasGqq1bt0qSpkyZovnz53u9IAAAAACoLwLMd+fwucnpdFZ7HBjY8G4WWFBwTk5nrU8NgHoiOrqF1Xr0BqBhozcAqMmVesNVr1B96+DBg5o5c6Y+/fRTlZeXS5KMMQoICNChQ4euvUoAAAAAqGfcDlTTpk1Tnz59NGfOHDVp0sSbNQEAAABAveB2oDp16pQmTZqkgIAAb9YDAAAAAPWG2x9+6tevn95//32vFFFeXq4ZM2boZz/7mfr376/HH39cknTs2DFlZGQoLS1NGRkZOn78uGsd2zEAAAAA8BS3b0oxceJEvfvuu0pOTlbLli2rjV3r3f9mzZqlwMBA/f73v1dAQIDOnj2rli1b6oEHHtCQIUM0cOBArV+/XqtXr9Yrr7wiSdZj7uLDpUDDxgfPAdSE3gCgJlfqDW4HqiVLllx2bPz48bWv6hulpaXq1auXtm3bVu2PBBcUFCgtLU27du1SUFCQqqqq1K1bN23ZskXGGKuxyMhIt+uiMQING780AagJvQFATTxyl79rCU1XcuLECYWHh2vJkiXatWuXmjVrpgkTJqhJkyaKjY1VUFCQJCkoKEgxMTFyOBwyxliN1SZQAQAAAMDVuB2oPvzww8uO3XbbbdYFVFVV6cSJE7rppps0depU/fOf/9TYsWO1ePFi6216QlRUc5/uH4B/ojcAqAm9Abh+uR2opk+fXu1xUVGRKisrFRsbq7///e/WBcTFxSk4OFjp6emSpJ/85CeKiIhQkyZNlJeXp6qqKtfUvfz8fMXFxckYYzVWG1y6Bxo2pvUAqAm9AUBNPDLlb+vWrdUeV1VVaenSpdU+92QjMjJS3bp1044dO9SjRw8dO3ZMBQUFuvHGG5WYmKicnBwNHDhQOTk5SkxMdE3bsx0DAAAAAE9x+6YUNblw4YJ69eqlHTt2XFMRJ06c0GOPPabi4mIFBwdr4sSJ6tWrl44ePapp06bpq6++UlhYmObNm6f27dtLkvWYu3inCWjYeBcaQE3oDQBq4pG7/NVk27Ztmj59utf+PpUv0RiBho1fmgDUhN4AoCYemfLXq1cvBQQEuB6XlZWpoqJCM2bMuLbqAAAAAKCecjtQLViwoNrj0NBQtWvXTs2bc1cbAAAAANcntwNVamqqJMnpdOrs2bNq2bKlAgMDvVYYAAAAAPg7txPRuXPnNGXKFHXu3Fm33367OnfurKlTp6qkpMSb9QEAAACA33I7UM2aNUtlZWXKzs7W/v37lZ2drbKyMs2aNcub9QEAAACA33J7yt/27dv1zjvvKDQ0VJLUrl07zZ07V/369fNacQAAAADgz9y+QhUSEqLCwsJqy4qKitS4cWOPFwUAAAAA9YHbV6h++ctfavTo0Ro1apTi4+N1+vRprVy5Uvfee6836wMAAAAAv+V2oBo3bpxiY2OVnZ2t/Px8xcTEaMyYMQQqAAAAANctt6f8zZ49W+3atdPKlSu1ceNGrVy5Uh06dNDs2bO9WR8AAAAA+C23A1VOTo46depUbVmnTp2Uk5Pj8aIAAAAAoD5wO1AFBATI6XRWW1ZVVXXJMgAAAAC4XrgdqFJSUrR48WJXgHI6nXr22WeVkpLiteIAAAAAwJ8FGGOMO088c+aMMjMz9cUXXyg+Pl4Oh0PR0dFatmyZWrVq5e0661xBwTk5nW6dGgD1UHR0C6v16A1Aw0ZvAFCTK/UGt+/y16pVK61du1b79++Xw+FQXFycOnfurMBAty9yAQAAAECD4nagkqTAwEB16dJFXbp08VY9AAAAAFBvcHkJAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACwRqAAAAADAEoEKAAAAACz5VaBasmSJEhISdPjwYUnSvn37NGDAAKWlpWn06NEqKChwPdd2DAAAAAA8xW8C1cGDB7Vv3z61bt1akuR0OjV58mRlZWVp8+bNSklJ0cKFC69pDAAAAAA8yS8CVUVFhWbOnKknnnjCtezAgQMKCQlRSkqKJGnYsGHatGnTNY0BAAAAgCcF+7oASVq8eLEGDBigNm3auJY5HA7Fx8e7HkdGRsrpdKq4uNh6LDw83O2aoqKaX+NRAWiI6A0AakJvAK5fPg9Ue/fu1YEDB/S73/3O16VUU1BwTk6n8XUZALwkOrqF1Xr0BqBhozf8v/buPSiq+2Dj+LMsF42YIF6BmFjTWkHakYZLErVWaopFLkUMJCpJhhoTZ9BqpDbYDuCliUSrNhqHZrDaaaPWW0KJpkxbTdJqmpEaKjZGg5VLAoIIGAFZBM77h2/2lVdAPIIr+P38JXt+5/x+u7qPPuecXQG0p7NscHihOnr0qM6cOaPvf//7kqRz587pxz/+sRISElRWVmYfV11dLScnJ3l4eMjLy8vUNgAAAADoTg7/DNW8efP0j3/8QwcPHtTBgwc1YsQIbdmyRXPnzlVjY6Py8vIkSTt37tS0adMkSf7+/qa2AQAAAEB3cvgVqo44OTnp1VdfVVpammw2m3x8fLRmzZpb2gYAAAAA3cliGAY3/LaDe6GBvo3PSQBoD9kAoD2dZYPDb/kDAAAAgN6KQgUAAAAAJlGoAAAAAMAkChUAAAAAmEShAgAAAACTKFQAAAAAYBKFCgAAAABMolABAAAAgEkUKgAAAAAwiUIFAAAAACZRqAAAAADAJAoVAAAAAJhEoQIAAAAAkyhUAAAAAGAShQoAAAAATKJQAQAAAIBJFCoAAAAAMIlCBQAAAAAmUagAAAAAwCQKFQAAAACYRKECAAAAAJMoVAAAAABgEoUKAAAAAEyiUAEAAACASRQqAAAAADCJQgUAAAAAJlGoAAAAAMAkChUAAAAAmEShAgAAAACTKFQAAAAAYJLDC1VNTY2ee+45hYWFKTIyUklJSaqurpYk5efnKyoqSmFhYUpMTNSFCxfs+5ndBgAAAADdxeGFymKxaO7cucrNzVVOTo5GjhyptWvXqrW1VT/96U+Vmpqq3NxcBQYGau3atZJkehsAAAAAdCeHFyoPDw+FhITYfx4/frzKysp04sQJubm5KTAwUJL05JNP6s9//rMkmd4GAAAAAN3J2dELuFZra6t27Nih0NBQlZeXy9vb277N09NTra2tqq2tNb3Nw8Ojy2sZPNi9e54UgD6FbADQHrIBuHvdUYVq5cqVuueeezRnzhz95S9/cehaLlyoU2ur4dA1AOg5Q4cONLUf2QD0bWQDgPZ0lg13TKHKyMhQcXGxMjMz5eTkJC8vL5WVldm3V1dXy8nJSR4eHqa3AQAAAEB3cvhnqCRp3bp1OnHihF5//XW5urpKkvz9/dXY2Ki8vDxJ0s6dOzVt2rRb2gYAAAAA3cliGIZDr09/9tlnioiI0KhRo9SvXz9J0v3336/XX39dx44dU1pammw2m3x8fLRmzRoNGTJEkkxv6you3QN9G7f1AGgP2QCgPZ1lg8ML1Z2KYAT6Nv7RBKA9ZAOA9nSWDXfELX8AAAAA0BtRqAAAAADAJAoVAAAAAJhEoQIAAAAAkyhUAAAAAGAShQoAAAAATKJQAQAAAIBJFCoAAAAAMIlCBQAAAAAmUagAAAAAwCQKFQAAAACYRKECAAAAAJMoVAAAAABgEoUKAAAAAEyiUAEAAACASRQqAAAAADCJQgUAAAAAJlGoAAAAAMAkChUAAAAAmEShAgAAAACTnB29gL5g4L391M/NxdHLwP9qtF3RpS8bHb0MAAAA3AUoVN2gn5uLZi1909HLwP/a/upsXRKFCgAAAD2PW/4AAAAAwCQKFQAAAACYRKECAAAAAJMoVAAAAABgEoUKAAAAAEyiUAEAAACASRQqAAAAADCJQgUAAAAAJvXZQnX27FnFx8crLCxM8fHxKioqcvSSAAAAAPQxfbZQpaWladasWcrNzdWsWbOUmprq6CUBAAAA6GOcHb2AnnDhwgV98skn2rp1qyQpIiJCK1euVHV1tTw9Pbt0DCcny03NOWTQgJteJ3rOzf7+AV11M3+23N3d5Obm0oOrwc2w2a6ors7m6GWgj+LvHeDu1ScLVXl5uYYPHy6r1SpJslqtGjZsmMrLy7tcqAbdZEF6LeVHN71O9JzBg90dvQT0UTebDbhzuLm5UHDRY8gG4O7VZ2/5AwAAAICe1icLlZeXlyoqKtTS0iJJamlpUWVlpby8vBy8MgAAAAB9SZ8sVIMHD5avr6/eeecdSdI777wjX1/fJSOc7AAADu1JREFULt/uBwAAAABdYTEMw3D0InrCmTNn9NJLL+nLL7/Uvffeq4yMDI0ePdrRywIAAADQh/TZQgUAAAAAPa1P3vIHAAAAALcDhQoAAAAATKJQAQAAAIBJFCoAAAAAMMnZ0QsA0LErV65o8+bNOnDggFxdXWW1WvXII49oyZIlcnFxuS1reOmll+Tv7685c+bclv0A3BjZAKAj5MPtxxUqBwkNDVVERIRaW1vbPHb69OlO99u4caOamppuePy6ujqtXLlSjz/+uKKjozVjxgxlZmbe8rpvVkJCgg4dOnTb9utrUlJSVFhYqL179yonJ0d79uzR1772tS79GUDvRDb0zH59DdlwdyIfema/voZ8uP24QuVADQ0Nys7OVkxMTJf32bRpkxITE+Xq6trhGMMwNG/ePI0dO1b79++Xq6urbDabdu3a1R3Lxm1SVFSkv/71r3r//ffl7u4uSXJ2dlZ8fLxOnTql5cuX6/Lly7LZbIqLi9Ozzz4r6erZHVdXVxUVFencuXMaP368MjIyZLFYdOnSJb388ss6ceKELBaLAgMDlZqaqqamJq1fv15Hjx5VU1OTvvnNbyo9PV0DBgxos6bOxlVUVGjp0qU6f/68fHx85OTE+RqzyAZ0hmy4u5EP6Az54BgUKgdKSkrSpk2bNH369DYhV1xcrNTUVFVXV8vZ2VmLFy/Wd7/7XS1fvlyS9OSTT8rJyUm///3vde+991533A8//FBlZWX63e9+Z7+06+bmpoSEBPv2DRs2yGazqaWlRS+88IKmT58u6erZHX9/f+Xn56uyslI//OEPlZycLEmqqKjQqlWrVFRUJEmKiIjQ888/r7q6Or3yyis6deqUbDabQkJClJKSIqvV2mZdnY0rLCxUSkqKGhoaNGbMGNlstu59sXuhTz75RA8++KDuu+++67b5+Pho27ZtcnV1VX19vZ544glNmjRJDz30kCTps88+07Zt22SxWBQTE6MjR45owoQJevnll3XPPfcoOztbTk5Oqq6uliRlZWVp4MCB2rNnjyRpzZo1euONN7R48eI283Y2btWqVQoKClJSUpJKS0sVFRWlSZMm9eRL1GeRDWRDZ8iGuxv5QD50hnxwDAqVA/n7+2vcuHHasWOHnnnmGfvjycnJiouL0xNPPKHCwkLNnj1b7777rtLS0rR9+3bt3LnzuvZ/rf/85z/y8/Pr8D5ZPz8/bd++XVarVVVVVZoxY4YmTpxof/OVl5frzTffVH19vaZOnaqZM2dq1KhRSk5O1uTJk7Vx40ZJsr+hXnnlFQUFBemXv/ylWltblZycrL179youLq7NvJ2NW7p0qRISEhQTE6P8/Hw99dRTt/Ta9nWNjY1KT0/XqVOnZLFYVFlZqU8//dQeilOnTpWbm5ukq7/fJSUlmjBhgg4dOqR9+/bZzwB5enpKkg4ePKi6ujrl5uZKuno2aezYsdfN29m4jz76SL/4xS8kSSNHjtSjjz7ag69A30Y2kA1mkQ19H/lAPphFPvQcCpWDLVq0SE8//bRmzpwp6eol95MnTyo2NlaS9PWvf12+vr7Kz89XaGhot8xZXV2tZcuWqbi4WFarVRcvXtTZs2c1fvx4SdK0adPk5OSkgQMH6qGHHlJJSYmGDh2qjz/+WFu3brUf59o31PHjx+3bGhsbNXz48Ovm7WhcXV2dTp8+rejoaEnS+PHjNWbMmG55rr2Zn5+fiouLdfHixevONK1bt05Dhw7V6tWr5ezsrMTExDZn5r4KREmyWq1qaWnpdC7DMJSWlnbDIOvqONw6soFs6AjZAPKBfOgI+eAYvfNGxT5k9OjRmjx5cpuwuVXjxo3TyZMn1dzc3O729PR0BQcHKycnR9nZ2RoxYsQtv6E2b96s7OxsZWdnKzc3Vz/72c9Mj8NVo0aNUmhoqFJTU1VXVydJamlp0e7du3Xp0iWNGDFCzs7OOn36tPLy8rp0zClTpmjLli0yDEPS/50pDA0N1bZt29TY2Cjp6i0WZ86cuW7/zsY98sgj2rt3rySptLRUH3744S08e5ANZENHyAaQD+RDR8gHx6BQ3QEWLFig7du3q76+XhaLRb6+vnrrrbckSWfOnNGnn35qPwM0YMAA+xukI48++qiGDx+u1atX27/RpampSX/4wx8kSZcuXZKPj48sFosOHz6s4uLiG65xwIABCggI0LZt2+yPXfuGeuONN+zhWV1drdLS0uuO0dE4d3d3jRkzRjk5OZKk48eP3/Abi+4Wq1ev1qhRoxQbG6uIiAhFRkbqv//9r5577jnt3r1bkZGR2rRpk4KCgrp0vJSUFNXX1ysiIkJRUVHavHmzJNk/iDxz5kxFRkZq1qxZ7YZiZ+N+/vOf66OPPlJ4eLhWrlypkJCQ7nsh7lJkA9nQEbIB5AP50BHy4fazGF/VTdxWoaGhyszMtF+ezsjI0G9/+1vl5OTIzc2t3Q+WSle/qScnJ0f9+vXr8IOl0tX2/6tf/Up///vf1b9/f0lSZGSk5s2bp8OHD2v58uXq37+/vvWtb6mgoEDLli1TSEiIEhISlJiYqClTpkhSm58rKiq0fPlylZSUyMnJSREREZo3b57q6uq0Zs0a/etf/5LFYpGLi4uWLVumwMDANvt3Nu6rD5ZevnxZY8aM0eeff6758+fb1wHcLcgGsgHoCPlAPuDORKECAAAAAJO45Q8AAAAATOJb/nqx1NRU/fvf/27zmNVq1b59+xy0IgB3ArIBQEfIB6D7ccsfAAAAAJjELX8AAAAAYBKFCgAAAABMsqanp6c7ehHoW0JDQ/WNb3xDI0eO7LZjJiQkqKWlRePGjbtu29y5c9XS0iJfX99umw9AzyAfALSHbEBvxhUq9HpZWVmKiYlxyNwJCQnavXt3l8dv3LhRycnJPbgiANciHwC0h2xAd6JQAQAAAIBJFCr0iIKCAoWHhysoKEgpKSmy2WySpF27dunxxx9XcHCwXnjhBVVUVNj3OXbsmGJjY/Xwww8rNjZWx44da/fYlZWVioyMVFZWlqS2Z3r27dunp556ShkZGQoKClJoaKjef/99+76lpaWaPXu2AgIC9Oyzz2r58uU3POtjs9mUnJyskJAQBQYGKjY2VlVVVVq/fr3y8vK0YsUKBQQEaMWKFZKkVatWafLkyfrOd76jGTNmKC8vT5L0wQcf6De/+Y3effddBQQEKCoqStLV2xyOHDlin+/aM1EdzQ30ZuQD+QC0h2wgG3otA+hmU6ZMMaZPn26UlZUZNTU1Rnx8vLFu3TrjyJEjRnBwsHHixAnDZrMZK1asMGbNmmUYhmHU1NQYgYGBxltvvWVcuXLFyMnJMQIDA43q6mrDMAxjzpw5xq5du4ySkhLjBz/4gbFz5077fF9tMwzD2Lt3r+Hn52f88Y9/NJqbm40333zTmDBhgtHa2moYhmHExcUZq1evNmw2m3H06FEjICDAWLJkSafPZ8eOHcbzzz9vNDQ0GM3NzUZBQYFx6dKl6+b+yttvv21UV1cbV65cMbZs2WI89thjRmNjo2EYhvHaa69dN9+UKVOMw4cP23++dkxncwO9EflAPgDtIRvIht6MK1ToEbNnz5aXl5c8PDw0f/587d+/Xzk5OYqNjdW4cePk6uqqF198Ufn5+fr888/13nvv6cEHH9SPfvQjOTs7KyIiQqNHj9ahQ4fsxywsLNQzzzyjBQsWKD4+vsO5vb29FRcXJ6vVqpiYGJ0/f15VVVUqKytTQUGBFi5cKFdXVwUGBio0NPSGz8XZ2Vm1tbUqLi6W1WqVv7+/3N3dOxwfHR2tQYMGydnZWYmJiWpqatLZs2dv7gU0OTfQG5AP5APQHrKBbOitnB29APRNXl5e9l97e3ursrJSlZWVbb5pZ8CAAfLw8FBFRYUqKyvl7e3d5hje3t5tLuvn5OTogQceUFhYWKdzDxkyxP7r/v37S5IaGhpUU1Oj++67z/7YV+ssLy/v9HjR0dE6d+6cXnzxRX355ZeKiorS4sWL5eLi0u74LVu2aM+ePaqsrJTFYlFdXZ1qamo6naO75gZ6A/KBfADaQzaQDb0VV6jQI64NmrKyMg0bNkzDhg3TF198YX+8oaFBtbW1Gj58uIYNG6aysrLrjjF8+HD7z0lJSRo0aJCWLFmilpaWm17T0KFDdfHiRV2+fLnddXbExcVFSUlJOnDggHbu3Kn33ntPb7/9drtj8/LylJWVpQ0bNujo0aPKy8vTwIEDZRiGJMlisVy3T//+/dus6fz586bmBnoL8oF8ANpDNpANvRWFCj1i+/btOnfunGpra5WZmanw8HBFRERo3759OnnypJqamrRu3Tp9+9vf1v3336/JkyerqKhIOTk5am5u1oEDB1RYWKjvfe979mO6uLjo17/+tS5fvqylS5eqtbX1ptbk4+Mjf39/bdy4UU1NTfr444/b3BbQkX/+8586deqUWlpa5O7uLmdnZzk5XX3rDBkyRKWlpfax9fX1slqt8vT0VHNzszZt2qS6ujr79sGDB+uLL75os/axY8fqwIEDunLligoKCpSbm9uluYHeinwgH4D2kA1kQ2/Fq4seERERocTERE2dOlUPPPCA5s+fr8cee0w/+clPtGDBAk2cOFGlpaVav369JGnQoEHKzMzU1q1bFRISoqysLGVmZsrT07PNcV1dXbVp0yZduHBBy5Ytu+lgXLt2rfLz8xUSEqINGzYoPDxcrq6une5TVVWlhQsX6uGHH1Z4eLiCg4MVHR0tSXr66aeVm5uroKAgrVq1ShMnTtSkSZMUFham0NBQubm5tbmFYdq0aZKkkJAQ+/9/sWjRIpWUlCg4OFgbN25UZGRkl+YGeivygXwA2kM2kA29lcX46noicBdatGiRRo8erYULFzp6KQDuMOQDgPaQDfj/uEKFu8rx48dVUlKi1tZWffDBB/rb3/6mqVOnOnpZAO4A5AOA9pANuBG+5Q93laqqKi1YsEC1tbUaMWKE0tPT5efnpz/96U9KS0u7bry3t7f279/vgJUCuN3IBwDtIRtwI9zyBwAAAAAmccsfAAAAAJhEoQIAAAAAkyhUAAAAAGAShQoAAAAATKJQAQAAAIBJFCoAAAAAMOl/AN4vBP25kY5lAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's start looking at cancellations. Above we see the ratio of cancellations to kept bookings, broken down by the number of special requests. It seems that bookings with 0 special requests are more likely to be cancelled than those with at least one special request."
      ],
      "metadata": {
        "id": "40fg-7gxP648"
      },
      "id": "40fg-7gxP648"
    },
    {
      "cell_type": "code",
      "source": [
        "# collect cancellations by month\n",
        "can_by_month={}\n",
        "for month in range(1,13):\n",
        "  can_by_month[month]=inn.groupby(by='arrival_month')['booking_status'].value_counts()[month]['Canceled']\n",
        "can_by_month_df=pd.DataFrame.from_dict(can_by_month,orient='index',columns=['Cancellations'])"
      ],
      "metadata": {
        "id": "K7ksiQ84NSt7"
      },
      "id": "K7ksiQ84NSt7",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(16,5))\n",
        "\n",
        "# cancellations by month\n",
        "plt.subplot(1,2,1)\n",
        "plt.title('Number of Cancellations by Month')\n",
        "sns.barplot(data=can_by_month_df,x=can_by_month_df.index,y='Cancellations')\n",
        "plt.xlabel('Month')\n",
        "\n",
        "# recall arrival frequency\n",
        "plt.subplot(1,2,2)\n",
        "plt.title('Arrival Month Frequency')\n",
        "sns.countplot(data=inn,x='arrival_month')\n",
        "plt.xlabel('Month')\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 309
        },
        "id": "qj8DTlMyOY40",
        "outputId": "ed296ec2-9e38-4ab5-8d38-930568a8ad6b"
      },
      "id": "qj8DTlMyOY40",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1152x360 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The plot on the left shows cancellations by month. I would argue there's less to be gleaned here than one may initially think: The number of cancellations seem to be largely a function of the number of reservations made for each month. Recall the graph on the right.\n",
        "\n",
        "The relationship between arrival month frequency and number of cancellations can be observed in the linear regression below."
      ],
      "metadata": {
        "id": "YUQ0GsQXHGK-"
      },
      "id": "YUQ0GsQXHGK-"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Number of Reservations by Month and Cancellations')\n",
        "sns.regplot(x=inn['arrival_month'].value_counts().sort_index(),y=can_by_month_df)\n",
        "plt.xlabel('Number of Reservations (for each month)');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "SoCeVeu1Hymb",
        "outputId": "128eb84e-673c-4034-9249-2a79868d3267"
      },
      "id": "SoCeVeu1Hymb",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The trend is quite plain, in fact: The more reservations there are in a month, the greater number of cancellations observed for that month."
      ],
      "metadata": {
        "id": "XK6QfPDgKXUv"
      },
      "id": "XK6QfPDgKXUv"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Previous Cancellations by Market Segment')\n",
        "sns.countplot(data=inn,x='no_of_previous_cancellations',hue='market_segment_type')\n",
        "plt.legend(loc='upper right');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "rRoQTcqtQIYU",
        "outputId": "e29836b6-e515-449c-9809-71f828b92fe4"
      },
      "id": "rRoQTcqtQIYU",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Cancellation history is also an important factor. Let's see which market segments cancel most often.\n",
        "\n",
        "We see that 0 previous cancellations dominates the data set. As discussed before, this is largely due to most guest being new, i.e., not returning. We can remove the 0s to get a clearer picture of the breakdown for the nonzero records."
      ],
      "metadata": {
        "id": "zPnK68ppRApv"
      },
      "id": "zPnK68ppRApv"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Previous Cancellations by Market Segment (0s removed)')\n",
        "sns.countplot(data=inn.drop(inn.loc[inn['no_of_previous_cancellations']==0].index.tolist(),axis=0),\n",
        "              x='no_of_previous_cancellations',\n",
        "              hue='market_segment_type')\n",
        "plt.legend(loc='upper right');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "LnK555dgQ8Xp",
        "outputId": "0ead8073-ddea-4208-f495-9865a37c6877"
      },
      "id": "LnK555dgQ8Xp",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Without the 0s, the scale now allows for a clear view of the rest of the data. Corporate bookings appear most prone to cancellations, followed by either complementary or offline, depending on the number of previous cancellations. All told, online bookings are more reliable than I would have expected."
      ],
      "metadata": {
        "id": "3_jYLXUiTdvR"
      },
      "id": "3_jYLXUiTdvR"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Booking Status by Kept Reservation History')\n",
        "sns.boxplot(data=inn,x='no_of_previous_bookings_not_canceled',y='booking_status');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "OBb814WzRHXh",
        "outputId": "58a70fcf-c669-49d3-bdba-74113e88788f"
      },
      "id": "OBb814WzRHXh",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now let's try to use past trends to inform cancellations. Here we plot number of previous bookings not cancelled versus the booking status for the current reservation. We see that the upper line (Not_Canceled) demonstrates that reliable past guests tend to keep their future reservations. We can remove the 0s again to get a better picture."
      ],
      "metadata": {
        "id": "Yaik9pjfUZP2"
      },
      "id": "Yaik9pjfUZP2"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Booking Status by Kept Reservation History (0s removed)')\n",
        "sns.boxplot(data=inn.drop(inn.loc[inn['no_of_previous_bookings_not_canceled']==0].index.tolist(),axis=0),\n",
        "            x='no_of_previous_bookings_not_canceled',\n",
        "            y='booking_status');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "kqsWI1KORh8i",
        "outputId": "b00da013-ac3c-4e85-91fa-2c97c4f02c7f"
      },
      "id": "kqsWI1KORh8i",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "It is now more clear that cancelled bookings generally have fewer kept past reservations. Put another way: Past reliability appears to be a good indicator of future booking status."
      ],
      "metadata": {
        "id": "aogh3TF5U07B"
      },
      "id": "aogh3TF5U07B"
    },
    {
      "cell_type": "markdown",
      "id": "alleged-spirituality",
      "metadata": {
        "id": "alleged-spirituality"
      },
      "source": [
        "## Data Preprocessing\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### missing value treatment"
      ],
      "metadata": {
        "id": "m7TVjsn4Bcw7"
      },
      "id": "m7TVjsn4Bcw7"
    },
    {
      "cell_type": "code",
      "source": [
        "# impute 0 with mean by room type\n",
        "inn['avg_price_per_room'].replace(to_replace=0,value=np.nan,inplace=True)\n",
        "mean_price=inn.groupby(by='room_type_reserved')['avg_price_per_room'].transform('mean')\n",
        "inn['avg_price_per_room'].fillna(value=mean_price,inplace=True)"
      ],
      "metadata": {
        "id": "b57R091Q4lSj"
      },
      "id": "b57R091Q4lSj",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start by imputing the average price per room to replace the 0€ values. We replaced 0 with the mean price by room type."
      ],
      "metadata": {
        "id": "wH44mjinHil9"
      },
      "id": "wH44mjinHil9"
    },
    {
      "cell_type": "code",
      "source": [
        "a=inn.loc[(inn['no_of_week_nights']==0)&(inn['no_of_weekend_nights']==0)].shape[0]\n",
        "print('There are {} records with 0 week nights AND 0 weekend nights.'.format(a))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kkh28RMkHLEe",
        "outputId": "11fd807e-6bd5-4a13-92e1-59c5cb36804f"
      },
      "id": "Kkh28RMkHLEe",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There are 78 records with 0 week nights AND 0 weekend nights.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We found 78 records that list 0 for both week nights booked and weekend nights book. This is clearly an error! We must drop these records."
      ],
      "metadata": {
        "id": "WgBNOwFNHhf3"
      },
      "id": "WgBNOwFNHhf3"
    },
    {
      "cell_type": "code",
      "source": [
        "drop_ids=inn.loc[(inn['no_of_week_nights']==0)&(inn['no_of_weekend_nights']==0)].index.tolist()\n",
        "inn.drop(index=drop_ids,axis=0,inplace=True)"
      ],
      "metadata": {
        "id": "bheSdqZZIMbE"
      },
      "id": "bheSdqZZIMbE",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### outlier treatment"
      ],
      "metadata": {
        "id": "fGABp3utBjtd"
      },
      "id": "fGABp3utBjtd"
    },
    {
      "cell_type": "code",
      "source": [
        "# collect records to drop\n",
        "drop_ids=inn.loc[inn['no_of_children']==9].index.tolist()\n",
        "drop_ids+=inn.loc[inn['no_of_children']==10].index.tolist()\n",
        "drop_ids+=inn.loc[inn['no_of_weekend_nights']==7].index.tolist()\n",
        "drop_ids+=inn.loc[inn['no_of_week_nights']>10].index.tolist()\n",
        "drop_ids+=inn.loc[inn['avg_price_per_room']>400].index.tolist()\n",
        "\n",
        "# drop\n",
        "inn.drop(index=drop_ids,axis=0,inplace=True)"
      ],
      "metadata": {
        "id": "xyPFeoJBCcOM"
      },
      "id": "xyPFeoJBCcOM",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "See EDA above for drop justifications."
      ],
      "metadata": {
        "id": "TIzEAV49Jlnz"
      },
      "id": "TIzEAV49Jlnz"
    },
    {
      "cell_type": "markdown",
      "source": [
        "### preparing data"
      ],
      "metadata": {
        "id": "27hmyUvjVVnF"
      },
      "id": "27hmyUvjVVnF"
    },
    {
      "cell_type": "code",
      "source": [
        "# drop unique ID\n",
        "inn.drop('Booking_ID',axis=1,inplace=True)"
      ],
      "metadata": {
        "id": "RWrou56koeAd"
      },
      "id": "RWrou56koeAd",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# numerical encoding for booking_status\n",
        "inn['booking_status'].replace({'Not_Canceled':0,'Canceled':1},inplace=True)"
      ],
      "metadata": {
        "id": "9mfFkqGYaTRu"
      },
      "id": "9mfFkqGYaTRu",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# convert to categorical data type\n",
        "cat_cols=['type_of_meal_plan',\n",
        "          'required_car_parking_space',\n",
        "          'room_type_reserved',\n",
        "          'arrival_year',\n",
        "          'market_segment_type',\n",
        "          'repeated_guest',\n",
        "          'booking_status']\n",
        "for col in cat_cols:\n",
        "  inn[col]=pd.Categorical(inn[col])"
      ],
      "metadata": {
        "id": "R5zZi8Daqe_9"
      },
      "id": "R5zZi8Daqe_9",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# features\n",
        "X=inn.drop(['booking_status'],axis=1)\n",
        "X=sm.add_constant(X)\n",
        "\n",
        "# response variable\n",
        "y=inn['booking_status']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HDlS-UxaZjx0",
        "outputId": "fd030150-3f54-4767-b107-904cec2e527e"
      },
      "id": "HDlS-UxaZjx0",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/tsatools.py:142: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
            "  x = pd.concat(x[::order], 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# one-hot encoding\n",
        "X=pd.get_dummies(data=X,drop_first=True)"
      ],
      "metadata": {
        "id": "pk7T78r2XohP"
      },
      "id": "pk7T78r2XohP",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train,X_test,y_train,y_test=train_test_split(X,y,\n",
        "                                               test_size=0.3,\n",
        "                                               random_state=2,\n",
        "                                               stratify=y)"
      ],
      "metadata": {
        "id": "9IOYWfwjIL7W"
      },
      "id": "9IOYWfwjIL7W",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "difficult-union",
      "metadata": {
        "id": "difficult-union"
      },
      "source": [
        "## EDA\n",
        "\n",
        "- It is a good idea to explore the data once again after manipulating it."
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_adults')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "9de76cf1-36f6-4870-ae64-0be1912c9a69",
        "id": "8j4Ww4Bzmvw0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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sLNntdkVFRSk/P9+zXlxcLLvdLqfT6ZM1AABQN43265ELFy5UXl6eli1bJofDIUnq1q2bysvLtWvXLknSunXrlJyc7LM1AABQNzbLsnz+/PqBAweUkpKia665Ri1atJAkdezYUcuWLdPu3buVnp6uiooKxcTEaP78+QoPD5ckn6x5i1MPuBJERLTRmFWT/T1Gk7X6wcWcekDAq+3UQ6OEwuWIUMCVgFCoGaGAK0FtocA7MwIAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYEQoAAAAI0IBAAAYEQoAAMCIUAAAAEaEAgAAMCIUAACAEaEAAACMCAUAAGBEKAAAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYEQoAAAAo0YLhczMTCUlJSk2Nlaff/65Z3tSUpKSk5M1bNgwDRs2TB988IFnbe/evRo6dKgGDRqksWPHqqioqN5rAADAe40WCv3799eaNWsUExPzk7UlS5Zow4YN2rBhg/r06SNJcrvdmjZtmtLS0pSbm6v4+HgtWLCgXmsAAKBuvA6FlStXXnT7qlWrvHp8fHy8oqKivD2c8vLyFBwcrPj4eEnSyJEj9eabb9ZrDQAA1E2Qt3dctmyZHnrooZ9sX758uR588MF6DTF16lRZlqVevXppypQpatu2rQoKChQdHe25T2hoqNxut0pLSy95zel0ej1TWFjren1MAAJDREQbf48A+FWtofDhhx9K+uEp/Y8++kiWZXnWvv32W4WEhNRrgDVr1igqKkqVlZWaO3euMjIymsSpgqKiU3K7rdrvCFzG+CZYu+PHT/p7BMCn7HZbjT8c1xoKs2bNkiRVVFTo97//vWe7zWZTRESE/vCHP9RrwPOnIxwOh1JTU/Xoo496tufn53vuV1xcLLvdLqfTeclrAACgbmoNhc2bN0uSpk+frnnz5jXowU+fPq2qqiq1adNGlmVp06ZNiouLkyR169ZN5eXl2rVrl+Lj47Vu3TolJyfXaw0AANSNzfrxuQQvud3uarft9tpfEzlnzhy99dZbKiwsVPv27eV0OpWVlaVJkyapqqpKbrdbXbp00R/+8AdFRkZKknbv3q309HRVVFQoJiZG8+fPV3h4eL3WvMWpB1wJIiLaaMyqyf4eo8la/eBiTj0g4NV26sHrUPjPf/6jjIwM/e9//1NFRYUkybIs2Ww27d+/v2GmbUIIBVwJCIWaEQq4EtT7NQrnzZw5U/369dOzzz6rFi1aNMhwAACgafM6FI4cOaInn3xSNpvNl/MAAIAmxOs3XBo4cKC2bdvmy1kAAEAT4/UzChUVFZo4caJ69er1kxcGNvRvQwAAgKbB61C47rrrdN111/lyFgAA0MR4HQoTJ0705RwAAKAJ8joUzr+V88XccsstDTIMAABoWrwOhfNv5XxeSUmJzp49qw4dOujdd99t8MEAAID/eR0K59/K+byqqiotX7683heFAgAATZfXvx55oWbNmmnChAlasWJFQ84DAACakEsOBUnavn07b8AEAEAA8/rUQ9++fatFwZkzZ1RZWan09HSfDAYAAPzP61CYP39+tdstW7bUtddeq9atzReSAAAAlzevQ6F3796SfrjEdGFhocLDw726vDQAALh8ef2d/tSpU5o+fbq6d++u22+/Xd27d9eMGTN08iSXYAUAIFB5HQpz5szRmTNnlJ2drc8++0zZ2dk6c+aM5syZ48v5AACAH3l96uGDDz7QO++8o5YtW0qSrr32Wj333HMaOHCgz4YDAAD+5fUzCsHBwSouLq62raSkRA6Ho8GHAgAATYPXzyj88pe/1NixYzVmzBhFR0crPz9fq1ev1n333efL+QAAgB95HQqPPvqoOnTooOzsbB07dkyRkZEaN24coQAAQADz+tTD3Llzde2112r16tXatGmTVq9erS5dumju3Lm+nA8AAPiR16GQk5Ojbt26VdvWrVs35eTkNPhQAACgafA6FGw2m9xud7VtVVVVP9kGAAACh9ehEB8fr8WLF3vCwO12a+nSpYqPj/fZcAAAwL+8fjHjrFmzNH78eCUmJio6OloFBQWKiIhQVlaWL+cDAAB+5HUoXHXVVfrnP/+pzz77TAUFBYqKilL37t253gMAAAHM61CQJLvdrh49eqhHjx6+mgcAADQhPB0AAACMCAUAAGBEKAAAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARo0SCpmZmUpKSlJsbKw+//xzz/avvvpKI0aM0KBBgzRixAgdOnTIp2sAAKBuGiUU+vfvrzVr1igmJqba9vT0dKWmpio3N1epqalKS0vz6RoAAKibRgmF+Ph4RUVFVdtWVFSkffv2KSUlRZKUkpKiffv2qbi42CdrAACg7oL8deCCggJ16NBBzZo1kyQ1a9ZMkZGRKigokGVZDb4WGhpap/nCwlo34EcL4HIVEdHG3yMAfuW3UGjqiopOye22/D0G4FN8E6zd8eMn/T0C4FN2u63GH479FgpRUVE6evSoqqqq1KxZM1VVVenYsWOKioqSZVkNvgYAAOrOb78eGRYWpri4OOXk5EiScnJyFBcXp9DQUJ+sAQCAurNZluXz59fnzJmjt956S4WFhWrfvr2cTqdef/11HTx4UDNnztSJEyfUtm1bZWZmqnPnzpLkk7W64NQDrgQREW00ZtVkf4/RZK1+cDGnHhDwajv10CihcDkiFHAlIBRqRijgSlBbKPDOjAAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYEQoAAAAI0IBAAAYEQoAAMCIUAAAAEaEAgAAMCIUAACAEaEAAACMCAUAAGBEKAAAACNCAQAAGBEKAADAKMjfAwAm7ds5FOQI9vcYTdK5ygqVfF/p7zEAXAEIBTRZQY5gfTpvnL/HaJJ6TV8hiVAA4HucegAAAEaEAgAAMCIUAACAEaEAAACMCAUAAGBEKAAAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYBTk7wEkKSkpSQ6HQ8HBwZKkqVOnqk+fPtq7d6/S0tJUUVGhmJgYzZ8/X2FhYZJ0yWsAAMB7TeYZhSVLlmjDhg3asGGD+vTpI7fbrWnTpiktLU25ubmKj4/XggULJOmS1wAAQN00mVC4UF5enoKDgxUfHy9JGjlypN588816rQEAgLppEqcepB9ON1iWpV69emnKlCkqKChQdHS0Zz00NFRut1ulpaWXvOZ0Ohv1YwIA4HLXJEJhzZo1ioqKUmVlpebOnauMjAwNHDjQrzOFhbX26/GB2kREtPH3CFcEPs+40jWJUIiKipIkORwOpaam6tFHH9UDDzyg/Px8z32Ki4tlt9vldDoVFRV1SWt1UVR0Sm63Vc+PDPXBF+iaHT9+st774HNcu4b4PANNmd1uq/GHY7+/RuH06dM6efKH/4iWZWnTpk2Ki4tTt27dVF5erl27dkmS1q1bp+TkZEm65DUAAFA3fn9GoaioSJMmTVJVVZXcbre6dOmi9PR02e12zZs3T+np6dV+zVHSJa8BAIC68XsodOrUSa+99tpF13r27Kns7OwGXQMAAN7z+6kHAADQdBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYEQoAAAAI0IBAAAYEQoAAMCIUAAAAEaEAgAAMCIUAACAUZC/BwCAQOZs41DzFsH+HqPJOlteodKTlf4eAzUgFADAh5q3CNamBx709xhN1uCXVkmEQpPGqQcAAGBEKAAAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAAAAjAgFAABgRCgAAAAjQgEAABgRCgAAwIhQAAAARoQCAAAwIhQAAIARoQAAAIwIBQAAYEQoAAAAo4ANha+++kojRozQoEGDNGLECB06dMjfIwEAcNkJ2FBIT09XamqqcnNzlZqaqrS0NH+PBADAZSfI3wP4QlFRkfbt26dVq1ZJklJSUjR79mwVFxcrNDTUq33Y7bYa11u3DlZwcPN6zxqIKirO6tSpigbZl6NtWIPsJxDV9m/UW+Gtvfs/caVqiM9zy3D+Hdekof4t49LU9vm3WZZlNdIsjSYvL08zZszQ66+/7tk2ePBgzZ8/X127dvXjZAAAXF4C9tQDAACov4AMhaioKB09elRVVVWSpKqqKh07dkxRUVF+ngwAgMtLQIZCWFiY4uLilJOTI0nKyclRXFyc169PAAAAPwjI1yhI0sGDBzVz5kydOHFCbdu2VWZmpjp37uzvsQAAuKwEbCgAAID6C8hTDwAAoGEQCgAAwIhQAAAARoQCAAAwIhQuc1z8yrcyMzOVlJSk2NhYff755/4eJyCVlJTo4Ycf1qBBgzRkyBBNnDhRxcXF/h4rID322GMaOnSo7rnnHqWmpmr//v3+Hilg/fnPfw6YrxuEwmWOi1/5Vv/+/bVmzRrFxMT4e5SAZbPZNG7cOOXm5io7O1udOnXSggUL/D1WQMrMzNTGjRv12muvaezYsfr973/v75EC0n/+8x/t3bs3YL5uEAqXsfMXv0pJSZH0w8Wv9u3bx09jDSg+Pp539PQxp9OphIQEz+0ePXooPz/fjxMFrjZt2nj+fOrUKdlsXIypoVVWViojI0NPP/20v0dpMAF59cgrRUFBgTp06KBmzZpJkpo1a6bIyEgVFBTwLpS4LLndbq1du1ZJSUn+HiVgzZo1S9u3b5dlWVqxYoW/xwk4ixcv1tChQ9WxY0d/j9JgeEYBQJMxe/ZstWrVSqNGjfL3KAFr7ty52rJli5588knNmzfP3+MElD179igvL0+pqan+HqVBEQqXMS5+hUCSmZmpw4cP6/nnn5fdzpcmX7vnnnu0c+dOlZSU+HuUgPHJJ5/o4MGD6t+/v5KSkvTdd9/poYce0rZt2/w9Wr3wv/EyxsWvECgWLlyovLw8LVu2TA6Hw9/jBKSysjIVFBR4bm/evFnt2rWT0+n041SB5ZFHHtG2bdu0efNmbd68WVdddZVWrlypxMREf49WL1zr4TLHxa98a86cOXrrrbdUWFio9u3by+l06vXXX/f3WAHlwIEDSklJ0TXXXKMWLVpIkjp27Khly5b5ebLAUlhYqMcee0xnzpyR3W5Xu3btNGPGDHXt2tXfowWspKQkZWVl6YYbbvD3KPVCKAAAACNOPQAAACNCAQAAGBEKAADAiFAAAABGhAIAADAiFAAAgBGhAMDnCgsLdf/998vlcumPf/xjg+139OjRevXVVxv8vgD+Py4KBcDnXn75ZbVv3167d+9uElcsXL9+vV599VWtXbvW36MATR7PKADwufz8fHXp0qVJRAKAuiEUgCtUUlKSVq5cqSFDhqhXr1564oknVFFRIUl65ZVXNHDgQPXu3VsTJkzQ0aNHa93f7t27NXz4cPXq1UvDhw/X7t27JUkzZ87Ua6+9ppUrV8rlcmnHjh3GfXz22WcaMWKE4uPjlZiYqIyMDFVWVnrWt2/fruTkZPXq1UsZGRn68RvLLl26VFOnTvXc/vbbbxUbG6tz585VO8bBgweVnp6uvXv3yuVyKT4+XpK0detWDR48WC6XS3369NHKlSu9+CwCgY9QAK5gb7zxhlasWKF3331X//vf/7R+/Xp9+OGH+tOf/qTnn39e27ZtU0xMjKZMmVLjfkpLSzV+/HiNHj1aO3fu1IMPPqjx48erpKREf/zjHzVkyBA99NBD2rNnj2699Vbjfux2u373u9/po48+0rp16/Thhx/q73//uySpuLhYEydO1BNPPKGPPvpIP/vZzzwxUhddunTRM888ox49emjPnj3atWuXJGnWrHB8yMYAAAMzSURBVFnKyMjQnj17lJOTo5tvvrnO+wYCEaEAXMFGjx6tDh06yOl0ql+/ftq/f7+ys7M1fPhwde3aVQ6HQ1OmTNHevXv17bffGvezZcsWXX311brnnnsUFBSklJQUde7cWe+9916d5unWrZt69OihoKAgdezYUSNGjNAnn3wiSXr//fd1/fXXKzk5Wc2bN9evf/1rhYeH1+vj/7GgoCB98cUXOnXqlNq1a8fFkoD/QygAV7CIiAjPn1u2bKnTp0/r2LFjiomJ8WwPCQmR0+ms8fTDsWPHFB0dXW1bdHS0V6csfuyrr77S+PHjddttt6lnz55atGiRSkpKPMe46qqrPPe12WyKioqq0/5rsmTJEm3dulX9+vXTqFGjtGfPngbbN3A5IxQAVBMZGakjR454bp8+fVqlpaXq0KFDjY/Jz8+vtq2goKDGx1zM008/rc6dOys3N1e7d+/Wk08+6XkdQkREhL777jvPfS3LUkFBged2y5YtVV5e7rldWFhoPM7FXlTZvXt3LV++XDt27NCAAQP0xBNP1Gl2IFARCgCqSUlJ0fr167V//35VVlZq4cKF6t69uzp27Gh8TN++fXXo0CFlZ2fr3Llz2rRpk7744gvdcccddTp2WVmZQkJCFBISooMHD1b79cW+ffvqwIEDeuutt3Tu3Dm99NJL1WIgLi5On3zyifLz83Xy5Em9+OKLxuOEhYXp6NGjnhdKVlZWauPGjTp58qSaN2+ukJAQ2e18eQQkQgHABW699VZNnjxZkyZNUmJior755hstWrSoxse0b99eWVlZWrVqlRISErRixQplZWUpNDS0TseeMWOGcnJy1LNnTz311FMaPHiwZy00NFSLFy/Wn/70JyUkJOjw4cPq2bOnZ/22227T4MGDNXToUN17773q16+f8Tg333yzrrvuOiUmJiohIUGStGHDBiUlJalnz55at26d5s+fX6fZgUBls378+0UAAAA/wjMKAADAiLdwBuCVXbt26eGHH77oWl1+Q2DcuHH69NNPf7J9/PjxmjBhwiXPB8A3OPUAAACMOPUAAACMCAUAAGBEKAAAACNCAQAAGBEKAADA6P8BJsgy3s9tDkQAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "id": "8j4Ww4Bzmvw0"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_adults'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "07b7f741-2a1c-45ae-a119-42634f6a0d2c",
        "id": "C63QLAoMmvw1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2    0.720448\n",
              "1    0.211262\n",
              "3    0.064001\n",
              "0    0.003846\n",
              "4    0.000443\n",
              "Name: no_of_adults, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ],
      "id": "C63QLAoMmvw1"
    },
    {
      "cell_type": "markdown",
      "source": [
        "The vast majority of bookings include 2 adults. The percentages of each class have changed only slighly."
      ],
      "metadata": {
        "id": "citCk3ZZmvw1"
      },
      "id": "citCk3ZZmvw1"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_children')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "c9dc03c5-9640-4ff4-97ac-5cc49c321039",
        "id": "Y9ozTSEOmvw1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "Y9ozTSEOmvw1"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_children'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b5f647f6-633c-46a8-b286-f23ac12948c4",
        "id": "jiTnPKrYmvw1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    0.925595\n",
              "1    0.044660\n",
              "2    0.029220\n",
              "3    0.000526\n",
              "Name: no_of_children, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ],
      "id": "jiTnPKrYmvw1"
    },
    {
      "cell_type": "markdown",
      "source": [
        "With outliers removed, we still see that the data is dominated by 0."
      ],
      "metadata": {
        "id": "MsHYdDgrmvw1"
      },
      "id": "MsHYdDgrmvw1"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_weekend_nights')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "8b211983-e235-4dd6-a548-9616ad081998",
        "id": "AoUo9OdVmvw1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "AoUo9OdVmvw1"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['no_of_weekend_nights'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ca0c0a3f-7896-43f3-81ef-4b48e7bcb82b",
        "id": "5obFMS4Jmvw1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    16792\n",
              "1     9995\n",
              "2     9069\n",
              "3      153\n",
              "4      113\n",
              "5       18\n",
              "Name: no_of_weekend_nights, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 74
        }
      ],
      "id": "5obFMS4Jmvw1"
    },
    {
      "cell_type": "markdown",
      "source": [
        "The 6 and 7 night outliers have been removed."
      ],
      "metadata": {
        "id": "_nYTrqPwmvw2"
      },
      "id": "_nYTrqPwmvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Boxplot of Number of Week Nights')\n",
        "sns.boxplot(data=inn,x='no_of_week_nights');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "5c90c7b7-be7e-4669-fd20-b67845723059",
        "id": "Cun_pxa8mvw2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "Cun_pxa8mvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_week_nights')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "83b5e4cb-4bca-4aab-eca9-edad267eeca1",
        "id": "xxKhR09gmvw2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "xxKhR09gmvw2"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here again, our data is more concentrated now that the outliers (more than 10 nights) have been removed."
      ],
      "metadata": {
        "id": "bbtxrmQVmvw2"
      },
      "id": "bbtxrmQVmvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'type_of_meal_plan',sort='value_counts')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "1da75a53-f2ba-4d5d-b425-7049f65bea9d",
        "id": "h_jmnMVimvw2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "h_jmnMVimvw2"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Meal plan 1 (just breakfast) is the most common type. Very few guests choose full board (plan 3), and many select no meal plan. There is no perceptable difference after data processing."
      ],
      "metadata": {
        "id": "wTiySBJOmvw2"
      },
      "id": "wTiySBJOmvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'required_car_parking_space')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "0afad296-9029-42d9-be52-cb0d8cc063cd",
        "id": "gX0_qrDWmvw2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "gX0_qrDWmvw2"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Few guests require parking accomodations. There is no real change to the ratio after data processing."
      ],
      "metadata": {
        "id": "y8yLFL5Jmvw2"
      },
      "id": "y8yLFL5Jmvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'room_type_reserved',sort='value_counts',rotate=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "7a5425af-d377-4db2-bc6c-e785495d7f96",
        "id": "ppVP7oV1mvw2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "ppVP7oV1mvw2"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['room_type_reserved'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2e384961-ffbc-4aaf-e223-294d066a826f",
        "id": "2XWgUgBAmvw3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Room_Type 1    28023\n",
              "Room_Type 4     6036\n",
              "Room_Type 6      964\n",
              "Room_Type 2      689\n",
              "Room_Type 5      264\n",
              "Room_Type 7      157\n",
              "Room_Type 3        7\n",
              "Name: room_type_reserved, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 80
        }
      ],
      "id": "2XWgUgBAmvw3"
    },
    {
      "cell_type": "markdown",
      "source": [
        "The value counts change only slightly, not enough to affect the ratio of types."
      ],
      "metadata": {
        "id": "srwVZ201mvw3"
      },
      "id": "srwVZ201mvw3"
    },
    {
      "cell_type": "code",
      "source": [
        "hist_box(inn,'lead_time',kde=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 365
        },
        "outputId": "f0aabe8c-a85e-4f8c-c32f-8c3dcf397006",
        "id": "4obt7ayjmvw3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "4obt7ayjmvw3"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lead time looks unchanged."
      ],
      "metadata": {
        "id": "YrPjFnYyoroq"
      },
      "id": "YrPjFnYyoroq"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'arrival_year')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "7418c758-2b6d-4825-aceb-027116afa59a",
        "id": "Au9HiOAymvw4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "Au9HiOAymvw4"
    },
    {
      "cell_type": "markdown",
      "source": [
        "There is no change in the ratio of arrival years after data processing."
      ],
      "metadata": {
        "id": "oAXJev2Dmvw4"
      },
      "id": "oAXJev2Dmvw4"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Arrival Month Frequency')\n",
        "sns.countplot(data=inn,x='arrival_month');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "dcd98d41-6af8-44d5-f5b4-2da3eeecf949",
        "id": "W14_A7wlmvw4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "W14_A7wlmvw4"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Fall reservations (August, September, October) are most common, while winter (November, December, January, February) sees a steep decline. This mirrors the trend observed before data processing."
      ],
      "metadata": {
        "id": "nfMfVnvfmvw4"
      },
      "id": "nfMfVnvfmvw4"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Arrival Date Frequency')\n",
        "sns.countplot(data=inn,x='arrival_date');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "a322ba5e-5094-4215-ee0e-0f62c0ccd0ec",
        "id": "YoVXl8wXmvw4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "YoVXl8wXmvw4"
    },
    {
      "cell_type": "markdown",
      "source": [
        "The trend in arrival date has not changed with data processing."
      ],
      "metadata": {
        "id": "g2EKpBYgmvw4"
      },
      "id": "g2EKpBYgmvw4"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'market_segment_type',sort='value_counts')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "4eff0378-fb53-44f3-c96b-eb90773a57c1",
        "id": "VNm5vLiFmvw5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "VNm5vLiFmvw5"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Market segment trends were not affected by data processing."
      ],
      "metadata": {
        "id": "erc8OJegmvw5"
      },
      "id": "erc8OJegmvw5"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'repeated_guest')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "0425d04f-7adf-4919-958a-24d5e13da53a",
        "id": "nF1xpkISmvw5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "nF1xpkISmvw5"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Our records continue to reflect that most guests are staying with Vacation Lodge for the first time."
      ],
      "metadata": {
        "id": "gNiP_5wjpNEC"
      },
      "id": "gNiP_5wjpNEC"
    },
    {
      "cell_type": "code",
      "source": [
        "hist_box(inn,'avg_price_per_room',kde=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 365
        },
        "id": "cfp1mQK_pS7u",
        "outputId": "c9ded923-a38a-42f0-a97d-099b0c28ff4a"
      },
      "id": "cfp1mQK_pS7u",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Price data represents the biggest change after processing. The outlier on the high end was removed and all the 0€ records were imputed. With this, the average price looks more like a right-skewed smooth distribution."
      ],
      "metadata": {
        "id": "tHoveMg4pxlK"
      },
      "id": "tHoveMg4pxlK"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'no_of_special_requests')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "2e92f2c8-a722-43a8-de5e-cffc0715aaba",
        "id": "v-vAky7dqlRs"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "v-vAky7dqlRs"
    },
    {
      "cell_type": "markdown",
      "source": [
        "There was little change to the ratio of special requests."
      ],
      "metadata": {
        "id": "CFQ6dYDJqlRt"
      },
      "id": "CFQ6dYDJqlRt"
    },
    {
      "cell_type": "code",
      "source": [
        "count_fig(inn,'booking_status')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 355
        },
        "outputId": "66216389-ee71-4932-d797-f4753a59bf7c",
        "id": "tZzqfs-lqlRt"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "tZzqfs-lqlRt"
    },
    {
      "cell_type": "code",
      "source": [
        "inn['booking_status'].value_counts(normalize=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "557e8e86-584f-41bf-e9a0-a5eb4d166502",
        "id": "sKc_brQHqlRt"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    0.672413\n",
              "1    0.327587\n",
              "Name: booking_status, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ],
      "id": "sKc_brQHqlRt"
    },
    {
      "cell_type": "markdown",
      "source": [
        "The ratio of cancelled to not cancelled is essentially unchanged when compared with the data before processing."
      ],
      "metadata": {
        "id": "wdkb57MOq4kE"
      },
      "id": "wdkb57MOq4kE"
    },
    {
      "cell_type": "markdown",
      "id": "third-projection",
      "metadata": {
        "id": "third-projection"
      },
      "source": [
        "## Checking Multicollinearity\n",
        "\n",
        "- In order to make statistical inferences from a logistic regression model, it is important to ensure that there is no multicollinearity present in the data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "antique-payroll",
      "metadata": {
        "id": "antique-payroll"
      },
      "outputs": [],
      "source": [
        "def vif_table(data):\n",
        "  vif=pd.Series([variance_inflation_factor(data.values,i) for i in range(data.shape[1])],\n",
        "                index=data.columns).sort_values(ascending=False)\n",
        "  print('Variance Inflation Factors')\n",
        "  print(vif)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vif_table(X)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VQ6qynv8XjuV",
        "outputId": "3cdff486-8928-486c-a77c-e7b0386afe73"
      },
      "id": "VQ6qynv8XjuV",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Variance Inflation Factors\n",
            "const                                   334.427435\n",
            "market_segment_type_Online               69.759597\n",
            "market_segment_type_Offline              62.921443\n",
            "market_segment_type_Corporate            16.655652\n",
            "market_segment_type_Complementary         4.147630\n",
            "room_type_reserved_Room_Type 6            2.091295\n",
            "no_of_children                            2.081999\n",
            "avg_price_per_room                        2.022701\n",
            "repeated_guest_1                          1.765490\n",
            "no_of_previous_bookings_not_canceled      1.614402\n",
            "arrival_year_2018                         1.428483\n",
            "lead_time                                 1.398043\n",
            "room_type_reserved_Room_Type 4            1.374630\n",
            "no_of_previous_cancellations              1.352527\n",
            "no_of_adults                              1.338646\n",
            "type_of_meal_plan_Meal Plan 2             1.286956\n",
            "type_of_meal_plan_Not Selected            1.283798\n",
            "arrival_month                             1.279545\n",
            "no_of_special_requests                    1.251373\n",
            "room_type_reserved_Room_Type 7            1.147717\n",
            "room_type_reserved_Room_Type 2            1.096386\n",
            "no_of_week_nights                         1.094932\n",
            "no_of_weekend_nights                      1.061156\n",
            "required_car_parking_space_1              1.036442\n",
            "room_type_reserved_Room_Type 5            1.033274\n",
            "type_of_meal_plan_Meal Plan 3             1.018666\n",
            "arrival_date                              1.006761\n",
            "room_type_reserved_Room_Type 3            1.002165\n",
            "dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The VIF is low (<5) for all numerical variables. The market segment types are the only columns with high multicollinearity. We can try removing the top one."
      ],
      "metadata": {
        "id": "l_d8RVTKHAsK"
      },
      "id": "l_d8RVTKHAsK"
    },
    {
      "cell_type": "code",
      "source": [
        "vif_table(X.drop('market_segment_type_Online',axis=1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ziHM4schGvYn",
        "outputId": "97b4cb64-91b5-4e8f-cc67-6d62c6ecef85"
      },
      "id": "ziHM4schGvYn",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Variance Inflation Factors\n",
            "const                                   50.550530\n",
            "room_type_reserved_Room_Type 6           2.090824\n",
            "no_of_children                           2.081111\n",
            "avg_price_per_room                       2.021497\n",
            "repeated_guest_1                         1.761407\n",
            "market_segment_type_Offline              1.636455\n",
            "no_of_previous_bookings_not_canceled     1.613974\n",
            "market_segment_type_Corporate            1.541698\n",
            "arrival_year_2018                        1.425833\n",
            "lead_time                                1.393364\n",
            "room_type_reserved_Room_Type 4           1.369388\n",
            "no_of_previous_cancellations             1.352396\n",
            "no_of_adults                             1.321935\n",
            "type_of_meal_plan_Meal Plan 2            1.286508\n",
            "type_of_meal_plan_Not Selected           1.281786\n",
            "arrival_month                            1.278497\n",
            "no_of_special_requests                   1.246486\n",
            "room_type_reserved_Room_Type 7           1.147500\n",
            "market_segment_type_Complementary        1.129847\n",
            "room_type_reserved_Room_Type 2           1.096202\n",
            "no_of_week_nights                        1.094051\n",
            "no_of_weekend_nights                     1.060751\n",
            "required_car_parking_space_1             1.036353\n",
            "room_type_reserved_Room_Type 5           1.033271\n",
            "type_of_meal_plan_Meal Plan 3            1.018666\n",
            "arrival_date                             1.006756\n",
            "room_type_reserved_Room_Type 3           1.002165\n",
            "dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As the rest of the high VIF scores disappeared, we can conclude that ```market_segment_type_Online``` has high multicollinearity with the others. We will actually remove the entire ```market_segment_type``` feature. This is for two reasons:\n",
        "1. Removing only part of a categorical variable disrupts interpretability of the model.\n",
        "2. After trying to build the model with just ```market_segment_type_Online``` removed, the optimizer was still running up against convergence issues. Removing all ```market_segment_type``` columns remedied the convergence issue."
      ],
      "metadata": {
        "id": "3ga8aHHJHiKM"
      },
      "id": "3ga8aHHJHiKM"
    },
    {
      "cell_type": "code",
      "source": [
        "# collect market segment columns and drop\n",
        "market=[col for col in X if col.startswith('market')]\n",
        "X_train.drop(market,axis=1,inplace=True)\n",
        "\n",
        "# drop columns for test data too\n",
        "X_test.drop(market,axis=1,inplace=True)"
      ],
      "metadata": {
        "id": "MPKzB4tvOy5t"
      },
      "id": "MPKzB4tvOy5t",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "domestic-iceland",
      "metadata": {
        "id": "domestic-iceland"
      },
      "source": [
        "## Building a Logistic Regression model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "unknown-institution",
      "metadata": {
        "id": "unknown-institution",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e6cb0668-e56e-468e-b82d-e378b4c59267"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Optimization terminated successfully.\n",
            "         Current function value: 0.454492\n",
            "         Iterations 12\n"
          ]
        }
      ],
      "source": [
        "lg1=sm.Logit(y_train,X_train).fit()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(lg1.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TbIEEUyKM7nh",
        "outputId": "de2a8d7d-a5ba-45e0-8d19-8334fc4d1181"
      },
      "id": "TbIEEUyKM7nh",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                           Logit Regression Results                           \n",
            "==============================================================================\n",
            "Dep. Variable:         booking_status   No. Observations:                25298\n",
            "Model:                          Logit   Df Residuals:                    25274\n",
            "Method:                           MLE   Df Model:                           23\n",
            "Date:                Sat, 05 Nov 2022   Pseudo R-squ.:                  0.2814\n",
            "Time:                        04:57:15   Log-Likelihood:                -11498.\n",
            "converged:                       True   LL-Null:                       -16000.\n",
            "Covariance Type:            nonrobust   LLR p-value:                     0.000\n",
            "========================================================================================================\n",
            "                                           coef    std err          z      P>|z|      [0.025      0.975]\n",
            "--------------------------------------------------------------------------------------------------------\n",
            "const                                   -4.5919      0.115    -39.921      0.000      -4.817      -4.366\n",
            "no_of_adults                             0.1731      0.035      4.891      0.000       0.104       0.242\n",
            "no_of_children                           0.3261      0.060      5.403      0.000       0.208       0.444\n",
            "no_of_weekend_nights                     0.1428      0.019      7.426      0.000       0.105       0.180\n",
            "no_of_week_nights                        0.0340      0.012      2.732      0.006       0.010       0.058\n",
            "lead_time                                0.0136      0.000     56.689      0.000       0.013       0.014\n",
            "arrival_month                           -0.0444      0.006     -7.089      0.000      -0.057      -0.032\n",
            "arrival_date                             0.0042      0.002      2.243      0.025       0.001       0.008\n",
            "no_of_previous_cancellations             0.2241      0.102      2.201      0.028       0.024       0.424\n",
            "no_of_previous_bookings_not_canceled    -0.5549      0.361     -1.538      0.124      -1.262       0.152\n",
            "avg_price_per_room                       0.0219      0.001     30.425      0.000       0.020       0.023\n",
            "no_of_special_requests                  -1.1619      0.027    -42.812      0.000      -1.215      -1.109\n",
            "type_of_meal_plan_Meal Plan 2           -0.4063      0.063     -6.444      0.000      -0.530      -0.283\n",
            "type_of_meal_plan_Meal Plan 3            0.4990      1.526      0.327      0.744      -2.493       3.491\n",
            "type_of_meal_plan_Not Selected           0.8116      0.048     16.748      0.000       0.717       0.907\n",
            "required_car_parking_space_1            -1.2920      0.130     -9.964      0.000      -1.546      -1.038\n",
            "room_type_reserved_Room_Type 2           0.0349      0.129      0.271      0.787      -0.218       0.288\n",
            "room_type_reserved_Room_Type 3           0.2910      1.230      0.237      0.813      -2.120       2.702\n",
            "room_type_reserved_Room_Type 4           0.0893      0.050      1.780      0.075      -0.009       0.188\n",
            "room_type_reserved_Room_Type 5          -0.9169      0.197     -4.648      0.000      -1.303      -0.530\n",
            "room_type_reserved_Room_Type 6          -1.0242      0.148     -6.904      0.000      -1.315      -0.733\n",
            "room_type_reserved_Room_Type 7          -1.6265      0.299     -5.433      0.000      -2.213      -1.040\n",
            "arrival_year_2018                        0.6531      0.059     11.132      0.000       0.538       0.768\n",
            "repeated_guest_1                        -1.6773      0.501     -3.346      0.001      -2.660      -0.695\n",
            "========================================================================================================\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Even though there are higher p-values, we will drop ```no_of_previous_bookings_not_canceled```. This is because the other columns are *parts* of categorical variables, and I do not want to remove only part of a categorical feature."
      ],
      "metadata": {
        "id": "KXj6vqUWr6b5"
      },
      "id": "KXj6vqUWr6b5"
    },
    {
      "cell_type": "code",
      "source": [
        "X_train.drop('no_of_previous_bookings_not_canceled',axis=1,inplace=True)"
      ],
      "metadata": {
        "id": "GTcMXbNJszRw"
      },
      "id": "GTcMXbNJszRw",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lg2=sm.Logit(y_train,X_train).fit()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H3HWctLSr3Lx",
        "outputId": "162bab3d-f2e6-400c-98fa-37949569cbd7"
      },
      "id": "H3HWctLSr3Lx",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Optimization terminated successfully.\n",
            "         Current function value: 0.454624\n",
            "         Iterations 9\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(lg2.summary())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0d2JbF6FsYWS",
        "outputId": "6142f12f-c2d1-429f-f761-4d86846be54a"
      },
      "id": "0d2JbF6FsYWS",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                           Logit Regression Results                           \n",
            "==============================================================================\n",
            "Dep. Variable:         booking_status   No. Observations:                25298\n",
            "Model:                          Logit   Df Residuals:                    25275\n",
            "Method:                           MLE   Df Model:                           22\n",
            "Date:                Sat, 05 Nov 2022   Pseudo R-squ.:                  0.2812\n",
            "Time:                        04:57:15   Log-Likelihood:                -11501.\n",
            "converged:                       True   LL-Null:                       -16000.\n",
            "Covariance Type:            nonrobust   LLR p-value:                     0.000\n",
            "==================================================================================================\n",
            "                                     coef    std err          z      P>|z|      [0.025      0.975]\n",
            "--------------------------------------------------------------------------------------------------\n",
            "const                             -4.5961      0.115    -39.950      0.000      -4.822      -4.371\n",
            "no_of_adults                       0.1741      0.035      4.917      0.000       0.105       0.243\n",
            "no_of_children                     0.3273      0.060      5.423      0.000       0.209       0.446\n",
            "no_of_weekend_nights               0.1428      0.019      7.427      0.000       0.105       0.181\n",
            "no_of_week_nights                  0.0341      0.012      2.742      0.006       0.010       0.059\n",
            "lead_time                          0.0137      0.000     56.814      0.000       0.013       0.014\n",
            "arrival_month                     -0.0445      0.006     -7.092      0.000      -0.057      -0.032\n",
            "arrival_date                       0.0041      0.002      2.214      0.027       0.000       0.008\n",
            "no_of_previous_cancellations       0.1777      0.083      2.141      0.032       0.015       0.340\n",
            "avg_price_per_room                 0.0219      0.001     30.473      0.000       0.021       0.023\n",
            "no_of_special_requests            -1.1631      0.027    -42.856      0.000      -1.216      -1.110\n",
            "type_of_meal_plan_Meal Plan 2     -0.4081      0.063     -6.470      0.000      -0.532      -0.284\n",
            "type_of_meal_plan_Meal Plan 3      0.5027      1.529      0.329      0.742      -2.495       3.500\n",
            "type_of_meal_plan_Not Selected     0.8135      0.048     16.782      0.000       0.718       0.908\n",
            "required_car_parking_space_1      -1.2929      0.130     -9.972      0.000      -1.547      -1.039\n",
            "room_type_reserved_Room_Type 2     0.0343      0.129      0.266      0.790      -0.219       0.287\n",
            "room_type_reserved_Room_Type 3     0.2910      1.230      0.237      0.813      -2.120       2.702\n",
            "room_type_reserved_Room_Type 4     0.0889      0.050      1.770      0.077      -0.010       0.187\n",
            "room_type_reserved_Room_Type 5    -0.9196      0.197     -4.664      0.000      -1.306      -0.533\n",
            "room_type_reserved_Room_Type 6    -1.0284      0.148     -6.933      0.000      -1.319      -0.738\n",
            "room_type_reserved_Room_Type 7    -1.6411      0.298     -5.500      0.000      -2.226      -1.056\n",
            "arrival_year_2018                  0.6505      0.059     11.086      0.000       0.535       0.766\n",
            "repeated_guest_1                  -2.3460      0.405     -5.794      0.000      -3.140      -1.552\n",
            "==================================================================================================\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "There are no other columns that I am comfortable dropping, as the remaining columns with high p-values are all part of categorical features."
      ],
      "metadata": {
        "id": "Z6etYRRFsjHu"
      },
      "id": "Z6etYRRFsjHu"
    },
    {
      "cell_type": "markdown",
      "id": "historic-season",
      "metadata": {
        "id": "historic-season"
      },
      "source": [
        "## Model performance evaluation"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# heatmap function\n",
        "\n",
        "def confusion_heatmap(actual,predicted,show_scores=False):\n",
        "  '''Heatmap of confusion matrix comparing \n",
        "  actual values with predicted values.'''\n",
        "\n",
        "  # generate confusion matrix\n",
        "  cm=metrics.confusion_matrix(actual,predicted)\n",
        "  cm=np.flip(cm).T\n",
        "\n",
        "  # heatmap labels\n",
        "  labels=['TP','FP','FN','TN']\n",
        "  cm_labels=np.array(cm).flatten()\n",
        "  cm_percents=np.round((cm_labels/np.sum(cm))*100,3)\n",
        "  annot_labels=[]\n",
        "  for i in range(4):\n",
        "    annot_labels.append(str(labels[i])+'\\nCount:'+str(cm_labels[i])+'\\n'+str(cm_percents[i])+'%')\n",
        "  annot_labels=np.array(annot_labels).reshape(2,2)\n",
        "\n",
        "  # print figure\n",
        "  plt.figure(figsize=(8,5))\n",
        "  plt.title('Confusion Matrix',fontsize=20)\n",
        "  sns.heatmap(data=cm,\n",
        "              annot=annot_labels,\n",
        "              annot_kws={'fontsize':'x-large'},\n",
        "              xticklabels=[1,0],\n",
        "              yticklabels=[1,0],\n",
        "              cmap='Greens',\n",
        "              fmt='s')\n",
        "  plt.xlabel('Actual',fontsize=14)\n",
        "  plt.ylabel('Predicted',fontsize=14)\n",
        "  plt.tight_layout();\n",
        "\n",
        "  # scores\n",
        "  if show_scores==True:\n",
        "    scores=['Accuracy','Precision','Recall','F1']\n",
        "    score_list=[metrics.accuracy_score(actual,predicted),\n",
        "                metrics.precision_score(actual,predicted),\n",
        "                metrics.recall_score(actual,predicted),\n",
        "                metrics.f1_score(actual,predicted)]\n",
        "    df=pd.DataFrame(index=scores)\n",
        "    df['Scores']=score_list\n",
        "    return df\n",
        "  return"
      ],
      "metadata": {
        "id": "GCt-_IHOR011"
      },
      "id": "GCt-_IHOR011",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Initial Logistic Regression"
      ],
      "metadata": {
        "id": "qNnozvOJVYjP"
      },
      "id": "qNnozvOJVYjP"
    },
    {
      "cell_type": "code",
      "source": [
        "# model performance with threshold of 0.5\n",
        "predictions=np.round(lg2.predict(X_train)>0.5)\n",
        "\n",
        "# plot heatmap with scores\n",
        "confusion_heatmap(y_train,predictions,show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "H4VpIPPuSBhh",
        "outputId": "4d3dd27b-b368-4d3f-cde2-92550d8539a3"
      },
      "id": "H4VpIPPuSBhh",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.787730\n",
              "Precision  0.722570\n",
              "Recall     0.571377\n",
              "F1         0.638140"
            ],
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              "      <th>Scores</th>\n",
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              "      <td>0.787730</td>\n",
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              "      <td>0.722570</td>\n",
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              "      <td>0.571377</td>\n",
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              "      <th>F1</th>\n",
              "      <td>0.638140</td>\n",
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              "  </tbody>\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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          },
          "metadata": {},
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        },
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          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "A false negative is more costly for Vacation Lodge than a false positive, since the former anticipates the guest keeping their booking when in fact they cancel. This wastes resources and takes up a room that could have been re-listed. A false positive, on the other hand, is a booking predicted to be cancelled that is not; in this case we still profit from their stay.\n",
        "\n",
        "Measuring model performance with recall will cut down on false negatives, but we will monitor F1 as well so our model does not become overly imbalanced."
      ],
      "metadata": {
        "id": "JMB68wq3U7vg"
      },
      "id": "JMB68wq3U7vg"
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Tuning Logistic Regression"
      ],
      "metadata": {
        "id": "z7KukOuhVekr"
      },
      "id": "z7KukOuhVekr"
    },
    {
      "cell_type": "markdown",
      "source": [
        "We will compare recall scores and F1 scores for multiple thresholds. First we collect the scores in lists."
      ],
      "metadata": {
        "id": "2Gt7a5CitbuQ"
      },
      "id": "2Gt7a5CitbuQ"
    },
    {
      "cell_type": "code",
      "source": [
        "# collect scores\n",
        "recalls=[metrics.recall_score(y_train,np.round(lg2.predict(X_train)>n)) for n in np.linspace(0,1,51)]\n",
        "f1s=[metrics.f1_score(y_train,np.round(lg2.predict(X_train)>n)) for n in np.linspace(0,1,51)]"
      ],
      "metadata": {
        "id": "smZhUhwVlKK5"
      },
      "id": "smZhUhwVlKK5",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Then we plot the scores."
      ],
      "metadata": {
        "id": "2B1mlnbDtnCo"
      },
      "id": "2B1mlnbDtnCo"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,8))\n",
        "plt.title('Recall and F1 for Thresholds in [0,1]',fontsize=20)\n",
        "\n",
        "# lineplots\n",
        "sns.lineplot(x=np.linspace(0,1,51),y=recalls,label='Recall Score')\n",
        "sns.lineplot(x=np.linspace(0,1,51),y=f1s,label='F1 Score')\n",
        "\n",
        "# reference lines and point\n",
        "plt.axhline(y=np.max(f1s),color='g',linestyle='--',label='Max F1')\n",
        "plt.axvline(x=np.linspace(0,1,51)[np.argmax(f1s)],color='purple',linestyle='--',label='Optimal Threshold')\n",
        "plt.plot(np.linspace(0,1,51)[np.argmax(f1s)],recalls[np.argmax(f1s)],'ro',label='Recall at Optimal Threshold')\n",
        "\n",
        "# labels, etc.\n",
        "plt.xlabel('Threshold')\n",
        "plt.ylabel('Score')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "BfVtjgNTVhkN",
        "outputId": "5c7158dd-bf41-4cd6-c596-8a81c99df110"
      },
      "id": "BfVtjgNTVhkN",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The maximum F1 score is identified by the horizontal dashed (green) line. A vertical dashed (purple) line is plotted at the intersection of this tangent and the F1 curve. The associated recall score is marked by a (red) point at the intersection of the vertical dashed line and the recall curve."
      ],
      "metadata": {
        "id": "cWYj2JAytq4p"
      },
      "id": "cWYj2JAytq4p"
    },
    {
      "cell_type": "code",
      "source": [
        "a=np.max(f1s)\n",
        "b=np.linspace(0,1,51)[np.argmax(f1s)]\n",
        "print('The highest F1 score is {} at threshold {}.'.format(np.round(a,3),b))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2c7kaIaVnw24",
        "outputId": "4a5add9a-69a6-41b8-8ec7-e75469f5b37f"
      },
      "id": "2c7kaIaVnw24",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The highest F1 score is 0.676 at threshold 0.32.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print('The recall at a threshold of 0.32 is {}.'.format(np.round(recalls[np.argmax(f1s)],3)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cIAkjGsTpfT6",
        "outputId": "b3920f53-7826-42a4-a15f-348996994492"
      },
      "id": "cIAkjGsTpfT6",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The recall at a threshold of 0.32 is 0.76.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Since recall decreases essentially continuously, we can get a robust model by looking at the threshold associated to the max F1 score. This leaves us with high recall and optimal F1, ensuring we are also cutting down on false positives."
      ],
      "metadata": {
        "id": "kxCSy51ipU8t"
      },
      "id": "kxCSy51ipU8t"
    },
    {
      "cell_type": "code",
      "source": [
        "# model performance with threshold of 0.32\n",
        "predictions=np.round(lg2.predict(X_train)>0.32)\n",
        "\n",
        "# plot heatmap with scores\n",
        "confusion_heatmap(y_train,predictions,show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "PkRRJt_RqtmE",
        "outputId": "f49dfa14-43ab-4781-84a5-bb1b63d6c039"
      },
      "id": "PkRRJt_RqtmE",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.761997\n",
              "Precision  0.609766\n",
              "Recall     0.759503\n",
              "F1         0.676447"
            ],
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              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-646855e9-5b25-4c17-8b4a-27014fad909f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-646855e9-5b25-4c17-8b4a-27014fad909f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 106
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Test Performance"
      ],
      "metadata": {
        "id": "Yj95L68pvkPZ"
      },
      "id": "Yj95L68pvkPZ"
    },
    {
      "cell_type": "code",
      "source": [
        "X_test.drop('no_of_previous_bookings_not_canceled',axis=1,inplace=True)"
      ],
      "metadata": {
        "id": "kOE8lYGkvj7K"
      },
      "id": "kOE8lYGkvj7K",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# model performance on test data with threshold of 0.32\n",
        "predictions=np.round(lg2.predict(X_test)>0.32)\n",
        "\n",
        "# plot heatmap with scores\n",
        "confusion_heatmap(y_test,predictions,show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "64zQw_b0vzm5",
        "outputId": "74456700-47c3-46e8-d7c1-0b3c25ec1774"
      },
      "id": "64zQw_b0vzm5",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.767478\n",
              "Precision  0.615402\n",
              "Recall     0.773930\n",
              "F1         0.685622"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-b5c69c63-4914-4da5-a0d8-6f75efea3db5\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Scores</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Accuracy</th>\n",
              "      <td>0.767478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Precision</th>\n",
              "      <td>0.615402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Recall</th>\n",
              "      <td>0.773930</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>F1</th>\n",
              "      <td>0.685622</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b5c69c63-4914-4da5-a0d8-6f75efea3db5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b5c69c63-4914-4da5-a0d8-6f75efea3db5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b5c69c63-4914-4da5-a0d8-6f75efea3db5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 108
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Accuracy on training data and testing data is nearly the same: about 76%. Precision is similarly close, at around 61%. Recall is around the same on the testing data and the training, with 77% on testing and 76% on training. Lastly F1 scores are comparable: roughly 68% on both data sets.\n",
        "\n",
        "Note that recall and F1 on the initial model were 57% and 64% respectively on training data, indicating that the alternate threshold choice improved performance, especially on recall."
      ],
      "metadata": {
        "id": "yr4x843gwZbj"
      },
      "id": "yr4x843gwZbj"
    },
    {
      "cell_type": "markdown",
      "id": "stylish-collaboration",
      "metadata": {
        "id": "stylish-collaboration"
      },
      "source": [
        "## Final Model Summary"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "related-breathing",
      "metadata": {
        "id": "related-breathing",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9dfd1c17-571b-46df-9801-98fe7b790cd4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                           Logit Regression Results                           \n",
            "==============================================================================\n",
            "Dep. Variable:         booking_status   No. Observations:                25298\n",
            "Model:                          Logit   Df Residuals:                    25275\n",
            "Method:                           MLE   Df Model:                           22\n",
            "Date:                Sat, 05 Nov 2022   Pseudo R-squ.:                  0.2812\n",
            "Time:                        04:57:22   Log-Likelihood:                -11501.\n",
            "converged:                       True   LL-Null:                       -16000.\n",
            "Covariance Type:            nonrobust   LLR p-value:                     0.000\n",
            "==================================================================================================\n",
            "                                     coef    std err          z      P>|z|      [0.025      0.975]\n",
            "--------------------------------------------------------------------------------------------------\n",
            "const                             -4.5961      0.115    -39.950      0.000      -4.822      -4.371\n",
            "no_of_adults                       0.1741      0.035      4.917      0.000       0.105       0.243\n",
            "no_of_children                     0.3273      0.060      5.423      0.000       0.209       0.446\n",
            "no_of_weekend_nights               0.1428      0.019      7.427      0.000       0.105       0.181\n",
            "no_of_week_nights                  0.0341      0.012      2.742      0.006       0.010       0.059\n",
            "lead_time                          0.0137      0.000     56.814      0.000       0.013       0.014\n",
            "arrival_month                     -0.0445      0.006     -7.092      0.000      -0.057      -0.032\n",
            "arrival_date                       0.0041      0.002      2.214      0.027       0.000       0.008\n",
            "no_of_previous_cancellations       0.1777      0.083      2.141      0.032       0.015       0.340\n",
            "avg_price_per_room                 0.0219      0.001     30.473      0.000       0.021       0.023\n",
            "no_of_special_requests            -1.1631      0.027    -42.856      0.000      -1.216      -1.110\n",
            "type_of_meal_plan_Meal Plan 2     -0.4081      0.063     -6.470      0.000      -0.532      -0.284\n",
            "type_of_meal_plan_Meal Plan 3      0.5027      1.529      0.329      0.742      -2.495       3.500\n",
            "type_of_meal_plan_Not Selected     0.8135      0.048     16.782      0.000       0.718       0.908\n",
            "required_car_parking_space_1      -1.2929      0.130     -9.972      0.000      -1.547      -1.039\n",
            "room_type_reserved_Room_Type 2     0.0343      0.129      0.266      0.790      -0.219       0.287\n",
            "room_type_reserved_Room_Type 3     0.2910      1.230      0.237      0.813      -2.120       2.702\n",
            "room_type_reserved_Room_Type 4     0.0889      0.050      1.770      0.077      -0.010       0.187\n",
            "room_type_reserved_Room_Type 5    -0.9196      0.197     -4.664      0.000      -1.306      -0.533\n",
            "room_type_reserved_Room_Type 6    -1.0284      0.148     -6.933      0.000      -1.319      -0.738\n",
            "room_type_reserved_Room_Type 7    -1.6411      0.298     -5.500      0.000      -2.226      -1.056\n",
            "arrival_year_2018                  0.6505      0.059     11.086      0.000       0.535       0.766\n",
            "repeated_guest_1                  -2.3460      0.405     -5.794      0.000      -3.140      -1.552\n",
            "==================================================================================================\n"
          ]
        }
      ],
      "source": [
        "print(lg2.summary())"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The final model performs best with a threshold of 0.32. See below for a table including recall and F1 scores."
      ],
      "metadata": {
        "id": "aCL6maNYx6Jt"
      },
      "id": "aCL6maNYx6Jt"
    },
    {
      "cell_type": "code",
      "source": [
        "models_scores=pd.DataFrame(columns=['Recall Score','F1 Score'])\n",
        "models_scores.loc['Logit: Threshold=0.5']=(metrics.recall_score(y_test,np.round(lg2.predict(X_test)>0.5)),\n",
        "                                           metrics.f1_score(y_test,np.round(lg2.predict(X_test)>0.5)))\n",
        "models_scores.loc['Logit: Threshold=0.32']=(metrics.recall_score(y_test,np.round(lg2.predict(X_test)>0.32)),\n",
        "                                           metrics.f1_score(y_test,np.round(lg2.predict(X_test)>0.32)))\n",
        "models_scores"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
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        "id": "icjv1YXoyhKp",
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      },
      "id": "icjv1YXoyhKp",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       Recall Score  F1 Score\n",
              "Logit: Threshold=0.5        0.58080  0.645393\n",
              "Logit: Threshold=0.32       0.77393  0.685622"
            ],
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              "      <th>Recall Score</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.5</th>\n",
              "      <td>0.58080</td>\n",
              "      <td>0.645393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.32</th>\n",
              "      <td>0.77393</td>\n",
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    {
      "cell_type": "markdown",
      "source": [
        "The table illustrates that the model performance was improved by adjusting the threshold value. The model is best at reducing false negatives, which are costly to Vacation Lodge."
      ],
      "metadata": {
        "id": "Fd8XZWOBzd16"
      },
      "id": "Fd8XZWOBzd16"
    },
    {
      "cell_type": "markdown",
      "id": "amazing-fluid",
      "metadata": {
        "id": "amazing-fluid"
      },
      "source": [
        "## Building a Decision Tree model"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start by redefining our training and testing data. For our logistic regression, we removed several features to improve model performance. Since those same restrictions are not present in our decision tree model, we add those features (like market segment) back in."
      ],
      "metadata": {
        "id": "eZ9RFvQ9AFFe"
      },
      "id": "eZ9RFvQ9AFFe"
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    {
      "cell_type": "code",
      "execution_count": null,
      "id": "neither-hydrogen",
      "metadata": {
        "id": "neither-hydrogen"
      },
      "outputs": [],
      "source": [
        "X_train,X_test,y_train,y_test=train_test_split(X.drop('const',axis=1),\n",
        "                                               y,\n",
        "                                               test_size=0.3,\n",
        "                                               random_state=2,\n",
        "                                               stratify=y)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# first tree\n",
        "dTree1=tree.DecisionTreeClassifier(random_state=1)\n",
        "dTree1.fit(X_train,y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vBqXRg2o7mtS",
        "outputId": "684d4fb8-c7c7-43bf-ba1f-e0179907421b"
      },
      "id": "vBqXRg2o7mtS",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(random_state=1)"
            ]
          },
          "metadata": {},
          "execution_count": 112
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_train,dTree1.predict(X_train),show_scores=True)"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 523
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        "id": "OyDhMry282K9",
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      "id": "OyDhMry282K9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.994268\n",
              "Precision  0.996342\n",
              "Recall     0.986123\n",
              "F1         0.991206"
            ],
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            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "From the scores, we can be almost certain that this model suffers from overfitting on the training data. We can check with a simple function."
      ],
      "metadata": {
        "id": "x3JdYP1KAkTe"
      },
      "id": "x3JdYP1KAkTe"
    },
    {
      "cell_type": "code",
      "source": [
        "def check_recall(model):\n",
        "  train_recall=metrics.recall_score(y_train,model.predict(X_train))\n",
        "  test_recall=metrics.recall_score(y_test,model.predict(X_test))\n",
        "  print('Training Recall:',np.round(train_recall,3))\n",
        "  print('Testing Recall:',np.round(test_recall,3))\n",
        "  return\n",
        "\n",
        "def get_scores(model):\n",
        "  return(metrics.recall_score(y_test,model.predict(X_test)),\n",
        "         metrics.f1_score(y_test,model.predict(X_test)))"
      ],
      "metadata": {
        "id": "-EFTPPsC8UoM"
      },
      "id": "-EFTPPsC8UoM",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "check_recall(dTree1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oNDXVFLA8XYO",
        "outputId": "33f6274a-6778-4b02-f4c0-0c5bb03d9767"
      },
      "id": "oNDXVFLA8XYO",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Recall: 0.986\n",
            "Testing Recall: 0.809\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Indeed, the recall on testing data is nearly 20 points lower than on training data. While 80% recall is still good performance, a model with such a gap between training and testing performance is not sufficiently generalized.\n",
        "\n",
        "Remember that we will measure model performance based on recall, as false negatives are most costly for Vacation Lodge."
      ],
      "metadata": {
        "id": "nNlA4slNA1Cg"
      },
      "id": "nNlA4slNA1Cg"
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_test,dTree1.predict(X_test),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "CZmuS-ej9VCT",
        "outputId": "7938618c-e133-4236-feb5-9afd81219d9f"
      },
      "id": "CZmuS-ej9VCT",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.868290\n",
              "Precision  0.793370\n",
              "Recall     0.808559\n",
              "F1         0.800892"
            ],
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              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 116
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "F1 score is similarly lower on the testing data when compared to the training set. We will add this tree's performance to our scores table for reference."
      ],
      "metadata": {
        "id": "tO5Pgy12BXLK"
      },
      "id": "tO5Pgy12BXLK"
    },
    {
      "cell_type": "code",
      "source": [
        "models_scores.loc['Original Tree']=get_scores(dTree1)\n",
        "models_scores"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "x4yATQCb9gaQ",
        "outputId": "0396d5ef-7cf9-49ad-8e90-cb15c697a21a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       Recall Score  F1 Score\n",
              "Logit: Threshold=0.5       0.580800  0.645393\n",
              "Logit: Threshold=0.32      0.773930  0.685622\n",
              "Original Tree              0.808559  0.800892"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c5774ca5-04dc-4a11-8f72-360573f117c8\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Recall Score</th>\n",
              "      <th>F1 Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.5</th>\n",
              "      <td>0.580800</td>\n",
              "      <td>0.645393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.32</th>\n",
              "      <td>0.773930</td>\n",
              "      <td>0.685622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Original Tree</th>\n",
              "      <td>0.808559</td>\n",
              "      <td>0.800892</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c5774ca5-04dc-4a11-8f72-360573f117c8')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c5774ca5-04dc-4a11-8f72-360573f117c8 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c5774ca5-04dc-4a11-8f72-360573f117c8');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 117
        }
      ],
      "id": "x4yATQCb9gaQ"
    },
    {
      "cell_type": "markdown",
      "id": "limited-strengthening",
      "metadata": {
        "id": "limited-strengthening"
      },
      "source": [
        "## Do we need to prune the tree?"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We have already detected some overfitting on our tree. Let's visualize it now to determine its complexity."
      ],
      "metadata": {
        "id": "hiIG4fycEwn-"
      },
      "id": "hiIG4fycEwn-"
    },
    {
      "cell_type": "code",
      "source": [
        "X_cols=X.drop('const',axis=1).columns.tolist()"
      ],
      "metadata": {
        "id": "_xnUqTaLC0n_"
      },
      "execution_count": null,
      "outputs": [],
      "id": "_xnUqTaLC0n_"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,30))\n",
        "tree.plot_tree(decision_tree=dTree1,\n",
        "               feature_names=X_cols,\n",
        "               filled=True,\n",
        "               fontsize=9,\n",
        "               node_ids=True,\n",
        "               class_names=True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "QQ0GP6zlBgY-",
        "outputId": "c8d20f22-fd1d-42ab-8ed1-50c409c72767"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x2160 with 1 Axes>"
            ],
            "image/png": 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/ZlXiVeObnnBsjCFD04f4aoePeyxpy2cpLdkc0UWj/Cr0mrrtjGBWv5tWh2SxyDYAAAAAtAkkJAEA7cJTW6J65aOEbp1cN5R7ZA+3Hj6nS6N9F03OTlICAAAAAHKDhCQAoF1oqCITAAAAANC+MIANAAAAAAAAQKshIQkA/7+9+4zTorz3P/6Zu25fOgiCKCAEqTY4VI2KIBo9agR7BGvMMWrIscUkGj3/xBb1qIliwxLEEzUEDViDBVTEgAhGsZAAooiybC/37j3/BySr64LU3Rvk837EXnNdc/1mXF+8/PqbGUmSJEmS1Gx8ZFuSdlHVVVV0/PncTJexw6muqsp0CZIkSZL0rWYgKUm7qDmfhEBlpsvYLM899iBvvvwM5/3iZgpats50OZIkSZKkbRCEYRhmughJam4vLNs5gjipuX13Tz8cJEmSJKlp+Q5JSZIkSZIkSc3GQFKSJEmSJElSszGQlCRJkiRJktRsfIekpF1OXTokGgkyXYa0Q/LfD0mSJElNzUBSknZSpS/e02Tnfv7N95j37j+57ORRLPrwY664ewYz/t+5zJj7NquLSjlz7BDOvmEqv5p4JO1b5nP3U3Np3zKfo4b05Zgr7uJP157d4Hx/XbCUqc+/2WifS086jL06tqn/uaS8ivNvnsZ9l5zC58XlXHH3DO655OQGa8749UPkZScBWPD+So4e1pcR/brz+z+/Ql52ks+KSknV1nHh9w9mzuKPWPnZOiKRgCXLPqHH7m259cffJxmPNcFdWy9/5MQmO7ckSZIkfRs03X+RSZJ2WgcN7MFzb77H2df/gd5ddyMei27T+Q4euDcHD9x7k/MKcrM4fuRAzr5hKgQBk8Z9F4D3Vqzm9Xf+wWmHD+K+S0+pn3/MFXfx0/GHAjCod1eA+tB0RP/ujOjfvX7u2TdM5eqJRzZpGClJkiRJ2jQ7JCVpJ9WUHZIAtbV1xGJRFn6wkvtnvsbN/3V8k+73bWGHpCRJkiR9M9tEJEkbdNnkGRSXVVBTW8flpxye6XIkSZIkSd8SBpKSpA26/rxjMl2CJEmSJOlbKJLpAiRJkiRJkiTtOuyQlCQ1uzv//Aqd27XkiMH7NOk+b763nNv/9DKxSEAQBFw1YSwdWhU06Z6SJEmSpG9mIClJ+tbq160T915yMgDTX1nEtBfe5MfHH5zhqiRJkiRp12YgKUlq4MNVn3PNA7NIxKIk4zFu/fH3mfX6Ozzx8lvU1NaxV8fW/OzU0QRBwNhLfseQPnuy5B+fctj+vVhbUs6iD1fRu2sHLjnpMOa/t5zJM+aQn5PFqs+LmXDEYA7dv1eD/Z6b/y6PvPA3wjBk8D5dOevIocx/bzm3Pjab7EScjm0K+cUPjtiqa4nHovV/Lq+qoXundtt0byRJkiRJ285AUpLUwKtLlnHUkD4cO2IA6XQIwMgB3Rk9qDcAl901nQXvr2TfvTuzrqyS844eTl52klGTbuf3F4/jJ+MO4aRf3U9xeSUARWWV3H7ROKpqUpx27QN8d9+e9XuVlFfx0LNvcPdPTyIWizLpjif4YOUa/rpgKT88ejiD99mzvoavuvPPr/Dm0hUNxuLRKLdfdEKjua8s+pA7Z7xCeWUNt1xw/Ha7T5IkSZKkrWMgKUlq4HtD+nLvX17lZ3fPoPvu7fjB6EH8belKHnxmHul0mk/WljCifwkAbQrzaFWQC0CLvGx6dmkPQLsWeZSWVwHQs3M7YtEIedlJWubnUFRWUb/XijVFfPJFCT+8+VEAyiqq+WRtMaeOOpAps17nyVcXs3+vPThmWL8GNZ7zvWGbfT3D+nVjWL9uPDv/XW5/4iV+fc7RW39zJEmSJEnbzEBSkppIbTokFgkyXcYWS8SiXPj99e9Z/OFN0xjWZy9ue+JF/veC79OmRR6X3TWd8F9Ni8HXLi/4ysC/+xqXrviM2ro01akUa0vLaZmXUz+nU5sWdG7XkjsuGkcsGiGdDgkJSaXquOSkwwjDkGOvnMyh+/UkLztZv25zOySrU7Uk4+v/qsvPTpKViG/LrWl2O+vvkCRJkiR9EwNJSWoisUjAPQtKN3p84sD8Zqxm88164+88OXcxQQCtC3LZo0Mrxg7ehx/e/ChdO7Ta4vO1bZHHpXdOZ9XnxZx39HAiXwnYWuRlc+Ih+3HeTY8QCQJi0ShXTTiCP72yiNff+QfpdMig73RtEEbC5ndIznxtCX95bQlBEJCIx7j8lFFbXH9T+qbfD9hxf0ckSZIkaVsEYRg2fjmXJGm7aMpAsvTFe7ZpfXOY/95yZr6+hCtPG5PpUppN/siJmz3XQFKSJEnSriiS6QIkSZIkSZIk7Tp8ZFuS1GT279mF/Xt2yXQZkiRJkqQdiB2SkqQtNv+95fzqgZnNsteqz4s5+MJb+PXDzwAwZdbrnP4/DzLhNw9z3dTn+KY3j5RXVXPGrx/ioB/fwl9eW1I//sfZCzjqst83GJMkSZIkNQ87JCVJO7zvdOnApSev/yDNwQN7cProQQBceud03nh3OQd+Z48NrkvG41x/3jE89uLCBuPHHzSQL0rKm7ZoSZIkSdIG2SEpSQLgt//3ArMXvg9AVU2Kk66+nzAMufWx2Zxzw1RO/tX9PP7Swkbrzr5hKquL1n+c5e6n5jJj7tsAPDf/Xc687g9M/M3DTH5yznars0v7L7/0HY9FiX7lq91fF4tGaFOYt932liRJkiRtOzskJUkAjB3ch8lPzuWgAT14ceEHjOjfjSAIOOvIIWQnE9Skahl/1X18b0jfTZ6rpLyKh559g7t/ehKxWJRJdzzBByvX0H33tvVzFn34Mbc98VKjtWcdOYQDem244/Gr3nxvOV8Ul7Pv3p237EIlSZIkSRllIClJAmDvzu34rKiUkvIqZr6+hJ+MOwSAP764kNkL3icaCVhbWsHa0ooG6xr0J/7rdY4r1hTxyRcl/PDmRwEoq6jmk7XFDQLJft06cdekE7eq1vdXfsZtT7zEb88/liDYeIekJEmSJGnHYyApSap32AG9mPr8fCqqU3Ru15KS8ipmzHmbqb84g9q6NMddeTdf/4RMQW42nxWV0r5lPn//56e0b5VPpzYt6NyuJXdcNI5YNEI6HRJ+beXWdkiu+KyIq6fM5Lpzj6FFfk79+GdFpbQuzCUa8W0kkiRJkrQjM5CUJNUbM6g3R136+/ruyPycJHvu1oYzr/sDXTu0pjA3q9Ga8d/dl189MIs92rckEY8C0CIvmxMP2Y/zbnqESBAQi0a5asIRDd7nuLUdkjdOe57Simp+cd9fADht1IEM69eNyyfP4IbzGoaUABfd9hgfrfqcZCLOwg9Wcvkph2/xnpIkSZKk7ScIw/DrzS6SpO3kngWlGz02cWD+Np279MV7tmn9zmJ1USnn/3Ya+/fsUv+l7a+rra3j6gdmcfWEsZt1zj/OXsDjL73F2UcN5aCBPbZnueSPnLjZc7/p9wO2/XdEkiRJknZEBpKS1IQMJHc9BpKSJEmS9M180ZYkSZIkSZKkZuM7JCVJypDbzz2cVrut/4DPwadeRIe9vpPhiiRJkiSp6RlISpI226rPi7nmgVnccfG4TJcCwPz3lnPF5Bkcf9AAzjpyKMXllfzi3qcoq6xh787t+On4QwiCgItvf5w33v0nL//vRZkuuYG9Bg5jzDlXZroMSZIkSWpWPrItSc2k+LNVTLnsFJ687Uruv/TkTJfzrTGs316cdeRQAB54eh6H7f8d7v7vk6isTvHqkmUA3HT+sbQuyM1kmRv0j7de4w+/OJPn7ruOVE1VpsuRJEmSpGZhh6QkNaOydZ9z0i/vJgiCTJeyWW59bDYL3l9JIhblB2MGs0f7VvXHZr3+Dk+8/BY1tXXs1bE1Pzt1NF+UlHPZXX8mEgSErA8C57z9EQ8/9wbZiTh99+rIj44ducV11KXTnHrNA0y5/FTisShPvbqET74oZkCP3RvM+9vSFZx++CAARvTvxt+WrmBIn7226R40pbNufpxYIslLj9zOGzMeYshxZ2a6JEmSJElqcgaSktSMWnfck3gyK9NlbJZX3v6Q1UWl3HvJyQRBQF06zeq1X34VeuSA7owe1BuAy+6azoL3V7KurJIB3Xfn/P8cQRiGAMya9w6/mngke7RvRTodNtrn2gef5p+r1zYY69CqgKsnjK3/ORqJMLx/N1586wMO3a8nT726mF+ecQTLPytqsK64vJL8nCQA+dlJist37K7DWGJ9rb2HjeGlqbdluBpJkiRJah4GkpLUjHaWzkiADz/+nP17dqmvORpp+JaPvy1dyYPPzCOdTvPJ2hJG9C/hkH178v7Kz7jynidp3zKfc743jB8dO5KHnplHZXWKQ/fvxUEDejQ4zxWnHr5Z9RwzrB+/fvhZenVuRzIRo13L/EaBZEFOFmWV1eTnZFFWWUNh7s4R/i5f/AatOu6R6TIkSZIkqVkYSEqSNqhbpzY8Pe/v/Ofw/gCNuhtve+JF/veC79OmRR6X3TWdMFw/55zvDQPgVw/M5NUlyziw1x5ccepoalK1/OfPJjcKJDenQxJgt9aFBAHc9eRcjh7Wb4M177t3Z+a8/RGjB/VmzuIPOXjg3tt0D5ralMtPJZ7IIju/BWPO/Xmmy5EkSZKkZmEgKUnNpLBdR8b97I5Ml7HZhvXtxpvvreCMXz9EMh7j9NGDGrxDcuzgffjhzY/StcOXY/OXLue+v7xGNBohEYsyoPvu3PLYbD74eA21dWmOHTGg0T6b2yEJcPSwfvzmD8/y89PHbPD4aYcP4hf3PsUfX1xIj93bMrj3nltwxc3v9P95MNMlSJIkSVKzM5CUJG3Uj48/qNHYHRePA+CUUQdyyqgDGx0f1rdbg58vOemw7VZPQMBRQ/oSi65/fDwZj7H4o0+Y/OQczjpyKC3ysrnlguMbrbv49scbPXIuSZIkScoMA0lJ0k7hoWff4Ln573Lj+cfWj/XdqyPTfjlhk2tv+soaSZIkSVJmGUhKknYKpxx2AKccdkCmy5AkSZIkbSOfX5MkSZIkSZLUbAwkJUmSJEmSJDUbH9mWpAypSKXJiW/d/xcK07Xkj5y4nSvS9hCmawkim/7rtSKVboZqJEmSJGnHYyApSRkydXF5xvaeODAfgCH3rspYDTuquRM6cs+C0kyXIUmSJEnfWj6yLUnKiIpX7qd6ybNNvk9d0cesu/9svrhpDKmVbzf5fpIkSZKkb2YgKUn6VovktaZg3A0ke47MdCmSJEmSJHxkW5K0AbVrllE+6waIJQiiCQpO+A3V7zxH1VtPQW0N0TZdyR09iSAIKLpjHPG9DqD2k/dI9jqIdHkRtauWEO3Qk7xRF5JavpCKOVMIknmkiz8h+z9OIdnroAb7Vb87m6o3H4cwJL7n/uQMPZ3U8oWUz76TIJ5FtKADeWMv2aprCeJZBPGs7XBXJEmSJEnbg4GkJKmR1LI3SPYdTdaAowjD9R9fSXQfSrL3oQCUTr+K2pWLiHfuT7pyHTnDJxIkcym67VgKxt9E7qE/Yt19Z5GuLAEgrFhHwbgbCFNVFE85l0TPEfV7patKqZr3KAUn30oQjVHy+JXUrvmImqUvkTN8Aok9D6iv4asqXr6P1Iq3GowF0TgF465vqtsiSZIkSdoODCQlSY0k+42hcu5DlM64hljbbmQPPpHUikVUzpsGYR3p4tWkuw8BIJLXhkhuSwCC7EKi7XusH89vQ1i1/uMw0fY9CCJRgmQukZwWhBXr6vdKF31MXclqSqZNAiCsLiNdvJqsA8dT+fpUqhc/TbzLQLL6j21QY87wM5r8PkiSJEmStj8DSUlSI0E0Tu53zwOg5JGfEO82iIoX76LghOuI5LWmdPpVG18bBI3G6lZ/QJiug1Q16YoigpwW9cciLXYj2rITBeNvJIhE13dDhiHUpcg77MeEYci6yaeS6HUQkWRu/To7JCVJkiRp52QgKUlqpPqd56le/DQQEMltSbRVZ5J9Dqdk2iSirbps8fkiea0p/dMvSRd/Qs7wCQTBl99Ui2QXkrX/cZRMvRgiEYJIjLyxl1G16ClSy+ZDmCbedb8GYSRsfodkurqcsid+Tu0X/6T283+Q2GuQ3ZWSJEmSlEFBGIZhpouQpG+rexaUZrqEDZo4MB+AIfeuavK9UssXUr3kWfLG/LTJ99oe5k7ouMP8c/v3PydJkiRJ+jaJbHqKJAslcrMAABFNSURBVEmSJEmSJG0fPrItSWpS8S4DiHcZkOkyJEmSJEk7CDskJUmSJEmSJDUbA0lJ0hZLLV9I2czm+Zp1XfGnrL35KMqe+S0AYW0NpTOuofjhCyidcQ1hbc03ri+Z9lPW3noMFXMfrB+rXvoyRZNPazAmSZIkSWoeBpKSpB1erMPe5I26CIDqt2cRbdWFwpNvJdqqM9Vvz/rGtblj/pucg89tMJbcezjZg09qsnolSZIkSRtnIClJAqD8hTuoef8VAMJUNevuO5MwDCmffSfFUy9i3f1nU7VwRqN1xX+4kLqSNQBUzH2Qqn8FhNXvzqb44Qsofui/qJgzZbvVmVrxFonu/wFAovsQUive+sb50YK2221vSZIkSdK286M2kiQAkn1GUTnnARI9hlHz/hwS3YcQBAE5Q04jSGQT1taw7t6JJPuO2eS50lWlVM17lIKTbyWIxih5/Epq13xErO1e9XNSHy+h4sXJjdbmDD2N+B77bvTcYWUJQVY+AEEyj7CyZCuuVpIkSZKUKQaSkiQAYu26ky5dQ7qqlOp3niX3kB8BULXgz+s7JyMRwooi0hVFDRcGwZd/DkMA0kUfU1eympJpk9YPV5eRLl4NXwkk4532ofCkm7e4ziArn7CqDAohrC4nyC7Y4nNIkiRJkjLHQFKSVC/R62Cq5j9GWFNJtGWn9eHk2zMpnHAPpOtYN/k0CBuuiWTlky5dQ7SgLbWrl5IoaEekxW5EW3aiYPyNBJEoYZiuDyv/bWs7JONd+lPz0WvE2nen5qPXiHfuD0C6vIggmUsQS2z7jZAkSZIkNRkDSUlSveQ+h1L0u/HkHrq+OzJI5hFt05WShy8g2rrLBrsRs/Y7lvJZ1xNt1ZkgGgcgkl1I1v7HUTL1YohECCIx8sZeRpDXqn7d1nZIJvuMpmzmdRQ/fAGR/LZkH3EJAOUv3E72AScQ67B3g/llM2+g9uPFhHUpaj99j4Jjr9niPSVJkiRJ24+BpCSpXiS3Fa0nPVP/cxAE5B/zy0bzogVtiXcZAEC8ywBaTLyv0Zxkz5Eke47c9qKCKOnSzyl75rfkjbqIIJ4k/3tXNp6XTjcKIwHyxkxqNFa99GWq/vYEyT6jt70+SZIkSdIWMZCUJO3QogVtaXHWpr/SnX/0zzf7nMm9h5Pce/i2lCVJkiRJ2kqRTBcgSZIkSZIkaddhIClJ2mx1xZ9S8shPMl1GvdTyhay97Tgq5qzvoKxe+jLrJp/OFzeMajCv5LEr+OKmMZkoUZIkSZL0NQaSkqSdWqLbYHKGng5AvHM/Cs+YTCS/bYM5BcddSyS31YaWS5IkSZKame+QlCRtVPnsO6ldsQhiCbIHnUi0dZf6Y9XvPEfVW09BbQ3RNl3JHT2JsLyI0ulXQSQCYUj+cdeS+vB1Kuf/H0E8i1jH3uSOPGuL6wjTdRRPOYfC035HEI1TvfgZ6oo/Jd65X4N5kezCbb5mSZIkSVLTMpCUJG1QzYevkS75jIJTbiMIAsJ0HenSNfXHE92Hkux9KACl06+iduUi0hXFxHfvQ87IswjDEIDqvz9P/pGXE23VmTBMN9qnbNaN1K1d0WAsUtCO/CMvr/85iERJdBtCzftzSfYaSfXip8kdeynpoo+b4tIlSZIkSU3IQFKStEF1ny8j3mUgQRAA60PBr0qtWETlvGkQ1pEuXk26+xASPUdS+dmHlM64lkhBO3KG/YCcEWdSOW8aYaqKZK+DSPQY1uA8eaM3752Uyf5HUP7MzcTad4d4FtH8tgaSkiRJkrQTMpCUJG1QtM2eVL/zPFkDjgRo1N1Y8eJdFJxwHZG81usf0wYI0+QMPwOAspnXk1r2BvE99iVv9CTC2hrW3XVqo0ByczokAaKFHSAIqJgzhax+fqBGkiRJknZWBpKSpA1KdBtMavlCih88H2JJsgeNb/AOyWSfwymZNoloqy/HUssXUvnqwxCJEkTjxHbvS/lff0/dmmWQriU54KhG+2xuhyRAst8RlD97C3lHXLLB46kVi6icM4V02ReUPPITkgOPJtlzxBZctSRJkiSpqRlISpI2KvfgcxuNFYy/EYDsA08g+8ATGh1PdBvc4Oe8URdut3oCArL6jv7y8fFogtpVf6dizhRyhp5OvHM/4v+q76tKHrsCvvbIuSRJkiQpMwwkJUk7hcp5j1Lz7mzyj7umfizeqTctJt67ybUFx13blKVJkiRJkraAgaQkaaewsY5MSZIkSdLOJZLpAiRJkiRJkiTtOgwkJUmSJEmSJDUbA0lJkiRJkiRJzcZ3SErSLqi8sopYPMncCR0zXcoOZ11VXaZLkCRJkqRvNQNJSdoFPfJuCkhlugxJkiRJ0i7IR7YlSZIkSZIkNRsDSUmSJEmSJEnNxkBSkiRJkiRJUrMJwjAMM12EJH0b1aZDYpEg02VoJ+bvkCRJkqRvIwNJSdoFDbl3VaZL2OH4xXFJkiRJah5+ZVuS1KwqXrmfaMtOJPc5rEn3qV78NJV/+xNBNEEkrzV5Yy8liCWadE9JkiRJ0qYZSEqSvpViu/elsPehBJEo5X/9PdVLniWr/9hMlyVJkiRJuzwDSUlSvdo1yyifdQPEEgTRBAUn/Ibqd56j6q2noLaGaJuu5I6eRBAEFN0xjvheB1D7yXskex1EuryI2lVLiHboSd6oC0ktX0jFnCkEyTzSxZ+Q/R+nkOx1UIP9qt+dTdWbj0MYEt9zf3KGnk5q+ULKZ99JEM8iWtCBvLGXbNW1RFt8+Qh2EE1AJLott0aSJEmStJ0YSEqS6qWWvUGy72iyBhxFGKYBSHQfSrL3oQCUTr+K2pWLiHfuT7pyHTnDJxIkcym67VgKxt9E7qE/Yt19Z5GuLAEgrFhHwbgbCFNVFE85l0TPEfV7patKqZr3KAUn30oQjVHy+JXUrvmImqUvkTN8Aok9D6iv4asqXr6P1Iq3GowF0TgF467f4DXVfbGcmmXzKBxy63a5R5IkSZKkbWMgKUmql+w3hsq5D1E64xpibbuRPfhEUisWUTlvGoR1pItXk+4+BIBIXhsiuS0BCLILibbvsX48vw1hVSkA0fY9CCJRgmQukZwWhBXr6vdKF31MXclqSqZNAiCsLiNdvJqsA8dT+fpUqhc/TbzLwEaPWecMP2Ozr6euZA1lT/0/8r93pe+PlCRJkqQdhIGkJKleEI2T+93zACh55CfEuw2i4sW7KDjhOiJ5rSmdftXG1wZBo7G61R8QpusgVU26ooggp0X9sUiL3Yi27ETB+BsJItH13ZBhCHUp8g77MWEYsm7yqSR6HUQkmVu/bnM7JNMVxZT96efkHn4x0Zadtup+SJIkSZK2PwNJSVK96neep3rx00BAJLcl0VadSfY5nJJpk4i26rLF54vktab0T78kXfwJOcMnEASRL49lF5K1/3GUTL0YIhGCSIy8sZdRtegpUsvmQ5gm3nW/BmEkbH6HZMWc+0mXfk7587cDkNznMD9qI0mSJEk7gCAMwzDTRUiSmteQe1c1+R6p5QupXvIseWN+2uR7bQ9zJ3Tc9CRJkiRJ0jaLbHqKJEmSJEmSJG0fPrItSWoS8S4DiHcZkOkyJEmSJEk7GDskJUmSJEmSJDUbOyQlSZutOd8LWVf8KcX3nUWi93fJG3URYW0NZTOvI13yGZGCduSN+W+CWGKDa2tXv0/5s7dAEIVIlLwxk4i26EjVgulUvjaVnBETSe5zWJNfgyRJkiSpMTskJUk7rFiHvckbdREA1W/PItqqC4Un30q0VWeq35610XWR3NYUfP86Ck++hewDT6DilfsByBp4NMm+o5ujdEmSJEnSRhhIStIurvyFO6h5/xUAwlQ16+47kzAMKZ99J8VTL2Ld/WdTtXBGo3XFf7iQupI1AFTMfZCqfwWE1e/OpvjhCyh+6L+omDNlu9WZWvEWie7/AUCi+xBSK97a6NxIXiuCZA4AQTROEES3Wx2SJEmSpG3jI9uStItL9hlF5ZwHSPQYRs37c0h0H0IQBOQMOY0gkU1YW8O6eyeS7Dtmk+dKV5VSNe9RCk6+lSAao+TxK6ld8xGxtnvVz0l9vISKFyc3Wpsz9DTie+y70XOHlSUEWfkABMk8wsqSTdYT1lRS8fK95DbDI+aSJEmSpM1jIClJu7hYu+6kS9eQriql+p1nyT3kRwBULfjz+s7JSISwooh0RVHDhUHw5Z/DEIB00cfUlaymZNqk9cPVZaSLV8NXAsl4p30oPOnmLa4zyMonrCqDQgirywmyC75xflhXS+mfryZ70InE2nTd4v0kSZIkSU3DQFKSRKLXwVTNf4ywppJoy07rw8m3Z1I44R5I17Fu8mkQNlwTyconXbqGaEFbalcvJVHQjkiL3Yi27ETB+BsJIlHCMF0fVv7b1nZIxrv0p+aj14i1707NR68R79wfgHR5EUEyt8EHbsIwTdmT15LoMYzE3sO24c5IkiRJkrY3A0lJEsl9DqXod+PJPXR9d2SQzCPapislD19AtHWXDXYjZu13LOWzrifaqjNBNA5AJLuQrP2Po2TqxRCJEERi5I29jCCvVf26re2QTPYZTdnM6yh++AIi+W3JPuISAMpfuJ3sA04g1mHv+rk1771MzYevkS4vonrJs8Ta7kXuYRds8Z6SJEmSpO0vCMOvta5Ikr71hty7KtMlbFJdyRpKp00itseA+i9tb0jp9KvJP/rnm3XOqgXTqVo4g5yhP2jUOTl3QsdtqleSJEmStHkMJCVpF7QzBJLNzUBSkiRJkppHJNMFSJIkSZIkSdp1GEhKkjaprvhTSh75SabLqJdavpC1tx1HxZwpAFQvfZl1k0/nixtGNZhX8tgVfHHTmEyUKEmSJEnaCANJSdJOKdFtMDlDTwcg3rkfhWdMJpLftsGcguOuJZLbakPLJUmSJEkZ4le2JUmNlM++k9oViyCWIHvQiURbd6k/Vv3Oc1S99RTU1hBt05Xc0ZMIy4sonX4VRCIQhuQfdy2pD1+ncv7/EcSziHXsTe7Is7a4jjBdR/GUcyg87XcE0TjVi5+hrvhT4p37NZgXyS7c5muWJEmSJDUPA0lJUgM1H75GuuQzCk65jSAICNN1pEvX1B9PdB9KsvehAJROv4ralYtIVxQT370POSPP4t/fSqv++/PkH3k50VadCcN0o33KZt1I3doVDcYiBe3IP/Ly+p+DSJREtyHUvD+XZK+RVC9+mtyxl5Iu+rgpLl2SJEmS1AwMJCVJDdR9vox4l4EEQQCsDwW/KrViEZXzpkFYR7p4NenuQ0j0HEnlZx9SOuNaIgXtyBn2A3JGnEnlvGmEqSqSvQ4i0WNYg/Pkjd68d1Im+x9B+TM3E2vfHeJZRPPbGkhKkiRJ0k7MQFKS1EC0zZ5Uv/M8WQOOBGjU3Vjx4l0UnHAdkbzW6x/TBgjT5Aw/A4CymdeTWvYG8T32JW/0JMLaGtbddWqjQHJzOiQBooUdIAiomDOFrH5+oEaSJEmSdnYGkpKkBhLdBpNavpDiB8+HWJLsQeMbvEMy2edwSqZNItrqy7HU8oVUvvowRKIE0Tix3ftS/tffU7dmGaRrSQ44qtE+m9shCZDsdwTlz95C3hGXbPB4asUiKudMIV32BSWP/ITkwKNJ9hyxBVctSZIkSWouQfjvl31JknYZQ+5dlekStkjN0leo/fRdckacCUDq43con3UDiV4j67+0vSElj11B3doVtDzrgU3uMXdCx+1WryRJkiRp4wwkJWkXtDMFkpXzHqXm3dnkH3cNkdxWTbaPgaQkSZIkNQ8f2ZYk7dCyDzyB7ANPyHQZkiRJkqTtJJLpAiRJkiRJkiTtOgwkJUmSJEmSJDUbA0lJkiRJkiRJzcaP2kjSLiSsraaGBMlYkOlSdjjVtaH3RZIkSZKagYGkJEmSJEmSpGbjI9uSJEmSJEmSms3/B8HLnFwBkIL6AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "id": "QQ0GP6zlBgY-"
    },
    {
      "cell_type": "markdown",
      "source": [
        "It is now abundantly clear that this tree is overgrown. We must simplify!"
      ],
      "metadata": {
        "id": "zhyh4ZDrDl6N"
      },
      "id": "zhyh4ZDrDl6N"
    },
    {
      "cell_type": "code",
      "source": [
        "# list features by importance\n",
        "imp=pd.Series(dTree1.feature_importances_,index=X_cols)\n",
        "imp=imp.sort_values(ascending=False)\n",
        "print('Feature importance')\n",
        "print('='*10)\n",
        "imp"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LwrhIyYnCwK8",
        "outputId": "62c16c57-f3a8-4c77-ee14-e0cd8fc1feeb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Feature importance\n",
            "==========\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "lead_time                               0.356752\n",
              "avg_price_per_room                      0.170967\n",
              "market_segment_type_Online              0.082062\n",
              "arrival_date                            0.081950\n",
              "arrival_month                           0.072680\n",
              "no_of_special_requests                  0.069091\n",
              "no_of_week_nights                       0.046213\n",
              "no_of_weekend_nights                    0.032091\n",
              "no_of_adults                            0.030242\n",
              "arrival_year_2018                       0.012772\n",
              "market_segment_type_Offline             0.009025\n",
              "required_car_parking_space_1            0.007083\n",
              "room_type_reserved_Room_Type 4          0.007046\n",
              "type_of_meal_plan_Not Selected          0.006857\n",
              "no_of_children                          0.004823\n",
              "type_of_meal_plan_Meal Plan 2           0.004020\n",
              "room_type_reserved_Room_Type 5          0.002132\n",
              "room_type_reserved_Room_Type 2          0.001344\n",
              "room_type_reserved_Room_Type 6          0.001060\n",
              "market_segment_type_Corporate           0.000667\n",
              "no_of_previous_bookings_not_canceled    0.000482\n",
              "repeated_guest_1                        0.000210\n",
              "type_of_meal_plan_Meal Plan 3           0.000182\n",
              "room_type_reserved_Room_Type 7          0.000157\n",
              "no_of_previous_cancellations            0.000091\n",
              "room_type_reserved_Room_Type 3          0.000000\n",
              "market_segment_type_Complementary       0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 121
        }
      ],
      "id": "LwrhIyYnCwK8"
    },
    {
      "cell_type": "markdown",
      "source": [
        "We find that lead_time is the most important feature in this first tree, followed by room price. These two features will largely determine the booking status."
      ],
      "metadata": {
        "id": "qVxYx4uXD40x"
      },
      "id": "qVxYx4uXD40x"
    },
    {
      "cell_type": "code",
      "source": [
        "# plot feature importance\n",
        "plt.figure(figsize=(8,6))\n",
        "plt.title('Feature Importance in Decision Tree',fontsize=15)\n",
        "sns.barplot(x=imp,y=imp.index)\n",
        "plt.xlabel('Importance');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "id": "snZaLfIvDJar",
        "outputId": "13a85289-2b2e-4d30-bca3-a1cf62649bf9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x432 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "snZaLfIvDJar"
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Pre-pruning: Limited depth"
      ],
      "metadata": {
        "id": "YP3z6DZzyDaz"
      },
      "id": "YP3z6DZzyDaz"
    },
    {
      "cell_type": "code",
      "source": [
        "# second tree\n",
        "dTree2=tree.DecisionTreeClassifier(max_depth=4,random_state=1)\n",
        "dTree2.fit(X_train,y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6qUNzvrtyHLN",
        "outputId": "2dfedc9a-b296-48fe-e99c-c4804899ed9a"
      },
      "id": "6qUNzvrtyHLN",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(max_depth=4, random_state=1)"
            ]
          },
          "metadata": {},
          "execution_count": 123
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We grow a new tree with maximum depth of 4, with the goal of getting decent performance out of a much simpler model."
      ],
      "metadata": {
        "id": "urZMZBxlzm_U"
      },
      "id": "urZMZBxlzm_U"
    },
    {
      "cell_type": "code",
      "source": [
        "check_recall(dTree2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_BHEZaz2zj5L",
        "outputId": "cd317248-cb7e-46c2-cd93-3029800eb656"
      },
      "id": "_BHEZaz2zj5L",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Recall: 0.693\n",
            "Testing Recall: 0.706\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "While recall has certainly dropped from the original tree's scores, the new model promises to be more generalized: There is almost no gap between training and testing recall."
      ],
      "metadata": {
        "id": "UrL91p4VzmTk"
      },
      "id": "UrL91p4VzmTk"
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_train,dTree2.predict(X_train),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "sKJTJmDuzWBQ",
        "outputId": "64cbd6ed-d74c-4f08-b18f-ff10ec6da042"
      },
      "id": "sKJTJmDuzWBQ",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.827654\n",
              "Precision  0.759619\n",
              "Recall     0.693254\n",
              "F1         0.724921"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-fab6503a-6cde-454a-b549-a86443c8d7a4\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Scores</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Accuracy</th>\n",
              "      <td>0.827654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Precision</th>\n",
              "      <td>0.759619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Recall</th>\n",
              "      <td>0.693254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>F1</th>\n",
              "      <td>0.724921</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fab6503a-6cde-454a-b549-a86443c8d7a4')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-fab6503a-6cde-454a-b549-a86443c8d7a4 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-fab6503a-6cde-454a-b549-a86443c8d7a4');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 125
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Accuracy on the new model is still 83%, not too bad considering how much simpler it is."
      ],
      "metadata": {
        "id": "9HjeGZ5w0BkY"
      },
      "id": "9HjeGZ5w0BkY"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,10))\n",
        "tree.plot_tree(decision_tree=dTree2,\n",
        "               feature_names=X_cols,\n",
        "               filled=True,\n",
        "               fontsize=9,\n",
        "               node_ids=True,\n",
        "               class_names=True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 485
        },
        "id": "CKsK7NdC1JhP",
        "outputId": "08e56b35-8cfa-43f7-8459-5adce42d9910"
      },
      "id": "CKsK7NdC1JhP",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": 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REZHzbld6Jv/6fibeXp74eHnw8cPDmb5yC+MWb6S0zE7dmuG8cEsiBoOBgc+OonPT2qSmHeaatg3Jzitiw+50msRH8/SNffh1235GT1lGkJ8P6Vm53NW/A33aNqw03uzV2/h53lqcTicdm9Tm3oGd+HXbfj5OWYifjxc1w4N5+fZ+f+tcYiJDXd97e3niaTS6Pr9vWYC3lwfX9WxF4lWNCPTzAb/f2nrgcbztvoxjrlW6mtauwc/Hl2JPqBlOflEJAPlFNurVivhbNYqIiMiVS8GOiIiInHfLNu9lUOdmDOvWAoejYgHOHi3r0a99YwCeHT2JtTsP0qZ+DDkFxTyQ1JVAP28Sn/ov/33czBPX9eKm178jt7AYgGMFRXz6qAlbaRm3vfkjvVs3cI2VV2jjh9mr+fLJ6/H08ODJzyew8+BR5q3bwcjBXejYpLarhhN9MWkJq7cfqLTNy9ODTx81nfKc9h7OYlnqHu568gYAHjN1JzTQn9zCYh740EKT+OquEKjc4eDdsXO5q38HAOrVimBZ6h46NI5nyabd5BbaAOjdugGPfzaOzyYuJtDXm8dMPf/uJRcREZErlIIdEREROe+SOjXj62nLeeGrKdSLieSOvu1Zs+MA389ahcPh5FBWHt1b5AMQERJAtWB/AEID/WgYGwVAVGiQazZLw9goPD2MBPr5EBbkx7GCItdY+4/mcCgrj5EfWgEoKC7hUFYet15zFd/OWMXkZalc1SjO9fjUb+4b1OWMzyfjWD4vfzOdN+65Fh8vz+O1VtQcEuBHh0bx7Dhw1BXsvPHjLDo3rUOHxvEADO7SnPct87nv/V9oUbcGkaGBALz5v1n8+/7BNIqLZsz0FfxvzmpuS2x3FldaRERErnQKdkREROS88/bycM0+Gfmhha7N6vDJuEX855FhRIQE8uzoSTipmEVjMBgqHXviZ6ezos32/UexlzsoKbOTnVdE2PFQBaBWRAixUaF89pgZTw8jDocTJ07K7OU8fePVOJ1Ohr30NX3aNKh4VOq4M52xk1NQxFNfTOTZm/pUeiwrv8hGkL8vZfZy1u9K59pOTQH40DqfiJBAru/VulK/T994NQApizYQFRp0/PwqwiyAsCB/DhzJOdNLLCIiIgIo2BEREZELYPqqrUxelooBCA8OID66GgM7NmHkR1ZqR1c76/4iQwN4ZtQk0rNyeWBwF4zG38Of0EA/buzdhgc++AWj0Yinh5FX7+jP+CUbWbF5Lw6nkw6N4yuFOnDmM3a+mLSMozkFvG+ZD8CAjk0Y0qU5z345mSJbGfZyBwM6NCahZgSb0w7z09y1tEyoyYj3xrpWy9qdnsVbP83Gw2ikXq0IHh3eA4CHhnbjmdGT8fb0wGg08NqdA8762oiIiMiVzeD87VdhIiIiIn+QP2+Uu0vg1237mbZyMy/e2tfdpVQJQb1GuLsEERERuYiMf91EREREREREREQuRXoUS0RERC5pVzWM5aqGse4uQ0REROSSpBk7IiIiIiIiIiJVlGbsiIiIyHl3Md+Lk56Zy81vfE/fqxrxzE19WL/rIG/8OJv9R44x7rW7iQ6rWIHqpTHTOJydB8COg0d59Y7+dG+RwNLUPYyevAyAEdd2plPT2hTaSnnoIyt7Dmfz1A29GdChCcBp+z4Vp9PJOz/PZeu+DModDm7q05Z+7RozeXkqv8xbh4+XBxGhgbx6ez+8vTxZsmkPX0xagreXJ9XDgnjljv4U2kr4538nuvpcvyudWe8+wN6MbN7632wax0fr3UMiIiJXOAU7IiIiUuU1jovmmZv6AJBQM4IxT93IY5+Oq9Tm/+7sD0BpmR3TK2Po2DiecoeDj1MWMvqJ6wEY8d4vtG8ch4+XJ+/eP5jkhesr9XG6vk9lV3oWuw9lMebpmyi0lXLTv76jX7vGtEqoRf/2jfEwGvkoeQFTV25hSJfm/HfiEt65L4ka4cG88s10VmxJo0uzOow6XtumPYf4YtJSggN8aVG3Jv8w92Lays3nfO1ERESkatOjWCIiInJGPrDOZ/66nQDYSsu46V/f4XQ6+ThlIfe9/ws3v/49KYs2nHTciPfGknEsH4Avpy5n0tJNAMxevY17/v0zd7/7E6OnLDtvdQb6+eDv633a/Ys37aFdozi8vTzZfySHmuEhBPn7EuTvS43wYPYfycHTw0hESMBZ932iyNAAvDyN2MvLKbKVEhLgC0BMZCgexopbMG8vTzyPf1+3Zjj5xTacTicFxSWEBflV6m/ayi3079D4jMYWERGRK4dm7IiIiMgZGdixCaOnLKdnq3osWL+L7i0SMBgM3DuwE34+XpSW2bnhte9I6tz0L/vKK7Txw+zVfPnk9Xh6ePDk5xPYefAo9WpFutps2J3OJ+MWnXTsvQM70a5R3N8+j2krNnN9r9YA5BYWE+zv69oX5O9DXpHtb/d9omB/X2Ijwxj20tcUl5bx/M2JlfbvPZzFstQ93PXkDUDF9X344xQC/LxpUCuSJvHVXW3t5Q4Wb9zNg4O7npfaRERE5PKhYEdERETOSIOYKI4cyyev0Ma0lVt4wtwTAOuCdcxfvxMPo5Hs/CKy84oqHWcwGH7/4HQCsP9oDoey8hj5oRWAguISDmXlVQp2WtSt6XoM6XzJL7Kx82AmbRtUrLIVEuBLfvHvQU5BcUmloOdcrNiSxtGcAsa9djcFxSXc+++xdG5aG28vTzKO5fPyN9N5455r8fGquB1748fZfPvMTVSvFswbP85i9upt9GnbEIDlm/fSvE6NM54tJCIiIlcOBTsiIiJyxq65qiE/zV1Dka2U2Kgw8gptTFqWyk8v3oa93MHwl7/G+YdjggN8OXIsn+iwILbsyyA6LIhaESHERoXy2WNmPD2MOBxOnH848kLM2Jm1eju9Wtd3hU2xUWGkZ+ZRUFwCQHpmHrFRoWfdb3ZeEQF+3q6QBioyrKAAHzyMRgJ8vSmzl+NwOskpKOKpLyby7E19iIn8fSyj0eAKlcKC/Mkt/D1wmrZyi+sFziIiIiInUrAjIiIiZ6x/+8YMem40T1zXC6h4dKlOjXDuefdnateoRkiA30nH3NCrNa/9MJP4qDC8PT0ACA3048bebXjgg18wGo14ehh59Y7+ld5r83dn7KRlZPP2T3PYcfAoz381hX7tGmHq0QqoeAzr6RuvdrX1MBp5cEhXHv44GYAHh3R1vf/m8U/HsftQFj7enqzbeZDnbr7mtH2/b5nHLddcRaO4aFff7RvHMWPVVu5+9yfK7OVc36s1vt5efJS8kKM5BbxvmQ/AgI5NGNKlOSOTunD/BxZ8vDwI9Pfh9sR2ABTZStm05xCv3tH/rK+FiIiIXP4MTqfzj79YExEREQEgf94od5fwlzKO5fPgR1auahDrWhnrYnv2y8m8ec+1F228DbvTed8yn7YNYnh4aPdK+4J6jbhodYiIiIj7KdgRERGR06oKwY5UpmBHRETkyqLlzkVERKSS7OxsxowZ4+4y5Bw4HA53lyAiIiIXiYIdERERoby8nEWLFvHII4+QmJjI1q1b3V0SAOmZuYz80OLuMlx+3bafvk/9l9FTlgEVy6U/9uk47vn3z7zz8xx+mwj9j8/G0+3Rj91WZ2JiIp9//jkZGRluq0FEREQuDgU7IiIiV7D09HQ++eQT+vTpwwcffECnTp2YN28eb7/9trtLu2R1bV6Hewd2AuC7mau4pm1DvnzyBopLy1i2eS8A748cQnhwwJ/0cmF98MEHHDp0iEGDBnH//fcze/ZsysrK3FaPiIiIXDhaFUtEROQKU1payty5c7FYLGzatImBAwfy6aef0qSJ+5fT/jhlIWt3HMDby5M7+rYnPjrMtW/6yi2MW7yR0jI7dWuG88ItiWTlFfHs6EkYjUacTifvjxzCkk17+HH2avx8vGhepwYPDe121nWUOxzc+sYPfPvMzXh5ejBl+WYOZeXSql5MpXZrth/g9sT2AHRvnsCa7Qfo3LTOuV2E86B58+Y0b96cZ555hhkzZvD111/zyiuvMGTIEEwmE7Vr13Z3iSIiInKeKNgRERG5QuzcuROr1crEiRNJSEjAbDbz6aef4uvr6+7SAFi8cTcZx/L5+qkbMRgMlDscZGTnu/b3aFmPfu0bA/Ds6Ems3XmQnIJiWtWrxYNDurkeg5q+aguv3dWf+OhqOBwnrxHx+o+zSDucXWlb9WrB/N+dvy8n7mE00q1FAgvW76JP2wZMWZ7KK7f3Y9+RnErH5RbZCPL3ASqWfs8tsp2fi3Ge+Pv7M3ToUIYOHcquXbuwWq3cdNNNJCQkMHz4cPr27Yuf38lL1IuIiEjVoWBHRETkMlZYWMj06dOxWCwcOHCAYcOG8dNPPxEfH+/u0k6yKz2TqxrEYjAYgIpw5URrdhzg+1mrcDicHMrKo3uLfK5uU58dB47w4tdTiQ4L4r5BnXloSDd+mPUrxSVl9GnbkJ6t6lXq5/mbrzmjeoZ0ac5bP82mUVwUPt6eRIUFnRTsBPv7UlBcQtDxryH+l0ZIdioJCQk8/fTTPP7448yfPx+LxcKbb77JgAEDMJvNl8SMLRERETl7CnZEREQuM06nk40bN2KxWJgxYwZt2rTh3nvvpUePHnh6Xrr/9CfUjGDGqq0M7dYC4KTZNp+MW8R/HhlGREggz46ehBMnDqeT+wZ1AeC172ewbPNe2jeK4/lbEiktszP0pa9PCnbOZMYOQI3wYAwGA6MmL2Nw5+anrLlN/RiWbNpDv/aNWbJpD71a1z+na3AxeHt7k5iYSGJiIocOHSIlJYWHHnqIkJAQTCYTgwYNIjg42N1lioiIyBm6dO/uRERE5Kzk5OQwceJELBYLNpsNk8nEpEmTiI6OdndpZ6Rr87qs3r6fO9/+Hz7entyeWPkdOwM7NmHkR1ZqR1dzbft1237GTF+Bh9GIt5cHrRJq8VHyAnYezMRe7mDY8ZDoRGc6YwdgcOdmvP3zHF66re8p99+W2I6Xv5mGdeF66teKoGPj2md+wpeAGjVq8OCDD/LAAw+wbNkyLBYLH3zwAb1798ZkMtGuXTvXDCoRERG5NBmcvz2QLiIiIlWOw+FgxYoVWCwWFi5cSM+ePTGZTLRv3x6j8dwXv8yfN+o8VFl1zV+3g9S9GTw4pCsAG3en868fZtGnbQPXylin8o/PxpOWkU3yq3ddrFJdgnqNOKfjs7OzmThxIlarlbKyMoYPH87QoUOJjIw8TxWKiIjI+aRgR0REpArKyMggJSUFq9VKYGAgZrOZQYMGERIScl7HuZKDnR9m/8rs1dt574HBbl26/Gyda7DzG6fTyfr167FarcyYMYN27dphNpvp1q3bJf1In4iIyJVGwY6IiEgVUVZWxoIFC7BYLKxdu5b+/ftjNptp2rTpBXtc5koOdqqq8xXsnKigoIBp06ZhtVpJT09n2LBhmEwmYmNjz/tYIiIicnYU7IiIiFzi9uzZg9VqZcKECcTHx2Mymejbty/+/v4XfGwFO1XPhQh2TrRjxw7Xn8eGDRtiNpu55ppr8PHxuaDjioiIyKkp2BEREbkEFRcXM2PGDKxWK7t372bIkCEMHz6chISEi1qHgp2q50IHO78pLS1l9uzZWK1WUlNTGTRoECaTiUaNGl2U8UVERKSCgh0REZFLSGpqKhaLhWnTptGyZUvMZjM9e/bEy8vLLfUo2Kl6Llawc6IDBw6QkpJCcnIykZGRmM1mBg4cSGBg4EWvRURE5EqjYEdERMTNcnNzmTx5MlarldzcXIYPH86wYcOoUaOGW+tyltsxeOgluVWNO39u5eXlLF68GKvVyvLly+nTpw8mk4k2bdpo2XQREZELRMGOiIiIGzidTlatWoXFYmHevHl069YNs9lMx44dz8sy5SLulpmZyYQJE7BYLBgMBsxmM4MHDyY8PNzdpYmIiFxWFOyIiIhcREeOHGH8+PFYrVa8vb0xm80kJSURFhbm7tJELgin08nq1atJTk5m9uzZdOrUCZPJRJcuXfDw8HB3eSIiIlWegh0REZELzG63s3DhQqxWK6tWraJv376YzWZatGihx1PkipKfn8+UKVOwWCxkZWW5HjusVauWu0sTERGpshTsiIiIXCD79u0jOTmZlJQUatWqhclkojjxi1UAACAASURBVH///gQEBLi7NBG327p1K1arlUmTJtGsWTNMJhNXX3013t7e7i5NRESkSlGwIyIich6VlJQwa9YsLBYL27dvJykpCZPJRP369d1dmsglyWazMWvWLKxWq/6bERER+RsU7IiIiJwHmn0gcu40y01EROTsKdgRERH5mwoKClzLlGdmZup9ISLnid1uZ9GiRVgsFr2XSkRE5C8o2BERETkLTqeTNWvWYLVatcKPyEVw4kpyPj4+DB8+nKSkJKpVq+bu0kRERC4JCnZERETOQFZWFuPHj8disWAwGDCbzQwePJjw8HB3lyZyRXA6naxatQqLxcK8efPo1q0bZrOZjh07YjQa3V2eiIiI2yjYEREROY3y8nIWL15McnIyy5Yto0+fPpjNZlq3bq3HQUTcKC8vj0mTJmGxWMjLy2P48OEMHz6c6tWru7s0ERGRi07BjoiIyB8cOHCAlJQUUlJSiIyMxGQyMXDgQAIDA91dmoj8QWpqKhaLhWnTptGyZUtMJhO9evXCy8vL3aWJiIhcFAp2REREgNLSUmbPno3VaiU1NZVBgwZhMplo1KiRu0sTkTNQXFzMjBkzsFqt7Nmzh8GDB2Mymahbt667SxMREbmgFOyIiMgVbceOHVitViZOnEiDBg0wm81cc801+Pj4uLs0Efmb9uzZQ3JyMuPHjycuLg6z2Uzfvn3x9/d3d2kiIiLnnYIdERG54hQWFjJ16lSsVivp6ekMGzYMk8lEbGysu0sTkfOorKyMBQsWYLFYWLt2Lf3798dkMtGsWTO9J0tERC4bCnZEROSK4HQ6Wb9+PRaLhZkzZ9K+fXtMJhPdunXD09PT3eWJyAWWkZFBSkoKVquVwMBAzGYzgwYNIiQkxN2liYiInBMFOyIiclnLzs5m4sSJWK1WSktLMZlMDB06lMjISHeXJiJu4HA4WLFiBRaLhYULF9KjRw/MZjPt27fXsukiIlIlKdgREZHLjsPhYNmyZVgsFhYvXkzv3r0xm81cddVVevxCRFyOHTvmWjbdZrNhMpkYMmQI0dHR7i5NRETkjCnYERGRy8ahQ4dITk4mJSWF0NBQhg8fzqBBgwgODnZ3aSJyCXM6nWzcuBGLxcL06dNp27YtZrOZHj166FFNERG55CnYERGRKq20tJT58+djsVjYsGEDAwYMwGQy0bRpU3eXJiJVUGFhIdOnT8disXDgwAGGDh2KyWQiPj7e3aWJiIickoIdERGpknbt2oXVamXChAkkJCRgMplITEzEz8/P3aWJyGXit79nxo8fT7169TCbzSQmJuLr6+vu0kRERFwU7IiISJVRVFTE9OnTsVqt7Nu3jyFDhjB8+HDq1Knj7tJE5DJWWlrK3LlzsVgsbNq0iYEDB2I2m2ncuLG7SxMREVGwIyIilzan08mmTZtc775o06YNJpOJHj164OXl5e7yROQKk56eTkpKCsnJyYSFhWEymRg0aBBBQUHuLk1ERK5QCnZEROSSlJOT41qtpqioyLVMuVarEZFLQXl5OUuXLsVqtbJkyRKuvvpqzGYzbdu21ep7IiJyUSnYERGRS4bD4WDFihVYrVYWLFhAjx49MJlMdOjQAaPR6O7yREROKTs7mwkTJmCxWCgvL3cF0REREe4uTURErgAKdkRExO0yMjIYN24cVqsVPz8/rrvuOgYNGkRoaKi7SxMROWNOp5N169ZhsViYNWsWHTp0wGQy0bVrVy2bLiIiF4yCHRERcYuysjIWLFiA1WplzZo19OvXD5PJRPPmzfUYg4hUeQUFBUydOhWr1crhw4cZNmwYw4cPJzY21t2liYjIZUbBjoiIXFR79+4lOTmZcePGERsbi9lspl+/fvj7+7u7NBGRC2Lbtm1YrVYmTZpEo0aNMJvN9OnTBx8fH3eXJiIilwEFOyIicsHZbDZmzJiB1Wpl165dDB48GJPJREJCgrtLExG5aEpKSpgzZw4Wi4UtW7YwaNAgTCYTDRs2dHdpIiJShSnYERGRC2bz5s1YLBamTp1KixYtMJlM9OrVC29vb3eXJiLiVvv37yc5OZmUlBSio6Mxm80MGDCAwMBAd5cmIiJVjIIdERE5r/Ly8pg8eTJWq5WcnByGDRvGsGHDqFmzprtLExG55JSXl7N48WIsFgsrVqygT58+mM1mWrdurfeNiYjIGVGwIyIi58zpdPLrr79isViYO3cuXbt2xWw206lTJy1TLiJyho4ePcr48eOxWq14eHhgNpsZPHgw1apVc3dpIiJyCVOwIyIif9vRo0cZN24cycnJeHp6YjabSUpK0v+EiIicA6fTyerVq7FYLMyZM4fOnTtjNpvp3LkzHh4e7i5PREQuMQp2RETkrNjtdtdjAytXriQxMRGz2UzLli312ICIyHmWn5/P5MmTsVgsHDt2zPV4a61atdxdmoiIXCIU7IiIyBnZv38/VquVlJQUatasiclkon///nrRp4jIRbJ582asVitTpkyhWbNmmM1mevfurRfSi4hc4RTsiIjIaZWUlDBr1iysVitbt24lKSkJk8lEgwYN3F2aiMgVy2azMXPmTCwWCzt37mTw4MGYTCbq1avn7tJERMQNFOyIiMhJtm7ditVqZdKkSTRt2hSTyUSfPn30W2ERkUtMWlqaa9n0mJgY12zKgIAAd5cmIiIXiYIdEREBoKCggClTpmCxWDh69CjDhw9n2LBhxMTEuLs0ERH5C3a7nQULFmCxWFi9ejX9+vXDbDbTvHlzvf9MROQyp2BHROQK5nQ6WbNmDVarldmzZ9OxY0dMJhNdu3bVyisiIlVURkaGa9l0X19fTCYTSUlJhIWFubs0ERG5ABTsiIhcgbKyspgwYQIWiwWn04nZbGbw4MFERES4uzQRETlPHA4HK1euxGq1Mn/+fLp3747JZKJjx44YjcZK7U78LCIiVYuCHRE3cZaXYfDwcncZcpk41Z+ntLQ04uLiXFPwy8vLWbJkCVarlWXLltGnTx+GDx9O27ZtNU1fROQyl5uby6RJk7BYLOTn52MymRg2bBjVq1fn888/59ChQ7z66qsn/XtgdzjxNOrfCLkw9OdL5PxQsCPiRtk/P+XuEuQyUe2Gdyp9njNnDi+//DIzZ87k2LFjpKSkkJycTHh4OGazmYEDBxIUFOSmakVExF2cTiepqalYLBamTZtGq1atSEpK4uuvv6Z79+489thjJx3z5uIcN1QqV4Jnu4a6uwSRy4KCHRE3UrAj58uJwc7q1at56KGHuOOOO1i5ciWbNm1i0KBBmEwmGjVq5MYqRUTkUlJUVMSMGTOwWCzs2bMHu93OLbfcwqOPPlqpnYIduVAU7IicH3qYVkTkMrJixQruuOMObDYbCxcuZPDgwSxYsIAXXnhBoY6IiFTi7+9PamoqNpsNo9FIQUEBo0ePpqyszN2liYjIWfB0dwEiIr95+NslPJfUmhph/md8zJR1+/D18sBWWo6vtwdXN60FwGPfLWXboVyu61iXO3s0vFAlX3JWrVpFeHg4Hh4ebN26leeee47Q0FC6d+/u7tJEROQSNGzYMJKSkoiIiCA8PBwfHx93l3TJm/Hvh+h8x3MERdQ842N2LpmCp7cvZSXFePn4Ubvd1QDMfP8RstK20aTP9bQcdNfv7ZdOZdeSKTidDhp0H0Ldjn3P+3mIyOVDwY6IVGlbDuZwc5d6fL9oB7d2q+/a/tzg1qzafZQjecVurO7ie+ihh3jooYdcn202m27SRUTktJo0aeLuEq4ImXs306zvLWyc9h3N+9/m2t7ljudJ37yKomNHXNuOHdzNoc0rSXzyEy1uICJnRMGOiJxXh44V8ezYldSODGLP0Xz6t4zlhk4JZBfYeG3cWmxl5fh5e/Di0DaEBfgwdtkupm/YT62wAPKKf5/6/dmszWzcn4293MHt3RvQtWH1SuNsO5TDD4t3si4tk9yiUtalZZJvK8PUvg4t48OJCvG72Kd+SfL19XV3CSIiIpec/Mx05n/2DCE16pCTvoeEzv1pes2NFOdmsfjr17CX2vD08aXb3S/jGxTG5lk/s2vZNIKiYigpzHP1szr5U47s3IjDXkaLa+8ktmXXSuNkpW1j47TvyNi+Dlt+Dhnb11FSmEfjq81E129FQLXok2pL+3UuHt6+zHz/Ebx8/Ohw0xOnbCci8hu9Y0dEzrusAhvPDGrJqLu78cvy3QB8u2gH1zSvxed3daVPs1p8t2gH2QUlTFm3n9H3dOfZpFZk5FbMrlm2I4N8Wxmf39WV/9zemS/mbOGP73lvWCOUfwxoTvuEKB7v34yO9aJ5zXwVLePDL/r5ioiISNVTlJNF59ueZcBzo9kyeywAG6Z+S50OifR/+r/UaZ/IhinfUpyXzc4lUxj4/Fd0vv1ZCrMPA3Bg4zJKCvPp//R/6fvkp6xJ+fyk+5Xw+IZ0vPlJajbtQIcb/0FM8070vP91ouu3On1duUcpKcgl8R8fU79bEqt++fjCXQQRuSxoxo6InHfxEUH4elf89WI0Vkwh3pdZgKl9HQCax1Zj9qaDHMopJCEqCE8PI54eRuIjAgHYlZHH2r2ZjByzGIDScge5RaWEBvz+SNFbE9exYV82DqeTh75ZisPp5NWU1bw8rO3FPFURERGpokJr1MbTp2Jmq8HoAUDe4X007m0GICqhOXtWzqQgM53QWnUxenji7RdISPV4AHIO7iRj+1qmvfMAAOX2MkoKcvEN+n2lp6XfvcmRHetxOp3M+PeDOJ1OFn35Ct3ueeW0dfkEBBNRuwkGg4FaTTuy2vrJBTh7EbmcKNgRkfPuVI+Dx0UEsnF/NrHhFV/jwgOpERrA7qP52MsdlNjLScssAKBuVDAdEqJ4fEBzAMrsDrw8K08wfCapFR9N38SwdrVJWbWXYe1qExseeMHPTURERC4Tp7hhCa4ex5FdGwmOjuXIro2EVI8nMKImOel7cJTbKS8tIfdwGgChNetSs0l7Otz0BFAR7Hh4elXqr/Ntz7Ly5w9p1GsYW+el0KjXMIKj4/60rOoN25K2Zj4Nug8mM20LQZEx5+mEReRypWBHRC6K27rW57Vxa5i0Zh8+Xh68NLQN1QJ96NcihntGLyQuPJCaoRWrYXVuEM3G/dmMHLMYAwaign15efjJM3H2ZxUQGx7o+nqiNyesY+P+bErLHWxNz+HtGztclPMUERGRqqv5gNtZ/NWr7Fg4AY/j79jxC65GQsd+THn9LoKj4wg8vhpWTIsuHNm5kWnvPIAB8A+Lovu9r57UZ96R/QRHx7m+nmjJN29wdNcGyu1lZO7dwtUPv0vNph04uGlZxUwgh4NOtz97MU5dRKowg/OPD4KKyEWT/fNT7i5BLhPVbnjH3SWIiMhl6s3FOe4uQS5Tz3YN/etGIvKX9PJkEREREREREZEqSsGOiIiIiIiIiEgVpWBH5DI3ff1+7hq1gK/mb7so42Xl2/h4+qY/bWP6aPZFqeVs/bJ810Ufc1t6DiO+XMS9Xy5kytp9J+0/dKyIxDenMnLMYkaOWcyS7Ycveo0iIiKXgh2LJ5OeusLdZVR5i79+jbH/GMCSb16vtH3DlG+Y+ua9TH93JPmZ6QDYy0pYOOolpr41goWjXsJeVnJSf1lpW5n65r1MeeMediyeXGlf7uF9fDuiMxk71l24ExIRBTsil7vp6/fzL/NV3N2z4UUZLzzIl0f6NTvnfhyOi//6r19W7Dmn44tK7Gd9zHtTN/LK8DZ8dkdXflmxm7zi0pPaNKwZwmd3duWzO7vSpUH1c6pRRESkKnI4yqnf9VpqNnXfYggOR/k57b8QymxFZ31M66H30X3Ea5W25Rzay6EtvzLg2dG0SrqX1dZPAdi5ZAohNeIZ8MwogqvHsXPJlJP6W/G/9+h2z6v0e+pztsz5hZLCPNe+9ZO+onqDNmddo4icHa2KJXKJOHSsiGfHrqR2ZBB7jubTv2UsN3RKILvAxmvj1mIrK8fP24MXh7YhLMDnpONP1W7R1sOkHjzGy9bV3Ni5Hr2b1qx0zO4jebw5YR3enh54exr54NZOfDlvK3uO5mMrLSenqIQXhrSmTlQwa/ZmMnruVgwGiI8I4qlrW2AwGPh0Zirr0rLw9vTg1m71iQ8P5I2Ja/nP7V2YseEAE1enUWovp05UEM8mtcJwqrXQT2D6aDZXN63Jpv3HePvG9rw5cR25RRVhx9ODWhIbHsic1IN8u3A7NUL9KbDZubtnQ2qE+rvG/a0f66N9sJc7eGfyeg5mF2F3OHikbzOaxoTx8YxNbNyXjbenB0Pb1eZoXjFH84oZOWYx/VrE4uftwU/LduHn5UnTmDBGXtPklPWW2stZvC2DWRsP4O3pwaumk1fvOp1Sezm2Mjs1wwIAaBUXzuaDOXSsF1Wp3c7Dedz/1SJqhPnzWL/mhPh7n/EYIiIi55MtP4cF/30eh9OBs9xOlztfxCcwhNkfPc61z38NwPrJY/APjaR2217M/+J5HHY7YTH1yNq3jf5PfX7Kfi3/TKJG46vIPZRGdINWXGV+mENbV7Nx6rd4+QYQFBWDh5c3wVExJHTqz56Vs0id9ROeXj7UataJ5gNuY++qOWyeMxacTmo27UCrpHtOOda0dx4gtEYd8jL24eHlTY/7/oWXrz9b5vzCnlWzcZaXU79bEg26D2bH4skc2LAER7md6g1a07TvTZX6ys9MZ/7nzxFSPR6jhycNegxh1diPMBgMhMXUo+MtFQtlLPv+LXIO7sbpdNL+hseJrNuURV/9H0ajkaKcTMpshTTqZWLnksmUFOZy9cPv4R8Wecr6y4oLSVsznz2rZhFasy7trnvkrH6GAWFR5GXsr7QtY9saYlpU3ENVb9iaZd+/5drerN+tAMS27Mam6d/TqOcw13HlZaWUlRQTFFlxjxldvyWZezZTq1lHju7ehF9IOAajx1nVJyJnT8GOyCUkq8DGf+/qisFg4MZP5nJDpwS+XbSDa5rXYkCrOKau28d3i3bw6ClmxJyu3fQN+3llWFuiQvxOOmbFziMMbB3HkKtqV5ohE+TrxevXtWP9viz+O2cLb93Qng+nbeKzO7sQ6OvFh9M2smR7BkaDgYy8Ykbd0w2DwUC5w8mR3GJXP90bVadvixgAXvhlFevSsmhdO+JPr0G5w0HXhtV5oE8TPpuVSs/GNbimeQw7Dufy+ezNvGZuxxdztjDmvh74eHpw6+fz/rS/iWvSiKkWwHODW5NdYOOZn1cx6p5uLN9xhO8e6ImnhxGHw4nRaCB51V4+u7MrAP/83wpeGdaWuIjAU84eSj2QzaQ1+0g/VkSn+lH8Y0BzIoMrrnH6sUL+NX7tSccMblvbdT0AcotKCfT1cn0O9PU6acZOeJAP1sf6EODjxfhf9/LJzFSeH9L6T89ZRETkQvH2C6TP4x/i4enFgY1L2Tj1W7re9SL+oZEcO7CLsJgE9q2ZR7+n/sv2BeOJbtCaFgNuZ9fy6WTtO/1j4UW5mbQaPIKAatHMev8RsvZtr9iek0nSS+9j9PRk7YTRANgKclk/eQwDn/8KLx8/HI5ySgrz2DTzRwY8PQqjpydzP3mKYwd2EhZT75TjRTdoSadbn2L95DFsXzSBWk07cnDjMvo//QVOp4Npb91HXJueANhLiunz2Aen/eVUQeYh+j75Cd5+gUz6v9vp+cAbBEXWYvHXr7F//SKcDicOu50Bz44m/+hBFnzxAte+MAaAsNj6dLnzBZZ+9xZHd28i8Yn/kDrrJ/asmk3TxBsrjXNw03J2LZtGSUEuca270/2eV/EJDAHgyM6NrE757KTaWg26mxqNr/qTn2iFksI8/EJ+v0dzHp99VFKQi3dAEADe/kGVZuO49vsHuT5XtMkFYMPkb+hy14usGvvRX44vIudGwY7IJSQ+Ighf74r/LI3GipuHfZkFmNrXAaB5bDVmbzp4ymPPtN2JBraO45uF23nZupp60cHc2q0+AE1qhQHQtFYY+7IKyCkq5XBOEU/9VPFce3GpnbiIQIpK7LStHeG60fEwVr7hWZeWxY9LdlLucHI4t4hueX/9GJGHwUCzmIrxd2Xks3ZvFuN+3evqP7eohGoBPgT4VAQiDWscXybzj/daTufxPvLYuP8Yy3ceAaCwpAyAB65pwusT1mI0GLi5Sz3qRgVXOvyBPo3539KdFJeWc3WzmnRvVKPS/oVbD7P5YA6m9nXo1aQmQX6/BzQ1wwJcAdGfCfbzpsBW5vpcUFJGsF/l2TgVs6kqftPVr0UMySvP7XExERGRc1FanM/yH96lODeL8vIyvHwrZp0mdBrAzqVTqNOuDyE16uDl60/ekf3Et+0NQGSdpmxfOOG0/foFhxMYXnGfEFGnKXmH0/ANrkZE7UYYPSv/L0v+kQNUi6mHl0/FL1SMRg/yjxygMOswM95/uKLOonwKsg6fNtiJqNO0oq66TUlbPY+A0ChyDu1h+rsjgYpZMYXZGcfbNPvTGcdhteri7Rd4/PoUEBRZC4Coei3IPZQGTidR9VoAEBRZq1I4Eh7XAKiYRfPbDJ2AsCiy9+84aZzdK2ZQkJlOo95m4lp1x9PH17Uvql7z086GOhPeAcGUFue7Pv82y8Y7IJjSogLXufkEVL5f8g4MprTo9+Mq2oSwf/1iwms3wvd48CQiF5aCHZFLyKnuGeIiAtm4P5vY8IqvceGBpzz2TNudyNvDyCN9K2b/PPztEjo1iAZga3oOSW3j2ZKeQ2y1QEL9vakZ5s+/b+qIv0/FXxv2cgcrdx1l5sYDDL6qNnDye3E+m7WZD27tRESQLy/8suq3rOUvL8JvN091ooJoFhtGz8YV03vL7A6MRgPZhSUUldjx9jSy43DFb4WCfb3IzLfhdDrJLijhaL4NgLpRwcRUC+TGzgmuPpxOJ+3qRtKtYXXWp2Uxeu5W3ryhPSfmUjVD/XkmqRWl9nKu+3jOScHOA32acFu3+szffIhXklfj42WkX8tYujeqccYzdny8PPD18uRwThERQb5s2Jd10ruQCmxlrlk9v+7JJC7ir3+uIiIiF8quZdOpFteAFgPv4MCGJaTO/AmA2BZdWDdhFPYSG/U6DwAgKCqGrL1bqNmkHZl7N/9pv7a8bAqzMwioFk1m2hbi2/aktLjwlI/xBEfFcOzgLuylNjy9fXE6HARG1iIoKoa+T/wHo4cnTocDJ6e/8cjau4XgqBgy92wmODqOkBq1qRbXkF4j38JgMOCw2zF6epK9bzsG45+/lvTEGr39Ask/epCgyFoc2bmBuNbdcTph/7qFNOg+mPyjByvNcKl883fC96covdvdL2PLz2HPylnM+c+T+IWEU79bEjUatT3nGTvVG7Rm5c8f0PSaGzmyc4MrEKvesA0HNy4lPK4BBzcuJbph5ffleHr54OXjR0HWYfxDIjiyYz2tku5h67xkDm9bw8wPHiXnwC5yD++l532vExhR41TDi8g5UrAjcom7rWt9Xhu3hklr9uHj5cFLQ0/9ArozbXeimRsPMnXdPgwGA9UCfYg/HgYVl9p5/Ptl5BaV8sLQ1hgM/8/efQY2VXYBHP9ndk+66aJQKHvL3sgWUFwgiCKgIkuWLBVUREFQhqhsfUUcOBiyRGWWPVoKFAoFWqCD7t2kSd4PxWgFhWLbtOX8vpTcPPc+58aYnp48Q8HYHvWYsv4wJlNhDjK+Rz1a1/TkxJUkRqzYi5VGxeC2weZrAPRs6Me4L0IJuM9ixHPtazJvcxgbDl/GZILWNT15pk0NRnQK4aXV+/B2tsXdofDbKjtrDS1reDJi5T7qVHXG9dY6RP2aBrBg62leWXMAgBAfZ17uWpsJXx4EQFdgZFiHwmJKPV9XXlt/mK71qnLqajLRiZkUGIz0bxpwx/jsrDT0buxP78b+JGbkcvjWqKB7HbED8GrPeryx4TgmTDzWvJp5xM6bG44z+/GmHL+cxOo957HVqrFSK5nat9F9vZZCCCFESfCp24K9y18n4cIpnH2qmY8r1Wo8azYmNmw/LZ+ZBEDN9v3Y/ekMbpw5jJN3ACrVP//pYePkRtjmVaReu4RHjQZUCQghLvL4Hdta2TtRv9dQts8bhVr75xo7dbo+zY75r6BQKlGq1LQdPgtbpyp3vEbipdNc2PMTSrWGji/NQWNjh0/t5mx//yUUSiUqrRVdxnxQ7NenxaCJ7F3+BgqlEueqQfg1ag8mE9fCD7B17ghMRiMtBk0s9nX/YO3gTO0uT1C7yxNkJMSQdCUSKN6InRM/fMr1iFBy01PY8cFoOo+Zj7NPNTyDG7J17giUKjVtnp8JQI02vTmw5h22vjcSOxcP2gx7HYDwrZ/j16ANLr41eGjgBPYufx2TyURIpwFY2TnSsM/zNOzzPAD7Vr1FzfZ9pagjRClSmEz39B26EKIUpHw9xdIh3Gbl75H4utrRo6GfpUO5J+9uPEmPBn40qfbva/dUdq5Pz7N0CEIIISqpufvT7vtco6EApUrNpUPbuXnpNC2fmXzHdt9PG8CAud/fdz/FsW3ey7QfPgs7V88y6U/8s2ltnS0dghCVgozYEaICmv3DcRL+skixp5MNbz7277sxrQ+9yL7z8UWOzX3qIYvtsHQs+iar9xRdRHFYh1o0C7rzDhBCCCGEqFhMRiPb549CgQIUCtoNn0X0oR2c3/tTkXatBt+52PNfpd2I5uCX84scq9W+/31f78yOr4gJ21fkWOdR75kXMBZCCEuRETtCWFB5HLEjKiYZsSOEEKK0/JcRO0L8GxmxI0TJ+PeVwIQQQgghhBBCCCFEuSVTsYQQJeJgVAJpOTp6/svaPH8sCHy/fj4Zw0/Hr6BAwcRe9anlU/Rbnl9OX2PDkcsoFQpsrdS8NaApdtYa3v7xBFHxGdhbq3G2teLdp5oDcD0lmw+3nSZPb8Dd0fqu09mEEEIIUTlcO32Q/MxUqt/awetO9i5/g/Yj37rvPqL2b+HC3p9QKBS0GDSRKgEhd2x3v45VkQAAIABJREFU8qflRB/eYV5jKPlqJIe/WoDJZKJm+/4Et+1jbpseH8NPbzxNj8nL8AyWDRWEEIWksCOEKBGtgu++AOF/Kepk5Or49nA0K4e352ZmLrN/OMFnL7Qr0qZjbR8erl+4nfjy386xLSyWx1sEATCxV30aBhTdGWPB1nCm92uM262dtYQQQgjxYPCt3+qubf5LUSc/O4Nzv35L7xmryEm9yb6Vb9Jr2orb2uWmJ5OREFPk2OGvFtBu+GxsXdz5ec4L+Dduj5WdIwBhm1fhVfPuO58KIR4sUtgRQhSLwWhi9g/HuZmRR30/F347G8eGcV35+WQMiRm5PN+hFqPW7CfYy4krNzMxGE0sHNwSrVrF44t2sWFc1/vq9+z1NBr5V0GjVuLjYkdOfgG6AgNatcrcRqP+c3Zpns5AUDVH8+NFOyLQqpQ83iKIrvWqEpeWQ57ewIfbTpOSlc+TLYPoVMfn/l8YIYQQQpQ7RqOBfStnkZN6E/fq9bl6/DcGzP2eqP1byElNpOEjw9g272Vc/YJJv3EZk9FI1/EfotJo/9NOXUmXz+IZ3BCVWoODuw/6vBwMeh0qTdFNK8K2rKZ+r6H8vmwqAAa9Dn1+Lg7uhTmJZ3BDki6fpWq9ltyMjsDGqQoKpeq2/oQQDzYp7AghimVfZBx2VhreGtaMsJhkfom4fsd2TQLdeLVnfd7bdIojl27StpbXHdvtPneDbw9F33Z8cu8GVPP4szCTnqPDwUZjfmxvrSEjV4+bQ9HkZtPxq3xz6BJWGhVD2gUDMKZbXZztrEjP0THm81Bq+ziTkp3Phbh0vhrdGTutmpGr9tG0mhuONpbZJUwIIYQQJS/25F401nb0fO1tEqLCuHzklzu286rVlBYDJxD6+bvcOHsEv4Zt79ju6ondnN31zW3HWw2ejLNPkPlxflY6Wrs/8xitrQP52RnYOruZj2UkxKDPy8XVL7joebYOfzsvHYDwLWtpM+x1jn6z6B7vXgjxoJDCjhCiWGKTs6l9a22bulVdCrcwvYOQW208nWxIz9X94/U61vahY+27j5RxtNGQmac3P87O1+P4l0LPH/o2DaBv0wC+3B/FugMXGX2rqAPgZKvloeruRCWkU83dgeqejng42gAQ7OVEbHI2dX2lsCOEEEJUFhkJsbhVqwOAe1BdFHdOW3ALLFz/xs7Vi/ys9H+8XkCTjgQ06XjXfrV2juhyMs2PdblZ5ulUfzi1cSWN+o8sep79nc5zIjZsP1UCQ7CWrdWFEHcghR0hRLH4VrHj6KWb9G0awLkbaZgw3bFdkbzpzk2Aex+xU9fXheW/naPAYCQpMw8brbrINCyAfL0BK03hMXtrDXl6AwCZuXocbDToC4yEx6TQq5Efvq725OkNZOfrsVKruHwzE29nm3t7EYQQQghRITh4+BJ37ii060vS5XOY/iUn+YPpXxrd64gd96C6nPzxU4wFBeSkJ6GxsrltGlbmzescWjcfgNy0JA5/tYAWgyaisbIhKzkeWyc3EqPCaNR3OJG/f0/8+RPs/HAcadcukR5/hY4vzsHezfseXwkhRGUmhR0hRLG0D/HmtzM3eHn1fmpXdUarUt79pH9x7yN2tDzWvBovr9mPAgWv9qwHwIW4dI5cSmRw22DWHbjIscs3ze1n9GsMwOvfHSVHZ6DAaKRHA1+CbhWMXnm4DhO+PESBwUi/JgG42ssiykIIIURl4t+kA1eO/cq291/CLbA2KvXto32L415H7FjZORLSaQDb5r2EQqHgoYETAEiOuUDc2cPU6zGE3jNWmdt/P20ALQZNBOChgRPYu/x1TCYTIZ0GYGXnSMM+z9Owz/MA7Fv1FjXb95WijhDCTGH6t5K0EKJUpXw9xdIh3JcCgxG1SklYTDJf7ItiwTMtLR3SA8/16XmWDkEIIUQlNXd/mqVD+E+MBQUo1WoSosI4vfVzuo5baOmQxC3T2jpbOgQhKgUZsSOEKLbXvztGWo4OvcHIa480tHQ4QgghhBD/aM9nM8jLSsdQoKP1s1MtHY4QQpQ4KewIIYpt7tMPWToEIYQQQoh70umV9y0dghBClCop7AghSt3K3yPxdbWjR0O/Uu1n66kYNhy5jJVahZuDNa8/2hitWkVcag5zNp5EV2CkdU1PnmtfE4Axnx/AYDSRqytgYOsadKvvC8DavRcIvZCAVq1kRr/GeLvYsj70IvvOxwMQn5ZLx9rejO1Rr1TvRwghhBCWdXLjChw9fKneqmeZ9Be1fzOhX8xl6PJQABIvnubot4tQKlX4NWpLvR5DADi/+wei9m9BqVbTqO8IfOo0R5+bzc6FY0mLu0LLZyaVWcxCCMuTwo4QotJo6F+F7g38UCkVLN15hu1h1+jbNIBlu84yvFMIjQKqMObzA3Ss7U2guwMLn2mFRq0kO0/PkE92062+L1duZnL88k2WD2/HyStJLNt1lrefaMbA1jUY2LoGABO+PEjnundf8FkIIYQQ4l4V6PO5evx37F29zMcOr19Ap1HvYV/Fi10fvYpfow5obe05v+cn+sxYjUGfz/b5o/CauRqV1opOo+dxfvcPFrwLIYQlSGFHiAdcdGIGczeeQqtWoVUr+XBIK3aEX2PT8avoCgxU83BgWt9GKBQK+i/cScsaHpy9nkaXuj6kZOcTEZtCiI8zk/s05MTlJFbtPo+9tZq4tByGtq9Jl7pVi/T365nrfHcoGhPwUHUPXuhYixOXk1j6yxlsNGq8nW2Y+WiT+7qXqq525n9rVEpUqsJN1y/Ep9MooAoArYO9OHklmUB3BzTqwh29cvWF9wlw8koyrYMLE6rGgW68vzmsSB8pWfncSM2hnp/rfcUohBBCiJKRej2a0LVzUGm0qDRWPPzqR0Qf2sGFvT9h0OtwrhpE66HTUSgUfDe5L1XrtSTp8jkCm3chNyOFm5cicAsMoeXgKcRFHids00q0tg5kJt2gYe/nCWzepUh/V47+ytlfvwGTCZ+6LWjUdzhxkcc5vmEpaq019m7etB32xn3fz7ld31Kr42Mc+fpD8zF9bhb2VQrzkiqBtYk/fxxXv5o4+1RDqVajVKtRW9mQmXgdJy9/bJ2q3Hf/QoiKSwo7QjzgDl9MpHdjf/o3C8RoLNwkr32IF90bFE5LmvntUU5dTaZxoBup2fmM7Fwbe2s1vedvZ+nQNrzasz7PfrKb9BwdAGk5+Sx6thX5egPPL99Dp79sZZ6Rq2N96CU+HdYWtUrJa+sPczEhg93nbvBi59q0qOFhjuGvVvwWycmrSUWOaVRKFj3b+o73dOVmJocvJvJc+7YA/HXzPwcbNcmZ+QAYjCZGrz3A5ZuZvNylNgDpuTrcHf7c9tz4t40Dd0Vcu61YJYQQQoiydyPiEDXa9qFWh0cxGY0A+DVuT1DL7gDs/nQGCRdO4VWrMXmZaTR+9CW0NvZ8/WpPekz+mBYDJ7Bp1hDys9IByMtMo9vEJRTo8tjy9nMENO1k7is/O4OInevo9dpylGo1vy2dQuq1i8Sc2E3j/i9StV5Lcwx/dfKn5cRfOFnkmEqlptvEJUWO5WdnkHDhJPV7DilS2LGydyYl9gJO3tWIO3cU34ZtcfTwJSXmArrcLPR5OaTERpGfnV4ir6kQomKSwo4QD7jejf1Zu/cCb244Tg1PR4a0C+bU1WTWHbiIwWgiPj2HdhmF3xS5O1jjam8FgJOtFTW9nQqPO1qTmacHoKaXE2qVErVKiYudFWk5+ea+rqVkE5+Ww9gvCueNZ+XpiU/L4Zk2wfxvfxRbT8XStJobfZsGFIlxROeQe76fxPRc3v7xBG890QwrjQoAhUJhfj4rrwBHGy0AKqWCT4a1JT1Hx7Dle+hSryqONhrzvQAo/3IuwI7wa8wa0PSe4xFCCCFE6ajRtg/hW9awd/kbuPjWoH6vZ0m4cJKI7V9iMhrJSo7Hr1E7AGyd3bBxLBxta+3gjKt/rcLjLu7k52QC4OpfE6VKjdbGHmsHF/IyU819ZSZeIzs5nh0LxwCgy8kkKzmeej0Gc3rbF1wK3YpX7WbUbNe3SIyN+4+8p3s5vfVz8/o5f9V66HSOfrsIAHs3H2yd3bGyd6JRvxH8ungSNo6uuPoFY+vsXpyXTghRyUhhR4gHnFalZGz3wkWAx3x+gFY1PVn2y1k+HNIKNwdrZn57FPOglb8VOf5aMPljVMyF+HQKDEbyCwykZOXjbGtlblPVxQ5fVzsWP9satUqJ0WjCBOgLDEzq3QCTycSTi3+lS10f7Kw15vPudcROWnY+0745wpRHGuL7l2lZwZ6OhMek0MDflUNRCYzvWZ8CgxGFQoFKqcBaUzgNTatW0iTQjY+2nebpVtUJj0kh2MvJfJ2YpCwUCgV+VeyL/0ILIYQQokSp1FqaPzUOgB0fjMa3QWuOb/iYh19dhK2zG7s/nYE5ifmXHOaPNimxURgNBRh0+eRmpGDt4GJuYu9eFQcPX7pPXIJSpcZkNGLChFGvp+UzkzGZTPww/XECm3VGa/NnnnCvI3bS42NIubaW8K1ryU1LYvenM+j40hxcqgbR7dVFGAr0/L50Cr71WwEQ2Kwzgc06k5OWxIE175inawkhHkxS2BHiAbfz9HW2nopBoVDgam9FQBV7ejb0Y9wXoQS4Fb+A4e5gzYxvjxKXlsOLXWqjVP6ZODnZanmqVXXGfB6KUqFArVLwxqNN2HTiKkcu3cRoMvFQdfciRR249xE7K3ef52ZmHou2RwDQo4EffZsG8HLXOry78RR6g5FWwR4EujuQmJHLmxuOo1Qo0BkMDOtQC61aRaC7Aw38qzBy5T40KiXT+zUyX397eCzdb+2cJYQQQgjLij6yk4sHtqBAgY1TFRy9Aqjeuhc7F4zByTvg7hf4G1tnN3Z/Mp3MpBs0efQlFEql+TlreyfqdH2aHfNfQaFUolSpaTt8FlF7N3LjzGFMJiM+dVoUKerAvY/Y6TJmvvnf308bQMeX5gBwZsdXxIbtA6Bej8HmYtO+lbPITklArbWmxaCJ5nN3LZ5I2vVo1FprEqLCaP3s1GK/DkKIikdhMpluX9BCCFEmUr6eYukQStSJy0lsD49ler/Glg7lgeP69DxLhyCEEKKSmrs/zdIhlLq4yONEH9pOm+dmWDqUB8q0ts6WDkGISkF59yZCCCGEEEIIIYQQojySqVhCiBLTpJobTaq5WToMIYQQQohi8Q5pineIbI4ghKiYpLAjxAOuLKdPxaXmMPTT3TxcvyqT+zQkPCaF9zef4lpKNt+N7YqHkw0Ab/94gqj4DOyt1TjbWvHuU80BuJ6SzYfbTpOnN+DuaM2bjzUlO1/P+C8OciUpk4m9GtCjoR8A+XoD7248RUJ6Dp5Otkzv18i8S9Y/iUnKYtDHv/Hxc21oGFAFgP/ti+JIdCIGo4lhHWrRLMid07EpLN4RgVqppE1NTwa3DSY9R8e0b46YrxUek8LWKT24mpTF/C1hhPg4yxQ1IYQQooSU5dSpzKQbbJ79LNUe6karIVNIvBhO6BfvkZEQy4C5G7Bz9SzSftu8l3H08DXHFrV/Cxf2/oRCoaDFoIlUCQghI/Eaez6dTnp8DA+/+hGewY3u1LXZjg9GYzQaKMjLoW73QQS16G6Oy8UvGIB63Z/Br2FbctOT2bf6LYx6HXZVvGj97DRUGi2ZSTc4sOYdjAV6fBu0oUHv5yjQ5fHLR6+Sk5rIgLnfl84LKIQodVLYEUKUqVo+Tkzu0xCAIA8HVgxvz6SvDt3WbmKv+ubiyh8WbA1ner/GuDlYm49ZqVW89/RD/HjsSpG2P5+KIcDNntmPN2XV7vP8fCqGx5pX+9fY1uw5T+PAP/s8GJVAVr6eJUPbFGn34dbTvPtUc7ycbZn45SHah3jj72bPsufbAnDmWiorfo/E0UZLfT9Xxveoz/bw2Lu/OEIIIYQol6oEhNBqSOHaiM4+QfSevpJdiyfe1i42bD8aa1vz4/zsDM79+i29Z6wiJ/Um+1a+Sa9pK7B1cqPbhCUc+WbRPfXfdfyHqNQadLlZbJo1mKAW3c1xdZ+0tEjb8K2fU6N1b4JadOP01sKt2Gt26M/xDR/TuN8IPGs2ZscHo/Fv0hFn70B6TvmE76cNuN+XRghRDsgaO0JUQou3R7A3Mg6APL2BZz/5HZPJxMc7z/DKmgMM/XQ3P/2tEAIwas1+EtNzgcIix88nYwD49cx1Xlq1jxdX7WPV7vMlFqe9tQZbqzvXlxftiOClVfvYFXEdgLi0HPL0Bj7cdpqXV+/n97M3AFCrlFT5S6HnD6euJNOmVuE3aG1reXLqSvK/xnLmWgqu9tZ4ONqYj/0acR1dgZHRaw8w+/vjZOXpAcjK1+PlXJi0hfg4c+JK0a3Yd4TH0qOB7J4lhBBCFMfRbxYRc3IPAAW6PDbOGozJZOLYd0vZPu9lNs1+lvN7frztvG3zXiY7JQGAsM2ridq/BYArR39l63sj2Tp3BKc2rSyxOLW29kWKN38wGY1E/raBkE6Pm48lXT6LZ3BDVGoNDu4+6PNyMOh1qK2ssbJ3uuc+VerCHUML8vNw9gkyH0+JjWLreyPZt3IWeVnpAGQkxOAWWBsAt6A6xJ0/bm7rWbNw9LBvgzYknD9RzDsXQpRXMmJHiEqoZyM/Vu8+T/sQb/ZFxtG2lhcKhYJhHWtho1WjKzAweNnv9Gnsf9drZeTqWB96iU+HtUWtUvLa+sNcTMighqejuc3p2BQ+2XX2tnP/mLpUXGO61cXZzor0HB1jPg+lto8zKdn5XIhL56vRnbHTqhm5ah9Nq7nhaKO94zXSc3U4Whc+52CtISNX9699rt0bxcz+jVm8I8J8LCkzD0dbLUufa8N3h6P5Yt8FRj1cFydbLVHx6QS6OXA0+iZta/05BLvAYOTAhQRe6lKn2PcthBBCPMiqt+5J2KZV+DfuQMzJvfg3aodCoaBh3xfQWNlg0OvY+OYggts8ctdr5WdnELFzHb1eW45Srea3pVNIvXYRF98a5jaJF09z/Idlt53b6JEX8K7drNjxXwz9mYAmHVFp/sxN8rPS0dr9mTNpbR3Iz87A1rl4axIajQZ2zH+FtBvRNH1sFAC2Tm48/t4PaGzsOL/nR45/t4Q2z8/EpWoNrkccwtHTj2vhoeRnZxRexGT8Sxz25Kb/+5deQoiKQwo7QlRCwV5OJGbkkpGrY3v4Ncb3qAfAD0evsDcyDqVCQWp2PinZ+UXOU6Aw/9tkKvx5LSWb+LQcxn4RCkBWnp74tJwihZ36fq7maUglwdnOCgAnWy0PVXcnKiGdau4OVPd0NI+oCfZyIjY5m7q+dy7sONpoyczT4w1k5RX8YwEI4MCFeEJ8nHGyLdrG0UZLyxoeALSs4cGH204DMK1vIxbvOANAVRfbIlPDjly6ST1f138ciSSEEEKIO3P1q0l26k3yszOIPrSdh55+FYDzv39PzMk9KJQqcjNSyc1MKXKeosijwgQmM/Ea2cnx7Fg4BgBdTiZZyfFFCjseNerTc8onJRJ7gT6f6EM7ePjVj0iICjMf19o5osvJND/W5WZh9ZdCz71SKlX0fO1T8rLS2fL2cwQ274rW1t5cRKresieRv20AoEHv5zi0bj5XT/yOq18wtk63ikiKPydr3G8cQojySf7yEKKS6lqvKt8eiiZXV4BfFXsycnX8fDKG/43qRIHByNNLfv0j9zFztNGQmJGLh5MN5+PS8HSyoaqLHb6udix+tjVqlRKj0fT300p8xE5mrh4HGw36AiPhMSn0auSHr6s9eXoD2fl6rNQqLt/MxNvZ5h+v0TigCqFRCdT0diI0KoFGt9bOScnKx85KXWQh5ai4dE5eSWL8/1K4lJDB1aQs3n6iGY0D3Yi8kcZD1T2IvJGGr6sdAEEejnw0pBX6AiNTvz5Cq+A/R+xsD4+l560FnIUQQghRPNWad+Xsrm/Q5+fi6OlHfnYGFw9soe/sdRgNBfw4/ck/v326xcrOkezUROxcPUm6Eom/iyf27lVx8PCl+8QlKFVqTEYjf89gSnLETtbNG+hyMtm1eCK67Axy0pK4sHcjAU07cfLHTzEWFJCTnoTGyqbIiJ6/y89KR6nWFJnqZSwoAKUCpVKF2soalUaLSqNFl5OF1tYegLjIYzh5BQCFo3Haj5gNwPHvlxHY7CEAXP2CSbwYjkeNBlw/fdBcOBNCVHxS2BGikurewJdHP/yF8T3qA4XTkQLdHXhp1T4C3B1wtL09qXiiZRBzN53Cr4o9GlXhtzpOtlqealWdMZ+HolQoUKsUvPFokyLr2tzviJ2YpCzm/xzGxfgM3thwjG71fXnsoWq8/t1RcnQGCoxGejTwJcij8BulVx6uw4QvD1FgMNKvSQCu9oUxTFp3iMs3M7HWqAiLSeG1RxrSq7E/7/50kpdW7cPD0YYZ/QvnlC/aHsGg1tWp5eNsjuO5DrV4rkMtoHBHrr5NAvB2tqV3Yz/mbjrFK2sOmO8bYH3oRfafL5zL/0ybGrjcGmGUk1/AmWup5nZCCCGEKJ6glt35bkp/WgwsLDpobR1w8q7GtrkjcfIOvOO6NLW7PkXo2ndx9PI3F02s7Z2o0/Vpdsx/BYVSiVKlpu3wWdg6/blJwv2O2EmPj+HQl/NIjY1iz/LXCWrRnZBOA3jkjc+BP3fsqtm+HwAhnQawbd5LKBQKHho4ASgcMfP7x1NJu3GZtBvR+NZvTeP+Izmz8yuqBIQQ0LSTub/czBT2fvY6CqUSQ4Geho+8gEqj5drpg4RtXoXG2haVRkvrodML+z93jLDNq1AolHjXaY5vg8JNIJoOGFW4K5ahgKr1WuHs8++bSgghKg6FyWT6+5fvQogykvL1FEuHUKYS03MZ+0UoTau5mXfGKmuvf3eMt58o/rz5+3U6NoVF2yNoEliFUQ/XLbV+XJ+eV2rXFkII8WCbuz/N0iFYVHZKAjsXjsWrVlPzzlilZd+q2ebtycvCH9udAyU2La04prV1vnsjIcRdSWFHCAt60Ao7ovRIYUcIIURpedALO6L0SGFHiJIh250LIYQQQgghhBBCVFBS2BFCCCGEEEIIIYSooKSwI4QoEXGpOYz5/IClwzA7cTmJPvO3s2r3eQDSc3RMXHeIl1btY8HP4fwxC3XKV4fpPGeLJUMVQgghRBnLTLrBjg9GWzoMs7jI43wzoRenNq0E4OqJ3fw48ym+eLFdkXa/LpnEl6M6WiBCIUR5JoUdIUSl1bqmJy90LNztat2BKLrWq8qnL7QjV2/g0MVEAOYNamHeXUsIIYQQwlJ8G7ShUd/hAHjWbMwjb36BnatHkTZdxnyAzV929hJCCJDtzoUQ9+njnWc4dTUZrVrFkHbBBFSxNz+3I/wam45fRVdgoJqHA9P6NiIlK5+Z3x1DqVBgwsT8gS0IjUpg/cFL2GjU1PV1YdTDdYodh8Fo4vnPdrNqRAc0aiXbwmKJS82hUUDRpOfklWQGtw0GoG0tT05eSaZVsOd/exGEEEIIUSEc+24pCRdOotJoqd9rKI5e/ubnog/t4MLenzDodThXDaL10OnkZqSw55PpKJRKTECXMfO5Fh7K2V/Wo9Za4169Hk0HvFLsOIxGA5vfGkqfmWtQqTVcCt1KVnIcHsGNirSzvsO27kII8U+ksCOEKLbQCwkkZOSyfHg7FAoFBqOJxPRc8/PtQ7zo3sAXgJnfHuXU1WTSc3Q08Hfl5a51zNOgdp6+zqzHmuLvZo/RePsGfe9tOkVMclaRY55ONrz5WFPzY5VSQZuaXuw7H0/nuj5sPRXD64824VpydpHzMnJ1OFhrAHCw1pCRqyuZF0MIIYQQ5dq18ANkpybQa/pKFAoFRqOB7JQE8/N+jdsT1LI7ALs/nUHChVPkZ6XhEdyQpgNGmfOWy4d30m74bJy8/DEZjbf1E/rFXNLjY4ocs3f1pN3wWebHSqUKv4ZtiT21l8BmXbgYupW2L7xBRkJsyd+4EOKBIYUdIUSxRSdm0DTQDYVCARQWV/7q1NVk1h24iMFoIj49h3YZXnSq40NUfAazvj+Oh6MNIzqF8HLX2nwVepFcnYEu9XxoH+Jd5DpT+xb99uqf9G0awAdbwqnp7YS1Ro2Ho81thR0HGy1ZeQU42GjIyivA0Ub7H14BIYQQQlQUqdej8a7V1Jy3KJWqIs8nXDhJxPYvMRmNZCXH49eoHYFNO5MSG8XeFW9i5+pBo34jaTJgFGd2fElBfh6Bzbvg37hDkeu0fnbaPcVTs10/Dn05D1f/Wqi11ti5eEhhRwjxn0hhRwhRbEEejuw8fY1+zQIBbhtts+yXs3w4pBVuDtbM/PYoJlNhmxGdQwB4d+NJDl1KpHk1N6b2bYSuwMCTi3+9rbBzLyN2ALydbUEBq3ZH8kgTf+6kcUAVQqMS6N7Al4NRCXSo7X3HdkIIIYSoXFyqBhF9eCc1O/QHuG20zfENH/Pwq4uwdXZj96czwGTCZDTSuP9IAA6sncONiEN4125O66HTMeh1/DD98dsKO/cyYgfA3s0bFArCNq0kuN0jJXuzQogHkhR2hBDF1rqmJyeuJDFixV6sNCoGty26xk7Phn6M+yKUALc/j524kszn+y6gUirQqpQ09Hdlyc4zRCdmUmAw0r9pwG393OuIHYBHmviz4OdwZvRrfMfnB7cN5q0fTvDj0ctU93SkRXWPO7YTQgghROXi26AN8edP8POcF1Bprajf89kia+xUb92LnQvG4OT9Zy4Sf/444T+vRaFSo1Jr8AhuyLHvFpN67RJGQwE1Ozx6Wz/3OmIHILhdXw59OZ82z8+84/MJF05yatMqctJusuOD0YR0GkBA007FuGshxINEYfpj0qgQosylfD3F0iFUGnvOxXHueiovdS1cgDkiNoW5m07RuW5V885YdzLlq8NcTc7imzFdyirUUuH69DxLhyCEEKKSmrs/zdIhVDpXT+wh+cpZmjz2MgCJl04T+vlcApsM78XjAAAgAElEQVR1Nu+MdSe/LplEenwMj835tqxCLVXT2jpbOgQhKgUp7AhhQVLYKRnrQy/y65kbzBv40AO7dbkUdoQQQpQWKeyUrDM7vuLysV10GT3/gd+6XAo7QpQMmYolhKjwBrauwcDWNSwdhhBCCCHEXdXtPoi63QdZOgwhRCWitHQAQgghhBBCCCGEEOL+SGFHCCGEEEIIIYQQooKSwo4QQgghhBBCCCFEBSWLJwthISaDHoVKY+kwRCUh7ychhBClocBoQq1UWDoMUUnJ+0uIkiEjdoSwkLL4I9xgMLBw4UI6duxIWFhYqfcnQK/XM2fOHLp27cq5c+fKrF8p6gghhCgNZflHt+QtZc9SecsfpKgjRMlQzZo1a5algxBClLyUlBRGjx5NfHw8a9asoVq1apYO6YGgUqlo3749VapUYcKECbi5uRESEmLpsIQQQohyTfIWy5C8RYjKQaZiCVEJhYeHM27cOPr06cO4ceNQq9WWDumBFBUVxejRo2nZsiUzZsxAq9VaOiQhhBCi3JG8pXyQvEWIiksKO0JUIiaTia+//prFixfz9ttv07VrV0uH9MDLyspi6tSpJCQksGjRInx8fCwdkhBCCFEuSN5S/kjeIkTFJIUdISqJ3NxcZs+ezZkzZ1iyZAmBgYGWDkncYjKZWLVqFWvXrmXevHm0bt3a0iEJIYQQFiV5S/kleYsQFY+ssSNEJRATE8MLL7yAs7Mzy5Ytw93d3dIhib9QKBQ0adKEOnXqMHnyZHQ6HU2aNEGhkAUDhRBCPHgkbynfJG8RouKRETtCVHC///47M2bMYNSoUTzzzDPyS7eci4+PZ9y4cbi6uvL+++/j6Oho6ZCEEEKIMiN5S8UieYsQFYMUdoSooAwGA0uXLuWHH37gww8/pEmTJpYOSdwjnU7H+++/z759+1i8eLHsPiGEEKLSk7yl4pK8RYjyT6ZiCVEBpaamMmbMGGJjY1m9ejXVq1e3dEiiGFQqFR06dMDJyYmJEyfi7u4uSZIQQohKS/KWik3yFiHKPxmxI0QFc/r0acaNG0ePHj2YMGGCbAlawUVGRjJ27Fjatm3L1KlTZWtRIYQQlYrkLZWL5C1ClE9S2BGiAvnuu+9YuHAhs2bNonv37pYOR5SQjIwMpk6dSnJyMosWLcLLy8vSIQkhhBD/meQtlZPkLUKUP1LYEaICyMvL46233iIsLIwlS5YQFBRk6ZBECTMajaxYsYL//e9/fPDBB7Rs2dLSIQkhhBD3RfKWyk/yFiHKF1ljR4hyLjY2lhEjRmBnZ8cnn3yCp6enpUMSpUChUNCsWTNCQkKYPHkyBoNBthYVQghR4Uje8mCQvEWI8kVG7AhRju3Zs4dp06bx4osv8uyzz8ovywdEXFwcY8eOxcvLi7lz52Jvb2/pkIQQQoi7krzlwSR5ixCWJ4UdIcoho9HIsmXL+Pbbb1m4cCHNmjWzdEiijOl0OubMmcOhQ4dYunQpwcHBlg5JCCGEuCPJW4TkLUJYlkzFEqKcSUtLY9y4cURHR7N69Wr5xfiAUqlUdOrUCXt7eyZOnIi3tzc1a9a0dFhCCCFEEZK3CJC8RQhLkxE7QpQjZ8+eZcyYMXTt2pVJkyah0WgsHZIoB86dO8eYMWPo1KkTU6ZMkfeFEEKIckHyFnEnkrcIUfaksCNEOfH9998zf/583njjDXr16mXpcEQ5k56ezpQpU8jIyOCjjz6SxSiFEEJYlOQt4t9I3iJE2ZLCjhAWlp+fz5w5czh69ChLliyhRo0alg5JlFNGo5FPP/2U9evXs3DhQpo3b27pkIQQQjxgJG8R90ryFiHKjqyxI4QFXb9+neHDh6PVavnss8/w8vKydEiiHFMoFDRv3pzg4GAmTZqEQqGgUaNGsuuIEEKIMiF5iygOyVuEKDsyYkcIC9m/fz+vvfYaL7zwAs8//7z8khPFcu3aNcaOHYuvry/vvvuubC0qhBCiVEneIv4LyVuEKF1S2BGijBmNRj777DPWrVvHwoULeeihhywdkqig8vPzeeeddzh27BhLly6levXqlg5JCCFEJSN5iygpkrcIUXpkKpYQZSgjI4Px48dz/vx51qxZQ61atSwdkqjA1Go1nTt3xtramkmTJlG1alXZZlYIIUSJkbxFlCTJW4QoPTJiR4gyEhkZyZgxY+jQoQNTpkxBq9VaOiRRiZw5c4YxY8bQrVs3Jk6cKFuLCiGE+E8kbxGlSfIWIUqWFHaEKAM//fQT7733HjNnzqRPnz6WDkdUUmlpaUyaNInc3Fw++ugj3N3dLR2SEEKICkjyFlEWJG8RouRIYUeIUqTT6Xj33Xc5ePAgS5YsoWbNmpYOSVRyRqORjz/+mO+++46FCxfSrFkzS4ckhBCigpC8RZQ1yVuEKBmyxo4QpSQuLo6RI0eiUChYvnw5Pj4+lg5JPAAUCgUtWrQgKCiISZMmoVaradiwoexeIoQQ4l9J3iIsQfIWIUqGjNgRohQcPHiQyZMnM3ToUIYPHy6/nIRFxMbGMnbsWAIDA3nnnXews7OzdEhCCCHKIclbRHkgeYsQ909p6QCEqExMJhPLly9n8uTJzJ8/nxEjRkhyJCzGz8+P9evXY21tzZNPPkl0dLSlQxJCCFGOSN4iyhPJW4S4fzIVS4gSkpmZyYQJE4iIiGDNmjXUrl3b0iEJgVqtpkuXLmg0GiZNmoS/vz/Vq1e3dFhCCCEsTPIWUR5J3iLE/ZGpWEKUgPPnzzN27Fhat27NtGnTZEtQUS6Fh4czfvx4evTowYQJE1Cr1ZYOSQghhAVI3iIqAslbhLh3UtgR4j6YTCbzUOXNmzczZ84cpk6dSv/+/S0cmRD/LiUlhUmTJqHX6/nwww9xc3MDir6nhRBCVC6St4iKSvIWIe6NrLEjRDEdO3aMV199FZ1OxzvvvMPixYtZu3atJEeiQnB1dWXFihU0bdqUAQMGcPLkSS5cuMDw4cOROr8QQlQ+kreIikzyFiHujayxI0QxzZw5k2bNmrFgwQJ0Oh0rV66katWqlg5LiHumVCpp2bIlAQEBTJw4EW9vb/bv309ISIi8l4UQopKRvEVUdJK3CHF3MhVLiGIIDw/nxRdfRKlU8swzz/D444/j4eFh6bCEuC86nY7IyEhmzpyJtbU1tra2rF271tJhCSGEKCGSt4jKRPIWIf6ZTMUSohhmzpxJeno6Tk5OLF++nLFjx1o6JCHu2969exk2bBjp6enEx8dz8OBBfv/9d0uHJYQQooRI3iIqE8lbhPhnsrS4EMXg4+ND586dad26NXXq1MHe3t7SIQlx37p27cqRI0eIjY3l9OnTbNq0idzcXEuHJYQQooRI3iIqE8lbhPhnMhVLCCGEEEIIIYQQooKSqVhCCCGEEEIIIYQQFZQUdv7GZCiwdAhC/GfyPq5cTAU6S4cgKhF5P4k/yKBtUZLk/SRKms4g76mKTP77lS2ZinUHmbtXWjoEIf4Th47DLR2CKGGJS5+0dAiikvAY/a2lQxDlyI1Mg6VDEJWEj4PK0iGISqjr/+IsHYK4T7uGeFs6hAeKjNgRQgghhBBCCCGEqKCksCOEEEIIIYQQQghRQcl256LUjfrwG2YO6YGPm9M9n7PlYATWWg25+XpsrDR0bVqLyJgE5n29C5VCiUqlZOaQ7vi6O5di5EKI8mz8j5d4rYsf3o7aez5n27kUrNVKcguM2KiVdAou/AxZdSieY7GZqFUKxrWvSg03m9IKWwhRDk0cNYzJM9/Gy6fqPZ+zfctPWFtbk5ebi7WNDR279gBg8ugRREWeZcDTQxgy/CUAdm3fwpYfvgMgNSWZgGrVeWv+opK/ESFEuZL45QRc+0xG7Xzv05Kyw7aj0Fhj0uei0NhgW6cjuvgoUrcvQqFQglJVeE0XH/M56XvWkBPxC96vfFUatyEqABmxI8qlM1fiqRvoRcTlG9QN9ALAzcmOJWOfYMXkgQx+uDmfbT5g4SiFEBVNZEIOtT1tORtf+BMg6mYu5xJy+OSJYGY+7M/ivdctHKUQoiI4fyaCkLr1ORcRTkjd+ubjU15/m5fGTSrStmuPPny0/HM+Wv45jZo9RMeu3cs6XCFEBaGLi0TrE0L+9XNofUIAUNm74j5wHh5DF+PQ6inS96wxtzdkpVCQHGupcEU5ISN2xD25kZTOlM82Us3Llei4ZHq3rMugrs1Izshm9tpt5On0WFtpmP1cL1wcbFn/63G2HjqDr7sz6dl55uss/XEv4Zeuoy8wMKxXK9o1qF6kn8iYBD7fcYSTUbGkZeVyMiqWjJx8nurUmEY1fM3ttGoVaqXUJYWo6OIydMzceoUAVyuupOTTI8SFJxu5k5Kj591fYskrMGKjUTL9YX9cbNR8d+omO86nUtVRS0b+n4u+fhoaR0RcNgVGE0OaedKmmmORfi7czGHd8ZuE3cgiLc9A2I0sMvMNDGhQhaTsAmp5FI7Q8XTQEpehQ2cwolXJZ4wQFUn8jeu8MWUcAdWCuBp9iW69+/H4oGdJSU7i/dnTycvLw8bahqmz5+Ls4sqG9f/jl62b8PH1IzM93XydFUsXEhF+igK9nsHDXqRVu45F+omKPMv6z1cRfvIY6WmphJ88RmZGBo8+NYj6jZri7un1jzEWFOg5ErqPUeOnlNbLIIQoYQVpcSRteBONmz/6pKvY1e+GQ4snMGSlkLL5PUz6fBQaa1z7TkNl50zmkQ1kn96J2qUqxrxM83XSfluO7toZTAY9jm0HYxPcukg/uvgoMkK/Ij8mHENOOvkx4RjzMnFo9ihW/g3M7RQqDSj/XKw8Y/8XOLR5huQNr5f+iyHKLclaxT1LSs9ixpDurH7tGb7+7QQAa7cdplvzEJZPGki3ZiGs2XaIlIxsNh+MYM3UwcwY0p34lMIPtNCIy2Tk5LF80kA+mfAUyzbuu21rzBB/T6Y83YWWdQKZ9FRnWtcLYu6IR4oUdXLzdXyycR9DujUvu5sXQpSa5Bw9Uzr58cnjNdgQlgTAl8cS6VrTmaUDatAl2JkvjyWQmqNn27kUPn0imCld/EjMLNy2+/DVDLLyDSwdUIOP+ldnxcG42z5barrbMr5DVZr7OTCuvQ8tAxyZ3SOABj72VKtizcnrWegNRi7ezOVmlp7MPNkpSIiKKCXpJhNnzGbp6q/4/uv/AfDV2hV07tabRcu/oFO3Xqxbs4LUlGR2bP6RZWvWM2nGWyTEF+68cyR0H5kZGSxa/gULPlnNymWLbvs8CQ6pw9gpM2jWsg2jJ03jodbteGPuAuo3anrX+A4f2EeDxs2wsrYu+ZsXQpQaQ1YyLr0n4fncUjKPfA9ARug6bOt2wePZRdjW7UxG6DoM2alkh23H8/lluPaehCE9AYDcS4cx5mXi8ewi3AcvJP33Vbd9tmi9gnHpPg7roGa4dBuDTfUWuD32ZpGijlGXS/ruVTi2ehoAfco1jLpctJ5FvywXDx4ZsSPuWTWvKlhrNQAolQoAriak8GSnxgA0rF6VncciuZGcTnUfN9QqJfY2VgR6uQJw8fpNTlyIZeSCrwHQ6Q2kZ+fibG9r7mPOlzsIu3gdo8nEywu/wWgy8caan3nr+d4AFBgMTFuxmaE9WhDk41Zm9y6EKD0BLtZYawq/Z7j10UJMaj6PNSj8f7yetx2/RqVxI0NHtSo2qJUK1FoV/i5WAFxKzuPU9SzG/HARAL3BRHqeAWebP3/Fzf8tlvC4bEwmGPfjJUwmeGdnDDO7+VPN1ZqHa7rw6k/RVHXSEuhqXeRcIUTF4V8tCGvrwhF4ylsje2OvXubRJwcBUK9hI37fuZW4G9eoVj0YlVqNnb09/oFBAERfvEDYiWOMHzkUAL1OR0Z6Gk7OLuY+Fsx5k9NhJzAZTUx4+XlMRhPvvjGV6W+9d9f4ftm2mT79nyjRexZClD6NWwBKTWFBVnHrs6UgORb7Zo8CoPWtS86Z3yhIi0PjXg2FUo3CSo26ij8A+sTL5F8NI/GLcQCYDDqMuemobP9cLzTl5wXkx54Gk5HELyeAyUjyxnep0m/6rXMKSP5hNg6tB6JxDwQgY89anDo8XyavgSjfJHMV90yhuP1YgKcrYZeu4+fhQtil6wR4uuJTxYnoG0kUGIzk6wu4Ep8CQJCP262ROF0A0BcY0KhVRa43Y3B3Fn77G493aMyGPSd5vENj/D0Lkymj0cTrq36mY6NgOjYKLt2bFUKUmTt8tODvYkVEXDa+zoU//Vys8HHUcjkljwKjCV2BkZjUfACquVrT3N+Bce0LFz3VG4xo/jaNanJnP5bsu07/+m78dDqJ/vXd8HO2Mj//aAM3Hm3gRnRyLl8eT0SlvFNUQojyTnGHZMUvoBoRYaeo6hdARNgp/AKq4e3jy5XoixgKCsjPzyfmSjQAgUE1aNayNWMmFf4hpdfr0GiKLtA+ccZsPl74Pv0ef4qNG76h3+NP4esfeNfYsrOyiDp3libvtvzvNyqEsDh1FT90186gcfVFd+0M6ip+qJ290SddwWQswKTXUZAcA4DGPRDroOa4dB8DgMmgL5xS9ReuvSeS+svH2DftR9bxjdg37YfGtXDWgslkJHnjHGxqtcW2VjvzOQVpN0jd/hFQuNZO6o7FuHQfWxa3L8oZKeyI/2Roj4eYtXYbG/efxlqrZvbzvXB1tKNnizo8996X+Hu6UPXWblht6wcRfuk6Ixd8jQLwcHHg7WG9b7tmbGIa/p4u5p9/+O3kBfZHRJOcmcPWw2ep4ePGlIFdy+pWhRBl6JmmHszZFcOWsylYqZXMfNgPF1sN3Wq58OK3Ufg5W5l3w2oV6EhEXDZjfriIAnC31/J6N//brnktTYefs5X5519N+OkSBhM4WquY0OHed8URQpR/g4YOZ+6s6WzduAEraxumzZ6Li2sVuvZ8hJefexo//0C8qxb+8dSybQfOhJ9i/MihKBQK3D08mf72+7dd83rsVXz9A80//+qDd94gIvwkep2O8+cieGfBUgD2/LqDNh07m0cSCSEqNsfWg0jZ9B7ZJ39GobHCtd90VHYu2NV7mITVo9C4+qK6tRuWTY2W6GIjCkfsKBSoHNyp0n/GbdcsSLmGxtXX/PMPuZF7yYs6iDErhZzTv6DxCMKlxzg8n19mbhP38SAp6jzAFKa/T+4TZO5eaekQhPhPHDoOt3QIooQlLn3S0iGISsJj9LeWDkGUIzcyZT0pUTJ8HFR3byREMXX9X5ylQxD3adeQe9/iXfx38pWBEEIIIYQQQgghRAUlhR0hhBBCCCGEEEKICkoKO2XkRlI6oz785p7a7j4VRXxKRilHVHLOxyZw4kLsPz5/IymdPWEXSz2OLQcjGDZvHSM/WM9rn20kOSP7X9vPWruVUxevATBz1ZZSj+9ebQ6NYNj76xg2bx2RMQl3fL7v9OWMXPA1Ixd8TWJqpgWiFJXRjshURn5zgTVH4sukv+RsPUv33fjXNk9/ca5MYimuDWE3y7zPlYfieHztWcb/eOmOz8dl6Oi5PIIxP1xkzA8XCb1ccX6PiMrtl62bePnZp/h8xbK7Ny4BKUk3Wfbh7evi/NUz/buXSSzF9ccW7WXpQuRZRg97htHDBrF984+3PR9/4zqPdGrJ+JFDGT9yKAf37ynzGIUQQvw7WTy5DBiNxVvGaPepKJztbfBydSyliErWhdibJKRm0qSm3x2fv5Gczt6wi3RoWKPUYjgZdY1NoREsG/8k1loN+09H8/rqn1k2/t7WJXnnhT6lEldOng5ba+3dG96SkZ3H178dZ+3UwSSmZfLG6q2smjLotnZ929RneO9WJRmqEOw4n8KsHgH4OFndvXEJqGKnYXQ7n/98HaPJhPJO2/aVog1hSTze0P2+z8/RGbDVFm89iv713ehV25V5v137xza13G346NHq9x2XEKVh59bNvDF3gXmB4tLm6ubOqFdf+8/XMRqNZb7Q8Q9ff8mAp4fc9/m5OdnY2NoV65zF8+Yw4+33cfPw4JXnBtKmQ2ccHJ2KtKlZuw4Llq2+77iEsBRdfBR5l4/j2OrpYp2X+MU4XPvPQO3oUUqR/Snn/D60XjVRO3kChYsge7/yVan3W5BynaQfZlOQHIP7wHlY+TcojCdyH+m/r6AgLQ6/ab/c8dwbS542x2sd1AzHtvf/uSVKhhR27uJGUjpTPttINS9Xzl+7ycDOTTh18ToXr9+ka9NaPN+zJcfOx7BiSygGoxFHOxvmjngEK42a/jNX8HDTWoRH3+C1v+ze9M3vJ4i+kcTEJzvz/vpdXLuZRoHByKtPdMLWSsPBM5e5cO0mfu7OvP9iv9tiWrfrGDuPRmKtVdOxUTADuzRl1/HzfP3bcUwmaFknkBF9WpOdp2Paik0UFBioUdWdyNhElk98ms82H+BKfAp5Oj0JqZm80KslG/efJiE1kznD+1CjqjvHL8Ty2ab9oFAQ6OXKtEEPE5ecYX4touOS6d2yLoO6NmPdrqPk5Ok5EnmVd4b1xsPF4bZ4z16JZ+SCr3n18Y68v34Xa6cOBmDlz6F4V3HC08WBFVtCcbC14kZSOsN6taJr01rEp2Qwd90v5OsLsNKomfVcT1wcbG97TX4+dIZhPVtgrS3cNrBt/SBW/RxKYmomh89dZfepKJQKBVcTU5k26GEaBxdNLvvPXMFP74xgc2jEHdtevH6Thd/+htEEzvY2zHqup7mvv0vLymHn0Uh+PxlFm/pBDH64+T2/385ciaNxsC8atYqqbs7k5OvQ6QvQaor+r7r10BkOnrlMs1r+vPhIG5SyNfMDJS5Dx8ytVwhwteJKSj49Qlx4spE7KTl63v0llrwCIzYaJdMf9sfF5vaP+Tu1OxCdzrn4HN7aGcNTjd3pVMO5yDmXk/N4/7dYtCoFWpWSD/oFsfpwPFdS8sjVG0nPMzCtqx/VXK05eT2LVYfiUSj+z955hkdVdAH4vVuzyW56JZXeO9JBegdBEClKUconRZEmKKAgigWULiDSBRRp0qVXDb3XUEJJb5vspmy734+FDWsCRIoo3vd5fMjOnpk5c+Od3HvmFAj3cmFYg2AEQeC7gzGcijGikgt0r+pPmJcLX+68xdQORdl+KZUN55IxWUUivF34oFFIvmWL76fLkgs0LObJuTgjn7cuzFe7bqHPtieCHdEwhBBPNbuvpLHkaDxB7ioMOVZ6Vw8k0F3lmPfeOCt7lMZiFZm85zYx+hwsNpFBdYMpE+jKrAMxnIm16/1KOR8SjRYSDWYGr4mieUkvXJQyfj6RiItSRplAN/5XO/9kgSarjYPX09l5OQ2VXGBc8/C/9Hv3dVMSm256qExUUhYDf4kiyF3F4HqF8Mjn9y8h8SDiYu4wbuR7hBcuQvS1qzRr/QqduvUgJTmJL8d/SHZ2NhoXDaPGT8LTyztP//zkDu7dzYWzp5k4ZgSdu/fi5SbOnjLXr15h8sRxqFRqVGoVX06fx6K5M7lx/SrZWVno01L54OPPiChSjJPHjrBw7gwEBMIiCvP+6I8RBIG506dw+sRRVCo1XXv1ISy8MF9PHMuU2QvYsXUjm9b+gsmUQ0SRYgwfM+GRe0v39s1p0LQF50+f4tMpM5g8cRzp+jQQYdhHnxAcGs6eHVtZtmAuQYVCMGRk0LPvAAILBTvmvTfOj+u2YbGY+XbSBGJu38JisTDg/ZGULleB76Z+xdlTJ1Cp1LTt+DpJCfEkJSYwpF9PmrZqh0ajYdWPi3HRaChTvgJ9Bw3NV1+TycTv+3azc9tmVGoVYyZ+XeDfuclkIjs702F0K1+5KhfOnaF6rbpOclcvX+LdPm8QWCiEgUNH4eHpmd9wEhLPHdFmRZDJHT+rAoujCiz+nLV6OFmXDiDXeDgMJY+LzZSFTKUpsLxM54Nf98mkbZ/l1K4Oq0Bg3++Jm9v7gX0FmQz/HtMeW1eJp4/0xFcAktON/DCyGxmZ2bT9cB4bPu+Hp9aVjuPm07tlTcpGBDJ3mN0KPH31XrYfvUibWuWw2mzUq1CUgR3qE5OkB2Dm2n2oFHJGd2/GL3tPEurvxdgeLUhONzJizjoWjOxOrbKFaV+3ApWK5X+ytTXyPHOGdcHNRYXNJpJuzGbZ9iPMH9EVhVzO8O/WEnUnkT/O36BK8VB6tajBlsjzXLyV4BjDz8ONoZ0bsWhrJJv+OM/0dzux5+QV1h04zbDOjZjy8y7mDeuCVqNmys+7OHDmGkUL+ZKkNzB/RFcEQeC1jxfQrUk1ujd5ifjUjAd6kHRvUo0tkecZ26MFAKH+Xpy/EUfp8AD2nIxi/oiunL0eS6ohi1lDOpNtMtPj86U0qlyCaav30qd1LcoXKcSek1dYvC2SIZ0a5pkjITUjj4dToI8HCWkGx+ev32nPqat3+HHH0TyGnT/zZ9kvl+/g07dbE+jtzoqdx1h/8AyvN6zi1Gf70Yv8dvQiNptI4yolmDKgg8NbZ/eJy6zYdTzPPKO6NqFIIV/HZ70xC52ri+OzTqMmPTMbXw+to+3lisVoVbMMAOMXb2HL4fO0rln2oeuRePFIzjQzq2MxBAHe/PESnSv5sexoAk1KeNKitDdbL6Sw7Gg8g+vlLd39ILltl1IZ2ywMf21eL7PImxm0Ku1Nu3I+2O4rpqhTy5nQMoLTMUbmHYrl89YRzNh3h+mvFkOrljN9/x0O3chAJkCCwcx3nYohCAJWm0iCwewYp24Rd5qW9ALg4y03OBVjpFKwNo8e92O1idQp7E7/2kHMORhD/aIeNCnhRVRiFnMOxTK+RTjz/ojlh9dLoJLL6LXi0kPH23g+mRAPFaMah5KSaeajzTf4rlNx/ohOZ2HXkihkgsM7aN2ZJGa8avdCHLXxOmOahRPmpXa6Nvc4F2dk0/kUYtNN1Ah3Z0j9YHy1dsNwjD6HSTvzhrK2K+vjuB4FxcdNwc89S+OqkvPr2WS+OxTLqMb5e1JKSDyIlKREps9fikyQ0fO1NnTq1oPli76nUbPWNKWFisQAACAASURBVG/zCts2rufHhd8zcGhej5gHyW3f/CsfffolfgGBefoc+f0gLdp2oO2rnbHZbI52nc6dT774ljMnjzN/1lQ+nTyDWVMm8e28xWi1OmZN+YI/DuxFEAQS4uOYuWC5fW+xWkmMzw0nrfNyI5q0sHvljh89lNMnjlGxSrWHXgOr1Urteg3pO/B95s34hvoNm9KoeSuiLl9k3oxvGTdpCj/Mnsbcpb+gUqvo07XDQ8fbvG41waFhjBj7KSnJSYwb8R4zF/xI5KH9/LB8LXKFwuEdtP6XFUydtxiAj94fyIeffkloeITTtbnH+bOn2Lx+DXF3blO9dj3eHfkRvn5274LYO7f5cnzeUsptXn3NcT0A0vVpaLW5z09anY4Mvd6pj7evH8vX/4armxsb1vzM3OmTGTlu4kPXLCHxLLBmppG8ZgLYrIg2K95tP0DpE0ryr5MQFCqs6Ynoar5Oyq9f4FK8JlZ9PLqar5N5djsejfqT9NMoAnp/B0D6gaXIdb6oCpUmdes0EG0gk+PTYRxyt4cbLpN/nYQgyLEakrDlZKKt1h7jqa3YstLxe/1z5DpfDMc3Yjy5CQC3Km3RVmqF8dQWsi4dAEGGOeUW3i2HItO4k331MOb4qyi8g/HtOB7RaiFl0xTMCVGoQ8vj2WTAA3UxJ98i88x2sm8cx6PB27hEVC7w9ZQpXUDpkqdd7uqRj7QzoggJS4cgyJV4NOr3jzee/ReQDDsFICLAG7VSgdpDi7+n1vGSrVYpsdpsXI1J5rv1+zFbrCSnZ+Kmsb8UyQSB8kVywwyuxiSTnpnDwg+62z/fSeTUtRgOnbsOgCHr4Sex9xj2eiMmr9yJxWql48uVUCrkxCanM2DqKvs4mdnEJqdzKyGVxlVKAlCucBBrD5x2jFEyzG4R9vfUUjLE7+7POvTGbNIMWcQm6xk62x5nnZVtIjzAm6KFfCkc6OPwVHlcL5FX61Vk3cHTGLNLUr5IIcd4JUP9UchlaDVqvHSupBoyuXonkRlr9wFgtdoI9c9/o/Xz1BKXkk5EoI+jLT4lHX9PLddjkykdbl9voLc7ekPWQ/XLT/ZabBLjFm4GwGS2UL1U3pP21ftOoZTLeK1BZWqXK4xCnhtm0bByCRpWLvHIa+PuqsGQmftAasjKwd3VecN1d8v93Kxaaf44f10y7PwHCfdywUVpDxG4dyveTM3h1Qp2Q2G5IDd2XknLt29B5e6ndWkvlhxNYMK2aIr6auhe1f7yUDrA7kFXJtCVW2k5pGVbic0wM3qTfV/LMtsI81RjNNmoHKx1nJTL/7R/nLpjZMWJRKw2kfgME3XuM/o8CJkgUDbQPv/V5GxOxhhZfzbZPr4goM+24K1ROkKeSvjbT7H+vHPds8VcS87mbKyRyJv2vFXGHPuL1P9qB/HFjlsIAnSr4k9hH+d7sn+tIFaeSCDbbKNhcU/qFXF+IDpwLZ2L8Zm8WsGXl4t5olPn7g2FPNQOA9GTopLLuBfd1aykF2tOJz2VcSX+W4QVLoKLi/1euReGdCv6Oh0628OCy1WsxO7fNufbt6By99OyXQeWLZjLxDEjKFqsJF179QGgVFl7SECZchW4ffMG+rRU4mJjGDN0EABZWZmEhkdgNBqpXK167t4idw5xPH38KD8tXYjVZiU+Noba9fMeDv0ZuUxOmfIVAbgWdZlTx4/w62p7nkS5Qo4+LRUvbx9c3ewhT8VL2Q9b8m4u9n+uXb3CuVMnOHzoAABGg32P6TdoKF9OGINMJuP1N3tTuKjzi1GfQUP4adlCsrMyadCkBXUbNHb6/uDeXVw6d4b2nbvzcuOmaHW5Bpqg4BCHgehhuLt7YDDk5uMyGgzoPJz3MJVKhUplf7Zt2qot61ateOS4EhLPAplai1/XLxHkSrKiIsk4tBzvtnYjs8IjEO9WwwCwGpJxr90NhUcA2TdOAHZjhVzriynhGir/ImRe3I9/j6kgyPF7YwqCIMNwbD2GY+vxqN/zkbooA4ri3XYkKZunYLpzAf/uk8mIXEXm+d24lmuK4ehaAt6eA0D8D/9DU7y2o6/va5+Sc+ssGZE/49tpAi5Fq6Ot1NoRCmU1puLxci9kbt7EzemBe72eyNS5IZY2UybGU1vJunwIhbsfrmUb416/p8NTSb93ITnRJ50Vlivx7z75Ma98XgLemo3c1RNTfBTJ6yYS1H/RUxtb4vGQDDsF4H6P3T+774oiLNjyB/3b1qFC0WCmrd7jeEkQBMFJvmghH16tX4lR835lUt+2FCnkS4i/F92b2E+OzBZ7CIFSLsdizXsyc49SYQFU6hVCfGoGw2avZeZ7rxHq78nsIZ1RyGXYbCIiItHxKZyPjqN66XDO3XBOhuq0ivvXJIp4ajUE+3oydeCrDo8Ti9VKQqqB/LyXlQoZ1nxOknK/lzt9X7l4CNNW7yEl3Ui/NnUc7ZdvJWCx2sgxW0jJMOKldaVIIV96tahBqbuGqHvX6M+0qlmW7zceolKxEFxUSg6dvY5aqbgvLCxX8UdnPMorW7SQL5/3aeMw6uWnx5yhrxOfmsGWyPMs236E8EBvOtavRKmwgAJ77JQrHMR36/djsVpJ0hvRqFV5wrAyMrMdXj1HL0UTHpDXHV7ixSc/s2qYl5qzsUZCPO3/hnrlnyunoHL3o5TLGFjXbqgesvYqNcPt99bFhCzalIWL8ZmEeqrxdJFTyF3Fl20KOwwqFqvIkVsZbL+cSrtyduPrnz1b5hyKZfIrRfB1U/Lxlhvk4/iS9xoIuXtyYR8XygW6Ub+o/YXEbLUhEwRSssxkmqyoFDKiErMB0LnISTKaEUWRlEwLSUa7EamwtwvBHmper+znGEMURaqF6qhT2IPTMQZ+iIxjYqsIp70wyF3FyEahmKw2ui65mMew0792EG9W82fPVT0TtkWjVshoXsqLekU8nqrHjiHHivau0ejYbQNhBfi9Skj8mfzClELDC3P21EmCQ8M5e+okoeGF8+1bULn7UapUvDNkJADDBrxFjbr1Abh84Syt23fk4vmzBIeG4+HpRVBwCJOmznbkkLFYzBz94xA7t22iTYfXAPJ4tsyb+S1fzZiHj68f40cPpWCbS+51iChSjLIVKlGvoT2k3mw2IZPJSU1JJivTiEqlJurSRQB0Og+SExMQRZHU5CQSE+MdYwSHhPFa956OMURRpGr1WtSu35AzJ4+xcM5MJnw9zSmnT1BwCMM/Go/JZOLNDnkNO30Hvk/3Xv3Yt+s3Jo4ZiVrtQtNWbanboHGBPXZUajUuLq7Ex8Xg4+vHmZPH6dnX2TvAYMhAq7Xv+SeORBIaHvHoaygh8QywZRtI3ToVmyEF0WZGUOWmZ1CF5B5yynW++YY1uVZoRubpbYhlGqL0DUemcsWccpu07bMQczKx5RhQBZUqkC73PFTkOj/kOvtzg9zdD3P8VSxpMSj9CyPI7YfXSv/CWNJi7T8H2Q/d5R7+2LLyL3Ig1/kh1/o4frZlZTgZdqwZSRiPb0AVWh63ii1RB5d26u/x8oNDqJ4Wclf7YbsqoBgypYtdR43uEb0kniWSYecp0KxaKT5duo3wAC+0GjVuLg9+mG5StSRKhZwP5v7KxD5tmLZ6D/2nrASgTHgg73VqQN0KRZn760G2BV3gozfyVm0Yu2ATekMWOWYrrzWojKdWQ9fGVXnnm5+QyQQUchnje7eifd0KjJ73K5HnbxAR6I1SXrAEgIIg8P5rDRk6ey3i3bCDoZ0bPnBdFYsG8/PuE1yNSWJkl8ZOYUMAxYL9uJ2Yxsi56+nXpjbFgv1oWq0U2w5foERobkIyP08to+atJyZJzzvt6iGTCQy5m5MnK8f+4tWudjla5eOdUrVEKHdqlGHA1J9RyGR4aDV8+nbrAq23IIzs2oRPFm1xGNx6tahBzTIReeQCvHT0alGDXi1qcOlWPPEpGZQKCyi4x46bC50aVKbf5JUgwPDO9oe4S7fiiTwfTY/m1Vny2xEOX4hGLhcID/BmUIcKT22dEv9uulf157MdN9l4PgW1QsaYpvmH4RRU7n52XE5ly4VUBAG8XRUOo0GW2cbw9dfQZ1v4sEkYgiAwqF4hRm+6gSiKCILA4HqFqBXhzok7Bv636gpqhYxuVfwI88r1fGlRyouh6649tjGiR7UAJu++zerTSYiiSK0Id7pW8eftGoEMXG3POeOrtf/Jc1PJqRGu43+roigd4IqXq729bVkfpu67w7tr7FX8Svq70r9WEMN/vQaAySLSq7r9QbFcoBsfbrpOo+KenI4xci05G4tN5JVyPvloB64qOa1Ke9OqtDeJBjOHb9of5v6Kx87qU0nsvJJKdGoOQ9ZeZUSjEII91EzYFs245uEcv21g0ZF4XJUyVAqBDxpJYVgST4duPfsw6ZMP2bz+F9QuGkaPn/REcvezc+tmtm1ciyAIePn4OowGWZmZfPBuP/RpaXzw8WcIgsCA9z/go6GD7HuLTGDg0FHUrPsyJ48dYWDvrqjVLnTp+TZh9xmUmrdux/ABbxMWUeSx1v7G2/359vPxrP3pR0RRpGbd+rz+5lv07j+YwX3eIKhQCL7+9n3BTavlpVr1GNi7K6XKlsfb274ftOnQielffcb7/XsBULJMWfoMHMIH7/YHwGTKoUefdwAoU74SY4cPpmHTlpw+eYzrUZexWCy0fTX/YhCubm60aNuBFm07kJgQz5Hf7V5BBfXYARg8fDSffjgCEHmlUxdH4uSJY0YwZuLXnDwayZLvv0Pj5oZKpWb4mPGPdS0lJJ6UzLPbUQUWx71Od7Ki/iDjj58d3wlC7nuO8ICk55pitUjfuxCbORu3CvZ3LMORtbiWbYJbucZkHF2HOe7yX9bLyR4uiig8gzAnXEO02t9fzAnXUXgGYUm64dzxrqFZkCsRbbmHxnnt684GaaVPGIH9F2KKvYzxzG+k7ZiNS3hltFVfQa7zeeYeO6LFBIgICjWW9ERs2QYEl4eHz0s8ewRRLMjRxX+LjD3zn7cKTw2L1YZCLmNL5Pk8SZyfJ8t3HEWjVtKhnt3V+eilm055eCSeDF2DPs9bBYmnTMLMglV4+ztZEBlHsIea5qX+mmfJ8+KLnbdoXtKLyiH/7YcP/0E/P1pI4j9DTEb+nrDPk0VzZxIcGkbTVu2etyoF4utPx9K0ZVsqVav+vFV5rhTS/bVKfxISBaHJ0ljHz+bE6ySvnYhc54PSLwJTXBT+b3xD8q+TnEKZ7q8qlX3jBJlnt+Pdxu4ZmLp1GllXDhE0aAWCICP7xglSt05D4VUIuc4XbBa824x8aFWs++fT71+Cwt0Pt4otybywB3NcFB4N+2A4th7jqS0AuFVqg7ZKG4yntmBJT8SjXg8s6QmkrPsM/x7TyLp8kIzff0LhG45362FO+icsG4p3mxEoPPMvzAD2JNHZ148hd/VEFfTog+R72HKMJK0aizkpGrnOF02xmni83Jucm6fR71uE6fY5VCFl0VZrj2up+qT+NgP3Om8iWkwkrfoIQekCog2PBn3yze2z480H6yzx9JEMO/nwTzLsDJz6M+b7wrLKRgTyXscGBeprs4n0m7ICAQFBgAlvtX7mJdSnrd7jFPallMuY9aeS49NX7+V8dBxTB73qyK/zVww74xZuIi4lw/E50FvHhN5PzzvnRUAy7Lx4PK5hZ+JvN4k35ObvCtCqGNMs7KF9Vp5I5OB15+SZn7WKwN3F2cnz7zLsHLuVwaIj8U5tvV4KoGroX3P5lQw7diTDjsT9PK5h5/Nxo0iIy33h8g8M4sMJXzy0z8/LFnFo326ntglfT8Pdwzl/3t9l2Dl+5A+WfP+dU1uPvu9Q5aWaf2kcybBjRzLsSDwL7jfsSPy7kAw7fy+SYScf/kmGHQmJx0Ey7Lx4/BM9diT+nUiGHYn7+Sd67Ej8O5EMOxLPgudp2LFmpZO8aqxTm6ZEHXQ1pWeygiAZdv5epBw7Eg/k0NnrpBoyH1pxacwPG5n4dpsHfv8oNhw6y9r9p0CAkV2aOJIk/5m5vx5gy+ELrJvY19FmsVp57ZMFtK5Zjj6taxEdn8L4RVtQKORYrFZGdW3qlMNHQkLin0FkdDqpWRZalHpw4u97eWMel80XUthwNhkEGFI/mJL+rk7f/3gsgb1X9chlUMJPw5D6wQiCwPw/Ytl6MZUQDzVTOxR1yDeefZoydytwNS/pRZuy+efSkZCQeH4cPrSftNRUmrV+sKfPvbwxj8vWDWvZuHYVIPDuyI8oca8i1p9YOHcGO7Zs5Md12wB7BatlC+aiVCpp2/F1mrZsy41rUUz94lPAnlD59s0brN/5+2PrJiEh8XSRa9ztoVJXI7EZ9bhVaPZA2eS1E/HpMOax5zKe2oLhxEZAwKv5u3lCqkRLDikbvsaSHo/CPQDvtiMQFGpybp8jbcdsBEGOS4nauNfqAkDMjC6OBNIuRarhXvfNx9ZN4t+BZNiReCC1yz26msWTGHXSjdms3HWMRaPeICEtg3ELNvPDyG555JLTjUQnpOZpX73vFBEBuS9Xwb6e/DCyG4IgcORiND9s/p0v+7/y2PpJSEg8G2qEPzok9EmMOhnZFn45lcTc14qRaDAzcftNZndyLiNcv6iHo2T7uC03OHbbQLVQHe3L+9KqtDdf7brtJO+nVT61suQSEhLPhuq16z1S5kmMOhnpetasXMasRStISkjg83GjmPHDsjxyKclJ3I6Odny22WzMnTaZOUtXoVKreK9vD2rVa0BEkWKOBMe7t2/hxJHIx9ZNQkLi2aEpWuORMk9i1LFlZZBxZA0BvWdjTU8ief1nBPSa6SRjPLUVhW8YPh3GoN+3GOOprWirvkLqtun4dpqAwiOAxJWjMJeog9InFEEmw7/HtMfWSeLfR8HKJEm80FhtNj6av5F+k1cwY81e2o/5HrB708zfZD856jdlJVN+2sXAqT/zzjc/YTJbAByyj8O5G7FULh6CUiEn2NeTzByTY9z7mb/pd3q3cN5QM7NNHDp7nUZVcq3ZCrnMUZ7UmG2ieIjfY+smISHx5FhtIuO3RTNodRRzDsbQZckFwO5Ns/huzpzBa6KYvu8OQ9dd5b21VzHdzSl2T/ZxOB+fScVCbijlMgp5qMk02Rzj3iPUM7f6llIuQy6z7x2+bsp8yz2nZFoYtDqKjzbdIDbdlOd7CQmJvw+r1cqnH43gvX49mDfjG7q3t1e32bphLUvnzwFgSL+ezJwyiRED+zD0nd6YTPb79p7s43Dh3BnKV66KUqkiKDiEzEyjY9z7WTp/Dt1653oY69NS8fDyxtXNDYVCSUhYBBfOnnbqs2PzRpq2avvYuklISDw5os1K8tpPSVjyHmm75hI7y37gbDy1Bf3+JQAkLHmP1N9mkPDjcBKWDb1bIQqH7OOQE3MBdWgFBLkShVcQoinLMa5DJvoUmuK1ANCUqE1O9Cm7zjlGh2eOKqikoxqWKELC0iEkLh+BKe7KY+sm8e9B8tiRYO/JKNw0Kj7r05WTUbf57ejFfOWqlgxl2OuN+GzpNiIvRFOvQtF85XafuMyKXcfztI/q2oQihXwdn/XGLHSuueWOdRo16ZnZTuXSb8ankpVjoniIc0jV0t8O07VxVRLTDE7tF6Lj+GrFDuJSM/j6f5K3joTE8+TANT1uKjkfdwzndIyRnVfS8pWrFKzl3frBfLXrFkduGqhTOH+Pnn1X9aw6lZinfWiDEAp75+4l6dlWdOrcXA9atZz0bCu+bnnPMk7cMZBsNFOpkNtD1/Jzz9J4ahRERqfzxc5bTOuQ//4nISHx7Dm4dxdubm6M/WwJZ04eZ9dvm/OVq1T1JQYNG83kzz7mWOQhatVrkK/c/t07WL1iaZ72IaPGElEk11MvXZ+GTpe7P2l1OjLS9fj45h4k3b55g6ysTIoWL+lo8/TyRp+WSmJCPK6ubpw9eZwa93kX6dPSuBl9jXIVqxT4GkhISDx9si4fRFC74t9hGjm3zpB5ble+curwSng1G0zKpslkXz+KpnjtfOUyL+7HcPiXPO1eLd9H6Rfh+GzLSkd2X7lwmYsWW1YGcl1uZIL1PhmZWost215IRubqgSk+CqVvONnXjzmMPwFvzUbu6okpPorkdRMJ6r/oL10LiX8fkmFHgpsJqZQJDwSgXOFCCOQ9rQYc+W8CvN3RG7MeOF7DyiVoWPnRpfbcXTUYMnMraBmycnC/z9ADMG/jQf7Xro5TW3K6kYu3Eujfri4bDp11+q50eCALR73B2euxfLVyB0tGS/GkEhLPi9t6E6X8NQCUCXTN1xMGoORdmQCdivTsvF5796hf1IP6RT0eOa+7ixxDTm5CWKPJirtL3qSeUUlZzD0UyxdtCj9Qt3t4aux/LmuEu/Pt3juP1EFCQuLZcedmNCXLlAegTLkKD7x/S5Sy5wgMCAhCr8/fsAxQr2ET6jVs8sh53d09MBhyq3IaDRno3J33pEXzZtH7f4Od2gRBYNhH45k0bhQuGg2FixXHxy/3wGr39i283Lj5I/chCQmJZ4sl5TaqoFIAqIJLwwPeiVSBdsOt3N0fW2b6A8dzLVUP11KPDhGVaXTYcnIPq205BmQaXV6ZbEPu9y72771bDydt+2wAFJ5B9pLtgNzVXm1QFVAMmdIFW1ZGnjElXiwkw44Eof6eHL4QTfu6FTh/IxaR/Aul3f/A8bBaagX12ClXOIjv1u/HYrWSpDeiUatQKZ3/l7yTmMaXy3cAkKQ38vXKndSvWJS0jEwGT1tFQpoBs8VKiRA/apSJQH23v85V7SilLiEh8XwI9lBx9JaBNmXhYnwmDyrCeP+7zMPKNBbUY6dMgCvf/xGHxSqSnGlGo5Shkjt769xOy+GLnbeY2DLCYbR5EJkmK2qFPVwrKikLDxfpT6eExPOkUGgYxw//Tuv2Hbl4/uxD9pb7N5cH7y4F9dgpXa4CP3w3HYvFTHJSIhqNGyqVyqlP7J3bTPtyIgApSUlM//oz3h3xERWrVOObOQvJNBoZO2IwZcpXcPTZsWUjI8ZOKNDaJSQknh0Kr2Cyrx+Dyq0xxVzigU8lTvaeB+8tBfXYURcqg37PD4hWC1ZDMoJSg6Bw3ltcwiuRHRWJKrA42VGRqMMrAqD0K4xft68RrWaSVo3FpWiNu2FcIoJCjSU9EVu2AeE+jyCJFxPp6VSCBpWKs+PYZfpNXkGZiECUiicrV1lgjx03Fzo1qEy/yStBgOGdGwNw6VY8keej6dG8OgtHveGQbz/me0Z0scvUKB0B2PMAxadmUL9iMQ6cucrirYeR3c2VMaxzwydah4SExJNRr4gHu6P0DFodRekAV5TyJ0vrVlCPHZ2Lgg7lfRi8JgoEeK9eMABXErM4ciuDblX8mb7/DoYcK5/tuAlA18r+1C7szupTSey8kkp0ag5D1l5lRKMQ9FlWJu++havKvjeOaBjyROuQkJB4Muo2aMzeHdt4r18PSpUph0qpenSnh1BQjx2duwevdOrCkH49AYHBw0cDEHXpAkcjD9Glx9vMWrjCId+9fXPeHfERAHOmTebS+bPI5XL6Dnwf5V2dY27fwmw2EV5YCu+UkHjeaErWJfPCHhKWvIeqUEkE+ZPtLX/FY0dbtT0JS98DBLyaDQLAFHeF7OvHcK/VBdcKLUjd8CXxiwej0Pnh3e4DADL++JmsK4cA0NXqgtzNE4s+gaRVHyEoXUC04dVqmOQR+B9AEB90zPEfJmPP/Oetwt+OxWpFIZdzMuo2i7ZGMnVQx+etksQToGvQ53mrIPGUSZjZ+Xmr8FhYrCIKucDpGCPLjsXzVdsiz1ul/zz+g35+3ipI/IOIybA+WugfiMViRqFQcubkcZYv+p5JU7973ir95ymke7KDQQmJ/GiyNPZvnU+0WhDkCnJunSH94I/4dfnib53/RWLHm0HPW4X/FJLHjgQAo7/fgN6Qhcli5cPuzZ63OhISEi8In2yLJi3LgtkqSp4uEhIST40Jo4ej16diNpkY+uEnz1sdCQmJF4TktROwZeoRrSa8Wg173upISBQYybAjAcDX/2v/vFWQkJB4AZnYKuJ5qyAhIfECMuHrac9bBQkJiRcQ305SviuJfydPlvBAQkJCQkJCQkJCQkJCQkJCQuK5IXnsSDw2czccJNTPk1Y1yz7TeW4npjJq3gai41OY8W4nKhWzh3PojVl8vHAzhqwcSoT4M6JLYwRBIM2QyZfLd5BqyEIuE5g1xJ6bZNC0VVy8GU+XRlXp07oWANkmM+MWbibNkIW7q5qPe7ZE96eS6xISEs+HBZFxBHuoaV7K65nOk222MXH7TfTZFnRqOaObhKFTy7HaROYciuVKYhZWUXRU39p8IYU1p5NQyATKB7kxsG4hRFFk6t47XErMwmoTeb2yH01KPFu9JSQkHo9Fc2cSHBpG01btnuk82zauZ93Py1GpVfj4+jNq/CRUKhWfjxtFQpw9b8jVK5cYPX4Stes35MeF89i/ewcCAg2btaTzG70AWLZgLn8c2IdKpWLkuIkEFgp+pnpLSEg8Pvq9C1F4B+NW/tmmtjCe3obh6FoEuQqZzgefdqMRFCqSVn+MNSMJbDa0VdvhVrElAInLR2CKu4z2pY541OsBgCXlDklrxmNJvolf169Qh1V42JQS/3Akw47EPx5fDy2zhrzGt6t2O7Uv2XaYptVK0bpmWcYv3sLv525Qu1xhpvy0iz5talP0vtLqAGN7tODwhWjiUzMcbWv2naJMeCC9WtTgtyMXWfLbEQa2f3T2egkJiReHX88lU8pfwxvVAth5OZUVxxPoVyuIX88lE+qpZmDdQk7yCyPjWNytJK4qOYPXRHEjJRubKHI9JZs5rxUn02Sl94rLkmFHQuI/TvlKVWjSsg1yuZw50yazffMGWrfvyIcT7MlYTSYTPTu1plrNOmQajWz5dQ2Lf9kEokivzm1p27EzifFxnDgaycwFP3Lq+FHmzfiGcZOmPOeVSUhIChPBIQAAIABJREFUPG/UoeVxLdcEQSYnbeccjGe2o63cGo+GfVF6hyBacoib2xvXso0QFGq82owg5/oxLOmJjjFkOh/8uk8mbfus57gSiaeFZNh5Qbkak8TEJVtRKRWolQqmv9uJrYfPs3b/aUxmC0UK+TLmzeYIgkDrUXOoXbYw56LjaFq1JCnpmZy+FkOZ8AA+6NaUo5du8v3GQ+hc1cQk6XmrVS2aVC3pNN+OY5dYuesYogg1y0TQt01tjl66yfQ1e9GolBTy8eDjXi0fay0uKiUuKmWe9uOXb9GzeQ0A6lcoyvErt6hRJpyrMUks236EO4lpNK1WitcaVAYgwEuXZ4ybCak0rFwcgLKFA1m569hj6Sgh8V/jenI2X+66hUouoJLLmPxKEbZfSmXDuWRMVpEIbxc+aBSCIAh0XHieGuE6LsZn0rC4J6mZFs7GZVLKX8PQBiGcuG1g4eE4tGo5sekmelQLoGFxT6f5dl9J45dTSYiIvBSmo3f1QE7cNvDdwRhclDIC3VV82CTssdZyKy2Hl4vYy6iXDnDll1NJAOyJ0lM20JV310RR2NuFQfUKoZTLCPNyIdNsQykXsFhFtGo5KrmA4u7nTJMNdxepOoyExONw/eoVJk8ch0qlRqVW8eX0eezYupFNa3/BZMohokgxho+ZgCAIvN66ES/Vrselc2do0LQFqSnJnDt9kpJlyjHkg7GcPHqYxd/PRqvTERtzmzfe6k+DJi2c5tuzYytrVi5DFKFazdr07DuAk0cPM3f6FFw0GgILFeKDjz9/rLUUCgl1/KxSqZArnPeFPw7spcpLNe3fyWT4+PljyslGFEGldkGhUHDy2BFq1nkZgIpVqvHN5588li4SEhJgTrxOysavERQqBIUKv65fYTy7A+OJjYgWE0q/CLxaj0AQBGKmd8alaHVMMRdxLdMQqzEF0+3zqIJK4tVyCNk3TpC+fzEyFy2WtFjc67yJa5kGTvNlnt9DxpHVIIq4FHkJj/o9yb5xAv2uuQhKF+Qegfi0G/VYa1F45R46CXIlgsy+vyi97xaqkCtBkAP2MucKd39y/jSGTOkCSilS4UVBMuy8oPx+7jpta5fn1foVsdnsFe1frliMFtXLADB63q+cuHKbKiVCSTNk8c4rddFq1DQbMZs5Q19n2OuN6DZxMXpjFgCphixmDelMtslMj8+X0qhyCcdc6cZslm0/wvwRXVHI5Qz/bi1RdxLZfeIKA16pS80yhR063M/cXw9w7MptpzalXOYInXoU+sxsdK5qAHSuLuiNWaRmZBJ1J4lPerWicJAP//vmJ6qVDKNwkE++YxQL9uX3c9epUTqCg2euoTdmF2huCYn/OpE3M2hV2pt25Xywifb7u24Rd5qWtHupfLzlBqdijFQK1pKWZaFvzUDc1HJemX+OqR2K8m79YN5acYn0bAsAaVlWvmlflByLjT4/XeblYh6OuTKyLaw8kcisjsVQyAU+3HSdq0lZ7L2qp0+tIKqH6Rw63M8Pf8RxMsbg1KaUCXzTvqhTWxEfFyJvZlAtTMcf0RmkZ9vLPycazPi4Kpn+ajFmHYhh0/kU2pf3pVlJL95eeRmVXKBhcU983ZSIokioh5puyy6SZbYxspFUAUxC4nE48vtBWrTtQNtXO2Oz2QCo83IjmrRoA8D40UM5feIYFatUIy0tlbffeRc3rY5Xm9XjmzkLGTRsNH27vUq6Pg2AtNQUJs+aT3Z2Nv/r8Rr1G+WGR2Sk6/l52SKmz1+KQqFk7PDBXIu6zL7d23lrwLu8VLOOQ4f7WTh3BqeOHXVqUyqVfD1rfr5runnjGod/P8D0t5Y6te/YsoEOr3cHQK5QULN2fXp0bI3NZuONt/+HUqkiXZ+Gr5+/o4/N9u8sTy8h8U8g++oR3Cq2RFulLaJov7c1JergVq4JAElrxpNz8zQu4RWxZabh0eBtZGo37nzbAf83vsWr2WDivu+DNSsdAGtmGn7dJyOac4j/oT+a0vUdc9myMsiI/An/HjMQ5AqSVo3BlHCNrEv78Xj5bVyKvuTQ4X70exeSE33SuVGuxL/75HzXZE6KJuvqYQJ6Tndqzzj4411vHdVjXy+JfxeSYecFpV3t8izY8jtjfthIsWA/erWowfErt1n62xFsNhuxKenUTy0GgK+HG97ubgB4ajWUDLU/QPh7asnItBs6Sob6o5DL0GrUeOlcSTVkOua6lZhKbHI6A6auAsCQmU1scjpvNnuJxdsOs/H3c1QrGUb7us5xm/3b1X2iNbq7umDIykF3918PNw06Vxf8PLWUuLuGqiVCibqT+EDDzit1KvDNqt30n7KSCkUK4eepfSKdJCT+K7Qu7cWSowlM2BZNUV8N3av6c+qOkRUnErHaROIzTNQxmAHwdVPi5Wr3uvPQKCjhp7G3a5Vk5NhfUor7aVDIBBQqOV4aBWlZFsdct/Um4jJMvL/+KgCGHCtxGWa6VvFj+bEEtl5IoUqIljZlne/zt2sGFmgtbcp4M3N/DO+uiaJsoBu+Wruu7i5yaoTbPf1qhOnYe01PpsnKwsNx/PhGKTRKGaM3Xed8XCYGk5VEo5kVb5bCaLIycHUUNcJ1qORSjQIJib9Cy3YdWLZgLhPHjKBosZJ07dWH08eP8tPShVhtVuJjY6hdvyEAvr7+eHnb73sPT0+Klyxtb/cPICPD/uJVvGRp5AoFblotnl4+pKWmOOa6c+sm8bExDB/QBwCDIZ342Bi6vPkWKxb/wLaN66hcrSat23d00rF3/8EFXk9ifByTPh7N2M8no1KrHe2GjHSuRV2mUtXqANyKvsG+Xdv5cf1viDYbQ/r1pG6Dxri7e2DIyA0hl8kkb0AJicfFrWJL0g8uJXntRJQBRXCv3Y2cm6fJ+H0liDYs+jisxWsDINP6InezH1bJXT1QBto9/OU6X8Qs+z2pCiiOIFMgqBXIXD2xGdMcc5lT72DRx5P4o71kui3HgFUfh65mFzJ+X47x9DbUEZXRVm7tpKPHy70LvB5LegIpv36Bb4dxCIrc/cV4ehumhGv4dBj7GFdJ4t+KZNh5QVEp5QzpZH/wGfDtT9QtX4SZa/cx491O+HpoGT3vV8S7J9yCIDj1vf/zvUPwy7cSsFht5JgtpGQY8dK6OmSCfT0J9fdk9pDOKOQybDYRERGzxcoHXZsgiiKvjptPk6ol0WpyN50n9dipUjyUg2ev0aJ6GQ6euUbDyiVQKxUE+3oQl5JOoLc7F2/G06hKiQeOoVTI+aCr3Uq/Zt8p/PMJ15KQkMiLUi5z5J4ZsvYqNcN1zDkUy+RXiuDrpuTjLTcc+8eftph895iopCwsNhGTxUZqpgVPTe6fp0LuKkI81HzbvigKmYBNFBFFMFtF3m8QgiiKdFt6kYbFPXFT5b70FNRjRymX8X4Du4fNr2eT8b9r2KkUrOViQiYhnmouJmQS7KFGEEAhE9AoZchlAjq1gowcuxFKp5Yjlwm4KuVYrCI2GyC9g0lI/CWUKhXvDBkJwLABb1Gjbn3mzfyWr2bMw8fXj/Gjh+ZuHA/ZW+7JRF2+iNViIScnh9SUJDy9vB0iQcGhBIeGMWX2D8gVCmw2G6IoYjabeO+DMYiiyJuvtqRBk+a4aXMPfgrqsaNPS2XcyPcYOvpjgkOcQ0V3b99KvYZNHTqLoojGzRWVSnX3OijJysykYtWXmDnlCzp168HZUycoWtw5FF5CQuIvoFDi2WQAAAnLhuJSrCb6XfPw6/oVcp0PSWvGA/fej5y7Oj273JUxx0ch2iyIZhM2Yyoyt9wwcoVnEAqvYPzemIIgU9i9c0QR0WrGq8UQRFEkbvYbuJZpgEzt5uhXUI8da2Yayb98jFeroSi8cxOqZ106QObZHfi+/jmCIB0u/ZeQDDsvKFsPX2Dj72cREPDxcCM8wJvWNcsyYOoqIgK9Hz3An/Dz1DJq3npikvS8064eMlnu5uap1dC1cVXe+eYnZDIBhVzG+N6tWHfgDJHnb2ATRWqUjnAy6kDBPXYMWTmMnLOOa7HJXItJpk65wvRvV5cezavz8cLN/LL3JMWD/ahZJgKAYa83YtyCTVisNqqVDKNUWAAAE5du4/TVO5gsVi5ExzFlQAeuxSTxxYodyAWBYiF+vNexwV++NhIS/0V2XE5ly4VUBAG8XRWEealpUcqLoeuuEealfvQAf8LHTcG4LTeITTfRp2YgsvseoDw0Cl6r5MuQtVeR3TWsfNQ0jI3nUzhyMwObKFItTOdk1IGCe+xcT8nmmz23kQkCRX1dGFDHbrDqXsWPz3fcYv3ZZNzVCsY0C0WjlNO+vA/vrLqCXC4Q4qGmWqju7jVJY8AvVzBbRTpW9MVFKT1QSUj8VXZu3cy2jWsRBAEvH19CwyNo3rodwwe8TVhEkb88no+fP5+Mep/YmNu89c57yGS596WHpycdu/Zg6Du9kcnkKBQKRo+fxKZ1qzkaeRCbTaRqjdpORh0ouMfOormzSEpMYNY3XwLQtFU7h/fPji0beO+D3NP0sIjClC5bngG9uiCKIpWr1SAsojBgT8I86K3uKJVKRoz99C9fAwkJCTuZZ3diPL0VAQGZ1hulTyiuFZqRsHwYSp+/nqdPrvMlefUnWNJi8WjwtpMhRe7qga56JxKXDgWZDGQKfF4ZjeHEJnKuHUUUbaiLVHMy6kDBPXbS9y3CmpFI2m8zAXAt3wxt5dYkr5uIwjeMxB+HA+DdfgwKdz9SNn5Nzu1zYDVhjr2Eb+fPsOUYSVo1FnNSNObEG2iK1fxLHkMS/ywEUcwnMcF/nIw9+cdI/1c5eukmWyLPM7ZHi0cLS/wj0DXo87xVkHjKJMwsmCfbv5ETtw1su5TKqMahjxaWeGL8B/38vFWQ+AcRk/Hi5mw5efQw27dskIwhfxOFdJKLosTTp8nS2OetQr5k3zhB5tnteLcZ+bxV+cey482g563CfwrpOFFCQkJCQkJCQkJCQkJCQkLiX4oUiiXxSKqVDKNayccrIywhISHxKCqHaKkcIiUul5CQeLpUqladStWqP281JCQkXkBcIirjElH5eashIeFAMuy84PydYVQxSXq6f7aY5i+VZlS3pizbfoR9p+1VbOKS02lYuTjvv9aQVXtOsGLnMWyiyLqJfR39D529zvcbDwLQr20dapUtjNliZeyCTSTpDZgtNgZ1qMdLpcIfqMPYBZuIT80gK9tEixpl6N6kGgB1Bn1L2cJ2d8BWNcrQvm4FbiemMmreBqLjU5jxbicqFbMnT9194jKz1u0nJknPoVlDHWMPnb2WIxej2T99yNO9cBIS/0L+zvCp2HQTb628TJMSngxrEEKMPofPd9xCEOy5U8c0C8Nfq+Kz7Te5mpSFm1qOp0bBpy0jAIiMTmfh4XgAelcPoEa4O5HR6SyIjEcptydCHtM0DA/Ng/8kTtpxkz+iM6gV4e5Yc6bJytD114hOyWbIyyE0L2WvnvEg/bLNNqbuu0NsugmbKPJ5qwhUChnDf71GosHMyh6ln+VllJD4V/B3hk/Fxdyhb/eONGreivdHjePsqRN88/kn3L4VzY9rt+IXYM/T9ckHQ0hKTMBqtfJKpy60aNsBsCdRPhb5OwqFksEjPqRo8ZLcuX2T8aOGciv6Ol/NmEf5SlUfqsOX4z/i8KH91Kz7cp41nzgaydD/9ebnTbvwCwjk0vmzTPtqIkqVCo2LhnGTvsHVzY2De3exbMFclEolbTu+TtOWbYm9c5tPPxqOxtWVKbMXPJsLKCHxL+XvDKOypMUSN78vrmUb493yfXJunSV18xTMKbcJGvgjCnd7Jd+Mo+swHP4FRBtBA5c7+mddjSR932IA3Ov3QlP0wcbq1N9mYLpzHgBNibq41+kOQMqGL8m6GommWE2nNacfWEZW1B8IciXebUei8Ax6oH4pm6aQeX4Xgf0XOtok/llIoVgST5XSYQGM6tYUgDeavsS8YV2YN6wLEUHeNKlqr+TQqEoJfv7EOTGX1WZj+po9TH+3k/2/NXux2mz8cf4GGpWS+SO6MalvW2au3f/Q+cf1aMG8YV1YOOoNftl7AmO2CbAnf76ny72y674eWmYNeY3Gf6qaVbl4KD+O6ZmnQtY3Azrg4+6c4ExCQuLvoaSfhmF3K1etPZNM6zLezHi1GC1Ke7P6VJJDbsjLwcx4tZjDqGO1icw+GMvX7YrwdbsifHcwFqtNJMLbhRkdizKzYzFqR7iz6lTiQ+fvUzOIT5o7G5VVChmftYrgtUp+Tu0P0m/h4TgaFfdkWoeizHi1GDoXBWqFjBmvFnvSyyMhIfGYlChdhvdHjQMgomgxZi1cTplyFZ1k+gwcwswFy5k2bwlLf5iDKSeHqEsXuHjuDDMXLOfDCV8wc/IkAHx8/Zg8az4vN25eoPnfeuddxn42OU+7KIqs+nExJcuUc7QtXzSffoOHMW3eEkqVLc/2LRuw2WzMnTaZKbMX8M2chaz7eTkGQwZBwSGM+3zK414WCQmJp4gqsATeLd8HQOkXgX/vWaiDyzjJuJaqT2D/RU5tos2Kfudc/Lp+iV/XL9HvnItoe3BeNG21DgT0/g7/XrPIunwQS8odANxffguf9s6lz81J0WTfOE5Ar5m41+9F2q55D9XPu/UwVAHS88o/Gcmw8y/k21W72XPyCgDZJjPdPl2EKIpMX72X/lNW0n3iYtbsO5WnX78pK4lPzQBg/qbf2XDoLAA7jl2iz9fLefur5Xy/8dBT1zcl3UhMkp7yReyVZnzc3VDInRPs3UpIo5CvJzpXF3SuLgT5eHArIY0QP09MFiuiKJKemY23zjW/KRwoFfZxTWYLgV7uuKjsJ/DJ6Ub6TV7BiO/WEZOkB8BFpcTDTZNnDE+tBrVScmaT+O8xc38M+6/Z748ci43eKy4hiiLfHYzh3TVRvLXyMr+eTc7Tb/CaKBIMdiPq4iPxbL6QAsDuK2kM/CWKAb9cYeHhuKemZ4S3C4Yc+4NNRrYVr/s8bWbuj2HgL1HsvJwKwB19DoXcVejUcnRqOUHuKu7ocwjQqVDJ7X8ClXIB+Z/rmv4Jv7sl0O9HIRPwccvb/iD9jt4yEBmdzuA1Ufzwx9O7HhIS/3Rmf/slB/bsBCAnO5s+3TogiiJzp0/h/f696Ne9IxvW5E3qPaRfTxLj7ffK0vlz2LphLQB7dmzl3T5vMPjtN1j8/eynpqdWq0PjmvcAJyQsAgCFUolcJgdB4NbNG5QoVRYA/8AgYmNuYzKZcHHR4O7hmWeMB+HnH5Bv+54dW3mpZh1cXHKfUyKKFsWQkQ5ARkY6nl7e6NNS8fDyxtXNDYVCSUhYBBfOni7w/BISLwqp22eTdekAADZzDnHfv40oiqTtnEvC0iHEze+L4fiGPP0SlryHJT0BAP3+JRhPbQEg8/we4hcPJn7RIPR3PWaeBjIXLTJV3vcZudYbQe78/mFJvYPcMwiZiw6Ziw65ZyCW1DsPHFvpbT8AEwQZyOT2alyAwt0vj2xO9Ck0xWsB4BJeEXP81YfqJ/HPR3p7/RfSumZZvt90iAaVirP3VBT1KxZDEAT6tqmFRq3CZLbQZcIi2tUp98ix0o3ZLNt+hPkjuqKQyxn+3Vqi7iRSLDh3Azh99Q4z1+X1lOnbutZDw6Lu8dvRizS9663zIPTGLNxdc0sk6zRq0o1ZlAoLIMdspuPHP2DIzOGbga8+cr4P5q7n+JXbdKpfEfndDW3D5/3w1Lry+7nrfLpkK98Nff2R40hI/NdoUcqLRUfiqVfEg/3X9NQp7IEgCPSqHoBGKcdktdFz+SValfZ+5FgZ2RZWnkhkVsdiKOQCH266ztWkLIr65r6knI01Mvf3vNUuer0UQNVQXZ72e1QL1TJs/TU2nk/BbBWZ17k4AAPrFsJToyA928KQtVcpHeCKPtuKVp1rSNaq5aRn5552pWSaWXM6iSmv/PUyyn9Vv+vJ2bxVI5BBdQsxbms0kdHp1Ah3f2rzSkj8U2nW+hWWfP8ddRs05uDeXdSu3whBEOjR9x00GldMJhNvd3mFlu06PHKsjHQ9Py9bxPT5S1EolIwdPphrUZcpUizX+/bc6ZN8P/PbPH179H2HKi/VfOx1LF84j4bNW6JSqShctDhrVv6I2Wwi+vo1EhPiMaTr8fbN+wL1V7FYzGxet5rPp85m787fHO31GzXjo/cH8MPsabhptQwYMhKZXI4+LZXEhHhcXd04e/I4NWrXe2IdJCT+bbhVaEb6/iVoStYl+/IBNMXrIAgC7vV6IFNpEC0m4ua9hVvFlo8cy5aVQUbkT/j3mIEgV5C0agymhGuo/HOfFXJun0N/18vlftzr9cSlcJWnsiZbZjoyl9wchDK1FltWxiP7Gc9sR+FZCIXng6tS2bLSket8chtE2xPpKvH8kQw7/0JKhPqTkGog3ZjNlsjzDOvcCIBf9p5kz8ko5DKBlIxMUtIznfo5n0fbq9zfSkwlNjmdAVNXAWDIzCY2Od3JsFPh/+zdd3hT5fvH8Xd29x6U0sGSPVT23ltQRBRUcKMM9ctQZpHlFkURFfWHKKAyBGUr7oEKCJQWKLNQunfTkZ3fH4FibdECbdOW+3VdXrHNyTl30sMnJ3eec56Goaycds8117vzj2Msemjovy7j7e6CvtBY/HN+kREvd1e27Y0l2NeLV5+4g6SMXGa8u4W1c8f/67pemjACg8nMo698Sv92TWlQNwAfD0fnuXOL+rz06Z5rfi5C1GaNAl1JyzejN1j4Oi6bJ7uHArDlSCY/n8lFqVCQU2ghu8hS4nF/zxa7I1q4kGsiRW/if186vgHKN1pJ0ZtLNHZahrhf02lI7/6WzKOd6tCzkQ97TmSzcm8yU3vVw+fiyBgvFzXtwj05lWEgwldXPHrmUh1eLo5GT4HJyrwd55jWux6+bqVH3lyrK9Xn6aKiY4QnCoWCDhfrk8aOuBE0uqkp6Wkp6PNy+WbnViZPmwnAVxs/45cfvkOpUpKdlUV2VlaJxyn+NpLOfvG4JTHhPKnJSUyf+AgA+fl5pCYnlWjstGjdljdWVtw37AC7t33J6VMnik+bimzQiL6DhjJ90iPUDQ0jskEjvH3/u+ldHlu/2EC/wbeh0WhL/P71Fxaw8NW3uKlpc9auWsmGdau5Z9zDTJuzgBeiZuLi6kr9Ro3xD5TrX4gbjza4Eda8dGxFegqOfIPPgMkA5B/4kqK4X1AoVVgLsrEWZJd8YBkjds3ZiVhyU0lfOw0AmzEfa24K/K2xo6vXgqBxyyrvCQFKV0/shvzin+3GfJSuV/7iC8BwZj8Fh3cScPcL/7lu29/WjUJO5KnppLFTQ/Vv14RPvztAodFMWJAveQUGtv4Ww6dRD2Cx2rgz6sOLh0CXebm7kJatJ9jXk2PnUgn29SI0wIewIB9WPD0atUqJzWYvPni65HpG7JxLzUKhgPBg339dLizIl6TMXPKLHM2dpMxcwoJ8OHDiPD4ersX1Fxodp3sUGExYrTa83F2K12G327FYbWjUKrRqNTqt479CgwmdVo1KqeTkhbTi9QkhSuvT2IcNhzMoMtuo56NDb7Cw41gWH41pgsVm5941x0tlhJeLmvR8M0EeWuLSCgny9Kaul5Z63jpev70haqUCm91e3PS55FpH7NjtFF/o2DFC5+JpT0YrnjoVZquNI8kFDG7qRz0fHcl5JgpMjmWS80yEeuswWmzM3h7PuPZBtKhz+dSLPIMFtVKBm1ZVesPldKX6bg71IC6tkBZ13IlLK6J9mMwEJm4cvfsPZtOnn1BUWEhoWAT6vFx2bt3Mh59uwWqxMO7OIfwzJDy9vElPSyUwuA4njsUSFFyHkNAwQsPCeW3Fh6jUamw2G/Z/PK6iR+z88sO3fLt7O0uWLkepvPzh5/a7xnD7XWM4e+ok61a/j0p15dzIy81Bo9GUearXP8WfPknShQS+3b2dM6fieD5qJi+9+R52ux1vH8dpXj6+/iRdOAdAm1vasfTdVRQWFDBvxhSat2p91c9RiNrArXlv9H9uxG4qQuNXz9HkObyLOo99CDYLySvGwT+OYZSuXljz0lF7BWFOjkPtFYjaJwS1byiB972GQqnGbreVyqeqGLGj9quHJScFm7EAAEtOCmrfUOw2C7aCHFSeASVrSjxK7o//R+CYl1BqdGWtspguoi05Xy/Hs+NdGBNi0AQ3rJCahfNIY6eGGtyxObfNeo9pdztG63i66agf4s8jL68jMsQf7781PC65p8+tLPpkNxFBvmgvXovGx8OVMX1v5Ymln6NUKlCrlCx4cAgB3pc/cFzPiJ2dfxxlUIeSF9/acyCOL346RHpOPhNf/5wJw7vRpmEok27vwZRljpFDk27vgUqpZEjH5sz+YBuPvfopBpOFiSMcw4u/3neMAoOJ+/q3L16v1WZj0sXHWyxW+t3ahNAAH2LOJvP82q9x12lRKGD2vQMAx6igZ97dwpnkTM4kZdK1ZX0mDO/GwZMXeH/br8X1jep5M33+cYFlIWqrAU18uOujYzzZwzFax0OnItLPhUmbThHhq8PLpfTbxp1tAnjp2wuE+ejQqhzffHm7qrmrbQBPbz6NUuG4Hs2c/uElrklzrSN2xrcP5pXvE1ApFVhsdmb0dpxTPn9XPEVmG1arnQFNfanv78jBCV1CmPblmeL/VykVrD+UzumMItYcSGPNgTTah3kyrn0wnx1Mp0mgKz0blbxGxvt7k/n9nJ6sQjNPbz7NC8MicdWoeHbrWc5mGXBRKzmSXMD03vWuWN/jXUJ4+bsETFY79Xx0dG/ofdXPXYiaqt/gYdxzWz8mT5sFgIenF5H1G/LkI/cRHtmgzOvSjLznPl5ZNI+wiEg0WsfoFW8fH+4cM46pTzyIUqlCrVYza8ELJU6ButYROwnn4nnjpYWcPhnHojnT6TtoGCNG3cOSec8QHtmAGZMcM3nOWfwygUHBzJj0CFarFS9vb5561nFh0oL8fKKeeZJzZ05nX8kwAAAgAElEQVQTf+YUHbt258EJU1i/5iNuataCHn36l9jmhyuW8cdvP5OdmcG0iQ+x+LXl/G/W/OL7n35sPLMXvohWp+PRyVNZMHMqWq0OpVLJ7EUvAfDusleJOxqDSqXi0Un/KzXSR4gbhVvLfiS9dTe+A6YAoHDxQBMYQdrqKWgCIlC6lR4l69F+JFnbX0HjFwZqx78dlZs3nh1Gkf7JVMd1apRq/EfMQuVx+dSlax2xY85MIHvn65jSTpO5eRHuLfvhcesICo/+QP5fX2HVZ5K2ZirePR9CF9YS7z6Pkr5uBgDefR5FoVRhzrpAzjcrCLz7+RLrztr2MgAZ6+cC4NN/ItqQJuR+/wFFp//EVpBF2pqpBIxegiYgAm1YK1I/moxCpS6eLetK9YnqT2H/59ccAv0PHzi7hBopNVvPpDfW065JePHMWJXl1c+/5aHBnfCrwlmqpq7YzLmULDYtfLjKtnmtPHs94uwSRAVLWz7a2SU4TVq+ialbznBzPY/imbEqy5JvzjOjT73iCytXNqPFxvSvHE2nqpodK2hy6YvUihtXkv7KM6zUdumpKUyf9Aht23UonhmrsrwwfxbT5ixAq62apkty4gWej5pJnbp1mbPo5SrZZl3Pax/pKMSV9Puk9MjemsSSl0b62unoIm8unhnrehUc+Qalzh3Xm7pUyPrKI2v7axjPHyLo/jdKNLj+zZ77r3yNH1HxpLFTBmnsiJpOGju1z43c2BEVSxo74u9u5MaOqFjS2BGVoaY3dm5k0tipWnKVJCGEEEIIIYQQQogaSho7QgghhBBCCCGEEDWUNHbEFSVl5DLx9c+dXUax/XHnGThjBe9v+w2A3IIinl6+iUdeWcfLn+4pnhVj6orNdH/yDWeWKoT4F8l5Jp7efNrZZRQ7eCGfER/GsurPFMAxM9YzW88waeMpXv/xQnG2zNp2lgHvHnFmqUKIf5GSlMi0iQ85u4xih/b/yZ0De7D6/RUA/Pz9HsaPGsaALm1LLDdn6iQGd7/VGSUKIcrBkpNM2pqpzi6jmCH+IIlvjCT3J8dF4guP/0zyO+NIeKHkNU7T18/hwkuDnFGicAJp7IgapVurBjw6zHGhsI93/0n/dk35YMZYikxm9sbGA7B04h34V+FFlYUQNV/nSC8e7FAHgHUH0ujT2Ie3RzXCYLbx53k9AC8Mq4+fm0wmKYQov07dejL+0YkAtL65He+v3URgUHCJZZYsfRs//4CyHi6EEGVybdQJ7x7jAdCFt6bOo++j9gossUzg6CWoPPycUZ5wAjlCFcXe3PQjB08moNWoeWBQRyKCLwfBrj+PsvnnaExmCw3qBjD3/oFk5hUwa+VWlEoFdhwNlV9jzrB2z35ctRpaNajL5Dt6XHUdVpuN+5d8zOpZ96NRq9j+eyzJmbm0bVRyNpy/TiQwfmBHAHq0bshfJxPo0rL+db0GQoiK986vSRxOKkCrUnDvrUGE+7oU3/dNXDZbYzMxWe1E+rnwbJ96ZBVamL/rHEoF2IEXh9Vnb3we6w+m46JR0ryOO493ufoL8lltdh75/AQrRzdGo1Ky63gWKXlm2tQt2Qg+lFTAvbcGAdC1vjcHEwvoGFF6ilQhhHO99+ZrRB/cj1arY8wDjxAecfkYYM+ubWzfvBGTyUhkg0ZMn7uQ7MwMFsyailKpwm63s2Tp2/zx609sWLsaF1dXmrdqzaOTr/5beavVyoT7R/HO6s/RaLR8vf0rUpITad225Cgcb5/SU7oLIaqfnG/fw3j+MAq1Fs8uY9H4hxXfVxCzh4KD27BbTGgCI/EdOgNbQRaZmxY4pka32wm4+3kMp35H/8cGFBoXtKHN8enz2FXXYbdZSf3wMYIfeheFSkNB9NdYclPQhbUqsZzKzfu6n7Oo+aSxIwD45cgZUrP1/N+z96JQKLDabKRm6Yvv79mmEYM6NAdg1sqvOHjyAjn5RbRtFMqkO3oUn6qw689jLHpoKBHBfthspSdcW7JmN+dSs0v8ro6fJwsfHFr8s0qppHvrRvx4+BT9bm3C9r0xPPfAEM6nlXxcbqEBTzcdAJ5uLuQWFFXMiyGEqDB74/NIyzfzzqhGF7PFTlq+ufj+bg286N/EF4D5O+M5nFRAbpGFViHuTOgSUpwte07kMHdABOG+OmxlTOb4yncJnM8xlvhdsIeWuQPCi39WKRV0re/FL2fz6N3Ih13HspnTP5wL/3hcnsGKh84xu4uHToXeYKmYF0MIUWF+/+VH0lJTWP5/6xzZYrWSnppSfH/Xnn3oN2gYAAtmTSX64AFyc7Jp2fYWHp30v+Js+XbXdmYveomwiEhsNlup7by2ZD4J5+JL/C6oTgizF75Y/LNKpaJL99789uP39Ow3kN3btzDzuRdIPH+uEp65EKIyFZ36HWteGkEPvI1CocBus2LNSyu+3/Wmrri37AdAxhcLMJ6PxlaUizasFT59Hi3OloKYb/EbMQeNfxh2e+lsydr+GpbM8yV+p/IOxn/E7OKfFUoVro27UHTiV9ya9aIgehd+w2dhybpQGU9d1HDS2BEAnE5Kp12TMBQKBeBorvzdXycv8MnX+7DZbCRn5dEjuxF9b7mJkxfSmPfhNoL9vJhwW1cm39GDNV/vo8hkpt+tTejVtnGJ9cy5b2C56rm9WyteXLeHpuFB6LQagnw9SzV2vNxcyC8y4nnx1tvd9TpeASFEZTiTaeDmUI+/ZYuixP2HEwv49GA6VpudVL2JrvlmejXy5lSGgYVfnyPIQ8vDHYOZ0DmEzw6mYTDb6N3Yh+4NSn47NaNPGOUxrLk/r/1wgZsCXXHRKAn00JRq7HjqVOSbbI5boxVPF3mrFKK6OXv6FDe363A5W1Qlp9qO/ms/n3+yCqvNSmpyEl169KZn34GcPnmcJfOeISi4Dg9MmMwjk5/m8zWrMBQV0qvfILr16ltiPdPmLChXPUNuv5M3XlxEo6bNcNG5EhgULI0dIWogc9pZdBE3F2eLQlkyW4zno9Hv/QzsNiy5KVgbd8GtWU/MqafJ3LIYlVcQ3j0fxKfPo+h//xy7yYBb8164NulWYj1+Q6eVqx73tkPJ3vUG2uDGKDQuqL0CpbEjyiRHqwKAhnUD2f3nUe7o3gag1Gib5Zt/4q0nRxHg7cGslV9ht9ux2e1MGO4IqUUf72Jv7Fk6NItgzv0DMZkt3DHvg1KNnfKM2AEI8fdGoYCV235jRNeSww0vuaVxGL/GnGFQh+b8euQMvW++6bpeAyFExWvg78I3J7IZ3tIfoNRom3d/S+bVEQ0IcNcwf2c8djvYbPBwJ8f1bl78NoE/z+u5tZ4nz/QJw2S1Mebj46UaO+UZsQNQx0uLQgGr/khlaPOyzztvG+rO7/F59G/iy+/n8ujZUIY4C1Hd1G/YiG93b2fYHXcBlBpts3L567z81kr8AwJZMGsq2O3YbFYenDAFgFcWzWPf3l+5pUMnps9ZgMlk4v47Sjd2yjNiB6BOSCgKhYLVK1cweMTICn62QoiqogmqT2HMHjxucYz4++dom9zvVhI45mVUnv5kfLEAsGO32/Du+SAAWdtexnB6H7r6t+A3dDp2i4nkFfeVauyUZ8QOgNrHcTyU+/NqPNoOqcinKmoZaewIwHFR4gMnzvPgi2vQaTWMH9ihxDV2hnZqwcQ3NhBZ5/Lv9sclsGrn76hUSrRqFW0b1WPZxh84lZiBxWplZI82pbZT3hE7ACO6tuKlT/cQNW5wmfePG9iB+at2sPHHQzQODaRT88jyP2EhRJXoHOnFwcR8Ht9wEp1aydhbAktcY2dQU1+mbjlDuK+u+HcHE/P5ZH8qKqUCjUpB6xB3VvyaxJlMAxabnREXm0R/V94RO+AYtbP0xwvM7Ff2Y8beEsTib86z5UgmDQNcaB/ueRXPWAhRFTp168mhA/uY9OAYdDoX7hn/cIlr7AwcOpzpEx8mPLJB8e8O7f+TtaveR6VSodFqadX2Ft5d9ipnT53AYrFw28jRpbZT3hE7AENG3MmylxbxbNTiMu+PPrif1e+vIDM9nWkTH2LEqDH06NO/zGWFEM7h2qgTxnOHSF01EYVah2eXMSWusePWegBp66ah8b/8xZHx3CHyflmDQqlCodaiC2tF7p53MaedwW6z4HHLbaW2U94RO3B51I7fbc+Ueb/xfDS5P32EVZ9J2pqpeLS7HbemV3+dU1GzKez2Mi5WcIPT//CBs0sQwA+HThIbn8Kk27sDcORMEos/2U2/W5sUz4xVlqkrNnMuJYtNCx+uqlKrHc9ejzi7BFHB0paX/sAhrs1Pp3M5nlbIY50dF2COTSng5e8u0KuRd/HMWGWZte0s57ONrL2/aVWVWimCJq93dgmiGknSW51dQq3xyw97OB4bwyOTngbg6JHDvLo4ip79BhbPjFWWOVMnkXAuno83ba+qUitFXU/Vfy8kxFXq90mys0twusK4nzElxeHT23F8b7wQS/b2V3Ft1qt4ZqyypK+fgyXzPCFPfFJVpZaw5/6rn+hCXDtp7JRBGjvOt+abfew5EMdrMnX5NZHGTu0jjZ2K8dnBdL4/mcMLwyLxc9M4uxynkMaO+Dtp7FSM9Ws+4oc9u1j82vIbdupyaeyIynCjN3b0v6+n8Nj3BNxV86Yul8ZO1ZLGThmksSNqOmns1D7S2BEVRRo74u+ksSMqijR2RGW40Rs7NZk0dqqW8r8XEUIIIYQQQgghhBDVkTR2hBBCCCGEEEIIIWooORXrH+xWCwqVTBYmajbZj2sXu8WEQq11dhmilpD9SVxit9tRKBTOLkPUErI/iYpmstrRqmSfqqnk71e1ZMTOP8iHYYiPj6djx45cuHDB2aVcleeff55nn33W2WVUC7If1y615UO4ZEv1UFv2J3H9asuHcMmW6qG27E+i+nB2U0Cy5fo4++93o5HGjijBZrMxb948nnjiCerVq+fscq7KU089xb59+/jll1+cXYoQ4h/sdrtkixCiwkm2CCEqg2SLqGmksSNK2LRpE0VFRdx///3OLuWqubu7s2DBAqKioigsLHR2OUKIv9m4cSMGg0GyRQhRoSRbhBCVQbJF1DTS2BHFUlNTWbp0KYsXL0alqplTVnbv3p127dqxbNkyZ5cihLhIskUIURkkW4QQlUGyRdRE0tgRxRYvXszdd99N06ZNnV3KdZk5cybbtm0jOjra2aUIIbicLU2aNHF2KddFskWI6kWyRQhRGSRbRE0kjR0BwNdff83Jkyd54oknnF3KdfPz82PmzJnMmTMHs9ns7HKEuKFJtgghKoNkixCiMki2iJpKGjuCvLw8Fi1axOLFi9HpdM4up0IMGzaMkJAQPvzwQ2eXIsQNKy8vj8WLF0u2CCEqlGSLEKIySLaImkxht9vtzi5CONe8efNQKpUsWLDA2aVUqKSkJEaOHMm6deto0KCBs8sR4oYzb948VCoVzz33nLNLqVCSLUI4l2SLEKIySLaImkxG7Nzg/vjjD3766SemT5/u7FIqXN26dZk0aRLz5s3DZrM5uxwhbiiXsmXatGnOLqXCSbYI4TySLUKIyiDZImo6aezcwAwGA1FRUURFReHp6enscirF2LFjsVgsrF+/3tmlCHHDkGwRQlQGyRYhRGWQbBG1gTR2bmArVqygadOm9O3b19mlVBqVSsXixYt54403SE1NdXY5QtwQVqxYQbNmzSRbhBAVSrJFCFEZJFtEbSDX2LlBHTt2jIceeoivvvqKwMBAZ5dT6d566y2OHTvG22+/jUKhcHY5QtRax44d4+GHH+arr74iICDA2eVUOskWIaqGZIsQojJItojaQkbs3IAsFgtz5sxh+vTpN0RTB2DChAnEx8eze/duZ5ciRK11KVumTZt2QxwcgWSLEFVBskUIURkkW0RtIo2dG9DHH3+Mp6cnI0eOdHYpVUar1RZPX5ibm+vscoSolSRbJFuEqAySLZItQlQGyRbJltpETsW6wSQkJDBq1Cg2bNhAeHi4s8upcgsXLsRoNLJkyRJnlyJErSLZItkiRGWQbJFsEaIySLZIttQ2MmLnBmK324mKiuLRRx+9IQMMYOrUqfz666/s3bvX2aUIUWtcypbHHntMskWyRYgKI9ki2SJEZZBskWypjaSxcwPZvHkzubm5PPDAA84uxWk8PDyYP38+UVFRFBUVObscIWqFS9kyfvx4Z5fiNJItQlQ8yRbJFiEqg2SLZEttJI2dG0RGRgavvPIKixcvRq1WO7scp+rduzetWrVi+fLlzi5FiBpPsuUyyRYhKo5ky2WSLUJUHMmWyyRbahdp7NwglixZwp133knz5s2dXUq1MGfOHDZv3kxsbKyzSxGiRpNsKUmyRYiKIdlSkmSLEBVDsqUkyZbaQxo7N4DvvvuO2NhYJk+e7OxSqg1/f3+eeeYZ5s6di8VicXY5QtRIki2lSbYIcf0kW0qTbBHi+km2lCbZUntIY6eWy8/PZ+HChSxcuBAXFxdnl1OtjBgxAl9fX1atWuXsUoSocSRbrkyyRYhrJ9lyZZItQlw7yZYrk2ypHWS681puwYIFmM1mFi9e7OxSqqVLUx2uX7+eiIgIZ5cjRI0h2fLvJFuEuDaSLf9OskWIayPZ8u8kW2o+GbFTix04cIA9e/YwY8YMZ5dSbYWFhfH4448zb948pMcpRPlItvw3yRYhrp5ky3+TbBHi6km2/DfJlppPGju1lMlkYu7cucydOxdvb29nl1OtjRs3jsLCQjZt2uTsUoSo9i5ly7x58yRb/oNkixDlJ9lSfpItQpSfZEv5SbbUbNLYqaXeeecdGjZsyMCBA51dSrWnUqlYvHgxr732Gmlpac4uR4hq7VK2DBgwwNmlVHuSLUKUn2RL+Um2CFF+ki3lJ9lSs8k1dmqhuLg4xo8fz5dffklwcLCzy6kxXn/9dc6ePcubb77p7FKEqJYkW66NZIsQ/06y5dpItgjx7yRbro1kS80kI3ZqGavVyrx58/jf//4nAXaVJk6cSFxcHHv27HF2KUJUO5It106yRYgrk2y5dpItQlyZZMu1k2ypmaSxU8usXbsWrVbLXXfd5exSahydTsfixYtZuHAher3e2eUIUa2sXbsWnU4n2XINJFuEuDLJlmsn2SLElUm2XDvJlppJTsWqRRITExk5ciSfffYZ9evXd3Y5NVZUVBQACxcudHIlQlQPki0VQ7JFiJIkWyqGZIsQJUm2VAzJlppFRuzUEna7naioKB566CEJsOs0Y8YMfvjhB/bt2+fsUoRwOsmWiiPZIsRlki0VR7JFiMskWyqOZEvNIo2dWmLr1q2kp6fz0EMPObuUGs/T05OoqCjmzp2L0Wh0djlCONXWrVvJyMiQbKkAki1CXCbZUnEkW4S4TLKl4ki21CzS2KnBMjMzSUpKIisri5deeoklS5ag0WicXVat0K9fP5o0acKKFSsAOHLkiJMrEqLq/DNbFi9eLNlSQSRbxI1MsqXySLaIG5lkS+WRbKk55Bo7Ndjy5cuxWq0kJCQQGBjIs88+6+ySapX09HSGDx/O//3f/zF69GgOHDiAVqt1dllCVDrJlsol2SJuVJItlUuyRdyoJFsql2RLzSAjdmqw1NRUcnNzOXjwIEOGDOH06dPOLqnWsNvtxMTE8OSTTzJ37lz8/PxIT093dllCVAnJlsoj2SJuZJItlUeyRdzIJFsqj2RLzSGNnRosKSmJHTt20LRpUx577DGSkpKcXVKtYbfb+eKLL1i1ahVmsxmlUklqaqqzyxKiSki2VB7JFnEjk2ypPJIt4kYm2VJ5JFtqDmns1GCxsbHk5eXh7+/P9u3b6d69u7NLqjWUSiVvvfUWs2fPRq/Xk5SUxNGjR51dlhBVQrKl8ki2iBuZZEvlkWwRNzLJlsoj2VJzqJ1dgLh27du3Z8yYMXTp0sXZpdRavXr1onPnzkRFRVGnTh1nlyNElZBsqXySLeJGJNlS+SRbxI1IsqXySbZUf3LxZCGEEEIIIYQQQogaSk7FEkIIIYQQQgghhKihqm1jx24xObsEcVF1/VvIYLPqqbruL0JcLbvFJPtzNVHd/w5Wm7wfVTfX+zexWy0VVImo7YwW+fcvysduMTu7BFGL/HN/qtanYqW9e5+zSxBA0ONrnF3CFWUV2ZxdgvgHP1cl6e+Nd3YZQly3wAmrAUh+qb+TKxEhz37j7BL+06cx+c4uQfzNmJYe172O3B2vVkAlorbzHjKd7h/JLEziv/38QF0yPnzE2WWIWiLg4Q9K/FxtR+wIIYQQQgghhBBCiH8njR0hhBBCCCGEEEKIGkqmO69AT2+M49n+kYR468r9mJ2xGbholBSZbbhqlPS+yY8Co5Xpm+NQq5QYzTYe61aPduFelVi5cIYpEx5kdtRiQkJDy/2Y7V9twcXFBUNRES6urvQdMAiA40djeefNpVgsFpq1aMnk/82orLJFFXlq41Fm9m9AiLdLuR+zMzYdnUaJwWzFRaOiz03+AEzddIwTaQWMurkOD3SqBziuUfXG9/GcTC/EQ6ti7qBGeLnKW0JNNXVnKjO6+RPiWf6/4a6T+biolRRZbLiqlfSq7wbAjN1pnMg0cWdzT8a19QbgULKBDw7koFIqUACze/gT5CH7S020+rknGD5xHr5Bdcv9mEPfb0Wjc8FkKELr4kqLLo7TEz9ZOInks8fpOHQMPUc5Ti8oys9jw9KZWM1mbFYrQx+bRZ3IxpXyXETlm7RiO3Pu6UFdP89yP2bbnydw0aoxmCy4aNX0a9uAuAsZvLLpN5RKBSqlgrl39yA0wIvos6m8sOFnEtLz2DRnNME+138KnXCO7E+n4TV4Biqf8k+FXRS9C4XGBbvZgELjgkuzXphTTpL/9TJQqkCpwmvwdFS+dSmK3kXBL6tReQcD4DV8DirPwMp6OqKSPfX5EWYOanxVx7k7YlIdxy0XPzf3aRrIidR8lu45jVIBKqWCmYMaE+rjSmJOEUt2nECpUAAQNawJQZ7l/4xeE8mIHSc7nlpAszruHE3Jp1kddwBctUreGt2Mt+5qynNDGvDeLwlOrlJUF8dij9C8ZStiYw7TvGUrAMxmEyuWvcbzr73J2x+slqbODexYSj7N63hwNNlxe8nMAQ2Y2CO8xLJ/xOdiMNtYcXcLejfxZ+1+uT7AjeZ4hommgVqOpTtuL5nRzY/H2/uUWLZFkI7lw+qwbEgwAxq5s+movqrLFU6UeOoooY1akngyhtBGLYt/P3xSFP3vf6rEstE/7SS8aVseXPQ+fcZO5OdNH1Z1ucLJjiWk0yI8kJhzabQId3zw9vdyY9mEQaycchv39W7Nyl0HAGhQx5cPnxpBy4ggZ5YsnMSSHIemblMsScfQ1G0KgNLDH++7X8b3vmW4dRhN/s8fFS/v2mYIvve+ge+9b0hT5wZ0LFlP8xBPjibn0TzE0Wz2d9fy2qgWrBjbhjHt6/HhL+cB2HwwmWGt67B8TGsGtwxm44Haf5wrX7f9Q3KukbnbThHh50J8loFBzfwZfUsdsgrMPP/1WQwXO4SzB9bH103Dhr9S2H0sk1AfHXnGyzMovPtLAjFJBVhsNu7vUJeuDUoeJJ9IK2DtvhQOJ+rJKbJwOFGP3mDlzrZBtA71ROloLlJgstEwwK0qXwJxFZITE5k1/Uki6zfk7JlTDB42gnvuG09WZgaLomZjMBTh6uLKvEUv4uvnx+drP2bX9q8IrRdGXm5u8XpWvLmUI4cPYjGbGf/IBLr16F1iO3HHj7Jm1Qcc+ms/uTnZHPprP/q8PEbdcy9WqxVXNzfmz5qOoaiIR56YTNtb2lX1SyHKkJxrYM7Wk0T6uRKfVcig5oGMviWErAITS3afxmi24aJRMWdQQ3zdNKz/K5ndxzII9dahN/wtT34+T0ySHrPNzriOoXRt4FtiO448SeLQhTxyDRYOXchDb7Qysm0wbUK9yvyG4tCFPLpcXE/XBr5sOZxauS+G+E/Jegvzv0sn3EfDuRwzAxq5c1cLL7KKrLz4UyZGqx0XtYJZ3f3xcVWxMTaPr08VEuqlRm+6fCH5lftziE0zYrbaua+NN13CXUts52SmiXXReUSnGMk12IhOMaI32rijmQet67gQ5F760ECjUhT/f4HZRkM/ballRNXJTkti/SszCKhXn/SEM7TpNYzOw8aSn5PJluXPYTYa0OhcuWPKAty9ffl92zoO/7QDv+B6FOVffu/Zs+YtEuKisVrMdL/zIZq061FiO8lnjvPLltWcO/oXhfoczh39i6ICPR0Gjyai2c14+weXqi2wXn1O/vULAIaCPNy9/Sr3xRD/KSlLz8xVe4gM9uFsSjZD2jdmTM9WZOoLWbjuRwxmC65aDfPH9sTXw5XPfoxhx/6T1AvwIq/QWLyet7f9SXR8KmaLjQf7t6V7i4gS24m7kMHH3x3m4OkUcgoMHDydgr7IyF3dWtC2weVRHBq1CpXK8d2yh6tkSXVizUkhd3MUKv8IrBnncGk5ALcOo7AVZJG37aWLI2tc8bptJko3Hwr3bcQQ8w0q37rYiy43/PN/eB/zhRjsVgvuXe5D17hzie2YU05S+PunmBOisRXlOm4NelxvvQNtWKvi5RRqDQqlqvhnw5GvMZ35E034zbj3eACFQsYoOFNyroE5W44R4e9KfEYhg1oGc3e7UMdx7o4TjhHkWhVzh9yEr5uW9fsT2RWbRqiPC3lFl2d0eufHs8Qk5mG22RnfKYyujfxLbOdEaj5r/kjgUEIeuUVmDiXkoTdYuPOWurSp5128nFbtGBEIUD/AjfyLx9J6gwVfN00VvCLOJf8aypBZYOaZfpG8c3czNh50fNhZsy+Zfk38WD66KX2b+LFmXzLZhWZ2Hs3k3THNeaZffdLyHNOx/hGfS77ByvLRTXnjzia8/+uFUlNz3xTkztO9w2kf4cVTvcLpFOnNgqENaR3q6D6m55uY+Pkxpn4RR/dGJT/EieolMyOdmfMWsHc9uToAACAASURBVHL1p6xf9wkAqz9cSf9BQ3jnw0/oN2gIH//fSrKyMtn+1Rbe//gzZkUtIjUlGYC9v/6MPi+Pdz78hLfeW8V7y5eV2l+aNG3O1Gfn0qFTV/73zGw6de3OopeW0ubmW8lIT+fUiTgWPP8KUYtf4oWFUTIVfDWSWWDimf71eeeelmz4KwWAT/5Mol/TAJbf3YK+Tf1Z82eiI09i03lvTEue7d+A1It58vvZHPRGC8vvbsGyUc1Y+UvCFfIkkg4R3jzVK4JOkT4sGNqYNqFXPoUz12DB08VxsOSpU5VoJAnnySy0Mb2rH8uH1mFTrOMgee3hPPo2cGPZkGD61HdjbXQe2UVWdp0sYMVtwUzv6kdqvhWAPy4UoTfaWDYkmKWDg/jwQE6p/aWxv5anOvnSLtSFKZ186VjPhfm9A2hd59+HQ+9NKOKxL1P48lg+zYPkw5iz6bMzuO3xOTz8/Cr+2P4pAD9/sYqW3Qby4KL3adltAD9/sYr83CwO/bCNR174iNuemEtuhiOHTh78jaICPQ8uep9xz73Dd+tWlNpXQho0ZcjDz9CwTScGPzSdxjd35a6pLxDR7OYr1hXSsBkXTsTw9tOj2fHBK3QeLjOcVgcZeYXMHt2dD54azmc/xQCwes9hBtzSkPcm30b/mxvw0Z5DZOmL2LbvBP/39Ahm392dlBzHbG97jyWQV2jkvcm3sWLiUN7Zsb/0sUq9AKaP7ELHJqFMvaMznZvVY8m4viWaOkVGM+/u2M99vVtX3ZMXV8WWn4XX4Gn4jltO4f5NABT8tg5d8z743rcMXfPeFPy2FltBNoYju/EdvwLPwdOx5jk+MxlP/4nNoMf3vmX4jn2Ngp8+KLWvaOo0xnPAk2jrt8Oz/2S0DTrgfXtUiaaO3VRE/o//h1unuwHQNe6K32Mf4XPvG9jyUjDE7KmiV0T8m4x8E88ObMy797Vlw4FEAD7+PYF+zQJ5e2wb+jUN5JPfL5BdYGJHTCor72/LzEGNSdU7msa/n8lCb7Dw9tg2vHl3K1b+fK70cW6wB//r15AO9X14um9DOjfwZeHwZiWaOkUmKyt/PsfYDo5LXLSL8OXLw8mMW3WALYeSua1N+U8RrKlkxE4ZIvxccNE4PvBcOi/vfLaBkW0dw0Rb1vXg27gsknKN1Pd3Ra1UoNapCPdzHBSfzijkUKKeKRuOA2C22sk1WPBxvdwpfGVPPNGJeuzAUxuPYwcW7zrD3EENAAj00LLi7mYk5xp5cuPxUiN+RPURUb8hLq6Ob8SVKsd+c/5cPKPuuReAVm1uZs+uHSQnXqBho0ao1WrUHh5ERDr+1qdPnuDggX1MfHgcACaTidycHHx8Lzf0Xlw0n+iDB7DZ7Ux+9AFsdjsL5j7L/MUv4eXtTas2N+Pu4YG7hwc+Pr5kZ2fh51ey2y2cI9LP9W954vjd+ewi7mzreINpFeLJt8czSco10CDA7WKeqAn3c+xTZzIKOXQhj8nrYwEwW22l8uTlb84QnaTHbrfz5MZj2O12Fu08xbzBja5Yl5eLmnyjoxmQb7Ti6SJvB9VBhI8aF7XjO5dL7z8JuWbuaO44ta5FsI7vzhaSrLdQ31fj2F+0CsK9HfvD2Wwzh1MMPLXDcYBtstnJNdrwcbn8jedrv2ZxJNWIzW5n6s40bHY7z/+YweyeAf9aW+cwVzqHufL9mQI+2J/Lc33+fXlRuQLr1Uerc+SEQunYZzKTztFhsONDUFiTNsT88jU5qYkEhTVEpVKjcvMgIDQSgLRzpzgXe4BVUY8BYDGbKNTn4O51+b1n67tLOH/sEHa7jdXzH8dut/HFm1GMfHLhFev6dctqmnXqQ5fh95EQF82O91/k3jlvVsZLIK5CZLAPLlpHzqsu7i/n0nK4q1tzAFpHBvPNwTMkZelpWMcXtUqJh0pLZJDj+PNUchYHT6fw+PJtAJgtVnILjPh4XG4Iv7D+Zw6dScFuh4lvb8duh/lrv2fBvY5RyBarjdkff8u4vm1oUEe+tKyuVP7hKDSOv+ulETHWrARcb70DAE1oS4xHv8eak4wqoD4KpQqFzh21v+OUb0v6GcznD5O99mkA7BYz9qI8FG6XP4Tn7XwN84UjYLeTvW4q2O3kbX0er9tmOx5jtZC7ZSHuncegDogEQOl6+TpPumZ9MJ3dB60GVO6LIf5TpL9rqc/NCVlFjLrFcR23VqFe7DmefvE41734ODfCz3FGyun0Qg4l5DL502gATFYbuUUWfP42wubl3Sc5fCEPu93OlM+OOI5zt8cxb2gTwJEtUV8d576O9agf4Li0yTs/nuXR7pH0uimAb46m8d5P8Uzrf+Xj4tpAjuTL4Lg0ZEnhvi7EJOVTz8dxG+brQl1vHWezirDY7JgsNs5nGQCo7+9K+3AvnurtGKJqttrQqEoOjprRL5K3fjzP7a2D2BKdxu2tgwjzdYSoyWJDe/HA3l2nwk2jQlRfitK7C+ERkRw5fJCw8AiOHD5IeGR9QkLrceb0KSwWC0ajkXPxZwBo0LARHTt15X/POt7MzGYTGk3Jb8NnzlvAsldfZORd9/DFhs8Yedc9hEVEAtCiZWtWvv1m8XqzszLx9pZGYLVR1v7h68qRZD31fF04kqwn3M+Fut4unM0s/FueFAEX8yTCh6d7RwJl58kz/Rvw1g/x3N4mmC2HU7m9TTBhvq78m7b1PPnpVDY9Gvmx92wObevJBdqrqzBvDbGpRup5OW7DvDWEeKqJzzE79hernfO5jiHNkT4a2oe6MKWT4/QXs9Ve4jQqgGld/Xj7j2xGNPXgy+P5jGjqQT3vfx+ibLTY0akd6/HQKYv/XzhT6b+Bf90IEuIO4x8SRkLcYQJCI/AJDiUt4TRWqwWLyUhGYjwAgWENHCNxHnZcl81iNqPWlNwPbnt8DrtWLaX9wFHs272R9gNH4V83/J+bLclux83L8R7k7u1LUX7e9T9Vcd3K+hcbEeRDdHwqYYHeRMenEh7oTV0/T86kZGOx2jCaLcSn5QCOa+F0bBLKtJFdAEdjR6MueXw6a3R3Xt+ylzu7NmfTr0e5s2tzwgMdH+ZtNjtRa76nZ6tIerWKrMynKq5XGQe2Kr8wzIkxqP1CMSfGoPIPQ+UTgjUjHrvNit1sxJLpuLaJOiDy4kicKQDYrWYUqpLZ4jV4Gvo9b+N6ywiK/voS11tGoPa7NLmDjbytS9Dd1A3dTd2KH2Mz5KN0cXzJYTp3EJVfWKU8fXF1FGXsL2F+rhxJzKOer+M23NfVcZybUYDFZsdotnIuqxBwnDLVob4vT/dtCFzhOHdgY9787gx3tA1h86Fk7mgbQtjFL0BtdjsLtsXRvbE/PRpf/sLJbqf4S1Bfdw15RbV/ZLo0dsrp3vYhLNl9hm0x6ejUSuYOaoCvm4YBTf2Z8OlRwnxdCPF2fBjvXN+HmKR8pmw4jgLH6Jt5gxuUWueFbANhvi7Ft5eczSzirR/Po1QosNrsTOn1HwdRotoZ99CjLJo3i62bN6JzcSVq8Yv4+fkzaOhwHrn/bsIjIqlb1/EG1qV7T44cPsjEh8ehUCgICg5m/pKXS60z4fw5wiIii28v8fTy4q4x9zLpkfFYLBYmPj0NlUqagdXZfR3qsmTXabYdSUOnVjJvcCNHnjQL5LF1MRfzxHFdnM4NfDmSnM/k9bEoUBDkqS1zJE5CjoEwX9fi27976eszHEnWY7bYiEst4IURTegY6cNvZ3KY+Hks7loVcwc1rJLnLq7e2NZevPhzJttPFKBTK5jdwx9fVxX9G7ozcWsK9bw0xbNhdQpzJSbNyFM7Uh3vP+4q5pQxEudCnpl63pri27975ZdMYtNMmKx24jJMLOkXyDenC/jmdAEKHNfbmdZVrptSHXW74wG2vDWfv/ZsQaNz4Y4nF+Lh7UfrHkP4YOZ4/EMi8A1yDFO/6dZuJMRFsyrqMRSAl38wI59aVGqdWcnn8a8bXnz7d1+9s4iE49FYLCaSTh1lzMyldBhyD5vfnMfB777CYjLQ774nq+Kpi2swrm8bFqz7gS9/j8NFq+a5sb3w83RlULtGPPTGl8WNHoCuzcOJjk/l8eXbUCggyNudBff1LrXOhPQ8wgO9i28v+T76LL8ePU+Wvohd+0/RMMSXGXd25VxaDi9v/JWTSZnM/fg7Bt7aiFFdm1fVSyDKya3zWPTbXsBweAcKtQ6v22ahdPfFpWU/slc/gco3DJV3CAC6Rp0wJ8ZeHLGjQOkZiPfw2aXWac1ORO1Xr/j2EmPcz5hO/e441Sv2G9SBDfAc8CSFf3yG6ewBFEoVKv8wXNs+WlVPX1yl+zuGsXhHHFujU3DRqJg35CZ83bUMbBHEY58cIszXtXg2rC4N/YhJyisesRPkqSNqWJNS67yQXUSYn2vx7SU/nshg75kssgvNfH00jQaBbkzt14jxXcJ4ZfcpVEoFFpudZwbU7tE6AAp7Nb4YR9q7cl52dRD0+Bpnl3BFWUW2/15IVCk/VyXp7413dhlCXLfACasBSH6pv5MrESHPfuPsEv7TpzH5zi5B/M2Yltc/bXbujlcroBJR23kPmU73j2r/jDvi+v38QF0yPnzE2WWIWiLg4Q9K/CwXTxZCCCGEEEIIIYSooaSxI4QQQgghhBBCCFFDSWNHCCGEEEIIIYQQooaqkY2d5FwjT2+Mu651RCfqWbL7TJn36Q0Wdh3NKP55R2wG+87lXtf2KsP5bANTNhxnyobjvPXjeS5dLikutYAnPjvGE58dZUdsRqnHJecaGbzir+LH/nYmp6pLrzLJiYlMmfDgda3j8MEDLJo3q8z79Hl57Ni6pfjn7V9u5s+9v17X9irDD999wz13DKVnhzYlfr9gzjNMfHgcD44dxaeffFTqccmJiQzo3pGJD49j4sPj+PWnH6qm4DIk5xp4auPRci3706ksUvKMlVxRxTmZVsChC1eeOSY518Avp7MqvY6dR9N54rMYJn8ey9ytJ8gqMP3r8kt2neJwoqPuBTtOVnp95bUjNo3HP43hic9iiEstKPP+uz44yOT1sUxeH0u6/t+fZ1mS9Ram7ky9rjqjUwy88FNmmffpjTZ2n7x8zZadJ/PZn1h0XdurDMczjDyxNYWndqTy7NdpFJod1z379XwhT3yVwpTtqXxzuvTfIFlvYdiaBJ7akcpTO1LZm1D9nlt1dPjHHax8dhw/rF95TY//ceMHHPzuqyven52WxOrnngDgbMx+UuKr9t91VkoC7824lyX3duPcsYNlLrP5rfm8O30sq6IeY/2rz1RpfZVh5/6TPPD6Fj7Y/VelbmflrgPs3F8xf8/UnPziac/L60RiJp98d/hflxm55PNSv9MXGdm+78RVbasi7D2WwENvfMlDb3zJ3uMJpe4/cCqJwVFrrvp1uB6GmG/I+ugJCn5ZXSXbs+Znof92xb8uk/nOvVVSy9Uq3LepSrdnNxvJ/nQ62Z9MIWv1RIyn/yi1jOncoSqrZ3dsGo98fJD/+/VclWwvM9/EW9+V/bn6ktEr91VJLVdrw4HEKt9mXEo+j689zIQ1h9h+pPSxZHKugUHL9jL502gmfxrNb+X8DCCzYpUh32hl19FMBjV3zCQypEXpGUUqmsliQ6kAtar8vbZ3fk7g8W71aBHiwavfxrP/fB7tI7x54/vzzBvcgEAPDRM+O0b3hj54upT8UzcJcueNUaWvOC6uTr5ez85tXzLkttsBGDrijkrfpslkQqlQlJqW9t/cfEs7Vn/2BfeOGl7i97OfW4xGo8VisTDmjqEMH3kX7u7uJZZp0rw5b723qkJqv1a2q7zG+8+nsvB2VVPHS1dJFVWsk+kFpOlNV5xyPDnPyC+ns+nWsPJmIjp8IY/tMWm8cWdzdBole89ks3Dnad4Y1axcj58/pHGl1FVosuKmLf8sb3kGCxsPpvDemJak55tYtPM079zTotRyQ1sG8kCnemWsoXrIN9nYfaqAgY0dF4Ad3Pj6LwT7X0xWu+N9SFn+qczXRecxoZ0PbUNcWPVXDt+cKuC2ph68+2cO742og1al4MntqXQOc8VDW/L97SZ/LUsHB1f006jVon/czl1TX8A3OLTStxUfewC/OmHUibz2f9smQxFaF9f/XvAiD98A7o9awe6Plv7rcoMfnkFEs5uvua7qZMf+kywZ14dQ/7Lzv7a4KdSfm0L9r/px+iITO/adZGj7m65524VGM2668h8zWW023tr6J+9NGQbAhOXb6HBTKCplyQzr2jycuff0uOa6rpYh5mu8b49C5RNSJdtTefjh2Xfida/HbrehUFTtWIKi/V/g1v7Oa368zVSEUlv+7EKpwmvwdFQ+dbAV5pL9yRR0DTte8/av167YVBYOb0ZdH5f/XrgC+HtomdKn9AzQV8tmt6MsY/r0yrThQBJ33Xrt76lXe5wK8Pq3p4ka2oRATy2PfXKI7o398HIpmVFN6niw7O5WV7XeGt/YSdUbefXbc5gsNrRqJbMH1MfXTcOSXWdI0ZsoMFl5qFNdujX0JSPfxHM7zqBTK/Bz08AV9pvP/0ohLq2AKRuOM+bWOhxPLSDUR8fAZgHc83/RdG/ky5EkPU2C3PF31/DnuVw8dWqeH94IhULBu78kEJNUgMVm4/4OdenawKfM7djtdqIT8/n6eCbxmUUsGd4IH9fyB19CtoEmwY4P4c3quPNXgp42oZ4YLFbqXpwquU1dD46mFNAx0rvEY09lFDLp82OEeOuY0jMcb9cavyv8p9SUZF5e/BxGoxGdTsfchS/g6+fHwrkzSUlOoqAgn0cen0z3Xn3ISE9j3sxp6HQu+Pn5o7hCyHy65iPijh5l4sPjuHf8QxyLjaFeeDiDhg5n1G0D6dm7H9GHDtCkWQsCAgL5Y+8veHp589Lry1EoFKx4cylHDh/EYjYz/pEJdOtReupQcOwrhw8eYNf2rcSfOc2LS9/Cx9e33M/d26fsZTUaLQAmk5HgkLq4uJR+Azh1Io7HH7yPkNBQnp4+84rrupLkXANztp4k0s+Vk+kF3HVzHaKT9JzJKKT3Tf7c3yGUv87nsur3RKx2O14uahYMbYxOreTuDw/Sp4k/MUn5TO0bWbzOTQdTOJtZyJO9Iln63VkSc4xYbHam9IzAVavkj/hcTqUXEurjwuLbSh8Mfn4gmT1xGbioVXRv5MvoW0L47kQmGw+mYLdDhwhvHuxcj0KTlahtJzHbbDQKcCMurYDlo1vw4W8JnM82YDDbSNMbGd8xlK0xaaTrTcwf0piGgW4cTMjjw98SQAERfq5M71uflDxj8WsRn1XIoOaBjL4lhM8PpFBosrL/fC7zBzcm0FP7j3pTOJ7qmPJ8cs8Iln4bz8qxLQH46PcL1PHSEeSpZdXeRDx0KpLzjIzrGEqfm/wdGbnnLEaLDZ1ayeyBDfF1K32Au+toBuM6hKLTODKocwNfPvojkXS9iX3nc/j5VDYKhSN3pvetT5t/NKHu/vAgnz98Mzti08pc9nR6IW/+GI/dDt6uauYObFS8rX/KKTLzbVwmP53MonMDX+65tfwHscdS8mkd6oVGpaSutwuFJmvx+8M/n+8f8bncEubFw13qXdeBRFq+haW/ZWG02tGpFMzs7o+Pq4oXfsokJd9CodnGAzd70zXcjcxCKwt/yECrUuDneuUDgQ2xeZzINPHUjlTuaeXF8XQjoV4aBjRyZ+yGJLpHuHIk1chNAVr8XVXsSzTgqVOyuG8ACoWClftziE0zYrbaua+NN13Cyz5AtdvtHEk18s3pQuJzzCzqG4CPS/kPUOr7aMg3OUbp5JtsNPDTkmuw4e2iwu3i3zfMW8OxdCPtQ0vWcDrbzJTtqYR4qJjU0Rfvq9hudZedlsT6V2YQUK8+6QlnaNNrGJ2HjSU/J5Mty5/DbDSg0blyx5QFuHuXztSylovb9yMXTsaw6Y05dB5+Hy069yvxmIK8bDYunYXNZsNmsTBi8nwC6kYQH/sXu1a9ipdfEABenfoAsGzSCJ56+0sAVj/3BMMnziteV6E+l0Pfb0Wj1fHXt1u4d/Yy1r/6DGajARQKbnt8DgF1I8p87hlJ54j+cQdnj+yjz9iJ1G/Zrtyvm1bnilb33x+mdn/0OmqNhg6D76Zl1wHlXv/1SMrSM3PVHiKDfTibks2Q9o0Z07MVmfpCFq77EYPZgqtWw/yxPfH1KP0cylrup5hzxJ5LZ94n33Nvr1b0bVvyg9H7uw7QqK4fvVpFMihqDfPH9qJjk1AefP1LPp52B3+dSua9XftRoCAiyJuZd3VDoVDw9rY/iY5PxWyx8WD/tnRvcflvlW8w8dzaH7izSzMCvd15fctebHY7Pu4uzB/bCxetmtsWrKNLszBOJmXRpn4wT43oRKHRzJzV32KyWAkP8v7n0yuhrMcfOJXEzv2nmHtPDw6cSmLp5r3U8fVAo1bRrXk4wzo43qvf2voHMefSCPByY8m4vqz74QjHL2Tw+PJt3Ne7NefTc/nm4GlctGp6tozknp4ty6yhwGDi++h49hw6Q4M6vjw5vPwfsi9k5FHX3xNPV8exdF0/Ty5k5BERVPJ4/ve4Czz65lesHzK9xO+tOSnkbo5C5R+BNeMcLi0H4NZhFLaCLPK2vYTdbEChccXrtpko3Up/RihrOePJXzEnHSP3y8W4dRyNS9OeJR5jST9L3o5XUai1KNRafO5+ifyfP8KaEY/dbMBWmIvXsGdRB0RiOn+Igp9WgUKByj8cz4H/Q6FQkP/9e5jOR6NQa3HrPAa1Xzh5O1/Bd8xrGGL3UHRoO3aLCXVgJJ6Dp1/x2PiSzHfuRdesF+bEo3jfuQj9zlexFTlG+XoOmobaLxTDsR8o/G0NSp8Q7IZ83LuNR+Vdp3i7l9bj/8Ra/p+98w5sqmrj8HOz03TvTUsXbRkFZe8hGxkioILjwwEiwwmKIu69UUDBjQMEB1OZAiJ7lNECpYW2tHQ3TZo0+/sjkBKa0gIionn+gdyee++5yblnvOf3vq/NYkbz6ztYKgrAasaz94NIw5PRrJ+LKf8QgkSGsvUQrNpSLNpSKhZNQ9H8JgSpEt3OJQhSBdKIFDx7uE6TbjMbMWT9ieHIehDL8Bn69EWf73wEsQSxb6j9/xIZNHJOUaiuYeZPGTQJUHKyVEf/5iGMvjGC8mojL606Ro3JgkIm5umBifh5yOqc76rc1qxyjhRqmL0ik9vaRtAzKcjpnOzSal5dcxyZWIRcIuKtW5uzcOspTpbp0JssqPVmnhqQQGygin25lSzYegpBEIj2V/J4X/ta96NNOezPVyMTixjXIYpofyWvrjnOe6Nb8NuRYn45cAajxUpsgAcz+ic02FZGfbyLXs2COHS6ildHpPDamuOo9SZswPR+CUT6KdmQWcIX2/MI91GgqTHzv87RhPkoHPc9d53F97fFbLHyxm9ZnK6swWK1MblXU1LCvJizMZv001XIxCKGpYVRqjVQojXy0Lfp9EsNRikV8d2u0yikYlLDvZjYPdZlfY1mK3+cKGNtRgkysYjZQ5o16vc+d67eZHEY3VpF+ZBRqKV9rPNcIKtYy8RvDhDuo2BKr6b4KBs2Tl/3q/mPNudzd/twUsM82XKigm92FzKpWzSP9G6CUipGrTczeUkmXeL8WLSrkGEtg+jTLIAvdxSQV1nj8pqj24RysqzGoWjJPE/Kb7HZ6JccwKRuUYz94iD3dYrgzvbhPPnLcY6X6KjQmdHWWJgzqhk1JgsTvsugU6yPU4M+U2Vg+cES0gu0pISqGN4qmPggD8ffn/z5OFqjxalOySEqHuwW5XQsLlDJjpNqOsX6sCNHjbdCQlWNGU957c/qKZegqTE7nRegkrL4fy3xkIn5Jb2YuVvymNHXdcP9NzHnnTe45/6JNG+ZxuaN6/nq8wVMeeQJHp85C6XSA3VlBQ+Ov5OuPXrx1acLGD5yDH0HDOLzT+aRl+taynjb2LvJyc5yKFoyDh9y/M1iNjNg8M1MfuRxxgwfxISHpnL3fROYPu0hjh3NoLysDE1VFXMXfkWNXs99d91G5649nNpKYcFpflm2hAP79pLaoiW3jLqNhKTazuOJaZPQajROdUpp3oKHHn680d/LU49NY/+eXQy/dQxisfPCKiAoiB9WrEWlUvHTD4uZ8+6bzJz9UqOvfY7yaiNzx6SiNZgZuWAfP9zbGh+llNs/28+4dhEkh3nywagUAD7afIoNx8oYkBKExWajc1M/HugSTaHa/r7O25KLTCLisT5N+elAERG+Cmb0jaO82sjM5ceYO6Y57WN8GNwimFYRrndAf8ss5YNbU/CQibHabFTVmPludyEfjU5BIhbx5M9HOVGiY1eumlaRXoxrF8FvGaUcLa7tCwJVUib3iOGrnadZk1HKWyOS2ZxVzvJDxUzt0YT3N53kg1EpeMolvL/pJNtyKmkaoKSs2shHo1MQBIGxnx9gVJswRt8QSrHGWK+CZPQNofyWUcqMvnEARPkpyDyjJSlExeasCuaOTuXwGQ2VehPvjEzGYLIwftEheiT489HmXO5qH0HzcC+2ZJWzaFcBD3WvuyAr1hoIuUDhFOotp0Rb66b08s1JHCzQ8P2ewjqGnQu5sOzbG3J4ZkA8od5yFu8tZMWhYm5pHep0zvqjZWw4WobVZqNHgj+vDE1y7IL8frycJfsK69zn0d6xxAbU9p9qvRkveW079pKLqaoxE+hZOyHqEudPv2T7ROflX0/wW0Yp/VOcJz6XwtxdlYxL8yE1WM7WUzq+OVjFg+38mNbRD6VUhLrGwtRVxXSO9uCbdDU3J3nSO07FV/vV5FeZXV7z1lRvTlaYHIqWzJJa10KLzUbfeBUT2/lx59IC7r3Bl3FpPsxcV0JWuYlyvQWNwcp7A0OoMVuZtLyIjlEK53FIa2bFUS0HiwykBMkY2syT+IDa72jmuhKHweYcyUEyJrR1nnh0i/HgqbUlLNijRiUTmNjOD7EAaoOFkmoz+vq4nQAAIABJREFUHlIRB4sMtIt0NhoHeIj59tZwPKQilmdqmb+rkie6Xvpu/j8ZTUUp97y4AEEQ8eHUkXQcfDtbln1G8y79SOsxmP2bVrBl2Wf0v+eROufWV+7A5lWMmPoCPgF1lU4KD0/umPkBEqmU43v/YOuPnzNs0rP8+sXbjJn+Fj6BoXz1wqRG1d3Dy4e0nkPwD42iVfeBFGRnoFB5MfbpDwCwWp3bhkGvY//GXzi6ezPeASG06NKPHqPuR3R2TNn43TxOHnF2NRJLJNw56+JuHq7oe9c0VN5+6DRqvnxuIuFxKfiH/j3qu9IqHR9PHoIgwKhXl3Bb9xZ8se4AfdvEMahtIit3HePzdft5eFjHOufWV2717iyeG9uDEN+6qrwbE8JZtz+biABvWsSEsPt4Ad4ecpKjArHZbLz905/MmzQYT6WMt3/8k61HcpGIRFTpDMx/aAg1RjP/e+9nuqREO+r/5GfrmDioLSnRQdz/wXKeH9uTUD9Pvvv9EL/sOMqorqlUaGu4r/8NBHgpGfXqEsb3a8Mv24/Sqmkod/dJY82eLHLO1O/G7+r883nv5x28fW8/gn1VTJm32nHcYrHSr008k4e0Z/LcVZwoLOf2Hi3IOVPBhw8OAuDOt35k7qRBqBQyrNa6at7tmfms2n0cdXUN3VvE8NwdPfBR2fuf9JNFfLSirjvI+H6taZtQu2OvrjbgpaztDz0VMtQ6Z/fuZpGBLH1qFHKp66WUVVuO39j3QRBR9vFdeLQbSfW2b5Cn9ELZoh/6g79SvW0RXn3qvpP1las5tBbvITMRe9cdr4w5u1C27I+y9RBsttr3U1B44TN8Nsb8g2g3LcDnlhfQrvsQ39vfQaTwRLPuQ4xZ20EQsFQV43enfePRZrVgrSpxXEee0BlFqt2YrP7pOUx56ciiW9Wpx/nYbBbk8Z3w7HEf2o0fI0/qhiKlF6aiLKo3fYz3sFlU/74Qv3vmI0hklDeQBrzmwCrEfhF4D3wca3U56qWz8LtzDsbsHfiPX4ggEjvUQfo9P+N3x7sAVC6ZifeQp5AERDl9N+cwnT6CPn0VlsozyOPa4XnTFMRedm8NS2UhVStfq3OOMm2w4/u4EM36D/HoMKbOcUmoa9VZqdbIR7e3RBAE7li4m9E3RvDl9jz6JAcxoHkIqw8V8dX2fKa4UMTUV+7Xw8XMGpxEsFdd5frOnAoGNQ9haFqYkyLeSyHhhaHJpOermb/5FK8MT+a9DdnMua0lnnIJ760/wbYT5QiCQLHGwPw7WiEIAharjWJN7fvRNT6Avin2jYRnfs7gQH4VaVEXNwZbrDa6xPkzoVsMc3/PoXtiAH2SgzlerGXu7zk8f3MyH285xcI705BLRNz1+cVdV5enFxHpp+TJAYmUVxt56qcM5t3Rij+zK/jinjZIRIJDHbRsXyFzbmsJwBNLDzNrcBLR/h4uvQUOF1SxIr2IAnUNHZv68XDvOILOfscFlTW8vLqu2+jNrUId3weAWm/C64K1epXe5HROgErG4vvbopJL+Hl/IR9tyuHJAQ2rFq97w052qY55W/MBe6OI8JVjtdn47M8CDhVqEYsER6yNvEoDI1vbJ0Mpoap6DTsXQywIDiNMoEpGQrBdMRPsKaOqxsKJUh37T2uYvCQTAJPFhrrGjO95VrbMomo2HCtnQEogfZoFONQ153hlaONkz5O6RfPuxlMs2VtEpK+cAE8pXgoJWkPtQqHaaKnjhiWTiDg3XPVNDmDZgeJL+g6uV04cP8ZH79nl3RaLhcioaKxWKwvnfcjBA/sRi8WcKSwAIDf3JLfePhaAlBYt6zXsXAyxREJ8ot04GBQcTGIzu+EiKCSEKrWaE8ePsW/PLh4cfydgd7FSV1Y6KXEyjxxm/W9rGDhkGH0HDiY8wnny+vq7H15yvS7k5TffpUavZ+L4cfTpN4DYuHjH32QyGTKZvbX0HzSEpYu/uax7NPFXIpeIkEtkBHnKCFDZrymXiLBYbeSU6vlkWx4ms5VynQnV2Q5PJAikhtVOdk+W6dHUWJh/m9215kSpjkMFGnactE8wtQYLjWFKjya8u/EkZouNoa2CkYlFFGkMTFua4bjOGY2B/Ao9PRLti82UUE9+Oc8P9vx333i2Twj2lKGpMVOpN1NYZWDGz/ZYYHqTlWg/JU0DlMT4K1FIxWef7zK+TODmFsEsP1RMtTGA5mGeDuVLYrAKiUhAIpfg5yGlUmfiRKmOeVtzAbBYIdLXtXtakKeMoioDTfxrd5qLqgwEeco4Wa5zqANDvGSo9a6NEedwVTanTM+La7IAMJpt3Nik7iD/c3oREpHAiLRQOsT4OLmmdk/wp3tCw65o3gqJUzvQGi14X9AHnv+5T1IAO06pr8iwk1Nh4uPd9jZosUKEtwSrzcYX+9UcKjIiFkGR1v495KnNjEjxAiA5SF6vYediiAWBOH/7OxToISbhrEEmSCWmymAlp8LEgTM1TF1lb69Gqw21weqkxDlaamRTjo5+8Sr6xKkI83L+jl7q07jv4+1t5bzQO4jEQBmLDqj54bCGMS28eayzPy9vLkMhEYj1kxLo4Ww0lokFZGL7C3BTvAc/ZWhcXf66Jigy1qE+Ec66cJQVnKLdgNEARCW14tDW31ye29hy51NTrWXlJ6+irSzDYjYhV9rfQ4OuGt8gu+otIt61ugEu7u4aFtuM8Lhklr73NB6ePvQYMwGlysvxd015MXvWLiO6WRppvW4mMsH5Pj3HTGiw/o1F5W0fIz28fGjasj1Fp479bYadmBBfFDL7u3LOLedUcSW3drGP7y1jQli7z3WcicaWO58WMSG898sOIgO9ubVLCt9tPsSe43JuTAinsrqGwnINjy20tw2dwUSTYB90BhP7TpxxxH4xmS2oq+3z4O+3HObWzimkRNvf7+wzFcxetAkAo9lC28RwAIJ8PAj0Pjuu+ajQ6Azklqjp1cq+CZgaHcRPf2bWW29X559PtcFIiJ99bE9pUtvXiMUih7tWiJ8n6moDygtcqB4Z3pG3fvwTs8XKiE7JpDV13iBYsyeLgjINo7qm0q15E8fvBfbvfd5Dg+v/ws/i7SFHo6/d1NDWGPHxcB47VYq66onzEQdEI0jtBqVzbkiW8jyUN9hd9qURzTEc2ejy3MaWOx9FiwFUb/sa9c8vIgmOQ9XxNvv54c3O/puCpTwfm16NRX0G9VK7GsVm1CPxj8JqrEbWpLVjA0AQOffZxrx0dDu+B6sFS1UR8vhODdYJQYwkwt7mzSXZGHMPoN93NsaXSIxNr0ak8kMkt7cVSejZ9c8Fc6NzvZO5JBvT6cMYs3cCYDXYN9s8e9yPZuVrIIjwaD8aSZDzZrVnj3vR7fwem7EGRXIP5IldnP5uOP4H5sKjKG8YhjypOyJF7bxT7BvmMBA1huqtXyLIVChbDqjzt3PPeSExAefPC+0Pn1euZ2Qb+/vYIsKbdZklLs9tbLnzGdgihC//zGP28kzig1WMbW8XDiSH2fv0lHBv8iqOU6k3cUZtYMYye3xLndFCtL8HOqOZNtG1ogXxBZPZ/flqvtmZj9Vq40yVgS6NiHkpEgmkhtvvf6Kkmn15an7af8ZxfbXehJ9K6lgfJIbYf6MLp9Hn2kp2aTUHT1exI6cCwLE2ntg9hldWH0MQ4PZ2kTQNdA4/MaF7DN/uPI3eZKF3syC6JjhvOG3JKifjjIZb2oTTIzHQaY0d7qtwGIguhrdSiua8tbrWYMb7AjWOTCJyKM37pQazzMXGpiuue8NObICSse3CSDy7yDJZrGSV6DhRquOj0clU6k2M+fQgYF/Q2N2qFGS4CKh5DqlYwNLImB5ODcpmIzZASdtob6b2bOKoj/SCuDk9EvzpGufHrlNqFmzLp0JnpkucL0OaByGTiBqt2An2kvHyzQnYbDZeXJND93g/5BIRComYoioDASop6ac13NMh3Ok8raFW1bMnT0O039/jf3mtiY1L4M7x95F01sBiMhk5fiyTrOPHmP/5IiorKhg5xC7pjopuQuaRQ0RGRTupcC5EIpViMTfOmCCc11psNhtN4+Jp36EzD09/ylGfc65R5+jZpy/devZm559/MH/Oe1SUl9G1Z2+GjrgVmUx2RYodm82G2WxCKpUhk8uRyxXIL3DF0mo0eHrZO9rdu7YT3eQylV2Cy//a6wF8ufM04ztG0jzci482n3IEAhfASWUQE6BkWMsQZq04znODEogNUBLpq2D0WVcdk8W+EyMR2w1G9ZEUrKJVP2+KNQZm/HyMd25pRoSvgndHpjis+DYb5JbryTyj5cZoHzKKtE7XqM8mY7OBr1JCuI+C14c1cyhOzBarXf3i4kSJ6OL1lV7wPK0ivflwcy7l1Sb+16l2QXO8uBqz1YbRbKVCZ8LXQ0psgJJx7SKc+khX9EsO4rPt+bSK8EYuFbE9pxK5RFTHLQzA1sAi0FXZpgFKZg9McChnXNXj/VtTKNYY+C2jlO92FxDtr2RoyxCSQlSNVuykhHnyybY8zBYrpdUmlFJxHTcsTY3ZMRjvyau64j4wxlfKHa28HQYWk8XGiXITJ8pNzBkcQmWNhTuW2I3GkT4SjpYaifCWcrS0/smOVAyWSwstBdjbX4yvlLYRCiZ38HfURyp2bnjdYzzoEq1k9+kaFu6ppKLGSudoJYOTPJGJhUYrdmw28FHYv19fpZjTZw1VrUIVvDNAgc5k5el1JaQEOS+KtEarI+bO3gIDUT6Nj39x/VD3ZQ8Ib0Le0QMEhEWRd/QAgRGu3ZkaW+580jevIqxpEl1H/I9je7by5/JFAMiVHqjLivAJCKEg67DDCGKz2jCbjFitFkryc+pcTyyRYrXYf0+zyUjHIWMRBIHff1hA+u8raT+wdkc6MCKGB99ZTEF2Bum/r+K3L94hJvVG2vYfiZdf0F+q2NFXa1CqvDCbTORlHiCtR8ML9b8KV/1+k2Bf0k8WERXkQ/rJIqKDXO9MN7bc+UjEInw85Gw4kMPwjsms3p3FxoMnefvefviqFEQEePP2ff0c8WPMFis7jubTPimCR0fYF94mswWpxD4OTRhwI9sz81mx8xiD2yUSF+bHi+N6Eejj4SgL1HGbsAFRQd5k5JXQLjGCI3kXXzy6Ov98PGRSiiq1hPh6kpFXSlSg6+/Chq3O+NcsMpC0pqEUVWp5fOFavnzUObbh7Dt6UKmt4bd9J3h0wa8Eentwc4ckbogPb7RiJyrIm4JyDdoau3GnoFxDZKCzSlWrN+KpvIhxx4Xridg/CtPpQ0j8IzCdPoQ4IMrFiY0v53Q7iRSv3vbA5xXfPuqI72IuPAatBmEuyETsH4Gg9EHsG4bPra84YsjYLGaMObupObIeZZr9fbpQ2VK96WN8Rr+O2DMA9U/PNVgfcJ7DSQJjkEakIk/qevaeJhBEWKsrsBr1CBIZ5iL75o+g8MKqKcNms9n/rrG3N3FgDGK/CDza3eq4hs1mQxZzA/KEThjzDlK95TN8RjwP58X0EfuG4T3gMWxmI2Xzx9Ux7Hj2uA9rxzswHN1M1S8vIkjkKJrfhDyxyyUpdnS7f8RSkY/XYNcJV6w1WpfHXbkpRfkrOXi6ikg/+7/Rfq5dVBtb7nxkYhEP9bSrf6Z+f5COTe1zhcwzGoa0DCWzUEOknxJfpZRwXwWv35LqNJfdebKStRnF3NzKPve+UNky7/eTvHVrcwI9ZTzzc0aD9QHnthIbqKJ5uBfdE+2qKZPFikgQqKg2oTNakElEHD+roPdSSCjVGrDZbJRXmyg9qxyKDfQgwlfJmLYRjmvYbDbaNvGlS3wAB/LVLNh6ipeHpTi54of7KJjePwGj2cqYT3bXMexM6BbDuPaRbDpWxnMrMpFLRPRPDaFrQkCjFTtyiQilVMyZqhoCVTLS86v4X+dop3Oc1uqnKon2b1y8p+vesDOpexTvbMhFb7IPRgNTA+ke74fZauOhxZkkBCnxPCvLv6NtGM+tOsHKw6WEupCmncNfJUUuEfH08iyGtQqut5wrOsb6cqhAy+QlmQjYd8GfGVBXOicWCXSI9aVDrC86o4Xfj1dQczYORGMVO2szy1h+sARBsCtvmgbaB+apPaKZvSobsDG8VbBjAfP86hPMGhDH3jwNn+8owEMqRiYRmN4n5pKe8XplyqNP8OYrL6DX6QAYPGwEPXrdhNlsZuL4cSQmJuN11ogx9u57efbJR1nx0zJCw8LrvWZAYCByhYInH53CiFG3XVJ9OnXtzsED+3hw/J0IgkBwSAjPvvR6nXJisZiOXbrRsUs3dLpqNq5bi16vQyaTNVqxs3/vbhbO/5DSkmImP3APt4y6jS7dejJ1gl32ajKZ6N23v0MR9OyTj/PcK2+wZ9cOPv34IzxUKuQyOTNmPX9Jz9hYeicF8Opv2UT5KfCUiy8ahKxnYgBSscDTK44xe2ACH24+xeTF9t2EZiEqJnVvQuemvizcls86/zKeuKnu+/fC6hOo9SYMFisj0kLwUUoZ1TqUqUuO2ANTiwWe7h/HzS2CeWbFcXadUhPtr6xjpK0PQRCY3L0JM34+is1mV+ZM7tEEVT3P1TLCi2X7z5BTpufhXjEORdM54gI9OK028PTyY9zTIZK4IA96JwWwNrOUhKDa3YZATxnPLD9GYZWB+zrb48aci8lzro8clBpEPxfqlNZR3hSoA5m29AhiQcBHKeWZAfF1yl0uj/SO5eVfT2A+O0Ef1y6ctk3qxhYI9pIztl0EY9tFcLy4miKNkaQQ1SUpdoa3CuGhxUcQBJjaIwawG712nVJze9twvtldwO5cNRKRQJSfkgldGp40X4wH2/ny7p8V6M32ifCABE+6xSixWG1MXVVEvL/UYcS4rYU3L2wqY/XxakJU9bdzf6UYuVhg1voShiZ71VvOFR2ilBwqNjB1VZF9HFKJmdm9bhIAsUigfZSS9lFKdCYrm0/q7OOQWNxoxc79N/oye6M9ZpBIgJnd7ZOgebsqyCwxIhYJ3H+jr8Ow9OKmUp7uEci+whq+3K/GQypCJhZ4rPPVCwz+T6LL8Lv56YNn2bvuJ6RyBcOnuO5TG1vufOJadWDpuzM5dWQfQVG1/V7fux7m21cexssvEJmytr9oN2AUC568m9CYRLxduHbFtWrPmk/f4tierXS95R5WL3wDkViCzWpl+GTXC7vwpsmEN03GarGQnb4DTUUpXn5BjVbs1Oi0fP/645TkZ1OSl01Cm870HDOBfRt+wTsgmLhWHfjhrRkYa/RYLGZadhtAcHRco659tbizdyue+2YTP28/ikImYfbtPa6o3IXcmBDO1iO5KGQSbogPIzO/FH8v+yR/2tAOPLrgV8A+7jw8rAOdU6JJP1nEhDkrEAS7Yua5sfb4fWKRwHNje/D8t79jtlh54pbOPPftJsxnDe1390mjfZJr9dOwDs146ov17Dx6mriwK3tfpwxtzyOf/EqwjwqZRHzRxCEBXh7IpWKmf7aWWzqnsPSPI1RW12A0WRh5VgF1Ib6eCkZ1TWVU11RyS9Rk5tkzxDZWsSMWiZg0qK3DTWzSoLaIRSJKq3R8vTGdaUM7sGZPFr/ssP+W318QY6c+PDrejmbFK9QcWIUgkeM9xLUBoLHlzqfmyHpq0n8FQUCk8nMYg6xGPZXfT3fE2BEEAc/eD6L+YabdMi8IePWZhDy+A6bc/ZR/MQlBKsejwxgk/rWLTUXzflR++xiSgOj6qnDxZ+80Fs2ad9Dt+RFsNuTxHfBoPxpVt3uo/GoyIt8wh/uTSK5C1rQtFV9OQhrWDJHK3t6UaYPRrH2fikUPAyANS0LV/V4qF08H7DFyVJ3tKnhpRAqVS59BkdwTU1465pIcbBYzyrQhLusnknvYXdla9seiKcGYbTcANlaxY62uQLtujv2+39jr53vbW1h1anQ7vsOr94PUHF4HNC4I+Lj2Uby46ijL08+gkIp5ZqDr8xpb7nzWZpSw6pB9fhCgkjmMBnqjlUeXHKJSb2LmwET7XLZnLNOXHXbMZaf0iqNTnD/78tTc//V+5BIRY9tHORke+qcGM23xQScF+KVwV8co3vg1ix/2FmCzQac4f25vF8m9XaIdMWeCzm4SquQS2sf6c//XB0gJ88Lv7Pz55pahvL3uBA99mw5As1BPJnSL4dEfDgNgMFu5p5O9LaeGe/Hkj0fo3SyQA/lVnCixb5IOTQt1UTv7PQe1CGFQixBKNAaHKqixih2Aqb2aMnv5UWw2GyNahzkCJ89ensnsIc3Ym1vJZ3/k4iGzb05O798424BgszVSmnINKJ439lpXwQ0QPOHra12FeinXu1YfuLl2+CtFlMy/61pX4y/DbLUhEQn8llHKoQINj/T+Z8SjWry3EIVExM0t7QuyvXlqpzg8bq6coAfsKWULX7vpGtfETdj0tde6Cg3y7SHXu7Furg23Nb/yTHLqVW/+BTVxcyFmixWJWITNZmPK/NVMHNjW4R52PeIz8DG6fl5wratRB+2Wz5H4RaBofn2MYVWr3kCRehOyJmnXuipXjS13h1PaQCyha8HCraeI9FPSL/XSBA3XildWH6NfajBtol0nKPqvEDh+gdPn616xc6V8t+cMf2Q7B4B7aUh8nZgMbtx8+9XnbNm0wenYK2+/j4/Pf7tT+afz8NIMJ7eflFBPHuzWsFsD2OWlU5YcsUtEgaf/QgVLfXy0+RRHztQuEKViEe/cklynTGZRNW8Ma3wU/vN5YXUWRecFugvxkv+l6hw3l8biQ1X8kat3OvZC70C85f+eLFFu6mfZ+7NQl55xfPYJDGVEAwqdbb98zdHdm52OjX78DTy8GnbvcXP1eXbRRooqal3+Q/xUPHeH66yX51i0KZ0th3Kdjr12Tx9H4N9/Imv2ZNWJtfPEyM40Db149sw/M/P4emM6NUYzrWJDr2ujzpVStfxlLFW1sS7F3sF4D3nqoufodi7GcHyb0zGfEc8jUl48qcHVwnhyL9V/fOl0TNX5TmQxbeo5w83l8MLKoxSdF68mxFvOM4OSLnrOd7vy2ZpV7nTs5WHJdWK6/F3sOVXJZ9uc+7l7OkVzgwsFt5tLx63YcdMgbsWOm0vh36bYcfPfxa3Y+efgVuy4uVTcih03fxf/VMWOm38e/1TFjpvrE7dipxHsOKmmQmeif0rdmATnOBev5nJZdbiU5QeLAYFpPaMdWWTOsWhXIb9nVSAWBBJDPJjWI9ru67gk0xGQuWmgkod7Nk554Oav488/tlBZUc6AwUPrLXMuRs3lsvLnH/lp6WIEQeDRGTNJSk51We6Tjz7g19Ur+GG53cd+y6YNfL5gPlKplOEjR9Nv0BBHuZ3btyGVSnlk+kxHti43V5/tOZVU6k0Xzbr03KrjPDuwcf6zrlh1uJhf0osRBJjWM9ZFf1LApuNlSEQCicEqpvWMQRAEKvUm3l6fQ6XejFgk8M4tyVQbzDy6LBOJWMBgsvJA12hujHarAP4OduTrUddY6RuvqrfMuRg1l8vq41pWHNUiAFM6+JMY6BzPyWC28cbWMoqqLYSoxDzeJQC5ROBwsYGPdtrHpE7RSsa0sO8MLzqgZvMpPQLQq6kHo5pfmx3j/yLH921Dp66gVY9B9ZZZ+u5Mbpn20mXfY9+GX9iz7kcEBAbc+zjhTZNdltv43TzSt6xm6oc/A/DZrPuxmIyIpTJCouMZeO8T2Gw2Vi14ncLsDKwWCx2H3EGLrv0vu25uGs+fGXlUaGsY2Lb+ceaZrzbwwrhel32PFTuP8eOfGQgIPDaiE82iXPdTH6/ew5q9WSybac/6Nm/VblbtPk5UoLcjpbm2xsjU+auRisXUmMw8OKgt7RIjXF7PzV+P4cROrLpKlC361ltG/fOL+Ax9+rLvoU9fg37/CgTAs+8UpBekAreZjVStfB1rVTEi72C8Bz2BIJGh3TAPU0EGNrMRWXQrPHtNwFJVQtUvL9pjBtmseN40GWmYe577d7M9u9w+302tG7PtHOdiyFwuKw8W8cuBQntMsd5xJIU6G/AX7chj07EyxCKBxBAVD/eOQxAEthwv48vteUjEAsNahV03LmeXituw44L2MQ0vYq7EqKOpMfPD/iLmj0mmRGvixTXZfDTaebLULd6PO9rao43PWpHFnjwNN0bbJ8zPD4on2EWmGjd/Dx07d22wzJUYdaqq1Cz+9isWfPUdJcXFPDdzOvM/X1SnXHlZKXm5Jx2frVYrc955g0+/+QG5TMbE8ePo3K0HBafzOXL4IJ98+S1FZwp5/ukZfLjgi8uun5tLo0Nsw/LSKzHqVNWY+WHfGebf1pwSrZEXVp9g7hhnQ6C9P7EHAX9mxTH25FVxY7QP7288xd0dIh2B1wGUMjFzRqciEQmcrqzh2ZXHWXBHi8uun5vG0z6y4UCDV2LU0RisLDui4aPBoZTqLLz0exlzBjtPwNZkaYn2lfJ0j0C+2KdmTZaWoc28eH97Bc/3CiTEU8KM34rpHK0kwEPMquPVfDkiDBtw97JChiR5opQ2Lsi4mysjoXXD6YavxKij11axY9V33PvKF2jKi1n2/jOMf+nTOuW0lWWUFeTWOX7rY6/hc15Q5uK8E5TkneDeVz7HoK9m3qO3uQ07fxMdkxsOEH8lRp0qnYHvNx/i02lDKVZXM3vRJj6ZcnOdcmUaHbklaqdjIzunMKRdIi8v3uI45iGTMv+hIUjEIk6XVvHUl+tp98jwCy/n5iohj2vXYJkrMepY9Rr0u5fhd9eHWDWlVC1/Gb9xHziVqUlfgyQgGtXQp6ne+gU16WtQtrkZVffxCGK7G1HF11Mxl+Qg8grCZ/hsRCo/zKUn0ax+G79x7192/dxcHh2aNhxU/UqMOlU1Jn7Yc5qPx6VRojHywsqjzL2jlVOZbgmB3HE2ffszP2ewJ7eSNtG+fLgph4V3piGXiHjw23Q6x/s7sk79m/j3PdElYLHaeHFNNiVaE83DVGw6XsF3/2vJqsOllGjqICLyAAAgAElEQVSN3NU+nMlLMkkI8uBkmR6LzcYbwxKRSUSM+TSd7/7XuMjXF3LkTDWtwj2RikWE+8jRGS0Yz2bEOkfUeel3pWIR5xIGCMDsVSeQigXubBfODdHu3dGrhcVi4bmZ0ykpKaJFyzQ2rPuNH5b/ysqff6S4+Az33DeRB8ffSUJSM05mn8BitfL2nPnIZDJGDunnUNFcKkcOHSSt9Y1IpTLCIyLR6aoxGo3IZM7GvE8/nsud/7ufGY9OAaCysgJfP39UKvtuf1R0DIcPpqPRVNEs2Z45IiQ0jILT+S6v5+bKsFhtvLA6i1KtkdRwLzYdK+P78a1ZdbiYYo2RuztE8tDiwyQEqThZrsdqtfHG8GbIJCJGL9zH9+NbX9Z9M85oaRnhfbY/UdTTn9QaDGRiEWJBwGK1kV2m47s9hRRU1tArKYARaaGIBHt2IwCd0ULceUYfN38NFquNlzeXUaqzkBIk5/eTOr65NZzVx7WUVFu4M83nbDYtGacqTVhtNl7tG4xMLHD7kgK+ubX+TH0XI6PEQMsQOVKxQJiXBL3JitFiQ3ZeKvQDhQZua2kfVzpFK/k2vYqhzbyoNloJ8bRPGZICZewvNDAgUUWghxjD2bzscrGARFQ3baubK8NqsbDs/WfQlJcQmdiCI9vXM/XDn9m34ReqyovpPvJePpt1P6ExiZTkZ2OzWrlj5vtIpDLemzTUoaK5VE4fP0ST5NZIpFL8QiIw6nWYTUYkUuex4/clC+gy4h6+f6M2M5AA/PD2k4glUrqNHE/TFu3w8gtCLJFiMZsw6HUoPd1KwL8ai9XKs4s2UaKupkWTEDak57Bs5mhW7DxGUaWW8X3bMGHOChIjAsg5U4HFZuPd+/sjk4gZ8dL3DhXNpXI4t5i0pqFIJWIiArypNpgwmi3IJM5xwj79bR939WnF9M/WOY4F+nhQUK5xKicSCYjOJpevNpiID/9vZM37u7FZLVQtfxmrphRpRCqGzN8JmLgIffoarJoSVJ3HUbFoGpLgeMylp8BmwXfUqwgSGWVz7yBgYt1Nx8ZgKsxAGtUCQSxF7BuGzajDZjYiSGr7FmPuATw6jAFAFt8J3fbvULa52WHUsVnMCDIlIs9ARIrzVBtiKYjc8emuJharjRdWHqVEY6B5hDcbj5ay+P62rDxYRInGwN2donno23Tig1WcLNNhtdp4c2RzZBIRoz7exeL7217WfTMKtbSK8rHPd33rme+el4lLena+q9aZ8POQojpryInyU3K4QEP72IvHArse+U8bdraeqEAlE/PsqDjST2tYf6zcZbm0SC+m9Ijm9bUn2ZVbReemrnfgN2dVsGRfUZ3jj/RqQmxAbUOrqjE7UpADeMolVNWYCfSsu9Del19FWbWJtAh7utvnB8fhq5RSpDHw8NJjLLg95aKpod1cPls2rUfl6cnzr77JgX17WbtmlctybW5sx8NPPMWrz89i5/Y/6NLNdYDETRvWsnjRV3WOP/7ULGLjagPXqisr8fKuNdh5enlRpa4kMKhWNph36iR6nc7JpcrPz5/KygqKi4pQqVSk799Lxy5diU9IYsm3X2MyGTmZnU1JcRGaKjUBgf/dYIVXg60nKlDJxcwelGrvT46WuizXOsqbqT1jeG1tNrty1XRu6npg+f14OUv2FdY5/mjvWGIDao0tar0Zr/OC7HrJxfX3J3lVlFYbSYv0oqzaRHapjpn944jxVzJlSQZtonyICVBSojEya+Vx8ir0PNnPnWXrr+aPXD0eUhHvDQzkYJGBDTnVLsulhcmZ3MGPN7eWsft0DZ2iXSt6tpzU8cMRTZ3jD3f0J8avNkBilcHqSLsO4CkXoTFYCfAQuyzjKROhMdrjmPkoRGSVGWniK2VPQQ0do5RIRALtI5XcubQQq83GuFY+jrTmbv46Mnf9jtzDk5EPv0xu5n4O/fGby3IxqTcw4H+P8cvcFzlxYDtJN3ZzWS5jxwa2r/yuzvFB980g+Lw06TqtGoVn7VikUHmh16rx8qsdO8oKcjHW6AiNcVYd3vrYa6i8/VCXnuHL5x7k/te/QunpjX9YNB9MHoGxRs/NEy9/x9+NazYfOoVKLuXFh4ZwIPsMa/edcFmuTXwYjwzvyMvfb2HH0Xy6prp269+YnsP3mw/XOX5hgGR1tQEvD7njs5dSRlW1gUCf2rEqt0SNzmAiITygUc9SXFnNzC/Xk1ui5ukxrtuymyvDcPwPBLkKv6HPYMw/SE3GBpflZE3S8LrpIapWv4kxZw/yhI6ur3d0C7rdS+sc9+o3DUlgjOOzTV+FoPByfBbknlhrNIg9a9uGVV+F6GwZkcITW02V42+a397HcGwrstgbERS1rss2qwXt2g9QdXLHaL2abMkqw0Mm5sPbW5Ger2ZdRonLcm2ifZjWO47X1hxn18kKOse7fvd/P1bKkj11Y1Q9elMcsYG1v69ab8JLfv76+SLz3dxKyqqNpEXZNxAq9SZKNAY8ZGLST1fRsZ659/XOf9qwk19poFmovcGkhHlS33Q0KcQ+MIV4y6jSm+u9Xrd4P7rFN9xQvBUStAaL43O10ewyC1dWiY75W/N5dWgCgmCvne/ZKOYhXnLiA5XkV9aQGFx/PAY3l09e7imSU5sDkNqipeM3uJBmKXa3l5CwMNSVapdlAHr0uokevRoOwurt44NGUzuAVWu0eF+QeWvBvA+578HJTscEQWDGM8/x/NPTUSiVxMUnEhgUTGxcPH0HDGLKhPFEREYTGxePr5979+uvJq9CT3KIfdfI3p+4bi/n4t+EeF28P+me4E/3hIZ/pwv7E63RUk9/Us28rbm8NiwJQRDwUkgIVMlICLLXp3WUNydKdcQEKAnykjF3TCqF6homLzlSr/HJzeWRX2WmWZB9IpIcJKt/7Amwlwn2lFB13m98IV1jPOga07CyyksuQmuszZegNVrxkotclLHW/v2skeexzv58tNOeQTLMS0Kgh5g8tYnNZ9VGNpuNqauK6dJESZDqPz21+MspL8wlIs6uuoxIaF7vWBQeZ3fp9gkKRa+pfyxKbt+L5PYNu90oPX2oqa41GNbotHVUNpsWz6fnmAl1zlV52/sMn8BQQpokUF6YR3VVBZryYqbM+YkanZbPnr6X+Nad6iiA3Fw+uSVqR4ap1CbB1Ne5JEfaXTpD/FSoqw2uCwE9W8bSs2Vsg/f18ZCj1Rsdn7V6I94quVOZT9bs4YEBNzZ4rXME+6r4ZMrNFJRrmDhnRb3GJzeXj6X8tCMWjTQ8hfoajORs/BuxdwhWff19izypK/KkhsMVCApvbDW1weZthmqHEeccIqUXVoMWMWA1VCMoao3MXn2n4NlnEuplszCe2Ik8vgMAmjVvI2vaHlnsDQ3Wwc3lk1+hJznM/nulhHtTz5BEUoi9TIi3HHXNRea7iYF0T2zYzdxbIUFjqL1OvfPd4mrmbj7J6yNSHePl9H4JPL/yKEqpmLhAFYGe8jrn/Rv4T8++Inzl7M6tYnDzIDLPVFNferDzF2gXSyHWWMVOSqiKT/7Ix2yxUlZtQikVO8nIAPIra3j1txxeHBLvMObYbDZ0RisquRid0UJ2mZ5Q739nw/wnEBnVhF07tnHz8JFkHD5IfQnknCbZF0ky11jFTmqLlnz84XuYTSZKS0tQenjUcZsqOJ3Hm6+8AEBZSQlvv/YSj0yfSesb2jLnk8+prq5mxiMP0byl3ff0ltG3c8vo2zmRdYyvPl2AWOxWef3VRPoq2J2rZnCLYDLPaLHV01ucP/7VVwYar9hJCfPkk215mC1WSuvrTypqeOW3bF4akujoT+QSuytokcZAiJeco0Vausf7O8laVTIJHlJ3W/mrifCWsKeghkGJcLTUWH8rOL9rucj1GqvYSQmSs3CPGrPVRpnOglIicnLDAkgLlbMjX09CgIwd+XpahdnHmFg/GW/0C8ZksfHM+hLaRyqpMlrxkApnryEgFQvozf/YRJvXLf6hUWSn76BNn2EUZB2pdyw6f3Z9sYSnjVXsRCY0Z8O3H2Exm9BUlCJTKOsYYSqKTrPyk9cA0FaUsmrh6wz43+MY9NUoPDwx6Kspzs3CJyiManU5Ck9vRGIxcqUHFrMJq7V+g6WbSycq0Iedx04ztAMcySupv+NopLCusYqd1CbBzF212z4OVenwkEvruGGdLtPw+tI/ACit0vHmsm08NsJ1nKjz3bhUcikeimuTmvnfjtgvHNPJvdBqEOaCTK60wTRWsSMNT6Z680JsFjNWbRmCTOnkhgUgjW6F8cR2pCHxGE9sRxZtn8+ec9kSRGIEqQJBag9doVk/F5EqAI8b3bGYrjYRvkp2n6pgSMtQMgs19S59Grk8arRiJyXci4+3nDo73zXi4XK+q+fl1cd4eVgyvh61/UZalA8fjGlJtcHMUz9lkBrubEj8t/CfNux0jfNj47EKHlqcSXKoB1LxlQV8bKxix0shYXirYCYvyQQEpvaIBuB4sY5duWpuvzGM9zflojVYeOnXHABuuyGUdk28mfJDJnKJCLPVxj0dwl1aKt38NXTr2ZsNa9cwcfw4klNbXHFMmkYrdrx9GDHqNiaOv9Me9f2JpwA4lpnBzu3bGHv3eD75snZSPnJIPx6ZPhOAOe+8QcbhQ4jFYiZOfgTp2Un41AnjsVgsePv48thTz1zRc7hxTdd4fzYeL+eh7w/TLNTzivuTS1HsDG8VwkOLjyAIMLVHDADHi6vZdUrN7W3DeX/TSbQ1Zl5ckwXA7TeG06mpH1N7xvDCqizMVhtton1IClGRWaTlg02nEAkCFpuNKT1jrug53NSlS7SSTTk6pq4qIilQhuwK49JcimJnWLInU1cVIQAPdbCPV8fLjOwpqGFMC2/6J6h4bUs5k1cWEeQhZnpXu3R68aEqtuXqARjTwhtfpRhfpZhmQXImLj8DNkgLUxDt416A/dU0a9eDw3+u47Nn7iM8PuWKFS6NV+x407bfrXw2634EBPr/zx5DpzDnKNkHdtB52J3c+8rnjvLvTRrKwPFPYDGb+OLZB5DI5FgtZnqMfgAPLx+atmzPwa2/snDm/7CYTLQbOBqZvOGA4W4aT/cWTVh/IJsH5iwnJSoIqeTKDPONVex4e8gZ2SWFB+YsR0DgkeF2V51jp8vYcTSfcb1a8em02kyiI1763mHUWbzlMGv3nSCnqJJJH63kyVFd0egNvPPTdsQiAbPFysPDXLv+uLky5IldMGT+TsXXU5GENUMQX1nf0ljFjkjphbLNUCoWTbNnxbrJrkA3FWVhzNmNqsMYlC36U7XydSq+moLIKwjvwdMBqPrlRaz6KrCYkUa1RNYkDVPhUfS7lyKNbE7FommIPHzxGT77ip7FTf10Swhg49ESJn1zgOQwryuf7zZasSNlROswJn2bjiAITO1l34g4VqRl18lK7mgfyXvrs9EazLy46hgAt7eLpFOcPx9uyiGjUINYJDChW8wV1/mfimC72LbONaZ43tX3kTRbrEjEItJPa/h6VyGvD0ts+KT/GMETvr7WVaiXcr31ql7fbDIhkUo5sG8vX376MW99MO+q3u/fgL9SRMn8u651Na4JTv3JztO8Pvzyo/+7ufYEPWDPHlf4WsMG2UvFbLUhEQkcLDKwKF3Nqzf9O1Nv/lWETV97ravQIN8e0jZc6DKxmE2IJVJyM/ezZdln3PHUe1ftXv8Wbmvu2XChBlCvevMvqMnfy7lx6ED2GT5fv5937nNnHrva+Ax8jK6f11UcXA/YLGYEsQRj/kF0277Bd9Qr17pK/2q23B1O6cJ7r3U1rhjHfDdfzVfb83ljZGrDJ7n5ywkcv8Dp839e7jF7VTaVejMmi5XH+8Rc6+q4+YfxzIxHqayswGQ0Mv3p5651ddz8w3l2ZRZqvQmjxcbjNzW8y+nmv8vzG0tRG+xZqR7t5I555ebi/PD2U+g0lZhNRoZMmHmtq+PmH8zML9dTWV2DyWxlxq1drnV13PzDqfr5eaw6NTaLCa/+j1zr6ri5Tpi1PBO1zj7ffaJffMMnuPlb+M8bdl4c4m6Mburnlbfev9ZVcHMd8dLNbsWfm8bxfG93Vjo3jWf0E29c6yq4uU547Z6/XmHo5t+Lz4jnr3UV3FyHvDws5VpXwY0L/vOGnUvl0z9PE+Erp19yw76AV8K+vCpmr8om2t8eFOyhblGObDoAL63JpkRr4t2R9mj20344isVmQ2+0MOaGUPo0C2BPbhWf77BLQ6sNFgQBFt7hlsr9XSyYO4fI6Gj6D7r5qt5n766dzHryUaKb2BUiUx6dTrOUVDZtWMu8D96l8HQ+v+884Ci/8ucf+eH7RUgkElqktWHKI09wNPMIb73yImKxCLFYwpPPvkBEZNRVrbcbZxZuyyPSV0G/lKu/4F99pIQ1h0uw2mBIi2D6JgeycFseG46V4Xc22Nx7I1MQiwQeXpqByWJ3eTxSqOWT21sQF+TBwm157DqlRiIWmNYzhvggd3a+v4vP9lYS4S2lb/zV/c73F9awYE8lYpE9hcBT3QII9pSw5aSOT/ZUUqg1s/auaEf5Y6VG3t9ejg0YnOTJgARPR313F9QgEQlM6eBHnL87C9Lfycbv5+MfGkWr7gOv6n3Kz+Sx5K0ZlBacYuzTH9AkuTUApQWnWD7vJQDCYpvR7+6HMRsNfPvqI5iMNVgtFnqMup+ENp0pLTjFT3NmI5ZIsZrNDLp/BqExboP5teDjNXuICvRmwI0JDRe+Aqp0BmZ+sR6jxYLFYmP6rZ1JCA/g4zV7WLcvG38vexymDx8ciFgkYvLcVY4x6XBuMZ9NG0Z8uFv1eC3QbvkciV8EiuZX15ioP/gr+j0/IUhkiDwD8B48A0EiQ7fnJ/S7loLNSsDERQBYqkqo+uVFe7RemxXPmyYjDUvCZrOhXfsB5qIsBLkK7yFPIlJ6N3BnN1ebhVtPEemnpF/q1XVHrzFZeGHlUdR6M14KCU8NSMRLIeH3Y6XM33ySQnUNGx+9/hWObsPOP5iOTX2Y4cKdI6tE55TeGOCN4QlIxSKqDRbu+foQfZoFcEO0NzdE2zutRbsKLxqR3M31Taeu3Xnq2RedjrVucyNffLeMO0Y6G5YWzJvDoqW/4OGh4sHxd3Iy+wSBgUG889EnqFQqtm35nQVzP+DZl17/Ox/Bzd9EdqmO3afUvDsyuU7a5DvbRdQxLL1ziz2FcqnWyMNLM4gL8uB4cTVHzmiZd1tzijQGXlx9gg9GuXdv/m2kBsuZMzgUgFXHtCw9omFiOz9ahsr5ZGgY9/zonLXt/e3lzOweSKCHmAdXnKFLtAdntGYySox8ODiUYq2ZlzeX8e7AkGvxOG6uMp5+gYyb9RG/fv620/G1X75Hn7GTiUpswYr5L5OdvoOY1BsYMvFp/ILDqa6q4NOZ40lo0xm/kAjGv/QpgiCQfXAnm39YwKjH3GPRv5k1e7JoGRvCff1vYE9WAZ+t3c/Ld/UG4J6b0uoYlj6YaDdQlqp1PDRvlduo8x9AFtkCRWofBJEY7YZ51Bxei7LVIBTNuqFMG0z5x7VxHQWZEp/hsxGp/DCXnkSz+m38xr2PMXsXNlMNfuPeR3/wV3Tbv8Oz5/3X8Knc/J38fOAMzUK9GNchinUZJXyzM58HusWQFuXDZ3e3Ydyne651Ff8S/lWGnZxSPa+ty0EmFiGTiHhzeCJrM8tYfrAEo8VKTICS6X1iEASBWxYcoH0THzKLqumZ6EeFzsyhQi3NQlQ80qsJ+/Kq+Gx7AZ5yMYVVBu5sF07PROfBY+Oxcn7YV4QNaNvEm3s6RLAvr4q5W/JRSEWEest5qt/lx9nYdVLNpO8ziA/24MGuUcjPpnT7YkcBY9uF8ckfpx1lz0X31pssxATUzTKx7mgZr958dXddrieys47zyvPPIJPJkcnlvPPhx/y6agW/LFuC0WggNi6eJ2e9gCAIDOvfiw6dunDk8CF69+1PeVkph9IP0CwllcefmsXeXTtZOP9DPL28KDx9mrvufYDefZ2DFa7/bQ1Lvv0am81Gu46dGP/AJPbu2smcd99EqVQSFh7B08+/fNnPs2PbH0y4ZywJSc2YNO0xFAoFPr6uM7Q1iW2KrroaqVSKyWTC08uLgMDaxbxUJkMs/ld1DVdMdqmO19Zmn+1bBN4akcxvGaUsP1iM0WIlNkDJ9JuaIggCIz7ZS/sYXzLPaOmVFEB5tYlDhRqahXjyaO9Y9uap+ezP07V9S/sIeiUGON1vw7Eyfth3BpsN2jXx4Z6OkezNUzN3cy4KqZgwHzlP9Yu7rGfZdLwchVTEw0szUUpFPNwrhmAve0rrb3YX8lN6Mb0S/bm1TZjTeeuOltE7yV7P3IoakkLsaowQLzmFVTVOadL/y+RUGHljazkysT0N+Ov9gll3opoVR7UYLTZi/KQ83tkfQRAY9f1p2kUoyCw10jPWg3K9lSPFBpICZUzr5M++whq+2KfGUyaiUGtmXCsfesQ6Z7/alKNj6RF7utG2EQruau3DvsIa5u+qRCERCPWSMKNrQD21vTjS81KhV5usDqWNj6Juph2jxYbebCPMy953tAyRk1FioNpoJTHQfl6wp4RCrRmjxVYnzfp/leLcE/wy9wUkUhkSmZyxT39A+pbV7F37I2aTkaCoptw88RkEQeDtBwYSn9aJghNHSO3UB21lOfnH0gmPS2HQfTPIObSb3xd/jELlRUVxAd1u+R+pnZx30g9vW8uOVd9hs9mIa9WBHqPuJ+fQbtZ+9T4yuQLf4HCGPTT7sp5FJle6zHJVVphLeJzdQByR0JycQ7uJa9UBv+BwAKQyhcPIfP7YY9BVE9LEPW9xxYnCcl76fgtyqRiZRMx7DwxgzZ4sft6eicFkoWmoHzNHd0UQBIY89w0dm0VxJK+EPmlNKdfoOXiyiOSoIJ4Y2Zk9WQUs+HUvnkoZBWUa7rmpNX3Smjrdb93+bL7ffAiA9kmR3NuvDXuyCvhg+U6UMglh/l7Muq37ZT1LTIgv2zLyALt6x89T4fjbVxvSWbYtgz5pTRndrbnTeb/uy+Km1s71dFOLuSSHqlVv2lODS2T4jn6NmsPr/s/eeQZGUXUN+Nm+m930RhoJhBBK6L1JR5oiFppIFQSkg+1DRV97V5SqSK9SpPciTUA6hFBCDel9N8n2ne/HhA1r6KII7vOHzTBz75nZu2fOPffcczAeW4dgsyAPjMKzw3gkEglZk7ujLF8PW+pZVJVa4CjMxZocjyIkFs8nR2O5cozCPXOQqHU48lLxaNwbdeUWLv2ZEnZiPLQCEFCWq4u2aV8sV45RsGM6EoUamXcZZ2Wre0XmG3rDH0qQiO8gqba0U0+qviFpukwBUvFca9JxVBXE6mqqCo3JO7L6vmT5L3Exq5BPN55HKZOikkv56oU4Np/OYPXxtGLb14M328eItu/UgzQo50tCmoFWlQLJKbQQn2KgUhkd49pW4MjVPH7eexVPtZyUfBN9G0bQqpLrQuL2M5n8ciQFBKgX5cOAJpEcuZrHlJ2Xim1fNRM63l8EZ1KOkebFtnaVEE9+OSzOob01j1clz8dq9nbgSj4dqwTwdPUgHMXhKU2jfWhbSfwiJ65L5HhyATXDPckrsjKoSRhapYwuM47x7XOxjGxRlgHz49GbbADkGW18/VwsZquDlxfG0zymZKJsMNlYfDiNyd0qIZdJ+b/V57mQVcRvibm83CSM+pHeThluZOa+ZI4lG1yOKaQSvn4u1uVYbLCWhf2ro5JLmbH3GosOpdGvYShHk/RE+Krx83AdiHaHwKhlZ7mcbWRw03CX/0vMLEKrlBPspbrPJ/v4ceD3vXR6+lmeeb4bDocY0vtEy1Y82bEzAG+/PoZjRw5Rq049cnNzGDx8FDqdJ51aNeWHH2cx5vX/o0/3Z8nPzwMgLzeH76bNxGwy0b/X87Rs087Zl16fz6J5s5j283zkCgVvjBlO4vlz7Ny+hVdeHUWDxk2cMtzIj1O+5+jhP1yOKRQKvps20+VYbJWqLF29EZVKxbTvv2Xh3J8ZMHjYLe+9faen6NvjOZRKJa3btScgsCT80WgsYsbk70pF//zXOXgln45VA+lSPdj5u25WwZd2xVsy3117juPJBmqGe5FXZGVwkwi0ShlPTz/Md89XYVTLKPrPO4HeeF23WPnm+cqYrXYGLjhFixvKmutNNhYfSmVK9yrIZVLeWnWWC5lF7Dqfy6AmEdSP8rmFbkni6DW9yzGFTOqMuLlOVoEFvcnGN89VYt+lPCbvusr7nWJ4vlYZBjQKx2ITeH3VGSoGaakRXhKmvDkhiw+fEidZ5QM0LDuahtXu4HKOkUyDBYPZhr/cvcXmj2QTHWJ0PFVJ5/yempTV0CZa3Db1/o4sTqSbqVFGTZ7JwcA6PmiVUrouusY37YMZ0dCXl39NRV8clZlncvBl+yDMNoFXVqfxRFTJxNlgdrDklJ7vOwUjl0p4e2smF3Ms7L5SxMA63tQL09x0rMw6ksexNLPLMYVUwpftS4dC/55kZNaRfIqsDj5td+ttgnqzHZ2yxLGnU0oxmEVn0PLTBVjtAlfyrGQW2jGYHfh7/LUyzI8Licd+p2bLp6nb7lnne6BSvRZUb9YBgF++epMrp48SVbU2Rfo8WvUahtpDxxcD2tL3/Wl0GDCeaeN7UWTIB6BQn8dLE6dgNZuY8fpLVG7Y2tmXsUDPvtXzGfDhT8jkChZ/No70K+dJOLCdVj2HUqFmo5u+i3Ysnsbl00dcjsnkcvq8O+Wu7jG4bAUSj+6jYp1mnD+yF42nt8v/b5z1FU2eKVlxT7mQwPqfPiM/K43ur7lzC92M/Wev8VT9inRtXBmHQ/yNN4+LpH0dMW/k/83ZxtGLadSODiGv0MSQjnXRaZS0f2c+U4Z1YmzXRvT+cgX5hSYAcgtMfD+kIyarjb5fr6TVDSXO9UVmFu48yYwRTyGXSXnt580kpuSw48RlhnSoS8NK4QePZLkAACAASURBVE4ZbmTGhsMcueAa1aeQSZ0RN9epHBHAjA2H6fHZMgqMFmaMfAqAbs2qMujJ2pitdsb9tImKYf7Uii5ZcNh0+AKf9GuNm5tjufQHmurt0dR6CkEQf9eqmCaoq7YBIP/X97EmnUBZtgaOojx0TwxEotKSNelZfHp9jWfb4eT8PEgsLQ44ivLw6/klgtVE7qwhqCo94ezLYTRQdHApvr0nIZHJyVv+DraMi5jP7kL7xABU5es5ZbiRgl2zsCYddz0oVeDb8+a/e1v2VSwXD+L70p3zXwoOOwVbvkfbuHexjPlI1J4ASNQ6BJPhdpe7AQ5eyqVTXDBdaobcYPv6066KaCu8syqB49f01IzwJtdoZXCzSLQqOU9N3s+k7tUZ3TqafrOPoDdaAdH2/bZ7NdH2nXuMFrElaU30JiuL/khmaq/qou278jQXMgv57Vw2g5pF0aCc703tmZ/2XOFYUr7LMblMwrfdqrkciw704MClXOpF+fL7xRznXP9x47Fy7HSqGsDcgyn8b8MFogM8eLFeCMevGVh0OA27A9INZpqUtwAQoFM6c0l4q+VUDPIoPq7AUPxlxwR6IJdKkKtk+HooyCsqGQTX8kyk6S2MWXEOgAKzjTS9hZ51y7DwjzQ2ns6idoQXneNcDeGBjcPu6l48lCVGb9tK/szYcw2A+X+k8l7H6FJbsWRSCT90q0S+0caghadpVdEXnUr8ejcnZNOu8v2t2D6udOrSldk/TWfiW69RoWJFXuo/iGOHD7Fgzs/YHXbSUlJo1rwVAIGBQfj5ic/P29eXipXELSeBQUEY9OILr2KlysjlcuQ6Hb5+/uTl5jj7unb1KmmpKYwcMhCAAoOBtNRkXuw7gHmzfmL9ml+pU78BT3d93kXGQcNG3NW9aLUleTae7NiZqd9/c8tzCwsL+WnaZJb8uh6Nhwevj36V+JMnqFqtOjarlbdfH0vvfi9TLtqdVPxGOlYNZO6BZN5ff57oAA961w/j2DU9iw6l4nAIpBnMNDXcXrcE6pQYzKIOqRikLdYt8mLdYnX2lZxnIt1gZvTyBAAKzHbSDGZ61gthwcEUNpzOpE6EN52ruU7CBza+u5xIXmo5lcvokEgkNIj0Zuruq6KsxasWKoWE5hX8OJNe6HTsXM42opJLCfUWV1LL+XvQtpI/Y5YlEOqjJsrfA5/HbNXjfukQo2Pe8Xw+3JlFeT8lvap7cSLNzOJTehwCpBXYaFxWdM4EeMjw1Yi63lslI8ZffIYBWhkGs2gEx/grxLGilOCjlpFnKjGOk/VW0gtsjNuYAUCBxUFagZ0ecV4sPKln0/lCaoWq6VTRtexz/9o+d30/jSI0NIrQsONiIT8dyue9VjfPL+eplFFgKZGtwCLgqZIS5augTbQH4zdlEOopp5yPAh+1O7LrOrVaPc2u5TNZ/u0EgiNjaNq1H1dOH2HvqrkIDgd5manE1hMnUJ6+Aei8RSewh5cPIeUqicf9AjEViu+ikHKxyGRyZB46tN6+FOlznX3lpCWRn5nK3P+9CoCp0EBeZipNuvRhz8o5HN+5lnJx9ajd5hkXGVv2GPKX7rFdvzFs+Olz9q9dhF9IBJ6+JWPot19+ROWhpVarki3DodGVefmT2Vw7f4r1P33O4M/m/qX+H0eeqh/LrC1HeWfediqE+tG3dU2OXkxj3vbjOASBtJwCnoiLBCDAy8OZp8ZHpyY2XLRnAr09MBjF91ZsmD9ymRSdTImfTkNuodHZ17UsPak5BoZPXQ+AwWgmNdfASy2rM3f7cdb9cY66MaF0aVjJRcbBHerc1b3M236CljWieLFFdU5cTueLZXv5ZnB7fLTi+0atlNOyejkSkrKcjp1L6bmoFDLC/N05Um6FuloHCvfNJ3/Vh8iDotE26okl6QRFB5aAw45dn46qQmMApLoApFpx8Vqq8UYeHOM87ih2gMiDY5BIZUhUWqRaH4SiPGdf9txkHPnp5C0eD4BgKsCen45Hwx4U/b4I08lNKKNqoanRyUVG3RP97/p+7PpM9Gs+weuZd5DcxSKSYePXKMs3QFlOHIdStReCuUCUz1zodPK4uTUdqwUz9/ck3ltzhgpBWno3iODYtXwWHrwm2r56M0314iJRgE6Jr7Y4qlejoGJxXthAncrpRKkYpLu17ZtrIl1vYvRSMTLQYLaRlm+iV/1w5h9IYsOpdOpE+vBU9TIuMr7cNPKu7qVz9TJM2n6R4YtOEBfmRYDu8VyIfKwcOwqZhFefEBM5jl52loblvJm25xpfdq1IgE7JxHWJCIjevj8Hgd+Ya+K6PzAxswibQ8Bic5BbZMXHo+RxhXqrCfdR8c1zscilEhyCgCCA1e5gTKtIBEGg1+yTtIzxQ6sqcdLcbcROgdnmdMwcKY7SKbLYySmy8t76C5htApezjcw9kEKvumWQSCTIpBLUCnGriLJ4a5ZDENiVmMuPvdz5L25EqVAycuzrAIx4pT+NmjZnyqSv+WbyDAICg3j79THOscKf8pC4jJVi7/G5s2ew2WyYzWZysrPw8S2JwAgLDyc8IpJJ039GLpfjcDgQBAGrxcL4t95BEAS6Pd2e1m3bo9WVTMDuNmKnwGBA5ym+oA79cYCykVG3vG+pVIJCoUDj4YFMJsPLywuDQY/D4eC9Ca/TvGVrmrdqc5dP8b+DUiZheHPx5TFq2WkalfNl2u4kvnq2EgE6Je+uPeccC7fVLcVD6nxG4Z90S4lTJNRbRZiPmm+fr1JKt4xtXQ5BEOg56zgtK/qhVZXopLuN2KkV4cWuxByeqhbEmfRCwoqdNQaTmFBOEASOXtPT8YZcO5sSMks5h5+tWYZna5bhYlYR8w+mIJO6t9YAKGQwrL5oII/dkE7DcDUzDuXx+ZNB+HvIeH9H1i3znd30PZRjFceKXSDXZHdxioR4ygnzUvBV+yDXseIQGN3ID0EQ6L08lRZRHmhviKa524gds01AJRdl0qmkzs83QyWXoJFLSC+w4e8h42S6mX61xMiMZyp78kxlTy7mWlh4Qu8eKzcgUyh4su8YAOa8N5SY2k3YOv97er/zPZ6+gfzy1Zsl4+W27yLx37TLZ7HbbdgsZgrzcvDwKok09g0Owy8kgj4TpyCTie8iBAGbzUKnQW8gCALfD+9KlcZtUHuUvIv+asSOt38wPd74CkEQWDnpXSo3FBdNDqxfQnZqEl1HvO8812oxo1CK0cVqrScKlfqmbf7XUcpljOrSEIBXp6yjSeWy/LD2IJMGdyDA24P/m7Ot5J10NzZMSjY2uwOz1UaOwYivtiQyMNTfk/AAL34Y2hG5TIrDISAgYLU5eO25JgiCwPMfL6V1zfLo1CWTpbuN2BEEwenE8dNpyC8SdZPBaMZTo0IQBA4nptC5fskWjA2HEnmyjnsB6nZI5Ao8Ww8FIHfROFTRDSjcOQPv7p8j0/mT/2vJ7+52dsv1l5EtIxHBYUewmnEU5iLxKFkgkPmEIPMNw6fnV0ikMjE6RxDAbsXzyVEIgkDO9JdQVWqBVFWyGHm3ETuOonzyV7yLZ/uxyH3vvEBu2DYVqdYfj7pdnccUZWtgPrcbVcWmWC7sR1m2xh3b+a+jlEkZ3lLc7jhqyUkalfdj2m+X+eqFOAJ0St5ZleA897ZjqJjzGQXYHAJmq52cQour7eujJsxXw7fdq5Wyfce1rYAgCPT48RCtYgNcbN+7jdhRyKSMayvqjFXHUgny/HuLID0sHivHztazOWyIz0IiAT8PBWV91bSvEsDYFeco63vvxoG/TsG7axNJ1Zt5uXEY0hsGqbdGzgu1gxm97AxSiQS5VMKE9uVZeyqTP67k4xCgblkvF6cO3H3EzpYzOaw7lYlaIcVbI+fNtuXwUMqY1VvcY5yab+azLZfp0yCUzAIL76+/gFQiwWp30K9hqDPXxdEkAxUCPfBUP1Zf9V9m88Z1rF/9qzhW/AOJjIqiQ+cujBoykMhy975nOzAwiAmvjSY1OZlXho9CKi2ZRHn7+NL9xT6MGNwPqVSGXC7n3Q8/ZfXKZRz8fS8Oh0D9ho1dnDpw9xE7m9avYe2qFc68OhPeE6uPHDtyiJnTJ5OVmcGIV/rzXLeetGjdjmdf6MGgPj2Ry+VElI2kXoNG7Ny2hX27d5GTnc3GdWuIjqnIuDffvufn8Liy9Uw2609nIgH8tArK+om6ZczyBCL9SueUuBMBOiXvrDlHqt7MoCbhf9ItCrrVKsOoX06LukUm4e320aw5mVGiWyK9XV5scPcRO/UjvTlwOY/hS+MRBHi9rTjeJ+28zNVcE4IgOn8alRcnhIIgsONcDtN7ulbUG7M8AbtDwEstZ1zr+88l9rix7WIRG88XimNFIyPCW6xeNW5jBmV97l0PB3jIeG97FqkFNgbW9nYdK2oZz1f1ZOyGDKQSkEslvPWEP+vOFXAo2SSOlVC1i1MH7j5iZ8uFQrZcEO9FIZMwronosD6RZmL20Xyyi+yM3ZDOM5U9eSLKg+ENfflgZxYC8ExlHZ4qsd/xGzOwCwJeKimjG7kTnd7Iqd2bOLZzDSBB5+OPf2gUNVp0Yu77rxIQFnXP7Xn6BvLLl2+Qm5FCq17DXN5FHp4+NOzUizkThyCVSpHK5XQd8T+ObPuVC8f2IwgOytdo4OLUgbuP2DEVFbDk89fIvHaRzKSLxNRuQsseQ5w5g5BIqNG8E8FlK1CQn8PGWV8SXrEasye+AkDfiVO5dPIge1bOccrdvv+4e34G/wU2HUlk7cFzSCQS/D01RAZ506luDMOnrScq6O4j8q4T4OXBW3O2kpJtYEjHukhvcL76aNX0bF6NYVPWIZNKkEulTHyxBav2n+HA2WQxd2BsmItTB+4+Yqdbs6pMXLCTNQfOYbbaGP5UfQC+Xvk7VzLECVvt6BCaVBEXbgVBYNvxi8wc1eWe7/O/hOn0NkwnNoFEglTri8w/AnXck+QtGo/cv+ydG/gTMp0/+Svfw5GXivaJAUgkJbpF6uGNpt5z5C0cCxIpSOV4PfUWpuPrsFw6BIIDZVQdF6cO3H3ETuHu2TgKsijYNhkAdVxbNDU6iXl9jq3BXpBN7qJx6Jr1B5kC46HlKMLjyF0wGqmHD95d30NZvh6WxN/JnTcSicoDr85v3fMz+K+xJSGT9afSkQD+WiVl/TS0rxrE6KUn79/2XZVASr6JQc2iStu+dcIYufiE0/Z9p2Msa06kcfByrphHMMq3lO17txE7l7IK+WrLBaQSiA7U8mqxw+pYUj6z9l0lq8DCqCUn6VorhBYVH12nj0QQbrV2+PDJmNb7ofV9NEnPpjPZN61K9V8jaMj8hy3CLckxlt6z+09z5I+DbFy/2p2Xphg/jZTM6X3vfOJ/lCNJ+WxOyOLNdveX/NjNP0fgK3MASP3s7y3leiuOpprYcqGQ15u6t9KGvLHlYYtwRxadKnio/V86dYgTu9bTZdi7D1WOfws943R3PukO5K//8gFI8u/mcGIKGw4l8naPJ+58spub4t1xPM1mpzxsMf42LFeOYYrfglfH1x62KI88u/uFkjXz5Yctxj/Okat5bIrP4K0O95f82M3NCRj4k8vf7o3ubty4cePGjRs3bty4cePGjRs3jyju/Tm3oFaEF7Ui3EnZ3NyZ2vXqU7te/YcthptHhNoR3tSO8L7ziW7+89QKUVMrxJ1jxM3dUS6uLuXi6j5sMdw8YtSpEEqdCqF3PtHNfxZlZE2UkTUfthhuHmFql/Whdtl73ybq5t5wR+y4cePGjRs3bty4cePGjRs3btw8ojyWETv/ZH6c1HwzAxbE0ybWj3Gto5zHZ+5LZsuZbBYPqA5AntHKN9uvkGe0IZOIVbAKzXbGrzyLXCbFbHUwuGk4dct6YbLa+XDjJfJNNjxVMt5qV+6WyY/1JhsT1iQ6/z6ZUsCaV2qiU8n4fOtlknJNKOVS3mgbRbCnipQ8Ex9vvoREIkECvN2+PEGeSr7Yepnt53KY81IcQZ6PZwm4G/kn8+KkJifTt8eztG3fkdcmTGT+rJ/YsW0LMpmM2MpVGPvGBGf2eJvVSs9nO9Px6WfoP0isZrB/3x7mz56J4HDQtHlLer7Uj5zsLP73zltYLRaCy4Tw5rv/Q6m8+fd29sxpvvrkQ2QyKTKZnLcmfkBYeASL5s1m987tAKSlptCidVtGjnuD5UsWsmTBXByCwLI1m5ztjHilP3abHaOxiJ4v9addh06cPH6ULz76H5WqVn1scwz9kzlxUvNN9J9/kjaVAhjfuhzr4zOY9XsywV7idzuxQwyBnko+2phIYmYRWpUMH42CD58S9yy/8NNR57n1In3o2yCMq7lGPt54AblMgt0hMLZ1OWICtbeU4ce9SWw8nUm4r5rvni+pprc+PoPVJzKQSGB0y3LEBmvZcDqTFUfTUMqlBOiUTHgyGqVcislq59sdl0nNN2MXBD5+OhaVTMq4lQlkGiwsGVjrb3yK/x7+yRw5qQYbg1al0rq8ljGN/Vh0Qs+uy0XIpBDjr2RkQ18kEgl7rxYx/5geuUzC05V0tI0uGQtJ+Vb6rUjlmw5BVC+jJsdo55Nd2VjtAsE6OeOa+KGU3bqi1WubMjiXbeG5Kp70qVkSlbbpfAGbEgtxCNA5VkebaC16s52Pd2VTaBGo4KdwyjdhayaHU0xs7HN3ycAfF/7J/Di5GSlMH9+LuKZP0nmwmEB0z8rZXDh+AIfDTvMXXqZ8tfqcP7KXHYunIVcq8Q4owzMj3kcmE22RIkM+k4Y/Q4cBr1Gjecdb9nVw41L2r12EIDgYNXkVAPnZ6az49m0EwYHgEGg/YDxhFapwOf4w2xZMRiqTIZFI6Dryf3gHlCEr5QprpolFAULKVeLJfmOQSCQs+nQsF08eZMKCPX/zE/v38k/mx0nJMfDSlytoVzuaN55vCsCcbcc4eDYZu0Ng4JO1qBcTRkqOgQ8W/YbV5qBJlQj6t61FfqGJN2ZtdbZ1/FIamz54CS8P1U37+nrl75y6kgFA87hI+rYRo0W6fLCIEF+xCmj92DAGtBXfJbO2HGXv6SQUcinv9GxOqJ8ny/aeZt624wzpWJcOdWP+tufyKPFP5sqx56WRM2sQ6sqt8Gw/BtPp7RgPrwSJFInSA68ubyNVadGv/RRbxgWxjHpxouNbYTy5CePhX5HIlUh1/nh1fhOJXIk9Lw39+s/BZkFZoSHaxmKO1sJ9CzCf3Q0SCeoqLfGo380plzxItOk8GnRHVaERRUdWUbR/EbonBqKOezh59R4F/slcOan5JvrPPkqbyoGMb1eBxX9cY09iDgBpehPNYwIY0ao8H64/S2JGITqVHB8PBR92qXzLNq/lGnl39Rmu5hTx1Qtx1AgXbRW7Q2Dqb5c4n1GI3SEwrm005QK0vLEinsNX8tg6psnffr8PgsfSsfNPExukdXHq5BRaScozuZwzaedV+jUIo1xASRZxjVLK990qI5dKSMkzMXH9Ber2qsrqk5lUCtbSu34I285ms+hwGoObhN+0by+1nO9fqATA6bQCZu5LxlMtZ1diLjKJhB+6VSY+tYDpe67xbodoVp7IoFPVQDpUDWB9fBbLj6UztFkEr7WJ4mqu6aZ9uPnrxFapwmsTJgLQvFUbevcXE6dNeG0Mhw7up16DRgCsXL7UpSpXXm4uvyyazzeTp6NQlDhu5sycQaenn6Ft+07Mm/UjG9b8Spfnut2074CAQL6Z8iNarZZ9u3/jp6nfM/Gjz+n5Uj96vtQPgLGvDqZV2ycBaNmmHV2efYEez3Z2aefrH0QZCgsKeKnbM7Tr0IlqNWox+rW32Lh+9YN5UG6IDdYy/oYqU53iAunXsPTvf3SrKGqEuW4XlUrgh26u1atCvdVM7VEViUTC4av5zNmf7HQE3YyuNYLpWDWQz7dedB7Tm2wsO5rG9J5xZBZY+GDDBab2qEr1UE/aVQpAJpUwZdcVNidk0blaED//fo1WFf2pH+UadvtDt6p0n3n0np6Hm7unor+SMY3FqlPNIjX0rC6Oj/e2Z3Ek1UytEBXTDuYxvUsZlDIJI9el0yhCg664atbcY/nUKFMy0VpwXE/7GC2ty2tZeELP5sRCOsfeOiHta039OJxiIrPQ7jx2KdfC4RQTX7UPcil/uuiEgVbltLSroOWz3dkcTDbRIFzDR20C6fXL45uE9N9CSPnKTqfO+SN7MRUV0Pe9qS7nbF88le7jv8AnKISV30/k4vEDxNQWjds9K2YREVv9jv1UadiaOm268sOo553HVGoPXhj/GTpvPzKSLrJ2+kcM+HAm4RWrM/DjnwE4sm0VB9Ytpl3f0WyZ+x1teo8gomI11k7/mIsnDhBdoyE93/ya7151V0b6J6kUHuB06uxLSKLQZGXysE4u50xee5DB7etQKzqEV6eso2X1ckQF+zBtuGhTxF/JYPrGw7d06gA837QKY7s2wuEQeHnSalrXLE94gBcyqdTZznUup+dx6HwKP416miMXUpm89iAf9WnN802qkGMwPuAn4OZekJepiGf7MQCoYpuhrtIKgIJdP2M6tRmPOmI5cl3bkSgjqt2ynesow6uhrtoGiVRGwfZpmOK3oKnRiYKdM9A264cyorpY2j32CaS6AEwnNuA3WCyCkDOjH5qaTznl8u35lUvbHrW74CjMfWD37ubBEFtGx/h2YpnyHvXC6VFPtIfHLTtFy0ol1avGtIl2OmluR4BOybfd4pi046LL8dXHU4nw1TjLu1/ns2er0m3GH3/1Nv4xHpmtWD/8dpXdF8QfnNnmoP/8UwiCwNTdSYz85QwDFsSz+kRGqetG/HKGDIMFgDkHUlgfnwXAjnM5vLokgWFLEpi1P/mByjrnQAq964U4/7Y7BC5lG1l8JI3hS8+w8rgo5/Uy6QCFFgfRAR4AJOWaqBQsfq5cRsfRJP1d9bs5IZt2lf2dbcQGa4vb0HLsmgGAKH8NBWYbAAazDV8PxV+93X8Nk776jF07tgFgMpno060rgiAw+dsvefXlvvTt8Sy/Llta6rphA/uQkZ4GwKwfp7Ju1UoAtm3eyJD+vXml34vMnD75gckZERnl/KxUKpDJZAAUFRWyf88uWrZu5/z/vbt/w8vbm9dGvcroYYO4mHgegKQrl6lUJQ6AKnHVOfzHwVv25x8QiFYrjgWFUulccb1OTk42KSnJxFUXV8T8/AOQK0qPi+uOJaOxiHLRFe71tv9VfP/bFXYXe/3NVgf95p1AEASm7LrCiKWnGTD/BKtOpJe6bvjSeDIMZgBm77/G+njxt7z9XDbDlsQzdHE8s36/9kBl3Xg6i6GL4/lxbxKOG4oY/rDzCsOWxLPtbJbzmACMWHqascsTOJ9RCIglsK9PqAstdioEety2vwCdEumfgjIS0gqoHuaFQiYl1FtNkcWOxeYgzEeNrPhkhUzq/Hzoqt5ZUn3mvqS/+gj+VUw5kMueK0WA+C4a+GsqgiAw/Y9cRq9PZ9CqVNacKV0dadT6dDIKRd0791g+G86L5+y8VMSIdekMX5vOnKP5D0zOcO+S37BCBjIJ5JsceKtleCikyKUSIrwVJGSK4/l0hhk/jYxAbYl+uKa3Ehsg/u4rByo5mnp753+QtvRa0W+XjajkUsZvyuTtrZnOZ3A8zUSjCHGho3GEhuNp5r92w/9CNs3+mjMHdwJgNZuYOq4ngiCwZd4kZr87mGnje3Fo84pS1816dzD52aL++W3ZTxzdLjrO4/dt4ee3BzJzwgB2Lp3xwOSM37cFm8XCnPeGsOK7dzAVivZCUER5TEUGBEHAXFSAh5cvAHmZqRjysgiNrnK7ZgHQ+fgjk7u+T9RaT3TeogNSrlAglcqcn69jNhYSHClGWWSnXiU0WlyBDYuJ49KpQ3/xjv/dfLtqP7+dvAyAyWLjxS+WIwgC3685wNDJa3npyxWs3JdQ6rohP6wlPU/UKzM3H2HtwXMAbD12kUGTVjNo0mp+2nTkgcm59dhFzFYbw6asY+L8HRQYRVv7XHI2taJFG7hJlbIcuZDqct2Gw4l0qHN7G6JsoDhBk0olyKQSZ/l1QRAYOnktI6dv4FxyNgBHLqQ6S6HXjg7hfHLOA7vHRwHDtimYz4lRa4LVTM7MlxEEgYId08ldMIacnwdjPLqm1HW5C0Zj12cCULh3HsYTGwEwJewkd95IcueNoHDPnAcmp0RW8vsWrCbkASULWAXbppA7bySm09tv24bMNxRJsb5ApgSJ+NmWnogyQnQ0q6IbYr16DIlChVTnj2CzIFjNSBRKKLZ/bekXyJ03Ev2aj3EUPbj37qPK99svsvu8+HsyW+30nX1EtIl3XmL4ohP0n32EVcdSS103fNGJEpt431XWnRTfW9vPZDJ04XGGLjjOz3uvPHB5cwstpOaZiAstWdz8fvtFhi48ztaEzNteq1bI8NKUnuNsP5tFmt7M8EUn+GpLIlb7w6+6fD88MhE77asEMHt/Cs2ifdl9IZcm5cWw7X4NQ9EoZFhsDvrOO0XHqneuPW8w2Vh8OI3J3Sohl0n5v9XnuZBV5HSsAJxKKWD63tITtH4NQqlT9tZJlZNyTRRZXSdPuUVWLmYZmfBkeSL91IxadpZa4Z5E+WvILLAwcd0FknJNvNlOVHLlAzw4cCWfupHe7L+Uh95kv1V3TmwOgX0X852RPdEBGtbFZ9E5LoD9l/LJN4rGdN2yXoxbcY618VlY7QIzet46XO1Ro0PnLvw8YwpPtGzN7p3baNqiJRKJhAGvDEOj8cBisdD7+afp3KXrHdvS6/NZNG8W036ej1yh4I0xw0k8f44KMSWRDiePH2XqpG9KXTvglWHUrd/wjn0cOXSQrKxMatWpB8CC2T/T/cU+ZGaUOCizMjO4dvUqU2bO4fLFi3z6wURmzFlIdExF9u/bQ0TZSPbt3oVef+cXk9FYxIzJ35XaMrV143pat21/x+vtdjvDB/fj0oVEho4Yc8fz/820rxLA7N+T8KNZ6wAAIABJREFUaVbBj90XcmharE/6Nwp36pM+c0/QqWrgHdvSm2wsPpTKlO5VkMukvLXqLBcyi4gOvFGfGJi252qpa/s3DKdO2VuvMDSN9uPJyqIMH2+6wOaELNpXCeTV5pH4aBTojTZGLTtNpWAdYT5qZvSKw0ej4HxmIf9bn8i8vjUAOJNewDfbL5OuN/PR0/cePptvFLeFXsdTJUNvshGgEyf9V3KMHLicR5/uYrTQpewiBjYOZ3jzSN5Ze579l/JoWO7xSJrXroKWucfyaRrpwZ6rRpqU1SCRSOhT0xuNQorFLjBgZSodKt56u9t1DGYHS07p+b5TMHKphLe3ZnIxx0J5v5LovPgMMzMO5ZW6tm9Nb2qH3jmx8rFUE9lFdmckTr7ZTmahDQ+FlJPpZuqHi23MP67njWZ+TDlY0ld5XwUHr5kIr6Jgf5IRvfneDZ3sIjt6s50vnwzk9yQTUw/mMbFlAAazA51SnKzpVFIM99H2v50aLTrz29IfqVS/BWf++I3Yuk8gkUho/sIglGoNNquFKWO6U6vVU3dsy1igZ9/q+Qz48CdkcgWLPxtH+pXzTucHQNLZE2xd8EOpa69vrboVhpxMNJ7e9H1vGgfWL2H3ilm0fWkkNZp3Zv4Hw1F56AiOjCGsgujI+W3pjzzx3EBO7d18H0+lBIfdzoaZX9DsuYHOY+cO72bHkumYiwp5ccIkAILLViDx6D4q1mnG+SN70Xg+3snnO9aNYebmIzSvFsWuU1d4Ii4SiUTCy+1qo1EpsNjs9Px8GU81iL1jW/oiMwt3nmTGiKeQy6S89vNmElNyqBDq5zznxOV0pqwtvSJ9fWvVrcjML8TbQ8WUYZ1Yujue2VuPMfyp+i4LEJ4aJdk3RM3Y7A72xF9lWKd6d/UsNh5OJMzfi1A/cfvVrNHP4KNTcy45m3fn72DxG8+TX2gi0LtE39qFx0+X3A51XDuK9s5FVbEp5vN7UcY0RiKRoG3SB4lSg2CzkPPTQNTVO9yxLYfRQNHBpfj2noREJidv+TvYMi4iDyqJYrBei6fgtx9LXatt0gdlVO3btm88vo6iP5YjkavQNuoFgK7VUKQe3jiMevIWjUMRUgmZ7+2Teduyr2K5eBDfl0QdwQ1jTqLW4SjIQSKVoYxuSM70PiA48GjSG4lMgVTnh//QhUhVHhiPrqFgx3S8Or1+x2fzONM+LohZ+67SLMaf3YnZNI32E23ixmXRKItt4llH6FQt+I5t6U1WFv2RzNRe1UWbeOVpLmQWEn1DCoBTyXqm7bpc6tr+jctSJ/LOtuLWM5m0qlRinw9vUR4fDwV6o5WRS05SOURHmI/mNi2UJtNgwV+n5Iee1flhx0XWnkina62QO1/4L+ORcexUCPQgo8CCwWRjc0I2I1uI3vlfj2ew+0IeUomEPKON3GIHxnVuXHi+/ru/lmciTW9hzApxNaPAbCNNb3Fx7MSF6pxbnO6FWfuTGdjI9UXoqZYToFU4nT21wj25mGUkyl9DoE7JlO6VSc03M3LZGZqU96FzXAA//CZGIlUN0RGgu3NUzR9X8okL1eKhFCdfDcv5EJ9ayIhfzlIxyIMof3GAT9t9jUGNw2ge48fWM9nM2JvM2FaR93yf/0ZiYiuRkZ6OXp/PxnVrGP2aGGa+Yulidu3YhlQmJTcnh5wc19WcG7cHCMWD5NrVq6SlpjByiGhwFhgMpKUmuzh2qtWoxZSZc+9L1sRzZ5k66Wu++G4qEomEnOwszp1NYNCwEc6IIQAvb2/q1m+AQqEkJrYSuTmiR73vwFf46tMPGL5tCxUqxhIQGHTb/mxWK2+/Ppbe/V4uFW2zaf1a3vvoszvKLJPJmDpzHvl5uQx4sRut23VA5+l5H3f/8IkJ1JJRYEZvsrE5IYuRLaIAWHk8nd2JucgkYl6s3KI/65PS+UWS80ykG8yMXi6uoBaY7aQZzC6OnbhQz1JbpO4Grxtya7WJ9efAlXzaVwnEp3i1wUsjp16kN4mZRYT5qJ3HYwK1qOVS9CYbXmo5lYJ1TO8Zx+nUAr7ZfokfX7xzyPOf5SgwlziYCyx2p2wZBjMfbkzk/U4xqORS5/kNonyQSCQ0iPLhQlbRY+PYqeCvJLPQjsHsYMuFQoY3EKMYVp0pYM8VIzIp5Jrs5BpdHfI3y0yTrLeSXmBj3EbRmVtgcZBWYKd8yZyLqkEqvut4Z2PqZlzIsTDjUB4ftw106rnxTfz4eFc2armEcr4KAjxk/J5kJDZAibda5nL9izW8+e73HMZsKCLaT0mAh+xm3dwWT5WU2AAlEomE+uFqp5NKp5JSYBHwVEkosDjwVD0yAcR3TZmoiuhz0jEW6Dmxaz3t+48H4I9Nv3Dm4E6kUhmF+TkU5ruG/7uMleJ3Uk5aEvmZqcz936sAmAoN5GWmujh2ImKr0/9/9x7Jo9F5U6FmYwAq1GrMhplfALBm+kcM+mwu3gFlWDP9Y+L3bSEgLAokEBj+13MYrpn+ERVqNSG6RgPnsYp1mlGxTjNO7d3MtgU/0G38Z7TrN4YNP33O/rWL8AuJwNP3zgt4jzIVw/zJyCtEX2Rmw+HzjH1G3Kq9fF8Cv528jFQqIddgKrXNSHITJXMtS09qjoHhU9cDYDCaSc01uDh2qkcFl9redDd4e6hpVEnMhdWoUjhfrfwdEKPRr1NgsrhsuTpw9hrVooLwUN3Zrj14Npk1B87y1ctPOo/56ERHdMUwf9RKOfoiM14eKgzGkog/meTx0yW3QxFcAbs+E4fRgOnUFnRthgNgPLpajOSRSHEU5eIo+vM2oxsGTLGesecm48hPJ2+xqKsEUwH2/HQXx44ivCq+L357X7JqanRCU6MThfsXUbR/MbpWQ5B6FEdnabxQRtXBlnHhto4duz4T/ZpP8HrmHSTy4kWQG+14UyFSjSe27CTMZ3fhP3QBCAK5C0ajqtgUmWeg8zp1XFuMR369r3t5nIgJ0pFpsKA3WdkUn8mo1uL3vfJYKrvPZyOVQG6Rhdwi6y3buO5aS841ka43MXrpKUDcHZKWb3Jx7MSFefFDzztv5b0Vm09n8m6nEse2j8d1m1hBvShfEjMK79mx46WR07CcaM81KOfLb+ey71u+h8kj49gBaFXRj1+OpmO0Ogj3UWMw2Vgfn8Xsl+KwOQRenH3yRqctIE4wMgssBHkqOZtRSJCnklBvNeE+Kr55Lha5VIJDEEpdd78ROyn5Zr7eLoadZRda+XbHFUa3jCTEW026wUywp4qzGUU8UcEXi82BsngipFXJ8FCIRrNCJmVMsbNl9YkMgjzFF7DeZEMulTidNzeyOSGbJyu7Jugc2Fh0MB28ku/c8iUA3sWTPx8PBXqT68T1UafNkx1YumAexqIiIspGotfns27VCub9sgqbzUaPZzpQon5EvLy9yUhPIyi4DGdPnyY4OISw8HDCIyKZNP1n5HI5DofD6fS5zv1G7CRdvcJH703g4y+/w8dXVCKJ58+Rl5vD6GGDyMxIx2qxUKFiJWrXrc93X3wCQHpaqtORovP0ZOJHnwMwddI31G8oGuU5OdlotTpUqhJDyuFw8N6E12nesjXNW7VxkeXqlUtIJK7bw26GzWpFIpUik8lQazxQqlQoVbfeH/8o0Do2gF+OpFJktRPuq0ZvsrE+PpM5L1XH5hDoNesYwp/HilpOhsFCkKeKs+nX9YmKMB813z5f5Tb65P4idgwmmzNx+uEkPWV91S7HrXYHJ1MMtK8SiMXmQABUcimZBgsGsx1PlQyzzeF0uOjUMlQK8XORxY7NIbg4j25FlRAdP+5LwmZ3kFVoRaOQoZRLyTNambDmHK+1KU+YT0n0SM1wL86kFRAX6smZ9ALq38UKzKNEy/IeLIvXY7QKhHspMJgdbDxfyMxnymBzQJ/lKX8aOeClkpJZaCdIK+dsloVArYYQTzlhXgq+ah90y7FzvxE71/RWPtudw/9aB+Bzg8OmRhk133RQU2R18PbWTKoEqlh8Us+xNBOnNpm5lGvlar6ViS0DKKOTM6G5OIn+8VAedaNEZ2Wu0Y6HQopKfutEytepWUbF7itGOsfC2SwLoZ5y5/ED14y0idZyIMlIs6jbbxF8VKnauB371y3CYjLiHxKBsUDPse1rGPr1Yux2Gz+MeLaUntHovNFnZ+DtH0zKhQS8/IPxDQ7DLySCPhOnIJOJ76Q/D5b7jdiJiqtDyoXTRNdoQMqF0/iFiJG/UqkMtVa0d7RePhgL9KRcSCA75QrzPhhOTloSSpUG/9CyBJetgMVkROvte1fPZdOcb/D0DaBBx+7OY1aLGYVSfK+otZ4oVOL49vYPpscbXyEIAisnvUvlhq3uqo9HmTa1yrN41ymMZhsRgd7oi8ysOXCWha8/h83u4IVPfin9fvJQkZFXSLCPjoSkLIJ9dIT6exIe4MUPQzsil0lxOIRS191vxE7tCiEkJGVSPzaMhKQswgPEsRIT6s+JS+lULxfMvoQkxnZt5Lxmw+FEOt6QyNhmd5BbYHSJuAE4dSWDaRsO8d0r7VErRZ1hsdkRBAGVQk5GXiEGoxlPjZLaFUL4euXv9GxejROX0okJ8+O/hrpKS4oOLUewGpH7heEwGjCe2IDfwJngsJM9vc+fTV+kGk8chkxkXoFY086h8gpC5hOCzDcMn55fIZHKEITSeuZ+I3YEm8XpUJGqdNitojPOYSpAqtYh2K1Yr51CXU105Nnz05F5uy5qOIryyV/xLp7txyL3LRmb8uBorNdOoQiPw3LxQLFzS0Ci1Dj7lMgUCBajsz8Ay+WjyPz+W4n6b0XrSgH8cigFo9VOuK8GvcnKupPpzO1fG5tDoOdPh0rbNRo5GQazaBOnFRDkqSLUR02Yr4Zvu1e7tU38FyJ2ruaIW+Ej/EocNy42cbKeDnHiYnea3kQZrztHNgPUivDmTJqBcF8NZ9IKCPe9u+v+bTxSjp12lfx5YeZxZ7SOTiUjyl/Dq0sTiPTT4KUpfTvP1Qrisy2XifBVOat5eGvkvFA7mNHLzjjz3ExoXx5/bckKwv1G7EzrUbLnvMfPJxjdUnTQjGpRlg82XMLucFA7wovYYC1n0wv5/rerSCVitZoRxfd1KdvI19uvIJVAdIAHw54Qlc7iw2nEBnnQPMb1pVVksROfWsiE9iUedYPJxv+tSUQqgTJeKka3FNvuWz+UL7ZdRiaVYLMLvNbm8YjWuc6THTvTtUNrRr/+fwB4enoRVb4CQ/q/SGS5aLy8SyuMF3r25pP33yEiMgqFUhwD3j6+dH+xDyMG90MqlSGXy3n3w0/xDygJ/bvfiJ1vv/gEg8HAB++IEUUv9h1AkydaOJ0z61atJCMjjWbNWwJQu259hg7ojc1mY/Rr4n0dOrifWTOmIpFKqVu/IY2bNQfguy8+pVeffsRWLokO2bltC/t27yInO5uN69YQHVORcW++DcDGdWt4sqPrNoBtmzfy6/IlZGVmMOKV/gwaOpIyIaFMfGscUqkMi8XCgMFDb1mF61GhXSV/nv/pKCNbRgHi9qIoPw3DlsQT6afB+yb65PlaZfhsy0UifNUonPpEQbdaZRj1y2lRn8gkvN0+Gn9tyfO534idhYdSOHRVdMxG+GoY0lTUBRPXncdotWOzC7SrHED5AA/SDWbeWnUWtUKGwyHweptyxQmT81jwR4pzFXVUcXTS1jNZFFkd9KjjGmq6/GgaW89mcyXHyKhlp3m92GnTtUYww5eeRiIpaePnfdfIKrAyaedlANpXDqRztSCGNivLZ1suYrGJTvhmFe5usveo0CZaS/elyYwojtbRKSVE+sgZsS6dSB8FXurSK8bPVvHkiz05RHjLS95FahnPV/Vk7IYMpBIxH9JbT/jjf0NkzP1G7PxwIJcCi4NPdomrTj2qedEoQsO0P3I5k2lBJpUwuK4PCpmEl2p681JxFatPdmXTqaKWMjo5R1JMzD2Wj1QCtUPVNCzOiTP5QC7d4ryoGOCqA77Yk018hgWLXeBsloWP2gRSL0zNwWQTo9anIwgwromfU55PdmWz6kwB0b4K6oU9mkbUnaj+RAe+GdKZDgPEFXC11pPAiHL8/PZAAsLL3XRbUYNOPVg95QP8Q8siL85t5uHpQ8NOvZgzcQhSqRSpXE7XEf9ziV6534idmi2fYvXUD5n97mBnuwCteg5lzntDkCuUqLWeNHmmHyqNB7VaPQ3AjiXT8SsTQXhMHBeO7+fsoV10HOi6pSF+3xYObV6BISeTOe8NpWWPIcjkCg6sW0REpZrMencwWi8fuo3/nBO71nPit/VIJBJkCiVPvTIBgBO7N3Bky0qQSKjRvBPBZR/tHG93Q/s6Fejyv8VOp4inRkm5Mr4MmrSGcsE+eN8k8XD3ZnF8tGQ3ZQO9UcpFHeKjVdOzeTWGTVmHTCpBLpUy8cUWBHiVOFLvN2Knc/2KfLRkF0Mnr3W2C/Bqp3p8uGQXVpuDRpXDKRcs6skis5VTlzN4r1cLZxspOQa+W7XfJSoH4MPFuwB4beYWAEZ1aYCfTsP4mZtRK+U4BIG3XmiGRCKhXLAvNcuX4eXvVqOQS3m7+99fIezfhrpqG7Im98CzrRitI1HrkAdEkTtvJPKAskg1pRekNXWfRb/+C+R+EUiK82BJPbzR1HuOvIVjQSIFqRyvp95CpiuZd9xvxE7R/sVYrog5nqRqLzyLtz/pf30fwWJEcNhRV22DPFCMBsxb8jr+g11z/BTuno2jIIuCbWLeS3VcWzQ1OqFrPgj9+i/AbkUZ3QB5gDi3UYRWJmfOMBAElJG1kPuXxXxuD4V75jqdPp4dxt/zvTyOtKsSxHPTDjKqtVgtzFMlp1yAB0MXHifK3wPvmywCvlA7lE83nifCV+NqE9cJY+TiE06b+J2OsfjrbrCJ/0LEzqb4DNpVcU2T8O7qBIxWBza7gyerBlE+QHQUj116ioUv13U5t9Bs4/9+TeBSVhGXsopoVN6Pl5tG8mKDcD5ef55fj6XhqZa7RAQ9SkiEP4ch/IvImNb7YYtwRzIMFsauEHPm3FgZ6+/go40Xea1NlDPK50HyxdbLHLtmYNILlVwcXABBQ+Y/8P4eFDnGf/9e6oz0NEYOGUiduvWdlbH+Lt55YywffPb139rHjZw8fpTvvvyU2nXrM2zUOAD8NFIyp/f9x2R4nMgwmBmzPIFaEd4ulbH+Dr7dcZm+DcL+sQTqZquDcSvF7Wr34+R6GAS+IhqVqZ/9+0ufZhTaGL8xg1ohamdlrL+L93dkMbHl37MdZsLWTK7mW5n3nGsofsgbW/6W/h4ki06VTpr9byQ/O5157w8jKq6uszLWX2X3ip+Jqd2MMlH/XFnpRZ+OJSv5MiO+L52AGqBn3K0ruN0t+eu//MttPC6k5xUwYuoG6sSEOCtj/VU2Hk5Eq1LQLO7BLzIu23ualfsSGNS+Di2qRT3w9m/Eu+N4ms12V/O7Ebs+k7zF41GWremsjHXX1xoyKTr4C56th/1N0pWm6MgqTEfXoG3WD1XFBzO+b8bufqFkzXz5b2v/cSLDYGb0kpPULuvjrIx1t2QazCz+I5kRrcrf+eTb8MaKeK7mGFn0JwfRv4WAgT+5/O127Li5I27Hjpt7we3YcfO48Cg5dh533I4dN/eK27Hj5p/C7dhxc7e4HTtuHiR/duz8tzKMuXHjxo0bN27cuHHjxo0bN27cPEa4HTvFpOabGb3s7MMWw8nRJD1dph9j1v5kQEyc/Pqv53h1SQLf7LjiTOT71qrztPvh8MMU9T9HanIyI17p/7DFcHLkj4N0btOMmdPFPcc7t2+hR9dONK9fw+W810e/SqtGdR6GiP9pUvNNjFp2+mGL4eRIUj5dph9m1u9icni90cbrK88wbEk832y/5NQtb646S9vvDz5MUf9zpBpsjN2Q/rDFcHI01cSzi64x52g+AHqznTe3ZDBiXTrf/Z7jHCsTtmbSfm7SwxT1P0luRgpz3hv6sMVwcunUIb4c2I6dS8U8PwkHtvPDyOf4oEcjl/MWfTqWj178+7Y6uClNSo6BV6ese9hiODmcmEKHd+fz0yYx50p+oYkxP25k0KTVfLF8r1O3jJ+5meZvzHqYov4nseelkbto3MMWw4nlyjGyJj1H4R4xitZ8djfZM/qS8Xk7l/Pylk0g88s7l3V38+BIzTcxasnJhy2GkyNX83h68n5+3isWMtIbrby2LJ6hC4/z9dZEp255Y0U8bb7Z+zBF/VtwO3b+xTQq703/hmLW94V/pNKqoh+Tu1fGZHVw8IoegE+6xOD3D+XIcPPvpXGz5gx8RSyDW6t2XeYsXkFgcBmXcz7/djJ+AY93mVg3d0ejcj70byRWvllwKIVWsf5M6V4Vo9XBgcviJP7TLrFu3eKGhhEa+tYSE/wuOmGgVTkt33cKxmQTOJhsAuCjNoH4ae69FLqbx4+YOk1p0W0wAJFVavPKlwvx8g9yOafnm1+j8/G/2eVu/kM0qVKWl58UqyjN236CtjWj+XHk05gsNvafERcevhzYDn+vx7Ninpt7Q1mhIdqm4jZ/RUR1/Ab8iMzTNYmuz/MfIdX+96qiuXGlUXk/BjQR83YtOHiN1pUDmNqrBiargwOXcgH47Nmq+Gkf7SIwN+ORqor1IJm6O4njyQaUMikv1gtxlhEG2HImmzUnM7HYHUT5a3ijTRQ5RTYmrktEKpEgAJ8+HcPvl/NYejgdtUJKlRCts2LNvWB3CLy8MJ4ZPaugkEnZeDqLNL2FGmGue8OPJRt4sZ5YvaZJeR+OXtPTIOrWZZLdPDgmf/slx44cQqlU8dKAQURGliS13bR+LatX/ILFYqZcdAXeevcDcrKzePv1MUilMgRB4IvvprBvz28smjcHjUZD1eo1GDZy7D3LYbfb6d/zeWYuWIJCoWTD2lWkpiRTs5ZrQi9vn8erAtGjxpRdV5y6pXf9UBfdsjkhizX/z959xzdV/X8cf2W06d6Dblr2KnuUDaWAgiJuEbc4cCsqIkNw61d/4hYnKOL+ioissmXKKLTsltJFW7pn2jTj90dKBy1+E6VNgM/znzzaprknt6fvc/O5556beAadwUikrzPPxkVRWFnD3N9P1GaLidcndWJHajHf783GyUFFtyA3HhgWbnU7DEYT9yxN5NMp3WuzJY+c0mqiQ9wbPS8hs5Rb+5sXqh0S5U1CZimDIi+t25Pbq0/+KuJATjWOKgVToj0I86wvpMWnVPD7sXJ0BhNtvR14eogPhVoj8zfmo1SY71z7yhh/dmZq+TGpDCe1gq4BGu7rZ/3fzmA0cd9vOXx8VRscVArWJleQU66nR2DjO+8cyKliSrT57iqDw5w5kFPNwFDn5l5StIB1X79L2uF9qB0cGTr5TnxD2tb97Oydo/Q1OvzDorj6wTmUFxfw41szUSqVmDAXVE7s28aOFUtx1DgR2rEHY6Y+YnU7jAYDnzwzlWmvLUHt4MCBTSspzjtNeJfejZ7n4i45YivvrdjF/pQcNA4qbo/tSURA/d9i9d5klu88SnWNgag23jx/0zAKyrTMWrwelVKByQT/uXcs2w9n8O3mRJwd1XSPCOChiQOsbofBaOT2t/7LV09cg4NaxR9/nSC7qIxeUY1PPO1Lyeb2WPMs46HdwtmXkk1MF7kNdWsp3/gJuvSDKNSOuMTcgtqn/pij6lA82oSVmPQ61P5tcb9iBsaKIkp/nW++cxYmPK9/GV3KLip3/4jCwQmHkK64jZxmdTtMRgNFX96P950foVA5oE1ci7EkB4ewxndQUrrI5x9b+XBTKgmZJTiqlNw2KIzwBrcdX3v4DL8dyKk9xnVh5vgOFFbUMOe3I3V3Zn392q7sOFnId39lmY9xg915cIT1NwsxGE3cvWQ/n93Wy3yMeyiX7JJqeoY2vgPc/owSbh1oPpE5pJ0P+zNKGBR16Rb/LsvCzo7UYs6U6fjopi4oam81fqZMV/fzoe28iOtsPps0b2UyB7LKKdHW0CPYnfuHhtZN44o/WsjsK6II93bC2Mwa1G/GnyK9qKrR9wLdHZnd4LbkKqWCIVFe/JlSzKiOPqw+XMDz4yPJPOf3SqsMuGnMZ0TdNCrKqgwXZmeIv7V962Zyc3JYtHiZua8YDJzJyan7+fBRoxl3pfk2obOfeYKEfXsoKS4iuldfHnz0ibq+snbVSl545XXCIyIxGpsu+Pzai/NIP5Xa6HuBQUHMe+n1uq9VKhVDRoxk66aNjI4bxx8rfmXOgtfITE9ribcu/oEdJ4s4U6bj45u7NciW6rqfD2vvzdgu5llTc38/zoGsMkq0eqJD3Ll/aHhdf1l3tIA5V7Yn3Nu52Wx5Y91J0ou0jb4X6K5hzhX1dw0wZ4s3f6YUMaqjL6sO5zF7XHsyihv/XmmVHvfabHHXqCit0l+YnSH+1s4MLWcqDHwwMbC+r1TU5/qQcGfGtDPfsnP+xnwO5lZTUmWkR6CGaf286vrK+pRKnh/hS5inQ7N95a1thaSX1DT6XqCrilkj6mfvqZQKBoc5sy1dy8hIF1afKOe54b5kljbuC2XVRtwczQdnbholZdWyeH1rOb73T0ryc7jnlS9RKBQYDQZKCuov2+vcfyTRw8yXIPz41kzSDu+nsqyY8C69GHPrw3X9JXHraq597EX8giOaHYtWfPwy+acbjymefm249tEFdV8rVSo69RvGsT2b6RYzhoRNvzP5kfkUZKe3xFsXVtp2OJ3c4go+f+zq2mwxkltcUffzEd0jGN/XPFbMWrye/SdzKKmooldUG6ZP6F/XV9bsS2b+rSOJCPDCaGyaLa/+sJW0MyWNvhfo7cr8W0fVfa1SKhnWLYItSWnE9opi5V/HmTdlJBn5jX+vtLIad2fz2XN3Zw2lldWI1lGdvBND6Rm8b38fhUKByWjAWJpX93NNhyE4dRsDQMmv86nJOIhRW4JDaHfcRk6r6y9Vh9bjcdUs1L5hmExNs6V01VsYChvh4UHVAAAgAElEQVRfsqvyCMDjqll1XyuUKhzbD6b6xHacOo+gKmkNHhNnYijMaom3Lqy0PaWQM2XVfHJrz/Mc4/oytqt5huac5Uc4kFlKsbaG6FBPHhjetv4z0eE85k7sRLiPS/PHuGtOkF54zjGuh4Y5DW5BrlIqGNLOhz+TCxjVyZ9VSWeYfWVHMs45Ni7V6nHXmMsdbho1ZZf4Me5lWdg5ma+ld5gHitrqoUqpaPTzA5llLNubg8EIuWXVDInSMbKDN8l5WhasSiHA3ZF7YkK4f0go3+3JoUpvYFRHH4a1azxT4ukxbS1qz8Tu/ry1IY2OAS44OSjxd3NsUthx16gorzbg7qSufZRp763hZPIJ+vYfUN9XVI33e8LePSxd/AUGo4Gc06cZNmI0o+LGceLYMV6Y9QwBbdow7cGHefCRJ/h28ZdotVpix45n+KjYRq8zc858i9pz9eTr+c8rC+jYuQtOTs4EBAZKYceOnCzQ0udvsiUhs5Rle7IxGk3klFUztEzHyA4+JOdVsOCPZHO2DA7l/qFhLNuTTVWNgdEdfRnWvvHZhWfiLLt941U9AnhrfSodA1xxUqvwd3dsUthx16jrs0VnwMPpshwWWl1qUQ29g5zO21cO5lTzXVIpRhPklOsZHO7MiLYupBTqeGlzPgGuau7q7cm0fp58n1hKld7EyEgXhkY0vmzhqSGWnZma0MmNd7YX0sHXASe1En9XdZPCjptGSbnOhLtGQbnOiLtGruZuLWcyUojs3q+uvyjPGYvSDu9j2/IlmIxGivOy6dR/OF1jxpB76jg/L5yNp28gI296gDG3Psz25V9TU62l2+A4Og8Y2eh1rnrgeYva0yd2Mis/fZWgyE44aJzw8A2Qwo6dSMkuol/74AbZ0vj/dP/JHL7ecACjyUROYTnDu0cwumckJ7IKmfvNRgK9XLlvfF+mT+jP0o2JaHU1jOkVxYhzbhn+3I3DLGrPpEGdeOOnbXQK9cPJUU2Al2uTwo6Hi4byKh3uzuZHDxfNeV5NXGj6/FQcI3rX9ReFsnG26DIOUrnrezAaMJTmomk/GE3nEehzUyj57WVUHgG4DrsTt5H3Urn7e0y6Kpy6jGxyy3CPKyxbs8e515WUrXkHdWB7FGonVO7+UtixE6n5FfQJ9/ybY9wSvt2daT7GLa1maGk1ozr5kXymgvm/HyXAXcO9QyN4YERblu3OQltjILazP8M6NL4095lxHSxqz9XRbfjPumQ6BLihUSvxd9c0KezUf25WU6HT436JH+Ne2u/uPKL8nFl3tICre5ivzTy3Wvjxn5n8Z3JH/NwcmbcyGRMmjCYT9ww2r3fz2rpUdp8qpW+4O8/EtUWnN3LLV4lNCjuWzNgBaOOhQQF8ufM0E7o3vwZKr1B3dp4qIa6zLztTSxjRQS63aQ1R7TuwdtVKJl13I0CTM5wfvvs2//fBIvz8A5j9zBPmvmIwMG26eXr7K/Nns3P7NvoPGMTMuQvQ6XTceHXTwo4lM3YAgoJDQKHg808+4KprrrvQb1f8S1G+tdkSHQg0ky1bM3jr2s74uTky9/fjmExns8U85fy1tSnsOlVCv3APno2LQqc3cvOXCU0KO5bM2IH6bPliRyYTuze+Fv2sXqHu7EgtZmwXP3akFjOi/aU7RdWeRHo7EH+ygomdzJfdnttXFu0p5o1xAfi6qJi/MR+Tyfycu/qYL6l4488C/srS0ifYiRlDfdEZTEz96XSTwo4lM3YA2ripQQGL95dwZUfXZtvcq42GXZlaxrRzZVeGlmFtZe2L1hIQ1o7EP1fTN+5aoOlYFP/Ne0yd8x7u3v78+NZMc38xGhh18wMALP9wASkJO4iM7s/VD85GX6Pj3YevaVLYsWTGDoBXQBAoFGz64VP6xE66wO9W/BvtgrxZsy+Fa2I6AzSZbfP+77t5974r8PN0Ydbi9eZxyGjivivMN1d46bst7DyaSf+OIcy6aRg6vYHrXv6+SWHHkhk7AEE+7qCAT9fs5eqBnWhO73Zt2HY4g/F927P9cAajots2+zxx4an9Iqk6vB7nXubZ5+fOtqnYtAjPm95A5eZLya+1JyFNRtyGm28iUvrHm+hO/oVj2z54XDEDk15HwSe3NSnsWDJjB0Dl2QZQUPnnYpx7ykLI9iTSz5V1R85wdU/z0iBNjnE3n+KtG7rj5+bInOVH6p5z71DzejevrjrOrtQi+kV48ez4DuZj3E/3NCnsWDJjB6CNpxMKFHy5PZ2rohtf3nlW7zBPdpwsZGzXAHakFDGi46W9vttlWdiJifRif0YZD3x3GI1ayZR+jdfYGd/Vjyd/Od7oe/szy/h6dzYqpQIHlYLoEDc+3JrJyfxK9EYTk3o0/dBk6YwdMM/aeXtDGjPHNn+d4ZR+Qby05iS/HjhDO38X+kd4NPs8cWENHjaCfXt2M+32m9FonJh6172N1ti5YuIkHnvgHiIi64t1+/bsZvHni1CpVDg6OtKzdx/e+783OZl8HL1ezzW1RaKGLJ2xA3DV5Ot469UXef6Fl5v9ecK+PXz+yQfk553hkfvv4robb2Fk7NhmnysurJgob/ZnlnL/siQ0aiW39g9uki1P/HyEiAbXJO/PKGXJ7tOolOCoUhId4s4HW9Lrs6W2SNSQpTN2ACZ0D+DtDak8N65dsz+/tX8wL61O4deDubTzc2GArN3VKgaFOZOQU8X0FTlo1Apu6dF4jZ2x7V15avUZwr3qh+mE7Gq+OVBa21cU9Ah04uPdxZwsqkFvNHFVJ7cm27F0xg7AhA5uvLOjiGeGNX/gc3MPD17dUsDyo+W083agf4hTs88TF17HvkM5dWgvnz13J2pHDUOvuaPRGjs9R05gyfyH8GvwvVNJe9n6yxcoVWrUagfCu/Ri3ZKF5KYlYzTo6RfX9OSApTN2APrETmLlp68z6aG5zf487fB+Nv2wiLLCPBa/8CD9x99A10GjLX598c8M6RrO3uRs7n5nebNr7Ezo14GHP/6Dtg2+tzf5NF/FJ6BSKnFQK+kZ1YZ3f9tFcnYheoORyYO7NNmOpTN2AK4e2Ik3f97OnJtHNPvz20b3ZP7STfy87TAdgn0Z2CnUincs/g1N+0HUpCdQuPghFA4aXAbd3GiNHafu4yheNgO1b/33dGkJVO5YCkoVCpUDDqE9KN/wMfq8VEwGPc69rmqyHUtn7AA497ySsrULcZ/wbLM/12UcpOLPxRjKCyha9hTOfSbh1Gm4Fe9a/BODa9eoue+bBDRqJVMHNl5jZ3y3AB7/IbHRMe6+9BK+3plR//k51IMPNqWSkldhPsbt1bQgY+mMHYCJ0YG8tS6F567o2OzPbx0Yyosrj/HfhGza+7syIPLSnhihMJmaubjNTpz5eKqtm9BqtiQXcTS3gvuGmAezQ9nlvLHuFCM7etfdGas5zy0/QXpRFUvv7NFibQt44JsWe+1/q1B7+a3xsHlDPEcOJfHAI48DkHQwgVcXzGV03Li6O2M155nHHyLtVCrf//pHi7bPx1lJ3id3tOg2hOW2JBdyJKec+4eaD8qSTpfxxrqTjOroW3dnrObMXH6M9EIt397Vq7Waanf87zffWjX79Tgbt6R1bE2r5FiejntrF2A+dKaa/2wrZGRbl7o7YzXn+fg80ktq+Pq64BZrW9Cz61rstS+UZUnltm5CqzqyayOnkw8Te6t53Mk4nsiKj16ka8yYujtjNWfZa0+Sn3WKR977pUXbd0v3poVOa5X88Z8L0BKxKfEUh9PzmD6hPwCJp3J55YetxPaMqrszVnNmfL6WtDPF/Phc0xNi9sTzyhkM++q0rZtxyag+/ic12UdxG3EvADVZhyld9R+cOo+ouzNWc4p/eh5DQQa+9y9praZabeudweR/fq+tm3HJ2HIinyPZ5dw/vC0ASadLeX31CUZ18qu7M1Zznv3lEOmFWpbd2++8z7kY+N3zWaOvpbBjB77bm8PG44W8enUHfFzt7/bCUtixH8u+/or1a1eZb13ua5+3LpfCjv34bm82G44V8NqkjpfkbR1b2uVU2PkhqZSNqZV2e+tyKezYl+2/fcOh7evs+tblUtixD0s3HWR9Qipv3hOHr/ulefmmFHYunMrdP1B1ZBNe1790Sd66XAo7F853f2Wy/mg+r1/b9bI9xpXCjrCaFHaENaSwIy4Vl1Nhx95JYUdYSwo7orVIYUdYSgo74kI6t7Ajt7QQQgghhBBCCCGEuEhJYUcIIYQQQgghhBDiIiWFHSGEEEIIIYQQQoiLlN2usWPS61CoL8+FkOyNvf4tTCYTCoXC1s0Q57DX/iKEtUx6HYD0Zztg77liMJpQKWU8sif/9m9iMuhRqNQXsEXiUlWtN6FRy/+/+N9M+hoUavu7UY64OJ3bn+x2xo49HsC9//77vPLKKy3y2m+++SbvvPNOi7z2v2WPfwvAros6Wq2Wvn37UlhYeMFfu7S0lL59+1JRUXHBX/tCsNf+Ys8u12yxdwq1o93158s1W+zt73Auey3qXM7Z8m//JpdbUedyzZYL4XIs6lzO2fJvXI5FHcmWlnNuf7Lbwo49WrduHWPHjm2R1x47dizr1tn/XT+EZbZt20b37t3x8bnwt2r08PCgd+/ebNmy5YK/trANyRZhKckWYQ3JFmEpyRZhDckWYSnJltYjhR0Lpaenk5eXR+/evVvk9Xv06EFZWRkpKSkt8vqida1du7bFBjyQQe9SItkirCHZIiwl2SKsIdkiLCXZIqwh2dJ6pLBjoXXr1jFmzBhUKlWLvL5SqSQuLk465iVAp9OxadMmxowZ02LbiI2NZcuWLVRXV7fYNkTrkGwRlpJsEdaQbBGWkmwR1pBsEZaSbGldUtix0Nq1a4mLi2vRbcTFxbF27doW3YZoebt27SIyMpLAwMAW24avry+dO3dm+/btLbYN0TokW4SlJFuENSRbhKUkW4Q1JFuEpSRbWpcUdiyQm5tLamoqAwcObNHt9OvXj+zsbLKyslp0O6JlteR1xw2NHTtWBr2LnGSLsIZki7CUZIuwhmSLsJRki7CGZEvrksKOBeLj4xk5ciSOji17Vw61Ws3o0aNl6uFFzGAwEB8f3+JnMsB8NmPDhg3o9foW35ZoGZItwlKSLcIaki3CUpItwhqSLcJSki2tTwo7FmjpRZ8akgWgLm779+/H39+f8PDwFt9WUFAQYWFh/PXXXy2+LdEyJFuEpSRbhDUkW4SlJFuENSRbhKUkW1qfFHb+h8LCQpKSkhgyZEirbC8mJobjx4+Tn5/fKtsTF1ZrXHfckAx6Fy/JFmENyRZhKckWYQ3JFmEpyRZhDcmW1ieFnf9h48aNDBkyBGdn51bZnqOjI8OHD2f9+vWtsj1x4ZhMpla7lvSss3cNMBqNrbZNcWFItghLSbYIa0i2CEtJtghrSLYIS0m22IYUdv6HdevWtWq1EWQl+IvVoUOHcHR0pEOHDq22zcjISDw9PTl48GCrbVNcGJItwlKSLcIaki3CUpItwhqSLcJSki22IYWdv1FeXs7u3bsZOXJkq2532LBhJCQkUFpa2qrbFf/O2QFPoVC06nZl0Lv4SLYIa0i2CEtJtghrSLYIS0m2CGtIttiGFHb+xubNm+nbty/u7u6tul1XV1cGDhzIhg0bWnW74p8zmUysWbOmVaccnnX2Fn8mk6nVty3+GckWYSnJFmENyRZhKckWYQ3JFmEpyRbbkcLO32jNld/PJQtAXVxSUlLQarV079691bfduXNnTCYTx44da/Vti39GskVYSrJFWEOyRVhKskVYQ7JFWEqyxXaksHMeVVVV/Pnnn8TGxtpk+6NGjWLnzp1UVlbaZPvCOmdXflcqW/9fSqFQ1FWohf2TbBHWkGwRlpJsEdaQbBGWkmwR1pBssR0p7JzHtm3b6Nq1Kz4+PjbZvqenJ7169WLr1q022b6wTmuv/H4uOZtx8ZBsEdaQbBGWkmwR1pBsEZaSbBHWkGyxHSnsnIetOyXIAlAXi4yMDHJycujbt6/N2tCzZ0+KiopITU21WRuEZSRbhKUkW4Q1JFuEpSRbhDUkW4SlJFtsSwo7zaipqWHjxo2MGTPGpu2IjY1ly5Yt6HQ6m7ZD/L34+HhiY2NRqVQ2a4NSqSQuLu6yrVBfLCRbhDUkW4SlJFuENSRbhKUkW4Q1JFtsSwo7zfjrr78IDw8nKCjIpu3w9/enQ4cO7Nixw6btEH/v7LWktnY5Tz28WEi2CGtItghLSbYIa0i2CEtJtghrSLbYlhR2mmEvnRIu3455sThz5gzJycnExMTYuin069eP9PR0srOzbd0UcR6SLcJSki3CGpItwlKSLcIaki3CUpIttieFnXMYjUbi4+PtJsTGjBnD+vXrMRgMtm6KaMb69esZPnw4jo6Otm4KDg4OjB49mvj4eFs3RTRDskVYQ7JFWEqyRVhDskVYSrJFWEOyxfaksHOO/fv34+3tTWRkpK2bAkBoaChBQUHs2bPH1k0RzVi7dq3NF5RrSBaXs1+SLcIaki3CUpItwhqSLcJSki3CGpIttieFnXPYw8rv55Kph/apuLiYgwcPMmzYMFs3pc6QIUM4cuQIBQUFtm6KOIdki7CUZIuwhmSLsJRki7CGZIuwlGSLfZDCTgMmk8muriU962zF0Wg02ropooGNGzcSExODi4uLrZtSR6PRMGzYMDZs2GDrpogGJFuENSRbhKUkW4Q1JFuEpSRbhDUkW+yDFHYaOHLkCCqVik6dOtm6KY20a9cONzc3kpKSbN0U0YA9DnhweU49tHeSLcIaki3CUpItwhqSLcJSki3CGpIt9kEKOw2c7ZQKhcLWTWnicuuY9q6iooJdu3YxatQoWzelieHDh7Nv3z7Kysps3RRRS7JFWEqyRVhDskVYSrJFWEOyRVhKssV+SGGnAXu8lvSssWPHsnbtWkwmk62bIoAtW7bQu3dvPDw8bN2UJtzc3Ojfvz+bNm2ydVNELckWYSnJFmENyRZhKckWYQ3JFmEpyRb7IYWdWikpKZSWlhIdHW3rpjSra9eu6PV6Tpw4YeumCOx7wANZXM6eSLYIa0i2CEtJtghrSLYIS0m2CGtIttgPKezUio+PJy4uDqXSPneJQqGQqYd2orq6mi1bthAbG2vrppzXqFGj2LZtG1qt1tZNuexJtghLSbYIa0i2CEtJtghrSLYIS0m22Bf7/I+1AXtd9KmhuLi4y6biaM927NhBp06d8PPzs3VTzsvb25sePXqwbds2WzflsifZIiwl2SKsIdkiLCXZIqwh2SIsJdliX6SwA2RlZZGVlUX//v1t3ZS/1bt3bwoKCkhPT7d1Uy5ra9assfsBD8yD3po1a2zdjMuaZIuwhmSLsJRki7CGZIuwlGSLsIZki32Rwg7mawNHjx6NWq22dVP+lkqlIjY2VqYe2pBer2fDhg12fS3pWXFxcWzevBmdTmfrply2JFuEpSRbhDUkW4SlJFuENSRbhKUkW+yPFHaw/0WfGrqcFoCyR3/99RehoaEEBwfbuin/U0BAAFFRUezatcvWTblsSbYIS0m2CGtItghLSbYIa0i2CEtJttify76wk5+fz7Fjx4iJibF1UywyYMAATp06RW5urq2bclm6mAY8kEHPliRbhDUkW4SlJFuENSRbhKUkW4Q1JFvsz2Vf2Fm/fj3Dhw9Ho9HYuikWcXBwYOTIkcTHx9u6KZcdo9HIunXrLoprSc+Ki4sjPj4eg8Fg66ZcdiRbhKUkW4Q1JFuEpSRbhDUkW4SlJFvs02Vf2LkYVn4/l9zizzYOHjyIh4cHUVFRtm6KxcLCwggICGD//v22bsplR7JFWEqyRVhDskVYSrJFWEOyRVhKssU+XbaFnfnz51NYWMj+/fsZPny4rZtjlaFDh5KUlER+fj7z5s2zdXMueX/++Sdr1qy5KAc8qB/04uPj2bx5s62bc8mTbBGWkmwR1pBsEZaSbBHWkGwRlpJssW+qF1544QVbN8IWFixYgFqtRqlUolAo0Ol0BAYG2rpZ/9Phw4fZtm0bJpOJoqIili9fzl133WXrZl3S9u7dy8aNG9mxYwdTp05lxYoVdn8byLM+/vhj+vbty6JFi6iursbT05Nu3brZulmXNMkWYSnJFmENyRZhKckWYQ3JFmEpyRb7dtnO2ImKimLt2rV4eHjw7rvvEhAQYOsmWcTPz4+PP/4YZ2dn1qxZc1FNgbtYRUVFceTIEXQ6Ha+88gomk8nWTbKYSqXihRdeQKVScfjwYSIjI23dpEueZIuwlGSLsIZki7CUZIuwhmSLsJRki327bAs7YWFhJCYmsmPHDhYvXkybNm1s3SSLBAQEsHjxYnbv3k1SUhKhoaG2btIlLzIykrS0NHQ6HbGxsUyfPt3WTbLYtGnTmDBhAuXl5Zw6dUoGvVYg2SIsJdkirCHZIiwl2SKsIdkiLCXZYt8u28KOg4MDarWaJUuWEBYWZuvmWCUkJIQlS5bUvQfRsjw8PFAoFAwePJjHH38chUJh6yZZ5aGHHmLUqFEYDAa8vb1t3ZxLnmSLsJRki7CGZIuwlGSLsIZki7CUZIt9U5gupjlUF1BFRQXFxcWEhITYuin/WHZ2Nh4eHri6utq6KZe8lJQUoqKiLroAO8tkMnHy5EnatWtn66Zc8iRbhDUkW4SlJFuENSRbhKUkW4Q1JFvs12Vb2BFCCCGEEEIIIYS42F22l2IJIYQQQgghhBBCXOwaFXZMep2t2nHRMBkNtm6C3TAZamzdBLthMMrEN0uZ9NW2boJNmfTyf2ONy72/NEf6UPNkTKpXY5Ax6X8xyoT1JiRb/rdqvfQbS8n43TzZL/Ukhy+Ms/uxyaVYOW9fZZMGXSzaPLmC8m3f2LoZdsFtyFQKv3/W1s2wCz43vc7PRyps3YyLwnVdXDn90nBbN8NmgmdvIf+L+2zdjIuG392LyL6M+0tzgqQPNcvv7kUU/vCcrZthF3xufJUn1xbYuhl27e2xvuzNlg9YDfUN0pD32T22boZd87/3cwZ/cdrWzbgobL87mNMLBtu6GXYneO522S+1guduZ7/k8L/WO0gDyKVYQgghhBBCCCGEEBctKewIIYQQQgghhBBCXKTUtm7Av/Xk75k8PSKQIHcHi39n9bESNGolVXojTmolo9q51/0so1jHHT+e4p2JYUQHObdEk1vFg29+w5y7JhLs52Xx76zYdgAnRwe01TU4axyI698VgMH3v0r3KPMtEK+M6cE1w3u3SJtbwyNfbWPWpF4EeVt+O8SV+9NxclBRVaPHyUFNbPcQUs+U8ubvBwCo0Rv5+aaWanHr+HzuA1z70Fy8A4Mt/p19G1bgoHFCV6XF0cmZHkPiMJlMrPj0dbJSjmA0GBh69VR6Dh/fgi2/sJ5aV8TTMR60cVNZ/DurU7Q4qRVU6U04qRWMjHAC4On4Ik4U1nBdZxdui3YDIKtMj+V72H489t0BZl7RiSBPJ4t/54/EHJwcVGhrDDg7qBjd2R+AJ74/yPHccm7oF8KdgyMAWJWUw8/7TuOoUuLn5sjsCZ1xVNv/eYcna/tL0D/oL1q9Cedz+svx2v5ye21/OWtVspb/7Cxl/dTAC9r+ltLS/WVfejEv/HaEcB/zGP3w6HZ0buN+3te2B498uZVZ1/SxcuxJM489OgNOjipiu4cC8PjiPzl2upgbY9pz18jOAFTp9Cz4eQ/FlTrcnR349MYWeRsX3M73HiV6ynO4+AZZ/DuZu/5A5eiEvlqLWuNMUO/RlGQc49CPb6NQKlEoVebX9AvBUFPNwW9fRVuYi7NPINFTnkPloGnBd3RhvPzkNO57+gX8gyy//fSW1ctxdHKmWqtF4+zMoJFjOXXiCF8tfBWlUolSpWLa0/MJDA5lxbIv2L0lHpVKTdsOXbjj0ZkXxa2LH/s+kZnjO1iVLauSctE4qKiqMeDkoGJ0Jz+O55bzf/EpKJUKVEoFz47rQIiXE/FH8vh5fzZKBbg6qpg3sROuGvv+qFT63VO4XvE0Ks82Fv9OVeJqFA5OmGqqUDg4oek8En3uCSrWLQSFCpQq3K6YgcrLfMSi3bmMmlN7MBkNuAy5HYeIPi31di6Yp9aX8vRAV+uO505W4aRqeDyn4UShnoV/VaBSgEoJMwa6Eeyu4ocjWrZnmtemza0wMizMkel97f9W6y29Xwq1Rl7bUU6N0USAi4qnBrriqLL/bHmpNnMDrMjczauXo3Fypkqrxak2cysrynn1mQdRqx3QVVdx87RH6dF3ECaTia/efY1TyUdxcXXnoVkv4+bhecHfh/0fObeAo3lVdAlw4vAZ82NDi/cV0CvIxUYts63DqafpHhlM0sksukfWf/z093Zn0bO3s+jZ2y/qos4/dSSriK6h3hzKND8CRAZ48OHdw/jw7mHcNLi9jVtoG5nJhwjt0I2ME0mEdugGQG56CrnpJ3nw9cXc++InrFv6oY1b2fKOFdTQ2deBI/nmx7OeifHggb6NP2z6Ols+kF7sjuSU0TXIncOnS+kaVL8fnruiE9NHRTV6bnSoJ59M7c2Ht/Yi0EPDmkO5rd3cVnP0PP3l6Wb6C0C1wcTm9CoCXS/tvmNNfwGIaefD+1N68f6UXnZf1PmnzGOPD4cyC+ka6lP3/VnX9OHhcT0aPffXPafoHOLNh/cMJ65HWGs3tVUVpx3BM6ILxWmH8YzoAoDG048B098m5vGPiIqdwvE/PgPMRSC3wAgGP/ERbgHhZO76w5ZNb1EpRw/RrnN3ko8cpF3n7gB4+fjz7BsfMffdr5hw0538/KV5TO43LJYXP/qWF95fQklRAYf27bJl01vUkZxyurZx4/DpMrq2MRfNfV0deeuGbnxwSzS39A/hi21pAIzo6MtHU6L54JZoOga6sfrQGVs2vcXoc46hDuqM/vQR1EHm4rDS1RePG97A89aFOA+4kco/vwJAl7ILU3U5Hje/heeUdy6Kos4/daxAT2dfNVeUnDIAACAASURBVEdqHwF8nZW8MdqDhWM9ubGLM18drATgxi7OvBPnyTtxnkR4qhgZ4WjLprcoa/bLt4e0jI/S8H9jPGnrqWJt6qW7fk5zmevk7MILC79k3sIveHTuGyxbtBCAA7u3UV1dxfz3FhMzaiy/LfuyRdpkF2Xo7LIa5q49TYSXI6eKdYzr4MEN0d4UVup5dVMO1bUVwlmj2uDlrOanxCLWHi8l2MOB0ur6u1Qt2pVHUm4VNQYTt/XxYXBE47Oex/OrWJZQxIHsSkqqjBzIrqS82sjkbl5EBzlzOFeLr7MalZ2ctTidX8zTH/xIZJAfJ0/nM3FwNFPGDqSgpJwXPv+NKl0NzhpH5t9zNd4erny7bhd/bE8kNMCbkgpt3eu899N6DiZnUmMwcPeEoQzv1bHRdo6mZbN41Xb2HUunuLySfcfSKavUcuPo/vTuGE5BSTnTXluMp5szT9481qpZQC0hu6iC577bTVt/d1LzyriiZxg3D25PYXkVL/6yj6oaA86OauZc2wdvVw3f70hh9YEMQnxcKdXW3/ntw3WHSEwvRG8wcseITgzt1Phsx7HsYr7ZeoKEtAJKKnUkpBVQpq3h+oFR9IzwrXvemgMZ2MPJ0aLc0yx9fQYBYZGcyUil98gJDLn6VsqKC/j53Xnoqqtw1Dhz/WMLcPP0ZtuKb0nYtBKfNqFoy0vrXmfN1++RdvQABn0No66/h879Gy9ce/rkUTb/8hWnDu2jorSYU4f2oS0vJebKmwgIi0KtVmPQ11CtrcTZ3aO1dwM55Qbmbi4mwlNNWomesVFOXN/FlUKtgde3l1JVO1Ni5hBPvJyU/HSkknUntQS7qyjTGete59N9ZSTl1aA3wtQersSENj7Le6KwhmVJFRw8U0NJlZGDZ2ooqzYyubMLPQIc8W/mg7iT2nbZkl1SxfP/PUSErwunCioZ3y2Qm/qHUlih4+WVR80zGB1UzJ7QCW8XR37Yk8nqQ7mEeDlTWqWve52PNp8kKauUGoORO2IiGNLet9F2jueW8c3ODBIySyiprCEhs4SyKj3X9Q2hZ6gnAR5Nz5aHeNXPjnRQKVEpW28/ZZcbmLe5mPAG/eWG2v7y2vbSuvHnuQb9Ze1JLSHn9JdF+8o4lFdDTW1/GdxMf/n2PP0lOsCRgPMUbn45WsnVHV14f09Zi+6Hc9lzfwHYnVrEg0v30yHAjYdGRqFxaPnCl3ns2UVbP3dS80q5oldEg7Fnr3nscVAx57p+tWNPMqsT0puOPWuTSMxoOPY0nq1y7HQx32w9TkJaPiUVOhLS8s1jz6Aoekb4EeDZ9ORTRkEZI7qazzSePQHRWioLstn7+SzcAiMozzlF6IAriBx1E9WlhRz45iUMNVWoHJ3pOXU2GndvUjd9T9buNbj4hVBTWT/2HP3tI4pSEzHqa2g/7k4Cuw9ptJ2SjGOkxH9DYfIBdBXFFCYfoKaylLbDr8enXc+65ynVjiiU5v5QeGI/UWNuBSCg+xBOxi8lYujkVtgrkJedxf/Ne5KQ8Ciy0lIYNvYqrrjhNkoKC/j4tdlUV1ehcXLmwedewsPLh1U/fcOfa38nMCSMirKSutf5btFCjh9KQF9TwzVTp9Fn8IhG2zl14gi/ffslRw/upaykmKMH91JRVsbYyTfTObr+Q7iDgwNKlXm/BIVGNPi+IypV630cyC6p4vnlR2jrczZbArixX4g5W1adoLp2Zs3zV3bE28WBH/ZmseZQHiFeTpQ1yJaPt5yqzRYTt8eEMaSdT6PtHM8tZ+nuTBIySinR1pCQUUpZtZ5rewfRM7T+THnDMcdBVX++W1tjoI/fhT+j3hxDSQ5l/52LyjcCQ0Eamm5jce5/PcaKQspXvo5JX4XCwRm3CTNRunih3fMT1YfWofIKxlhVPzZUbP4UfVYSGPQ4x0zFsX1Mo+3oc0+YZ99kHsRUWWJ+rCrDqe9kHELri8UKlQMKhbmv6I5uQuHkRsl3T6J088M17lGUmsafr1pKTrmBuVvLiPBQkVZiYGyUhus7O1OoNfL6jnKqDLXHczFu5vH5qJZ1qdUEu6koq25wPLe/gqR8vfl4rpszMaGNizAnCvUsO6w1j8/VJvP4rDMxuaMTPQLqT8A4qBRNjk+Kqoxklxvp6mf5lSP/lj3vl8wyA5M7mSdNdPZV83tyFRPbWz7D7t840yBzM9NSGD72Kq684TaKCwv46LXZ6Gozd3pt5v5Rm7kBIWGUN8jcZedkbt9zMjf1PJk77mzmKs05oq0oJ7yd+TP3kQN76RNj/jzVZ/BI1i3/oUX2gd3M2Cmo1DNjeCAfTArjp6QiAJbuLyS2vQfvXh3G6PYefLO/kCKtnlXHSvlwcjhPjwjkTLn51oy70isoqzby7tVh/N/EUD7bnc85N/yio58Tjw3xp3+oK48M9mdgmCvzxgTVXXL19f5CpvRuPDDYWn5xOc/fMZEvn7+LZfG7Afhy5TbGDezGpzPvYOyArnz5xzYKSyv4fdsBvpp9N7PvnEhOobmDbk9Mpqyyik9n3sFHM27jw182NtkvnSOCeGbKeAZ1j2LGLeMY0qM9rz5wHb07hgOw4o1H+XTmHVw7si8LvlzRujvgPArKq5l5dS8W3TucH3aeBGDxluPERYfy0T3DGNMjhCVbjlNYXs3K/el8Om04z13di9wSc8Frx4lcyrQ1fHTPMN67cwifxB9usl86BXnx5IRoBrTz54krezCoQwAv3ti/UVGnpFJHWn7rfuD6O2VF+VwzfTb3v/Yl239fBsDmn74geth47nv5M6KHjWPzz19QXlzIvg0reOCNxUx+aA7FeTkAHN+3DW15Kfe9/Bn3LPiYtUs/aLJfgqM6c9W0Z+nQK4aJ9z5Nxz5DuGXGa7Tt2htnNw98g8N5e/pk3nviZkbdcG+r7wOAQq2RpwZ58P54H34+UnsWIamS0W2dWDjOh1FtnViaVEGR1siaFC0fXuHDjEEe5FaYC8W7s6op05lYOM6Ht+K8+SyhvMl+6ODjwKMDPOgX5MjD/d0ZEOzI3OFe9Aiw37M2+RU6nh3fkY+n9ubHvVkALNmRzpiuAXwwpRdjuvjz9Y50iip0/JGYy6Lb+jBzfEdyS6sA2HmykLIqPR9M6cW7N/dk0ZbUpjkb6M4Tce0Z0Nabx8e0JybShwWTujY6kD6ftIJKdqUWEdsl4MK/+b9RoDUy45z+sjSpktja/jK6QX9Z3Ux/2dWgv7wd583n5+kvj9X2l0f6uzMw2JF5w72I/pv+UlZt5ECurkmRqLXYa3/pFOjGd/cN4KNbe+OqUfPt7syW2wnnKCirYuak3iyaNpIfdiQDsHjLMeJ6hPLRPcMZ0yOUJVuOUVhexcp9aXx630iem9SnwdiTQ1lVDR/dM5z37hzKJ+uaGXuCvXhyYk8GtA/giQnRDOoQyIs3DaBnhN9529Uu0JOdJ8wz3bYfz2mhd39+1SUFRN8yk8FPfkLqJvMBa/K6JQT3jSPmsQ8J7jOGlHVLqC4rJHPXHwx+ahE9bpmJtsjc5jOHd1JTWUbMYx8y6JH3OLbikyb7xTOsE92ufxL/zgPodt0T+HcdRJ+7XmxU1NFXazn2+ydExZqLObrKEhxczCcYHJzd0TUoJLWG4oJ87p0xlxfe/5rVPy8FYPnSz4iJvYK5C78kZvR4li/9nJKiAras/o0FH37DvTPmkZ9r/hse2PUnFWWlzF34Jc+//Sk/fP5ek/3StkMX7nxsJtH9YrjjkWfpNXAoj857o1FRp0pbyQ+fv8/Em+9s9LtHEvZQVJBH5559W3ZHnKOgvIZnxrXno1t78uM+8x2mvt6VyZjOfrx/SzSxnf34ZmcGRRU6ViWd4ZOpPXl2XHtyy8xn/3emFlFWpef9W6JZeFN3Fm091Uy2uPF4bDsGtPXisdFRDIryZv5VnRtli1Zn4NOtadzSP7Tue78fzOH2L/dxMLOUSL/Wu7TGWFGI2/in8Jz6PlV7fza3b8e3aLqOxnPKQjRdRqHdsRRjRRHViWvwvO1DXMfPwFhq/h/SndyNqaoMzykL8bj5LSq3fNZkn6gDO+Aa9yiObfvhOuZhHCMH4D5pbqOijkmnpXLrFzgNNK8xYCzPB4USz5vfRh3UBe2Ob1tpj5gVao08NdCN98d58vNR89jy7SEto9tqWBjnyagIDUsPaSmqMrLmZDUfjvNkxiBXcivNBYzdp3Xm8TnOk7diPfjsQGUz47OaR/u5mo/n+rqaj+eGujcqXmj1Jr44UMlNXRsXKTacqrbJbB173S+RXip2nzafyNhVu43WVFyQz7QZc1nw/tesapC5Q2KvYN7CLxk8ejy/NsjcFz/8hvtmzKOgNnMTajN33sIvmf32p3zfTOZGdujCXY/NpEdt5vYcOJTHGmRuYV4u8x6+g1eevp/+Q0cDUFZajKubeSxydXOnoqxlxiK7mLEDEOHliJODuc50dsZMeomOyd3Ns0O6BzqxIbmU7NIaIn0cUSsVqB1VhHuZ/5lOFlaTkK3lsd8yAKgxmiipMuLV4NKH/2zJJTFHi9EET/yeidEEL2/I5vnRQexIK6eTvxOeTvY13T0y2A9njfkfSFlbDU3LKeCm2P4A9Gwfxtrdh8nKK6ZdSABqlRI3Zw1t25gPAJMzz7D3WBr3vb4EAJ3eQHG5Fm/3+jN+Ly9eScKJdIwmEw+8+TVGk4m5n/7KgmnXANQ9d3D3drz+zarWeeP/Q4SfG06O5u57dr+k55dz/UDzlP0eYT7EJ2aRXVRBu0B31ColapWSCD/zWYaU3FL2n8pn+hdbAdAZjJRU6vByrf8A9dpvCRxMK8BoMvHwl9swmkzM/3kv866rPwCKT8pkdDfLr8dsaf6hkThqzIVKRW3FOP90GjETzAN0ROdoDm5dQ9GZLALD26FSqVG5uOEf2haAnLRkUg/t5dPnpwGgr6mhsqwYV4/6M8D//fAl0o4kYDIZ+XzO/ZhMRn58Zw43PP4iyQk7KS3I46mPllNVWc6iWffQsc9g1A6tO+iFe6rrZsec7R8ZpXomdzLvm+7+Dmw8VUV2uYFILzUqpQJXRwXhHuY+dbJYz4FcHY+vLQSgxmCitNqEp1P9mZq3dpaSeEaHyWRea8Vkgle2lTBrSOuc4fsn2vq64FQ7s+HsSaeMwkqu72vuwz1CPIk/ksfpkiqi/F3MOatRE+FjzoCUvAoS0kt4+NsEoPb/RqvHy6V+kH9j9XEOZJZgMsEjyw5gMsGLvx9lzsTOf9u2M6XVvLTyKPOv7oKmldfXifgf/aWbvwMbGvQX8/hT319Sa/vLY7X9RWcwUVJtwquZ/mKs7S9GC/rL0qQKbulmu2v27bW/NFzzYmzXAD7enHpB3/ffifB3P8/Y0w6AHuG+xCdmkl1USbtAjwZjj/lysZTcUvan5jP98y0A6AyGpmPP8n21Yw88/MVWjCaY/9Me5l3f77ztuqpPWxauPshDX2yhe1jrn6ByaxOBytF8YH927KnITaft8OsB8I7qwel98VQWZOMeFIVSpUbprMYt0DxzpOx0CgXJ+9mx8CEAjHodNRUlOLrVzxBO/O51ClMOYjIZ2fneI5hMRhKWLKDX7XPNv2PQs//LObQbMxX3oEgAHFw8qNGWAUHUVJXj6NK6s0hDIiLROJlzRFk7iyg74xRjJ98CQMduvdixYTV52VmERbZHpVbjonYjONzc/vTUExw5sIcXH7sbgBqdjrKSYjy86sfkz95awLHE/ZiMRl568l5MRiMfvjKL6bNeAUCvr+G9+c9w1S13E9q2Xd3vpaccZ9mid5jxynutvr5OW1/nBtlS+39UqOW63ubZaz1CPFh/NJ/TJdVE+dVnS3httpzMqyAho4SHvzsImMfoJtmyJpmDWaWYTCYe/T4Jk8nEiyuPMWdCJwD0BiPzVhzl1oGhRPrVHxNPjG7DxOg2LN2VybLdmUwfGdnyOwRQ+YajcKgtGijM/0OGwgyc+ppnmKlDulN9ZCOGkmxU/pEolCoUGldUPuaTsIa8k+jTD1Dy7eMAmAw1mLSlKFzqx5jy1W+hz0wEk4nSZU+CyUTZ76/gPnFW7e/oKfttAc4Db0Ht19bcFGcPHKIGAOAYNYCK+PdafF80FO6hqh+fz45DpfWzQrr7q9mYVm0enz1V5uM5pYJwD3P/Olls4MAZPY+vM5/wrjE2czy3q5zEPL35eG59qfl4bnsZswabc1tvNLFgaxm3dHWmrWfjj87xp3Q8P7h1ZjA1ZK/75dZuzrz7VwVbM0po563G17l1j+eCm8nc0xmnGNcgc7dvWM2Z7CxCm8ncjNQTHD6wh/m1matvJnM/rc1cY23mGo1GPnhlFg/VZq6PfyDz31/MmewsFjx+D30Hj8DN3ZPKcvNEgMryMlxb6IoGuynsNDeohHs6kpRbRWjtY7iXI0EeDpwq0qE3mtDpTaQXm6uCkT6O9A914dEh5jO9NQYTDucs1jRjeCDvbz/DNd28+PVQMdd08yLU0/yBM7mgmoTTlTydo+VkYTXpxTrmjQmijRWLMrcEBU33S0QbXw4kZxAW6MOB5Awi2vgS4u9FSlYeeoORal0Np3LyAYgK8WdQt3Y8PWUcADV6Aw7qxsWr5++YwNvfreX6UX35aeNerh/Vl/BA86yUyiodGkc1KqWSExm5eLnZx/pDzfYXPzcSMwoJ8zU/hvu5EeTtyskzZeb9ojeQll8OQFSAOwPbB/DEldGAeQFkh3M+TM68uhcLVyVy7YBIftmdyrUDIgnzbRzeaw5kMusa+1l3qLn94hccQdrRg/gGhZN29CD+IRF4B4RwJuMkBoMeva6avMxTAASGtaN9rxiuuvdpwFzYUTs0/h+YPH02K794i4Hjb2DX6h8ZOP4G/ILNBxYmTDi7uaNUqdA4u2DQ12A0GmhtzR2ihnmoScqrIaT2McxDTZCbilMlegxGE9UGE+ml5mnebb3U9At25JH+5uBtLk+eGuTBB3vKmNTRmeXHtUzq6Eyoh91EarOa3S8+LiRmlRDq7UxiVgnhPs4EezqRml+J3miiusZAWqF5FkuknwsDIs0zKwBqDMZGU9cBnhnfkXfXJzO5dzD/3X+ayb2DCfP5+9worqzh+V8P8fS4DoR628ei9WEeag7l1RBa+9iwv+iNJnTn9Jf+LdBfMkoNpCRV8E1SBYWVBuZvKWbe8Na7FNZe+0t5tR632uLO3rTiukWUW0Nz+yTcz43E9ALz2JNeQLifO0HeLpw8U9pg7DEf0EUFeJjHngnmWSbNjj2T+rBw1UGuHRDFL7tPcu2AqCZjz7kc1EpmTOwFwK9/tV6hq17TPeMaGE7RyURc/UMpOpmIW0A4Lr5BlGWnYjToMdZUU55rXtvEPSjSPBPn+icAMOprUKobjz09bn6Ww78sJGLotaT9+QsRQ6/FNcC8npDJaCRh8XwCo4fTpmf9tHnf9r3JO7QDz9CO5B3agU+H1h6vm+6XoLC2HD+UQJvQcI4fSiA4rC3+QSFknkrGoNej01VzOt38Nwxt254e/WO445GZQPNj8r1PzeXrD95kzKQbiV/+A2Mm3Vh3qZXRaOTDl2fRb+go+g8bXfc7OZnpfPL6XB5f8HajDyy2FO7jTGJWaW22lNZmi6YuW3R6A+kNsqV/Wy8ejzUXqprNlnHteW/DSa7pHcSv+7O5pncQYbXji9FkYsHK4wzr4MvwDvWzsKv1xroTC25Oaqr0rXf80tzxvsonDH1WEirvEPOjTxgqzyAM+acwGQ1QU42hMN38XL+2OET2w3XMI4C5sKNQNe4rbuOfomL9Bzj1nkTV/uU49Z6Eysc8W8lkMlL++8s4dhiKY8ehdb/jEN4TQ84xaNsXffYxVN6tewuI5o5rwzxUJOXpCXE3P4Z5qGrHZ0Pt8Rykl5r/dm09VfQLcuCRfuaTJM2OzwPd+GBvBZM6OLH8RBWTOjgRWlsAMZpMvLytnKFhjgwNa3ySMqPUgALqntua7HW/uDkqmTXEXPj5NKGSEeGt+zm6uf+j4HMyNyisLQF/k7nR/WO4828yd9pTc1nywZvETbqRdct/IK5B5tbodDg4mveHi6sbzi7m45kuvfry19YN9B82mv27ttKl5/lP1Pwbdv0pZEpvH17dmMPKIyXmNXZGt8HbWU1cBw8e/G86oZ6OdYWXQeFuJOVUmWfsKMDfVc3s0U3vspBZUkOop2Pd41m39fHltj7mcH91Yw4TOnvavKhzPndOGMK8z5bz69YEnBwdWHDvJHw8XLkypgd3vPQ5EYG+hNSugzM0ugMHkzPNM3YUEOjtwYu1M3EaSs8tJDzQt+7xrJOn83hlyUpcnDQogOdvv7K13qbVbh/WkRd/2ceKvWloHFTMvbYvPm4axkeHce+izYT7uRHsVTv7qGMbEtMLmf7FVhQoCPB0Yt51Tf/JMgrKCfN1q3tsKKuwghqDkbb+9r1w54jr7uKnhXPZs+6/OGicuOGxF3Hz8qHXiCv56Onb8QuJqLsbVqd+Q0k7dsA8Y0ehwNM3gBufeKnJaxacTscvOLzu8az20QM5uGUNnzx3N/oaHTETbq6bQWRrU7q78Oq2Uv5I1qJRK3husCfezkrGRDrx4KrCugEQYFCIhkNnanh8bSEKwN9FxayhTWdWZJXqCfVQ1z029J8dpSTl6agxmheee2mUFxUN1mSxF7cNCuellUdZcSAHJwclcyZ0xtvVkXFdA7hvyT7CfJwJ8jT/DQe38yUpq9Q8A0MBAe4a5k7s0uQ1M4u0hPm41D029NqqYyTWrrlyNKeM167tzufbTpFXVs2761MAGNctkKt6Wn6XnJYwpbsLr20rZWVtf5lV21/iIp2YvqqQ0HP6S9KZGh5r0F+eb6a/ZNb2k8xm+subO0o5lKdDV9tfXh7lxcuj6os4U37Nb9WizvnYQ39ZeyiX3xNzcFKr8HRxYNYVnVrlvZ/P7cM68eIve1ix95R57LmuHz5uTozvGc69izYR7utGsHfDsaeA6Z9vQaGAAA9n5l3fv8lr/t3Y8+qv+0hML0BnMHI0q4jXb40x36lxRQJKpYL2gfYxa7Bd3G0c+PpFMnb8hsrRiZ63zUHj7kNI/3Fse2sabv5hdXfDCug2mKLURPOMHYUCZy9/et0+r8lrVuRl4hoQVvd4Vs6BTZw5tJ3qskKy/lqDe3A7ut/wJKEDJ3Bw6cts/78HcfbyJ3rq8632/s/n6in38NFrs9m08hccNU48OOtlPL19GRI3kTnTbyUoNKLuziy9Bw3jRFICLz52NwqFAh//QKY//0qT18zJTCMoNKLu8ay/tsSzf8cWSgoL+HPdSsKiOnDnY8/x9ftvUFlexsevzgZg4s130jtmeJPXbU1TB4Ty8qrj/J6Yi0atZM6VHfF2dWRs1wDu+yaBMG/nurthxUT5kJhVxsPfHTQfw7k71s3EaSijWEuYt3Pd41mbjxew42QhhZU61hw+Qzs/V54Y045luzPZk14MgIeTA8+N79A6b/48nAdNoXzlq1Qd+AOFgwa3Cc+hdPVG03UMJUseROUThtLT/D/k2G4Q+qxD5hk7CgVKd/+6mTgNGYqyUPmE1j2epTu2FV3KTvOlXofWofaPwjXuUTTdx1O++j+ULHsChVKN24TnWu39n8+Ubs68uqOcP5Krao/n3PB2UjImUsODa0oIc1cR5Gou0A0KceRQnnlmikIB/s71hYeGssoMhHqo6h7P2pqhY+dpHUVVRtalVhPlpebR/uZiyLrUasZE2s/l9/awX/bl1PB1UiUKoE8bBwaF2H7/TJpyDx++NpsNK39Bo3Fiem3mDoubyOzazPVvkLnHkxKY3yBzH7YiczNSk1nywRsolSoMBj23P/wMAD37D2H/ji3Me+QOXFzdmP7cyy3yXhWmcy4cy3n7qhbZ0KWizZMrKN/2ja2bYRfchkyl8Ptnbd0Mu+Bz0+v8fKTC1s24KFzXxZXTL9n2ANKWgmdvIf+L+2zdjIuG392LyL6M+0tzgqQPNcvv7kUU/mD7Dx32wOfGV3lybYGtm2HX3h7ry97sS/eOLf9E3yANeZ/dY+tm2DX/ez9n8Benbd2Mi8L2u4M5vWCwrZthd4Lnbpf9Uit47nb2Sw7/a72DzJdz283iyUIIIYQQQgghhBDCOlLYEUIIIYQQQgghhLhISWFHCCGEEEIIIYQQ4iJl08WTd6VXUFxlYFzH89/y68X12cyJ/eeLaK46VsKKIyUogMeGBNDR36nRz5NytPxnay5ZJTUsvbktAW7mBZNf3ZhDckE1bo5KPJ1VLIhrvVXgtycmU1RWyYTB0ed9zvOL/svL903+x9v47c8D/HfzPhQKePrW8XSJaH4ff/zrJlbtTGL5/7N33vFRFV8b/96t2c1ueiMJoSQQeugdpCMiiA0VUASxo4BYUEQFG6KiWBBRVFSaCCpSRXrvvUOAJJBetmR7ef+4MZslCVmSUH6+Pv/w4WZ2Z+7sc58z98yZc6aOBuCJD37E5nCgkMmYv2xYpfu/Vuw4k0lBoZV+zePKbfPmr3uZfJVysBVhxYGL/L73IgIwvn8zEqO9E5WuPZLGr7uSkQgCaqWMKfe1xt9PjsXmqHSfVcXp/dso1OXTovud5bZZNH0iD7xQ+SRd+9YtY89fS0EQGPD4y8TEl05+CvD3gq84uGkVL85aBkChPp9lX0+lUJ+PRCJj5OSZlR7DtWL3JSsFVhd96pafuPmdLTpe71L5JKOrz5lZfsYMwPNttNQP9U62bnO6mbZdT5bJSYRayssdA1BIy6qpc+OwMzmPApOd25tEltvmrT9P8NaAsn9jX7DiSAbLDqYjCDCuVwKJUd7J+ObtSmHjqRykEoH6kRrG9UpAEAS2nMnhxx0pyKQCg5pH07dx+WOsTuy6ZEV3nbmyqogrAmVzxep08+F2PZkmJ5FqKS91DEApFfhqn4GTOXasTjdJkQqebnXjErX/r3HlinSB1w07zmRQUGi7ui1aPlypUwAAIABJREFUvIfJ95dOiOwrVuy/yO97zyMIML5/EonR3lWL1h5OLbJFoFbKmXJ/m2JbNH3lIS7nm5g/uNLdVwpZx3diM+YT27ZfuW0OzH2LFsPfqnQfqTtXkLL9DwQEGt//AoE1vZPlXt63lgublyAIAjI/f5oPn4xc5V/89x0znsU/PJZmQ25MHqZDu7ai1+XTpU/5uSu/eGcCo1+fWuk+Nq36g/XLf0UQBIY/P4E69RuV2e7X779k29qVfDJ/RfHn/vptAVKZjMQmzRn6zIuVHsO1Yuf5fFFbGkeU22by8lO8eWflk6KvPJrJskMZCMDYXvEkRnonIJ+3K42NZ3KQCaK2jO1ZF0EQWHk0kyX705FJBJrGBDC6u6fUeUqemYe/38/xUZUe1jXDlrwbt6kAZZM+5bYx/PkO2gGvV7oPy5HVWA8uBwH8ez2PLKq+19/dDhvGVdNw6bOQBESg6fcyguzmJsTdfdlGgcVNn7rKctu8s83A62UkA/YVq89ZWH5WzP3yfBt/6od4vzLbnG6m7TSSVegiwl/Cy+01N32N99+8eHCwSH+7XkV/P39nAs9VQX83rvqDdUX6O+Iq+rv4+y/ZunYlM4r0d++2Dfz28zfIZHJ6DxxM5979Kz2GK3FTHTvt4vwrbFMVp47B6mTJ0QK+GhRHTqGDdzek88Vd3oux2sEKZg6K49VVl0p9fkynCJrV8Cz2TTeook3HpgkVtqmKU0dfaGbh37uZ+/pIsvL1TPrmD7577dFS7XJ1RlIy8kpd/+Dp+4gMKd8Zdz3QoV7FL3lVcerozTZ+2ZnMt4/fRrbBzOQl+/h6lHfC1m4No+ndVKwgMHvdCVYdSuW+dnWZs/EUkx6udNdVQv2WnSpsUxWnjtmoZ8eKhTz1wVz0eVks/nQST77/Xal2hoJcci6neF1bMecjejzwBJFx8ZXuv7JoG1O+UfsHVXlRN1hdLD1p4svbQ8gxuXhvm47Pbw/xarP6nJm4QCmvdwlk7mEjq8+ZGVj/6mWcrzfa1w2psE1VXtT1Fju/7rvE7IdbkG2w8vbyk3w1zLu8cNd6YQxtJ+rwpN+Ps+9iAS1rBfHlxmTmPNISpUzCM/MP0ikhlMsFFsIqPRrf0O4GcWVmEVfe3abjCx+4cld9NaOaa4rLj45Zk8f5AgeR/jcm0PZ/jStZeivhlR6N7+hQL6rCNlVx6oi26CzfPtFdtEW/7uXrx2/zatOtUQy9m4kVoWavO86qQync1y6eORtO0rNJLO0SboxTtCQiGrWvsE1VnDp2k54LmxbTafw3WAqyOfjTFDqOm+XVJiqpG9GtegNwasU3XNqzmtpd7wUg8+g2ZH43Vn+T2nWusE1VnDpGg541S+cxZeY88nIymfnuRN76Ym6pdrq8XNJTL3pdW/LDV0z7fil+ajVvjxnJpYvJ2G02WtVIqvR4fEX7OhWXV6+KU0dvcfDrvst8PSyJbIONt1ee5qsh3hulXeuHMrSduJ6btOwk+1J0tK4VxHfbUvhxREvUCimjFx7mQq6J2qEib+buSKF57I1d+yrqtq2wTVWcOi6LAcu+pQQ+/CUuQw7G5e8ROOxzrzbWI6uRhsShHfA6pm1zsR5ZjV+LgZXuszrQNrpix1JVnBcGq4ulpyx82TeQHLOL97Yb+byP9zpg9TkrcQFSXu+kZe4RE6vPWRlY36+cb7wx+G9ePGjug/5WxaljNOhZvXQe7xTp75fvTmRyGfpbcIX+ulwu5s2azntfL0SuUDD5+RG07NAVtaZ6Nu5uiGPH6XLz7oYMcgodNI70Y1OykfkP1WHVKR3ZhQ4eaRnKmGWpJIQquVBgw+Vy88EdMSikEoYsOM/8h+pU3EkZOJFloVmUCrlUoEaAHJPNhc3pQiH1LIw1Smm5n/9yRxZyqYR7GgfRI0GLQla9Hkeny8Wkb34nO99A0/hY1u07wR9TR7Ns6yGy8vWMGtCFJz74kfo1I0lOz8HlcvHZ2IdQyGXcNeGL4iiaa8XR85dpUT8OuUxKTHgwJosVm92BQu5Nh2//3MKI/p148cvFnosCvDprKXKZlHl/VH/EjtPlZvKSfWTrzTStGcL645f5dWxvVhy4SJbOwohuiTzz3RbqRQVyIduA0+Vm+sMdUMik3PfpWn4d27tS/R5Py6d5rVDkMgnRwf6YrA5sDicKmYcfcpmHNxa7g7oR4ivnnnNZVbtpH+ByOvnl00no87KIS2zG0e1/8+KsZexbtwxdbhY9Bo/im4mPU6NOfbJSz+NyOXn0jc+RyRV89NTA4iiaa0XqmaPUatQCmVxOSGQMVnMhDrsNmdzbeGz45Rtuu3cE86a+WDzezIvn2PrHT+RmpNGsUx/a31H9W8hOl5v3tunJMTlpHC5nU4qVeYPCWH3OTHahk4ebaRj7Vx4JwXIu6hw43TC1RxAKqcDQ33OYN6hyboMTuXaaRshFbdFKMTnc2Jxur12JQ5k2HmwsOq87xipZeKzwhjl2nC43by8/SbbRSpPoADacyuaXJ9ux4kgG2QYrj3asxej5B0mI0HAh14TL7eaj+5qikEkY/PUufnmyXaX6PXHZQFJsIHKphOggFSabE5vDhaLEs1OynLVcJiCVCOhMdoJVcvyVsuI2xy7rMVqqLxquJFcaFXFl/qAwVhVx5ZFmGsaU4IqrBFeG/J7D/CpwpVkJrpjL4cpDJbiy4Fghd9VXFzt1HC43KrlAmEpS7Ttf/xauNIyq3mgmp8vN5F/3kG2wiLbo2CV+HdeXFfsvkqU3M6JbA56Zs5l6NQK5kGXA6XYz/eGOoi36ZA2/jutbqX5FWxTmuy2yOagbIbq09iRn4XC5mLvpFAuvU8SO2+Xk4I9TsOiyCa7dhPSDG+j+5mJSd67AUpBFvdtHsGPGswTE1sOYcR63y0Wbpz5GKlewYfL9dH9zccWdlIGCi8cJiU9CIpOjDovGYTHhtNuQlrBFEpknEs5pNaOtX6dozC4ubl5C7W6DyTi4oWoTUAZcTicz33uNvJws6jVKYvemtXwyfwWbVv1BXnYmdz/yBG+PGUmthEQuXUzG5XLy8tSZyBUKxg3pXxxFc604d+IIic1aIpPLiagRi8VciN1mQ67wts9Lf/yau4aO4pNJ44qvRcfVxmwuRCaX43DYUWu0nDq8H6g+x47T5ebtlafJMVhpHB3AxtM5LHq8NSuPZpJlsPJohzhGLzxMvQgNF3JEbfnw3sYoZBIe+GYvix6v3GbdiXQDzWIDirTFD5PNUVpbSpQ+V0hFbQGICxG1SC4VcDjdaIp05thlAyH+CiTC9Yk8cLucGJe/h8uYgyy6MbZTmwh+ch6WI6txGbJRd3wY3fyxyCIScOZexO12EnDfVASZgvyvhxL85LxK9eu4fAJ5bFMEqRxpUA3cNhNuh80rIseeeghVuwcBUCR0xLxr4Q1z7Dhdbt7bbiTH7KJxmIxNKTbm3RXM6nMWsk0uHm6qZuxaHQnBMi7qnDjdbqZ2F6Ojh/6Rz7y7KnYiloUTuQ7PGk8jxWQvw25n2XmwkcijjjEKFh433zAHxn/z4oHL6eSL914jv0h/d21ay4z5K9hYpL/3PPIEk8eMpHZCImlF+juhSH/HDOlfHEVzrTh34ggNSuivuQL9nV6kvwZdPgGBIajU4pqvRs1anDlxhKQ21VMl7YY4drZdMOIvl/DGwJocyTCz/qyhzHbNo9U81ymCDzdlsjfNRMdamjLbbT5vYMmRglLXx3WJoHawZ/dVZ3GiVXo7cQwWF6E+7Hg+3T6cIJUUvcXJuOVpNIhQEh1QvaGHmw6cQqNS8t6T93DwTCp/7T5WZrtWDWrx4pC+vPPDcnYeS6Zr8/pltlu/7yQL/95d6vqEYf2oG+PZy9QZTQSoPQ+ZVu2HrtBMeJBnYZySmYvJaqNeTe+dvw+evo9grZqMPN013auv2HIyHX+ljCmPdeHQxVzWHk0rs13LOmGMu6MZU/84wO5z2XROLHsXdePxy/yy81yp6y/dmUSdCM/Oi85sQ+vnWRRq/OTozXbCtN6Ov2X7LrBoRzJKuYSHu4i/Q3JW2XyuThzfvRE/tT8Pjv+WiycOcnjLmjLb1W3SmjtHvcRvX77N2YM7adCm7DLRx3auZ/ufC0pdH/jUq0TWrFv8f5Neh8rfwws/fy0mg46AEA+fci6nYDObqVHbw0ujLo+MlLPcN2YK4bF1mPPGk9Rt2pqIEt9dHdiWZsVfLjCpbwhHsmysv2Aps13zSDmj22j5aIeefek2OsSWHaWxJcXCkpOmUtfHtg2gdpBHLvVWF1pFCW2RCxisLkLV0hJt3MVtNHIJeuuNOSoCsOVMDmqllC8HNudwmo6/T5TtfGwZF8TYXgl8sPo0ey7k0ykhtMx2m07nsHhv6WdxfJ961AnzRF7qLHa0fp550vjJ0FvshGlKz/eBlAJyjTaa1xR3ewrMdrINVtQKKYfTdHSoE0J8RMVRnb5iW5oVtVxghg9cea6IK3vTbXS8Cld+LYMr48rgisYHrmhKcMVQgiszduvZmmqlTQ0F/gqh2l8s/i1cKfld1YEtJy7j7ydnyuC2oi06Uo4tqh3OuDuSmPrHfnafy6JzYtlRxhuPX+KXHWXYogHNvW2RyYZWVcIWqeTozTbCtN5HBZftu8Ci7WdRyqU83FWMbkjO1DOqR0Oev73pNd+vr8g4vAWZnz8dHp1MXvJhLu//u8x2oQktaHzvWA4vmErOqT1ENik7ujTj0CbOb/yl1PUmg19EW8OzqWcr1CNXe2yRXK3BbtIjDfR2uKbs+JMLGxYhkSuJ7y2G0qbtXklU0m1eTqDqxN5tG1CpNbwx4wNOHTnAjvWry2zXsHkbHnnuFb75aDJH9u6gZcfbymy3Z8s6Vv9a+kV9xLiJxNb2RMAa9QX4azzcUWu0GA06gkM99jk97SJWs4m4eO91Y+fed/LaqMHIFUrad+9DcGg4sXUqjha/Fmw9m4u/QspbDzXjcJqedSezy2zXomYgY3rU5YM1Z9hzsYBO8WVHC246ncPi/aXLjI/vlUCdMI8TWGf21hatUobe4iBMU/r3P5CqI8doK47E6dsogpFzD6CQSeiRGFb8mR93pvJav3p8seG87xNwDbCd2Yag9Cdw4CTsaUewnVhfZjt5XHP8e43GuPoj7Bf2oUjoUGY76+ktWPYuKXXdv89YZGG1i//vtugR/DzPleCnwW0xIGg8+u42e9oISg1us74yt1gpbEuziWu8zoEcybKz/qKtzHbNI+WMbu3PR7uM7Eu30yG27Gd9S6qVJSdL2/6xbf2pHVjSbrvRKjy2VqMQMNjchKqEMttoFAJ6241b4/03Lx7s3bYBtVrD80X6u70c/W3UvA3Dn3uF2R9N5vDeHbQqR393b1nHqjL097Er9Ndwhf76l6O/FrOJWiX0NyAoBIMun7zsTPzU/pw8coDmbSuOLvIVN8Sxk6a30yBCdCQ0jPCDctalieHigi5SK0NvcZb7fV3raOlap+LduQClFKPVc3yq0OZC6+dbGHuQSlx0B/hJaR2r5myuFacLKg7C9h0pmXk0qi3m7mlSNwahnAV7w9riQjEqNBBdobnc7+vRqgE9WjWosN9AfxUGk+cBNpqtBPp7Lxq//mMzTw0qTfpgrWg8o0IqfzThakjNNdIwRsxt0zg2GKEcsjQoyn8TGahGZypb0AC6NYqmW6OK8yMFqBQYLPbi/xda7QSo5KXaDWxVm4GtavPzljPM23qG0X2blNmuupGbnkpsQmMAYus3KZcr0UX5bwLDa2AylO98a9y+B43b96iwX7U2AEuhx3FlLTSi1nr/9usWfk2vh57yuqbSBBAQHE6NOqKY1WnSioyLZ6vdsXNJ7ySxKF9JozB5edJSnNMk0l+Czlr+kcoucX50iat4ZyFAIcFYIrdSod3t5UQG0CoEjDYXIKXQ7iJAeePOGKflm4sjGBpFB5TLl8Qo0XkeGaBEZ7aX2Qbgtvph3Fa/4oiVAD85BouHL0argwC/0s/H2SwjX21KZtq9TYvH9srt9Zmy/CQquYT4cH/CtAovR0BVkaZ30qCIBw2vwpV/+BThL0FfDVzRXsEVYwVcMdpdaEtwZUzbAJ5t7ebNTTp2X7YRo5VS+QPKpfFv4cruC/lU3yn1f2yRuKsp2qKy0SDGV1sUQ7dGMRX2G6CWY7hUwhZZ7ASoSi/GPbboNPO2nmZ036YEqOS0T4gs9zesDpiyUwmsJdqZoFqNKG9BFxgnrkVUwZHYC8u3RVFJtxGVVPYCuyTk6gDsZmPx/x3mQuTq0sdi4joMIK7DAM79/TPJ6+ZTv/8oLu35i7bPTCc/+XCF/VQGGWkp1G0g2ueEhk0pb/rrJor5F8IiamDUl96c/AdtuvSkTZeeFfar0QZiMnqeIbPRiOYK+7zkh6+4f8SzXtfMpkKW/PAVH/+0DD+Vmo8njuHsiSMkNKxeh2BqvoWGRbrRKFpb7rz8k/8mMkCJvjq0RSXHmOHhitHqJKAMx+/ZrEJmbbrAB/c0QhAETDYH321PYf6oVqjkUl797TjH0w0UmOw0iNIQeB3Xeq78S8iiRAetLLoR5U2WtCj/jSQgEpe5/OdKWb8LyvpdKuxX8AvAbfHMldta6OXoEdtoxTaBRX9X3bjjaJcMLhJDxd+uUZis/DVeiPjOFqmWoLtK2owuNZV0qVnx8esApYAx1+OQKLR7OzQAtEoBY5HTotDmJkBx49Z4/82LB+k+6m8dH/W3bZeetK2E/prK0N9fy9BfQRB4/MU3+PK911D6qYirU4/gsOo7SH5DHDsxAXL2XjLRv0EgJ7Ms4IPz7mpNfI3YaRTpx5w9OTicbnJNDlRywesY1tVgsDrRKqXYnW6OZpi5vX6AL8O+JtSMCGHX8fMM6tqC4+cvl5v8saRz42r5IX2N2GlSN4aZSzdidzjJ0RlRKRWljmFdys7ng59Fr2dOgZFp81bz0pC+FFpsaFRKCs1Wyo6nqhpiQ/zZk5zNwFZw4lIB7nJm3dvhU/6k+Bqx0zg2mNnrTuBwusgxWFApZF6h7wBWuxOlXLymUcmx2MWXtZZ1rncWEAiNqsnZw7to3XsQl84cK58rQkmulD8vvkbs1KzflLXzZuJ02DHk56BQqUsdw8rLTGPZbPGcqiE/hz+/mcaAx18mOCqGguwMgsKjuHzuBI3b98BqNgHV97IerZWyP8NGf1SczLWXywRfzYqvETsNw+TMOWjE4XKTa3ahkgmljsgkRSrYeclGQoicnZdsJEXeuGSDMcEq9l7IZ0BSDU6m633Tlqt8n69RGI2itczecl58jgptqOVSr/B3EB0J7606xXuDGhOk9iyUm9cM4vOHgii0Onjtt2M0jq7exWOMVsq+Iq6cugpXSuJqbXyN2GnkA1eaRyrYdclGvRA5u0pwxep0o5QKyCQCfjIBpVS4qg2oDP4tXNl/sfyFWmUQG6phz7ksBraqzYlL+b5py1UmxteIncaxIcz++7jvtsivpC0K5+TlAprUrDg/UmWhDo8l59Re6DAAXcoJyr9p32yRrxE7wbUbcXr5bFxOB1ZdDlKlqlQEjtNuRSoX14BylQanzYIpNx2H2cjer1/CVqjHqs8lZfsyolv1AsqOOrtWRMXU5Mi+nXTvfw/nTh3z6Rm9WhtfI3biGzXjlzlf4HDYKcjNQalSlzoGkHU5je8/FfPsFeRlM/ezqTzw+PPI5HL8VGokUin+2gAKDdUfhREb5MfeiwXc2QxOphvKveeSL2IVaosPETuNamj5ZsvFYm1RKcrWlvdXn+HduxoUa4uAgFwqoJJLkUoEtH4yDBYHZ7IKOZCq48jioyTnlNb86oAkOBr7hf2Q1B9H+smrEMS31YyvETuy6IaYtszB7XTgKsxFkKtKJUaWxyVhS96JLDIBW/JO5DWvfx6mfxCtlbA/w05/4GSuo3y18e2VwOfIlIahMuYcMl19jRchZ+dlGwkhMnZetpEUcf03ef/Bf/PiwT/626MC/fWaiqvMha8ROwlX6K+fD/r7w2dTefT5CTRMas2kT+ZgNhXy8etjqdeo+p6pG+LY6Vxbw8ZkI88vS6VBuF9x3oDKwteIHa1Syl2Ng3j+z1QE4LlOYgb+MzkW9qaZeKh5CKkFNj7ZmsXZXCtT1mXQK0HLoMZBTP47HbPdhcPlpne9AOqEVOzJvFZ0a5nI33uP8/jUuTSqE11q8Xat8DViJ8Bfxf09WvPEBz8iCPDiQ2IugFMpGew6lswj/Tryw8SRxe3vmvAFLw+9HbvDyZPTfkQpl+NwOlna67EqjbcsdG0Yzfpjl3l6zhYaxgSjkFZtTq4lYueetnV4+rutCMC4O8Sdq9PpBew+l82wzvWYt+0Me5Ozi9tPHCQm+ny6d+MqjdEXNGrXjSPb1zJ74ihiExqXcq5cK3yN2FFpAmjX736+mfg4CAJ3jnoJgMvJpzh7aCdd7x7O0x94koV99NRABjz+MgB3PvYSv3z6Oi6Hg7rN2hAT35DU00ehZfV5pjvXVLLpooUxa/JoECavcv4Rn6MwlBLuSlQz9q98AJ5rI+rR2Tw7e9PF3Dq3x6uYtkPH82vyCFdLeKXj9YlyKwtd64Wx4WQ2z84/SMMorVdOjsrgWqIw7mkRzbPzDyEIMKanGNp/OtPIngv5DG1XkxnrzmK0OHhnxUkAhrSrScf4UL7ccI4TGQakgsBTt9VB7qMT3ld0rqlkYxFXEm8wVwYlqhnzVz4CMLqIK2fy7OwrwZUPduh47gquvLtVh87qwumCphFyWkRVv3Pw38KV1rUrlzOgPHRtGM36o5d4es7mIltUtXnxOWJHpeCetnV5es5msVrYHeKCT7RFWQzrXJ95W09726K7WwLwdJ8mTP19PzaHk0XXKcdOVLOupB9Yz44ZzxAY1xBJFavjXEvETq0u97BjxjMICDS6bywAurTT5JzcQ3yvoSSvmy86nYraJw19DblaS+eXxYT/uWf2c2nPGuI6DqTgwnGgZpXG/g9ad+7Bzo1rmTJmBPGJjZErqvYi43vETgC9Bz3A22NGIggCj4x+BYALZ05yZN8OBjw4gikzfy5uP25If4Y/PwGAXncN5o1nH0YmkxEVE0fTVhUnv75WdKkXyobTOYxecJgGUdoqa7rv2iLj7hZRjF54RKyI21PcrDqTaWTPxQKGtI3ls/XJGK0O3ll1GoAhbWLpGB/CoOY1eGreIWQSgdhgFa1rBdGuTjDDO4hceXfl6SrdQ3lQ1OuM7eQmdPPHIItqAFV8rnyN2JH4afFrcRf6+WPFqlg9nwPAkXkW+4W9qNo9iLLJ7RhXTUM373kk2nBUd7xSpbFdCzrHKtiUYmPMWh0NQmUoqrgs8DUyRauUcFd9P8auFR2ez7UWNyXO5jnYmyHmkLm9rpJpO408/5dOtNsdyq+sWd34b148aFOkv5PHjKBuNeiv7xE7ov5OLtLf4WXo79sl9HfMkP48WqS/82ZN59zJY0ilUh56YgwyefU5vwT3FVspGdPLLwtWFTicbmRSgSMZZuYdyGNqv4oXOLciol74E+O2nytu6CPsDidymZSDZ1L5fsU2Zox9sNq++3pD02kYeYuqX+AdThcyqYRDF3P5cctpPh5W9hniWwkhD3zAkhOF17UPp8OOVCbn4omDbFzyHcNf/+y69ne9cG9Dfy6/U3bun8rA4XIjkwgcybIx/2gh7/eo3he86kb065vJ+e6J697PP8/R4TQdP+1M4cP7rl/ejeuJsJGzSa8mvpTkyryjhUy9xblSHmpUM4f+TVzJ+6X6Sll72aLNp/j44epJbngjEDL4fV74K/e6fLfL6UAilZGXfJhzf/1Im6c+ui79XG9M7xPKvnRrtXyXw2FHJpNz6sgBls2bw0tTv6iW773RaFVDSfa31bdp59EWPT/vSmXavdd/I+x6I3zUHDp+VzpyqKpwOx0IUhn2tCOYd84n4L73q72PG43tI6O5PKVquumx23bmHzPzfvcbW5nseiD6je3/zUsRot/YzoEq6nBJ/f193hxe+R/V36qgRQ3RMXfDyp1PXpeOzuLE7nQzvuuNL8V5q+K1r5dSYDBhcziZ+MgdN3s4twQmLd5DQaENu9PFKwOb3+zh3DJY+NGrFBoKcNptDHq68uUt/22YskWHzuLC7oIX2lVvZZz/Zbyx7AQ6sx2bw8XLt5edcP3/G/7his0F4//jSjH+40rZmPTLbgpMNuwOJ68MbFHxB/6f4MD3b2ArLMDlsNP0gZdv9nBuCXw+5WUMugIcNhuPjX/jZg/nlsGbf54StcXp5qU+8RV/4P8xjMumiHlzHHb8b3/hZg/nlsGUrUZ0Vhd2J7zQrvqO8v+v47958eCzIv2122w8/v9cf2+YY+ftPhUfh/n/iA+fvf9mD+GWw/sPVq587r8dQyf8b+6KXm9MuS3oZg/hlsR7d//v74xWN/7jStn4jytl4/2Hqv94yr8BrUa9d7OHcMth3JRPbvYQbkm8O6jhzR7C/wy0d0+52UO4JTGl63+bMGXhv3nx4IX/9LcYN8yxUxV8vzeHmAAFferfmDCzlSd1fLQlk/WPizuXvx0r4Ncj+bjdsP4WcqJ//fsmakYGc0eHZte1n9SsPCZ8tYSLGbl8Pm4ILerHXdf+qoJv158gNlTD7UnVc3a+PKTlFfL6ot2k5Br55OGOdL+uvVUdfy+YRWiNmrToVp11Y0oj+eg+/vr5CyRSKYIg4f4xUwgKj2LVD5+SduYYAPcunX9dx3At+OGQkRitlN51r+8Z4EsGB5M360jVOzn0PxBsNWfrBWKDVfRtfH2jK/enFPDWshPEhYjzP7pHPA2itMzZeoF1J7IJ8ZezcGQFX3KD8H0RV/pcZ66sOWfmt1MmFFKBUJWEVzsFeuUDGvNXHr/cohy6UbwBWHU0g1VHM3G53QxMqkGfRrduJPC3648TG6Lh9uY3xnYu33+BR65Tjp2q4vTKb1GHxxJ6mSDyAAAgAElEQVTb5vbr2k9hdhr7v59EYWYKbZ+ZTki8d3LKgz+9DX0+va5jqAx+/X4mUTFxdO5z53XtZ/OaZfz120IUCgVBoRE8/eo7pRJ/3kqYs+0isUEq+jaOuO59rTqayepjWbjcMKBZJH0aRaA323ln5WmMVieLR133IVwVpq0/IA2OQdm493Xtx3p0Deb9vyNIFUg0oWj6T0CQKXDqMjCunAZOG/L49qg7DAPAvGMe1tNbQBBQNuiOqu3NF6EfDpvENV6d6s+TWhIHM+18e9CEVAISAV7toCHCX8oPh01suGgj2E+04R/3DEAquXHVs8rDjZoXgDXJVtYkW3AD/eP96FVHyS8nzGxLteF0w9JbKMBmcZH+drkB+rvmt4XIFQqCQyN4pkh/D+zawuLvZiJXKAiLrMEzE95BKrs2V83/hGPnRsLqcLH5vJFIjSeR0W11NAxoEMgjv1y4eQO7iQgL1DJz/DCmL/rrZg/llkGYRsmM4Z34bPWRmz2UWwpxic14aur3AOz9+3d2rFhAv0fH0e/RsTd5ZDcXoSopH/UKZuZeQ8WN/5+hQ3wIr/ZLLHV9eMe4G+IguNXQNEJOrzohSCUCs/YZWJtsoX890Zm0Pc2KWnbzF4U3G8nZhey9UMCMB5pd19Le/4uw2p1sOHaZR272QG4y/ALDaPfsDE4sLZ2LTn/pLA7z/28tTmzaks69+iORSpk/azpb1y6ne/97bvawbjqScwrZe7GATwc38dKWebsv0aNBOLffAMfSrQJZbFMCG/VCkEgp3DAL67G1+CX1x7RxNurOjyKv2Qz9wvE463dFognDcmQVQaPEYhoF3z6KX/Prk7P1VkTjMBlf9BWLHqw8Z2HpKQtPtRSPRw1rorohDpRbEecLHOzLsPFxzwCv5+nu+n4Mbnjjkk3faiipv/NmTWfL2uX06H8Pi+d8ybgp0wmPimbm+69zeN8OWrSrOAl6SVTZsXM+z8q0TZkoikqefXhHLGvP6Fl+UofN4aZOiIKXukYiCAL3z0umbaw/J7MtdI/Xkm9ycCzLQmKYknFdIjlw2cQP+3LRKCRkGBwMaxFC93jvULMN5wwsOVoAuGkd68+jrUI5cNnErJ3Z+MklRGnkvNo9qtL3s+RoAQMbBfLF9uziayHqa5+mc5eyePuH5SjkMpQyGZ+/MIRVO4/w2+YD2OwO6kaHM+nROxEEgTtenEHHJvEcv3CZXm0akacr5PC5NBrVjmbCw/3Ye/ICs5dtRqvy43JOASPv7EzvNo28+lu75zgL/96N2w3tm9TliYFd2XvyAp8tXoefUk50aBBvPTawUnOiUspRKauesTs5S8/7vx9AIRNLT37ySEfWHE5l2d6L2BxO6kQE8OpdzREEgUEfr6F9QgTHLxXQs0kMeUYLR1PzaRATxEt3JrH/fDZzNpxCo5KTnl/I8K6J9GzinZB73dFLLN6ZjBs3beMjeKx7A/afz+aLv46hksuoEazm9aJqItcKP4UMv2ra3MpMOcfSL6cgkyuRKxQ8+sYXHNy0ij1rf8NhtxJZM567n52EIAh8MOoO6rfoQNrZ4zTt1BtjQS4pp44Qk9CQu558leQje1m3aDYqfy35mZfodv9jNO3kvatzZNtati8XS50nNG9PzweeIPnIXlb/OAO5UkVwRA3ue35ype6lZGZ3q6mQqFr1vP5+6dwJaNjap+86X+Dgox16FFJQSAU+6BnM3+fNrDhjxuaE2kFSXmwvGosHlmTTJlrJqVw73Wr5kW9xcSzbRmKonLHtAjiYYWPuYSMahYR0o5NhTf3pVsu7otHGixaWnjThdkPraAXDm2k4mGHj6/0G/GQCURpppStb+cnEctXVgeTsQqauPoVCJkEplfDx4Gb8dTyTZYfSsTlc1AnzZ8Lt9REEgXtm7qRd3RBOpBvo0SCcvEIbxy7raRClZXyfeuxPKeC7bRfQKmVc1lkY3qEWPRp4Vy1bfzKbxfvSwA1t6gQzslNt9qcUMHNjMn5yCTUC/JjYv+JqfOVh9/l8np53gHoRGp7tVre4jPO8Xan8fuAyi32I2Dlf4ODDElyZVsSV5SW48lIRVwYvyaZttJKTuXa61/Ijz+LieAmuHLiCKw+Xw5UlRVxpU8SVA1dwZUIluRKt9dgbuVTgn0IyLreb30+ZuLeBupxPXh3/Jt5sPJWNUi5h7KLDqBVSxvWqR0RA5RbOyZl63v9jPwqZBIVMyiePdGLNoVSW7TsvzkuEllfvainapY9W0b5eJMfT8unZJJa8QgtHU/NoEB3MSwOaF9mlE2j85KTnmxh+WyI9m8R69bfuaBqLd57D7Ya2CRE81r2haJfWHEWlkFIjSM3r9/imkWVh8c5z3N22TsUNy4AhPZnD899HIlcilSlo+8x0Lu39i5Tty3DZrWhr1KXpQxMQBIF1b9xNeMN26FJOUKNFT6yGPArOHyUwrgFNBr9I7pn9nF71HXKVBnNuOgl9h1OjhXclxvQD6zm/cTHgJrxBW+r1G0numf2c+P1LpEoV6pAokoZVLjxNqvBDqii7at2Z1d8T32f4NX9n2vmzzP7wLRQK0Va/Mu0rtv29gg3Ll2KzWYmtHc/jL72FIAg8N7gPzdp2IvnkMdp374MuL5czxw9RN7ExI8ZO5PiBPSydOwu1Rkt2+iXuevhx2nfr49Xfzo1/sWbJPNxuaNamA/cMf4rjB/Yw/+tP8PNTERYVzVMT3q7U/ERGe3gpkyuQVqECaXJOIR+sPlv0DEn4+L7G/HU8iz8PZxZpi5pX+iaI2jJrD+3qBHEyw0iPxDDyTHaOXtbTIFLL+N7x7E8p4PvtqWiUUtJ1Vh7pUJMeid6VsNafyuHXfZdxA21rBzGiYxz7Uwr4atMF/ORSagQqea1f5XKFbTyVi59cyrjFx1DJJYzrFU+EVsnBVB1D28VW+HlH9nkKV38EMgWCVEHA4A+wHv8by6EV4LAhDauN/+0vIggC+TMfQF63DY70UygbdMNVmI/j8jGkUYlo+ozFnnIQ07a5CEoNLl06qg7DUDbo5tWf9eRGLPuWgtuNvE5r1J2GY085SOHGrxHkfkgDotD0r1yRE2mQJ4WGIFWAROSII+ss8priSQF5fHvsqQdRNuuPRBMKDhu43WLJdOnV353OFzj4aFehaLclAh/0CODv81ZWnLOIdjtQyovt/MU13m/5tImWcyrXQbc4pbjGy3GQGCJlbFsNBzPtzD1iQiMXSC90Mayxim61vG3CxotWlp4SI0da15AzvKmag5l2vj5QKNptfymvdNBUaq5KVns22d3UDfLc+8LjZpadsdAtTsG9DSp2Zvyb5mVzig0/qcBL6w2oZPB8G3/C1dLi+XJfre74FUgt0l95kf6+Ou0rtv69gvXLl2Iv0t8nivT32cF9SLpCf08fP0R8YmNGjp3IsQN7WDJ3Fv4aLVnpl7i7HP1dtWQeFOnvvcOf4liR/ir9VIRHRfN0NetvbJ14TEYDbrcbc6GRgMCQa/7uKjt2dqeZ6JcYwMBGQbiKfqDOtTX0ricem3pr7WUOp5tJilZTYHYyqm0o/goJd/+YzCd3xvJcpwge+/UieosTAJ3Zycf9Y7E6XDyxNIXb6nrIZLA6+eVwPp8PrIlMKjBxzSXO5VrZfN7IqDZhtKnpXzyGkvhuTw6H0s3eNy4V+Li/t0gbrE4Op5sZ0jzEy7FTGew4mszATs25p1tLXC5xTN1aJNKvvVhtZMJXSzhwOoWWibUoMJh45p7uaFRKeo+dzqyXH+bFIX0Z8tZsdEZx3AUGEzPHD8Nis/PwlG/p2cpzbllfaObnNTv5dsJw5DIp4z//hTNpmazfd5Kn7+5GhybxxWMoiVm/b2T/qRTveZFJmTl+aJXuvTzsOpNF/5a1GNS6dvF4ujaoQd9m4rGp13/Zw8GLubSoHUZ+oZUnejZC4yej/7RVfPFoZ8bd0YxHZm5AZ7KJc2KyMmN4R6x2JyO+3kj3EmXN9WYbC7afZdZjXZBJJbyyYBdnM3VsPJ7Okz0b0S4hosw5+Wb9CQ5cyPG6JpdKmDG803WZE4AzB3bQqsdA2va9F5fLBYjlzZvf1g+ABR++woXj+6nTuBWF+nx6D30WP38N7w3vxWNvf82do17i83EPYTLoACjU5zNy8kzsVgtfvjiMxh08ZfvMRj1b//iJJ96bg1Qm5+f3x5Nx4QzHdq6n95BnqNeiQ/EYSuLvBV9x/uh+r2tSmZyRk2eWanty7xbWLZiFxVzIo5O8d0sPbloJd/r20rLnspXb4/0YUF9d/Fx3ivWjVx3RME7eXMDhLDtJkQoKrC4ea67BXyFwz+JspvcOZnQbLY8vz0VvFe+nwOLio17BWBxunlqZR9c4j3EzWF38ctzEZ32DkUkEJm0sIDnfzuYUCyOba2gTrSxTW74/ZORQps3rmlwi8GGv61dtaff5PPo3jeKu5tHFY+qSEFZ8FGXSH8c5lKajec0g8s12nuhSG3+ljAFfbOezB5MY2yuBR7/fh95sB6DAZOfTB5Kw2p08Nnc/3UosovUWOwt2p/LV0ObIpBJeXXqUc9lGNp3O4fEutWlXJ6TMefl2ywUOphZ4XZNJJXz6gPex0cRIDQufaItSJuHrzeeZvzuNEZ1qcV+rGEZ2qoXNUZqLZWHPZSv9KsGVuxdn80nvYJ5ro2VUGVyxOtw8WQZXFh038XkRV14v4sqWFAuPVcCVg2Vw5aNyuHJR52D3ZSuf9RUN+5pzFrrGKStdpv3fxJscow29xc6nDzRj+7k8vthwjil3eW92+IpdZzPp36IWg9rU8dilhjXoW3Sc9/VFu8qwS3L6f7CSL0Z0ZtwdSTzy5TqPXSq0MWN4Z9EuzdpA9xIlzvVmGwu2nWHWqNtEuzR/B2czdGw8fpknezWiXUJk2XZp3fGy7dKjnb2u6c02DlzIYViXyr3UZp/YRc32/YnrNAh3kR2IbNqFmNbignf/d5PIO3eQ0IQW2Iz5JN75BDI/DX9PvJP2z31O43vHsuWD4dgKxVK4NmM+7Z79FKfNyrYPRxKV1K24L7tJT/L6BXQY+xUSqYy930xAf/kcGYc2knjnE4Q3bFc8hpI4veJbcs8e8Lomkclo9+wMn+4x98x+/CNqotRe+4L50J7t3NZvED0H3FdsJ1t16k6nXuIR588mv8TJw/tomNQafUE+gx8bjdpfy9N3d2fiJ9/wyHOv8OqowRj1oq3WF+Tx6kdfY7VaeP3Jh2jbtVdxX0aDnpWL5vLG5z8gk8mZ/vpYUpJPs2fLOgY/NppmbTqWaat//f5LThzc53VNJpfz6kdfl3lPly6e5/DubQz67Idrno9/sPt8AXc0jeSupKgS2hJKn0ZidMsby05yKE1P85qBFJjtPNG5Fv5KGQNn7mLGA00Z06MuI+Ye8GiL2c4ng5uI2vLTQbrVDy3uS29xsHDPJWY+1FTUlt+Ocy67kM1ncnm8cy3a1gkuU1vmbL3IgTSd1zW5RMIng5t4XftHWz65vzHbk/P5cuN5Jg9ogN7iQKus2PllP78HZdPb8Ws+ALdb/H0UCZ1QNhJ/W8Mfk3GkHUZeMwmXuQB1l8cQlP7kf3EPAQ9Ox7/XaAq+fxyXWXyG3KYCAh74CLfdgm7uUygSPRUiXRYDlt2/EDD0MwSpDP3SSTiyk7Gd3oy6y0gUddoUj6EkTFu+x556yOuaIJUT8MCHZd6TMzcF2/ndBHYsWs+VmF9BqcFdmIcgkaKo2578bx4Btwt1x2EI0qtvCO9Jt3N7XSUD6vl57HZNBb2KolsmbzFwOMtBUqRctNtJavzlAvcsyWd6rwBGt/bn8ZUFJey2m496BGBxunlqlY6ucZ7dV4PVxS8nLHzWJ0Bc423Sk5zvYHOqjZFJatrUUJRttw+bOJRp97omlwh82LN0apAdl2z8cNiEye5malGFqrsT/RjeVIXNCa9tMlAvREaziP8/85JjdmGwufmwh5adl+x8td/EG53FgI2fj5pYnWxl/ZtXnY5iHC7S314l9Ld1p+50LtLfT6/Q3weK9PfJu7sz6ZNvGP7cK0y4Qn8nFunva2Xo7/JFc3mrSH8/vkJ/k8rR38Xff8nxMvR34lX099DubdxdpL9d+gzg/ZefRuXvT634ROIbXHv+wyo7du5IDOCn/Xm8vS6d+FAlQ5qHcCjdzMJDebjckGmw06m2A4AwfxnBKrHLQD8p9cJEkob7yzBYRcdOQpgSmURAppASrJJSYHYW95Wms5NhtDN+RRoARpuLTKOdh5KCmX8wj9Wn9bSMUdO/gfdO6cg23t7+8vDzgTweSqqeF7KBnZOYs3wrE2f/Rr3YCB69oxP7T6Xw4+oduFwu0nN1dG0uLr7CgrSEBIghe0FaNQ3ixIij8KAA9CbRsZMYF4VMKkGjUhKs9Sff4CmtnZqVT3qujmc/ngeAwWQhPUfHI/06MHfldpZvP0ybBrUZ1NW7qsdTg7pVy736iv4t4/hh02ne/HUvCZEBPNylPgcv5DJv2xmcLjcZOhNdEovuXetHiEbkR6BaSf0a4m8aHuCHwSKKSf0agcikEmRSCcH+SgpMnnJ5aXmFZBSYeH7uNgCMFjsZBWaGdk7gpy1nWHkwhVZ1whjYqrbXGB/vceMT/bXqOZANi+ewaPpEomrX47Z7HuX8sf1s+X0uLpeLgqx0Gra9DYCA4HA0QeKCVB0QRHRdccc7IDQcs1FcCETXSUQqlSFVa9AEhlCozy/uKzc9lYLsDL578xkALIUGCrLT6TLoETb/9gP7NywnvmkbWvce5DXGXg897fP9NGjdhQatu3B461+s+elLhrz8AQAup5MTuzb5/D394lX8fLSQd7boiA+W8VATfw5n2Vh0rBCnGzILnXSMFfUhTCUlWCWGNgT6SagXIupMmFqCwSaKb70QOVKJgL9CIMhPQoHFI8qXDE4yC528+Lc4V0abm8xCFw829mfBsULWnLPQIkpRfCTmH4xIqtwuRlVwR7Moftyewlt/niAh3J9h7eM4mFrA/N1puNxuMnQWOieIC+EwjYJgf9GIB6rk1I8UxxuuVaC3iLpcP1Ijaq5SRrBaToHJY6wv5ZvJ1FsZu+gwAAargwydlSFtY/l5VyqrjmbSKi6IAUk1vMY4qkttn+7FX+kxQX0aRTBr0/nisQLF0TsVoV+8ip+KuFI3WMaQIq4sPFaIyw0ZleCKaIfK58r4ElzJKOLK/GriSlahk6nbdLzRJRClVMDqdLP2vIVpPYM4kmWv+AvKwL+JN1qVjAY1tAiCQLs6wczcmFypOQHo37IWP2w6xZuL94h2qWsiBy/kMG/rGZxuNxkFJro0MBXdv4oQjRgFEqhWUL+GmIw7PECFwSI6dq5ql3KNol36YStQZJd0JoZ2rsdPW06z8kAKreqGl7ZLPX1zWv24+VSlnToANdv358yauRyY+xYB0fHE936YvLMHSV43D7fbhTkvg8h80ZnkFxhW7BxR+AcSEFu/6Ho4dpNoiwJj6yORypCoZCi0wdiMHqddYXYa5rwMdn0xBgCH2Yg5L4O6PYdybu3PpO1eRWj9VsR18D7OUb9/1RKcnFv7Ey0enYLdbLzmz97WbxB//DSbL96ZQFzd+gwcMpKTh/exfOEPuFwucjLSadmxGwDBYeEEBovPkzYwiNr1xLVFSFgEhQZxfmrXa4hUJkMt0xAQFIKhwGOrMy+lkJOZzvvjnwTAZDSQk5HOnQ8+yrL537F5zTIat2hb6vjUfSOe9fl+crMymDV1Is+9MQ2FsvJHRe5oGsmPO1KZvPwU8eH+DGsXy8E0HQv2XMLlcpOht9I5QeRKmP8V2hIhrn3DNQoM/2hLhH8JbVGUoS0Wxi4+CoDR4iRDb+WhNrHM253GqmNZtIoL5M5m3pH7j3Wu5dO9BKhkNKyhEbWldhBfbboAgNZPhtHqROt39dcmZbN+mLf/jOHPd5CFx6Nq/xD21MOYdy8CtxOXLhNXgljmWqIJQ+IvvnMIqkCkkWKEs0QbhtsiHhWURtZDkEgRlP5I1EG4TZ5nyJV/Cac+E/2iFwFwW424dJn4tX0Q864FWI+uQR7XAr8k79yK6i4jfJoLAKc+G+OK99EOnCRG4QCUOFLjthYiqLQ481Kxnt5M8JPzwO1Gt2As8nqdgfIL5/Srq+TnY2be2WYgPkjGQ41VHM60s+iEuWiN56KjSbS9YSoJwX5FdlspUC9YWnzdYBMdD/WCpeIaT/KP3fY4JC4ZXeIab5347BntRWu8hn4sOG5mTbKVFpFy+id4R/mNaOZ7hGyHGAUdYhRsuGjlm4Mm3uqiJVApjlkpgy41FZzKdVTo2Pk3zUuAQqBBqAxBEGgTLefrg6bivw1romZoY9+PY93WbxC//TSbz4v0964hIzlRQn+zM9JpXYH+BodFYCxDfwODQtCXob/vltDf7DL0t8cV+nv/NervzKkTeb6E/n778du8M2s+YRFRfPvx2+zc+FepSKKKUGXHjlwi8EwHMQT7heVptKvpz+xd2Xx4Ryyh/jLeWnu52Ll75T5jyfN2/9DsbK4Vh8uNzeEmz+QkSOVZ2EcHyIkJUPDxnbHIJAIutxu3G+xON2M7R+J2uxm68ALd6mrwV3g+52vETprOxs8HrPx8II9ck4O31l7mrd6Vq+Yll8kY94B4BObpD3+mU7MEPv91HZ+/MITwIC0TvlpSfNdXpgjwyhlQNDGnUjJwOF1YbXby9IUEaz2l7WLCg6gZEczMF4chk0pwudy4cWOzO3llWD/cbjd3vzqTXm0aoVF5jPeNjthRSCU8f7u4O/LcD9voUD+SmWuP8ckjHQnT+vH6L3uKeXDlpHhxpYhQp9P14pw4nOQZrQSpPfcWE+xPbIiGz4Z3KjEnYHc4efHOJNxuN4Nn/E3PxjH4+3lE9mZE7Ejlcu4YMQ6AOW88RWLLTqz56TMefeMLAkLCWfDhK55wxatxpWj20s+fxul04LBZMRbk4h/gcVaGRMYQEhXLyClfIZXKRI+z243DYWPgExNwu91Mf2YQTTr1wk/teRH1NWLHbrMiV4i/g8pfi0LpMQbnDu8mJsF3x5lcKvB0K9GzP35tPu1iFMw+YGRajyBC1VImby6xs+/DM3Q234HT5cbqdJNvcRFUZAwBamilxGilfNwrGGlJbXHBmLYBuN1uHv4jl261lPgrPJ+7GRE7CqmE0T3EsrFjFh6iQ3wIszad5+PBTQnTKJn0x/HitlfT3H9wJrMQh8uN1e4kz2QnSO15HqKDVMQE+/Hpg0lXaK6L8b3r4Xa7efCbPfRoEO7lpPE18sJodaAp+ty+iwXFSZQNFgdaP5nPYbpyqcAzRVx5YW0+7cvgikdbyp8TdwmuOFxubBVwRXYFV8YWcWVYOVzxJWKnwOLizU0FvNA+gJiiY1kZRidGm4tXNxRgsLq4w6dZ8ca/iTctawax6UwOA5NqcDLDSExw5c/qi3ZJjKR97vstdKgfxcy/jvHJ8I6EaVW8vmiXZ4PaB+6cTteVsEsWb7sU4k9sqIbPHu1chl1qLtqlT/8qbZd8jNhJzTEyN+MkczfBj5XIWyqRKWh093MA7Pz8ecIbd+Tksq9o+8x0/ALD2P/dJNyUPRllcUSfdgaX04HLbsVqyEOh8VSlU4fFoA6Lpd3oGUiksqLoHDcuh50mg8fjdrvZ+PYD1GjeA7nKs96pSsSOw1KIVZ/HgR/ewGm3wkOLfJwZEXK5nKHPiC/R777wOM3bd2bh7Bm8Mu0rgkPD+WzyS8VEEK4yP//o2sWzJ3E6HNhsVnT5uWiDPFoQUSOWyJiavPbxbKQyj622222MGPsabrebF4YNoF23Pqj9Pbba14gdfUE+n775Ao+9MInImKoVm1BIBUZ3F4//jVl0hA51g5m1+QIf39eEMI2CN5ad9LwHXO0ZKvr3TFZh0XuAk/xC2xXa4kdMkIpPBzctpS0v9IrH7Xbz0Lf76J4Y5qUtvkbstKgZyOYzuQxoBiczjcQEiWuY5jUD2JGcVxyFVB4EqRz/HuJGmH7heOTx7TBtmk3A4GlINKEY/ij/mHtZz5Az8yxulxPsVlymfAS15xmSBNVAGhxDwIMfI0ikYnSO2w1OO5reY3C73RR88zCKBt2QKD3PkK8ROy6TDuPvb+Df9wWkwZ7IQ1lEPPa0o8hjm2BP3oW652jx+JVCVez8EaRysHm/d10JuVTg6aI8NOPX6WkXLWf2QRPTegQQqpIweUv5ebDKmquz+c6iNR5FdtvTpoZGItrtouTFXmu8NhpxjfdnAd1qKfCXl7DbPkam2Jzu4mhajcJz9N5oc6FRSHC73RzMFCNxKsK/aV6SIuVsTbXRPwFO5zmI0Ui85utacuTJ5XIeLtLfd154nBbtO7Ng9gxeLdLfTye/VKytV9NfytHfgDL09/Uy9Hdkkf6OGzaA9lfor68RO/qCfKa/+QKjXphEVAn9lUglaDTiHGqDgouji64FVXbsrDtnYNUpPQIQopYSF6Sgb/0Axq9IIy7o2pOQhKllvLn2MhkGB6PahCEp8WME+km5v2kQ4/5MQyIBmUTgte5RrDipY0+qCTduWseqvZw64HvEzrt9PcI1ZMH5YqfOhnMG/jyhI8fk8Pk+1uw6yp/bDiEIAqEB/tSOCqN/x2Y8+/E8akeFVvwFVyA8SMsrM3/lck4Bz9zTDUmJrOpBGjVDerfjqQ9/QiIRkEmlTBl1F79vPsDOY8m4XG7aNa7j5dQB3yN2jGYrL32xmOTL2SRfyqZTs4RKRfv8dSSNlQdSEQQI0SipFaqlX/OajJm7jVph1162L1zrx8Rf9pCeX8iTPRt6zUmgWsEDHery3A/bkAgCMqnAG/e0Ytm+i+w+l4XLLebdKbl4Bt8jdgotdiYs3M2FbAPnswx0f/mah1+Mw5vXsG/9MgRBQBMURlhMbVp0u5Pv3nqG8Jja1/x9ASFhLJj2CvmZl+g99BkkEo8YqwOC6DRgKOu+MkMAACAASURBVHMmPYkgkSKVyrh/7BT2rP2dswd34Ha7SUhq7+XUAd8jdg5uWsmBjSsQBAkyuZxBT0/0+lvz23x/JV133sKaZDMCEKySUDNARt+6frz4dz5xgdcuXaEqCW9t1pFudDKyucZbW5T/x955B0ZVdG38t32TbDYhnXQgQOihQ+gdROUVVKygVAtNxAICKor1taGCgiCoiICogPReQi9J6B0SQnrZls3274+7bDohob9fnn8gu3fmzj177nPOnDkzR8ygaHcmbspFLBK4ZXIHNWvOGTmUasbugJY15cUm6nDzWRgGs53pOzRc0dw8h5SHTSczWHs8DREifD3khPu407dxIBOWJhLhU/nzV/xUcqb9c4JrmgJGdoosLhc3GU+2CmXckgQn54qZ1j+a1YmpHLiUi8PhoHVkjWIONNx85sXGE+n8eywNpVSCl7uMKc5DlL/Zcp6kHOEMm7+HV9zPlksFrHfqio9TV3rXVvJ6FXXFr4iuDC9DVx6vQFda3YKuLEzUk2m0853zoO3etdzoX9eNuf0Fu3E0zXyj5uXif0lv2tSqwb5LOYz5PR67A97qW/UsFcEuXRF0R6Ukws+Tfs3DGb8wjgi/ymfk+auVvLN0P6m5+Yzu2aiEXVIwuH0UY3/eJdhqsZjpg1qx6vBlDpxPx+48d6eUXbrJjJ1Pn21f6fEWRcrhTVzdtxaRCBRqX1QB4YS26cv+78ejCry5jIeiUHj5cWTBVIzZqdTvPwpREVsk9/CiVrcn2f/tWBBLEEskNHt+Osl7VpF1+gAOhwO/+q2LBXXg5jN2LEYDh3+ajD7tMrq0iwQ0jKVe/xF0els43DU/O7XSz7Nnyzp2rl+JSCTCy8eP4LBaQur866MIDq/8uUbefgF8894kMlNTeHL4mGK22tPLm36PP8fMiSMQiyVIpFJenjyTbWv+4tihPdjtDpq0aldsUgE3n7GzYuEccjMz+PU7YTLfsffDVT48efOpTNYezxB8Ow854T5u9G0UwGvLjxPhU/mgq59KzrSVp0jVmBjZKaI0t7QMZvzSY4JvJxYx9aF6rD6WxsHLeQL/RnqX4pabzdhpE+nN/ku5jPkjEYcD3uwdBcCzbUL5cO1Z/olPu2FVLNPJLZiObwBEiD1qIPEJQ9G4D9qlk5D4VL4qnljli+6f97BrUnHvNAyRqFBHxG5eKFsNQrtkIojFiMRSVP0nU5C4BsulQ+CwI4tsWSyoAzefsZMftxC7LgvDlu8BUDTqhbJZf9y7jES/7nOwWZDVbovUT5CttGYDNL+8AjiQhjdH4nvj591y2cSGi6YiPp6EPrUVTNqiJVxd+TOffN3FvLdLR6rBzrCm7mX4eEombtYKNkkkYnKsijXnCziUasEOtAySFQtewM1npmy6ZGLjJRNikRDgmNhGkPl3h/NJ1tpwOCAmUEq7kIrnxf9LcmldU8bBVAsTNmlwOOD1tgJfzT5s4LJGkMvym6yKFbdlHTuc/Ovt5N/OvR9hZhX5t4ZfAF+/N4mMcvj3ocef44Mi/Pvq5JlsXfMXiYf24CiHf282Y+dPJ//+4uTfTr0fpnv/gQwePpYPJo5AJpfjofJkwNOVLwsrcpRYEk378t6dYn70Wj6bzml5s0vVDz++0wiauBp93G939Z6HTl9m7d5jTH/x/jphXtXhOXKWVu1QtlvFkUuZrE+4ypT/NK/44rsAn8GfsuKUoeIL7zAuHjtE/I61DBxzH9UPLIFBDTy49mHnii+8jYhPM7PpkpE32lftQNvbieCpO8laMOpeDwMQyo1vOJFeZlWq+wV+w+aSehf15ahTV968D3SlPNS8xzp0v+qN37C55CybfM/uL9ilJKb8p+U9G8N1+Dz5MRM3Zt+z+2efO0LKwQ00febe/R4V4cvevhxONVV84R3AyaMH2b3pX0a9WbVCBXcKLWsqyPzpJqLpdwhHkvLYeDKTt/vWrfjiewT/EfOJXXDtjt/HkhSP6cQmVP3euOP3ulPYMyyYazNi7/h94tMtbLpk4o12d397fFUQPH1PtVycCJ6+h6N3mYdPOPl39H3Gv7eC5jWF5A1xBddVoxrVqEY1qlGNalSjGtWoRjWqUY1qVOM+xS1vxbqdaB7sTvPgqpVy/V9Gq+hIWkVH3uth3FdoUcufFrX8K77w/xlqN2lF7SZVL5X7v4qYIDkxQbepPv3/EFqEe9Mi3LviC/8foXmQnObVunJDVOtN2ai2S4XwrdsC37ot7vUw7ls0bN6ahs1b3+th3Heo5pZCyMJjkIXH3OthPBCICZQRE3jjQ4n/P6JaLmWjUfPWNPof5d/bFti5m9uoUnUWRvx5hR5RnkzsFMiW81r+PpGHCBEecjHTegThIZewL8nAgkNZyCViAlVSJncLIiffyodb07A7hAPsxnYIINpficPh4Ju4TM5nm1DJxUzpFoRaWfm9jDfC3dxSdS0rj2fem0efto2Y/PxDXM3I5b0Fq4S9lSL4YMR/CPRRs2zrIZZs2o/d4WDlJ2Nc7VdsP8zKXfHIpBJGD+hCm4aV3794I9zNrVSpuQaGztlOryahvPFIMxKTsvl0VQJXc/QsH9+LAC8313Uz/zmK2Wontl4gL3QRthn8ffAS/x5JQiYRM7xbNK3r+GMwWZiwaA+Xs3S83r8Zzwyu+vju5vap3PRrfDvxaZp16suAlyZz5XQC/8yeSXZqEq/PWYmXn1D6eN3Cr0g+dwKr2UStRi3o98Jr5Os0LP5kkquvK6cTeGfRZmQKN5Z9NRVdbiY2q5U+z4+hTtM2Zd7fYioAPMr87mZwN7dUpeltjFyTTfdIJa+1VXM8w8yX+3Vc1VpZ/B8//D0krus+26PBbId2IQqeayI839N/ZRKoEq5pVVPOc01UpOltN6gRUTHu5haYVE0BL/58mJ4NA5jUuzAt/qddl9l4Mp1lo9u6PrPa7Dw7/xD9GgfyQmwEDoeDT9efJSnHiEIq5u1+9QhUK0nJMzJzzRnEIkAE0/s3IEBd/mGCry1N5NfKbzF24W5uq0p16ksPp74sOWFg55UCJGIRdX2kjGvt6TrAz2p3MHRVNn1qKxnStDBF+miamdc25bJsoB8BHhJ+OKzjVLZwQGGy1sZzjT0YGH1rix/3UofWHEvj57grBDl/83cfaYC/p4JUTQEfrT2DxWanfR0fhraPIENr4v1/T7kOcxzfI4oGNcs/i+2vIymMugVduZvbqFJzDQydvZVeTUN545HmbEpM5s/9FxGLwF0hY8YTrfFQyigwW/lybQLXcvOx2x188kw71G5yBn6xniBvQQ/a1Angha7Rt3V8d3MbVX52Krs+fYHglj1pMvgNrh3exOWdKxCJREiVHsQMfR+ZmweXd67g8vZlOBx2ur273NX+yu5/uLrvX0QSGfUeGo5f/fIXNtISdnB69Q8Ys1Pp99X2Wxr33dxKlZmawuSRTxLbox/DXpvK2ePxzP9iBmlXk/hy8b/4BgS5rvvxs+lYLRZi2nXiP8+NBGDLquVsX/c3UqmMQS+8TOOW7e7IOO/mNqpUTQEvLjpKzwb+TOoV5fp8/u4rbDyVydKRgh7sPp/Non3JyMRi/hMTRO+GATgcDr7acpEzaXpsDgeDW4XQq0H5Adm/jqay7HAKDgeufquKu7m9yqZJQ/PzSOQNu6Pq/RoOqxn9us+wazMQqwNQ9XuzsNJVCVjTz2HY9A2IJCCWoOo3CYl3cLl9mC/sJ3/3z4ikcuHz/pMRiW9tDnU3txGl6W2MXKehe4Sc19qo2HrZxN9nCxAD7jIRUzuq8JCJ+WSvngu5VjxkQoWp9zqVb5McDgffHsrnvPP6ybEq1AoxPyfm8065rSrGvZQLwJITRg6lWbDZHQxp4k6LIBk/HDFwKtuK2eagWYCMl1qU7+eXlMuiW5j63M0tVRlFeHj4a1M5czyen5w8/HURHv7q3dfJycrAbrfR69HBdO03oNw+y+vDVGBk4axPyEhLwW6z8/qHXyOXy/n4zVfIyUznm9/XlNvnfZWxUxnU91cysZMwCe1cy5MeUcIp0vMPZrHxrI7HGnuz4GAWM3oHE+Qp4+NtaRy6mk/jQCXv96pJDTcpl3NN/HdnBt8NCONAcj4mq53vBoSx/qyWJQk5jG77YK+8NYioyeTnhcNql287xIBOMTzSoRmrdiewdMsBxj3Rkx4to3msc3MenzrH1S5Ha2DF9iMsmjoMs8XK6M9+ZdG0YUjED+7OvfrB3rzxSDMAageomTeyM5MW7y12zexNJxnRLZqYSD/GLoyja8Ng1G5y/jl0mfmjumCy2hjzcxw/1eqCQirhk6fb8vfBS/ficW4JIXUaMOAlwWEPDKvNS58u5JcPxxe7ptezY5DKhCj/3HdGkJ50gcDwOoycOQ+A5LPH2bxkDm4qNacP7kSuVDL64wXkpl9jyX/f5pXPfynz3mLJ7Q2W3mnU85HxWluBWyK9pXzftwaTtxWv2jP3iI4XmqloGijn9U25dA5XEO4lRSwW8XVvn3sx7NuG+kGqYkGdHIOZ5Nz8Utf9E59a7JDMXeeyEYtFzH42hhPXtMzZcYn3HmnA30eu8XDTIB5qEsSaY2n8eSSFV7rWLvf+99sZLhWhqL50ClPwdCPBuXlvZx5H0sy0dO6BXnXWWOoQRIfDwbKTBur7Fprll1oWOo0vrs6mc3jVSxLfK5TUoYebBvFCbPGDTOdsv8jwjhHEhHkz/o8Eutbzx1cl58MBDanhIedSloHPNpxlzrPlLwR0rf9g2WvBJgnP07VhCL2aCpUx5m45ybqEJB5vW4f5207To3EobaMCi7UVi0XMHn53zym7k/AKq0+TwcJEN6hZV4JbChVFz6yZR8rB9UR2HkTNmG6EdxjAjg+fdrUz6XJIivuHDpN+wm4xsW/WWDpMmlfuhNInKoZOby1k50fP3fmHus2oVa8hw16bCkBoZB3e//43Pp88ptg1S+Z+w+MvvkJ005bMnDiS1p16olKr2bJ6OTPmLMZiNvPhhOF8MGfxA2eLy0L9QFWxoE6OwUxSbmElJrvDwffbLzN/SDPkEjGvLjlGbB0fMrQmLmXl8+Nzzcg3W3lhYfwNAztd6/nyaNNAnl1wpNxr7ldIg+qh6i1UXTUdW4/EJxzPR6aSH7cI07H1KJs/WmY7sYcv6ic+Q6Rwx3xhH/m7F+L58JRy+8jfvQDP/7yPxCsI/ZpPsFw6hLxO2zL7vl9Rz0fqCl50CpPTPVKwtwsS8tl40cxj9YUKaeNaedCkgpLlAAdTLRTYHMzq7cWGiyb+OGlkVHOPSpVQvx9QVC77U8zoLQ6+KFH9angzd2TOqmDjN2m4lGellnfZIYaScnmQUKteQ4Y7eTgssg4ffP8bn5bg4adGjqNmaARmk4k3XhxIbPe+rnLmJVFeH38u+oF23frQrHXxc5je/WYB45/pf8Mx3nCm/v3eTHZf1gNgstoZ/ucVHA4HP+zLZPzqZEasuMKqk3ml2o1flUyGXlhl/OVINuvOCOW6tl3QMWZlMmNWJrHw8O071O+6MgEUWB1E+ggR6EgfBXqzHYfDgd4slE5XKSTUcBOUTSYWIXFKICE1n/YRghPeIcKD+Gs3LtN3HV/+sYntR88I9zZbePrduTgcDmYt38yoz37hmffm8df20sZg1Ke/kJ6jBeCn1btYtVsoPbjp4EmGf7yQYR8tZO6qnVWQRtmoE+yPLr8AAF2+0VUu3ddLhUxa3MBfy8qjdrAfMqkEDzcFbgoZVzNyK7zHrPXH2HlKqDRRYLExZPZWHA4H3288wasLdjN0zjb+OXS5VLtXFuwiQyPI++ftZ1hz9AoAW46n8NJPuxj9007mbztd5WcvCZVShruiNOGcTdMQEylUUIutF8jRy1mk5uVTy98TqUSMh0KGUiYhJceAVCLG11NZqo/rWLvgS07u3w4IWSrfTngKh8PB+kXfMG/qKL6b+AwHNqwo1W7eOyPRZKUDsHXZTxzesgqAY3Gb+HHyMH6cPIwtS+feqghcUHp4onArbWSuB3VsVgsKpTtqn+JOT9EKVz5BoVgtFhwOB0aDFpVX+aW+JdLSxnD2IR27kwXdNFkdjPg3G4fDwY9HdLy2MYdRa7JZfbZ0MGHCxhwyDTYAfk3Us/6CoEPbrxQwbkMOY9fnsChRfzNiuCmo5GLcZKUp83yulaaBAue0C5EXlrR2wGsbc3hzSy7ncyyl2l3Ht1svsOucUMrYZLEx9OdDOBwOZm+/yJgl8by48DAr40sf1Djm93gytIJRXLjnCmuOpQGw9XQmLy8+ysu/HWVB3OVbeeRS+HnPFZ5vV7zSRb7Zxr6LOXQpMrFOzs0nOkgISjSo6Ul8kmAnavl5oDcJlcF0BVZquN/YOSorm6ekvgwvoi8TNuYwshx9Gb8xhwynvvySqGddEX0ZuyGHMbdZX0LVhRwj2BrBTuVb7By4ZqJzRHH+2H7FROtghatMalGczbZQQynGz73sydiDpEPrj6fz8m9HmbvzEnZn7YZzGXpiwoTtF+3r+HI0OQ+VQkoND+G9kknELvmVBx+P0ivPs9YlsvOU8NwFFhtDvt8i2KQNx3l1wU6Gzt7CP2UE51+Zv5MMjaBDP28/zZoj123SVV76aQej5+1g/rZTVZRAacikhbxSYLZSO0Bwmg9ezGDfuXRemb+TeVsKy9HjgFcX7GTCot2cTS3tg5WFk3/NIi1R8ClsZhO7PhmKw+Hg1Mrv2TtrDLs+fYGkuH9Ktdv7zasYczMAOLf+Z5L3CSuFqUe3suerl9nz1UucW7egSs9dFsRFbITNZMSzppAtrFD7IJYUt9vG7DRUQZGIJVKkSg8kCiWGrJRy+5Z7eCGRlR8c/W32fzm0exsAZlMBk4c/gcPhYMmPX/HhhOFMGfkkW1b/WardB+OHkZ0hvDt//zKXHetWArBv+0beHzuU98YM5a9FP9ykBCqGu8oTpXtpu33l/GmimwoZZ83bd+Z0wiEy064RElEHqVSGm7sHCjc30q8l3/S9vt12kV3nBH/dZLHxwsKjArfsuMTYP44xbNFRViaklWo35o9EMnRObtmbxNrjTr/mTBav/J7Iy78n8vOepEo/+42wcG8yz7ctLB2sybfg7S7DXS5FKhET5uPGyWs6/FRyZBIRVpudfLMNtduN17h9PORIJeVPlwxbZ2M+txsAh8VE3s8jcDgcGLb/iGbJa+QtHEVB/OpS7TS/T8CmzQQgf8+vFBxbD4Dp9HY0i8eh+W0s+XGLKi2H8mBJTkAeJVTOk0fFlip5XhRilQ8ihaBjIokMkUhywz6kfpE4THocDgd2kwGxe9nb6WYfNrA7WfCRTFYHI9bmCfb7qIHXNmsYtTaP1ecKSrWbsElDZr7T3zuWz/oLwjXbr5gYt1HD2I0aFh0rbferipLzylrehbZ39hED4zZq2Hr5xkGJhHQL7UMEPosNkZGQUX5V1AdFLtuTzJhtDiZu1vBRnA692Q4Uystqd+AmFeHnVv77UlIuJfFrCR5+y8nDi3/8ihkThvP2yCfZXAYPv1+Eh//6ZS7bi/Dwu2OH8u6Yoay4CzxcM9RZJU4mQywR37Cke3l9HD+8j4QDcbw/fhjLf/6+UuO6IZv1qadm0eFsOkaq2H1ZT2yEByKRiKEtfXGTiTHb7Ly4/AoP1a84zV1nsrEsMZdvHw1DKhHxzoYULmSbqONbaGSPpxmZdyCrVNuhLX1pEXLjCOea0xqWH8tFIRHxbIwwsexTV80ba6/iIRNTx1dBtH+hI22zO5i1J5Pnmwsr6poCO54K4cVVycXozbYKnwng4dgmzFu9i67N67Pj6Bk6x9RDJBIx8tHOuCnkmC1WBk//kUc6NquwL63ByG8b9vHT20ORSSW8/u0yzl1Np25o4Wpd4vmrfLdia6m2Ix7tRJsG5W+XatOoFmO++J2Vu+KxWKwsmlZ+1YOwAB/OJqejN5rILzBxNjkdraHiQFe/mHAWbD9N5wY12XU6lY71ayISiRjWtT5ucilmq43nvt/Kw80rLvmoNZpZsuc8PwzvhFQi5q0l+zmfriEqsFDXjiXlMGfziVJth3WNplXtyq/eFi0Q56mUka03Eerjwbk0DYYCCwazlfPpGrTGissNN+/2MFuXzqVh266cPLCD6DZdEIlEdB88CrnSDavFzDfjn6Rlj7JXS4rCqNeye+WvjPpoPhKpjN8+fp20y+cIiixcBU86ncCGX78r1bb74JHlbouqCKvmfsqp/duJimmHokj5c5vNyulDu+j9nBBh9gkKxWo28dWrAzEadAx55+tK3ad3bSW/HDPQMUxJXLKJ2FAFIpGIIU1UuMlEmG0Ohq/Opl9UxWVTdSY7y07mM6tPDaRiEdO253Ex10LtGoXG40SmmXlHS0/ghzRR0aJm5c9WKVpXUCUXk2MUDN3sfj54KcWcz7Ewc7eGnx/1w6cMY9e3cSA/x12hU10/dp3LpmOULyKRiBdjI3CTSzBb7QxZcIj+TSre5qotsLDkQDJzno1BKhEz+a/jXMjUU8e/8Pc7nqLhhx2lJ7MvdoigZUT5QbnknHyMZhtRAcXTf3/fn8yTrULI1Be+F7X9PFhzLI1Hmgax72IOGqMQ2GoV6c3EZcf4NzENs83OT0MqfwZHUX3ZnWyiQxn6MqwS+rL0ZD7fOvVlajn6MrcMfRl6k/oSn24m22inmXOFb+nJfB6PdifTqScgOENrzhv5uJs3O5JKO2+bLhXQq1b5geQHRYc61fWlbyPBnn209gwbT2TQt3FgsXfIUyEl21CoSza7g683n2do+8qX2y60ScHsOnWNjtFOm9QtutAmfbeFh1tU3LfWaGZJ3Dl+GNFFsEm/7+V8moaooKI2KZs5m8qwSd2iaVU74Ib9rzp8maV7zqOQSXi+s5CpdjFdy4juDRjXtwnvLD3A3nNptK8bxE+ju+LtoeBcah7v/XmIxWN7Vjj+0Db9OLf+Z4Kadib92E4CmnREJBJRt+8wpAo3bBYzuz5+ntB2D1fYlyVfy8WtS2g/YQ5iiZRD895Ge+0C6uA6rmtyLx3j9KrSTnTdvi/ecLsUQNLe1VzethSxTEGdXs+Xe527fyjalHNYjAZspny0KeexGLQVjr88dOr9CH/98gOtOnbj0O5ttOjQFZFIxGNDRqN0c8diNvPWsEF0uUFq/XXodVrWLl3E9G8XIpXK+HLqBJIuniW8dj3XNWdPJLB07jel2g4cOppGLSqf7VDUh3FXeaLJySIoJJwr50+Tb9BTkG8g6fxZ9FrNTffZt1EAC/ck06muL7vO59Axykfglvbhhdyy8Aj9G99YvwG0BVb+OJjC7KebCNzy90kuZBqo41+4beN4ipYfdl0u1fbF9uG0jCj/7J3kXKPTPhX25e0uQ2O0kKkz4S6XkHhVS7taNfBUSgmt4cbT8w9jtNh5q3dUuf3eDBSNe2OM+wV53Y6Yz8Uhj4pFJBLhHjsEkdwNh9VM3oLhKJr0q7Ave4GOggPLUD87C5FEivavaVgzLyL1L8xstaScIH/HvFJt3TsMQRZRvk11GLWIlMKCi0ihwmGs+F1xmI3k71qAh3PrWHl9KBr1RrvsLUQKD6T+tZHWLDvbtndtBb8cM9IxTE7cVTOxIXKn/XbHTer099bk0a9OxdmpOpOdZacKmNVbLfh7O7RczLVSu0bh1PZEpoV58aUDG9e3EN0Ia84XsOJ0AQopPNNI8Cdebu6Ol1KM1mTn9S1aon2lBHuWveCiMTvwlAs+n0ouQme2l3ndgySXLKMdtULClz29+PuMkd9PCFlIALMOGth91UyrmjI85OUHM0rKpSQ6936EFUV4uKWThwcV4eE3hg264Ran69DrtPy7dBHvOXn4i3J4eEkZPDxo6GgaV4GHr2Pl4p+I7d4Xmbzy84rkS+d5/IVXeP6VSXz93iTi9+8mpm3Hm2p7w8BOlK+CTIMVncnGpnM6xsQKk+WVJ/PYfVmPWCQiz2gjt6BEFLLI73TdzlzVWEjTW3h9zVUA9GY76XpLscBO4yA3vnk0jKqgf7QX/aO9+D0+hyUJubzczp8vdqXz42PhBKhkfLEznW0XdHSrIxDSF7vSaRvmTqtQQSHVSjF6k901NpX85tJU64UHkZ6jRWswsnbvcSY93RuA5dsOs/3IGSRiETlaA7m6EqWwi8lIEFJyRi6p2Rpe/WIxALr8AlKzNMUCO02jQpn71pBKy2fW8i28MrAr3Vs2YP2+43y/YhtvP1+2kfFSuTF6QBde++YPfNQe1AsLxM+7/H2k11E3yIsMTQFao5n1CclM6NcEgL8OXGLn6VTEIhG5BhM5huJRblERYTgQZHE1x0BaXj7jFsUBoC+wkJZnLBbYaRLuw+xhnSoniBugaFRVX2BB7SbDy13OiG7RTFq8Dx+VgqhAL/xukKlzHTVr1UOTnYFRryV+xxoeHi6cTbN//XJO7t+OSCzGkJeDXlMiE0pU+uXJTk0mLzONBe++AkCBQUdeZmqxwE54dDPXNqnbhUdHvUX/4a/z+6dvcO7IHuq3Ekjl/NF9hNdv6sr0ObJ1NV5+gTw3+Qty06+x+NNJjPny95u+T5SPjEyDDZ3JzqZLRsa0EnRt1dl8diebEIsgt8BObkFxo1jUHFx3Z1N0NtINNiZtFuSqNztIN9ipXWSu2chfflu3SBX9yQwWO54K4QMvpdj1fEqpCJ3JjqeidGCnboCKTJ0JbYGFDSfTGd9DcDL/PnqNXeeyEItF5Oabyc0vkfVTBs+m5BpJ15qYsDQRAJ3JSprGVGxS3jjEi++eqfyBjPPjrjCiY2Sxz3IMZs5m6BnRKdKV7QFC1sWJazrGLEmgXqCKWn4Cz87ZfomRnSLpWt+fTScz+HHHJV7vXbnzGMrTl5VOfZHchL5cx3V9eb2IvqSVoS/fVFFfLuRamHtEz0fdvBGJROQYbZzLsfBiM5UrYwhg9TkjvWopi60SXofN7iAu2cQLiKkxWwAAIABJREFUTcvfs/6g6JBaWegw9mjgz4FLufRtHFjsHdKbrMVW0D/bcJZ2tX1oHVl+wKg81K3pTYbWWGiTHmoKwF8HLrLzVKogl7JsUhn2+Wq2XrBJC4WVeX2BhTRNfrHATpNw3ypvkXq0ZSSPtozkt11nWbz7LGP6NEHtJqNdVCAikYh2UQFcSNPSvm4Q3h4K1/MpZBK0RjNqtxs7j+rQuhTkZWDJ15JycAMNB00A4Mruv0lP3IlILMakz8Wsu4FNcsKQeRVjThr7vxO28FqNeow5acUCOzVqNaH9+MqtNF5HePtHCG//CBc2/8bFLb/T4D+vlnmd3ENNvYdGcGjuGyg8fVCHRKH08qvSPQEiouqTk5mOXqclbtManh/zJgCbVy7j0O5tiCVitLk5aHNzirUr6jtc92HSU5LISk/l49dHA5Cv15GVllpsQlGvUTOmfXP7sp2KjsOo16Hy9EKl9uLxF1/hv1PG4lXDl/CoetTwqzgIcx11A1Rk6E1oC6xsPJnBuO5CgOHv+FR2nc9BIoK8fEspbhEVIxfhH4FbCpiw/DgA+gIbaVpTscBO4xA13z3VtLKPzoK4JEZ0KL5oKBKJeLN3FB+sPYtSJqaOvzt+KjkHL+eRqTPxx4hWGExWXllyjLa1aiCXVu24AWlAFHZdJvYCHaaTm/DoISx6FRxdJWTyiMU48nOx51fs79lzU7Bp09EuFXxGh0mPXZMORQI7spBGeD1TuQU0AJHSE0eBHrzAYTIgclPf8HqHzYpu1Qzc2j6N1C/yhn3oN3yJ15A5SNQB6Dd8ien0dhTRXUv1GVVDSma+3Wm/TYxpJfz2q84WsPuq2envOUrb79LqRIreLvh7W4Tgkt5Slr8n4+teVTtjr3+Ukv5RSpacMPLHSSMvtfBw+XVqhZiWQTIu5FnLDeyo5SL0ZmG0BkthMKMsPChyUctFtKkp2PE2wXK+PVQ4tx3X2oNXW7ozfZeOA9cstAsp2yaVlEtJRETVJ9vJw7s2rWGok4c33QIPzyzCw5ll8PC7t5GHAXZuWMWVi+cYN+3TKrVXeXoR06YDIpGIZq1jSbp49vYEdgC61fHkz2O5GC12Qr3k6Ew21p3RsuDxCKx2B88vvVxstQ1ArZCQabASoJJxNquAAJWKYLWMELWcLx4ORSoWuQ5ELIqqZuyYrHYU0uvRPzEmq6D4YhGonFk43m4SdCYhC2f23kx83aUMbFyo5c1qurPrkp5OtVTsSzIQEyxEZ7UFNqQSEe5lbMG4jt5tGrFk0wGMJjNhgT5oDUZW747njxmjsdrsDJwyu9Szenm4kZGrJdBHzakrqQT6eBHi701YQA1mT3oOqUSM3e5wKed1VDVjBwd4qwQZ+qg9KszA6dGqAT1aNSAzT8eMBaup6euF1WYnV2vAv0b5QZ6ejUNYtvcCRrOVMF8VWqOZNUeT+PXV7lhtdp6atRlK6ou7jAytkQAvN85cyyPQy42QGh6E+qiYNbRDEVkUx+3O2Kkb5EViUjZNw33Zdy6DCQ8JgalujULo1iiELF0BM/8+4jq0siI07dibuNW/YzYa8a0ZjlGv5fCWVYz7eik2m5WvXn2MkorhrlKjyU7Hyy+QlAun8PILxCcwBJ+gUIbNmINEIsVut5dqd7szdixmEzK5AolEikzhhkxRGMw6umMtzbsW7vF04MBdLaykuak8MRkFojcZDdhtNtxUN3YeALpFKllxOh+j1UGIWorOZGfdBSPzH/bF5oAhK7NK6Y2nQkxmvg1/Dwlns60EeEio6SkhxFPCFz1rICmHZ253xk6dGlKOZ5hpHCBnf4qZMa09MduEm8olIjLzbejNDlRykStttSR6RPuz/FAKRrON0BpuaAssrDmWxi/DWmG1O3h63oHSPKuUkaEzEaBWcCZdR4BaQbC3GyE1lHz9VLPyebaK2RbX8ox8uekcANkGM19tPk/HKF/y8s1MXJZIps6MxWYnKsCDjlF+jOgUCcD+SzlIndtoHDjwdm6/quEuQ1sgTAZyDWbcFVIXj1eEbpFK/nTqS6hTX9Y79cXq1JfSdknQlwAPCWeyrfiX0Jfy5FXVjJ2rWiuf7tEyo4s33k5n8GKelbwCB29sySUr347F5iCqhoxLeVau6WxsvlzAxVwrH8Vp+LRHDRQSEUfSzNT3leJxA6cQHgwd0hVY8VQKbseRK3mEO89ligpQceyqhiahXuy7mMP4HkKA4LutF/D1kPN4yxBXHyaLjXyLjRruN/eu9mwcyrK954vbpCNX+HVMT8EmfbOxFJ+q3eRkaAsI8HJ32iR3Qnw8CPVVMeuFjjewSVXL2DFZbChkzoxhpYwCi7BY1qKWP6ev5dE4zIdT1/JoWycAs9WGwwEKmYQMrRF9gQVPpUywzwYT/uryM9VqtujBpe3LsJqMePiHYsnXcnXfGjpP/gW7zcqOD54qlvUBIHdXU5CXgVuNADRJp1F6B+DuF4K7Xyhtx3yDWCLFYbdTkqCrmrFjs5hc26Vkbips5tIZbMWeKaYbNWO6UaDJInHxR7j5BGG3WTHrc1F6Vd4PaNetL+v//I0CYz5BoeHodVp2rF/Jp/P/xGq1MmnIo6Vk5KFWk5OZjm9AEJfOnMTXP4iAmqEEhoQx5Yu5SKRl2+3bnbETEVWfs8fjqdc4hvgDcQxxTojadOlFmy69yM3OZO6n0/ELrInNakWbl3NTQZ4e9f1ZfjiFfMt1brGy9ngGi15ojtXu4Jn5h0u9C2qlVOAWTwVn0vVOblES4u3G1082uQG3VC1j51peAV9svgAI9unrLReY0KMOMWFezBrchHyzlcl/n6JRsCdHkjR4KqVIxCLc5RKsNjt2h8PJLfYKtwiXBXl0NwoOrcBhNiKpESIEeY6tw2vYfLDbyJs3pJQPI1Z6YtdlIlH7Y00/i1wdgNi7JpIaIaif+gKRWILDUVpvqpqxIwtvhvniPqSBUZgv7kMWJuwksBtyESk8ih2k7HDY0f87E3ndjsjrdaywD8QSxM5MHrGbN44CLQ5r2dnt3SLkrDhTIPh7nhLB37toYv5DXoK/t6r09lJPuZjMfDv+7hLO5lgJcJdTUyUW7HcP9Q38vaplpphtDuTOhRaVXITJJvxfWPgXY7E5OJ5ppU9tgavSDTYCPYoHeJoFyNh11UzHMDn7Uiw0C7jxlPtBkEuzQBlncmy0rAlnsguDWtflJRGLUEpEri3lNyOXeqXuArHd+rKuDB7+zMnDE8vgYdUNeHhqBTx8OzN2Du3eRtzmtbzx0beIi5xNm5Weil9gzZvqo2FMKy6eOUHdRs24eOYkTVu3v+n7VxjY6RXlyeDfLzHWma2jkouJqCFnzMpkImrIy6wcNaixN5/vSCfUS45MfH31WsITTbx5bfVVxGKQikVM6RaEr3vhEKqasfNHQi5HUgQF9VRIeKurkOEyvLUfr61ORi4Ro1KIeTrGh9OZBfx5PJcmgW6MX5WMl5uEGb2CaRPmzt4resasTMbDWRULYGliLvX9FHSuXX4wo1+7xjz8xiwmPdNHGIO7klrB/gz/eCG1avrh5VHa0XqqZxs+WPgv4YE+yKWCDLxV7jzTqy0vff4rYrEIqUTCjBED8PMqXCmtasbO8Ec6MnPRWqQSMVabjSlDhIn5poMn+Wv7ETLzdLz8+W+89FgXmkWFMX3eP6TlalHKZbz5bF8ArmXl8tXSTXw17qly79OnWSiPfbnRla3jqZQRGeDJSz/tJMLfE3UZzvgTbevw8cqjhPkWnvfj5S5ncPvajF0Yh1gkQioRMX1gy2Ln2lQ1YycpS8/n/yZwPk3L9OWH6N00lIFtavFyz4Z89M9RoTJL3UAi/YXf/P0Vh8nQGFHKJEzsX7iSNOm3vVzK1KGUSXimjPs069KPz0f2p/8IYeVF6eFJQFhtfpwyjIDQWrh7lnZS2j/8NH99/wF+weGuc27c1d50eORZ5k8bjUgsQSKR8sSEGXjWKFyZrGrGTlbKFVb++DGpl8/yxxeTada5H+36PcGyL98hX6fBZrMS2bC5q4S6yZhP8tljPDFhhquP5l3688cXk5n7zggspgJ6PSusribu2oDJmE/HAYUHVerzciirKlbPWkqe+iuLMa0FmavkIiK9pIzbkEu4lwR1GZkuA6Pd+XyvljC1FOecCC+FmEHR7kzclItYJPDM5A5qfNwKeaqqGTvJWitf79dxIdfKB7s19IhUMqC+OyObq/h8rxaLHdoGy4nwkpJhsDF1ex5KqQi7Aya2UyMSiYhPM5VpxHo3CmTQnH2M7ylkWngqpNTyc+flxUeJ9PXAy620oX2iZQifrD9DmI87Muf+fy83GU+2CmXckgQnz4qZ1j8aX1Xhe1fVbIu5zxc6jE/+uJ/XnGO9nkmx5lgamToTHaP80BZYmPLXCcRiEUFqpevaoe0j+HzDWSRiEVa7gzf7CNL4ZusFnm4dSv2g4jz7yboz/LeMSkc9aykZ/FcWY4voS4SXlLEbcom4CX2RF9GXx8vQF98S+lKVjJ3vDunQWxx8vEfY9vBUQw/ahypo5TxAed0FI5kGG7FhCmLDCjNXx2/MYUoHLxROp1LYhlXxtrIHQYd+P5DMocu5SMQiwn3ceamZ4OS81KUWH687g9XmoF1tHyL9PDiVqmPZ4RSahqgZ83s83u4yPvxPIxKuaoi7kOPSqevYejqTJ8u4Z59mYTz2xXpXto5gk9S89NOO8m1Suzp8/M8Rp01yysVdweD2UYz9eZdgn8Vipg9qVcImVS1jZ/Husxy6KJy1oXaT885jwrv2cu/GfPLPEcxWG6G+Kjo3CCZTZ+TNxXtxk0ux2R289WhzRCIRqXkGZq1L5PPnYsu9T0irPmx9d6ArW0fq5okqKJI9X72EKigSmUfpFdzILk+QuORjPPzDETsnfnIPL2p1e5L9344VJnQSCc2en45S7etqV9WMnYtbfifrzCEAZO5qmj07BRDO9Lmy+x8KNFns+3Yc9fqPxKd2E+J/mYExLwOJTEGjJyYCYMxO5eTf39J69GfF+s45H8/ZdQtcfdB7can7d+zZn3GD+zBk7FsAeKg8CYmozXtjhxISURuVurSM+g58lnmfv0fNsEhX2r2nlzf9Hn+OmRNHIBZLkEilvDx5Jt6+hXa7qhk7qcmXWfDVTK5cOMN3H7xFbM+H6DVgMINHjmfeZ+9itVpo1qYjIRFClsfsj6aQk5GOXKlk6DihcEJGWgqLZ/+XSR99W+H9ejf05/EfD7qydTwVEiJ93Xjl90QifN3wUpaeSjzeMphPN5wnrIZbcW5pGcz4pccEv04sYupD9UpwS9Uydn58rvC4g8HzDjHBGRyevf0Sp9L0SMQiXuociUwiplWEN5tPZfLy74lYbHYGtQhGKZNw8HIucRdyXG2vY+uZLFbGp5KlNzN+6TF+H1H6/opGPcmd8xQePYVsHZFChcQvEu3icUh8w8vMjlG2HIhh/edIfMIQSQR+Frt5oWw1CO2SiSAWIxJLhQpTqkIbVNWMHUXjvujXfYZm8TjEnv64PSTouGHr97i1fhJpUKF3Yj6zC/OFfdgNuZhObELqXxuPXuPK7cO90zA0f0xEJJEjUqrwbPc09vyyz//qGangqX9yXVkpgr8nYdwmLeFqCWpF6SzBgfWVfL7PQJhaUjivVIgZFK1k4matYKtEQuUpH7fC9lXNTPnjpJEjacLCk1oh5s12wljf363HaHFgczjoGalwHRD85lYdix4p7tO3DpaxN8XMuI0a3J1VsW6EB0EufWsr+O9+Pa9t1rj6BfgwTo/WZMdqh6YBUleJ9ZuRS1kz2g49+zN2cB+GluDhdyvg4R+dPCwtwsMPPf4cHxTh4VfL4OGqZOxcc/Jw0oUzzPrgLTr0fIjeAwbz7YdvExJei5mThCyhsVM/Rl3Dh88mj+GzBStuqo+nR01g7n/fx2I2ERQaQauO3W96XCJHiZBX2pd3vhT3rSJDb+H1NSk0D3ZzVca6U/hoWxqTOgcgdxqmoImr0cf9dkfveTuQnqPllS9+o1V0pKsy1q1i7d5jqNwUdI4RyF/V4Tlylr51W/q+k8jQGBm3KI6WtfxdlbFuN3wGf8qKU4aKL7zH0GSls+C9l6nduLWrMtadwuqfPqfb48NReRefFA9q4MG1D+//ii6Zzi1dMUFyV6Wj24HgqTvJWjDqtvV3p5Dh3I7TIsK7WFWjO4HpK08yY0DDMr/zGzaX1AdAXzKc+tL8NutLSVjtDsKm7/p/q0O/7E0ito5PqbOeQNCVnGV3vkT3rSJDk8+4hXG0rO3nqox1q9iQkIS7QkanaCFY5vPkx0zcePuKVNwpGHMz2P/9eHzrtnBVxrpVpBzcgFTpQWCTG6euf9nbl8Op939VluyMND6eNJqGzVu7KmPdKnZvWoObhwctY7sW+7xlTQWZP5V/BuP9ggydideWHad5uFexyli3gl/3JdO+tk+xc3rKgv+I+cQuKH0Y/f0GmzYT3dJJSCNiXJWxyoJu5Qw8B9xCzekbYM+wYK7NKD/YfL8gM9/GpC06YgILK0BVpu3yUwW80vLGenMdPyfm886f8dVycSJ4+h6OPiA8PHPSaBo1b+2qjHWzOHPsKJfOnaLvwLLSAG4OZlMBH78pHMlRViCquXPR8IEM7NxLPCiBnbuBByWwczfwoAR27gc8KIGdO4UHJbBzv+BBCezcTdSs1qEy8aAEdu4GHpTAzr3EgxLYuZt4UAI79xIPSmDnfsCDEti52wievqdaLk48KIGd+x3XAztVOymsGtWoRjWqUY1qVKMa1ahGNapRjWpUoxr3HNWBnWpUoxrVqEY1qlGNalSjGtWoRjWqUY0HFPc0sJOqszDx36v3cgjFcPRaPo/9eoGFh4X0ZW2BjbfXpTBmZTJf784odQL3ncK1rDxe/vz+2e516PRler/2FXNX7QRAozcy/us/7uoYUnMNjF0Yd1fveSMcuZTJw5+tY/620/d0HLnp15g//aV7OoaiuHjsEB+/2JstS+cCcGLfVr4aM5DpT7S7q+NI09t4fVNuxRfeJcSnmRn0ZyaLEktXV7qbSNUUMP6PhHs6hqI4kpTHo9/tZUHcZQC0Rgtv/HmMlxcf5ctN5+4K56bqbUy8j3TlaJqZgUV0RWuy8/bWXMZuyOGbA9q7ZoeqdaVspOYaGPvzrrtyr5vBkUuZPPzpGuZvOwWAJt/M67/uuevjyM9OFQ4kvk+Qfe4Im995hHPrhLMI0hJ2sP3Dp1n3Wte7NobM1BRmThx51+5XEU4ePcgrA7vz1yKhWtnBXVuYNGQAQ3uVX6XsTiBVU8D4pcfu6j1vhCNJeQyYvZ+f9yQBAre8ueIEr/yeyFebL7i45e2/T9Lr6zv3btk0aWj/eP2O9V9ZWJLiyfluEPlxiwAwnd1F3ryhZP+3d7HrtCveIfvLfndsHGl6G687S3ffD4hPtzBoRQ6LjglFe7QmO5O3aRm3UcOsgwaXvryzQ0u/pXdmO2y1TMpGRmoKH95HnHvi6EFeGtidFU7OPbBrCxOHDOD5Epz7+TvjGNq38hW4ykJ1xk4JtA/34IWWQmWHJQk5dKvjyXcDwiiw2jmQXLo03P8XdGwaxahHhXMuFq3bQ+82ZR90+v8JsfWCGN4t+l4P475D/ZYd6TFYOP+jVsMWjPlyCWrfikuq/q+jXYicoU0rd/jc/we0r+PDsA6RACzen0yP6ADmPNucAoud/Zfun4DL3URRXVlywkD3SCXf9vGhwOrgwLWyS8j+f0C1rpSN2PpBDO/WABAqbPVsEnqPR3R/IKBRLHX7CWX1fKJi6PTWQpTelS+B/r+EmHadGDhUWAyKbtqSj+Ytw8f/zhYheRDQvrYPL8aGA7D4QArdo/2Z/UxTjBYb+y8L1Z0+eawhPh6lq+j9L0Nepx3uHYYCIAtriteL8xB7Fn+H1INmIvaofOXIBxntQuQMbeIOCBW0ukUomNXbC6PVwcFUoZrWzC5qfJT/f6bZ1TIpG83bdWKQk3MbNG3JJ2Vw7hszZ+Ht41dW80qjwnLntxM/7MskIdWIXCri2RgfwrwLCXLTOS3/ntZgtjqo5SPnjc6B5BhtvLcpFbEYcMBHfYPZl2RgWWIuSpmYRgFKRrWtvJG22R2M+iuJHx4LRyYRseGsljSdhaY1i5eUjb9m5JkYgaxiIzxISM1nwC1JoGzMWr6ZI2eTkMukvPBQByKDCkuGrtt3jL93HsVssVI72J9pLzxMttbA23NWIBaLwAFfjhtMXOI5Fm/cj1Iho0ntEMY+3qPS47DZ7Tz3/k/8Mm04MqmENXsSuZaVR/N64cWuO3L2Ci88dGcP/fp+4wniL2chl0p4vlNdIvwKJ8QbEpNZdegKZquNWgFqJg+IIUdvYuqyg4hFIhw4+PyZduw5l86SPedxk0lpFFaDV3o1qvQ4bHYHL/6wjfmjuiKTilkXn0RqXj4xEb4VN74DWL/oGy6dPIJUpqDLoBfwD450fRe/Yx0HN/2N1WIiMKwOj706DX1eNks+fwuRWAIOB8+/8xVnDscRt+o3ZAo3wus3oc/zYys9DrvNxvevP8vLn/+KVCbj6LZ/yc1IJbJh8Qov7urSJd3vBH48oiMx3YJcAk839iBcXUhtmy8ZWXPOiNkGkd4SJrVTk1tg5/2dGpyvEDO7erM/xczyUwaUUhEN/WSMbOFZ/g3Lgc3uYPTaHOb080EmEbHxopE0vY2mAffGGZy9/SLxyXnIpWKebxtOuK+767uNJ9NZlZCK2Wqnlp8Hb/etR47BwrSVJ12c++mgxuy9kMMfh64KnBus5uUutSs9DpvdwbBFh/lpSAtkEjHrj6eTqimgWVjxkpVHk/N4tl0YAB2ifDmanMfDtySB0vjxiI4Ep64809iDsBK68m8RXXmjnZqcErryUVdv9pXQlVFV1JVRa3P4oYSuNCmhKwnpFp5pJFSViA1VkJBu5j+3JIGyUa0rZeP7DceJv5IlyKVT/eK2KCGZVYcvCXIJ8GTygBaCLVq6H7FYhMMBnz/bnj1n0wRbJJfQKNSHV3o3rvQ4bHYHL87ZyvzR3QptUa6BmMjizuDRy1k816leOb3cPpxa+T055+MRyxRE9XoOj4AI13cphzaStGcVdosJz5q1afL025h0ORxdMBWctqjVqM/IPLmHi1v/QKJwo0ZkI6IffbnS43DYbez+bBgdJv2EWCrj6oF1GHPS8KlTvAKmvIxS7rcbS378ilMJh5HLFTzyzDCCwyJd38VtXsO2f//CbDYRGlmHkW+8hyYnm1nvT0IsluBwOHj9o1nE79vF2uW/olS6EdWwKU+NGl/pcdhtNt4Z9RQf/PA7UpmMXRtXk5l2jegmLYpd5+l1d+zz7B2XSEjWIpeKea5tKOE+hb72xpMZrE5Md3KLO2/1iSLHYGH66tMuf+7Txxqy92IuSw+loJRJaBTsyUudIys9DpvdwfBf4pn3fDOBW05kkKYpoGlo8SqG8ckanm0rBEc71PEhPllDu1o1bkkGZcGw/UesyYkglePW9mkkvoW+tunkZgoS1oDVjMQvEo++k3AYctGtfB/EYnA48Bw0E8uF/RgPLUckUyINbohHl8pnKzjsNjSLRuM1ZA4iiQzT8Y3YNGnIwoqXnRe73fl3CODHowYSM6yCP9fQjXC1xPXd5ksm1lwoEGy0l4RJbT3ILXDw/i7ddbEws6sn+1MsLD9tFGy0r5SRzW+uYlVR2OwORq/XMKePl9NGm0gz2GgaICt2XUKGlacbCjodGyojId1Cm+Db6/NVy6RsLP7xK04nHEYmVzDgmWHULMK5uzevYeu/f2Fxcu4oJ+d+XYRz33By7prlv6JQulG3YVOeriLnTh71FDOdnLvzHnLuXQvs7EvSk2GwMvs/YYhEImx2BxkGq+v7jpEqetUVyPW9TddITDWiKbDRJMiNUW39XGlcm8/rmNq9JmHecuxlpF7/d2c6yXnFVzQDVFLe6V7T9bdELCI2woO4K3q61vZkw1ktk7sFclVjKdZOZ7KhkguRRZVcgtZkvz3CKILdiedIy9Hy85QXnXKxk55TmF7XtXl9+rVrAsDbc1Zw9GwSefp8YuqGMWZQd5dc1u8/zgcj/0NEkC92e2m5zFy0hitpxdPfgnzUzBhZOEWQiMV0alaXHfFn6NmqIf/GJfL+iEdJSs8p1k6rN+LprrxtMiiJPWfTSNcYmTuyc6GuaAqzpTpH16RPU8Ghn7rsIPFXstHkm2ka7svLvRq6ZLIx8SrvDWpFuJ+qTJl8siqepCxdsc8Cvdx5d1BL198SsYgO9YPYdSaV7o1CWBufzLSBLbiaffe31Jw5tJu8rHRe+mQhIpEIu82GJivd9X3Dtl2J6SKkwy75/C0unzyCQZtHRIMY+jw/1iWXhJ3reHLCh/iFRGC3l9bpv2d/SFbKlWKfefsH8cSED1x/iyUSolt35tTBHTSJ7cmRbf/y+PgZZF9LuhOPfkPsSzGRYbDzXd8aLn3JzC98rg6hSnrWEgzM+zvzSMywoDHZaRwgY2RzT5dctlw2MqWjF2FqaZnc8sU+Lclaa7HPAjwkTOlQ6OxIxCJiQxXsuWqiS4SSDRcKeLuDmhSt7U48+g2x50I2GVoTPz7XvPA90hVWHugU5UfvhsKqwbSVJ0m4qiEv30LTUDUvdald+B6dymD6w9GE+7iXKZfP1p8lKad4NmOgWsm0hwuz2SRiER3q+LL7XDbdov1ZdzyNqf2jSc41FmunLbDiqRDMkkohQWcsLu9bxXVd+b6IrmTchK40KUNX3qlAV5JK6EpgOboSd9VE1wgl6y8UMLmDmqsldEVntqOSiwBQycXozLd/y1G1rpQNwRblM3dkl7JtUYOa9GnmtEVL9wu2yGCiaYQvL/dqXMQWJfPe460I9/Ms2xatPEJSVnGbEujlzruPF6Zru2zR6VS6Nw5h7dErTBvUqpQt0uab8VQWd7JvNzJO7KEfLOjrAAAXY0lEQVQgN4PYiXMRiUQ47DaMuRmFY2/SiZBWwnaNIwumkXMhHrNeQ43azYh+9CWXXFIObSJm6LuoAsJxlGGLjv3xKfr04jbFrUYgMUMKSzOLxBICGncg/dguajbvztX964h5fhqGzOQ78ejl4ui+XWRnpPH+97+67HN2Rprr+5YdutGhZ38AZr3/BqcTD6PT5FGvSXOeGjneJZM9W9by6jsfUTMsskz7/NMXM0hNulzsM9/AIF6Z8pHrb7FEQvPYLhyO20bbrr3ZuX4VL0/+kLSrd98+772YQ4bOzA/PNi2HW3zp3VDI6J2+6jQJV7VojBaahqgZ3TnSJZdNpzKZ1r8+4T5uZXPLhvMk5ZbgFk8F0/rXd/0tEYvoEOXD7vM5dKvvx7rj6Ux9qF453CJMnD2VUrR3gFvMF/Zh12agfu471ztk12W6vpdHdUDRsCcAupXvY72aiD1fgyy0Me5dRrrkYjq1Bc+HpyDxCcPhKK0v+vVfYMsp/i6I1QF4PjzF9bdILEFeJxbzuT0oortgOr4Bj/5vY89Nue3PXRH2pZgFf663umx/LkxOz1pC9Z/3d+lIzLAW+nMx7kVstIkpsZ6EqSVl2+j9epJL2NoADzFTYgsXaSRiEbEhcvakmOkSrmDDJRNvt/cgRVdczjpTERstE6O9zTa6WiZl4zrnzijCuVlFOLdVh250dHLu10U4t36T5jxdhHPjnJwbXA7nzvtiBtdKcK5fYBCvluDcFrFdOBS3jXZOzn1l8oek3gPOvWuBnYs5ZpoHuyESCT+0RCwq9n1CqpE/EnKwOyBdZ6FDpJUutVWczzbx4ZZUAlRSXmzlx6g2fvyRkEuB1U63Op50jCy+tWFS55tLKe0f7cVXuzOo66tAIRXh7yErFdjxVEjQm+14KiQYzHbUitufPnYhJZNW0ZFF5FL8HkfOJPHL+r3Y7XZSszV0jqlHz1YNOJucztS5fxPo83/t3XlA1HX+x/HnMMCAAiqCgAqIigcqiuKRJ5JHqahpeWxup25W27a/tKytdTs0yyu7frX+WkvTTHfbtGMt7wsvUtEUDxQML/AgL0SBmfn9McQ1g44tiGOvx39+5+AzX9/z/nzn/X1/vx8/xg6O449D4/n0u83k5uXTu30UcTFNS73Piw/2d2o893SPYcr8ZTQNC8bL5E6dWn52hR3f6t5cyr3KjZ+jdk5a1kXaRQSUGyvJR86yIDEVs8VK5vnLdGsaTM8WdUnNPM/L//qBOjW8GdOzOY/3juKzxFRy883c2aIe3ZuHlHqf5we2cWo8A9s1YPrXu2gSUhMvDyN1/LyrpLCTlXGIRq1ii/aLm9FY6vH0vTvYsGQuFouFc6dO0rxDD1p27kXmkYMsfutFagQEc+eIsfT9/VNsWDKPvKtXaNWlN1Ed40q9zz1PvOTUeGJ7D+arv79B3YimeJi8qFG7TpUUdtLPFRAT7FFuvOw+lceivTmYrZCVY6ZzfTM9wr04/HMBkzeep041Nx5q7cPoGF8W7b3MlQIrcQ1MdA0tXbwc16n0Wb3y9GvszaxtF2js746XOwRWM1ZJYSf9TA5tw2qW/z06eo7Pth3DYrWSef4KXRvXpmfTQA6dyuGVr/dRx8/E6K4NGNs9goXbjtm+R80C6RZZukPgubuc6w4Y2DqE6ctTiQzyweRhJNDXZHdA7Wty59JVM75e7uRcNePrXbFTlDOx8vneHCxWyCwTK5MKY+Xh1j6MqaBY6V8YK5ElYqVsYcfH041L+VZ8PQ22+cjTUM67/XqKFcfSsi7QrmHgNeaiMyzYmIrZaiXz3GW6NbtMzxb1bHPRP5Nsc1F8FI/3bmmbi/LM3NmyHt2b1y31Ps8PKn1WrzwDYyOY/vVOmtStUe5c5OvtwaUr+VRmT+nFk2nUjmxbtF8MbqXnouxDyaStWoDVaiE3O5Ogn7sS3KYnF48fYufcl/GuFUSTfqNpNnAsaas+w5x3hZCYeIKju5d6n1YjJjg1ntDOCexZNB2/+k0wenrhVTPwphd2jqWnEhXTvtz5ef/u7Xzz+SdYLBbOZJ6kbec4OvboTcbhA7w/6QVq1wnm3oefYMSYp/lm0VyuXsmlU1xfYrv2LPU+o8dNxBk9+w/h41mTaRDZHJOXF/6BQVVS2Ek7fZm2oTXK/w4dO8/CpONYLFYyL1yla2N/4poEcOhUDq9+c4A6fiYe7RLGY93DWZh0jCv5FuKbBtAtsnSEP9e3sVPjSWgVxIyVh2lSpzpe5eUWr+LccumqGb9KyC3mM+l4hMWU+x3KP7qb3G2LwGrGcj4LS+POeDbtQe6pw1z8ejJufnWo1vUhqnUfTe62RVjzr2BqFodnZNdS7+Nzl3P37DG17kfO8lm4BzUGDy+MvoFVUthJP2e+9hydlc+ifbmFx3MWOl+20CPMk8PncpmceNF2PBddjdFtqrFoX65tjg4z0TW0dLfIuI7OXRbfr5GJWUk5NK7ljpex8HiuTBHDx9ONnHwrPp4GcvKt+FXwHK194tjR9FRaXCPn7iuRc09nniS2MOf+dPgA7xXm3PvK5Nw7HOTcMU7m3Pj+Q5hTJufe1oWdhv6erEy9SEJzWxtS2Wrh7K2nmdavPrWru/PyihNYrWCxwCPtbQeGU9dlsu1oDu3qVePZHkHkmS3c//kRu8KOMx07AMG+HhiAT7afpX8zx+2FrUO82ZKRQ+9IP7Zk5NA9ouLvj9GoXiDfbdnDkB62A7uyZ/Pe/dcq3n3mdwTW9OX5D74ArJgtVsYOjgPg1Y+/ZvOew7RvHsFLDw0gL7+AwS+8b1fYcaZjByAkoCYGDPzf0vUM6lb6sppftGsaxsbdqdzX+7/44NfQMMiX5buPMSi2AWC/T/53xV7eeqAzAb5evLQ4CWvhc8bE2+4x8PqSnWw5lEX7hoE8PyiGvAIzw95eaVfYcaZjByCkZjUwwD/W7CehbThVJSisMbs2LKN9nyEAdpXl7z99h4cmvoeffyALp03AarVisZjpNdLW3v7v914ldecmGrXuwD1P/pWC/DxmPD7YrrDjTMcOQK06dcEAqxfNJrZXZVwc4pyImu6sSr/CgEjbv+1yy85LTI2vSe1qRl5Zf67wOfBwa9v3edrm8ySdyKNtiCfj7/Ajz2zl90vO2P1Yd6ZjByDYx4gBmLs7h7sbl76882aKCKjOipRTDGxji/uy++XDdenMGNaKAB8Tf12aUvSc0d0aADBl2QG2pmcTG16LCXc1Ia/AwojZ2+x+rDvThQEQXMMLgwE+TvyJhOhgh2OOCavJ5rSz9IkKYnNaNj2aVMw1x7+IqOnOyhuIFSulY2Wqg1gZVU6sXK9jB2yxArZY6VdOrLQJ8mDr8av0ivBm6/E8uoWZfu3HL5dixbGGQX4s33WUQbERgIO5aPle3nqwMwG+3ry0aGvhcYuVMXfa7kH3+pLtJeaitra5aNZyu8KOMx07UDgXYeAfq/eT0K6BwzHHNAhk08EsKnOm8g1pyPEflhPWxXZxetlum/1ffUCHJ2biVSOAHXP+ihUrWC006T8agN2fTeH0vq0ENI0leuTzmPPzWPvacLvCjjMdOwDV/EMwGAykLptD6B2VcUHe9dWPiGTTyv8QP+BewH5+/nz220yY+gG1agfyzivPQuH8fO/DTwIwe+rf2JWUSMu2HRkz/m/k5+XxzKgBdj8ynOnYAQgMrosBA1/M/YC4fkMq+NM6r2FgNVaknGZga9v32C63rD/CjHtbEuDjycSv9tu+Q1Yrj3a1RfAb36WyNf1nYsNrMqFvpC23fLTdrrDjTMcOFOYWYM6mDAa0cnwiuE2oH5vTsukTVafScosxIIKrKavwamOL17LdNpfXzcZv2FTcfGrbLr8CsFqo1u1hAC4tm0Z+ehIe4W3xuWs81oI8zs3+vV1hx5mOHQBjjWAwGLicOBev6Mq7EfL1RNQ0surIVQY0ts2pdnN08mWmxvtR29uNVzZcLHwOPBxtu3R42pZLJJ3Mp22wB+M7+tiO5746Z1fEcKY7BUocz/14mbsbOb5SoXWQO1uO59MrwsSWE3l0D63YS460TxwLjYgkceV/uLOcnLtw9tu8UJhzZ73ybNFvovsKc+7fS+TcPxTm3D87yLnOdOyALedSmHN7VmHOvWmFnU5hPuw8kcvjX2ZgcjfwuzL32OnbxI9x3x4jrMS25JOXmb8zG6PBgIfRQHSINx9sOU1adh4FFisDm9sXZJzt2AHo18yPWRtPMSHO8YHjyDb+vL4mk6Up52nk70n70GoOn/ff6Bodyfb9P/HQ5DmYPDx4sF/nUvfY6d85midnLCi1bfuBI8z5JhF3oxse7kbaRIby9uKVHDp+igKzmaE97M/+OduxAzCoWxvenL+MiY8MdPj4A3d3ZuJHS7nvBj7njejcJJgd6WcYM3sdJg8jo7qWvsfO3W1CeXpuIuEBxclmx5EzzF1/EKObAU+jkdbhtXl3+V7Ssi5QYLYwuLBIVJKzHTsACW3DmfHtbl4c7LjYdTM0je1K2p4f+GDCg3h4mug+pPQ9dmLiBjDn5ScIrFe8Lf3H7az9Yg5ubkbcPTxoEBXDsk9mkfXTIczmAjr0tU8+znbsAMT2snXtDHnqbw4fT9+7g9WLZnMx+wz/mDiWjnffx9DmjuPq1+pUz0RyZh5PLsvGZIQRZe6x07ehF+NX/kxYjeJtyVl5LPgxB6MbeLgZaFXHgw+3XyT9XAEFFkhoYv8j29kuDLB17by97SIT7nD+NRWtc6Pa7Mw4xx8+3YHJ3ciojqGl7ptyV8sg/rxoN+H+xdt2ZJzj080ZGN0MeBjdiK5fg/fXpHH4dA4FFguD2oTY/R1nuzAABkSHMGNFKi/0a+rw8fs7hvLaN/v5cucJGgf60KGC72vwS6w8URgrI8vcY6dPQy/GOYiV+YWx4lkiVtIqKFZsXTsXea6cWBnRojpTEs+z9GAujWq6074SrlNXrDhmm4tOM2b2Wtt+6dak9FwUE8bTnySW2rbjyBnmrjtgm4vc3Wxz0fd7SMs6T4HFyuDCIlFJznbsACS0C2fGN7t48R7HrxnVLZJXv/iBkTfwOW9UnRadOZu6k8QZYzB6mGhU5h479Tvcxdb3n8YnqHjb2dQdHFo+D4ObETd3D/wbRbNvyXtcPHEYi7mgqEhUkrMdOwChdySwZ/EMou//i8PHsw8lc3DZHK6cP8OWd/9EeLch0GfoDXzqa4vp1I19yUlMfGIUniYTCSNL32OnW58Epoz7A3XDiv//U5J/YOn8jzAajbh7etK0VVs++3AmR9NSKSgo4M6Ee+3+jrMdOwBx/e/h41mv89hzrzp8fP/u7XzxyYf8fPY0k58ZQ+/Bw2k33PljRWfc0dCfnRnneWz+LkwebtzfofQ9du5qUYf/+ecewkts23n0PPO2HLPl3F9yy9ojpJ3JocBsZVBr+2N2Zzt2APq3CmLmyjReuNtxPrq/Q30m/ecgS5IzaRRYnQ4NKv6+GJ6NOpGfkcz5T58EdxPeHUeUuseOqWVfLiwaj9G/eFt+RjK5mxeAmxGD0QP3+q3IWfMh5tPpYCnA1CbB7u8427EDYIruR86Kt/Hp5/h7l390N7mJc7FcOsuFz8dhihmEqWl3h8/9tTrV8yQ5K58nvz9vO54rcz+Zvg1NjF91odS25Kx8FuzNxWgAD6OBVoHufLgjh/RzZgqskBBpfzLE2e4UgH6NTbydlMOETo5fMyLKmymbLvFV6hUa1jQSG1Kxl8JqnzgW06kbKclJ/LUw5w4cWfoeO937JDDZQc5dMv8j3IxGPApz7oIPZ5KRloq5oIBeDnKusx07AD0Lc+7YcnLuvhI5d9IzY+gzeDgduvdy/kM7wWAts0Zo5kz7xHC72pB+if2nrzCmg60avzcrl2nrs4hr6Fu0MlZZwc98zaXEW2cp8sqwZsd+UtJP8OTQeAB+PHyM1z75hl7to4pWxgLw6TKK7EXOH3i5snX7TrDv+DnG9rKdid1zNJspS5OJb1GXR3s2w3/4m3yxL6eKR3nzpWxZw7FDe+kz6o8AZBzYzZfvT6Jll15FK2OVNbR5dU5MqtiDgVvNxowr7D9bwOgY26SXcjqP6Vsu0iPcxAuLd3BmjuN9c7tbf/AM+zIv8lh320S75/gF3vzuID2bBRStdlRWwCOzOXkbx8uGjCscKBErewtjJS7cVO4qaiEvrb/tY+jXxkr24hdu4ihvvnUpJ9h3/GfGFi4GsOdoNlOW7CC+Zb2ilbEA/IdN4Znllbes7K0mc9c6zmXso1mCbfWRn9P38OPCNwiJiS9aGausmX1qs/3kVYeP3Q6SNqwm7cAeho+2LUOfuncXH01/hY5xfYpWxiqrXYiJ0x89ejOHedOtTz1ryy2FHYd7Tlxg6veH6Nk0oGhlLEee/zKFjOxcVmxOpvOcEzdptDdP3sGNFGTup1p3W2dd/vEUcr6bjmezHkUrYzly4YsXMWcfpdaYeXaPbXqkLiderdzFVirbxqN5tuO5NrYTGyln8pm+JYce4cWrQDny4roLHL1gZl6C/UmHuhM3ufR+qch9UnfiJnbeJnk4acNqDh/Yw4gSOXf29FfoFNenaGUsR6a9+CdOZhxh5qdf/eq/HRNiK9bd1FWxbiWLdv/M2sMXmdy3uCW6RZA3n9zXoOoGdQuY//0WViSlMPOpYUXbWjWqz+LXyg/I293CxEOs2nucqb/rWLStZag/C/4YX4Wjqnobl87nx8TljPrLW0XbwppG8/Q7i6twVFVvcUoOa3+6yqS44o7CqEBP5iRUzUpqt4rPtx1l1f7TvDm0eEWglvX8+PTR2Gu86va2OCWHNT9dZXKJWGkR6MnHihXFigMLE1NZtecYU++/o2hby1B/FjxVsWf8XE3a6oWc3Lma2DFvFm2rFdGS7n+5vU/CXcu3i+exdc33jJv8TtG2yBatefPjf1fhqKre50nHWX3gDG/cU1wEbVnXj3kPX79r7o17oipzaFUqd9ti8vavxXfopKJtHvWiqPnonOu+1m/o5MocWpVavC+XtT/lMalH8RUCUQEezBlw/S6uyT2qrmO7MmmfOPbt4nlsXvM948vk3GlO5NxnS7zmv/WbLewMj67F8OiKb912daP6dmJU305VPYxbysgujRnZxfk239+KroNG0XXQqKoexi1nWFR1hkXd+DKSt7sRHUIZ0SG0qodxS1GsOKZYcWxkl0hGdoms6mHcchrGj6RhfGVefOZ6+g97gP7DHqjqYdxyRrSvx4j29ap6GLcc7w7D8O4w7PpP/I0Z1tybYc2r7l6JtyLtE8dulZxb8cs8iYiIiIiIiIjITaHCjoiIiIiIiIiIi1JhR0RERERERETERZVaFctakIfBveKXUr2dWC1mDG7G6z/xN8BqzsdgrPgl7FyR2WLF6Gao6mG4BGvBVQzu9kst/lZYC/IxuOt746zferw4ohhyTHNSsXyzFQ+j5qRrsVituBm0j0pSbrm+qwVWTO6KG2do/nZM+6WY8nDF+GU/2i13LiIiIiIiIiIirkGXYomIiIiIiIiIuCgVdkREREREREREXJQKOyIiIiIiIiIiLkqFHRERERERERERF6XCjoiIiIiIiIiIi1JhR0RERERERETERamwIyIiIiIiIiLiolTYERERERERERFxUSrsiIiIiIiIiIi4KBV2RERERERERERclAo7IiIiIiIiIiIuSoUdEREREREREREXpcKOiIiIiIiIiIiLUmFHRERERERERMRFqbAjIiIiIiIiIuKiVNgREREREREREXFRKuyIiIiIiIiIiLgoFXZERERERERERFyUCjsiIiIiIiIiIi5KhR0RERERERERERelwo6IiIiIiIiIiItSYUdERERERERExEWpsCMiIiIiIiIi4qJU2BERERERERERcVEq7IiIiIiIiIiIuCgVdkREREREREREXJQKOyIiIiIiIiIiLkqFHRERERERERERF6XCjoiIiIiIiIiIi1JhR0RERERERETERf0/6GlBDwJDFfMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This model is easily comprehensible and still produces fairly good results."
      ],
      "metadata": {
        "id": "cNVsufrm1iK1"
      },
      "id": "cNVsufrm1iK1"
    },
    {
      "cell_type": "code",
      "source": [
        "models_scores.loc['Depth=4 Tree']=get_scores(dTree2)\n",
        "models_scores"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "KkdZ_Mo41rEy",
        "outputId": "b217bf20-6e8f-464a-ab22-358c5698ee71"
      },
      "id": "KkdZ_Mo41rEy",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       Recall Score  F1 Score\n",
              "Logit: Threshold=0.5       0.580800  0.645393\n",
              "Logit: Threshold=0.32      0.773930  0.685622\n",
              "Original Tree              0.808559  0.800892\n",
              "Depth=4 Tree               0.706363  0.730528"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-f7621fdc-7384-429f-8211-54d624260dbe\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Recall Score</th>\n",
              "      <th>F1 Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.5</th>\n",
              "      <td>0.580800</td>\n",
              "      <td>0.645393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.32</th>\n",
              "      <td>0.773930</td>\n",
              "      <td>0.685622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Original Tree</th>\n",
              "      <td>0.808559</td>\n",
              "      <td>0.800892</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Depth=4 Tree</th>\n",
              "      <td>0.706363</td>\n",
              "      <td>0.730528</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f7621fdc-7384-429f-8211-54d624260dbe')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f7621fdc-7384-429f-8211-54d624260dbe button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f7621fdc-7384-429f-8211-54d624260dbe');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 127
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "While the original tree suffered from overfitting, our new model does not, and it already performs better than the best logistical regression model on F1 score. Let's see if we can push that performance further with a more targeted parameter search. Hopefully we can get a recall score that surpasses the logistical regression too."
      ],
      "metadata": {
        "id": "DjYJCNds2BQz"
      },
      "id": "DjYJCNds2BQz"
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Pre-pruning: GridSearchCV"
      ],
      "metadata": {
        "id": "la8rq-HBFI6S"
      },
      "id": "la8rq-HBFI6S"
    },
    {
      "cell_type": "code",
      "source": [
        "# choose classifier (model type)\n",
        "search=tree.DecisionTreeClassifier(random_state=1)\n",
        "\n",
        "# parameters to choose from\n",
        "params={'max_depth':np.arange(3,10),\n",
        "        'min_samples_leaf':[16,32,64],\n",
        "        'max_leaf_nodes':np.arange(20,50,5),\n",
        "        'min_impurity_decrease':[0.001,0.01,0.1],\n",
        "        'class_weight':[None,'balanced']}"
      ],
      "metadata": {
        "id": "cHncrHeDFDRj"
      },
      "id": "cHncrHeDFDRj",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "After establishing parameters to check in our grid search, we perform the search with a cross validation size of 5."
      ],
      "metadata": {
        "id": "7Dzxe_EUXoDB"
      },
      "id": "7Dzxe_EUXoDB"
    },
    {
      "cell_type": "code",
      "source": [
        "# grid search with cross validation (cv) of size 5\n",
        "grid_obj=GridSearchCV(estimator=search,\n",
        "                      param_grid=params,\n",
        "                      scoring=['recall','f1'],\n",
        "                      refit='recall',\n",
        "                      cv=5,\n",
        "                      verbose=1,\n",
        "                      return_train_score=True)\n",
        "# this is the part that takes a while\n",
        "grid_obj.fit(X_train,y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dFnMKo87F5QO",
        "outputId": "99754b3e-5a3b-4b88-f567-71d4c3b0cfbc"
      },
      "id": "dFnMKo87F5QO",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fitting 5 folds for each of 756 candidates, totalling 3780 fits\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "GridSearchCV(cv=5, estimator=DecisionTreeClassifier(random_state=1),\n",
              "             param_grid={'class_weight': [None, 'balanced'],\n",
              "                         'max_depth': array([3, 4, 5, 6, 7, 8, 9]),\n",
              "                         'max_leaf_nodes': array([20, 25, 30, 35, 40, 45]),\n",
              "                         'min_impurity_decrease': [0.001, 0.01, 0.1],\n",
              "                         'min_samples_leaf': [16, 32, 64]},\n",
              "             refit='recall', return_train_score=True, scoring=['recall', 'f1'],\n",
              "             verbose=1)"
            ]
          },
          "metadata": {},
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# best model\n",
        "search=grid_obj.best_estimator_\n",
        "search.fit(X_train,y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z5yg8-UDIBgA",
        "outputId": "78bfe97b-229d-4e61-998e-6de990960569"
      },
      "id": "z5yg8-UDIBgA",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(class_weight='balanced', max_depth=8, max_leaf_nodes=40,\n",
              "                       min_impurity_decrease=0.001, min_samples_leaf=16,\n",
              "                       random_state=1)"
            ]
          },
          "metadata": {},
          "execution_count": 130
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The above parameters give the best result from the grid search. The best estimator was scored on recall."
      ],
      "metadata": {
        "id": "xQvTRmHPX1Um"
      },
      "id": "xQvTRmHPX1Um"
    },
    {
      "cell_type": "code",
      "source": [
        "# grid search calculations\n",
        "results=grid_obj.cv_results_"
      ],
      "metadata": {
        "id": "OE46mrsANsdG"
      },
      "id": "OE46mrsANsdG",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12,8))\n",
        "plt.title('Recall and F1 for max_depth (GridSearchCV)',fontsize=20)\n",
        "\n",
        "# training scores\n",
        "sns.lineplot(x=results['param_max_depth'],\n",
        "             y=results['mean_train_recall'],\n",
        "             ci=3,\n",
        "             label='Train Recall',\n",
        "             linestyle='--')\n",
        "sns.lineplot(x=results['param_max_depth'],\n",
        "             y=results['mean_train_f1'],\n",
        "             ci=3,\n",
        "             label='Train F1',\n",
        "             linestyle='--')\n",
        "\n",
        "# testing scores\n",
        "sns.lineplot(x=results['param_max_depth'],\n",
        "             y=results['mean_test_recall'],\n",
        "             ci=3,\n",
        "             label='Test Recall')\n",
        "sns.lineplot(x=results['param_max_depth'],\n",
        "             y=results['mean_test_f1'],\n",
        "             ci=3,\n",
        "             label='Test F1')\n",
        "\n",
        "plt.axvline(x=8,color='purple',linestyle=':',label='Best Depth')\n",
        "\n",
        "plt.xlabel('Maximum Tree Depth')\n",
        "plt.ylabel('Mean Score')\n",
        "plt.legend(loc='lower right')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "Kc6iVHGJNd2l",
        "outputId": "5a72c912-fb92-4149-dd14-430b3464d2a4"
      },
      "id": "Kc6iVHGJNd2l",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "To illustrate the process of grid search, we can plot the mean scores of the model over the values of max_depth. Recall had a consistently higher score than F1 across both training and testing data. The best estimator was scored on recall, and it found the optimal depth to be 8. Note that the shaded regions are confidence intervals."
      ],
      "metadata": {
        "id": "ZO6JvsDdYTir"
      },
      "id": "ZO6JvsDdYTir"
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_train,search.predict(X_train),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "57vQmHxoIPBS",
        "outputId": "b4930a20-00b4-42a1-d061-f74d77e7713c"
      },
      "id": "57vQmHxoIPBS",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.844968\n",
              "Precision  0.756433\n",
              "Recall     0.776879\n",
              "F1         0.766520"
            ],
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              "      <td>0.844968</td>\n",
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              "      <td>0.756433</td>\n",
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              "      <td>0.776879</td>\n",
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              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5a8b1f23-50f3-440a-9c69-6ff3f7f48e43 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5a8b1f23-50f3-440a-9c69-6ff3f7f48e43');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 133
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Looking at the confusion matrix for the result of our grid search, we find our model is balanced. Accuracy is 84%, despite scoring the grid search for recall. Precision is about 76%, recall is around 78%, and F1 is roughly 77%."
      ],
      "metadata": {
        "id": "jbZV8qNJZBRJ"
      },
      "id": "jbZV8qNJZBRJ"
    },
    {
      "cell_type": "code",
      "source": [
        "check_recall(search)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JeJ2_aCCIYhm",
        "outputId": "d56634f3-6276-44bb-d779-099410f79349"
      },
      "id": "JeJ2_aCCIYhm",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Recall: 0.777\n",
            "Testing Recall: 0.781\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "It is promising that the scores for training data and testing data are so close. This indicates that our model is more generalized."
      ],
      "metadata": {
        "id": "0wxdvKU5aseW"
      },
      "id": "0wxdvKU5aseW"
    },
    {
      "cell_type": "code",
      "source": [
        "models_scores.loc['GridSearchCV']=get_scores(search)\n",
        "models_scores"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "FqOl-KNcJRSK",
        "outputId": "643f21c0-9eb5-40bd-ea28-7d52e5dd7b6f"
      },
      "id": "FqOl-KNcJRSK",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                       Recall Score  F1 Score\n",
              "Logit: Threshold=0.5       0.580800  0.645393\n",
              "Logit: Threshold=0.32      0.773930  0.685622\n",
              "Original Tree              0.808559  0.800892\n",
              "Depth=4 Tree               0.706363  0.730528\n",
              "GridSearchCV               0.780968  0.766298"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-bb7cdaf8-78e0-4584-8a5d-e125cf645a75\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Recall Score</th>\n",
              "      <th>F1 Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.5</th>\n",
              "      <td>0.580800</td>\n",
              "      <td>0.645393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.32</th>\n",
              "      <td>0.773930</td>\n",
              "      <td>0.685622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Original Tree</th>\n",
              "      <td>0.808559</td>\n",
              "      <td>0.800892</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Depth=4 Tree</th>\n",
              "      <td>0.706363</td>\n",
              "      <td>0.730528</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GridSearchCV</th>\n",
              "      <td>0.780968</td>\n",
              "      <td>0.766298</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bb7cdaf8-78e0-4584-8a5d-e125cf645a75')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-bb7cdaf8-78e0-4584-8a5d-e125cf645a75 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-bb7cdaf8-78e0-4584-8a5d-e125cf645a75');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We record recall and F1 scores in our table for comparison later."
      ],
      "metadata": {
        "id": "X98iOYvGa2Dt"
      },
      "id": "X98iOYvGa2Dt"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,20))\n",
        "tree.plot_tree(decision_tree=search,\n",
        "               feature_names=X_cols,\n",
        "               filled=True,\n",
        "               fontsize=9,\n",
        "               node_ids=True,\n",
        "               class_names=True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 889
        },
        "id": "bLOclPfCRA4z",
        "outputId": "6dbf7678-c496-4630-ff0c-5db3b48df179"
      },
      "id": "bLOclPfCRA4z",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1440 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Visualizing our tree now proves more comprehensible. This tree is actually somewhat practical and interpretable. We could adjust the figure dimensions for better readability, but this is just to get an idea of the structure."
      ],
      "metadata": {
        "id": "dOZlSovIbA7K"
      },
      "id": "dOZlSovIbA7K"
    },
    {
      "cell_type": "code",
      "source": [
        "# list features by importance\n",
        "imp=pd.Series(search.feature_importances_,index=X_cols)\n",
        "imp=imp.sort_values(ascending=False)\n",
        "print('Feature importance')\n",
        "print('='*10)\n",
        "imp"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gHf2JZWycCqB",
        "outputId": "66baefbf-33f7-4c1d-c576-e7e31a4f5787"
      },
      "id": "gHf2JZWycCqB",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Feature importance\n",
            "==========\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "lead_time                               0.474663\n",
              "market_segment_type_Online              0.182827\n",
              "no_of_special_requests                  0.159436\n",
              "avg_price_per_room                      0.075212\n",
              "no_of_adults                            0.026554\n",
              "no_of_weekend_nights                    0.020778\n",
              "arrival_month                           0.020161\n",
              "arrival_year_2018                       0.015381\n",
              "required_car_parking_space_1            0.014739\n",
              "market_segment_type_Offline             0.005629\n",
              "no_of_week_nights                       0.004621\n",
              "room_type_reserved_Room_Type 7          0.000000\n",
              "room_type_reserved_Room_Type 6          0.000000\n",
              "market_segment_type_Corporate           0.000000\n",
              "market_segment_type_Complementary       0.000000\n",
              "room_type_reserved_Room_Type 4          0.000000\n",
              "room_type_reserved_Room_Type 5          0.000000\n",
              "type_of_meal_plan_Not Selected          0.000000\n",
              "room_type_reserved_Room_Type 3          0.000000\n",
              "room_type_reserved_Room_Type 2          0.000000\n",
              "no_of_children                          0.000000\n",
              "type_of_meal_plan_Meal Plan 3           0.000000\n",
              "type_of_meal_plan_Meal Plan 2           0.000000\n",
              "no_of_previous_bookings_not_canceled    0.000000\n",
              "no_of_previous_cancellations            0.000000\n",
              "arrival_date                            0.000000\n",
              "repeated_guest_1                        0.000000\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 137
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "As with the logistic regression, lead time is the most important feature. However unlike logistic regression, online bookings and special requirements contribute more than average price per room."
      ],
      "metadata": {
        "id": "CgFrQ67tcGQO"
      },
      "id": "CgFrQ67tcGQO"
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Post-pruning: Cost Complexity"
      ],
      "metadata": {
        "id": "sxNv7g-qb8mR"
      },
      "id": "sxNv7g-qb8mR"
    },
    {
      "cell_type": "code",
      "source": [
        "# generate decision tree classifier\n",
        "ccTree=tree.DecisionTreeClassifier(random_state=1)\n",
        "\n",
        "# find the cost complexity pruning path\n",
        "path=ccTree.cost_complexity_pruning_path(X_train,y_train)"
      ],
      "metadata": {
        "id": "_pEVDepse7J3"
      },
      "id": "_pEVDepse7J3",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start by defining the cost complexity pruning path for a decision tree with the training data."
      ],
      "metadata": {
        "id": "XV5PD-M65wHH"
      },
      "id": "XV5PD-M65wHH"
    },
    {
      "cell_type": "code",
      "source": [
        "# generate a list of trees along the pruning path\n",
        "ccTrees=[]\n",
        "for alp in path.ccp_alphas:\n",
        "  aTree=tree.DecisionTreeClassifier(ccp_alpha=alp,random_state=1)\n",
        "  aTree.fit(X_train,y_train)\n",
        "  ccTrees.append(aTree)"
      ],
      "metadata": {
        "id": "TwUQYv0Z4Yyc"
      },
      "id": "TwUQYv0Z4Yyc",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we grow trees along the pruning path. We collect these trees in a list."
      ],
      "metadata": {
        "id": "fe8hYuy66Fow"
      },
      "id": "fe8hYuy66Fow"
    },
    {
      "cell_type": "code",
      "source": [
        "# verify that the last tree has been pruned to the root node.\n",
        "print('Number of nodes in last tree:',ccTrees[-1].tree_.node_count)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BSevR0yp5Oiy",
        "outputId": "849b6d70-ac01-4283-9cbe-f35ed2ae500b"
      },
      "id": "BSevR0yp5Oiy",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of nodes in last tree: 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The final entry in this list is the trivial tree, i.e., a tree consisting of just the root node."
      ],
      "metadata": {
        "id": "oo10lzps6K_B"
      },
      "id": "oo10lzps6K_B"
    },
    {
      "cell_type": "code",
      "source": [
        "# remove last tree\n",
        "ccTrees=ccTrees[:-1]\n",
        "alps=path.ccp_alphas[:-1]"
      ],
      "metadata": {
        "id": "NsaYkixA5jmR"
      },
      "id": "NsaYkixA5jmR",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can cut out the last tree, since it's trivial."
      ],
      "metadata": {
        "id": "xw2h8bqD6oOK"
      },
      "id": "xw2h8bqD6oOK"
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Maximum Recall"
      ],
      "metadata": {
        "id": "KvW1T5uiR6hg"
      },
      "id": "KvW1T5uiR6hg"
    },
    {
      "cell_type": "code",
      "source": [
        "# recall scores along the path\n",
        "train_recall=[metrics.recall_score(y_train,aTree.predict(X_train)) for aTree in ccTrees]\n",
        "test_recall=[metrics.recall_score(y_test,aTree.predict(X_test)) for aTree in ccTrees]"
      ],
      "metadata": {
        "id": "kDgz5o0U61Wn"
      },
      "id": "kDgz5o0U61Wn",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start by collecting the recall scores for trees along the path."
      ],
      "metadata": {
        "id": "533To1yTSQ_k"
      },
      "id": "533To1yTSQ_k"
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax=plt.subplots(figsize=(10,5))\n",
        "ax.set_title('CCP Alpha and Recall Score',fontsize=15)\n",
        "ax.plot(alps,train_recall,marker='D',label='Train',drawstyle='steps-post')\n",
        "ax.plot(alps,test_recall,marker='D',label='Test',drawstyle='steps-post')\n",
        "ax.set_xlabel('Alpha')\n",
        "ax.set_ylabel('Recall Score')\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "XdVb43Ke7Fq0",
        "outputId": "52ef089b-f840-43a8-f32d-e6778d3d76ea"
      },
      "id": "XdVb43Ke7Fq0",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Plotting ccp_alpha versus recall score, we get a good idea of how performance changes as complexity decreases."
      ],
      "metadata": {
        "id": "VO3X7wrxSVRk"
      },
      "id": "VO3X7wrxSVRk"
    },
    {
      "cell_type": "code",
      "source": [
        "# finding model with best recall score\n",
        "best_idx_recall=np.argmax(test_recall)\n",
        "best_recall_model=ccTrees[best_idx_recall]"
      ],
      "metadata": {
        "id": "bFwyd6Z17PwM"
      },
      "id": "bFwyd6Z17PwM",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_test,best_recall_model.predict(X_test),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "f5dBW9C79dK-",
        "outputId": "36774031-6508-47e0-e510-a46fd1d0a47f"
      },
      "id": "f5dBW9C79dK-",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.868474\n",
              "Precision  0.792837\n",
              "Recall     0.810248\n",
              "F1         0.801448"
            ],
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              "    <div class=\"colab-df-container\">\n",
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              "<style scoped>\n",
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              "      <th>Scores</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Accuracy</th>\n",
              "      <td>0.868474</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Precision</th>\n",
              "      <td>0.792837</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Recall</th>\n",
              "      <td>0.810248</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>F1</th>\n",
              "      <td>0.801448</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e3cab47d-eb69-4156-a3f0-c4c24bbebf7a')\"\n",
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              "       width=\"24px\">\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e3cab47d-eb69-4156-a3f0-c4c24bbebf7a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e3cab47d-eb69-4156-a3f0-c4c24bbebf7a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 145
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The model with the best recall along the path can be studied above. Both false negative and false positives are low. Accuracy on testing data is nearly 87%, and both recall and F1 are over 80%. While at first glance this looks fantastic, there is a caveat."
      ],
      "metadata": {
        "id": "aTj9hyOIShTk"
      },
      "id": "aTj9hyOIShTk"
    },
    {
      "cell_type": "code",
      "source": [
        "a=best_recall_model.tree_.node_count\n",
        "print('There are {} nodes in the ccp optimization for recall score.'.format(a))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vreUCilm9s1d",
        "outputId": "0a931e6e-b08b-4f56-e679-b318b7ec1683"
      },
      "id": "vreUCilm9s1d",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "There are 5549 nodes in the ccp optimization for recall score.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "There are 5549 nodes in the ccp optimization for recall score! This means that the tree was barely pruned. We can see it lacks generality below."
      ],
      "metadata": {
        "id": "z5dHJZ52TIP-"
      },
      "id": "z5dHJZ52TIP-"
    },
    {
      "cell_type": "code",
      "source": [
        "check_recall(best_recall_model)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "21MNvwPyTUui",
        "outputId": "298f143e-08e5-4ab9-f547-96da70b41a7d"
      },
      "id": "21MNvwPyTUui",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training Recall: 0.986\n",
            "Testing Recall: 0.81\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "With such a disparity between training recall and testing recall, there is no way this tree is sufficiently general.\n",
        "\n",
        "To remedy this, we will set a cutoff of 0.002 and only consider values of alpha greater than this. This value was determined visually by studying the plot above."
      ],
      "metadata": {
        "id": "452_LhvSTgcL"
      },
      "id": "452_LhvSTgcL"
    },
    {
      "cell_type": "code",
      "source": [
        "# generate recall scores with alpha cutoff\n",
        "test_recall_cut=[]\n",
        "for idx,val in enumerate(test_recall):\n",
        "  if alps[idx]>0.002:\n",
        "    test_recall_cut.append(val)\n",
        "  else:\n",
        "    test_recall_cut.append(0)\n",
        "best_recall_with_cut=np.max(test_recall_cut)"
      ],
      "metadata": {
        "id": "TDQnccz3-LDF"
      },
      "id": "TDQnccz3-LDF",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax=plt.subplots(figsize=(10,5))\n",
        "ax.set_title('CCP Alpha and Recall Score',fontsize=15)\n",
        "ax.plot(alps,test_recall,marker='D',label='Test Recall',drawstyle='steps-post',color='g')\n",
        "plt.axhline(y=np.max(test_recall),color='r',linestyle='--',label='Max Recall')\n",
        "plt.axhline(y=best_recall_with_cut,color='b',linestyle='-.',label='Adjusted Max Recall')\n",
        "ax.set_xlabel('Alpha')\n",
        "ax.set_ylabel('Recall Score')\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "3l__inaI_GxQ",
        "outputId": "45d9d9e4-a26a-4a48-bd69-e9494152f29a"
      },
      "id": "3l__inaI_GxQ",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The dashed red line shows the overall max recall score on testing data. This score corresponds to the overly complex model just found. The lower dashed blue line shows the adjusted max recall, after taking into account the alpha cutoff."
      ],
      "metadata": {
        "id": "zwSJ1g37UpKP"
      },
      "id": "zwSJ1g37UpKP"
    },
    {
      "cell_type": "code",
      "source": [
        "a=np.max(test_recall)-np.max(test_recall_cut)\n",
        "print('The difference in recall scores is',np.round(a,3))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jCFrmQHzEI__",
        "outputId": "0d8bdec7-2375-47cd-9e82-e5596c2308bc"
      },
      "id": "jCFrmQHzEI__",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The difference in recall scores is 0.035\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The drop in recall is small, and the resulting model is far less complex."
      ],
      "metadata": {
        "id": "b5bUREPSVD1U"
      },
      "id": "b5bUREPSVD1U"
    },
    {
      "cell_type": "code",
      "source": [
        "# best model for recall after cutoff\n",
        "adj_best_recall_model=ccTrees[np.argmax(test_recall_cut)]"
      ],
      "metadata": {
        "id": "5siVQdua_Guv"
      },
      "id": "5siVQdua_Guv",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_test,adj_best_recall_model.predict(X_test),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "AoLBQ73tD8YI",
        "outputId": "cd8ed2e2-3337-4441-9ecb-fbc81f59770d"
      },
      "id": "AoLBQ73tD8YI",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.776241\n",
              "Precision  0.628539\n",
              "Recall     0.775056\n",
              "F1         0.694150"
            ],
            "text/html": [
              "\n",
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              "    <div class=\"colab-df-container\">\n",
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              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Scores</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Accuracy</th>\n",
              "      <td>0.776241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Precision</th>\n",
              "      <td>0.628539</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Recall</th>\n",
              "      <td>0.775056</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>F1</th>\n",
              "      <td>0.694150</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0753daf7-4d6e-4df1-bf7d-1d4e7551726a')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
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              "      height: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0753daf7-4d6e-4df1-bf7d-1d4e7551726a button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0753daf7-4d6e-4df1-bf7d-1d4e7551726a');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
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              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 152
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "adj_best_recall_model.tree_.node_count"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iqzMksa4_Gr7",
        "outputId": "613d9186-2e13-4de7-e22b-f72843db67b5"
      },
      "id": "iqzMksa4_Gr7",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "9"
            ]
          },
          "metadata": {},
          "execution_count": 153
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This adjusted model still performs well, but only has 9 nodes (instead of 5549)."
      ],
      "metadata": {
        "id": "h4P95o-qVO5K"
      },
      "id": "h4P95o-qVO5K"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(15,8))\n",
        "tree.plot_tree(decision_tree=adj_best_recall_model,\n",
        "               feature_names=X_cols,\n",
        "               filled=True,\n",
        "               fontsize=9,\n",
        "               node_ids=True,\n",
        "               class_names=True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 466
        },
        "id": "RXLSWPmhVfat",
        "outputId": "cc6c9c04-7085-4a92-da20-ec63ea8970fb"
      },
      "id": "RXLSWPmhVfat",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This is our simplest model yet, and its performance still stands up to the others."
      ],
      "metadata": {
        "id": "I4GvhFuOVrBJ"
      },
      "id": "I4GvhFuOVrBJ"
    },
    {
      "cell_type": "code",
      "source": [
        "models_scores.loc['ccp quasi-optimal recall']=get_scores(adj_best_recall_model)\n",
        "models_scores"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "PYJqZJ8hV4BK",
        "outputId": "6f44e779-4870-44d4-a57a-21c15efff6d5"
      },
      "id": "PYJqZJ8hV4BK",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                          Recall Score  F1 Score\n",
              "Logit: Threshold=0.5          0.580800  0.645393\n",
              "Logit: Threshold=0.32         0.773930  0.685622\n",
              "Original Tree                 0.808559  0.800892\n",
              "Depth=4 Tree                  0.706363  0.730528\n",
              "GridSearchCV                  0.780968  0.766298\n",
              "ccp quasi-optimal recall      0.775056  0.694150"
            ],
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              "        const buttonEl =\n",
              "          document.querySelector('#df-dbf85970-30ef-4f13-9a68-f9ead4a6a1a9 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-dbf85970-30ef-4f13-9a68-f9ead4a6a1a9');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 155
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Maximum F1"
      ],
      "metadata": {
        "id": "n65-3GxGW14L"
      },
      "id": "n65-3GxGW14L"
    },
    {
      "cell_type": "code",
      "source": [
        "# f1 scores along the path\n",
        "train_f1=[metrics.f1_score(y_train,aTree.predict(X_train)) for aTree in ccTrees]\n",
        "test_f1=[metrics.f1_score(y_test,aTree.predict(X_test)) for aTree in ccTrees]"
      ],
      "metadata": {
        "id": "ccJCIXVjW_Ie"
      },
      "execution_count": null,
      "outputs": [],
      "id": "ccJCIXVjW_Ie"
    },
    {
      "cell_type": "markdown",
      "source": [
        "We start by collecting the F1 scores for trees along the path."
      ],
      "metadata": {
        "id": "E1rF7-K8W_Ig"
      },
      "id": "E1rF7-K8W_Ig"
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax=plt.subplots(figsize=(10,5))\n",
        "ax.set_title('CCP Alpha and F1 Score',fontsize=15)\n",
        "ax.plot(alps,train_f1,marker='D',label='Train',drawstyle='steps-post')\n",
        "ax.plot(alps,test_f1,marker='D',label='Test',drawstyle='steps-post')\n",
        "ax.set_xlabel('Alpha')\n",
        "ax.set_ylabel('F1 Score')\n",
        "ax.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "outputId": "7ef4d286-304d-427e-c3e5-411b8bfd8506",
        "id": "7HorFpivW_Ig"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "id": "7HorFpivW_Ig"
    },
    {
      "cell_type": "markdown",
      "source": [
        "Examining F1 scores along the path, we find the same promblem as before: The maximum F1 score is achieved at especially small alpha, indicating an overly-complex model.\n",
        "\n",
        "We can use a similar cutoff approch as before so long as the data is not continuously decreasing. To ascertain whether this condition is met, we look at the differences in consecutive scores. A potive difference indicates an increase in F1 score as alpha increases. Choosing a cutoff somewhere between low alphas (overly-complex models) and a spike above the horizontal line at 0 will set us up to isolate a local maximum."
      ],
      "metadata": {
        "id": "cdYA5nBMZQqj"
      },
      "id": "cdYA5nBMZQqj"
    },
    {
      "cell_type": "code",
      "source": [
        "# list of consecutive score differences\n",
        "a=[]\n",
        "for idx in range(len(test_f1)-2):\n",
        "  a.append(test_f1[idx+1]-test_f1[idx])\n",
        "\n",
        "# plot deltas\n",
        "plott('Change in F1 Score as Alpha Increases')\n",
        "sns.lineplot(x=alps[1:-1],y=a,color='m')\n",
        "plt.axhline(y=0,linestyle='--',color='g')\n",
        "plt.axvline(x=0.002,linestyle=':',color='orange')\n",
        "plt.xlabel('Alpha')\n",
        "plt.ylabel('Consecutive Change');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "jPtT1sykYT08",
        "outputId": "55cce414-8682-4465-b365-18ea05084aca"
      },
      "id": "jPtT1sykYT08",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "A sensible cutoff for alpha is 0.002, indicated above by the vertical dotted line. We will find the model with the max F1 score and alpha greater than 0.002."
      ],
      "metadata": {
        "id": "8YypeUUPcHNJ"
      },
      "id": "8YypeUUPcHNJ"
    },
    {
      "cell_type": "code",
      "source": [
        "# generate f1 scores with alpha cutoff\n",
        "test_f1_cut=[]\n",
        "for idx,val in enumerate(test_f1):\n",
        "  if alps[idx]>0.002:\n",
        "    test_f1_cut.append(val)\n",
        "  else:\n",
        "    test_f1_cut.append(0)"
      ],
      "metadata": {
        "id": "A25-7lVbcdgQ"
      },
      "id": "A25-7lVbcdgQ",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# best model for f1 after cutoff\n",
        "adj_best_f1_model=ccTrees[np.argmax(test_f1_cut)]"
      ],
      "metadata": {
        "id": "M_yMqzFndJ3A"
      },
      "id": "M_yMqzFndJ3A",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_test,adj_best_f1_model.predict(X_test),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "2T2Ov3CBdX_o",
        "outputId": "ca716c77-3dcf-4d7b-a452-ac1259388550"
      },
      "id": "2T2Ov3CBdX_o",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.832595\n",
              "Precision  0.780977\n",
              "Recall     0.679617\n",
              "F1         0.726780"
            ],
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              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5afcdca5-5d70-4657-ba69-928d757b18c9 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5afcdca5-5d70-4657-ba69-928d757b18c9');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 161
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "adj_best_f1_model.tree_.node_count"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BsPbDoRBdQrA",
        "outputId": "6484e807-cb94-451a-fa74-9242aed7d39f"
      },
      "id": "BsPbDoRBdQrA",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "31"
            ]
          },
          "metadata": {},
          "execution_count": 162
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This model performs well on accuracy and F1, but the recall suffers slightly compared to other decision trees. It is still simple, with only 31 nodes."
      ],
      "metadata": {
        "id": "ZUrgIykAdjDg"
      },
      "id": "ZUrgIykAdjDg"
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,15))\n",
        "tree.plot_tree(decision_tree=adj_best_f1_model,\n",
        "               feature_names=X_cols,\n",
        "               filled=True,\n",
        "               fontsize=9,\n",
        "               node_ids=True,\n",
        "               class_names=True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 719
        },
        "id": "RudrsuLVdycy",
        "outputId": "4dbca6c6-1ed8-4cdc-907a-49cdd3a35fba"
      },
      "id": "RudrsuLVdycy",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x1080 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The simplicity of this model can be observed in the plot above."
      ],
      "metadata": {
        "id": "OoENiLXyHVSk"
      },
      "id": "OoENiLXyHVSk"
    },
    {
      "cell_type": "code",
      "source": [
        "# add this model to the comparison table\n",
        "models_scores.loc['ccp quasi-optimal f1']=get_scores(adj_best_f1_model)"
      ],
      "metadata": {
        "id": "g8rTCUn8d60D"
      },
      "id": "g8rTCUn8d60D",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "id": "obvious-maine",
      "metadata": {
        "id": "obvious-maine"
      },
      "source": [
        "## Model Performance Comparison and Conclusions"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can compare models by looking at their performance on recall and F1."
      ],
      "metadata": {
        "id": "-GzKsFbVe8oz"
      },
      "id": "-GzKsFbVe8oz"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "everyday-kinase",
      "metadata": {
        "id": "everyday-kinase",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        },
        "outputId": "64745fb8-b7c4-45f9-a884-854f878714ed"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                          Recall Score  F1 Score\n",
              "Logit: Threshold=0.5          0.580800  0.645393\n",
              "Logit: Threshold=0.32         0.773930  0.685622\n",
              "Original Tree                 0.808559  0.800892\n",
              "Depth=4 Tree                  0.706363  0.730528\n",
              "GridSearchCV                  0.780968  0.766298\n",
              "ccp quasi-optimal recall      0.775056  0.694150\n",
              "ccp quasi-optimal f1          0.679617  0.726780"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1637b73e-b398-48d4-923e-4e74fade7ac2\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Recall Score</th>\n",
              "      <th>F1 Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.5</th>\n",
              "      <td>0.580800</td>\n",
              "      <td>0.645393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Logit: Threshold=0.32</th>\n",
              "      <td>0.773930</td>\n",
              "      <td>0.685622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Original Tree</th>\n",
              "      <td>0.808559</td>\n",
              "      <td>0.800892</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Depth=4 Tree</th>\n",
              "      <td>0.706363</td>\n",
              "      <td>0.730528</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GridSearchCV</th>\n",
              "      <td>0.780968</td>\n",
              "      <td>0.766298</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ccp quasi-optimal recall</th>\n",
              "      <td>0.775056</td>\n",
              "      <td>0.694150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>ccp quasi-optimal f1</th>\n",
              "      <td>0.679617</td>\n",
              "      <td>0.726780</td>\n",
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              "                                                     [key], {});\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 165
        }
      ],
      "source": [
        "models_scores"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "For logistic regression to perform comparably to decision tree, we had to find the optimal threshold. There is not much more performance to be gained on logistic regression models. With a recall of 77%, the optimal logistic regression model is reliable while remaining balanced.\n",
        "\n",
        "While logistic regression had relatively few ways to improve performance, decision tree models offered many avenues for gains. The original tree performed well but suffered from severe over-fitting.\n",
        "\n",
        "As a first approximation at pre-pruning, we limited the depth to just 4, which produced impressive performance for its simplicity. More sophisticated was the grid search with cross validation, which identified a combination of parameters to grow a tree optimized for recall.\n",
        "\n",
        "For post-pruning, we looked to pare back trees for optimal recall and F1. Both cost complexity pruning paths achieved maxima at very low values of alpha, causing the resulting models to be overly complex. We introduced complexity cutoffs to find an almost-optimal model that scored highly while being sufficiently generalized. The tradeoff, however, was an imbalance: Both quasi-optimal ccp models scored appreciably worse on the metric they weren't built for. Put another way, the quasi-optimal recall model scored worse on F1, and the quasi-optimal F1 model scored worse on recall.\n",
        "\n",
        "The best model was the decision tree resulting from the grid search."
      ],
      "metadata": {
        "id": "H81HpWzJfXaM"
      },
      "id": "H81HpWzJfXaM"
    },
    {
      "cell_type": "code",
      "source": [
        "# best decision tree parameters\n",
        "grid_obj.best_params_"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SHVJ89orkmM_",
        "outputId": "5463d82f-a637-495e-c8cc-86531fdbbf49"
      },
      "id": "SHVJ89orkmM_",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'class_weight': 'balanced',\n",
              " 'max_depth': 8,\n",
              " 'max_leaf_nodes': 40,\n",
              " 'min_impurity_decrease': 0.001,\n",
              " 'min_samples_leaf': 16}"
            ]
          },
          "metadata": {},
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "confusion_heatmap(y_test,search.predict(X_test),show_scores=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 523
        },
        "id": "N4pbUKmrlDlv",
        "outputId": "731fc1a2-5add-4711-c8ca-cfd7e8c03673"
      },
      "id": "N4pbUKmrlDlv",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             Scores\n",
              "Accuracy   0.843940\n",
              "Precision  0.752169\n",
              "Recall     0.780968\n",
              "F1         0.766298"
            ],
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          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This model has one of the highest recall scores (78%) on test data, only surpassed by the overfit original tree. It is exceptionally balanced, with an F1 score of 77%. Accuracy is 84%, and precision is 75%. Only 7% of the data is incorrectly categorized as false negatives, meaning Vacation Lodge can be confident this model will not suffer many costly errors."
      ],
      "metadata": {
        "id": "T69JWytolOBr"
      },
      "id": "T69JWytolOBr"
    },
    {
      "cell_type": "markdown",
      "id": "nasty-retailer",
      "metadata": {
        "id": "nasty-retailer"
      },
      "source": [
        "## Actionable Insights and Recommendations"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# list features by importance\n",
        "imp=pd.Series(search.feature_importances_,index=X_cols)\n",
        "imp=imp.sort_values(ascending=False)\n",
        "print('Top Five Features sorted by Importance')\n",
        "print('='*10)\n",
        "imp[:5]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hwHgumpVycgn",
        "outputId": "718f7380-150b-414e-879f-0a1721420eae"
      },
      "id": "hwHgumpVycgn",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top Five Features sorted by Importance\n",
            "==========\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "lead_time                     0.474663\n",
              "market_segment_type_Online    0.182827\n",
              "no_of_special_requests        0.159436\n",
              "avg_price_per_room            0.075212\n",
              "no_of_adults                  0.026554\n",
              "dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 168
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can guide our recommendations with the most important features from our GridSearchCV decision tree."
      ],
      "metadata": {
        "id": "U0EnL-4J1Uyd"
      },
      "id": "U0EnL-4J1Uyd"
    },
    {
      "cell_type": "code",
      "source": [
        "plott('Lead Time by Booking Status')\n",
        "sns.histplot(data=inn,\n",
        "             x='lead_time',\n",
        "             hue='booking_status',\n",
        "             kde=True)\n",
        "plt.axvline(x=150,color='g',linestyle='-.');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 357
        },
        "id": "IItosV17yjSL",
        "outputId": "03488696-43d0-49ea-e5d5-93c59ab49a3e"
      },
      "id": "IItosV17yjSL",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "With greater lead time, the likelyhood of cancelling far exceeds that of keeping the booking. Vacation Lodge could implement several profitable policies:\n",
        "\n",
        "* Bookings could be limited to at most five months (150 days) in advance. The dashed green horizontal line in the plot above delineates 150 days lead time. It is around this point that there are more kept reservations than cancelled ones. Limiting lead time to five months or less would keep the number of cancelled reservations always lower than kept reservations.\n",
        "\n",
        "* If Vacation Lodge did not want to limit lead time, they could implement a non-refundable advanced booking fee. This would act as an insurance policy against profit loss in the event that the reservation is cancelled.\n",
        "\n",
        "* In fact, the advanced booking fee could be a deposit on the reservation. This is simply a partial payment up front for guests that keep their reservation, so they aren't losing out by booking early. And for those who do cancel, Vacation Lodge recover some of the lost revenue."
      ],
      "metadata": {
        "id": "Ys4Zvc0O1mdi"
      },
      "id": "Ys4Zvc0O1mdi"
    },
    {
      "cell_type": "code",
      "source": [
        "print('Booking Status for Online Reservations')\n",
        "print('='*10)\n",
        "inn.groupby('market_segment_type')['booking_status'].value_counts(normalize=True)['Online']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_I8_BzCTz3zd",
        "outputId": "892f66cc-4527-4139-fc9f-107ea8bf6281"
      },
      "id": "_I8_BzCTz3zd",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Booking Status for Online Reservations\n",
            "==========\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    0.634805\n",
              "1    0.365195\n",
              "Name: booking_status, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 170
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "A little over a third of online reservations are cancelled. Utilizing the flexibility of online booking could help retain bookings and fill empty spots:\n",
        "\n",
        "* Vacation Lodge could use their online platform to offer flash sales on rooms that recently suffered a cancellation. The immediacy available with an online system would help Vacation Lodge recover some of the revenue lost in the cancellation.\n",
        "\n",
        "* The webpage could be redesigned to make the reservation more appealing. Possibilities include showing off hotel amenities and local attractions.\n",
        "\n",
        "* Vacation Lodge could use email or other digital communication tools to keep their upcoming guests excited about their stay. As the reservation approaches, they could email the guest with updates pertaining to their reservation dates, such as local events. They could even email out offers only valid within the hotel, such as a free dessert with room service.\n",
        "\n",
        "* Online reservations could redirect to a webpage detailing local museums or restaurants. Vacation Lodge could even partner with local vendors to offer upcoming guests coupons, such as a discounted walking tour. This would generate further investment in the booking, potentially decreasing the likelihood of cancellation."
      ],
      "metadata": {
        "id": "mFbyogE-7CLu"
      },
      "id": "mFbyogE-7CLu"
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "amino-prediction",
      "metadata": {
        "id": "amino-prediction",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 339
        },
        "outputId": "e3e3425c-3c59-4d68-b920-e19033c415a3"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plott()\n",
        "sns.histplot(data=inn,\n",
        "             x='avg_price_per_room',\n",
        "             hue='booking_status',\n",
        "             kde=True);"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Cancelled bookings tend to have higher average prices per room (note the peaks of the KDEs above). If these were all fully refunded, Vacation Lodge would lose out extra, since they would be refunding their more expensive offerings. One way to cut down on loss would be to charge a penalty for cancelling a booking.\n",
        "\n",
        "What's more, the penalty could be greater for higher priced rooms, thus accounting for the greater profit loss. Implementation here is key: Vacation Lodge cannot look like they are unfairly charging a greater penalty based on room cost (this could look greedy). To get around this barrier, the hotel group could calculate the cancellation fee as a fixed percentage of the room price. Then higher priced rooms garner a greater return on cancellations, proportional to the revenue lost on the booking."
      ],
      "metadata": {
        "id": "FmIpKp9QzgjY"
      },
      "id": "FmIpKp9QzgjY"
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
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