Churn_Analysis_EDA.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "3544313683eb7fc71db62dea38a54a3482efec26",
        "id": "fQhQEps2AQXC"
      },
      "source": [
        "# Telco Churn Analysis"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "id": "i2gTks17AQXD"
      },
      "outputs": [],
      "source": [
        "#import the required libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.ticker as mtick\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import preprocessing\n",
        "from src.logger import logging\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "72e4750b2861fe4d89197b4c73ad861544701c4f",
        "id": "qDF9AswoAQXE"
      },
      "source": [
        "**Load the data file**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
        "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a",
        "id": "TvLFxwmNAQXE"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "<>:1: SyntaxWarning: invalid escape sequence '\\d'\n",
            "<>:1: SyntaxWarning: invalid escape sequence '\\d'\n",
            "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_16984\\3724508244.py:1: SyntaxWarning: invalid escape sequence '\\d'\n",
            "  telco_base_data = pd.read_csv('notebook\\data\\Telco_Customer_Churn_RAW.csv')\n"
          ]
        }
      ],
      "source": [
        "telco_base_data = pd.read_csv('notebook\\data\\Telco_Customer_Churn_RAW.csv')\n",
        "logging.info(\"Data read from 'Telco_Customer_Churn_RAW.csv'\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "_uuid": "9dc64474af58b8114afb60f83cd1a002722ba74c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 342
        },
        "id": "wgJojIarAQXE",
        "outputId": "dd8f4881-fe5c-483a-8273-97febe2d84ee",
        "scrolled": true
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>...</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>7590-VHVEG</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>1</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>5575-GNVDE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>34</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.5</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3668-QPYBK</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>7795-CFOCW</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>45</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>One year</td>\n",
              "      <td>No</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>9237-HQITU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Fiber optic</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Month-to-month</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Electronic check</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   customerID  gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
              "0  7590-VHVEG  Female              0     Yes         No       1           No   \n",
              "1  5575-GNVDE    Male              0      No         No      34          Yes   \n",
              "2  3668-QPYBK    Male              0      No         No       2          Yes   \n",
              "3  7795-CFOCW    Male              0      No         No      45           No   \n",
              "4  9237-HQITU  Female              0      No         No       2          Yes   \n",
              "\n",
              "      MultipleLines InternetService OnlineSecurity  ... DeviceProtection  \\\n",
              "0  No phone service             DSL             No  ...               No   \n",
              "1                No             DSL            Yes  ...              Yes   \n",
              "2                No             DSL            Yes  ...               No   \n",
              "3  No phone service             DSL            Yes  ...              Yes   \n",
              "4                No     Fiber optic             No  ...               No   \n",
              "\n",
              "  TechSupport StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
              "0          No          No              No  Month-to-month              Yes   \n",
              "1          No          No              No        One year               No   \n",
              "2          No          No              No  Month-to-month              Yes   \n",
              "3         Yes          No              No        One year               No   \n",
              "4          No          No              No  Month-to-month              Yes   \n",
              "\n",
              "               PaymentMethod MonthlyCharges  TotalCharges Churn  \n",
              "0           Electronic check          29.85         29.85    No  \n",
              "1               Mailed check          56.95        1889.5    No  \n",
              "2               Mailed check          53.85        108.15   Yes  \n",
              "3  Bank transfer (automatic)          42.30       1840.75    No  \n",
              "4           Electronic check          70.70        151.65   Yes  \n",
              "\n",
              "[5 rows x 21 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_base_data.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "_uuid": "b133d965a6a850e066086ca27f3957af3afec0a1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pDZguzdRAQXF",
        "outputId": "0c80f74e-3f1b-46fe-9791-a443b05778d9"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "(7043, 21)"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_base_data.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "_uuid": "d814e5db6f76a4e90b8496f09d0ba340d1eae808",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tV5UcSSWAQXF",
        "outputId": "29a30699-877d-4a83-9a54-2c8f0eded62c",
        "scrolled": true
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "array(['customerID', 'gender', 'SeniorCitizen', 'Partner', 'Dependents',\n",
              "       'tenure', 'PhoneService', 'MultipleLines', 'InternetService',\n",
              "       'OnlineSecurity', 'OnlineBackup', 'DeviceProtection',\n",
              "       'TechSupport', 'StreamingTV', 'StreamingMovies', 'Contract',\n",
              "       'PaperlessBilling', 'PaymentMethod', 'MonthlyCharges',\n",
              "       'TotalCharges', 'Churn'], dtype=object)"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_base_data.columns.values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "_uuid": "641531c5f3131228c78e6a200e0410a161ccb2b0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VaLx66SMAQXF",
        "outputId": "74448b50-fdee-4a78-c2a3-27ac3eecab49"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "customerID           object\n",
              "gender               object\n",
              "SeniorCitizen         int64\n",
              "Partner              object\n",
              "Dependents           object\n",
              "tenure                int64\n",
              "PhoneService         object\n",
              "MultipleLines        object\n",
              "InternetService      object\n",
              "OnlineSecurity       object\n",
              "OnlineBackup         object\n",
              "DeviceProtection     object\n",
              "TechSupport          object\n",
              "StreamingTV          object\n",
              "StreamingMovies      object\n",
              "Contract             object\n",
              "PaperlessBilling     object\n",
              "PaymentMethod        object\n",
              "MonthlyCharges      float64\n",
              "TotalCharges         object\n",
              "Churn                object\n",
              "dtype: object"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Checking the data types of all the columns\n",
        "telco_base_data.dtypes"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "_uuid": "04c3c0507e827f4c5b06c2d47441055a2cebc1bb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "njtEtbv0AQXF",
        "outputId": "c0afd68b-06e0-421d-dcf0-264c4227742d"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>tenure</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>7043.000000</td>\n",
              "      <td>7043.000000</td>\n",
              "      <td>7043.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.162147</td>\n",
              "      <td>32.371149</td>\n",
              "      <td>64.761692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.368612</td>\n",
              "      <td>24.559481</td>\n",
              "      <td>30.090047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>18.250000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>35.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>29.000000</td>\n",
              "      <td>70.350000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>55.000000</td>\n",
              "      <td>89.850000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>72.000000</td>\n",
              "      <td>118.750000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       SeniorCitizen       tenure  MonthlyCharges\n",
              "count    7043.000000  7043.000000     7043.000000\n",
              "mean        0.162147    32.371149       64.761692\n",
              "std         0.368612    24.559481       30.090047\n",
              "min         0.000000     0.000000       18.250000\n",
              "25%         0.000000     9.000000       35.500000\n",
              "50%         0.000000    29.000000       70.350000\n",
              "75%         0.000000    55.000000       89.850000\n",
              "max         1.000000    72.000000      118.750000"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Check the descriptive statistics of numeric variables\n",
        "telco_base_data.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "42023cf4f351bff8a06063bffe9fe23c6ec0ab4c",
        "id": "QsYFHh0OAQXF"
      },
      "source": [
        "SeniorCitizen is actually a categorical hence the 25%-50%-75% distribution is not propoer\n",
        "\n",
        "75% customers have tenure less than 55 months\n",
        "\n",
        "Average Monthly charges are USD 64.76 whereas 25% customers pay more than Rs. 89.85 per month"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 587
        },
        "id": "weUz_UhiAQXG",
        "outputId": "e5269634-d02b-4b6d-c8ca-08f1eb341527"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "telco_base_data['Churn'].value_counts().plot(kind='barh', figsize=(8, 6))\n",
        "plt.xlabel(\"Count\", labelpad=14)\n",
        "plt.ylabel(\"Target Variable\", labelpad=14)\n",
        "plt.title(\"Count of TARGET Variable per category\", y=1.02);"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LhTGT-feAQXG",
        "outputId": "a742940a-d5c9-43c4-99aa-da658e4da83d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Churn\n",
            "Yes:26.536987079369588%\n",
            "No:73.46301292063042%\n"
          ]
        }
      ],
      "source": [
        "no,yes = 100*telco_base_data['Churn'].value_counts()/len(telco_base_data['Churn'])\n",
        "logging.info(f\"Churn Yes:No Percentage:{yes}%:{no}%\")\n",
        "print(f\"Churn\\nYes:{yes}%\\nNo:{no}%\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-x_p7QTVAQXG",
        "outputId": "40e5b23f-9661-43cb-8623-be7bdce4ed67"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Churn\n",
            "Yes:1869\n",
            "No:5174\n"
          ]
        }
      ],
      "source": [
        "no,yes = telco_base_data['Churn'].value_counts()\n",
        "logging.info(f\"Churn Yes:No counts: Yes-{yes}:No-{no}\")\n",
        "print(f\"Churn\\nYes:{yes}\\nNo:{no}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QMB-wsfYAQXG",
        "outputId": "9d6f20b3-db2c-4928-964c-914d0838dcf6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 7043 entries, 0 to 7042\n",
            "Data columns (total 21 columns):\n",
            " #   Column            Non-Null Count  Dtype  \n",
            "---  ------            --------------  -----  \n",
            " 0   customerID        7043 non-null   object \n",
            " 1   gender            7043 non-null   object \n",
            " 2   SeniorCitizen     7043 non-null   int64  \n",
            " 3   Partner           7043 non-null   object \n",
            " 4   Dependents        7043 non-null   object \n",
            " 5   tenure            7043 non-null   int64  \n",
            " 6   PhoneService      7043 non-null   object \n",
            " 7   MultipleLines     7043 non-null   object \n",
            " 8   InternetService   7043 non-null   object \n",
            " 9   OnlineSecurity    7043 non-null   object \n",
            " 10  OnlineBackup      7043 non-null   object \n",
            " 11  DeviceProtection  7043 non-null   object \n",
            " 12  TechSupport       7043 non-null   object \n",
            " 13  StreamingTV       7043 non-null   object \n",
            " 14  StreamingMovies   7043 non-null   object \n",
            " 15  Contract          7043 non-null   object \n",
            " 16  PaperlessBilling  7043 non-null   object \n",
            " 17  PaymentMethod     7043 non-null   object \n",
            " 18  MonthlyCharges    7043 non-null   float64\n",
            " 19  TotalCharges      7043 non-null   object \n",
            " 20  Churn             7043 non-null   object \n",
            "dtypes: float64(1), int64(2), object(18)\n",
            "memory usage: 1.1+ MB\n"
          ]
        }
      ],
      "source": [
        "telco_base_data.info(verbose = True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dqH7gyrIAQXG",
        "outputId": "941168ea-075c-409c-c8ed-1f5a995a13fe"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "               index    0\n",
            "0         customerID  0.0\n",
            "1             gender  0.0\n",
            "2      SeniorCitizen  0.0\n",
            "3            Partner  0.0\n",
            "4         Dependents  0.0\n",
            "5             tenure  0.0\n",
            "6       PhoneService  0.0\n",
            "7      MultipleLines  0.0\n",
            "8    InternetService  0.0\n",
            "9     OnlineSecurity  0.0\n",
            "10      OnlineBackup  0.0\n",
            "11  DeviceProtection  0.0\n",
            "12       TechSupport  0.0\n",
            "13       StreamingTV  0.0\n",
            "14   StreamingMovies  0.0\n",
            "15          Contract  0.0\n",
            "16  PaperlessBilling  0.0\n",
            "17     PaymentMethod  0.0\n",
            "18    MonthlyCharges  0.0\n",
            "19      TotalCharges  0.0\n",
            "20             Churn  0.0\n"
          ]
        }
      ],
      "source": [
        "missing = pd.DataFrame((telco_base_data.isnull().sum())*100/telco_base_data.shape[0]).reset_index()\n",
        "print(missing)\n",
        "logging.info(f\"Missing values:\\n{missing}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MXBJ4_rYAQXH"
      },
      "source": [
        "### Missing Data - Initial Intuition"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "f8280f2a0edda71ef51a0ecbfc12d292a40f0989",
        "id": "4oHh4ZtKAQXH"
      },
      "source": [
        "## Data Cleaning\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "3a1d2201066c4cfe149d6b71754d29ed41808539",
        "id": "1K6ketg5AQXH"
      },
      "source": [
        "**1.** Create a copy of base data for manupulation & processing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "_uuid": "121b8594ada0e9d8c2a033c8e9fafef6ea5ea755",
        "id": "ynElDA6_AQXH"
      },
      "outputs": [],
      "source": [
        "telco_data = telco_base_data.copy()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "d29d02dd08beaaab943c0d8b5e1d896db72396a8",
        "id": "faOJbibrAQXH"
      },
      "source": [
        "**2.** Total Charges should be numeric amount. Let's convert it to numerical data type"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "_uuid": "1d2c01029124a6fe73b3ec3fc4efdb66647d64e1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fffi2cFoAQXH",
        "outputId": "cb65e2ba-e6ac-4462-d0df-555449052e4e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "customerID           0\n",
              "gender               0\n",
              "SeniorCitizen        0\n",
              "Partner              0\n",
              "Dependents           0\n",
              "tenure               0\n",
              "PhoneService         0\n",
              "MultipleLines        0\n",
              "InternetService      0\n",
              "OnlineSecurity       0\n",
              "OnlineBackup         0\n",
              "DeviceProtection     0\n",
              "TechSupport          0\n",
              "StreamingTV          0\n",
              "StreamingMovies      0\n",
              "Contract             0\n",
              "PaperlessBilling     0\n",
              "PaymentMethod        0\n",
              "MonthlyCharges       0\n",
              "TotalCharges        11\n",
              "Churn                0\n",
              "dtype: int64"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_data.TotalCharges = pd.to_numeric(telco_data.TotalCharges, errors='coerce')\n",
        "telco_data.isnull().sum()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "87478c110cb2c8fa7e98fd89719d9ae401cc791b",
        "id": "H_4TmU5rAQXH"
      },
      "source": [
        "**3.** As we can see there are 11 missing values in TotalCharges column. Let's check these records"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "_uuid": "4c518b444a2697db9364fcd5038e47e485401662",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "SHrWKGp5AQXH",
        "outputId": "d7d7d726-5f42-4c4a-a877-c6a551356cc5",
        "scrolled": true
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>customerID</th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>tenure</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>...</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>488</th>\n",
              "      <td>4472-LVYGI</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>52.55</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>753</th>\n",
              "      <td>3115-CZMZD</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>20.25</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>936</th>\n",
              "      <td>5709-LVOEQ</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>80.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1082</th>\n",
              "      <td>4367-NUYAO</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>25.75</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1340</th>\n",
              "      <td>1371-DWPAZ</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>No phone service</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Credit card (automatic)</td>\n",
              "      <td>56.05</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3331</th>\n",
              "      <td>7644-OMVMY</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>19.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3826</th>\n",
              "      <td>3213-VVOLG</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>25.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4380</th>\n",
              "      <td>2520-SGTTA</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>20.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5218</th>\n",
              "      <td>2923-ARZLG</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>...</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>No internet service</td>\n",
              "      <td>One year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>19.70</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6670</th>\n",
              "      <td>4075-WKNIU</td>\n",
              "      <td>Female</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>No</td>\n",
              "      <td>...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Two year</td>\n",
              "      <td>No</td>\n",
              "      <td>Mailed check</td>\n",
              "      <td>73.35</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6754</th>\n",
              "      <td>2775-SEFEE</td>\n",
              "      <td>Male</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>DSL</td>\n",
              "      <td>Yes</td>\n",
              "      <td>...</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Two year</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Bank transfer (automatic)</td>\n",
              "      <td>61.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>11 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      customerID  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
              "488   4472-LVYGI  Female              0     Yes        Yes       0   \n",
              "753   3115-CZMZD    Male              0      No        Yes       0   \n",
              "936   5709-LVOEQ  Female              0     Yes        Yes       0   \n",
              "1082  4367-NUYAO    Male              0     Yes        Yes       0   \n",
              "1340  1371-DWPAZ  Female              0     Yes        Yes       0   \n",
              "3331  7644-OMVMY    Male              0     Yes        Yes       0   \n",
              "3826  3213-VVOLG    Male              0     Yes        Yes       0   \n",
              "4380  2520-SGTTA  Female              0     Yes        Yes       0   \n",
              "5218  2923-ARZLG    Male              0     Yes        Yes       0   \n",
              "6670  4075-WKNIU  Female              0     Yes        Yes       0   \n",
              "6754  2775-SEFEE    Male              0      No        Yes       0   \n",
              "\n",
              "     PhoneService     MultipleLines InternetService       OnlineSecurity  ...  \\\n",
              "488            No  No phone service             DSL                  Yes  ...   \n",
              "753           Yes                No              No  No internet service  ...   \n",
              "936           Yes                No             DSL                  Yes  ...   \n",
              "1082          Yes               Yes              No  No internet service  ...   \n",
              "1340           No  No phone service             DSL                  Yes  ...   \n",
              "3331          Yes                No              No  No internet service  ...   \n",
              "3826          Yes               Yes              No  No internet service  ...   \n",
              "4380          Yes                No              No  No internet service  ...   \n",
              "5218          Yes                No              No  No internet service  ...   \n",
              "6670          Yes               Yes             DSL                   No  ...   \n",
              "6754          Yes               Yes             DSL                  Yes  ...   \n",
              "\n",
              "         DeviceProtection          TechSupport          StreamingTV  \\\n",
              "488                   Yes                  Yes                  Yes   \n",
              "753   No internet service  No internet service  No internet service   \n",
              "936                   Yes                   No                  Yes   \n",
              "1082  No internet service  No internet service  No internet service   \n",
              "1340                  Yes                  Yes                  Yes   \n",
              "3331  No internet service  No internet service  No internet service   \n",
              "3826  No internet service  No internet service  No internet service   \n",
              "4380  No internet service  No internet service  No internet service   \n",
              "5218  No internet service  No internet service  No internet service   \n",
              "6670                  Yes                  Yes                  Yes   \n",
              "6754                   No                  Yes                   No   \n",
              "\n",
              "          StreamingMovies  Contract PaperlessBilling  \\\n",
              "488                    No  Two year              Yes   \n",
              "753   No internet service  Two year               No   \n",
              "936                   Yes  Two year               No   \n",
              "1082  No internet service  Two year               No   \n",
              "1340                   No  Two year               No   \n",
              "3331  No internet service  Two year               No   \n",
              "3826  No internet service  Two year               No   \n",
              "4380  No internet service  Two year               No   \n",
              "5218  No internet service  One year              Yes   \n",
              "6670                   No  Two year               No   \n",
              "6754                   No  Two year              Yes   \n",
              "\n",
              "                  PaymentMethod MonthlyCharges  TotalCharges  Churn  \n",
              "488   Bank transfer (automatic)          52.55           NaN     No  \n",
              "753                Mailed check          20.25           NaN     No  \n",
              "936                Mailed check          80.85           NaN     No  \n",
              "1082               Mailed check          25.75           NaN     No  \n",
              "1340    Credit card (automatic)          56.05           NaN     No  \n",
              "3331               Mailed check          19.85           NaN     No  \n",
              "3826               Mailed check          25.35           NaN     No  \n",
              "4380               Mailed check          20.00           NaN     No  \n",
              "5218               Mailed check          19.70           NaN     No  \n",
              "6670               Mailed check          73.35           NaN     No  \n",
              "6754  Bank transfer (automatic)          61.90           NaN     No  \n",
              "\n",
              "[11 rows x 21 columns]"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_data.loc[telco_data ['TotalCharges'].isnull() == True]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "7657362c1ba2d5d1582d13926e46ca0d30574e20",
        "id": "iPolmrZPAQXH"
      },
      "source": [
        "**4. Missing Value Treatement**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "4c997dec9dbb501333f6a1562e9092e1008df58f",
        "id": "rognbPswAQXI"
      },
      "source": [
        "Since the % of these records compared to total dataset is very low ie 0.15%, it is safe to ignore them from further processing."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "_uuid": "cfd79280abe1d2238776bea1fdb7575c90a160bb",
        "id": "F_s616aTAQXI"
      },
      "outputs": [],
      "source": [
        "#Removing missing values\n",
        "telco_data.dropna(how = 'any', inplace = True)\n",
        "logging.info(\"Missing Value Treatement completed\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "f287bc221478ee7f8945942f111e9f457f446218",
        "id": "3y5Ba8REAQXI"
      },
      "source": [
        "**5.** Divide customers into bins based on tenure e.g. for tenure < 12 months: assign a tenure group if 1-12, for tenure between 1 to 2 Yrs, tenure group of 13-24; so on..."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "_uuid": "35b6c18a5b84dd1e5fa014b49fcfce8ee43aaabe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wsH2SUirAQXI",
        "outputId": "2f47e700-2553-4e8c-f926-9ff28136257c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "72\n"
          ]
        }
      ],
      "source": [
        "# Get the max tenure\n",
        "print(telco_data['tenure'].max()) #72"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "u4ENfRRPAQXI"
      },
      "outputs": [],
      "source": [
        "# Group the tenure in bins of 12 months\n",
        "labels = [\"{0}_{1}\".format(i, i + 11) for i in range(1, 72, 12)]\n",
        "\n",
        "telco_data['tenure_group'] = pd.cut(telco_data.tenure, range(1, 80, 12), right=False, labels=labels)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r92xE3e8AQXI",
        "outputId": "390dc2ed-fac9-4a74-cf05-aec5edbc7cbd"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "tenure_group\n",
              "1_12     2175\n",
              "61_72    1407\n",
              "13_24    1024\n",
              "25_36     832\n",
              "49_60     832\n",
              "37_48     762\n",
              "Name: count, dtype: int64"
            ]
          },
          "execution_count": 19,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_data['tenure_group'].value_counts()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "c36ca32d5de932c55480842c31ef9b2ed657526c",
        "id": "RaOXc-pEAQXI"
      },
      "source": [
        "**6.** Remove columns not required for processing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "_uuid": "d95aa107c0ef519ea7e87a65a5fd41592dfa4091",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "Z8km-hj4AQXI",
        "outputId": "cadbecaa-cc7b-4d49-9f5b-0143238889ea"
      },
      "outputs": [],
      "source": [
        "#drop column customerID and tenure\n",
        "telco_data.drop(columns= ['customerID','tenure'], axis=1, inplace=True)\n",
        "telco_data.head()\n",
        "logging.info(\"Dropping unnescessary columns\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "0339847e7ebf56e073d045b5b6c9296e7010d37b",
        "id": "39Sz16mSAQXI"
      },
      "source": [
        "## Data Exploration"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zOgoXXuzAQXI"
      },
      "source": [
        "### Univariate Analysis"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "_uuid": "284f24631775ab8af6b43ce2e0269ddeb5c424c6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "hmRBhWIoAQXJ",
        "outputId": "74f42e9a-82d9-4569-af82-71762897cdfa"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAGwCAYAAABIC3rIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA/jklEQVR4nO3de1xVdb7/8fcG3VxUIJTrL8RbIhqKWhnjaJoKXo5lOV3UUpO0GqyjlHooQ8QSL6mlmV2VmtHRyktlHRPN23grLfI6pIZZE2CZSGgCwvr94bBOO/CGwAbX6/l4rMdjr+/3u9b6LNruec9a37W3zTAMQwAAABbm4uwCAAAAnI1ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALI9ABAAALK+OswuoDUpKSvTjjz+qQYMGstlszi4HAABcBsMw9Ouvvyo4OFguLhe/BkQgugw//vijQkJCnF0GAACogO+//17XX3/9RccQiC5DgwYNJJ3/g3p5eTm5GgAAcDny8vIUEhJi/u/4xRCILkPpbTIvLy8CEQAAtczlTHdhUjUAALA8AhEAALA8AhEAALA85hABAFBLFBcXq6ioyNll1Ch2u/2Sj9RfDgIRAAA1nGEYys7OVm5urrNLqXFcXFzUtGlT2e32q9oPgQgAgBquNAz5+/vL09OTLwn+j9IvTs7KylLjxo2v6u9CIAIAoAYrLi42w1DDhg2dXU6N4+fnpx9//FHnzp1T3bp1K7wfJlUDAFCDlc4Z8vT0dHIlNVPprbLi4uKr2g+BCACAWoDbZOWrrL8LgQgAAFgegQgAAFgegQgAAEg6f/tp1apVzi7DKQhEAABYRHZ2th5//HE1a9ZMbm5uCgkJUf/+/bV+/Xpnl+Z0PHYPAIAFHD16VJ07d5aPj49mzpypiIgIFRUV6dNPP1VcXJz+9a9/VclxCwsLr/pLE6sDV4gAALCAv/71r7LZbPr88881cOBAtWzZUm3atFF8fLx27Nhhjvv555911113ydPTUzfccIM+/PBDsy81NVU+Pj4O+121apXDk15JSUmKjIzUm2++qaZNm8rd3V3S+dtxb7755gX37WxcIapGHce94+wSaoTdM4c6uwQAsJRffvlFa9as0fPPP6969eqV6f99yJk8ebJmzJihmTNnat68eRoyZIi+++47+fr6XvbxDh8+rOXLl2vFihVydXWt1H1XFadeIUpJSdHNN9+sBg0ayN/fXwMGDFBGRobDmLNnzyouLk4NGzZU/fr1NXDgQOXk5DiMOXbsmPr16ydPT0/5+/tr3LhxOnfunMOYjRs3qkOHDnJzc1OLFi2Umppa1acHAECNcPjwYRmGoVatWl1y7PDhwzVo0CC1aNFCU6dOVX5+vj7//PMrOl5hYaHeeecdtW/fXm3btq3UfVcVpwaiTZs2KS4uTjt27FBaWpqKiooUHR2t06dPm2PGjh2rjz76SO+99542bdqkH3/8UXfffbfZX1xcrH79+qmwsFDbtm3T22+/rdTUVCUmJppjMjMz1a9fP3Xv3l3p6ekaM2aMHn74YX366afVer4AADiDYRiXPfb3AaZevXry8vLS8ePHr+h4oaGh8vPzq5J9VxWn3jJbs2aNw3pqaqr8/f21e/dude3aVadOndJbb72lJUuW6Pbbb5ckLVq0SOHh4dqxY4duvfVWrV27VgcOHNC6desUEBCgyMhITZkyRRMmTFBSUpLsdrteffVVNW3aVLNmzZIkhYeH65///KfmzJmjmJiYMnUVFBSooKDAXM/Ly6vCvwIAAFXrhhtukM1mu6yJ03/8PTCbzaaSkhJJ539Z/o/hqvSnRX6vvNtyl9q3s9WoSdWnTp2SJPNe4u7du1VUVKSePXuaY1q1aqXGjRtr+/btkqTt27crIiJCAQEB5piYmBjl5eVp//795pjf76N0TOk+/iglJUXe3t7mEhISUnknCQBANfP19VVMTIzmz5/vcBemVG5u7mXtx8/PT7/++qvDPtLT0yupSueqMYGopKREY8aMUefOnXXjjTdKOv99CXa7vcyM9oCAAGVnZ5tjfh+GSvtL+y42Ji8vT7/99luZWhISEnTq1Clz+f777yvlHAEAcJb58+eruLhYt9xyi5YvX65Dhw7p4MGDmjt3rqKioi5rH506dZKnp6eefvppHTlyREuWLLlm5uTWmEAUFxenffv2aenSpc4uRW5ubvLy8nJYAACozZo1a6Yvv/xS3bt315NPPqkbb7xRvXr10vr167VgwYLL2oevr6/+/ve/65NPPlFERIT+8Y9/KCkpqWoLryY14rH70aNHa/Xq1dq8ebOuv/56sz0wMFCFhYXKzc11uEqUk5OjwMBAc8wfZ6iXPoX2+zF/fDItJydHXl5e8vDwqIpTAgCgxgkKCtLLL7+sl19+udz+8iZf//F22oABAzRgwACHtpEjR5qvk5KSyg1Jl7NvZ3LqFSLDMDR69GitXLlSn332mZo2berQ37FjR9WtW9fhK8UzMjJ07Ngx8/JeVFSU9u7d6zBLPS0tTV5eXmrdurU55o9fS56WlnbZlwgBAMC1zalXiOLi4rRkyRJ98MEHatCggTnnx9vbWx4eHvL29lZsbKzi4+Pl6+srLy8vPf7444qKitKtt94qSYqOjlbr1q314IMPasaMGcrOztbEiRMVFxcnNzc3SdKjjz6ql19+WePHj9eIESP02Wef6d1339XHH3/stHMHAAA1h1OvEC1YsECnTp1St27dFBQUZC7Lli0zx8yZM0f/9V//pYEDB6pr164KDAzUihUrzH5XV1etXr1arq6uioqK0gMPPKChQ4cqOTnZHNO0aVN9/PHHSktLU7t27TRr1iy9+eab5T5yDwAArMepV4gu54ui3N3dNX/+fM2fP/+CY0JDQ/XJJ59cdD/dunXTV199dcU1AgCAa1+NecoMAADAWQhEAADA8ghEAADA8ghEAADA8ghEAADA8mrEN1UDAIAr13HcO9V6vN0zh17R+OHDh+vtt99WSkqK/ud//sdsX7Vqle66667Letq8unCFCAAAVBl3d3dNnz5dJ0+edHYpF0UgAgAAVaZnz54KDAxUSkrKBccsX75cbdq0kZubm5o0aaJZs2ZVY4XnEYgAAECVcXV11dSpUzVv3jz98MMPZfp3796te++9V/fff7/27t2rpKQkPfvss0pNTa3WOglEAACgSt11112KjIzUpEmTyvTNnj1bPXr00LPPPquWLVtq+PDhGj16tGbOnFmtNRKIAABAlZs+fbrefvttHTx40KH94MGD6ty5s0Nb586ddejQIRUXF1dbfQQiAABQ5bp27aqYmBglJCQ4u5Ry8dg9AACoFtOmTVNkZKTCwsLMtvDwcG3dutVh3NatW9WyZUu5urpWW20EIgAAUC0iIiI0ZMgQzZ0712x78skndfPNN2vKlCm67777tH37dr388st65ZVXqrU2bpkBAIBqk5ycrJKSEnO9Q4cOevfdd7V06VLdeOONSkxMVHJysoYPH16tdXGFCACAWupKvzm6upX36HyTJk1UUFDg0DZw4EANHDiwmqoqH1eIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5fHTHQAA1FLHkiOq9XiNE/de9ljDMNSrVy+5urrq008/deh75ZVX9PTTT2vfvn26/vrrK7vMCuEKEQAAqHQ2m02LFi3Szp079dprr5ntmZmZGj9+vObNm1djwpBEIAIAAFUkJCREL730kp566illZmbKMAzFxsYqOjpa7du3V58+fVS/fn0FBATowQcf1M8//2xu+/777ysiIkIeHh5q2LChevbsqdOnT1dZrQQiAABQZYYNG6YePXpoxIgRevnll7Vv3z699tpruv3229W+fXvt2rVLa9asUU5Oju69915JUlZWlgYNGqQRI0bo4MGD2rhxo+6++24ZhlFldTKHCAAAVKnXX39dbdq00ebNm7V8+XK99tprat++vaZOnWqOWbhwoUJCQvTNN98oPz9f586d0913363Q0FBJUkRE1c6X4goRAACoUv7+/nrkkUcUHh6uAQMG6Ouvv9aGDRtUv359c2nVqpUk6ciRI2rXrp169OihiIgI3XPPPXrjjTd08uTJKq3RqYFo8+bN6t+/v4KDg2Wz2bRq1SqHfpvNVu4yc+ZMc0yTJk3K9E+bNs1hP3v27FGXLl3k7u6ukJAQzZgxozpODwAA/EedOnVUp875G1P5+fnq37+/0tPTHZZDhw6pa9eucnV1VVpamv73f/9XrVu31rx58xQWFqbMzMwqq8+pgej06dNq166d5s+fX25/VlaWw7Jw4ULZbDYNHDjQYVxycrLDuMcff9zsy8vLU3R0tEJDQ7V7927NnDlTSUlJev3116v03AAAQPk6dOig/fv3q0mTJmrRooXDUq9ePUnnL4p07txZkydP1ldffSW73a6VK1dWWU1OnUPUp08f9enT54L9gYGBDusffPCBunfvrmbNmjm0N2jQoMzYUosXL1ZhYaEWLlwou92uNm3aKD09XbNnz9aoUaOu/iQAAMAViYuL0xtvvKFBgwZp/Pjx8vX11eHDh7V06VK9+eab2rVrl9avX6/o6Gj5+/tr586d+umnnxQeHl5lNdWaOUQ5OTn6+OOPFRsbW6Zv2rRpatiwodq3b6+ZM2fq3LlzZt/27dvVtWtX2e12sy0mJkYZGRkXvB9ZUFCgvLw8hwUAAFSO4OBgbd26VcXFxYqOjlZERITGjBkjHx8fubi4yMvLS5s3b1bfvn3VsmVLTZw4UbNmzbroRZSrVWueMnv77bfVoEED3X333Q7tTzzxhDp06CBfX19t27ZNCQkJysrK0uzZsyVJ2dnZatq0qcM2AQEBZt91111X5lgpKSmaPHlyFZ0JAACV40q+OdrZkpKSlJSUZK7fcMMNWrFiRbljw8PDtWbNmmqq7LxaE4gWLlyoIUOGyN3d3aE9Pj7efN22bVvZ7XY98sgjSklJkZubW4WOlZCQ4LDfvLw8hYSEVKxwAABQ49WKQLRlyxZlZGRo2bJllxzbqVMnnTt3TkePHlVYWJgCAwOVk5PjMKZ0/ULzjtzc3CocpgAAQO1TKwLRW2+9pY4dO6pdu3aXHJueni4XFxf5+/tLkqKiovTMM8+oqKhIdevWlSSlpaUpLCys3NtlgJV0HPeOs0uoEXbPHOrsEgA4mVMnVefn55vfPSCd/8G39PR0HTt2zByTl5en9957Tw8//HCZ7bdv364XX3xRX3/9tb799lstXrxYY8eO1QMPPGCGncGDB8tutys2Nlb79+/XsmXL9NJLLzncEgMAANbm1CtEu3btUvfu3c310pAybNgwpaamSpKWLl0qwzA0aNCgMtu7ublp6dKlSkpKUkFBgZo2baqxY8c6hB1vb2+tXbtWcXFx6tixoxo1aqTExEQeuQcA1CpV+TtetVll/V2cGoi6det2yRMZNWrUBcNLhw4dtGPHjksep23bttqyZUuFagQAwJlKp3ucOXNGHh4eTq6m5iksLJQkubq6XtV+asUcIgAArMrV1VU+Pj46fvy4JMnT01M2m83JVdUMJSUl+umnn+Tp6Wn+LEhFEYgAAKjhSp+KLg1F+D8uLi5q3LjxVYdEAhEAADWczWZTUFCQ/P39VVRU5OxyahS73S4Xl6t/RoxABABALeHq6nrVc2VQvlrzW2YAAABVhUAEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsj0AEAAAsz6mBaPPmzerfv7+Cg4Nls9m0atUqh/7hw4fLZrM5LL1793YY88svv2jIkCHy8vKSj4+PYmNjlZ+f7zBmz5496tKli9zd3RUSEqIZM2ZU9akBAIBaxKmB6PTp02rXrp3mz59/wTG9e/dWVlaWufzjH/9w6B8yZIj279+vtLQ0rV69Wps3b9aoUaPM/ry8PEVHRys0NFS7d+/WzJkzlZSUpNdff73KzgsAANQudZx58D59+qhPnz4XHePm5qbAwMBy+w4ePKg1a9boiy++0E033SRJmjdvnvr27asXXnhBwcHBWrx4sQoLC7Vw4ULZ7Xa1adNG6enpmj17tkNwAgAA1lXj5xBt3LhR/v7+CgsL02OPPaYTJ06Yfdu3b5ePj48ZhiSpZ8+ecnFx0c6dO80xXbt2ld1uN8fExMQoIyNDJ0+eLPeYBQUFysvLc1gAAMC1q0YHot69e+udd97R+vXrNX36dG3atEl9+vRRcXGxJCk7O1v+/v4O29SpU0e+vr7Kzs42xwQEBDiMKV0vHfNHKSkp8vb2NpeQkJDKPjUAAFCDOPWW2aXcf//95uuIiAi1bdtWzZs318aNG9WjR48qO25CQoLi4+PN9by8PEIRAADXsBp9heiPmjVrpkaNGunw4cOSpMDAQB0/ftxhzLlz5/TLL7+Y844CAwOVk5PjMKZ0/UJzk9zc3OTl5eWwAACAa1etCkQ//PCDTpw4oaCgIElSVFSUcnNztXv3bnPMZ599ppKSEnXq1Mkcs3nzZhUVFZlj0tLSFBYWpuuuu656TwAAANRITg1E+fn5Sk9PV3p6uiQpMzNT6enpOnbsmPLz8zVu3Djt2LFDR48e1fr163XnnXeqRYsWiomJkSSFh4erd+/eGjlypD7//HNt3bpVo0eP1v3336/g4GBJ0uDBg2W32xUbG6v9+/dr2bJleumllxxuiQEAAGtzaiDatWuX2rdvr/bt20uS4uPj1b59eyUmJsrV1VV79uzRHXfcoZYtWyo2NlYdO3bUli1b5ObmZu5j8eLFatWqlXr06KG+ffvqz3/+s8N3DHl7e2vt2rXKzMxUx44d9eSTTyoxMZFH7gEAgMmpk6q7desmwzAu2P/pp59ech++vr5asmTJRce0bdtWW7ZsueL6AACANdSqOUQAAABVgUAEAAAsr0Z/DxGuTceSI5xdQo3QOHGvs0sAAPwHV4gAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDl8dg9AKBG6TjuHWeXUCPsnjnU2SVYCleIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5RGIAACA5Tk1EG3evFn9+/dXcHCwbDabVq1aZfYVFRVpwoQJioiIUL169RQcHKyhQ4fqxx9/dNhHkyZNZLPZHJZp06Y5jNmzZ4+6dOkid3d3hYSEaMaMGdVxegAAoJZwaiA6ffq02rVrp/nz55fpO3PmjL788ks9++yz+vLLL7VixQplZGTojjvuKDM2OTlZWVlZ5vL444+bfXl5eYqOjlZoaKh2796tmTNnKikpSa+//nqVnhsAAKg96jjz4H369FGfPn3K7fP29lZaWppD28svv6xbbrlFx44dU+PGjc32Bg0aKDAwsNz9LF68WIWFhVq4cKHsdrvatGmj9PR0zZ49W6NGjaq8kwEAALVWrZpDdOrUKdlsNvn4+Di0T5s2TQ0bNlT79u01c+ZMnTt3zuzbvn27unbtKrvdbrbFxMQoIyNDJ0+eLPc4BQUFysvLc1gAAMC1y6lXiK7E2bNnNWHCBA0aNEheXl5m+xNPPKEOHTrI19dX27ZtU0JCgrKysjR79mxJUnZ2tpo2beqwr4CAALPvuuuuK3OslJQUTZ48uQrPBgAA1CS1IhAVFRXp3nvvlWEYWrBggUNffHy8+bpt27ay2+165JFHlJKSIjc3twodLyEhwWG/eXl5CgkJqVjxAACgxqvxgag0DH333Xf67LPPHK4OladTp046d+6cjh49qrCwMAUGBionJ8dhTOn6heYdubm5VThMAQCA2qdGzyEqDUOHDh3SunXr1LBhw0tuk56eLhcXF/n7+0uSoqKitHnzZhUVFZlj0tLSFBYWVu7tMgAAYD1OvUKUn5+vw4cPm+uZmZlKT0+Xr6+vgoKC9Je//EVffvmlVq9ereLiYmVnZ0uSfH19ZbfbtX37du3cuVPdu3dXgwYNtH37do0dO1YPPPCAGXYGDx6syZMnKzY2VhMmTNC+ffv00ksvac6cOU45ZwAAUPM4NRDt2rVL3bt3N9dL5+0MGzZMSUlJ+vDDDyVJkZGRDttt2LBB3bp1k5ubm5YuXaqkpCQVFBSoadOmGjt2rMP8H29vb61du1ZxcXHq2LGjGjVqpMTERB65BwAAJqcGom7duskwjAv2X6xPkjp06KAdO3Zc8jht27bVli1brrg+AABgDTV6DhEAAEB1IBABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLIxABAADLq1Aguv3225Wbm1umPS8vT7fffvvV1gQAAFCtKhSINm7cqMLCwjLtZ8+e5RuhAQBArXNFP92xZ88e8/WBAwfMH1uVpOLiYq1Zs0b/7//9v8qrDgAAoBpcUSCKjIyUzWaTzWYr99aYh4eH5s2bV2nFAQAAVIcrCkSZmZkyDEPNmjXT559/Lj8/P7PPbrfL399frq6ulV4kAABAVbqiQBQaGipJKikpqZJiAAAAnOGKAtHvHTp0SBs2bNDx48fLBKTExMSrLgwAAKC6VCgQvfHGG3rsscfUqFEjBQYGymazmX02m41ABAAAapUKBaLnnntOzz//vCZMmFDZ9QAAAFS7Cn0P0cmTJ3XPPfdUdi0AAABOUaFAdM8992jt2rWVXQsAAIBTVOiWWYsWLfTss89qx44dioiIUN26dR36n3jiiUopDgAAoDpUKBC9/vrrql+/vjZt2qRNmzY59NlsNgIRAACoVSoUiDIzMyu7DgAAAKep0BwiAACAa0mFrhCNGDHiov0LFy6sUDEAAADOUKFAdPLkSYf1oqIi7du3T7m5ueX+6CsAAEBNVqFAtHLlyjJtJSUleuyxx9S8efOrLgoAAKA6VdocIhcXF8XHx2vOnDmVtUsAAIBqUamTqo8cOaJz585V5i4BAACqXIVumcXHxzusG4ahrKwsffzxxxo2bFilFAYAAFBdKhSIvvrqK4d1FxcX+fn5adasWZd8Ag0AAKCmqVAg2rBhQ2XXAQAA4DQVCkSlfvrpJ2VkZEiSwsLC5OfnVylFAQAAVKcKTao+ffq0RowYoaCgIHXt2lVdu3ZVcHCwYmNjdebMmcvez+bNm9W/f38FBwfLZrNp1apVDv2GYSgxMVFBQUHy8PBQz549dejQIYcxv/zyi4YMGSIvLy/5+PgoNjZW+fn5DmP27NmjLl26yN3dXSEhIZoxY0ZFThsAAFyjKhSI4uPjtWnTJn300UfKzc1Vbm6uPvjgA23atElPPvnkZe/n9OnTateunebPn19u/4wZMzR37ly9+uqr2rlzp+rVq6eYmBidPXvWHDNkyBDt379faWlpWr16tTZv3qxRo0aZ/Xl5eYqOjlZoaKh2796tmTNnKikpSa+//npFTh0AAFyDKnTLbPny5Xr//ffVrVs3s61v377y8PDQvffeqwULFlzWfvr06aM+ffqU22cYhl588UVNnDhRd955pyTpnXfeUUBAgFatWqX7779fBw8e1Jo1a/TFF1/opptukiTNmzdPffv21QsvvKDg4GAtXrxYhYWFWrhwoex2u9q0aaP09HTNnj3bITgBAADrqtAVojNnziggIKBMu7+//xXdMruYzMxMZWdnq2fPnmabt7e3OnXqpO3bt0uStm/fLh8fHzMMSVLPnj3l4uKinTt3mmO6du0qu91ujomJiVFGRkaZnyApVVBQoLy8PIcFAABcuyoUiKKiojRp0iSHW1e//fabJk+erKioqEopLDs7W5LKBK+AgACzLzs7W/7+/g79derUka+vr8OY8vbx+2P8UUpKiry9vc0lJCTk6k8IAADUWBW6Zfbiiy+qd+/euv7669WuXTtJ0tdffy03NzetXbu2Ugt0hoSEBIcvn8zLyyMUAQBwDatQIIqIiNChQ4e0ePFi/etf/5IkDRo0SEOGDJGHh0elFBYYGChJysnJUVBQkNmek5OjyMhIc8zx48cdtjt37px++eUXc/vAwEDl5OQ4jCldLx3zR25ubnJzc6uU8wAAADVfhQJRSkqKAgICNHLkSIf2hQsX6qefftKECROuurCmTZsqMDBQ69evNwNQXl6edu7cqccee0zS+Vt3ubm52r17tzp27ChJ+uyzz1RSUqJOnTqZY5555hkVFRWpbt26kqS0tDSFhYXpuuuuu+o6AQBA7VehOUSvvfaaWrVqVaa9TZs2evXVVy97P/n5+UpPT1d6erqk8xOp09PTdezYMdlsNo0ZM0bPPfecPvzwQ+3du1dDhw5VcHCwBgwYIEkKDw9X7969NXLkSH3++efaunWrRo8erfvvv1/BwcGSpMGDB8tutys2Nlb79+/XsmXL9NJLL5X5PTYAAGBdFbpClJ2d7XAbq5Sfn5+ysrIuez+7du1S9+7dzfXSkDJs2DClpqZq/PjxOn36tEaNGqXc3Fz9+c9/1po1a+Tu7m5us3jxYo0ePVo9evSQi4uLBg4cqLlz55r93t7eWrt2reLi4tSxY0c1atRIiYmJPHIPAABMFQpEISEh2rp1q5o2berQvnXrVvPKzOXo1q2bDMO4YL/NZlNycrKSk5MvOMbX11dLliy56HHatm2rLVu2XHZdAADAWioUiEaOHKkxY8aoqKhIt99+uyRp/fr1Gj9+/BV9UzUAAEBNUKFANG7cOJ04cUJ//etfVVhYKElyd3fXhAkTlJCQUKkFAgAAVLUKBSKbzabp06fr2Wef1cGDB+Xh4aEbbriBR9UBAECtVKFAVKp+/fq6+eabK6sWAAAAp6jQY/cAAADXEgIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwPAIRAACwvBofiJo0aSKbzVZmiYuLkyR169atTN+jjz7qsI9jx46pX79+8vT0lL+/v8aNG6dz584543QAAEANVMfZBVzKF198oeLiYnN937596tWrl+655x6zbeTIkUpOTjbXPT09zdfFxcXq16+fAgMDtW3bNmVlZWno0KGqW7eupk6dWj0nAQAAarQaH4j8/Pwc1qdNm6bmzZvrtttuM9s8PT0VGBhY7vZr167VgQMHtG7dOgUEBCgyMlJTpkzRhAkTlJSUJLvdXmabgoICFRQUmOt5eXmVdDYAAKAmqvG3zH6vsLBQf//73zVixAjZbDazffHixWrUqJFuvPFGJSQk6MyZM2bf9u3bFRERoYCAALMtJiZGeXl52r9/f7nHSUlJkbe3t7mEhIRU3UkBAACnq/FXiH5v1apVys3N1fDhw822wYMHKzQ0VMHBwdqzZ48mTJigjIwMrVixQpKUnZ3tEIYkmevZ2dnlHichIUHx8fHmel5eHqEIAIBrWK0KRG+99Zb69Omj4OBgs23UqFHm64iICAUFBalHjx46cuSImjdvXqHjuLm5yc3N7arrBQAAtUOtuWX23Xffad26dXr44YcvOq5Tp06SpMOHD0uSAgMDlZOT4zCmdP1C844AAIC11JpAtGjRIvn7+6tfv34XHZeeni5JCgoKkiRFRUVp7969On78uDkmLS1NXl5eat26dZXVCwAAao9accuspKREixYt0rBhw1Snzv+VfOTIES1ZskR9+/ZVw4YNtWfPHo0dO1Zdu3ZV27ZtJUnR0dFq3bq1HnzwQc2YMUPZ2dmaOHGi4uLiuC0GAAAk1ZJAtG7dOh07dkwjRoxwaLfb7Vq3bp1efPFFnT59WiEhIRo4cKAmTpxojnF1ddXq1av12GOPKSoqSvXq1dOwYcMcvrcIAABYW60IRNHR0TIMo0x7SEiINm3adMntQ0ND9cknn1RFaQAA4BpQa+YQAQAAVBUCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsDwCEQAAsLwaHYiSkpJks9kcllatWpn9Z8+eVVxcnBo2bKj69etr4MCBysnJcdjHsWPH1K9fP3l6esrf31/jxo3TuXPnqvtUAABADVbH2QVcSps2bbRu3TpzvU6d/yt57Nix+vjjj/Xee+/J29tbo0eP1t13362tW7dKkoqLi9WvXz8FBgZq27ZtysrK0tChQ1W3bl1NnTq12s8FAADUTDU+ENWpU0eBgYFl2k+dOqW33npLS5Ys0e233y5JWrRokcLDw7Vjxw7deuutWrt2rQ4cOKB169YpICBAkZGRmjJliiZMmKCkpCTZ7fbqPh0AAFAD1ehbZpJ06NAhBQcHq1mzZhoyZIiOHTsmSdq9e7eKiorUs2dPc2yrVq3UuHFjbd++XZK0fft2RUREKCAgwBwTExOjvLw87d+//4LHLCgoUF5ensMCAACuXTU6EHXq1Empqalas2aNFixYoMzMTHXp0kW//vqrsrOzZbfb5ePj47BNQECAsrOzJUnZ2dkOYai0v7TvQlJSUuTt7W0uISEhlXtiAACgRqnRt8z69Oljvm7btq06deqk0NBQvfvuu/Lw8Kiy4yYkJCg+Pt5cz8vLIxQBAHANq9FXiP7Ix8dHLVu21OHDhxUYGKjCwkLl5uY6jMnJyTHnHAUGBpZ56qx0vbx5SaXc3Nzk5eXlsAAAgGtXrQpE+fn5OnLkiIKCgtSxY0fVrVtX69evN/szMjJ07NgxRUVFSZKioqK0d+9eHT9+3ByTlpYmLy8vtW7dutrrBwAANVONvmX21FNPqX///goNDdWPP/6oSZMmydXVVYMGDZK3t7diY2MVHx8vX19feXl56fHHH1dUVJRuvfVWSVJ0dLRat26tBx98UDNmzFB2drYmTpyouLg4ubm5OfnsAABATVGjA9EPP/ygQYMG6cSJE/Lz89Of//xn7dixQ35+fpKkOXPmyMXFRQMHDlRBQYFiYmL0yiuvmNu7urpq9erVeuyxxxQVFaV69epp2LBhSk5OdtYpAQCAGqhGB6KlS5detN/d3V3z58/X/PnzLzgmNDRUn3zySWWXBgAAriG1ag4RAABAVSAQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAyyMQAQAAy6vj7AIAwNmOJUc4u4Qao3HiXmeXADgFV4gAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDlEYgAAIDl1ehAlJKSoptvvlkNGjSQv7+/BgwYoIyMDIcx3bp1k81mc1geffRRhzHHjh1Tv3795OnpKX9/f40bN07nzp2rzlMBAAA1WI3+HqJNmzYpLi5ON998s86dO6enn35a0dHROnDggOrVq2eOGzlypJKTk811T09P83VxcbH69eunwMBAbdu2TVlZWRo6dKjq1q2rqVOnVuv5AACAmqlGB6I1a9Y4rKempsrf31+7d+9W165dzXZPT08FBgaWu4+1a9fqwIEDWrdunQICAhQZGakpU6ZowoQJSkpKkt1uL7NNQUGBCgoKzPW8vLxKOiMAAFAT1ehbZn906tQpSZKvr69D++LFi9WoUSPdeOONSkhI0JkzZ8y+7du3KyIiQgEBAWZbTEyM8vLytH///nKPk5KSIm9vb3MJCQmpgrMBAAA1RY2+QvR7JSUlGjNmjDp37qwbb7zRbB88eLBCQ0MVHBysPXv2aMKECcrIyNCKFSskSdnZ2Q5hSJK5np2dXe6xEhISFB8fb67n5eURigAAuIbVmkAUFxenffv26Z///KdD+6hRo8zXERERCgoKUo8ePXTkyBE1b968Qsdyc3OTm5vbVdULAABqj1pxy2z06NFavXq1NmzYoOuvv/6iYzt16iRJOnz4sCQpMDBQOTk5DmNK1y807wgAAFhLjQ5EhmFo9OjRWrlypT777DM1bdr0ktukp6dLkoKCgiRJUVFR2rt3r44fP26OSUtLk5eXl1q3bl0ldQMAgNqlRt8yi4uL05IlS/TBBx+oQYMG5pwfb29veXh46MiRI1qyZIn69u2rhg0bas+ePRo7dqy6du2qtm3bSpKio6PVunVrPfjgg5oxY4ays7M1ceJExcXFcVsMAABIquFXiBYsWKBTp06pW7duCgoKMpdly5ZJkux2u9atW6fo6Gi1atVKTz75pAYOHKiPPvrI3Ierq6tWr14tV1dXRUVF6YEHHtDQoUMdvrcIAABYW42+QmQYxkX7Q0JCtGnTpkvuJzQ0VJ988klllQUAAK4xNfoKEQAAQHUgEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMsjEAEAAMur4+wCAABAWceSI5xdQo3QOHFvtRyHK0QAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyLBWI5s+fryZNmsjd3V2dOnXS559/7uySAABADWCZQLRs2TLFx8dr0qRJ+vLLL9WuXTvFxMTo+PHjzi4NAAA4mWUC0ezZszVy5Eg99NBDat26tV599VV5enpq4cKFzi4NAAA4WR1nF1AdCgsLtXv3biUkJJhtLi4u6tmzp7Zv315mfEFBgQoKCsz1U6dOSZLy8vKuqo7igt+uavtrxa91i51dQo1wte+nysB78jzek/+H92XNwfvyvKt5T5ZuaxjGJcdaIhD9/PPPKi4uVkBAgEN7QECA/vWvf5UZn5KSosmTJ5dpDwkJqbIareRGZxdQU6R4O7sC/Afvyd/hfVlj8L78j0p4T/7666/y9r74fiwRiK5UQkKC4uPjzfWSkhL98ssvatiwoWw2mxMrq/3y8vIUEhKi77//Xl5eXs4uB+A9iRqJ92XlMAxDv/76q4KDgy851hKBqFGjRnJ1dVVOTo5De05OjgIDA8uMd3Nzk5ubm0Obj49PVZZoOV5eXvwjR43CexI1Ee/Lq3epK0OlLDGp2m63q2PHjlq/fr3ZVlJSovXr1ysqKsqJlQEAgJrAEleIJCk+Pl7Dhg3TTTfdpFtuuUUvvviiTp8+rYceesjZpQEAACezTCC677779NNPPykxMVHZ2dmKjIzUmjVryky0RtVyc3PTpEmTytySBJyF9yRqIt6X1c9mXM6zaAAAANcwS8whAgAAuBgCEQAAsDwCEQAAsDwCEQDAUpKSkhQZGensMq5pw4cP14ABA5xdxhUhEKHSDR8+XDabTdOmTXNoX7VqFd/0jWpjGIZ69uypmJiYMn2vvPKKfHx89MMPPzihMlyOqvwceeqppxy+l+5yNGnSRC+++OJVHbcyHT16VDabTenp6c4upVwvvfSSUlNTnV3GFSEQoUq4u7tr+vTpOnnypLNLgUXZbDYtWrRIO3fu1GuvvWa2Z2Zmavz48Zo3b56uv/56J1aIS6mqz5H69eurYcOGlbrPy1VYWOiU41aWy63f29u71v3CA4EIVaJnz54KDAxUSkrKBccsX75cbdq0kZubm5o0aaJZs2ZVY4WwgpCQEL300kt66qmnlJmZKcMwFBsbq+joaLVv3159+vRR/fr1FRAQoAcffFA///yzue3777+viIgIeXh4qGHDhurZs6dOnz7txLOxnsv5HJGu/LPkj7fMSm/vvPDCCwoKClLDhg0VFxenoqIiSVK3bt303XffaezYsbLZbA5XqP75z3+qS5cu8vDwUEhIiJ544gmH90mTJk00ZcoUDR06VF5eXho1apRSU1Pl4+OjTz/9VOHh4apfv7569+6trKwshzrffPNNhYeHy93dXa1atdIrr7xi9jVt2lSS1L59e9lsNnXr1q3ccz158qSGDBkiPz8/eXh46IYbbtCiRYvM/u+//1733nuvfHx85OvrqzvvvFNHjx4t87d5/vnnFRwcrLCwMD399NPq1KlTmWO1a9dOycnJDtuVKikp0YwZM9SiRQu5ubmpcePGev755y+7jmphAJVs2LBhxp133mmsWLHCcHd3N77//nvDMAxj5cqVRulbbteuXYaLi4uRnJxsZGRkGIsWLTI8PDyMRYsWObFyXKvuvPNOo1u3bsbcuXMNPz8/4/jx44afn5+RkJBgHDx40Pjyyy+NXr16Gd27dzcMwzB+/PFHo06dOsbs2bONzMxMY8+ePcb8+fONX3/91clnYh2X8zliGBX7LJk0aZLRrl07h2N5eXkZjz76qHHw4EHjo48+Mjw9PY3XX3/dMAzDOHHihHH99dcbycnJRlZWlpGVlWUYhmEcPnzYqFevnjFnzhzjm2++MbZu3Wq0b9/eGD58uLnv0NBQw8vLy3jhhReMw4cPG4cPHzYWLVpk1K1b1+jZs6fxxRdfGLt37zbCw8ONwYMHm9v9/e9/N4KCgozly5cb3377rbF8+XLD19fXSE1NNQzDMD7//HNDkrFu3TojKyvLOHHiRLnnGhcXZ0RGRhpffPGFkZmZaaSlpRkffvihYRiGUVhYaISHhxsjRoww9uzZYxw4cMAYPHiwERYWZhQUFJh/m/r16xsPPvigsW/fPnORZBw+fNg8TmnboUOHHP77lRo/frxx3XXXGampqcbhw4eNLVu2GG+88cZl11EdCESodL//h3DrrbcaI0aMMAzD8YNs8ODBRq9evRy2GzdunNG6detqrRXWkJOTYzRq1MhwcXExVq5caUyZMsWIjo52GPP9998bkoyMjAxj9+7dhiTj6NGjTqoYl/M5YhgV+ywpLxCFhoYa586dM9vuuece47777jPXQ0NDjTlz5jjsJzY21hg1apRD25YtWwwXFxfjt99+M7cbMGCAw5hFixaVCRTz5883AgICzPXmzZsbS5YscdhuypQpRlRUlGEYhpGZmWlIMr766qsLnqdhGEb//v2Nhx56qNy+v/3tb0ZYWJhRUlJithUUFBgeHh7Gp59+ahjG+b9NQEBAmWDSrl07Izk52VxPSEgwOnXqZK7//r9fXl6e4ebmZgagitRRHbhlhio1ffp0vf322zp48KBD+8GDB9W5c2eHts6dO+vQoUMqLi6uzhJhAf7+/nrkkUcUHh6uAQMG6Ouvv9aGDRtUv359c2nVqpUk6ciRI2rXrp169OihiIgI3XPPPXrjjTeYD+dEF/ockSrvs6RNmzZydXU114OCgnT8+PGLbvP1118rNTXV4X0UExOjkpISZWZmmuNuuummMtt6enqqefPm5R7v9OnTOnLkiGJjYx32/dxzz+nIkSOXfU6S9Nhjj2np0qWKjIzU+PHjtW3bNof6Dx8+rAYNGpjH8PX11dmzZx2OExERIbvd7rDfIUOGaMmSJZLOP8Dwj3/8Q0OGDCm3hoMHD6qgoEA9evQot/9y66hqlvktMzhH165dFRMTo4SEBA0fPtzZ5cDC6tSpozp1zn/k5efnq3///po+fXqZcUFBQXJ1dVVaWpq2bdumtWvXat68eXrmmWe0c+dOc+4Gqk91fI7UrVvXYd1ms6mkpOSi2+Tn5+uRRx7RE088UaavcePG5ut69epd1vGM//ySVn5+viTpjTfeKDNX5/eh7XL06dNH3333nT755BOlpaWpR48eiouL0wsvvKD8/Hx17NhRixcvLrOdn5/fResfNGiQJkyYoC+//FK//fabvv/+e913333l1uDh4XHRGi+3jqpGIEKVmzZtmiIjIxUWFma2hYeHa+vWrQ7jtm7dqpYtW17xP3jgSnXo0EHLly9XkyZNzJD0RzabTZ07d1bnzp2VmJio0NBQrVy5UvHx8dVcLaTyP0ek6vsssdvtZa44dejQQQcOHFCLFi0q7TiSFBAQoODgYH377bcXvOpSesXmcq6C+fn5adiwYRo2bJi6dOmicePG6YUXXlCHDh20bNky+fv7y8vL64pqvP7663Xbbbdp8eLF+u2339SrVy/5+/uXO/aGG26Qh4eH1q9fr4cffrhM/9XUUZm4ZYYqFxERoSFDhmju3Llm25NPPqn169drypQp+uabb/T222/r5Zdf1lNPPeXESmEVcXFx+uWXXzRo0CB98cUXOnLkiD799FM99NBDKi4u1s6dOzV16lTt2rVLx44d04oVK/TTTz8pPDzc2aVbVnmfI1L1fZY0adJEmzdv1r///W/zacQJEyZo27ZtGj16tNLT03Xo0CF98MEHGj169FUfb/LkyUpJSdHcuXP1zTffaO/evVq0aJFmz54t6fxtYA8PD61Zs0Y5OTk6depUuftJTEzUBx98oMOHD2v//v1avXq1+T4eMmSIGjVqpDvvvFNbtmxRZmamNm7cqCeeeOKyvqNryJAhWrp0qd57770LBjfp/NcnTJgwQePHj9c777yjI0eOaMeOHXrrrbcqpY7KQiBCtUhOTna4/NyhQwe9++67Wrp0qW688UYlJiYqOTmZ22qoFsHBwdq6dauKi4sVHR2tiIgIjRkzRj4+PnJxcZGXl5c2b96svn37qmXLlpo4caJmzZqlPn36OLt0S/vj54hUfZ8lycnJOnr0qJo3b27exmnbtq02bdqkb775Rl26dFH79u2VmJio4ODgqz7eww8/rDfffFOLFi1SRESEbrvtNqWmppq3bOvUqaO5c+fqtddeU3BwsO68885y92O325WQkKC2bduqa9eucnV11dKlSyWdn8e0efNmNW7cWHfffbfCw8MVGxurs2fPXtaVmr/85S86ceKEzpw5c8lvpX722Wf15JNPKjExUeHh4brvvvvMOVNXW0dlsRmlNy0BAAAsiitEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAADA8ghEAGqdpKQkRUZGOrsMANcQAhGAKmGz2S66JCUlVenxf/rpJz322GNq3Lix3NzcFBgYqJiYmDI/BFqTbdy4UTabTbm5uc4uBbjm8Wv3AKpEVlaW+XrZsmVKTExURkaG2Va/fv0qPf7AgQNVWFiot99+W82aNVNOTo7Wr1+vEydOVOlxK0tRUZGzSwAshStEAKpEYGCguXh7e8tmszm0LV26VOHh4XJ3d1erVq30yiuvOGz/ww8/aNCgQfL19VW9evV00003aefOnQ5j/va3v6lJkyby9vbW/fffr19//VWSlJubqy1btmj69Onq3r27QkNDdcsttyghIUF33HGHJOno0aOy2WxKT08395ebmyubzaaNGzdK+r8rNB9//LHatm0rd3d33Xrrrdq3b5+5TWpqqnx8fLRq1SrdcMMNcnd3V0xMjL7//nuHWhcsWKDmzZvLbrcrLCxMf/vb3xz6bTabFixYoDvuuEP16tXTyJEj1b17d0nSddddJ5vNxo8fA1WIQASg2i1evFiJiYl6/vnndfDgQU2dOlXPPvus3n77bUlSfn6+brvtNv373//Whx9+qK+//lrjx493+KXzI0eOaNWqVVq9erVWr16tTZs2adq0aZLOX32qX7++Vq1apYKCgquud9y4cZo1a5a++OIL+fn5qX///g5XcM6cOaPnn39e77zzjrZu3arc3Fzdf//9Zv/KlSv13//933ryySe1b98+PfLII3rooYe0YcMGh+MkJSXprrvu0t69ezV58mQtX75ckpSRkaGsrCy99NJLV30uAC7AAIAqtmjRIsPb29tcb968ubFkyRKHMVOmTDGioqIMwzCM1157zWjQoIFx4sSJcvc3adIkw9PT08jLyzPbxo0bZ3Tq1Mlcf//9943rrrvOcHd3N/70pz8ZCQkJxtdff232Z2ZmGpKMr776ymw7efKkIcnYsGGDYRiGsWHDBkOSsXTpUnPMiRMnDA8PD2PZsmXmuUkyduzYYY45ePCgIcnYuXOnYRiG8ac//ckYOXKkwzncc889Rt++fc11ScaYMWMcxpQe/+TJk+X+HQBUHq4QAahWp0+f1pEjRxQbG2teyalfv76ee+45HTlyRJKUnp6u9u3by9fX94L7adKkiRo0aGCuBwUF6fjx4+b6wIED9eOPP+rDDz9U7969tXHjRnXo0EGpqalXXHNUVJT52tfXV2FhYTp48KDZVqdOHd18883meqtWreTj42OOOXjwoDp37uywz86dOzvsQ5JuuummK64NQOVgUjWAapWfny9JeuONN9SpUyeHPldXV0mSh4fHJfdTt25dh3WbzeZwS02S3N3d1atXL/Xq1UvPPvusHn74YU2aNEnDhw+Xi8v5/z9oGIY53tkTmevVq+fU4wNWxhUiANUqICBAwcHB+vbbb9WiRQuHpWnTppKktm3bKj09Xb/88kulHrt169Y6ffq0JMnPz0+S49Nwv59g/Xs7duwwX588eVLffPONwsPDzbZz585p165d5npGRoZyc3PNMeHh4WUe99+6datat2590Xrtdrskqbi4+FKnBuAqcYUIQLWbPHmynnjiCXl7e6t3794qKCjQrl27dPLkScXHx2vQoEGaOnWqBgwYoJSUFAUFBemrr75ScHCww+2rCzlx4oTuuecejRgxQm3btlWDBg20a9cuzZgxQ3feeaek81ehbr31Vk2bNk1NmzbV8ePHNXHixHL3l5ycrIYNGyogIEDPPPOMGjVqpAEDBpj9devW1eOPP665c+eqTp06Gj16tG699Vbdcsstks5Pyr733nvVvn179ezZUx999JFWrFihdevWXfQ8QkNDZbPZtHr1avXt21ceHh5V/nUFgGU5exITgGvfHydVG4ZhLF682IiMjDTsdrtx3XXXGV27djVWrFhh9h89etQYOHCg4eXlZXh6eho33XSTOUl50qRJRrt27Rz2N2fOHCM0NNQwDMM4e/as8T//8z9Ghw4dDG9vb8PT09MICwszJk6caJw5c8bc5sCBA0ZUVJTh4eFhREZGGmvXri13UvVHH31ktGnTxrDb7cYtt9ziMDm79NyWL19uNGvWzHBzczN69uxpfPfddw71vfLKK0azZs2MunXrGi1btjTeeecdh35JxsqVK8v87ZKTk43AwEDDZrMZw4YNu4y/NoCKsBnG726gAwBMGzduVPfu3XXy5En5+PiUOyY1NVVjxozh26SBWo45RAAAwPIIRAAAwPK4ZQYAACyPK0QAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDyCEQAAMDy/j/gTm9SWq8eLwAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAGwCAYAAABIC3rIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAzBUlEQVR4nO3de1RVdd7H8c8B5apAqNwmRM1UVLxWymJymTKgmc+UVKM5qenUTAPNOJTyOKsQbZLSUUs0daZJbB6dsfJSo4WS9xi0JPFKhA491lLUSeGIJSCc548e93TSvCBwjv7er7X2Wu79+57f/u6z1pHP2pdzbA6HwyEAAACDebi6AQAAAFcjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGK+Zqxu4EdTV1eno0aNq2bKlbDabq9sBAABXweFw6MyZM4qIiJCHx+XPARGIrsLRo0cVGRnp6jYAAEA9fPHFF7r11lsvW0MgugotW7aU9O0bGhAQ4OJuAADA1bDb7YqMjLT+jl8OgegqXLhMFhAQQCACAOAGczW3u3BTNQAAMB6BCAAAGI9ABAAAjMc9RAAA3CBqa2tVU1Pj6jbcipeX1xUfqb8aBCIAANycw+FQWVmZysvLXd2K2/Hw8FD79u3l5eV1XfMQiAAAcHMXwlBISIj8/Pz4kuD/d+GLk48dO6a2bdte1/tCIAIAwI3V1tZaYahVq1aubsfttGnTRkePHtX58+fVvHnzes/DTdUAALixC/cM+fn5ubgT93ThUlltbe11zUMgAgDgBsBlsktrqPeFQAQAAIxHIAIAAMYjEAEAAEnfXn5as2aNq9twCQIRAACGKCsr01NPPaUOHTrI29tbkZGRGj58uDZu3Ojq1lyOx+4BADDA559/rri4OAUFBWnWrFmKiYlRTU2N1q9fr+TkZH366aeNst/q6urr/tLEpsAZIgAADPDrX/9aNptNH330kZKSktSpUyd169ZNqamp2rFjh1X373//Ww888ID8/Px0++23691337XGsrOzFRQU5DTvmjVrnJ70ysjIUK9evfTaa6+pffv28vHxkfTt5bjXXnvtB+d2Nc4QuZG+k95wdQv4fwWzxri6BQBoMKdOnVJOTo5eeOEF+fv7XzT+3ZAzbdo0zZw5U7NmzVJWVpZGjx6t//3f/1VwcPBV7+/QoUNauXKlVq1aJU9Pzwadu7FwhggAgJvcoUOH5HA41KVLlyvWjhs3TqNGjVLHjh01Y8YMVVZW6qOPPrqm/VVXV+uNN95Q79691aNHjwadu7EQiAAAuMk5HI6rrv1ugPH391dAQIBOnDhxTfuLiopSmzZtGmXuxkIgAgDgJnf77bfLZrNd1Y3T3/89MJvNprq6Oknf/rL898PVhZ8W+a5LXZa70tyuRiACAOAmFxwcrMTERC1YsEBnz569aLy8vPyq5mnTpo3OnDnjNEdhYWEDdelaBCIAAAywYMEC1dbW6q677tLKlStVUlKioqIizZs3T7GxsVc1R79+/eTn56ff//73Onz4sJYvX67s7OzGbbyJEIgAADBAhw4d9Mknn+iee+7R008/re7du+snP/mJNm7cqIULF17VHMHBwfqf//kfvffee4qJidHf/vY3ZWRkNG7jTcTmuJY7rQxlt9sVGBioiooKBQQENNp+eOzeffDYPQB3ce7cOZWWljp9pw/+43Lvz7X8/eYMEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwXjNXNwAAAOqnqX/h4Fq/xX/cuHFaunSpMjMz9d///d/W9jVr1uiBBx6QO/1YBmeIAABAo/Hx8dFLL72k06dPu7qVyyIQAQCARhMfH6+wsDBlZmb+YM3KlSvVrVs3eXt7q127dpo9e3YTdvgtAhEAAGg0np6emjFjhrKysvTll19eNF5QUKCHH35YI0eO1L59+5SRkaHnnntO2dnZTdongQgAADSqBx54QL169dLUqVMvGpszZ44GDx6s5557Tp06ddK4ceOUkpKiWbNmNWmPBCIAANDoXnrpJS1dulRFRUVO24uKihQXF+e0LS4uTiUlJaqtrW2y/ghEAACg0Q0YMECJiYmaMmWKq1u5JB67BwAATeLFF19Ur1691LlzZ2tbdHS08vLynOry8vLUqVMneXp6NllvBCIAANAkYmJiNHr0aM2bN8/a9vTTT+vOO+/U888/r5/97GfKz8/X/Pnz9eqrrzZpb1wyAwAATWb69Omqq6uz1vv06aM333xTf//739W9e3elp6dr+vTpGjduXJP2xRkiAABuUNf6zdFN7VKPzrdr105VVVVO25KSkpSUlNREXV0aZ4gAAIDxCEQAAMB4Lg1EmZmZuvPOO9WyZUuFhITo/vvvV3FxsVPNwIEDZbPZnJZf/epXTjVHjhzRsGHD5Ofnp5CQEE2aNEnnz593qtmyZYv69Okjb29vdezYscm/ARMAALgvlwairVu3Kjk5WTt27FBubq5qamqUkJCgs2fPOtU9/vjjOnbsmLXMnDnTGqutrdWwYcNUXV2tf/7zn1q6dKmys7OVnp5u1ZSWlmrYsGG65557VFhYqIkTJ+oXv/iF1q9f32THCgAA3JdLb6rOyclxWs/OzlZISIgKCgo0YMAAa7ufn5/CwsIuOceGDRt08OBBffDBBwoNDVWvXr30/PPPKy0tTRkZGfLy8tKiRYvUvn1768fioqOj9eGHH2ru3LlKTExsvAMEAAA3BLe6h6iiokKSFBwc7LR92bJlat26tbp3764pU6bo66+/tsby8/MVExOj0NBQa1tiYqLsdrsOHDhg1cTHxzvNmZiYqPz8/Ev2UVVVJbvd7rQAAICbl9s8dl9XV6eJEycqLi5O3bt3t7Y/8sgjioqKUkREhPbu3au0tDQVFxdr1apVkqSysjKnMCTJWi8rK7tsjd1u1zfffCNfX1+nsczMTE2bNq3BjxEAALgntwlEycnJ2r9/vz788EOn7U888YT175iYGIWHh2vw4ME6fPiwbrvttkbpZcqUKUpNTbXW7Xa7IiMjG2VfAADA9dzikllKSorWrl2rzZs369Zbb71sbb9+/SRJhw4dkiSFhYXp+PHjTjUX1i/cd/RDNQEBARedHZIkb29vBQQEOC0AAODm5dJA5HA4lJKSotWrV2vTpk1q3779FV9TWFgoSQoPD5ckxcbGat++fTpx4oRVk5ubq4CAAHXt2tWq2bhxo9M8ubm5io2NbaAjAQAANzKXXjJLTk7W8uXL9c4776hly5bWPT+BgYHy9fXV4cOHtXz5ct17771q1aqV9u7dq9/97ncaMGCAevToIUlKSEhQ165d9eijj2rmzJkqKyvTs88+q+TkZHl7e0uSfvWrX2n+/PmaPHmyxo8fr02bNunNN9/UunXrXHbsAABcryPTY5p0f23T9111rcPh0E9+8hN5enpe9DU3r776qn7/+99r//79V7wy1FRceoZo4cKFqqio0MCBAxUeHm4tK1askCR5eXnpgw8+UEJCgrp06aKnn35aSUlJ+sc//mHN4enpqbVr18rT01OxsbH6+c9/rjFjxmj69OlWTfv27bVu3Trl5uaqZ8+emj17tl577TUeuQcAoJHYbDYtWbJEO3fu1OLFi63tpaWlmjx5srKystwmDEkuPkPkcDguOx4ZGamtW7decZ6oqCi99957l60ZOHCgdu/efU39AQCA+ouMjNQrr7yilJQUJSQkqF27dpowYYISEhLUu3dvDR06VNu3b5e/v78SEhI0d+5ctW7dWpL09ttva9q0aTp06JD8/PzUu3dvvfPOO/L392+UXt3ipmoAAHBzGjt2rAYPHqzx48dr/vz52r9/vxYvXqxBgwapd+/e2rVrl3JycnT8+HE9/PDDkqRjx45p1KhRGj9+vIqKirRlyxaNGDHiiidSrofbPHYPAABuTn/605/UrVs3bdu2TStXrtTixYvVu3dvzZgxw6p5/fXXFRkZqc8++0yVlZU6f/68RowYoaioKEnffvVOY+IMEQAAaFQhISH65S9/qejoaN1///3as2ePNm/erBYtWlhLly5dJEmHDx9Wz549NXjwYMXExOihhx7Sn//8Z50+fbpReyQQAQCARtesWTM1a/bthanKykoNHz5chYWFTktJSYkGDBggT09P5ebm6v3331fXrl2VlZWlzp07q7S0tNH6IxABAIAm1adPHx04cEDt2rVTx44dnZYLN03bbDbFxcVp2rRp2r17t7y8vLR69epG64lABAAAmlRycrJOnTqlUaNG6eOPP9bhw4e1fv16PfbYY6qtrdXOnTs1Y8YM7dq1S0eOHNGqVat08uRJRUdHN1pP3FQNAE2g76Q3XN0C/l/BrDGubsF4ERERysvLU1pamhISElRVVaWoqCgNGTJEHh4eCggI0LZt2/Tyyy/LbrcrKipKs2fP1tChQxutJwIRAAA3qGv55mhXy8jIUEZGhrV+++23a9WqVZesjY6OVk5OThN19i0umQEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAN4DG/B2vG1lDvS8EIgAA3Fjz5s0lSV9//bWLO3FP1dXVkiRPT8/rmofH7gEAcGOenp4KCgrSiRMnJEl+fn6y2Wwu7so91NXV6eTJk/Lz87N+FqS+CEQAALi5sLAwSbJCEf7Dw8NDbdu2ve6QSCACAMDN2Ww2hYeHKyQkRDU1Na5ux614eXnJw+P67wAiEAEAcIPw9PS87ntlcGncVA0AAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA47k0EGVmZurOO+9Uy5YtFRISovvvv1/FxcVONefOnVNycrJatWqlFi1aKCkpScePH3eqOXLkiIYNGyY/Pz+FhIRo0qRJOn/+vFPNli1b1KdPH3l7e6tjx47Kzs5u7MMDAAA3CJcGoq1btyo5OVk7duxQbm6uampqlJCQoLNnz1o1v/vd7/SPf/xDb731lrZu3aqjR49qxIgR1nhtba2GDRum6upq/fOf/9TSpUuVnZ2t9PR0q6a0tFTDhg3TPffco8LCQk2cOFG/+MUvtH79+iY9XgAA4J5sDofD4eomLjh58qRCQkK0detWDRgwQBUVFWrTpo2WL1+uBx98UJL06aefKjo6Wvn5+erfv7/ef/993XfffTp69KhCQ0MlSYsWLVJaWppOnjwpLy8vpaWlad26ddq/f7+1r5EjR6q8vFw5OTkX9VFVVaWqqipr3W63KzIyUhUVFQoICGi04+876Y1GmxvXpmDWGFe3gJsMn2/3wefbHHa7XYGBgVf199ut7iGqqKiQJAUHB0uSCgoKVFNTo/j4eKumS5cuatu2rfLz8yVJ+fn5iomJscKQJCUmJsput+vAgQNWzXfnuFBzYY7vy8zMVGBgoLVERkY23EECAAC34zaBqK6uThMnTlRcXJy6d+8uSSorK5OXl5eCgoKcakNDQ1VWVmbVfDcMXRi/MHa5Grvdrm+++eaiXqZMmaKKigpr+eKLLxrkGAEAgHtq5uoGLkhOTtb+/fv14YcfuroVeXt7y9vb29VtAACAJuIWZ4hSUlK0du1abd68Wbfeequ1PSwsTNXV1SovL3eqP378uMLCwqya7z91dmH9SjUBAQHy9fVt6MMBAAA3GJcGIofDoZSUFK1evVqbNm1S+/btncb79u2r5s2ba+PGjda24uJiHTlyRLGxsZKk2NhY7du3TydOnLBqcnNzFRAQoK5du1o1353jQs2FOQAAgNlcesksOTlZy5cv1zvvvKOWLVta9/wEBgbK19dXgYGBmjBhglJTUxUcHKyAgAA99dRTio2NVf/+/SVJCQkJ6tq1qx599FHNnDlTZWVlevbZZ5WcnGxd9vrVr36l+fPna/LkyRo/frw2bdqkN998U+vWrXPZsQMAAPfh0jNECxcuVEVFhQYOHKjw8HBrWbFihVUzd+5c3XfffUpKStKAAQMUFhamVatWWeOenp5au3atPD09FRsbq5///OcaM2aMpk+fbtW0b99e69atU25urnr27KnZs2frtddeU2JiYpMeLwAAcE8uPUN0NV+B5OPjowULFmjBggU/WBMVFaX33nvvsvMMHDhQu3fvvuYeAQDAzc8tbqoGAABwJQIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxqtXIBo0aJDKy8sv2m632zVo0KDr7QkAAKBJ1SsQbdmyRdXV1RdtP3funLZv337dTQEAADSlZtdSvHfvXuvfBw8eVFlZmbVeW1urnJwc/ehHP2q47gAAAJrANQWiXr16yWazyWazXfLSmK+vr7KyshqsOQAAgKZwTYGotLRUDodDHTp00EcffaQ2bdpYY15eXgoJCZGnp2eDNwkAANCYrikQRUVFSZLq6uoapRkAAABXuKZA9F0lJSXavHmzTpw4cVFASk9Pv+7GAAAAmkq9njL785//rOjoaKWnp+vtt9/W6tWrrWXNmjVXPc+2bds0fPhwRUREyGazXfTacePGWfcsXViGDBniVHPq1CmNHj1aAQEBCgoK0oQJE1RZWelUs3fvXt19993y8fFRZGSkZs6cWZ/DBgAAN6l6nSH6wx/+oBdeeEFpaWnXtfOzZ8+qZ8+eGj9+vEaMGHHJmiFDhmjJkiXWure3t9P46NGjdezYMeXm5qqmpkaPPfaYnnjiCS1fvlzSt9+NlJCQoPj4eC1atEj79u3T+PHjFRQUpCeeeOK6+gcAADeHegWi06dP66GHHrrunQ8dOlRDhw69bI23t7fCwsIuOVZUVKScnBx9/PHHuuOOOyRJWVlZuvfee/XHP/5RERERWrZsmaqrq/X666/Ly8tL3bp1U2FhoebMmUMgAgAAkup5yeyhhx7Shg0bGrqXS9qyZYtCQkLUuXNnPfnkk/rqq6+ssfz8fAUFBVlhSJLi4+Pl4eGhnTt3WjUDBgyQl5eXVZOYmKji4mKdPn36kvusqqqS3W53WgAAwM2rXmeIOnbsqOeee047duxQTEyMmjdv7jT+m9/8pkGaGzJkiEaMGKH27dvr8OHD+v3vf6+hQ4cqPz9fnp6eKisrU0hIiNNrmjVrpuDgYOtLI8vKytS+fXunmtDQUGvslltuuWi/mZmZmjZtWoMcAwAAcH/1CkR/+tOf1KJFC23dulVbt251GrPZbA0WiEaOHGn9OyYmRj169NBtt92mLVu2aPDgwQ2yj0uZMmWKUlNTrXW73a7IyMhG2x8AAHCtegWi0tLShu7jqnTo0EGtW7fWoUOHNHjwYIWFhenEiRNONefPn9epU6es+47CwsJ0/Phxp5oL6z90b5K3t/dFN28DAICbV73uIXKVL7/8Ul999ZXCw8MlSbGxsSovL1dBQYFVs2nTJtXV1alfv35WzbZt21RTU2PV5ObmqnPnzpe8XAYAAMxTrzNE48ePv+z466+/flXzVFZW6tChQ9Z6aWmpCgsLFRwcrODgYE2bNk1JSUkKCwvT4cOHNXnyZHXs2FGJiYmSpOjoaA0ZMkSPP/64Fi1apJqaGqWkpGjkyJGKiIiQJD3yyCOaNm2aJkyYoLS0NO3fv1+vvPKK5s6dW59DBwAAN6F6P3b/XTU1Ndq/f7/Ky8sv+aOvP2TXrl265557rPUL9+2MHTtWCxcu1N69e7V06VKVl5crIiJCCQkJev75550uZy1btkwpKSkaPHiwPDw8lJSUpHnz5lnjgYGB2rBhg5KTk9W3b1+1bt1a6enpPHIPAAAs9QpEq1evvmhbXV2dnnzySd12221XPc/AgQPlcDh+cHz9+vVXnCM4ONj6EsYf0qNHD23fvv2q+wIAAGZpsHuIPDw8lJqayqUoAABww2nQm6oPHz6s8+fPN+SUAAAAja5el8y++x09kuRwOHTs2DGtW7dOY8eObZDGAAAAmkq9AtHu3bud1j08PNSmTRvNnj37ik+gAQAAuJt6BaLNmzc3dB8AAAAuU69AdMHJkydVXFwsSercubPatGnTIE0BAAA0pXoForNnz+qpp57SG2+8obq6OkmSp6enxowZo6ysLPn5+TVok0BTOzI9xtUt4Dvapu9zdQsAbnL1esosNTVVW7du1T/+8Q+Vl5ervLxc77zzjrZu3aqnn366oXsEAABoVPU6Q7Ry5Uq9/fbbGjhwoLXt3nvvla+vrx5++GEtXLiwofoDAABodPU6Q/T1118rNDT0ou0hISH6+uuvr7spAACAplSvQBQbG6upU6fq3Llz1rZvvvlG06ZNU2xsbIM1BwAA0BTqdcns5Zdf1pAhQ3TrrbeqZ8+ekqQ9e/bI29tbGzZsaNAGAQAAGlu9AlFMTIxKSkq0bNkyffrpp5KkUaNGafTo0fL19W3QBgEAABpbvQJRZmamQkND9fjjjzttf/3113Xy5EmlpaU1SHMAAABNoV73EC1evFhdunS5aHu3bt20aNGi624KAACgKdUrEJWVlSk8PPyi7W3atNGxY8euuykAAICmVK9AFBkZqby8vIu25+XlKSIi4rqbAgAAaEr1uofo8ccf18SJE1VTU6NBgwZJkjZu3KjJkyfzTdUAAOCGU69ANGnSJH311Vf69a9/rerqakmSj4+P0tLSNGXKlAZtEAAAoLHVKxDZbDa99NJLeu6551RUVCRfX1/dfvvt8vb2buj+AAAAGl29AtEFLVq00J133tlQvQAAALhEvW6qBgAAuJkQiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxnNpINq2bZuGDx+uiIgI2Ww2rVmzxmnc4XAoPT1d4eHh8vX1VXx8vEpKSpxqTp06pdGjRysgIEBBQUGaMGGCKisrnWr27t2ru+++Wz4+PoqMjNTMmTMb+9AAAMANxKWB6OzZs+rZs6cWLFhwyfGZM2dq3rx5WrRokXbu3Cl/f38lJibq3LlzVs3o0aN14MAB5ebmau3atdq2bZueeOIJa9xutyshIUFRUVEqKCjQrFmzlJGRoT/96U+NfnwAAODG0MyVOx86dKiGDh16yTGHw6GXX35Zzz77rH76059Kkt544w2FhoZqzZo1GjlypIqKipSTk6OPP/5Yd9xxhyQpKytL9957r/74xz8qIiJCy5YtU3V1tV5//XV5eXmpW7duKiws1Jw5c5yCEwAAMJfb3kNUWlqqsrIyxcfHW9sCAwPVr18/5efnS5Ly8/MVFBRkhSFJio+Pl4eHh3bu3GnVDBgwQF5eXlZNYmKiiouLdfr06Uvuu6qqSna73WkBAAA3L7cNRGVlZZKk0NBQp+2hoaHWWFlZmUJCQpzGmzVrpuDgYKeaS83x3X18X2ZmpgIDA60lMjLy+g8IAAC4LbcNRK40ZcoUVVRUWMsXX3zh6pYAAEAjcttAFBYWJkk6fvy40/bjx49bY2FhYTpx4oTT+Pnz53Xq1CmnmkvN8d19fJ+3t7cCAgKcFgAAcPNy20DUvn17hYWFaePGjdY2u92unTt3KjY2VpIUGxur8vJyFRQUWDWbNm1SXV2d+vXrZ9Vs27ZNNTU1Vk1ubq46d+6sW265pYmOBgAAuDOXBqLKykoVFhaqsLBQ0rc3UhcWFurIkSOy2WyaOHGi/vCHP+jdd9/Vvn37NGbMGEVEROj++++XJEVHR2vIkCF6/PHH9dFHHykvL08pKSkaOXKkIiIiJEmPPPKIvLy8NGHCBB04cEArVqzQK6+8otTUVBcdNQAAcDcufex+165duueee6z1CyFl7Nixys7O1uTJk3X27Fk98cQTKi8v149//GPl5OTIx8fHes2yZcuUkpKiwYMHy8PDQ0lJSZo3b541HhgYqA0bNig5OVl9+/ZV69atlZ6eziP3AADAYnM4HA5XN+Hu7Ha7AgMDVVFR0aj3E/Wd9EajzY1rs7rlLFe3gO9om77P1S1cNz7f7qNg1hhXt4Amci1/v932HiIAAICmQiACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4bh2IMjIyZLPZnJYuXbpY4+fOnVNycrJatWqlFi1aKCkpScePH3ea48iRIxo2bJj8/PwUEhKiSZMm6fz58019KAAAwI01c3UDV9KtWzd98MEH1nqzZv9p+Xe/+53WrVunt956S4GBgUpJSdGIESOUl5cnSaqtrdWwYcMUFhamf/7znzp27JjGjBmj5s2ba8aMGU1+LAAAwD25fSBq1qyZwsLCLtpeUVGhv/zlL1q+fLkGDRokSVqyZImio6O1Y8cO9e/fXxs2bNDBgwf1wQcfKDQ0VL169dLzzz+vtLQ0ZWRkyMvL65L7rKqqUlVVlbVut9sb5+AAAIBbcOtLZpJUUlKiiIgIdejQQaNHj9aRI0ckSQUFBaqpqVF8fLxV26VLF7Vt21b5+fmSpPz8fMXExCg0NNSqSUxMlN1u14EDB35wn5mZmQoMDLSWyMjIRjo6AADgDtw6EPXr10/Z2dnKycnRwoULVVpaqrvvvltnzpxRWVmZvLy8FBQU5PSa0NBQlZWVSZLKysqcwtCF8QtjP2TKlCmqqKiwli+++KJhDwwAALgVt75kNnToUOvfPXr0UL9+/RQVFaU333xTvr6+jbZfb29veXt7N9r8AADAvbj1GaLvCwoKUqdOnXTo0CGFhYWpurpa5eXlTjXHjx+37jkKCwu76KmzC+uXui8JAACYya3PEH1fZWWlDh8+rEcffVR9+/ZV8+bNtXHjRiUlJUmSiouLdeTIEcXGxkqSYmNj9cILL+jEiRMKCQmRJOXm5iogIEBdu3Z12XEAAFznyPQYV7eA72ibvs/VLUhy80D0zDPPaPjw4YqKitLRo0c1depUeXp6atSoUQoMDNSECROUmpqq4OBgBQQE6KmnnlJsbKz69+8vSUpISFDXrl316KOPaubMmSorK9Ozzz6r5ORkLokBAACLWweiL7/8UqNGjdJXX32lNm3a6Mc//rF27NihNm3aSJLmzp0rDw8PJSUlqaqqSomJiXr11Vet13t6emrt2rV68sknFRsbK39/f40dO1bTp0931SEBAAA35NaB6O9///tlx318fLRgwQItWLDgB2uioqL03nvvNXRrAADgJnJD3VQNAADQGAhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwnlGBaMGCBWrXrp18fHzUr18/ffTRR65uCQAAuAFjAtGKFSuUmpqqqVOn6pNPPlHPnj2VmJioEydOuLo1AADgYsYEojlz5ujxxx/XY489pq5du2rRokXy8/PT66+/7urWAACAizVzdQNNobq6WgUFBZoyZYq1zcPDQ/Hx8crPz7+ovqqqSlVVVdZ6RUWFJMlutzdqn7VV3zTq/Lh6Z5rXuroFfEdjf/aaAp9v98Hn27005uf7wtwOh+OKtUYEon//+9+qra1VaGio0/bQ0FB9+umnF9VnZmZq2rRpF22PjIxstB7hXrq7ugE4ywx0dQe4ifD5djNN8Pk+c+aMAgMvvx8jAtG1mjJlilJTU631uro6nTp1Sq1atZLNZnNhZ2gKdrtdkZGR+uKLLxQQEODqdgA0ID7fZnE4HDpz5owiIiKuWGtEIGrdurU8PT11/Phxp+3Hjx9XWFjYRfXe3t7y9vZ22hYUFNSYLcINBQQE8B8mcJPi822OK50ZusCIm6q9vLzUt29fbdy40dpWV1enjRs3KjY21oWdAQAAd2DEGSJJSk1N1dixY3XHHXforrvu0ssvv6yzZ8/qsccec3VrAADAxYwJRD/72c908uRJpaenq6ysTL169VJOTs5FN1oD3t7emjp16kWXTQHc+Ph844fYHFfzLBoAAMBNzIh7iAAAAC6HQAQAAIxHIAIAAMYjEAEAAOMRiGAMh8Oh+Ph4JSYmXjT26quvKigoSF9++aULOgPQkMaNGyebzaYXX3zRafuaNWv4tQH8IAIRjGGz2bRkyRLt3LlTixcvtraXlpZq8uTJysrK0q233urCDgE0FB8fH7300ks6ffq0q1vBDYJABKNERkbqlVde0TPPPKPS0lI5HA5NmDBBCQkJ6t27t4YOHaoWLVooNDRUjz76qP79739br3377bcVExMjX19ftWrVSvHx8Tp79qwLjwbAD4mPj1dYWJgyMzN/sGblypXq1q2bvL291a5dO82ePbsJO4S7IRDBOGPHjtXgwYM1fvx4zZ8/X/v379fixYs1aNAg9e7dW7t27VJOTo6OHz+uhx9+WJJ07NgxjRo1SuPHj1dRUZG2bNmiESNGiK/xAtyTp6enZsyYoaysrEteCi8oKNDDDz+skSNHat++fcrIyNBzzz2n7Ozspm8WboEvZoSRTpw4oW7duunUqVNauXKl9u/fr+3bt2v9+vVWzZdffqnIyEgVFxersrJSffv21eeff66oqCgXdg7gSsaNG6fy8nKtWbNGsbGx6tq1q/7yl79ozZo1euCBB+RwODR69GidPHlSGzZssF43efJkrVu3TgcOHHBh93AVzhDBSCEhIfrlL3+p6Oho3X///dqzZ482b96sFi1aWEuXLl0kSYcPH1bPnj01ePBgxcTE6KGHHtKf//xn7k0AbgAvvfSSli5dqqKiIqftRUVFiouLc9oWFxenkpIS1dbWNmWLcBMEIhirWbNmatbs25/zq6ys1PDhw1VYWOi0lJSUaMCAAfL09FRubq7ef/99de3aVVlZWercubNKS0tdfBQALmfAgAFKTEzUlClTXN0K3JwxP+4KXE6fPn20cuVKtWvXzgpJ32ez2RQXF6e4uDilp6crKipKq1evVmpqahN3C+BavPjii+rVq5c6d+5sbYuOjlZeXp5TXV5enjp16iRPT8+mbhFugDNEgKTk5GSdOnVKo0aN0scff6zDhw9r/fr1euyxx1RbW6udO3dqxowZ2rVrl44cOaJVq1bp5MmTio6OdnXrAK4gJiZGo0eP1rx586xtTz/9tDZu3Kjnn39en332mZYuXar58+frmWeecWGncCUCESApIiJCeXl5qq2tVUJCgmJiYjRx4kQFBQXJw8NDAQEB2rZtm+6991516tRJzz77rGbPnq2hQ4e6unUAV2H69Omqq6uz1vv06aM333xTf//739W9e3elp6dr+vTpGjdunOuahEvxlBkAADAeZ4gAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiADcFLZs2SKbzaby8nJXt2Kx2Wxas2aNJOnzzz+XzWZTYWGhpIv7zc7OVlBQkEv6BEAgAnCNxo0bJ5vNJpvNJi8vL3Xs2FHTp0/X+fPnXd1ak8nIyLDeA5vNpsDAQN19993aunWrU92xY8eu+uddfvazn+mzzz5rjHYBXAUCEYBrNmTIEB07dkwlJSV6+umnlZGRoVmzZrmsn5qamibfZ7du3XTs2DEdO3ZM+fn5uv3223XfffepoqLCqgkLC5O3t/dVzefr66uQkJDGahfAFRCIAFwzb29vhYWFKSoqSk8++aTi4+P17rvvas6cOYqJiZG/v78iIyP161//WpWVldbrLlwWWrNmjW6//Xb5+PgoMTFRX3zxhdP877zzjvr06SMfHx916NBB06ZNczoDZbPZtHDhQv3Xf/2X/P399cILL1yyzw8//FB33323fH19FRkZqd/85jc6e/asNf7qq69afYSGhurBBx+0xt5++23FxMTI19dXrVq1Unx8vNNrmzVrprCwMIWFhalr166aPn26Kisrnc7yfPeS2ZV8/5JZRkaGevXqpb/+9a9q166dAgMDNXLkSJ05c8aqOXPmjEaPHi1/f3+Fh4dr7ty5GjhwoCZOnHhV+wTwHwQiANfN19dX1dXV8vDw0Lx583TgwAEtXbpUmzZt0uTJk51qv/76a73wwgt64403lJeXp/Lyco0cOdIa3759u8aMGaPf/va3OnjwoBYvXqzs7OyLQk9GRoYeeOAB7du3T+PHj7+op8OHD2vIkCFKSkrS3r17tWLFCn344YdKSUmRJO3atUu/+c1vNH36dBUXFysnJ0cDBgyQ9O2lrlGjRmn8+PEqKirSli1bNGLECP3Qb2FXVVVpyZIlCgoKUufOna/rvfz+MaxZs0Zr167V2rVrtXXrVr344ovWeGpqqvLy8vTuu+8qNzdX27dv1yeffNJg+weM4gCAazB27FjHT3/6U4fD4XDU1dU5cnNzHd7e3o5nnnnmotq33nrL0apVK2t9yZIlDkmOHTt2WNuKioockhw7d+50OBwOx+DBgx0zZsxwmuevf/2rIzw83FqX5Jg4caJTzebNmx2SHKdPn3Y4HA7HhAkTHE888YRTzfbt2x0eHh6Ob775xrFy5UpHQECAw263X9R3QUGBQ5Lj888/v+R7MHXqVIeHh4fD39/f4e/v77DZbI6AgADH+++/71QnybF69WqHw+FwlJaWOiQ5du/efcl+lyxZ4ggMDHTah5+fn1N/kyZNcvTr18/hcDgcdrvd0bx5c8dbb71ljZeXlzv8/Pwcv/3tby/ZN4Af1sx1UQzAjWrt2rVq0aKFampqVFdXp0ceeUQZGRn64IMPlJmZqU8//VR2u13nz5/XuXPn9PXXX8vPz0/St5ea7rzzTmuuLl26KCgoSEVFRbrrrru0Z88e5eXlOZ0Rqq2tvWieO+6447I97tmzR3v37tWyZcusbQ6HQ3V1dSotLdVPfvITRUVFqUOHDhoyZIiGDBmiBx54QH5+furZs6cGDx6smJgYJSYmKiEhQQ8++KBuueUWa67OnTvr3XfflfTtpasVK1booYce0ubNm6/Y29Vq166dWrZsaa2Hh4frxIkTkqR//etfqqmp0V133WWNBwYGNugZKsAkXDIDcM3uueceFRYWqqSkRN98842WLl2qkydP6r777lOPHj20cuVKFRQUaMGCBZKk6urqq567srJS06ZNU2FhobXs27dPJSUl8vHxser8/f2vOM8vf/lLp3n27NmjkpIS3XbbbWrZsqU++eQT/e1vf1N4eLjS09PVs2dPlZeXy9PTU7m5uXr//ffVtWtXZWVlqXPnziotLbXmv/CEXceOHdW7d2+9+OKL+tGPfqSXX3752t7My2jevLnTus1mU11dXYPND+A/CEQArpm/v786duyotm3bqlmzb080FxQUqK6uTrNnz1b//v3VqVMnHT169KLXnj9/Xrt27bLWi4uLVV5erujoaElSnz59VFxcbIWN7y4eHlf/X1afPn108ODBS87j5eUl6duzVfHx8Zo5c6b27t2rzz//XJs2bZL0bfiIi4vTtGnTtHv3bnl5eWn16tWX3aenp6e++eabq+7xenTo0EHNmzfXxx9/bG2rqKjg0X2gnrhkBqBBdOzYUTU1NcrKytLw4cOVl5enRYsWXVTXvHlzPfXUU5o3b56aNWumlJQU9e/f37r0k56ervvuu09t27bVgw8+KA8PD+3Zs0f79+/XH/7wh6vuJy0tTf3791dKSop+8YtfyN/fXwcPHlRubq7mz5+vtWvX6l//+pcGDBigW265Re+9957q6urUuXNn7dy5Uxs3blRCQoJCQkK0c+dOnTx50gpt0rfBrqysTNJ/LpkdPHhQaWlp1/lOXp2WLVtq7NixmjRpkoKDgxUSEqKpU6fKw8NDNputSXoAbiacIQLQIHr27Kk5c+bopZdeUvfu3bVs2TJlZmZeVOfn56e0tDQ98sgjiouLU4sWLbRixQprPDExUWvXrtWGDRt05513qn///po7d66ioqKuqZ8ePXpo69at+uyzz3T33Xerd+/eSk9PV0REhCQpKChIq1at0qBBgxQdHa1Fixbpb3/7m7p166aAgABt27ZN9957rzp16qRnn31Ws2fPdvqSxQMHDig8PFzh4eHq1auX3nzzTS1cuFBjxoyp5zt47ebMmaPY2Fjdd999io+PV1xcnKKjo50uLQK4OjaH4weeIwWABpadna2JEye61c9r3EzOnj2rH/3oR5o9e7YmTJjg6naAGwqXzADgBrV79259+umnuuuuu1RRUaHp06dLkn7605+6uDPgxkMgAoAb2B//+EcVFxfLy8tLffv21fbt29W6dWtXtwXccLhkBgAAjMdN1QAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8f4PsXD+Vx32I6QAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGwCAYAAACEkkAjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABOpElEQVR4nO3dfVxP9/8/8Mf7XXp3pVK6nFTmKiQXGbEx9BHDhzHG2paLD0ZsxrA+HxLbNHzQcrWxKfZhbHMxM4vkarOEaDOS1nKxKbEkMV0+f3/4db7eKiWnKz3ut9v7dut9zuuc8zzv836/e5xzXue8NSIiICIiIiJVaKu7ACIiIqInCcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFhtVdQG1QWFiIK1euoH79+tBoNNVdDhEREZWDiODWrVtwcnKCVlt1x5MYrsrhypUrcHZ2ru4yiIiIqAIuX76MRo0aVdnyGK7KoX79+gDubRwLC4tqroaIiIjKIysrC87Ozsr/8arCcFUORacCLSwsGK6IiIhqmaru0sMO7UREREQqYrgiIiIiUhHDFREREZGK2OeKiIioligoKEBeXl51l1GjGBkZVeltFsqD4YqIiKiGExGkpaUhMzOzukupcbRaLdzc3GBkZFTdpSgYroiIiGq4omBlZ2cHU1NT3tD6/yu6yXdqaioaN25cY14XhisiIqIarKCgQAlWNjY21V1OjWNra4srV64gPz8f9erVq+5yALBDOxERUY1W1MfK1NS0miupmYpOBxYUFFRzJf+H4YqIiKgWqCmnvGqamvi6MFwRERERqYjhioiIiEhFDFdEREQE4N4pth07dlR3GbUewxUREVEdkZaWhilTpqBJkybQ6XRwdnbGwIEDER0dXd2lPVF4KwYiIqI64MKFC+jWrRusrKywePFieHh4IC8vD3v27EFAQADOnTtXKcvNzc2tUTf4rAo8ckVERFQHTJo0CRqNBseOHcPQoUPRvHlztG7dGtOmTcPRo0eVdtevX8eLL74IU1NTNGvWDDt37lTGRUREwMrKSm++O3bs0LtiLzg4GO3atcOnn34KNzc3GBsbA7h3yvHTTz8tdd5PEh65qkQdZ2yo7hIeW9zi16u7hFqD25uIaqqMjAxERkbigw8+gJmZWbHx9wemefPmYdGiRVi8eDGWL18OPz8/XLx4EdbW1uVe3m+//YatW7di27ZtMDAwUHXetQGPXBERET3hfvvtN4gIWrZsWWbbUaNGYeTIkWjatCkWLFiA7OxsHDt27JGWl5ubiw0bNqB9+/Zo27atqvOuDXjkioiIqAzVeWTaob4Rpvs8jQLjG9AaVuznXX5Pu1HutveHITMzM1hYWCA9Pf2Rlufi4gJbW9tKmXdtwHBFRFQBPA1MtUljtybQaDTl6rT+4O/zaTQaFBYWAgC0Wi1ERG980c/z3K+kU49lzftJwtOCRERETzgrqwbw9fXFypUrcfv27WLjMzMzyzUfW1tb3Lp1S28e8fHxKlX55GC4IiIiqgNWrlyJgoICPPPMM9i6dSuSkpKQkJCAsLAweHt7l2senTt3hqmpKf79738jOTkZmzZtQkREROUWXgsxXBEREdUBTZo0wcmTJ9GzZ09Mnz4dbdq0wT/+8Q9ER0dj9erV5ZqHtbU1/ve//2H37t3w8PDAF198geDg4MotvBZinysiIqI6wtHREStWrMCKFStKHP9gfyqg+CnDwYMHY/DgwXrDxo0bp/wdHBxcYuAqz7yfFDxyRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCLeoZ2IiKiWei1sd5UuL27x64/UftSoUVi/fj1CQkLw7rvvKsN37NiBF198scS7tj8JeOSKiIiIKo2xsTEWLlyIGzduVHcpVYbhioiIiCqNj48PHBwcEBISUmqbrVu3onXr1tDpdHB1dcWSJUuqsEL1MVwRERFRpTEwMMCCBQuwfPly/PHHH8XGx8XFYfjw4RgxYgROnz6N4OBgzJkzBxEREVVfrEoYroiIiKhSvfjii2jXrh3mzp1bbNzSpUvRu3dvzJkzB82bN8eoUaMwefJkLF68uBoqVUe1hqvDhw9j4MCBcHJygkajwY4dO5RxeXl5mDVrFjw8PGBmZgYnJye8/vrruHLlit48MjIy4OfnBwsLC1hZWWHs2LHIzs7Wa/PLL7/gueeeg7GxMZydnbFo0aKqWD0iIiL6/xYuXIj169cjISFBb3hCQgK6deumN6xbt25ISkpCQUFBVZaommoNV7dv34anpydWrlxZbNydO3dw8uRJzJkzBydPnsS2bduQmJiIf/7zn3rt/Pz8cObMGURFRWHXrl04fPgwxo8fr4zPyspCnz594OLigri4OCxevBjBwcFYs2ZNpa8fERER3dO9e3f4+voiMDCwukupdNV6K4Z+/fqhX79+JY6ztLREVFSU3rAVK1bgmWeewaVLl9C4cWMkJCQgMjISx48fh5eXFwBg+fLleOGFF/Df//4XTk5O2LhxI3Jzc7Fu3ToYGRmhdevWiI+Px9KlS/VCGBEREVWuDz/8EO3atUOLFi2UYe7u7jhy5IheuyNHjqB58+YwMDCo6hJVUav6XN28eRMajQZWVlYAgJiYGFhZWSnBCrh3VYJWq0VsbKzSpnv37jAyMlLa+Pr6IjExsdTLQnNycpCVlaX3ICIiosfj4eEBPz8/hIWFKcOmT5+O6OhovPfeezh//jzWr1+PFStW4J133qnGSh9PrQlXd+/exaxZszBy5EhYWFgAANLS0mBnZ6fXztDQENbW1khLS1Pa2Nvb67Upel7U5kEhISGwtLRUHs7OzmqvDhERUZ00f/58FBYWKs87dOiAL7/8Eps3b0abNm0QFBSE+fPnY9SoUdVX5GOqFXdoz8vLw/DhwyEiWL16daUvLzAwENOmTVOeZ2VlMWAREVGN8/mbL5S7bSvnhpVYSclKup2Cq6srcnJy9IYNHToUQ4cOraKqKl+ND1dFwerixYvYv3+/ctQKABwcHJCenq7XPj8/HxkZGXBwcFDaXL16Va9N0fOiNg/S6XTQ6XRqrgYRERHVETX6tGBRsEpKSsK+fftgY2OjN97b2xuZmZmIi4tThu3fvx+FhYXo3Lmz0ubw4cPIy8tT2kRFRaFFixZo0KBB1awIERER1RnVGq6ys7MRHx+P+Ph4AEBKSgri4+Nx6dIl5OXl4aWXXsKJEyewceNGFBQUIC0tDWlpacjNzQVw7wqDvn37Yty4cTh27BiOHDmCyZMnY8SIEXBycgIAvPLKKzAyMsLYsWNx5swZbNmyBR999JHeaT8iIiIitVTracETJ06gZ8+eyvOiwOPv74/g4GDs3LkTANCuXTu96Q4cOIDnn38eALBx40ZMnjwZvXv3hlarxdChQ/WuQrC0tMTevXsREBCAjh07omHDhggKCuJtGIiIiKhSVGu4ev755yEipY5/2Lgi1tbW2LRp00PbtG3bFj/88MMj10dERET0qGp0nysiIiKi2obhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRimr8HdqJiIioZObhPctu9P9dUmF5jYNOl7utiOAf//gHDAwMsGfPHr1xq1atwr///W/8+uuvaNSokQqV1Sw8ckVERESq02g0CA8PR2xsLD755BNleEpKCmbOnInly5c/kcEKYLgiIiKiSuLs7IyPPvoI77zzDlJSUiAiGDt2LPr06YP27dujX79+MDc3h729PV577TVcv35dmfbrr7+Gh4cHTExMYGNjAx8fH9y+fbsa16b8GK6IiIio0vj7+6N3794YM2YMVqxYgV9//RWffPIJevXqhfbt2+PEiROIjIzE1atXMXz4cABAamoqRo4ciTFjxiAhIQEHDx7EkCFDynVz8ZqAfa6IiIioUq1ZswatW7fG4cOHsXXrVnzyySdo3749FixYoLRZt24dnJ2dcf78eWRnZyM/Px9DhgyBi4sLAMDDw6O6yn9kPHJFRERElcrOzg4TJkyAu7s7Bg8ejJ9//hkHDhyAubm58mjZsiUAIDk5GZ6enujduzc8PDwwbNgwrF27Fjdu3KjmtSg/hisiIiKqdIaGhjA0vHfCLDs7GwMHDkR8fLzeIykpCd27d4eBgQGioqLw/fffo1WrVli+fDlatGiBlJSUal6L8mG4IiIioirVoUMHnDlzBq6urmjatKnew8zMDMC9qw27deuGefPm4dSpUzAyMsL27durufLyYbgiIiKiKhUQEICMjAyMHDkSx48fR3JyMvbs2YPRo0ejoKAAsbGxWLBgAU6cOIFLly5h27ZtuHbtGtzd3au79HJhh3YiIiKqUk5OTjhy5AhmzZqFPn36ICcnBy4uLujbty+0Wi0sLCxw+PBhhIaGIisrCy4uLliyZAn69etX3aWXC8MVERFRLZU9+kC527ZybliJlZQtODgYwcHByvNmzZph27ZtJbZ1d3dHZGRkFVWmPp4WJCIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiKiGqwQwL2f1Ksdv6tX1Wri7w0yXBEREdVgWX/nI7+gEIV5udVdSo2Um3vvdTEwMKjmSv4Pb8VARERUg93NL8SPyX/hH0aGsLIGtPWMAGgefT5376pfXDUrLCzEtWvXYGpqqvy0Tk1QcyohIiKiEn1/9joA4Nmn82FooIXm0bMVDO5mqltUDaHVatG4cWNoKvKiVBKGKyIiohpOAOw+ex3R5zNgaWJYoT49W2cOVrmqmsHIyAhabc3q5cRwRUREVEvk5Bci/VbF+l4ZGxurXA2VpmZFPSIiIqJajuGKiIiISEU8LUgPdWm+R3WXoIrGQaeruwQiIqojeOSKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpKJqDVeHDx/GwIED4eTkBI1Ggx07duiNFxEEBQXB0dERJiYm8PHxQVJSkl6bjIwM+Pn5wcLCAlZWVhg7diyys7P12vzyyy947rnnYGxsDGdnZyxatKiyV42IiIjqqGoNV7dv34anpydWrlxZ4vhFixYhLCwMH3/8MWJjY2FmZgZfX1/cvXtXaePn54czZ84gKioKu3btwuHDhzF+/HhlfFZWFvr06QMXFxfExcVh8eLFCA4Oxpo1ayp9/YiIiKjuMazOhffr1w/9+vUrcZyIIDQ0FLNnz8agQYMAABs2bIC9vT127NiBESNGICEhAZGRkTh+/Di8vLwAAMuXL8cLL7yA//73v3BycsLGjRuRm5uLdevWwcjICK1bt0Z8fDyWLl2qF8KIiIiI1FBj+1ylpKQgLS0NPj4+yjBLS0t07twZMTExAICYmBhYWVkpwQoAfHx8oNVqERsbq7Tp3r07jIyMlDa+vr5ITEzEjRs3Slx2Tk4OsrKy9B5ERERE5VFjw1VaWhoAwN7eXm+4vb29Mi4tLQ12dnZ64w0NDWFtba3XpqR53L+MB4WEhMDS0lJ5ODs7P/4KERERUZ1QY8NVdQoMDMTNmzeVx+XLl6u7JCIiIqolamy4cnBwAABcvXpVb/jVq1eVcQ4ODkhPT9cbn5+fj4yMDL02Jc3j/mU8SKfTwcLCQu9BREREVB41Nly5ubnBwcEB0dHRyrCsrCzExsbC29sbAODt7Y3MzEzExcUpbfbv34/CwkJ07txZaXP48GHk5eUpbaKiotCiRQs0aNCgitaGiIiI6opqDVfZ2dmIj49HfHw8gHud2OPj43Hp0iVoNBpMnToV77//Pnbu3InTp0/j9ddfh5OTEwYPHgwAcHd3R9++fTFu3DgcO3YMR44cweTJkzFixAg4OTkBAF555RUYGRlh7NixOHPmDLZs2YKPPvoI06ZNq6a1JiIioidZtd6K4cSJE+jZs6fyvCjw+Pv7IyIiAjNnzsTt27cxfvx4ZGZm4tlnn0VkZCSMjY2VaTZu3IjJkyejd+/e0Gq1GDp0KMLCwpTxlpaW2Lt3LwICAtCxY0c0bNgQQUFBvA0DERERVYpqDVfPP/88RKTU8RqNBvPnz8f8+fNLbWNtbY1NmzY9dDlt27bFDz/8UOE6iYiIiMqrxva5IiIiIqqNGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhXV6HBVUFCAOXPmwM3NDSYmJnj66afx3nvvQUSUNiKCoKAgODo6wsTEBD4+PkhKStKbT0ZGBvz8/GBhYQErKyuMHTsW2dnZVb06REREVAfU6HC1cOFCrF69GitWrEBCQgIWLlyIRYsWYfny5UqbRYsWISwsDB9//DFiY2NhZmYGX19f3L17V2nj5+eHM2fOICoqCrt27cLhw4cxfvz46lglIiIiesIZVncBD/PTTz9h0KBB6N+/PwDA1dUVX3zxBY4dOwbg3lGr0NBQzJ49G4MGDQIAbNiwAfb29tixYwdGjBiBhIQEREZG4vjx4/Dy8gIALF++HC+88AL++9//wsnJqdhyc3JykJOTozzPysqq7FUlIiKiJ0SNPnLVtWtXREdH4/z58wCAn3/+GT/++CP69esHAEhJSUFaWhp8fHyUaSwtLdG5c2fExMQAAGJiYmBlZaUEKwDw8fGBVqtFbGxsicsNCQmBpaWl8nB2dq6sVSQiIqInTI0+cvXuu+8iKysLLVu2hIGBAQoKCvDBBx/Az88PAJCWlgYAsLe315vO3t5eGZeWlgY7Ozu98YaGhrC2tlbaPCgwMBDTpk1TnmdlZTFgERERUbnU6HD15ZdfYuPGjdi0aRNat26N+Ph4TJ06FU5OTvD396+05ep0Ouh0ukqbPxERET25anS4mjFjBt59912MGDECAODh4YGLFy8iJCQE/v7+cHBwAABcvXoVjo6OynRXr15Fu3btAAAODg5IT0/Xm29+fj4yMjKU6YmIiIjUUqP7XN25cwdarX6JBgYGKCwsBAC4ubnBwcEB0dHRyvisrCzExsbC29sbAODt7Y3MzEzExcUpbfbv34/CwkJ07ty5CtaCiIiI6pIafeRq4MCB+OCDD9C4cWO0bt0ap06dwtKlSzFmzBgAgEajwdSpU/H++++jWbNmcHNzw5w5c+Dk5ITBgwcDANzd3dG3b1+MGzcOH3/8MfLy8jB58mSMGDGixCsFiYiIiB5HjQ5Xy5cvx5w5czBp0iSkp6fDyckJEyZMQFBQkNJm5syZuH37NsaPH4/MzEw8++yziIyMhLGxsdJm48aNmDx5Mnr37g2tVouhQ4ciLCysOlaJiIiInnA1OlzVr18foaGhCA0NLbWNRqPB/PnzMX/+/FLbWFtbY9OmTZVQIREREZG+Gt3nioiIiKi2YbgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRRUKV7169UJmZmax4VlZWejVq9fj1kRERERUa1UoXB08eBC5ubnFht+9exc//PDDYxdFREREVFs90s/f/PLLL8rfZ8+eRVpamvK8oKAAkZGReOqpp9SrjoiIiKiWeaRw1a5dO2g0Gmg0mhJP/5mYmGD58uWqFUdERERU2zxSuEpJSYGIoEmTJjh27BhsbW2VcUZGRrCzs4OBgYHqRRIRERHVFo8UrlxcXAAAhYWFlVIMERERUW33SOHqfklJSThw4ADS09OLha2goKDHLoyIiIioNqpQuFq7di0mTpyIhg0bwsHBARqNRhmn0WgYroiIiKjOqlC4ev/99/HBBx9g1qxZatdDREREVKtV6D5XN27cwLBhw9SuhYiIiKjWq1C4GjZsGPbu3at2LURERES1XoVOCzZt2hRz5szB0aNH4eHhgXr16umNf/PNN1UpjoiIiKi2qVC4WrNmDczNzXHo0CEcOnRIb5xGo2G4IiIiojqrQuEqJSVF7TqIiIiInggV6nNFRERERCWr0JGrMWPGPHT8unXrKlQMERERUW1XoXB148YNved5eXn49ddfkZmZWeIPOhMRERHVFRUKV9u3by82rLCwEBMnTsTTTz/92EURERER1Vaq9bnSarWYNm0ali1bptYsiYiIiGodVTu0JycnIz8/X81ZEhEREdUqFTotOG3aNL3nIoLU1FR899138Pf3V6UwIiIiotqoQuHq1KlTes+1Wi1sbW2xZMmSMq8kJCIiInqSVShcHThwQO06iIiIiJ4IFQpXRa5du4bExEQAQIsWLWBra6tKUURERES1VYU6tN++fRtjxoyBo6Mjunfvju7du8PJyQljx47FnTt31K6RiIiIqNaoULiaNm0aDh06hG+//RaZmZnIzMzEN998g0OHDmH69Olq10hERERUa1TotODWrVvx9ddf4/nnn1eGvfDCCzAxMcHw4cOxevVqteojIiIiqlUqdOTqzp07sLe3Lzbczs6OpwWJiIioTqtQuPL29sbcuXNx9+5dZdjff/+NefPmwdvbW7XiiIiIiGqbCp0WDA0NRd++fdGoUSN4enoCAH7++WfodDrs3btX1QKJiIiIapMKhSsPDw8kJSVh48aNOHfuHABg5MiR8PPzg4mJiaoFEhEREdUmFQpXISEhsLe3x7hx4/SGr1u3DteuXcOsWbNUKY6IiIiotqlQn6tPPvkELVu2LDa8devW+Pjjjx+7KCIiIqLaqkLhKi0tDY6OjsWG29raIjU19bGLIiIiIqqtKhSunJ2dceTIkWLDjxw5Aicnp8cuioiIiKi2qlC4GjduHKZOnYrw8HBcvHgRFy9exLp16/D2228X64f1uP7880+8+uqrsLGxgYmJCTw8PHDixAllvIggKCgIjo6OMDExgY+PD5KSkvTmkZGRAT8/P1hYWMDKygpjx45Fdna2qnUSERERARXs0D5jxgz89ddfmDRpEnJzcwEAxsbGmDVrFgIDA1Ur7saNG+jWrRt69uyJ77//Hra2tkhKSkKDBg2UNosWLUJYWBjWr18PNzc3zJkzB76+vjh79iyMjY0BAH5+fkhNTUVUVBTy8vIwevRojB8/Hps2bVKtViIiIiKgguFKo9Fg4cKFmDNnDhISEmBiYoJmzZpBp9OpWtzChQvh7OyM8PBwZZibm5vyt4ggNDQUs2fPxqBBgwAAGzZsgL29PXbs2IERI0YgISEBkZGROH78OLy8vAAAy5cvxwsvvID//ve/PI1JREREqqrQacEi5ubm6NSpE9q0aaN6sAKAnTt3wsvLC8OGDYOdnR3at2+PtWvXKuNTUlKQlpYGHx8fZZilpSU6d+6MmJgYAEBMTAysrKyUYAUAPj4+0Gq1iI2NLXG5OTk5yMrK0nsQERERlcdjhavK9vvvv2P16tVo1qwZ9uzZg4kTJ+LNN9/E+vXrAdy7ahFAsd85tLe3V8alpaXBzs5Ob7yhoSGsra2VNg8KCQmBpaWl8nB2dlZ71YiIiOgJVaPDVWFhITp06IAFCxagffv2GD9+PMaNG1fp99IKDAzEzZs3lcfly5crdXlERET05KjR4crR0RGtWrXSG+bu7o5Lly4BABwcHAAAV69e1Wtz9epVZZyDgwPS09P1xufn5yMjI0Np8yCdTgcLCwu9BxEREVF51Ohw1a1bNyQmJuoNO3/+PFxcXADc69zu4OCA6OhoZXxWVhZiY2Ph7e0NAPD29kZmZibi4uKUNvv370dhYSE6d+5cBWtBREREdUmFrhasKm+//Ta6du2KBQsWYPjw4Th27BjWrFmDNWvWALh31eLUqVPx/vvvo1mzZsqtGJycnDB48GAA94509e3bVzmdmJeXh8mTJ2PEiBG8UpCIiIhUV6PDVadOnbB9+3YEBgZi/vz5cHNzQ2hoKPz8/JQ2M2fOxO3btzF+/HhkZmbi2WefRWRkpHKPKwDYuHEjJk+ejN69e0Or1WLo0KEICwurjlUiIiKiJ1yNDlcAMGDAAAwYMKDU8RqNBvPnz8f8+fNLbWNtbc0bhhIREVGVqNF9roiIiIhqG4YrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqahWhasPP/wQGo0GU6dOVYbdvXsXAQEBsLGxgbm5OYYOHYqrV6/qTXfp0iX0798fpqamsLOzw4wZM5Cfn1/F1RMREVFdUGvC1fHjx/HJJ5+gbdu2esPffvttfPvtt/jqq69w6NAhXLlyBUOGDFHGFxQUoH///sjNzcVPP/2E9evXIyIiAkFBQVW9CkRERFQH1IpwlZ2dDT8/P6xduxYNGjRQht+8eROfffYZli5dil69eqFjx44IDw/HTz/9hKNHjwIA9u7di7Nnz+J///sf2rVrh379+uG9997DypUrkZubW12rRERERE+oWhGuAgIC0L9/f/j4+OgNj4uLQ15ent7wli1bonHjxoiJiQEAxMTEwMPDA/b29kobX19fZGVl4cyZMyUuLycnB1lZWXoPIiIiovIwrO4CyrJ582acPHkSx48fLzYuLS0NRkZGsLKy0htub2+PtLQ0pc39wapofNG4koSEhGDevHkqVE9ERER1TY0+cnX58mW89dZb2LhxI4yNjatsuYGBgbh586byuHz5cpUtm4iIiGq3Gh2u4uLikJ6ejg4dOsDQ0BCGhoY4dOgQwsLCYGhoCHt7e+Tm5iIzM1NvuqtXr8LBwQEA4ODgUOzqwaLnRW0epNPpYGFhofcgIiIiKo8aHa569+6N06dPIz4+Xnl4eXnBz89P+btevXqIjo5WpklMTMSlS5fg7e0NAPD29sbp06eRnp6utImKioKFhQVatWpV5etERERET7Ya3eeqfv36aNOmjd4wMzMz2NjYKMPHjh2LadOmwdraGhYWFpgyZQq8vb3RpUsXAECfPn3QqlUrvPbaa1i0aBHS0tIwe/ZsBAQEQKfTVfk6ERER0ZOtRoer8li2bBm0Wi2GDh2KnJwc+Pr6YtWqVcp4AwMD7Nq1CxMnToS3tzfMzMzg7++P+fPnV2PVRERE9KSqdeHq4MGDes+NjY2xcuVKrFy5stRpXFxcsHv37kqujIiIiKiG97kiIiIiqm0YroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVGRY3QUQUc1xab5HdZegisZBp6u7BCKqw3jkioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVGRY3QUQEVH1uDTfo7pLUEXjoNPVXQKRHh65IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiLdiICIiqgN4642qwyNXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUVKPDVUhICDp16oT69evDzs4OgwcPRmJiol6bu3fvIiAgADY2NjA3N8fQoUNx9epVvTaXLl1C//79YWpqCjs7O8yYMQP5+flVuSpERERUR9TocHXo0CEEBATg6NGjiIqKQl5eHvr06YPbt28rbd5++218++23+Oqrr3Do0CFcuXIFQ4YMUcYXFBSgf//+yM3NxU8//YT169cjIiICQUFB1bFKRERE9ISr0bdiiIyM1HseEREBOzs7xMXFoXv37rh58yY+++wzbNq0Cb169QIAhIeHw93dHUePHkWXLl2wd+9enD17Fvv27YO9vT3atWuH9957D7NmzUJwcDCMjIyKLTcnJwc5OTnK86ysrMpdUSIiInpi1OgjVw+6efMmAMDa2hoAEBcXh7y8PPj4+ChtWrZsicaNGyMmJgYAEBMTAw8PD9jb2yttfH19kZWVhTNnzpS4nJCQEFhaWioPZ2fnylolIiIiesLUmnBVWFiIqVOnolu3bmjTpg0AIC0tDUZGRrCystJra29vj7S0NKXN/cGqaHzRuJIEBgbi5s2byuPy5csqrw0RERE9qWr0acH7BQQE4Ndff8WPP/5Y6cvS6XTQ6XSVvhwiIiJ68tSKI1eTJ0/Grl27cODAATRq1EgZ7uDggNzcXGRmZuq1v3r1KhwcHJQ2D149WPS8qA0RERGRWmp0uBIRTJ48Gdu3b8f+/fvh5uamN75jx46oV68eoqOjlWGJiYm4dOkSvL29AQDe3t44ffo00tPTlTZRUVGwsLBAq1atqmZFiIiIqM6o0acFAwICsGnTJnzzzTeoX7++0kfK0tISJiYmsLS0xNixYzFt2jRYW1vDwsICU6ZMgbe3N7p06QIA6NOnD1q1aoXXXnsNixYtQlpaGmbPno2AgACe+iMiIiLV1ehwtXr1agDA888/rzc8PDwco0aNAgAsW7YMWq0WQ4cORU5ODnx9fbFq1SqlrYGBAXbt2oWJEyfC29sbZmZm8Pf3x/z586tqNYiIiKgOqdHhSkTKbGNsbIyVK1di5cqVpbZxcXHB7t271SyNiIiIqEQ1us8VERERUW3DcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiIiIlIRwxURERGRihiuiIiIiFTEcEVERESkIoYrIiIiIhUxXBERERGpiOGKiIiISEUMV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRQxXRERERCpiuCIiIiJSEcMVERERkYoYroiIiIhUxHBFREREpCKGKyIiIiIV1alwtXLlSri6usLY2BidO3fGsWPHqrskIiIiesLUmXC1ZcsWTJs2DXPnzsXJkyfh6ekJX19fpKenV3dpRERE9ASpM+Fq6dKlGDduHEaPHo1WrVrh448/hqmpKdatW1fdpREREdETxLC6C6gKubm5iIuLQ2BgoDJMq9XCx8cHMTExxdrn5OQgJydHeX7z5k0AQFZW1iMttyDn7wpWXHPcqldQ3SWo4lG3XUVwe9cc3N7lw+1dftzeNcejbO+itiJSWeWUqE6Eq+vXr6OgoAD29vZ6w+3t7XHu3Lli7UNCQjBv3rxiw52dnSutxpqqTXUXoJYQy+quoFbg9q5buL3rlrq8vW/dugVLy6p7n9SJcPWoAgMDMW3aNOV5YWEhMjIyYGNjA41GU42VVa2srCw4Ozvj8uXLsLCwqO5yqJJxe9ct3N51S13d3iKCW7duwcnJqUqXWyfCVcOGDWFgYICrV6/qDb969SocHByKtdfpdNDpdHrDrKysKrPEGs3CwqJOfRjrOm7vuoXbu26pi9u7Ko9YFakTHdqNjIzQsWNHREdHK8MKCwsRHR0Nb2/vaqyMiIiInjR14sgVAEybNg3+/v7w8vLCM888g9DQUNy+fRujR4+u7tKIiIjoCVJnwtXLL7+Ma9euISgoCGlpaWjXrh0iIyOLdXKn/6PT6TB37txip0jpycTtXbdwe9ct3N5VSyNVfX0iERER0ROsTvS5IiIiIqoqDFdEREREKmK4IiIiIlIRw1UV0Wg02LFjR3WXUWHPP/88pk6dWinzPnjwIDQaDTIzMytl/gAQERHxRNyr7MKFC9BoNIiPjweg3mvn6uqK0NDQCk9f2e/vB9ebiKgmY7hSwahRo6DRaIo9+vbtW2nLrOqwtm3bNrz33ntVtrwnRdF744033ig2LiAgABqNBqNGjSr3/JydnZGamoo2bZ6YH7KoESpz56GqrFmzBs7OztBqtY8VlEuTmJgIBwcH3Lp1S/V512QajQZvvvkmrKysyh3yu3Tpgq1bt1ZNgQ8YNWoUBg8eXGa71157DQsWLKj8gmqgR9mZjIyMRLt27VBYWPhIy2C4Uknfvn2Rmpqq9/jiiy+qtabc3FzV5mVtbY369eurNr+6xNnZGZs3b8bff//fD7/evXsXmzZtQuPGjR9pXgYGBnBwcICh4ZN/F5X7d1rc3NwA3Aukv/zySzVXVjVHWx9FVlYWJk+ejFmzZuHPP//E+PHjVV9GYGAgpkyZovr3wKPuKKalpWHKlClo0qQJdDodnJ2dMXDgQL2bRD+Okv7xduvWDefPny+2c1Pa+2D27Nl49913H/kfclX5+eefsXv3brz55puqzjc4OBjt2rVTdZ6Po7QzFsePHy/3Z6Rv376oV68eNm7c+EjLZrhSiU6ng4ODg96jQYMGpba/fPkyhg8fDisrK1hbW2PQoEG4cOGCXpt169ahdevW0Ol0cHR0xOTJkwHc+/ADwIsvvgiNRqM8L3pjf/rpp3Bzc4OxsTEA4NKlSxg0aBDMzc1hYWGB4cOH6/0UUNF0n3/+OVxdXWFpaYkRI0bo7aE+uGefk5ODWbNmwdnZGTqdDk2bNsVnn31W6vqWp31cXBy8vLxgamqKrl27IjExUW/8N998gw4dOsDY2BhNmjTBvHnzkJ+fr4zPzMzEhAkTYG9vD2NjY7Rp0wa7du0qsZ5r167By8sLL774InJyckqtWw0dOnSAs7Mztm3bpgzbtm0bGjdujPbt2+u1jYyMxLPPPgsrKyvY2NhgwIABSE5OVsaXZ8/5xx9/xHPPPQcTExM4OzvjzTffxO3bt5Xx6enpGDhwIExMTODm5lbuL43S3o9Frl+/jhdffBGmpqZo1qwZdu7cqTf+119/Rb9+/WBubg57e3u89tpruH79ujK+sLAQixYtQtOmTaHT6fDVV1+hWbNmSE1NxbFjxwDcC5cDBgxAQUEBxowZg5YtW+LSpUvlqr86qLmD8zCXLl1CXl4e+vfvD0dHR5iamlZoPnl5eaXOf9euXY90lLUyXLhwAR07dsT+/fuxePFinD59GpGRkejZsycCAgJKna609SovnU4HOzu7cu/c9OvXD7du3cL333//WMt9mMdZp+XLl2PYsGEwNzdXsaLaw9bW9pE+I6NGjUJYWNijLUTosfn7+8ugQYMe2gaAbN++XUREcnNzxd3dXcaMGSO//PKLnD17Vl555RVp0aKF5OTkiIjIqlWrxNjYWEJDQyUxMVGOHTsmy5YtExGR9PR0ASDh4eGSmpoq6enpIiIyd+5cMTMzk759+8rJkyfl559/loKCAmnXrp08++yzcuLECTl69Kh07NhRevToodQ2d+5cMTc3lyFDhsjp06fl8OHD4uDgIP/+97+VNj169JC33npLeT58+HBxdnaWbdu2SXJysuzbt082b95c6vo/rP2BAwcEgHTu3FkOHjwoZ86ckeeee066du2qTH/48GGxsLCQiIgISU5Olr1794qrq6sEBweLiEhBQYF06dJFWrduLXv37pXk5GT59ttvZffu3SIiEh4eLpaWliIicunSJWnRooX4+/tLfn7+Q7fb4yp6byxdulR69+6tDO/du7csW7ZMBg0aJP7+/srwr7/+WrZu3SpJSUly6tQpGThwoHh4eEhBQYGIiKSkpAgAOXXqlIj832t348YNERH57bffxMzMTJYtWybnz5+XI0eOSPv27WXUqFHKMvr16yeenp4SExMjJ06ckK5du4qJiYny/irJw96PIvfe340aNZJNmzZJUlKSvPnmm2Jubi5//fWXiIjcuHFDbG1tJTAwUBISEuTkyZPyj3/8Q3r27KnMY+bMmdKgQQOJiIiQ3377Tfr27Svt2rXTW+9169YJAHnhhRekffv2kp6eLjNnzpRmzZqJiYmJuLm5yezZsyU3N1eZ79y5c8XT01M2bNggLi4uYmFhIS+//LJkZWUpbR58f+/atUssLCzkf//7X7HXoqiW+x9F27BHjx4SEBAgb731ltjY2Mjzzz8vIiJLliyRNm3aiKmpqTRq1EgmTpwot27dUuZZ9P6MjIyUli1bipmZmfj6+sqVK1eUNgcOHJBOnTqJqampWFpaSteuXeXChQsSHh5erJ6UlBQREdmxY4e0b99edDqduLm5SXBwsOTl5eltt1WrVsnAgQPF1NRU5s6dW+L2X7x4sXh5eekNu379uowYMUKcnJzExMRE2rRpI5s2bdJr4+LiUux95enpqSzHxcVFr24XFxel3apVq6RJkyZSr149ad68uWzYsEH69esnTz31lGRnZwsA+fjjj6V///5iYmIizZo1k59++kmSkpIEgNSrV08aNGggJiYmyvJWr14tlpaWAkA0Go04OTlJZGSkssxOnToVey0ByJQpU8TS0lLv87d27dpS3wciIqNHj5ZXX31Vef7jjz9Kjx49xMTERKysrKRPnz6SkZEhIiLff/+9dOvWTSwtLcXa2lr69+8vv/32mzJt0XI3b94s3bt3F51OJ+Hh4ZKfny9vv/22Mt2MGTPk9ddff+j/o/z8fLG0tJRdu3bpDd+wYYN07NhRzM3Nxd7eXkaOHClXr15Vxt//HVpk+/btUhQjSnofhoeHi4jIxYsX5Z///KeYmZlJ/fr1ZdiwYZKWlqbMp+gz+tlnn4mzs7OYmZnJxIkTJT8/XxYuXCj29vZia2sr77//vt7yH/a5KvpuvP9x//vu/vfljRs3ZPz48WJnZyc6nU5at24t3377rTL+4sWLAkBvm5SF4UoF/v7+YmBgIGZmZnqPDz74QGlzf7j6/PPPpUWLFlJYWKiMz8nJERMTE9mzZ4+IiDg5Ocl//vOfUpd5//yKzJ07V+rVq6eELRGRvXv3ioGBgVy6dEkZdubMGQEgx44dU6YzNTXV+2czY8YM6dy5s/L8/n8+iYmJAkCioqLK9fqU1b7oQ7Bv3z5l2HfffScA5O+//xaRe2FkwYIFetN9/vnn4ujoKCIie/bsEa1WK4mJiSUuo+iL4dy5c+Ls7Cxvvvmm3utfWYrCVXp6uuh0Orlw4YJcuHBBjI2N5dq1a8XC1YOuXbsmAOT06dMiUna4Gjt2rIwfP15vHj/88INotVr5+++/lW1RtO1FRBISEgTAQ8NVed6Ps2fPVp4X/fP7/vvvRUTkvffekz59+uhNc/nyZQEgiYmJkpWVJTqdTtauXVvstbt/vQcNGiQmJibSrVs3yczMVOZ95MgRSUlJkZ07d4q9vb0sXLhQmc+j7jxs3LhR6tevr/fler/8/HzZunWrUntqaqpSS48ePcTc3FxmzJgh586dk3PnzomIyLJly2T//v2SkpIi0dHR0qJFC5k4caIyz/DwcKlXr574+PjI8ePHJS4uTtzd3eWVV14REZG8vDyxtLSUd955R3777Tc5e/asREREyMWLF+XOnTuyb98+ZbumpqZKfn5+mTskRdvNzs5O1q1bJ8nJyXLx4sUS1/mf//ynvPHGG3rD/vjjD1m8eLGcOnVKkpOTJSwsTAwMDCQ2NlZpU1a4Km1Hcdu2bVKvXj1ZuXKlJCYmypIlS0Sr1YpGo1G+BwDIU089JVu2bJHExEQZPHiwuLq6Sq9evQSA2NjYSJMmTaR79+5y8eJFOXz4sJibm4u/v7/s3r1b+U4wNDSUixcvSkFBgbi7u4tOp5NJkybJtm3bpE2bNiWGq7CwMNFqtTJs2DABIN98840EBgYq7wORe0GuKCyeOnVKdDqdTJw4UeLj4+XXX3+V5cuXy7Vr10Sk/DtVrq6usnXrVvn999/lypUrsnDhQmnQoIFs3bpVzp49K2PHjpX69es/NFydPHlSAOiFGxGRzz77THbv3i3JyckSExMj3t7e0q9fP7336MPC1Z07d2T69OnSunVrSU1NldTUVLlz584j7eC/9NJLcubMGdm5c6cYGRmJr6+vTJkyRc6dO6fsWB09elSZ7mGfq5ycHAkNDRULCwulnqLgdf/7sqwd8yL29vZKWCwPhisV+Pv7i4+PjyQlJek9ivbaRfTD0DvvvFNiGNNoNLJq1Sq5evWqAJD9+/eXuszSwlXTpk31hn300Ufi6upabHorKytZv369Ml2rVq30xi9dulTc3NyU5/f/89myZYsYGBjoHR14mLLaFwWE+0Nh0RdA0Zd9w4YNxdjYWO/1MjY2FgBy+/ZtWbhwoTRu3LjUGsLDw8XIyEhsbW31jlBUtvsDwpAhQyQ4OFjmzp0rQ4cOFREpFq7Onz8vI0aMEDc3N6lfv76YmZkJAPnuu+9EpOxw5eXlJUZGRnqvk6mpqQCQs2fPyo4dO8TQ0FD50i5iZWVVargq7/vxyy+/1BtmYWGhvMdeeuklqVevXrH3PADZvXu3xMbGCgD5/fff9V67os9J0TpotVrx8PCQO3fulFrL4sWLpWPHjsrzR9l5WLFihVhaWsrBgwdLnb9I8df9/vm0b9/+odOKiHz11VdiY2OjPC/a679/z3jlypVib28vIiJ//fWXACi1rlOnTukdsRIpe4dE5N52mzp1apn1enp6yvz588ts179/f5k+fbryvKxwVVTDg99lXbt2lXHjxukN6927twCQbdu2KdPdH+hjYmIEgHz22WfKen3xxRdibGysTF/S62FoaCjLly+XPXv2iKGhoTz11FNKzd9//32J4apt27bi5+dX6vtAROSbb74RrVYrBQUFMnLkSOnWrVuZr1+R0naqQkND9do5OjrKokWLlOd5eXnSqFGjh4ar7du3i4GBQZk7l8ePHxcASiApK1yJ/N8RqPtVdAff19dXXF1d9b6rWrRoISEhIaXWXNLn6sGaRfTfl2XtmBdp37693o5JWZ78XrFVxMzMDE2bNi1X2+zsbHTs2LHEvi62trbQaiveFc7MzKxC09WrV0/vuUajKbUzpomJySPNu7zt769Bo9EAgFJDdnY25s2bhyFDhhSbztjYuFzL0Ol08PHxwa5duzBjxgw89dRT5apLLWPGjFH6Ka1cubLENgMHDoSLiwvWrl0LJycnFBYWok2bNuXuu5OdnY0JEyaU2FG1cePGOH/+/CPXXZHtB+i/h7KzszFw4EAsXLiw2HSOjo74/fffS5xnz549sXr1avzxxx/o2bMnmjZtitOnT2PHjh0YOXIkAGDLli0ICwtDcnIysrOzkZ+fDwsLC735uLq66nXEdnR0RHp6ul6br7/+Gunp6Thy5Ag6depUrnUuSceOHYsN27dvH0JCQnDu3DlkZWUhPz8fd+/exZ07d5S+H6ampnj66adLrNHa2hqjRo2Cr68v/vGPf8DHxwfDhw+Ho6NjqXX8/PPPOHLkCD744ANlWEFBQbHlenl5lblOf//9t9KH8/55LViwAF9++SX+/PNP5ObmIicnp8L9ve6XkJBQrMOxh4dHsU7rbdu2Vf4u+p1YDw8PAPfWy97eHnfv3kVWVpbyesydOxf5+fmQ+375LTk5GQUFBXB2dtb73vP29i6xvsTExDKvLjUxMUFhYSFycnIQHx+PYcOGldo2KSkJQUFBiI2NxfXr15UaLl26pHdl8P3b6ubNm0hNTUXnzp2VYYaGhvDy8tJbtwf9/fff0Ol0yndskbi4OAQHB+Pnn3/GjRs39Gpo1arVQ9f1YRISEuDs7AxnZ2dlWKtWrWBlZYWEhATls/bgZ9Te3h4GBgZ6/w/t7e31Prfl+VyVJT4+Ho0aNULz5s0f2s7ExAR37twp1zwBdmivFh06dEBSUhLs7OzQtGlTvYelpSXq168PV1fXh179Uq9ePRQUFJS5LHd3d1y+fBmXL19Whp09exaZmZkV/sB4eHigsLAQhw4dqpT2JenQoQMSExOLvV5NmzaFVqtF27Zt8ccffzw0PGi1Wnz++efo2LEjevbsiStXrlS4noro27cvcnNzkZeXB19f32Lj//rrLyQmJmL27Nno3bs33N3dcePGjUdaRocOHXD27NkSXycjIyO0bNkS+fn5iIuLU6ZJTEx86FVv5Xk/lqeuM2fOwNXVtVhdZmZmaNasGUxMTIoto2inpeiijU2bNsHIyAj+/v44dOgQYmJi4OfnhxdeeAG7du3CqVOn8J///KdYGC3PzkP79u1ha2uLdevWPfSfU1ke3MG5cOECBgwYgLZt22Lr1q2Ii4tTwvX9dZZU4/11hIeHIyYmBl27dsWWLVvQvHlzHD16tNQ6inZI4uPjlcfp06eRlJSkF5TKs0PWsGHDYu/FxYsX46OPPsKsWbNw4MABxMfHw9fXV2+dtFptsdeyoh2xbW1tAQDnzp1ThpW0Q1Y0zMzMTG8nLTs7G56ennBwcMCKFSuwa9cu7Nu3Dy1btnzkq/rK8+PHGRkZMDMzg4mJSZk7KAMHDkRGRgbWrl2L2NhYxMbGAih+QURFd57v17BhQ9y5c0dv3rdv34avry8sLCywceNGHD9+HNu3b9erQc1tWZKS3v8P+9yW93NVlvLuPGZkZCjvwfJguFJJTk4O0tLS9B73Xwl1Pz8/PzRs2BCDBg3CDz/8gJSUFBw8eBBvvvkm/vjjDwD3ruBbsmQJwsLCkJSUhJMnT2L58uXKPIr+2aWlpT30H7CPjw88PDzg5+eHkydP4tixY3j99dfRo0ePcu2xlsTV1RX+/v4YM2YMduzYodT/5ZdfqtK+JEFBQdiwYQPmzZuHM2fOICEhAZs3b8bs2bMBAD169ED37t0xdOhQREVFISUlBd9//z0iIyP15mNgYICNGzfC09MTvXr1QlpaWoVeg4owMDBAQkICzp49CwMDg2LjGzRoABsbG6xZswa//fYb9u/fj2nTpj3SMmbNmoWffvoJkydPRnx8PJKSkvDNN98oR8xatGiBvn37YsKECYiNjUVcXBz+9a9/lfkFU9b7sSwBAQHIyMjAyJEjcfz4cSQnJ2PPnj0YPXo0CgoKYGxsjFmzZmHmzJnYsGEDkpOTce3aNVy8eFFvPhqNBjqdDt26dcOAAQOwceNGuLi44D//+Q+8vLzQrFmzYtOU19NPP40DBw7gm2++wZQpUx7a1sjICADKtYMTFxeHwsJCLFmyBF26dEHz5s0rHOzbt2+PwMBA/PTTT2jTpg02bdpUatuydkgedblnz57VG3bkyBEMGjQIr776Kjw9PdGkSZNiOze2trZITU1VnmdlZSElJUWvTUk7iu7u7jhy5IjesPj4eNja2mLlypV6V7/eP++HKXo9xo0bh0mTJqF///7o3LkzUlNTodFolB1RrVar1FNaeG3WrBmio6Mf+j749ddflauB27ZtW+rOSUV3qiwtLeHo6KgEMQDFdpxKUnSrhPu357lz5/DXX3/hww8/xHPPPYeWLVsWO7Jra2uLW7du6b32D161bGRkVOK2VHsHHyjf56qkeh5Unh3zu3fvIjk5udjV3Q/DcKWSyMhIODo66j2effbZEtuampri8OHDaNy4MYYMGQJ3d3eMHTsWd+/eVU5n+Pv7IzQ0FKtWrULr1q0xYMAAJCUlKfNYsmQJoqKi4Ozs/NANrtFo8M0336BBgwbo3r07fHx80KRJE2zZsuWx1nf16tV46aWXMGnSJLRs2RLjxo0r8Quvou0f5Ovri127dmHv3r3o1KkTunTpgmXLlsHFxUVps3XrVnTq1AkjR45Eq1atMHPmzBI/WIaGhvjiiy/QunVr9OrVq9iXSGWysLAodsqqiFarxebNmxEXF4c2bdrg7bffxuLFix9p/m3btsWhQ4dw/vx5PPfcc2jfvj2CgoLg5OSktAkPD4eTkxN69OiBIUOGYPz48bCzs3vofMt6P5bFyckJR44cQUFBAfr06QMPDw9MnToVVlZWyj/6OXPmYPr06QgKCoK7uzsOHTqEO3fuIC0tDdeuXQMALFy4ENnZ2Zg7dy7mzZuHdevW4eLFi9i8eTOSk5MRFham7HFXRPPmzXHgwAFs3br1oad9XFxcoNFosGvXLly7dg3Z2dmltm3atCny8vKwfPly/P777/j888/x8ccfP1JdKSkpCAwMRExMDC5evIi9e/ciKSkJ7u7upU5T1g7Jo/D19UVMTIze56lZs2aIiorCTz/9hISEBEyYMEHvFi8A0KtXL3z++ef44YcfcPr0afj7+xfbsShpR3HGjBmIiIjA6tWrkZSUhKVLl2Lbtm0IDQ1FQUEBnnnmGQDAlStXkJCQgLCwsBK7DDz4ety8eROrVq3C1q1bsX37dvTo0UO5/5yPjw+aN2+Omzdv4ttvv8W2bdswa9asEuf1xhtv4IsvvsBXX30FjUaD1atXY86cOXrvgx9++AF9+vQBcO8eYcePH8ekSZPwyy+/4Ny5c1i9ejWuX7/+WDtVb731Fj788EPs2LED586dw6RJk8q895qtrS06dOiAH3/8URnWuHFjGBkZKe/RnTt3FrtpdOfOnWFqaop///vfSE5OxqZNmxAREaHXxtXVFSkpKYiPj8f169eRk5NTKTv4QPk+V66ursjOzkZ0dDSuX79e4mm98uyYHz16FDqdrtTTxCUqd+8sIqIq5O/vr3cZdf369aVTp07y9ddf67WbMWOG2NjYiLm5ubz88suybNkyvU6sJXWyXbZsmd5l/w/eiuHs2bNiZ2cn06ZNK7W++fPni4ODg2g0Gr1bMZR0wcTSpUvF0dFRTExMxNfXVzZs2KDXEbqszsJpaWkyePBgcXR0FCMjI3FxcZGgoCCls29JHdpFRCIjI5VbbVhYWMgzzzwja9asUcajhM7kJcnLyyt224K//vpLBg0aJObm5mJnZyezZ88udhuAmzdvyssvvywWFhbi7OwsERERxTq079y5U5o2bSqGhoZl3opBROTKlSsSEBAgAJQO6P/85z/liy++UC72KFqvBzucR0REiIWFhXIrBhcXF2nevLneldCenp6i0WhEo9E89FYMW7dulXbt2omBgYHStuh98Mcff0i9evXk8uXLyvocPHhQunbtKjqdTqysrMTX11epKyoqSrlSsW3btnLw4EG9bfPghSz3b5e33npLLCwsxMrKSqZNm1bmrRiKXtsuXbroDdu0aZO4urqKTqcTb29v2blzZ7Flbt++XZo2bSomJiYyYMAAWbNmjV6H9rt378rQoUPFysqqQrdiuF9Jtzh68PNV1udKROSNN94QGxubh96K4a+//pLRo0eLjY2NGBsbS5s2bfRuVTF+/HiZMGHCQ1/TB2lEHqNzARER1QkrV67Ezp07sWfPnuoupcabNWsWbty4gTVr1lR3KSX6+++/0aJFC2zZsuXRjsbUQdevX0eLFi1w4sQJ5ZciyoNXCxIRUZkmTJiAzMxM3Lp1iz+FVQY7O7tH7i9ZlUxMTLBhw4ZS+wXT/7lw4QJWrVr1SMEKAHjkioiIiEhF7NBOREREpCKGKyIiIiIVMVwRERERqYjhioiIiEhFDFdEREREKmK4IiKqRq6urggNDVV9vqNGjcLgwYNVny8RlY3hiojKZdSoUdBoNNBoNDAyMkLTpk0xf/585OfnV3dpjyUiIgJWVlbFhj///PPQaDT48MMPi43r378/NBoNgoODH3s5RPTkYbgionLr27cvUlNTkZSUhOnTpyM4OPiRf/+wNnF2di72+2l//vknoqOj4ejoWD1FEVGNx3BFROWm0+ng4OAAFxcXTJw4ET4+Pti5cyeWLl0KDw8PmJmZwdnZGZMmTVJ+xPb27duwsLDA119/rTevHTt2wMzMDLdu3cKFCxeg0Wjw5Zdf4rnnnoOJiQk6deqE8+fP4/jx4/Dy8oK5uTn69eun/IhzkU8//RTu7u4wNjZGy5YtsWrVKmVc0Xy3bduGnj17wtTUFJ6enoiJiQEAHDx4EKNHj8bNmzeVo3L3H40aMGAArl+/jiNHjijD1q9fjz59+hT7seucnBy88847eOqpp2BmZobOnTvj4MGD5VrOnTt3MGbMGNSvXx+NGzcu9rMpp0+fRq9evWBiYgIbGxuMHz9e70eCCwoKMG3aNFhZWcHGxgYzZ84E7w9NVH0YroiowkxMTJCbmwutVouwsDCcOXMG69evx/79+zFz5kwAgJmZGUaMGIHw8HC9acPDw/HSSy/p/ZTK3LlzMXv2bJw8eRKGhoZ45ZVXMHPmTHz00Uf44Ycf8NtvvyEoKEhpv3HjRgQFBeGDDz5AQkICFixYgDlz5mD9+vV6y/rPf/6Dd955B/Hx8WjevDlGjhyJ/Px8dO3aFaGhobCwsEBqaipSU1PxzjvvKNMZGRnBz89Pr/aIiAiMGTOm2GsxefJkxMTEYPPmzfjll18wbNgw9O3bF0lJSWUuZ8mSJfDy8sKpU6cwadIkTJw4EYmJiQDuhVNfX180aNAAx48fx1dffYV9+/Zh8uTJetNHRERg3bp1+PHHH5GRkYHt27c/0rYkIhU90s88E1Gddf+v1BcWFkpUVJTodDp55513irX96quvxMbGRnkeGxsrBgYGcuXKFRERuXr1qhgaGsrBgwdFRCQlJUUAyKeffqpM88UXXwgAiY6OVoaFhIRIixYtlOdPP/20bNq0SW/Z7733nnh7e5c63zNnzggASUhIEBGR8PBwsbS0LLYOPXr0kLfeekvi4+Olfv36kp2dLYcOHRI7OzvJy8sTT09PmTt3roiIXLx4UQwMDOTPP//Um0fv3r0lMDDwoctxcXGRV199VXleWFgodnZ2snr1ahERWbNmjTRo0ECys7OVNt99951otVpJS0sTERFHR0dZtGiRMj4vL08aNWqkbC8iqlr84WYiKrddu3bB3NwceXl5KCwsxCuvvILg4GDs27cPISEhOHfuHLKyspCfn4+7d+/izp07MDU1xTPPPIPWrVtj/fr1ePfdd/G///0PLi4u6N69u97827Ztq/xtb28PAPDw8NAblp6eDuDeEZ3k5GSMHTsW48aNU9rk5+fD0tKy1PkW9ZVKT09Hy5Yty1xnT09PNGvWDF9//TUOHDiA1157DYaG+l+dp0+fRkFBAZo3b643PCcnBzY2NmUu4/76NBoNHBwclPVMSEiAp6cnzMzMlDbdunVDYWEhEhMTYWxsjNTUVHTu3FkZb2hoCC8vL54aJKomDFdEVG49e/bE6tWrYWRkBCcnJxgaGuLChQsYMGAAJk6ciA8++ADW1tb48ccfMXbsWOTm5sLU1BQA8K9//QsrV67Eu+++i/DwcIwePRoajUZv/vXq1VP+Lhr34LDCwkIAUPocrV27Vi9YAICBgUGZ8y2aT3mMGTMGK1euxNmzZ3Hs2LFi47Ozs2FgYIC4uLhiyzY3Ny9z/vfXV1Tjo9RHRDUL+1wRUbmZmZmhadOmaNy4sXL0Ji4uDoWFhViyZAm6dOmC5s2b48qVK8WmffXVV3Hx4kWEhYXh7Nmz8Pf3f6xa7O3t4eTkhN9//x1NmzbVe7i5uZV7PkZGRigoKHhom1deeQWnT59GmzZt0KpVq2Lj27dvj4KCAqSnpxerxcHBodzLKYm7uzt+/vln3L59Wxl25MgRaLVatGjRApaWlnB0dERsbKwyPj8/H3FxcY+8LCJSB8MVET2Wpk2bIi8vD8uXL8fvv/+Ozz//HB9//HGxdg0aNMCQIUMwY8YM9OnTB40aNXrsZc+bNw8hISEICwvD+fPncfr0aYSHh2Pp0qXlnoerqyuys7MRHR2N69ev486dOyXWnpqaiujo6BLn0bx5c/j5+eH111/Htm3bkJKSgmPHjiEkJATfffdduZdTEj8/PxgbG8Pf3x+//vorDhw4gClTpuC1115TTp2+9dZb+PDDD7Fjxw6cO3cOkyZNQmZmZrlfAyJSF8MVET0WT09PLF26FAsXLkSbNm2wceNGhISElNi26FRhSVfbVcS//vUvfPrppwgPD4eHhwd69OiBiIiIRzpy1bVrV7zxxht4+eWXYWtri0WLFpXYzsrKSq/f04PCw8Px+uuvY/r06WjRogUGDx6M48ePo3Hjxo+0nAeZmppiz549yMjIQKdOnfDSSy+hd+/eWLFihdJm+vTpeO211+Dv7w9vb2/Ur18fL774YrlfAyJSl0bY45GIqsjnn3+Ot99+G1euXIGRkVF1l0NEVCnYoZ2IKt2dO3eQmpqKDz/8EBMmTGCwIqInGk8LElGlW7RoEVq2bAkHBwcEBgZWdzlERJWKpwWJiIiIVMQjV0REREQqYrgiIiIiUhHDFREREZGKGK6IiIiIVMRwRURERKQihisiIiIiFTFcEREREamI4YqIiIhIRf8PejcxhxopSFUAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "for i, predictor in enumerate(telco_data.drop(columns=['Churn', 'TotalCharges', 'MonthlyCharges'])):\n",
        "    plt.figure(i)\n",
        "    sns.countplot(data=telco_data, x=predictor, hue='Churn')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "ef3b7da7e8098c932689dea77fd8cbde162b52cb",
        "id": "5tdPrdiwAQXJ"
      },
      "source": [
        "**2.** Convert the target variable 'Churn'  in a binary numeric variable i.e. Yes=1 ; No = 0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "_uuid": "a7ef7e130a32d73e886f0b4fa17d3f924fb5830a",
        "id": "fRlDwfZEAQXL"
      },
      "outputs": [],
      "source": [
        "telco_data['Churn'] = np.where(telco_data.Churn == 'Yes',1,0)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "_uuid": "44d677eed9647fde82fa5eb2479918c9c9713362",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "_lywy_PZAQXL",
        "outputId": "69a52ddb-02e2-4cea-f32f-affda08bed20"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Index: 7032 entries, 0 to 7042\n",
            "Data columns (total 20 columns):\n",
            " #   Column            Non-Null Count  Dtype   \n",
            "---  ------            --------------  -----   \n",
            " 0   gender            7032 non-null   object  \n",
            " 1   SeniorCitizen     7032 non-null   int64   \n",
            " 2   Partner           7032 non-null   object  \n",
            " 3   Dependents        7032 non-null   object  \n",
            " 4   PhoneService      7032 non-null   object  \n",
            " 5   MultipleLines     7032 non-null   object  \n",
            " 6   InternetService   7032 non-null   object  \n",
            " 7   OnlineSecurity    7032 non-null   object  \n",
            " 8   OnlineBackup      7032 non-null   object  \n",
            " 9   DeviceProtection  7032 non-null   object  \n",
            " 10  TechSupport       7032 non-null   object  \n",
            " 11  StreamingTV       7032 non-null   object  \n",
            " 12  StreamingMovies   7032 non-null   object  \n",
            " 13  Contract          7032 non-null   object  \n",
            " 14  PaperlessBilling  7032 non-null   object  \n",
            " 15  PaymentMethod     7032 non-null   object  \n",
            " 16  MonthlyCharges    7032 non-null   float64 \n",
            " 17  TotalCharges      7032 non-null   float64 \n",
            " 18  Churn             7032 non-null   int32   \n",
            " 19  tenure_group      7032 non-null   category\n",
            "dtypes: category(1), float64(2), int32(1), int64(1), object(15)\n",
            "memory usage: 1.1+ MB\n"
          ]
        }
      ],
      "source": [
        "telco_data.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "a5573e75c6d2e700b1ca0f85f7b9b275094126da",
        "id": "7JCKVVcxAQXL"
      },
      "source": [
        "**3.** Convert all the categorical variables into label variables"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>OnlineBackup</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>tenure_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.50</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   gender  SeniorCitizen  Partner  Dependents  PhoneService  MultipleLines  \\\n",
              "0       0              0        1           0             0              1   \n",
              "1       1              0        0           0             1              0   \n",
              "2       1              0        0           0             1              0   \n",
              "3       1              0        0           0             0              1   \n",
              "4       0              0        0           0             1              0   \n",
              "\n",
              "   InternetService  OnlineSecurity  OnlineBackup  DeviceProtection  \\\n",
              "0                0               0             2                 0   \n",
              "1                0               2             0                 2   \n",
              "2                0               2             2                 0   \n",
              "3                0               2             0                 2   \n",
              "4                1               0             0                 0   \n",
              "\n",
              "   TechSupport  StreamingTV  StreamingMovies  Contract  PaperlessBilling  \\\n",
              "0            0            0                0         0                 1   \n",
              "1            0            0                0         1                 0   \n",
              "2            0            0                0         0                 1   \n",
              "3            2            0                0         1                 0   \n",
              "4            0            0                0         0                 1   \n",
              "\n",
              "   PaymentMethod  MonthlyCharges  TotalCharges  Churn  tenure_group  \n",
              "0              2           29.85         29.85      0             1  \n",
              "1              3           56.95       1889.50      0             2  \n",
              "2              3           53.85        108.15      1             1  \n",
              "3              0           42.30       1840.75      0             3  \n",
              "4              2           70.70        151.65      1             1  "
            ]
          },
          "execution_count": 35,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from sklearn import preprocessing\n",
        "label_encoder = preprocessing.LabelEncoder() \n",
        "test_lab = telco_data.copy()\n",
        "extra = []\n",
        "extra =  pd.DataFrame(test_lab['tenure_group'])\n",
        "extra['tenure_group']  =  label_encoder.fit_transform(extra['tenure_group'])\n",
        "\n",
        "test_lab = test_lab.drop('tenure_group',axis =1)\n",
        "for column in test_lab.columns:\n",
        "    if test_lab[column].dtype == 'object':\n",
        "        test_lab[column] = label_encoder.fit_transform(test_lab[column])\n",
        "\n",
        "test_lab = pd.concat([test_lab,extra],axis=1)\n",
        "test_lab.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "_uuid": "b0aee7309706a4c00a0c07fc831329495da630ce",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 290
        },
        "id": "o6KfFkQJAQXL",
        "outputId": "19e97dda-0634-4de1-c511-d8fa0b3f76bf",
        "scrolled": true
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>gender_Female</th>\n",
              "      <th>gender_Male</th>\n",
              "      <th>Partner_No</th>\n",
              "      <th>Partner_Yes</th>\n",
              "      <th>Dependents_No</th>\n",
              "      <th>Dependents_Yes</th>\n",
              "      <th>...</th>\n",
              "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
              "      <th>PaymentMethod_Credit card (automatic)</th>\n",
              "      <th>PaymentMethod_Electronic check</th>\n",
              "      <th>PaymentMethod_Mailed check</th>\n",
              "      <th>tenure_group_1_12</th>\n",
              "      <th>tenure_group_13_24</th>\n",
              "      <th>tenure_group_25_36</th>\n",
              "      <th>tenure_group_37_48</th>\n",
              "      <th>tenure_group_49_60</th>\n",
              "      <th>tenure_group_61_72</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.50</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 51 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   SeniorCitizen  MonthlyCharges  TotalCharges  Churn  gender_Female  \\\n",
              "0              0           29.85         29.85      0           True   \n",
              "1              0           56.95       1889.50      0          False   \n",
              "2              0           53.85        108.15      1          False   \n",
              "3              0           42.30       1840.75      0          False   \n",
              "4              0           70.70        151.65      1           True   \n",
              "\n",
              "   gender_Male  Partner_No  Partner_Yes  Dependents_No  Dependents_Yes  ...  \\\n",
              "0        False       False         True           True           False  ...   \n",
              "1         True        True        False           True           False  ...   \n",
              "2         True        True        False           True           False  ...   \n",
              "3         True        True        False           True           False  ...   \n",
              "4        False        True        False           True           False  ...   \n",
              "\n",
              "   PaymentMethod_Bank transfer (automatic)  \\\n",
              "0                                    False   \n",
              "1                                    False   \n",
              "2                                    False   \n",
              "3                                     True   \n",
              "4                                    False   \n",
              "\n",
              "   PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
              "0                                  False                            True   \n",
              "1                                  False                           False   \n",
              "2                                  False                           False   \n",
              "3                                  False                           False   \n",
              "4                                  False                            True   \n",
              "\n",
              "   PaymentMethod_Mailed check  tenure_group_1_12  tenure_group_13_24  \\\n",
              "0                       False               True               False   \n",
              "1                        True              False               False   \n",
              "2                        True               True               False   \n",
              "3                       False              False               False   \n",
              "4                       False               True               False   \n",
              "\n",
              "   tenure_group_25_36  tenure_group_37_48  tenure_group_49_60  \\\n",
              "0               False               False               False   \n",
              "1                True               False               False   \n",
              "2               False               False               False   \n",
              "3               False                True               False   \n",
              "4               False               False               False   \n",
              "\n",
              "   tenure_group_61_72  \n",
              "0               False  \n",
              "1               False  \n",
              "2               False  \n",
              "3               False  \n",
              "4               False  \n",
              "\n",
              "[5 rows x 51 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "telco_data_dummies = pd.get_dummies(telco_data)\n",
        "telco_data_dummies.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "bde233534639a29066109e9061737460134e1c08",
        "id": "71mOe7g-AQXM"
      },
      "source": [
        "**4.** Relationship between Monthly Charges and Total Charges"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "_uuid": "1780f7d5cd6125ca347e6023b1d1e871fe36fde0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 524
        },
        "id": "qGwtxsKyAQXM",
        "outputId": "4bc938d6-b543-4592-c3f8-6701bbaf34eb"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x1f0dcc56e40>"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "sns.lmplot(data=test_lab, x='MonthlyCharges', y='TotalCharges', fit_reg=False,)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "9f5f9a41d7fc4eef9b8f9b04afbc3aceb3b41853",
        "id": "wNmZw_Q1AQXM"
      },
      "source": [
        "Total Charges increase as Monthly Charges increase - as expected."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "0b1896f1313b88e3e8b65c97aec56d2b96e87e21",
        "id": "v56QSg89AQXM"
      },
      "source": [
        "**5.** Churn by Monthly Charges and Total Charges"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "_uuid": "3579147afd1d8bad3dd8ffcbdf4cbba5f5f5876d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 704
        },
        "id": "WbyN8PaDAQXM",
        "outputId": "6959054d-8f79-4ed1-cf19-1192c0b96759"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_16984\\2777923844.py:1: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  Mth = sns.kdeplot(test_lab.MonthlyCharges[(test_lab[\"Churn\"] == 0) ],\n",
            "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_16984\\2777923844.py:3: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  Mth = sns.kdeplot(test_lab.MonthlyCharges[(test_lab[\"Churn\"] == 1) ],\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Monthly charges by churn')"
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "Mth = sns.kdeplot(test_lab.MonthlyCharges[(test_lab[\"Churn\"] == 0) ],\n",
        "                color=\"Red\", shade = True)\n",
        "Mth = sns.kdeplot(test_lab.MonthlyCharges[(test_lab[\"Churn\"] == 1) ],\n",
        "                ax =Mth, color=\"Blue\", shade= True)\n",
        "Mth.legend([\"No Churn\",\"Churn\"],loc='upper right')\n",
        "Mth.set_ylabel('Density')\n",
        "Mth.set_xlabel('Monthly Charges')\n",
        "Mth.set_title('Monthly charges by churn')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "758d5e017471d335a3947ea72b47980f93edda93",
        "id": "G6we28erAQXM"
      },
      "source": [
        "**Insight:** Churn is high when Monthly Charges ar high"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "_uuid": "0ff1683e472c29da849a00083cd2f45acdbb14b9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 704
        },
        "id": "K-QK6S9aAQXM",
        "outputId": "8ae2cedf-9852-42fa-ed22-f21249923bec"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_16984\\868699247.py:1: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  Tot = sns.kdeplot(test_lab.TotalCharges[(test_lab[\"Churn\"] == 0) ],\n",
            "C:\\Users\\Admin\\AppData\\Local\\Temp\\ipykernel_16984\\868699247.py:3: FutureWarning: \n",
            "\n",
            "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
            "This will become an error in seaborn v0.14.0; please update your code.\n",
            "\n",
            "  Tot = sns.kdeplot(test_lab.TotalCharges[(test_lab[\"Churn\"] == 1) ],\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Total charges by churn')"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "Tot = sns.kdeplot(test_lab.TotalCharges[(test_lab[\"Churn\"] == 0) ],\n",
        "                color=\"Red\", shade = True)\n",
        "Tot = sns.kdeplot(test_lab.TotalCharges[(test_lab[\"Churn\"] == 1) ],\n",
        "                ax =Tot, color=\"Blue\", shade= True)\n",
        "Tot.legend([\"No Churn\",\"Churn\"],loc='upper right')\n",
        "Tot.set_ylabel('Density')\n",
        "Tot.set_xlabel('Total Charges')\n",
        "Tot.set_title('Total charges by churn')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "52abae69d9243dce608dfa63a0ebe12de83e7eff",
        "id": "VcZjAvIJAQXM"
      },
      "source": [
        "**Surprising insight** as higher Churn at lower Total Charges"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "_uuid": "ddd26520d541b1a3d17848e73d4cd6b3fbdc32d5",
        "id": "L-ezEQc3AQXM"
      },
      "source": [
        "**6. Build a corelation of all predictors with 'Churn'**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "execution_count": 29,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABk0AAAOxCAYAAABYBOAMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdebRd4/0/8PfNnMhkSgghxoqqudJQ30aFID9TFcXXEEGr5pgSSsxCUUNp1EyrdFC00RiC1tQqmqh5jIRIjElISEie3x9W7jdXQtG77yF5vdY6a+Xsc/b5PPvknj2997OfulJKCQAAAAAAwEKuWa0bAAAAAAAA8GUgNAEAAAAAAIjQBAAAAAAAIInQBAAAAAAAIInQBAAAAAAAIInQBAAAAAAAIInQBAAAAAAAIEnSotYNaGyzZ8/OhAkT0qFDh9TV1dW6OQAAAAAAQA2VUvLOO++kW7duadbs0/uSLHChyYQJE9K9e/daNwMAAAAAAPgSGT9+fJZddtlPfc8CF5p06NAhyUcL37Fjxxq3BgAAAAAAqKWpU6eme/fu9fnBp1ngQpM5t+Tq2LGj0AQAAAAAAEiSzzSkh4HgAQAAAAAAIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIUnFo8re//S1bb711unXrlrq6utx4443/cZ6777476667blq3bp2VV145V155ZZVNBAAAAAAASFJxaDJt2rSstdZaufDCCz/T+1988cX0798/m2yySUaPHp1DDz00++yzT2699dYqmwkAAAAAAJAWVX74lltumS233PIzv3/48OFZYYUVcvbZZydJevbsmXvvvTc/+9nP0q9fv6qaCQAAAAAA8OUa0+SBBx5I3759G0zr169fHnjggU+cZ8aMGZk6dWqDBwAAAAAAwOdVaU+Tz2vixInp2rVrg2ldu3bN1KlT895776Vt27bzzHP66afnxBNP/Fx1egwe8YXbOHZY/y88LwAAAAAA8OX1pepp8kUMGTIkU6ZMqX+MHz++1k0CAAAAAAC+gr5UPU2WWmqpTJo0qcG0SZMmpWPHjvPtZZIkrVu3TuvWrZuieQAAAAAAwALsS9XTpHfv3hk1alSDabfffnt69+5doxYBAAAAAAALi0pDk3fffTejR4/O6NGjkyQvvvhiRo8enXHjxiX56NZae+yxR/37f/SjH+WFF17IUUcdlaeeeioXXXRRfvvb3+awww6rspkAAAAAAADVhiYPPfRQ1llnnayzzjpJkkGDBmWdddbJ8ccfnyR59dVX6wOUJFlhhRUyYsSI3H777VlrrbVy9tln59JLL02/fv2qbCYAAAAAAEDqSiml1o1oTFOnTk2nTp0yZcqUdOzYcb7v6TF4xBf+/LHD+n/heQEAAAAAgKb1WXKDOb5UY5oAAAAAAADUitAEAAAAAAAgQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkQhMAAAAAAIAkTRCaXHjhhenRo0fatGmTXr165cEHH/zU95977rn52te+lrZt26Z79+457LDD8v7771fdTAAAAAAAYCFXaWhy/fXXZ9CgQRk6dGgeeeSRrLXWWunXr19ee+21+b7/2muvzeDBgzN06NA8+eSTueyyy3L99dfnmGOOqbKZAAAAAAAA1YYm55xzTvbdd98MGDAgq6++eoYPH5527drl8ssvn+/777///my00UbZdddd06NHj2y++ebZZZddPrV3yowZMzJ16tQGDwAAAAAAgM+rstBk5syZefjhh9O3b9//K9asWfr27ZsHHnhgvvNsuOGGefjhh+tDkhdeeCG33HJLttpqq0+sc/rpp6dTp071j+7duzfuggAAAAAAAAuFFlV98BtvvJFZs2ala9euDaZ37do1Tz311Hzn2XXXXfPGG2/k29/+dkop+fDDD/OjH/3oU2/PNWTIkAwaNKj++dSpUwUnAAAAAADA51b5QPCfx913353TTjstF110UR555JHccMMNGTFiRE4++eRPnKd169bp2LFjgwcAAAAAAMDnVVlPkyWWWCLNmzfPpEmTGkyfNGlSllpqqfnOc9xxx2X33XfPPvvskyT5xje+kWnTpmW//fbLsccem2bNvlQZDwAAAAAAsACpLIVo1apV1ltvvYwaNap+2uzZszNq1Kj07t17vvNMnz59nmCkefPmSZJSSlVNBQAAAAAAqK6nSZIMGjQoe+65Z9Zff/1ssMEGOffcczNt2rQMGDAgSbLHHntkmWWWyemnn54k2XrrrXPOOedknXXWSa9evfLcc8/luOOOy9Zbb10fngAAAAAAAFSh0tBk5513zuuvv57jjz8+EydOzNprr52RI0fWDw4/bty4Bj1LfvKTn6Suri4/+clP8sorr2TJJZfM1ltvnVNPPbXKZgIAAAAAAKSuLGD3vZo6dWo6deqUKVOmfOKg8D0Gj/jCnz92WP8vPC8AAAAAANC0PktuMIeR1QEAAAAAACI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASNIEocmFF16YHj16pE2bNunVq1cefPDBT33/5MmTc8ABB2TppZdO69ats+qqq+aWW26pupkAAAAAAMBCrkWVH3799ddn0KBBGT58eHr16pVzzz03/fr1y9NPP50uXbrM8/6ZM2dms802S5cuXfL73/8+yyyzTF566aV07ty5ymYCAAAAAABUG5qcc8452XfffTNgwIAkyfDhwzNixIhcfvnlGTx48Dzvv/zyy/PWW2/l/vvvT8uWLZMkPXr0+NQaM2bMyIwZM+qfT506tfEWAAAAAAAAWGhUdnuumTNn5uGHH07fvn3/r1izZunbt28eeOCB+c5z8803p3fv3jnggAPStWvXrLHGGjnttNMya9asT6xz+umnp1OnTvWP7t27N/qyAAAAAAAAC77KQpM33ngjs2bNSteuXRtM79q1ayZOnDjfeV544YX8/ve/z6xZs3LLLbfkuOOOy9lnn51TTjnlE+sMGTIkU6ZMqX+MHz++UZcDAAAAAABYOFR6e67Pa/bs2enSpUt++ctfpnnz5llvvfXyyiuv5Kc//WmGDh0633lat26d1q1bN3FLAQAAAACABU1lockSSyyR5s2bZ9KkSQ2mT5o0KUsttdR851l66aXTsmXLNG/evH5az549M3HixMycOTOtWrWqqrkAAAAAAMBCrrLbc7Vq1SrrrbdeRo0aVT9t9uzZGTVqVHr37j3feTbaaKM899xzmT17dv20Z555JksvvbTABAAAAAAAqFRloUmSDBo0KJdcckmuuuqqPPnkk9l///0zbdq0DBgwIEmyxx57ZMiQIfXv33///fPWW2/lkEMOyTPPPJMRI0bktNNOywEHHFBlMwEAAAAAAKod02TnnXfO66+/nuOPPz4TJ07M2muvnZEjR9YPDj9u3Lg0a/Z/uU337t1z66235rDDDsuaa66ZZZZZJoccckiOPvroKpsJAAAAAACQulJKqXUjGtPUqVPTqVOnTJkyJR07dpzve3oMHvGFP3/ssP5feF4AAAAAAKBpfZbcYI5Kb88FAAAAAADwVSE0AQAAAAAAiNAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgSROFJhdeeGF69OiRNm3apFevXnnwwQc/03zXXXdd6urqst1221XbQAAAAAAAYKHXouoC119/fQYNGpThw4enV69eOffcc9OvX788/fTT6dKlyyfON3bs2BxxxBHZeOONq25ik+kxeMQXnnfssP6N2BIAAAAAAODjKu9pcs4552TffffNgAEDsvrqq2f48OFp165dLr/88k+cZ9asWdltt91y4oknZsUVV/zUz58xY0amTp3a4AEAAAAAAPB5VRqazJw5Mw8//HD69u37fwWbNUvfvn3zwAMPfOJ8J510Urp06ZKBAwf+xxqnn356OnXqVP/o3r17o7QdAAAAAABYuFQamrzxxhuZNWtWunbt2mB6165dM3HixPnOc++99+ayyy7LJZdc8plqDBkyJFOmTKl/jB8//r9uNwAAAAAAsPCpfEyTz+Odd97J7rvvnksuuSRLLLHEZ5qndevWad26dcUtAwAAAAAAFnSVhiZLLLFEmjdvnkmTJjWYPmnSpCy11FLzvP/555/P2LFjs/XWW9dPmz179kcNbdEiTz/9dFZaaaUqmwwAAAAAACykKr09V6tWrbLeeutl1KhR9dNmz56dUaNGpXfv3vO8f7XVVsu///3vjB49uv6xzTbbZJNNNsno0aONVwIAAAAAAFSm8ttzDRo0KHvuuWfWX3/9bLDBBjn33HMzbdq0DBgwIEmyxx57ZJlllsnpp5+eNm3aZI011mgwf+fOnZNknukAAAAAAACNqfLQZOedd87rr7+e448/PhMnTszaa6+dkSNH1g8OP27cuDRrVmmHFwAAAAAAgP+oSQaCP/DAA3PggQfO97W77777U+e98sorG79BAAAAAAAAH6OLBwAAAAAAQIQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASZIWtW4ATaPH4BFfeN6xw/o3YksAAAAAAODLSU8TAAAAAACA6GlCxfRwAQAAAADgq0JPEwAAAAAAgAhNAAAAAAAAkghNAAAAAAAAkghNAAAAAAAAkghNAAAAAAAAkghNAAAAAAAAkghNAAAAAAAAkiQtat0AqEKPwSP+q/nHDuvfSC0BAAAAAOCrQk8TAAAAAACACE0AAAAAAACSCE0AAAAAAACSCE0AAAAAAACSGAgeGt1/Mwi9AegBAAAAAGpHTxMAAAAAAIAITQAAAAAAAJK4PRcsMNwWDAAAAADgv6OnCQAAAAAAQIQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASZIWtW4A8NXXY/CILzzv2GH9G7ElAAAAAABfnJ4mAAAAAAAAEZoAAAAAAAAkEZoAAAAAAAAkEZoAAAAAAAAkEZoAAAAAAAAkEZoAAAAAAAAkSVrUugEAX1SPwSO+8Lxjh/VvxJYAAAAAAAsCPU0AAAAAAAAiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEgiNAEAAAAAAEjSRKHJhRdemB49eqRNmzbp1atXHnzwwU987yWXXJKNN944iy66aBZddNH07dv3U98PAAAAAADQGCoPTa6//voMGjQoQ4cOzSOPPJK11lor/fr1y2uvvTbf9999993ZZZddctddd+WBBx5I9+7ds/nmm+eVV16puqkAAAAAAMBCrPLQ5Jxzzsm+++6bAQMGZPXVV8/w4cPTrl27XH755fN9/69//ev8+Mc/ztprr53VVlstl156aWbPnp1Ro0bN9/0zZszI1KlTGzwAAAAAAAA+r0pDk5kzZ+bhhx9O3759/69gs2bp27dvHnjggc/0GdOnT88HH3yQxRZbbL6vn3766enUqVP9o3v37o3SdgAAAAAAYOFSaWjyxhtvZNasWenatWuD6V27ds3EiRM/02ccffTR6datW4PgZW5DhgzJlClT6h/jx4//r9sNAAAAAAAsfFrUugGfZtiwYbnuuuty9913p02bNvN9T+vWrdO6desmbhkAAAAAALCgqTQ0WWKJJdK8efNMmjSpwfRJkyZlqaWW+tR5zzrrrAwbNix33HFH1lxzzSqbCfC59Bg84r+af+yw/o3UEgAAAACgMVUamrRq1SrrrbdeRo0ale222y5J6gd1P/DAAz9xvjPPPDOnnnpqbr311qy//vpVNhHgK+W/CWyENQAAAADw6Sq/PdegQYOy5557Zv31188GG2yQc889N9OmTcuAAQOSJHvssUeWWWaZnH766UmSM844I8cff3yuvfba9OjRo37sk/bt26d9+/ZVNxcAAAAAAFhIVR6a7Lzzznn99ddz/PHHZ+LEiVl77bUzcuTI+sHhx40bl2bN/m88+l/84heZOXNmvv/97zf4nKFDh+aEE06ourkAAAAAAMBCqkkGgj/wwAM/8XZcd999d4PnY8eOrb5BAAAAAAAAH9PsP78FAAAAAABgwSc0AQAAAAAAiNAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgSdKi1g0A4Muvx+ARX3jescP6N2JLAAAAAKA6epoAAAAAAABEaAIAAAAAAJBEaAIAAAAAAJBEaAIAAAAAAJBEaAIAAAAAAJAkaVHrBgDAp+kxeMQXnnfssP5fuboAAAAA1I6eJgAAAAAAABGaAAAAAAAAJBGaAAAAAAAAJBGaAAAAAAAAJBGaAAAAAAAAJBGaAAAAAAAAJBGaAAAAAAAAJEla1LoBAMD/6TF4xH81/9hh/RupJQAAAAALH6EJAJDkvwtshDUAAADAgsDtuQAAAAAAACI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASJK0qHUDAICFW4/BI77wvGOH9W/ElgAAAAALO6EJALBQ+m/CmkRgAwAAAAsit+cCAAAAAACI0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACBJ0qLWDQAAWNj0GDziC887dlj/RmwJAAAAMDc9TQAAAAAAACI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASJK0qHUDAABoGj0Gj/jC844d1r8RWwIAAABfTnqaAAAAAAAARGgCAAAAAACQxO25AABoAm4NBgAAwFeBniYAAAAAAABpop4mF154YX76059m4sSJWWuttXLBBRdkgw02+MT3/+53v8txxx2XsWPHZpVVVskZZ5yRrbbaqimaCgDAAkQPFwAAAD6PynuaXH/99Rk0aFCGDh2aRx55JGuttVb69euX1157bb7vv//++7PLLrtk4MCB+de//pXtttsu2223XR577LGqmwoAAAAAACzEKg9NzjnnnOy7774ZMGBAVl999QwfPjzt2rXL5ZdfPt/3n3feedliiy1y5JFHpmfPnjn55JOz7rrr5uc///l83z9jxoxMnTq1wQMAAAAAAODzqiullKo+fObMmWnXrl1+//vfZ7vttqufvueee2by5Mm56aab5plnueWWy6BBg3LooYfWTxs6dGhuvPHGjBkzZp73n3DCCTnxxBPnmT5lypR07NixUZYDAAA+j//mtmDJf3drsFrdkqyWt0Jb2JbZ31fT1a1l7a9i3VrW/irWrWXtr2LdWtb+KtatZe2FrW4ta38V69ay9lexbi1rfxXrflrtqVOnplOnTp8pN6i0p8kbb7yRWbNmpWvXrg2md+3aNRMnTpzvPBMnTvxc7x8yZEimTJlS/xg/fnzjNB4AAAAAAFioNMlA8FVq3bp1WrduXetmAAAAAAAAX3GV9jRZYokl0rx580yaNKnB9EmTJmWppZaa7zxLLbXU53o/AAAAAABAY6i0p0mrVq2y3nrrZdSoUfVjmsyePTujRo3KgQceON95evfunVGjRjUY0+T2229P7969q2wqAAA0mv/2vsUAAADURuW35xo0aFD23HPPrL/++tlggw1y7rnnZtq0aRkwYECSZI899sgyyyyT008/PUlyyCGH5Dvf+U7OPvvs9O/fP9ddd10eeuih/PKXv6y6qQAA8JVXq8BGUAQAACwIKg9Ndt5557z++us5/vjjM3HixKy99toZOXJk/WDv48aNS7Nm/3eXsA033DDXXnttfvKTn+SYY47JKquskhtvvDFrrLFG1U0FAAAAAAAWYk0yEPyBBx74ibfjuvvuu+eZtuOOO2bHHXesuFUAAAAAAAD/p9KB4AEAAAAAAL4qhCYAAAAAAAARmgAAAAAAACQRmgAAAAAAACQRmgAAAAAAACQRmgAAAAAAACRJWtS6AQAAAP+NscP617oJAADAAkJPEwAAAAAAgAhNAAAAAAAAkghNAAAAAAAAkhjTBAAA4AsxlgoAACx49DQBAAAAAACI0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACBJ0qLWDQAAAOCzGzusf62bAAAACyw9TQAAAAAAACI0AQAAAAAASOL2XAAAAHxGbg0GAMCCTk8TAAAAAACACE0AAAAAAACSCE0AAAAAAACSCE0AAAAAAACSCE0AAAAAAACSCE0AAAAAAACSJC1q3QAAAAD4NGOH9a91EwAAWEjoaQIAAAAAABChCQAAAAAAQBK35wIAAIBP5NZgAAALFz1NAAAAAAAAIjQBAAAAAABIIjQBAAAAAABIIjQBAAAAAABIYiB4AAAA+NIxAD0AQG3oaQIAAAAAABChCQAAAAAAQBKhCQAAAAAAQBKhCQAAAAAAQBKhCQAAAAAAQBKhCQAAAAAAQJKkRa0bAAAAAHw5jB3Wv9ZNAACoKT1NAAAAAAAAIjQBAAAAAABI4vZcAAAAwJeAW4MBAF8GepoAAAAAAABEaAIAAAAAAJBEaAIAAAAAAJDEmCYAAADAQsxYKgDA3PQ0AQAAAAAAiNAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgidAEAAAAAAAgSdKi1g0AAAAAWBiNHda/1k0AAD5GTxMAAAAAAIAITQAAAAAAAJIITQAAAAAAAJIITQAAAAAAAJIYCB4AAABgoWIAegD4ZEITAAAAAConrAHgq8DtuQAAAAAAACI0AQAAAAAASOL2XAAAAAAs4NwaDIDPSk8TAAAAAACACE0AAAAAAACSuD0XAAAAAFTCbcEAvnr0NAEAAAAAAIjQBAAAAAAAIInQBAAAAAAAIInQBAAAAAAAIInQBAAAAAAAIEnSoqoPfuutt3LQQQflT3/6U5o1a5Yddtgh5513Xtq3b/+J7x86dGhuu+22jBs3LksuuWS22267nHzyyenUqVNVzQQAAACABc7YYf1r3QSAr6TKeprstttuefzxx3P77bfnz3/+c/72t79lv/32+8T3T5gwIRMmTMhZZ52Vxx57LFdeeWVGjhyZgQMHVtVEAAAAAACAepX0NHnyySczcuTI/POf/8z666+fJLnggguy1VZb5ayzzkq3bt3mmWeNNdbIH/7wh/rnK620Uk499dT87//+bz788MO0aDH/ps6YMSMzZsyofz516tRGXhoAAAAAAGBhUElo8sADD6Rz5871gUmS9O3bN82aNcs//vGPbL/99p/pc6ZMmZKOHTt+YmCSJKeffnpOPPHE/7rNAAAAAMB/x23BgK+6Sm7PNXHixHTp0qXBtBYtWmSxxRbLxIkTP9NnvPHGGzn55JM/9ZZeSTJkyJBMmTKl/jF+/Pgv3G4AAAAAAGDh9blCk8GDB6euru5TH0899dR/3aipU6emf//+WX311XPCCSd86ntbt26djh07NngAAAAAAAB8Xp/r9lyHH3549tprr099z4orrpillloqr732WoPpH374Yd56660stdRSnzr/O++8ky222CIdOnTIH//4x7Rs2fLzNBEAAAAAAOAL+VyhyZJLLpkll1zyP76vd+/emTx5ch5++OGst956SZI777wzs2fPTq9evT5xvqlTp6Zfv35p3bp1br755rRp0+bzNA8AAAAAAOALq2RMk549e2aLLbbIvvvumwcffDD33XdfDjzwwPzgBz9It27dkiSvvPJKVltttTz44INJPgpMNt9880ybNi2XXXZZpk6dmokTJ2bixImZNWtWFc0EAAAAAACo97l6mnwev/71r3PggQdm0003TbNmzbLDDjvk/PPPr3/9gw8+yNNPP53p06cnSR555JH84x//SJKsvPLKDT7rxRdfTI8ePapqKgAAAAAAQHWhyWKLLZZrr732E1/v0aNHSin1z/v06dPgOQAAAAAAQFOq5PZcAAAAAAAAXzVCEwAAAAAAgAhNAAAAAAAAkghNAAAAAAAAkiR1ZQEbfX3q1Knp1KlTpkyZko4dO9a6OQAAAAAAwGfQY/CI/2r+scP6z3f658kN9DQBAAAAAACI0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACCJ0AQAAAAAACBJ0qLWDQAAAAAAABg7rH+tm6CnCQAAAAAAQCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASCI0AQAAAAAASJK0qHUDGlspJUkyderUGrcEAAAAAACotTl5wZz84NMscKHJO++8kyTp3r17jVsCAAAAAAB8Wbzzzjvp1KnTp76nrnyWaOUrZPbs2ZkwYUI6dOiQurq6zzXv1KlT071794wfPz4dO3asqIVfrtqWecGvW8valnnBr1vL2pZ5wa9by9oLW91a1rbMC37dWta2zAt+3VrWtswLft1a1rbMC37dWtZe2OrWsrZlXvDr1rK2Zf58dUspeeedd9KtW7c0a/bpo5YscD1NmjVrlmWXXfa/+oyOHTs2+R9arWtb5gW/bi1rW+YFv24ta1vmBb9uLWsvbHVrWdsyL/h1a1nbMi/4dWtZ2zIv+HVrWdsyL/h1a1l7Yatby9qWecGvW8valvmz+089TOYwEDwAAAAAAECEJgAAAAAAAEmEJg20bt06Q4cOTevWrRea2pZ5wa9by9qWecGvW8valnnBr1vL2gtb3VrWtswLft1a1rbMC37dWta2zAt+3VrWtswLft1a1l7Y6taytmVe8OvWsrZlrs4CNxA8AAAAAADAF6GnCQAAAAAAQIQmAAAAAAAASYQmAAAAAAAASYQmAAAAAAAASYQmsED64IMPPvG1N954owlbAgAAC4aXX375E1/7+9//3oQtAb6KPvjgg+y999558cUXa92Umpo8eXKtmwCN6v333691ExZYtVxvCk2oiVJKSim1bkalpkyZkrfeemue6W+99VamTp1aae0f/OAH8/1+J02alD59+lRaGwBgjpkzZ+bpp5/Ohx9+WOumwH9t8803n+/+/X333ZctttiiBi1qWjNmzKh1E5rEiy++mKuvvjonn3xyhgwZknPOOSd33XWXk2IVeO+99zJ9+vT65y+99FLOPffc3HbbbTVpT9Un81u2bJk//OEPldb4sjnjjDNy/fXX1z/faaedsvjii2eZZZbJmDFjatiyak2ePDmXXnpphgwZUr/deOSRR/LKK680Sf3nnnsut956a957770kaZLzbx9++GHuuOOOXHzxxXnnnXeSJBMmTMi7775bee2k6Zd59uzZOfnkk7PMMsukffv2eeGFF5Ikxx13XC677LJKa9daU37XtVxvCk3y0crstttuy69+9atcffXVDR4Lau3Jkyfn7LPPzj777JN99tknP/vZzzJlypRKaybJ1VdfnW984xtp27Zt2rZtmzXXXDPXXHNNpTVnz579idPHjRtXWd0f/OAHue666+aZ/tvf/jY/+MEPKqubJOPGjcs+++zTYNrEiRPTp0+frLbaapXWTpK//vWv2XrrrbPyyitn5ZVXzjbbbJN77rmn8rpfJq6eqc6oUaNyzDHHZJ999snee+/d4LGge/nllz/1KtfG9mX5LU+dOjU33nhjnnzyyUrrjB8/vsH3++CDD+bQQw/NL3/5y0rrfllceeWVTbIvUGv33HNP/vd//ze9e/euP3C95pprcu+991Zeu9YH0E1p+vTpGThwYNq1a5evf/3r9ftcBx10UIYNG1bj1lVvxowZef7552tyknnSpEmZOHFik9ettabYVnzrW9/K5ptvXn8yKEn+9re/ZauttsrQoUMrq5t8dDJqzJgxufXWW3PrrbdmzJgxn9q7vDH85S9/yZ577pkVV1wxLVu2TLt27dKxY8d85zvfyamnnpoJEyZUWv/TTJ48Oddee22jfuavf/3rbLDBBllppZVy9NFH58Ybb8w999yTSy+9NFtssUW6du2aH//4x3nppZcate5nsaAeW2y77bb15z4mT56cXr165eyzz862226bX/ziF5XWrtXJ/O222y433nhjZZ//ZTN8+PB07949SXL77bfn9ttvz1/+8pdsueWWOfLII2vcumo8+uijWXXVVXPGGWfkrLPOqv/93nDDDRkyZEiltd9888307ds3q666arbaaqu8+uqrSZKBAwfm8MMPr6zuSy+9lG984xvZdtttc8ABB+T1119P8tHv7IgjjqisblK7ZT7llFNy5ZVX5swzz0yrVq3qp6+xxhq59NJLK6tbS7X6rmu23iwLuZtvvrl06NCh1NXVlU6dOpXOnTvXPxZddNEFsvY///nPsthii5VlllmmbL/99mX77bcvyy67bFl88cXLww8/XFnds88+u7Rr164cddRR5aabbio33XRTOfLII0u7du3KOeec0+j1pkyZUnbcccfSpk2b0qVLl3LccceVDz/8sP71iRMnlmbNmjV63TkWXXTR8sQTT8wz/cknnyyLLbZYZXVLKeW1114rq622WjnssMNKKaW88sorZdVVVy077rhjmTVrVqW1r7nmmtKiRYuy0047lfPOO6+cd955ZaeddiotW7Ysv/71ryutXUopd999d/l//+//lZVWWqmstNJKZeutty5/+9vfKq05bNiwct1119U/33HHHUuzZs1Kt27dyujRoyut/XFTpkwpf/zjH+f7t1eV8ePHl/HjxzdJrRNOOKE0a9asbLDBBmXbbbct2223XYNH1d5+++1y1llnlYEDB5aBAweWc845p0yePLnSmrNmzSonnnhi6dixY2nWrFlp1qxZ6dSpUznppJMq/T3X8re84447lgsuuKCUUsr06dPLKqusUlq2bFlatGhRfv/731dW99vf/na5+uqrSymlvPrqq6Vjx46ld+/eZYkllignnnhiZXVLKeXhhx8ujz76aP3zG2+8sWy77bZlyJAhZcaMGZXWnqNly5ZNuu4YN25cg3XHP/7xj3LIIYeUiy++uLKav//970vbtm3LPvvsU1q3bl2ef/75UkopF1xwQdlyyy0rq1tKKWPGjClLLrlkWXnllUuLFi3qax977LFl9913r7T23JpqnX3wwQeX9dZbr9xzzz1lkUUWqV/eG2+8say99tqV15/jtddeK/fcc0+55557ymuvvVZJjSuuuKLcf//9pZRS3nvvvbL33nuX5s2bl2bNmpUWLVqUH/7wh+X9999v9Lpvvvlm2WGHHUr37t3Lj370o/Lhhx+WgQMHlrq6utKsWbPSu3fvMmHChEav+5801b5ILbYVs2bNKttvv335zne+U95///1y5513lvbt25dzzz23knpzah577LGlc+fOpa6ursGjc+fO5Sc/+Umj7w/ccMMNZZVVVilLLbVU2Xvvvcvw4cPLzTffXG6//fZy/fXXl+OOO6706dOntG7duvzwhz+s7Lf1aUaPHt2ox3Jrr7122WCDDcqFF15Yxo0bN8/r77//frnrrrvKD3/4w7LEEkuU3/72t41W++NqdWxRi+3y4osvXh577LFSSimXXHJJWXPNNcusWbPKb3/727LaaqtVVreUUnr06FHuu+++Ukopt912W+ncuXO59dZby8CBA8tmm21WWd2TTz65dO7cueywww7ltNNOq9/PnvNoCk15zNymTZv639TBBx9c9ttvv1JKKU8//XTp3LlzJTVLKeXCCy8sm266adlxxx3LHXfc0eC1119/vaywwgqV1d50003LkUceWUoppX379vX7QPfdd19ZfvnlK6tbSim777576devXxk/fnyD2iNHjiyrr756ZXW33Xbb8r//+79lxowZDereddddZeWVV66sbim1W+aVVlqp/m9r7rpPPvlkpX/bH9cU+7pz1Oq7rtV6c6EPTVZZZZVyyCGHlGnTpi00tb/97W+Xvfbaq3zwwQf10z744IOy5557lo033riyuj169ChXXXXVPNOvvPLK0qNHj0avd/DBB5dVV121/O53vyuXXHJJWX755Uv//v3rTz5NnDix1NXVNXrdOdq1a9fgBNgcjz76aGnbtm1ldecYN25cWW655cphhx1WVllllbLzzjs3CI2qstpqq803BDv77LMr3/Gt1UneWu1wl1K7k8u1OpG/1FJL1Z/Ubmq1CpwHDx5cllxyyXLRRReVMWPGlDFjxpQLL7ywLLnkkuWYY46prG4tf8tdu3atPynw61//uqy88spl2rRp5aKLLqr0ZGvnzp3LU089VUop5bzzzisbbrhhKaWUW2+9tdIDq1JKWX/99et/s88//3xp06ZN2WWXXcrKK69cDjnkkEatteiii873MecijjnPq1aLkGrttdeu3xeZe0f/kUceKV27dq2k5hy1PICuxTp7ueWWKw888EAppeHyPvvss6VDhw6V1Jzbu+++WwYMGFBatGhRf4K5RYsWZe+99270fe8VVlih/P3vfy+llHLEEUeUHj16lBtuuKE8+eST5cYbbyyrrrpq/f99Y9p7773LGmusUS644ILyne98p2y77bZlzTXXLPfee2+5//77yze/+c2yxx57NHrdj6vVvkitthUzZswoffv2LRtuuGFp3759/bJX5cgjjyxLLrlkGT58eHnxxRfL9OnTy/Tp08uLL75YLr744tKlS5dy1FFHNWrNb33rW+XPf/7zf1w/vPzyy+Xoo4+u5AK4/6SxQ5ORI0d+5ve+8cYb5aGHHmq02h9Xq2OLWmyX27ZtW1566aVSykfrkhNOOKGU8tGxbNXHzLU6md+jR49PfFS9v1lK0x8zL7300vV/z6uuump94PjUU09Vtj9w3nnnlXbt2pUDDjig/O///m9p1apVOe200+pfr/oC2o4dO5bnnnuulNJwH2js2LGldevWldUtpeG2ce7azz//fFlkkUUqq7vYYovVH0fNXffFF1+s/Ldcq2Vu06ZNGTt27Dx1H3/88UrrztGU+7pz1Oq7rtV6c6EPTdq1a1f/n7yw1G7Tpk158skn55n++OOPV7oya926dXn22Wfnmf7MM89UsuFYbrnlyl133VX//PXXXy8bbLBB2Xzzzcv7779f+YayT58+5cADD5xn+o9//OPy7W9/u7K6c3v66adLly5dym677VZmz57dJDVbtWo13//nZ599tvIdhFqd5K3VDncptTthUKsT+Ysttlj9DmhTq1XgvPTSS5ebbrppnuk33nhj6datW2V1a/lbnvs3tfvuu5ejjz66lFLKSy+9VOnO2CKLLFJefPHFUkopW2+9dRk2bFh93TZt2lRWt5SGB1fDhg0rm2++eSmllHvvvbcsu+yyjVqrffv2pX///uXKK6+sf1xxxRWlefPm5dRTT62fVrVahFRt27at/z/++I5+1X/XtTyArsU6u23btvXLOPfyjh49unTs2LGSmnPbb7/9yoorrlhuueWWMmXKlDJlypQyYsSIstJKK5Uf/ehHjVqrdevW9Sf9Vl111fKXv/ylwet//etfy3LLLdeoNUtpeCJqzsVAt912W/3r9957b1lmmWUave7H1WpfpKm2FXN+M3M/7r333voePnNPr0LXrl0/9YT+yJEjS5cuXSqp/WXW2KHJl0mtji1qsV3+xje+Uc4777wybty40rFjx/peew899FDlFzPU4mT+l0FTHzMfcMABZfnlly99+/Ytiy++eHnnnXdKKaX85je/Keuss06j1yullNVXX71BAHTfffeVJZdcshx33HGllOpDkyWXXLI88sgjpZSG+0C33XZbo+/Xf1z79u3LM888M0/tORcAVqVz587l8ccfn6fuPffcU/k2qlbLvO6665Zrrrlmnronnnhik5zza8p93Tlq9V3XykIfmmy//fbl+uuvX6hqd+nSpdx6663zTK96h/vrX/96OfXUU+eZfvLJJ5c11lij0eu1bdu2vPDCCw2mTZ06tfTu3bt897vfLS+88EKlG8p77723tGnTpmy88cblhBNOKCeccELZeOONS5s2bSrp+jrntm4ff7Ru3bp07NixwbQqrbTSSmX48OHzTP/FL35RebfMWp3kreUOd61OLtfqRP5RRx1VTjrppMo+/9PUMnB++umn55n+1FNPVXoiv5a/5VVWWaVcf/315d133y1LLrlkGTVqVCnloxMkiy++eGV1N9hgg3L00UeXv/3tb6VNmzb1JwEfeOCByk88dujQoX4HtG/fvvW3eqkisHn22Wfrr0Cfc+BaSiktWrSoP9hpCrUIqVZYYYVy++23l1Ia7uhfddVVpWfPnpXUnKOWB9C1WGdvvPHG5fzzzy+lfLS8c/bJDjzwwNKvX79Kas5t8cUXb3DxzBx33nlnWWKJJRq11vLLL1/uvPPOUkopyyyzTPnnP//Z4PUnnniikm1yu3bt6q9wLOWjW+z9+9//rn/+wgsvNMmVjrXaF2mqbcWc253NfVusuZ/P+XdVxxWf1Ht9jjFjxjTJ//OXTZWhyYgRI+YbVI0cObLccsstldScW62OLWqxXf7d735XWrZsWZo1a1b69u1bP/20004rW2yxRSU156jFyfwvg6Y+Zp45c2b56U9/Wg4++OD6/aBSSjnnnHPKJZdc0uj1Sml4kcwc//73v0vXrl3L4MGDKw9NBg4cWLbbbrsyc+bM+n2gl156qayzzjqN3oP847bccsvyk5/8pJTyf/tfs2bNKjvuuGPZYYcdKqu70047lX333bdB3Xfeead897vfLXvttVdldUup3TLfeOONpVOnTmXYsGGlXbt25ac//WnZZ599SqtWrRpcxFKVptzXnaNW33WttGj6UVS+XPr3758jjzwyTzzxRL7xjW+kZcuWDV7fZpttGrXezTffXLPac+y8884ZOHBgzjrrrGy44YZJkvvuuy9HHnlkdtlll0pqJsmJJ56YnXfeOX/729+y0UYb1dcdNWpUfvvb3zZ6veWWWy5PPvlkVlhhhfppHTp0yG233ZbNN98822+/faPXnNtGG22UBx54ID/96U/z29/+tn7g+8suuyyrrLJKo9c799xzG/0zv4jDDz88Bx98cEaPHt3g7+vKK6/MeeedV2nt7t27Z9SoUVl55ZUbTL/jjjvqB5+rwve+973suuuuWWWVVfLmm29myy23TJL861//mqctja179+554IEHsthii2XkyJG57rrrkiRvv/122rRpU1ndt956K6uttto801dbbbX6wY2r8P777+eXv/xl7rjjjqy55przrDfPOeecymp37Ngx48aNm2e5x48fnw4dOlRWd6211srPf/7znH/++Q2m//znP89aa61VWd1a/pYPPfTQ7Lbbbmnfvn2WW2659OnTJ8lHg+1+4xvfqKzuGWecke233z4//elPs+eee9Z/vzfffHM22GCDyuomyfrrr59TTjklffv2zV//+tf6wU9ffPHFdO3atVFrrbzyyrn//vtz7LHHZu21185VV11Vv11uSl//+tczfPjw9O/fP7fffntOPvnkJMmECROy+OKLV1Jz3333zSGHHJLLL788dXV1mTBhQh544IEcccQROe644yqpOcc222yTk046qX6fp66uLuPGjcvRRx+dHXbYodLatVhnn3baadlyyy3zxBNP5MMPP8x5552XJ554Ivfff3/++te/VlJzbtOnT5/vb6dLly6ZPn16o9babbfdcuyxx+aWW27J7rvvnpNOOinXXntt2rdvn+nTp+eEE06o5De2yiqr5M9//nMOOOCA/OUvf0mbNm1y2223ZY011kiS3HrrrQ32g6tSq32RptpWvPjii432WV9Enz59csQRR+TXv/51llhiiQavvfHGGzn66KPrl70KO+ywQzbYYIMcffTRDaafeeaZ+ec//5nf/e53ldT9+H7Px73yyiuV1E2SwYMHZ9iwYfNML6Vk8ODB9fv6VanVsUUttsvf//738+1vfzuvvvpqg/3aTTfdtPLj9Z/97Gfp0aNHxo8fnzPPPDPt27dPkrz66qv58Y9/XGntl19+OTfffHPGjRuXmTNnNnityuOZpOmPmVu2bDnfgcAPO+ywRq81xxJLLJHx48enR48e9dPWWGON3Hnnnfnud7+bCRMmVFY7Sc4+++x8//vfT5cuXfLee+/lO9/5TiZOnJjevXvn1FNPrbT2mWeemU033TQPPfRQZs6cmaOOOiqPP/543nrrrdx3332V1T377LPTr1+/rL766nn//fez66675tlnn80SSyyR3/zmN5XVTWq3zNtuu23+9Kc/5aSTTsoiiyyS448/Puuuu27+9Kc/ZbPNNqus7hxNua87R62+66RG681apza19vHB9D5+BVFT1qu69hwzZswoBx98cGnVqlX9fa1bt25dDj300EoGqZzbQw89VHbbbbey7rrrlnXXXbfstttuDa42aEwHHXRQ+f73vz/f16ZOnVp69eq1wHbprrUbbrihbLTRRmWxxRYriy22WNloo43KjTfeWHndiy66qLRq1ar86Ec/KldffXW5+uqryw9/+MPSunXr+V4x31hqcfXMHBdeeGFp0aJF6dy5c/3AiaWUcv7555c+ffpUVneDDTYoBx100DzTDzzwwNKrV6/K6vbp0+cTH5tssklldUv5aJ2y7LLLluuuu66MGzeujBs3rvzmN78pyy67bKVXDN19991lkUUWKT179ix777132XvvvUvPnj1L+/btKxuwcY5a/ZZL+aiL7w033NCgJ8Sf//zncu+991Za98MPPyxvvfVWg2kvvvhimTRpUqV1x4wZU9ZYY43SsWPH+vt5l/LRb2qXXXaprO6oUaPKcsstV4YMGVJatmzZpD1N7rrrrtK5c+fSrFmzMmDAgPrpQ4YMKdtvv30lNWfPnl1OOeWUssgii9Tvc7Vp06b+iqkqTZ48ufTt27d07ty5NG/evHTv3r20bNmy/M///E959913K61dq3X2c889V/bZZ5/yzW9+s/Ts2bPstttun3rFfGP67ne/W3bcccfy3nvv1U+bPn162XHHHcumm27aqLVmzJhRttlmm7LooouWzTbbrLRp06a0a9eurLLKKmWRRRYpyy233Hx7DP63fvWrX5XmzZuXlVdeubRu3br87ne/K926dSs77bRT+cEPflBatWpVfv7znzd63Y+r1b5IKbXbVjSlcePGlTXWWKO0aNGirLPOOmWLLbYoW2yxRVlnnXVKixYtypprrjnfgcsbyxJLLPGJ4zRWeZeCT7t/+dyPKrRp02aeq9RL+Wh/oF27dpXUnFutji1qsV2e49lnny0jR44s06dPL6WUJru1dC3ccccdpV27dvW/67XXXrt07ty5dOrUqfLjmVJqc8x89dVXl4022qgsvfTS9T0kf/azn1V2XLHLLruUQw89dL6vPfbYY2XJJZdsknNB9957b7nwwgvLGWecUd/TuSlMnjy5nHLKKWXHHXcsW265ZTn22GPLhAkTKq/7wQcflF/96lflyCOPLPvvv3+55JJL6n/TVavVMtdSU+7rzq0W33Wt1pt1pZRSTRzDl9306dPz/PPPJ0lWWmmltGvXrsYtalxvv/12JkyYkK9//evzff2dd97JI488ku985zuNVnPq1Knp2LFj/b8/zZz3VeGWW25J8+bN069fvwbTb7vttsyaNavyq6Nq6Y9//GPOPvvsPPnkk0mSnj175sgjj8y2225b45ZV56GHHsr48eOz2Wab1V8hNWLEiHTu3Lmyq8f/+te/pn///lluueXSu3fvJMkDDzyQ8ePH55ZbbsnGG29cSd1amjlzZo488sgMHz48H374YZKPrpzaf//9M2zYsLRu3bqy2hMmTMiFF16Yp556KslHf9c//vGP061bt8pqfhnMnDkzL774YlZaaaW0aNE0nWM//PDD3H333Xn++eez6667pkOHDpkwYUI6duxY//tqSu+//36aN28+T6+qxvTmm29m3333zV133ZW///3v+drXvlZZrY+bNWtWpk6dmkUXXbR+2tixY9OuXbt06dKlsrozZ87Mc889l3fffTerr756k/7f3nvvvXn00Ufz7rvvZt11103fvn0rr7kwrrMfe+yx9OvXLzNmzKi/ennMmDFp06ZNbr311k/cP/xvjBw5Mn/605/ywgsvZPbs2Vl66aWz0UYbZdddd80iiyzS6PWSj3oA/v3vf0/v3r2z4YYb5oknnsiwYcMyffr0bL311tlzzz0rqftxtdgXmaMptxWnn356unbtmr333rvB9Msvvzyvv/76PL0xGsvs2bNz66235u9//3smTpyYJFlqqaXSu3fvbL755mnWrFkldZOkbdu2GT169DzbhqeeeirrrLNO3nvvvcpq18pSSy2Va6+9Nt/97ncbTL/jjjuy66675rXXXqtRy6rX1NvlN998MzvttFPuuuuu1NXV5dlnn82KK66YvffeO4suumjOPvvsRq85t2uuuSYXX3xxXnjhhTzwwANZfvnlc+6552aFFVao7Phxgw02yJZbbpkTTzwxHTp0yJgxY9KlS5fstttu2WKLLbL//vtXUnduTXnM/Itf/CLHH398Dj300Jx66ql57LHHsuKKK+bKK6/MVVddlbvuuqvRaz766KN5+OGHM2DAgPm+/thjj+UPf/hDhg4d2ui1WXj885//zOzZs9OrV68G0//xj3+kefPmWX/99SutX4t93Vqp2XqzsjjmK2DmzJmlefPmDe7925Suuuqq+fbsmDFjRrnqqqtq0CL+W82aNau/GnlOj6GPP6ruSVTKRwPqjRgxYp7pf/nLX8qaa65Zae2FVVNfPfNxM2bMKE899VSDQcqr9sorr5RjjjmmfO973yvf+973yrHHHlteeeWVJqldy6vRpk2bVh599NHy6KOPlmnTpjVZ3YXJtGnTyt57712aN29emjdvXj/2w4EHHlhOP/30yuqOHTu2rLbaaqVdu3YN6h588MHlhz/8YWV153j77bfLJZdcUgYPHlzefPPNUkopDz/8cHn55Zcrr10rH3zwQbn99tvL8OHDy9SpU0spH61b5r5qnMbR1OvsWo8JUMpH65Jf/vKXZdCgQWXQoEFNesXjwqip90Vqsa1Yfvnl68eamNvf//73yno91No3v/nNcuKJJ84zfejQoWXdddetQYuqt99++5VvfOMb5bnnnquf9uyzz5Y111yzDBw4sEnaUKtji6beLu++++6lX79+Zfz48Q3G+xo5cmRZffXVK6k5x0UXXVSWWGKJcsopp5S2bdvW177iiisq7SXXvn37+r+tzp07l8cee6yU8tE4Pcsvv3xldWulZ8+e5Y9//GMppeGYbv/+978rHauwlg466KBy3nnnzTP9ggsuqHxMk8svv7x+HKS5/fa3vy1XXnllZXVPO+20ctlll80z/bLLLqsfH6kqtVrmb37zm+V3v/vdPNP/8Ic/lA022KCyunNr6n3dWn3XtVpvLtRjmrRs2TLLLbdcZs2aVZP6AwYMyBZbbDHPFRvvvPNOBgwYkD322KNR6338iqj5qaury2WXXdaodZs1a5a6urr/WHfOldtNZdKkSbn44otz/PHHN9pn3nnnnVlsscWSpJIrJj6rZ599Nquvvvo801dbbbU899xzldRcYYUVPtP/85zeTQuSj189M2ed0rlz55x77rmV9nKZPn16DjrooFx11VVJkmeeeSYrrrhiDjrooCyzzDIZPHhwZbW7detW+T1ZP+6TrkYbOHBgk1yNliTt2rWrdFyNOcaNG/eZ3rfccss1at0vw295yJAhGTNmTO6+++5sscUW9dP79u2bE044obK/60MOOSTrr79+xowZ0+De3dtvv3323XffSmrO8eijj2bTTTdN586dM3bs2Oy7775ZbLHFcsMNN2TcuHG5+uqrK61fCy+99FK22GKLjBs3LjNmzMhmm22WDh065IwzzsiMGTMyfPjwRqnzve997zO/94YbbmiUmnP8p3vyz+3ggw9u1Nof19Tr7FqPCZB8tL6u+rf7aSZNmpQZM2Y0+nr6PznxxBNzwAEHzDP+RVVqtS9Si23FxIkTs/TSS88zfckll8yrr77a6PXmZ/Lkyfnd736XcePGZfnll8+OO+6YTp06VVbvuOOOy/e+9708//zz9T0vRo0ald/85jeVjWeSfNQb7s0338z/+3//r37a1VdfnaFDh2batGnZbrvtcsEFF1TS0/fMM8/MFltskdVWWy3LLrtsko/upb7xxhvnrLPOavR6H1erY4um2i7P7bbbbsutt95a/z3Pscoqq+Sll15q9Hpzu+CCC3LJJZdku+22a7C9Wn/99ec7BkdjWWSRRervx7/00kvn+eefr78i/I033qisbq28+OKLWWeddeaZ3rp160ybNq2Smn/4wx+y5ZZb1uxuKn/4wx8ajGc8x4Ybbphhw4ZVOh7t6aefnosvvnie6V26dMl+++1XWQ/Uiy++ONdee+0807/+9a/nBz/4QWU9MZPaLfMTTzyRddddd57p66yzTp544olKan5cU+/r1uq7rtV6c6EOTZLk2GOPzTHHHJNrrrmm/mR3UymlzPfE1Msvv1zJju/bb7/9ia/NmjUrd9xxR2bMmNHoockf//jHT3ztgQceyPnnn5/Zs2c3as3PYuLEiTnxxBMbNTSZ+1ZfK6ywQrp37z7P/3EpJePHj2+0mvPTqVOnvPDCCw0GPkuS5557rrLbQxx66KGf+NrYsWNz8cUXZ8aMGZXUrvVJ3lrtcCdNf8KgVify5zjssMPSsmXLjBs3Lj179qyfvvPOO2fQoEGVhCa1Cpx79Ogx37/rubcdVQTOtfwtz3HjjTfm+uuvz7e+9a0G38HXv/71SsOae+65J/fff39atWrVYHqPHj0qHXA2SQYNGpQBAwbkzDPPTIcOHeqnb7XVVtl1110btdYHH3yQY489NjfccEMWW2yx/OhHP2rwdz5p0qR069at8otKmiqkqvJk4n/ys5/97DO9r66urpLQpJbr7FpcwJF8NAj4Z/E///M/jVbznXfeyf7775977rknffr0ySWXXJLDDjssv/jFL1JXV5dvf/vb+dOf/tTot2ad361gSyk59dRTs+WWW9avy6q8JWxSu6C7FtuK7t2757777ssKK6zQYPp9991X2S0z5wwK/v3vfz+PP/54+vTpk7q6uqy44ooZO3ZsjjvuuNx5550N9osa09Zbb50bb7wxp512Wn7/+9+nbdu2WXPNNXPHHXc06m2OP+6kk05Knz596kOTf//73xk4cGD22muv9OzZMz/96U/TrVu3nHDCCY1eu1OnTrn//vtz++23Z8yYMfXL3JjrjU9Tq2OLWlw8Mm3atPme2H7rrbcqvfVtUpuT+UnyrW99K/fee2969uyZrbbaKocffnj+/e9/54Ybbsi3vvWtyurW6ph5hRVWyOjRo7P88ss3mD5y5MjK1ls77rhjOnTokJ133jkDBw6c5/ZJVXvzzTfnu//ZsWPHyoOxcePGzbONSpLll1/+M+8XfhG1vKigVsvcunXrTJo0KSuuuGKD6a+++mqltwutxb7uHLX6rmu13lzoQ5Of//znee6559KtW7csv/zy85xQfuSRRxq95jrrrJO6urrU1dVl0003bfBjmjVrVl588cUGBxyN5ZPCi5tuuinHHHNMWrdu3agBwhzzuxLm6aefzuDBg/OnP/0pu+22W0466aRGr/voo49+6utPP/10o9ec2worrJBXX311np5Eb731VlZYYYVKT0Ztu+22OfTQQ/PHP/4xK620UpKPApPDDz8822yzTSU1DznkkHmmvfXWWzn55JPzi1/8Ir169coZZ5xRSe1an+St1Q530vQnDGp1In+OWlyNVqvA+V//+td8p5dSct111+X888+vZByGWv6W53j99dfne9/sadOm/ceDvf/G7Nmz57tufvnllxsEGVX45z//Od+rdpZZZpn6+9c3llNPPTVXX311jjjiiEyePDmDBg3KP/7xjwb1SxMMeddUIdUVV1zRaJ/1eb344os1q53Udp1diws4kqRPnz6f+FpVy3zMMcfk4YcfzhFHHJEbbrghO+20U55//vncc889mTVrVvbff/+cccYZjd7TZ+4xB+ZWSknv3r3r/5+rDkBrFXTXYlux77775tBDD80HH3zQoNfFUUcdlcMPP7ySmnfffXdOO+20JMmRRx6ZzTffPFdccUVatWqVDz74IPvvv38OPfTQ3HrrrZXUT5L+/funf//+lX3+/IwePTonn3xy/fPrrrsuvXr1yiWXXJLkowBr6NChlYQmyUfric033zybb755JZ//aWp1bFGLi0c23njjXH311fX/13V1dZk9e3bOPPPMbLLJJpXUnKMWJ/OT5Jxzzsm7776b5KOege+++26uv/76rLLKKjnnnHMqq1urY+ZBgwblgAMOyPvvv59SSh588MH85je/yemnn55LL7200evNccQRR+SPf/xjLr300qy++urZZ599svvuuzcIBKuy8sorZ+TIkTnwwAMbTP/LX/4yzwn2xtalS5c8+uij8+x/fTwMbWy1uKhgjlot8+abb54hQ4bkpptuqg/JJk+enGOOOSabbbZZZXVrsa87R62+61qtNxf60GS77barWc3Ro0enX79+DU56tWrVKj169MgOO+xQeTvuu+++DB48OI888kgOPPDADB48+BMPvhrLhAkTMnTo0Fx11VXp169fRo8enTXWWKOSWmuvvXbq6urme+JnzvQqT7590ue/++67adOmTWV1k9p3KX/vvfdyzjnn5Kyzzsryyy+fG264IVtttVVl9Wp9krdWO9xJ058wqNWJ/DlqcTVarQLnOYO5ze2OO+7I4MGD88wzz1R6gmaOpv4tz7H++utnxIgROeigg5L8387fpZdeWj+IdRU233zznHvuufnlL39ZX/fdd9/N0KFDK1/u1q1bz/eq8WeeeSZLLrlko9b69a9/nUsvvbT+6t299torW265ZQYMGJDLL788SSrdPs5Ry5BqYVHLdXYtLuBIPjnonj59es4777ycf/75jX7C4qabbspVV12VTTbZJDvssEOWXXbZ3HzzzfUDoJ955pk5/PDDGz00WXrppbP22mvn8MMPrx8IvJSSvn375tJLL53vlYBVqFXQXYttxZFHHpk333wzP/7xj+tvE9GmTZscffTRGTJkSCU133///bRs2TLJR8ePI0aMqD+p3bJlyxx11FHZYIMNKqldS2+//Xa6du1a//yvf/1rg9v6ffOb32zU3vvnn39+9ttvv7Rp0+Y/3lqx6tsp1urYoim3yxMmTEi3bt1y5plnZtNNN81DDz2UmTNn5qijjsrjjz+et956K/fdd1+j1vy4Wp3Mn3sbtMgii1Ry27P5qdUx8z777JO2bdvmJz/5SaZPn55dd9013bp1y3nnnZcf/OAHjV5vjh/+8Ic57rjj8vDDD+eyyy7LiSeemMGDB2ebbbbJvvvuW+lJ7UGDBuXAAw/M66+/3iBgP/vssyu9NVeS7LLLLjn44IPToUOH+p4Gf/3rX3PIIYdU+n3X4qKCOWq1zGeddVb+53/+J8svv3x90D169Oh07do111xzTWV1a7GvO0etvutarTcX6oHga+3KK68s7733XpPXffzxx8v/+3//r7Ro0aLsvffeZfz48ZXXnDx5cjnqqKNK27ZtS+/evcvf/va3ymsuvvji5bLLLitjx46d72PEiBGVDMh+2GGHlcMOO6w0a9as/PCHP6x/fthhh5WDDz649OrVq2y44YaNXvfjZs+eXW699dZy5plnlgsuuKD89a9/rbzmhx9+WH7xi1+UpZZaqvTo0aNcffXVTTpAdymlTJ8+vZxyyimlc+fOZa211iojRoyovOYll1xSlllmmXLdddeVRRZZpPzmN78pp5xySv2/q7TxxhuX888/v5Ty0eBYL7zwQinlo0FQ+/XrV2ntOW6//fay3nrrlQ4dOpShQ4fWDxpZhS233LL85Cc/KaX83/LOmjWr7LjjjmWHHXaorO7c7r333vLtb3+7tGvXrhx11FHlrbfeqrzmww8/XPr27Vtat25dDjjggDJp0qRK69Xqt/zuu++WUkq55557Svv27cuPfvSj0qZNm3LIIYeUzTbbrCyyyCLloYceavS6//rXv0oppYwbN66svvrqpWfPnqVFixblW9/6Vll88cXL1772tcq/84EDB5btttuuzJw5s/5v+6WXXirrrLNOow8Y2bZt2/Liiy82mPbyyy+XVVddtey2227llVdeqWT7+HE77bRT2XfffUsp//d7fuedd8p3v/vdstdee1VW93e/+13ZcccdS69evco666zT4FG18ePHlwsvvLAcffTRDfYPDjvssMprz9FU6+zJkyeXb33rW6VFixalR48epUePHqVFixZlk002KW+//XYlNedn1qxZ5ZJLLinLLrtsWW655crll19eZs2a1ag1WrduXcaNG1f/vF27duXpp5+ufz527NjSrl27Rq1ZSilvvvlm2W677comm2xSXn755frpLVq0KI8//nij1/skTb0vUqttxdzeeeed8uCDD5Z///vf5f3336+0Vq9evcovf/nLUkop66yzTv2AynPcdtttZamllmrUmosuumh5/fXXSykfDbi66KKLfuKjKsstt1z98cuMGTNK27Ztyx133FH/+qOPPtqo9Xv06FHeeOON+n9/0mOFFVZotJqfpFbHFk25Xe7cuXP59a9/XUop5e233y6nnHJK2XHHHcuWW25Zjj322DJhwoRGrTe3HXfcsX7//Ve/+lVZeeWVS11dXamrqyvLLLNMufTSSyurPcfbb79dLrnkkjJ48ODy5ptvllI+2t+fe11epVocM5fy0aDVVe9Tl1JKXV3dPHXee++9cvXVV5c+ffqUZs2alR49elTahosuuqgss8wy9X9bK6ywQrnqqqsqrVnKR+vLnXbaqdTV1ZWWLVuWli1blubNm5cBAwaUGTNmVFZ39uzZ5aijjipt2rQpzZo1K82aNSvt2rUrJ554YmU156jVMpfy0T7JxRdfXH784x+Xww8/vFx11VVl5syZldb8uKbY152jlt91LdabQpMvgRkzZpTx48eXl156qcGjsY0bN67stddepUWLFmW77bYrTzzxRKPXmJ8zzjijLLbYYmX11VcvN954Y5PULKWUzTffvJx88smf+Pro0aNLXV1do9ft06dP6dOnT6mrqysbbrhh/fM+ffqUzTffvOy3337lmWeeafS6n+S9995rkpOd119/fVlllVXKkksuWc4999zKV5gfV+vApql3uL8MJwya+kR+KaX8+9//Ll26dClbbLFFadWqVfn+979fevbsWbp27Vqee+65SmvXInB+7rnnyk477VSaN29edtlll/L8889XXrOWv+UVV1yx3HPPPaWUj5Z9n332Kd/85jdLz549y2677VYeffTRSuq2atWqnHrqqWXWrFnlgw8+KNdcc0058sgjy/77718uueSSMn369ErqllLqD1InT55c+vbtWzp37lyaN29eunfvXlq2bFn+53/+p/733lhWWGGFBiee5njllVfKqquuWjbbbLNKQ5NahlTnnXdead++fTnwwANLq1atyg9/+MPSt2/f0qlTp3LMMcdUUnOOO+64o7Rr166sscYapUWLFmXttdcunTt3Lp06dSqbbLJJpbVLqc06uxYXcMztD3/4Q/na175WFltssfLTn/60spPb3bp1Kw8//HD981122aXB9/vYY49VenL5oosuKt26dSvXXnttKaXpQpNa7YvUalsxt2effbaMHDmyfvtQ5T7nn//857LYYouVK664olxxxRWlR48e5dJLLy333Xdfufzyy0v37t3LkUce2ag1r7zyyvrfyxVXXFGuvPLKT3xU5Uc/+lH9xXaDBg0qiy++eIN9kl/96ldl/fXXr6x+LdTqZH4ttssXXnhhad++ffn+979ff/KrqfTu3bssvfTS5c9//nP9tKY6mV9KKWPGjClLLrlkWXnllUuLFi3q9++PPfbYsvvuu1dau9bHzE2lWbNmn/r/+eyzz1a+3zfHa6+9Vt55550mqTW3p59+uvz2t78tf/rTn8rYsWObrG5TXlTwcbVa5lpqqn3dj2vq77pW682FPjSpq6urT0Hn96jSM888U7797W/PU3NOmxpb27Zt66+Mvummmz7x0djq6upKu3btyjbbbFO23377T3w0thtuuKFcc801n/j6W2+9VemO/l577VWmTJlS2ed/mlmzZpWTTjqpdOvWrTRv3rx+hfKTn/yksp3tOf/PAwcOnOfq2aqvpK11YDO3ptrhruUJg1qcyJ/b5MmTm/RqtFoFzvvvv39p1apV6devX/3BbFOo5W/5yCOPLC1btixHHHFEk/6OR4wYUZZZZpnSq1evJg21S/noCvV99923/mDqnnvuKRdeeGE544wzyu23315JzYEDB5a99957vq+9/PLLZeWVV650H6iWIdXXvva1+hPL7du3r19/HXfcceWAAw6orG4ppXzzm98sxx9/fIPa77zzTtlmm23KRRddVFndWq+za+Huu+8uvXr1Ku3atStDhgwpkydPrrTeFltsUYYPH/6Jr19xxRWV9zJ+/PHHy1prrVV22WWXJgtNarUvUqttRSmlvPHGG+W73/1u/fHanN/TgAEDyqBBgyqr+/vf/74su+yy9ceKcx5t2rQphx56aPnwww8rq10rr7/+etl4441LXV1d6dChQ/nDH/7Q4PXvfve7lZ30PPHEE8u0adPmmT59+vRKr5qu1cn8Wm2XX3jhhbLJJpuUrl27lptvvrmSGvMze/bscuaZZ5a2bduWgQMHNvrFKf/JpptuWh90zr0vct9995Xll1++srq1OmZee+215+nZu84665R11123bLjhhmWPPfYod955Z6PWnF9PE2gMN910U31Pkk87r1rFudW5NfW+bq3Var1ZV0oTjPT5JXbTTTc1eP7BBx/kX//6V6666qqceOKJGThwYGW1N9poo7Ro0SKDBw/O0ksvPc89f+d3P/v/xpx7HX+aKgaL3GuvvT7T/YxrOVBr1ebcb7d79+5NUu+kk07KVVddlZNOOin77rtvHnvssay44oq5/vrrc+655+aBBx5o9Jp9+vT5j//PdXV1ufPOOxu9drNmzdK2bdvssssu6dix4ye+r8oBopraUUcdlXPPPTeHHHJITj311HkGbKzKj3/841x22WXZZJNNMmzYsKy99tpNUreW2rVrl7q6uhx44IH196efn8a+R3+zZs3Spk2brLbaap/6vkceeaRR69byt5wkf//737P33nunWbNmueaaa+Y7EGoVpkyZkkMOOSS///3vc/rpp9ffI79qY8aMyV577ZUpU6bkyiuvrL83bJVeeumlPPXUU+nXr998X58wYUJuv/327LnnnpXUv+WWW7Lffvtl2WWXzTXXXJNVVlmlkjrz065duzz55JNZfvnl06VLl9x+++1Za6218uyzz+Zb3/pW3nzzzcpqd+jQIaNHj85KK62URRddNPfee2++/vWvZ8yYMdl2220zduzYRq/Z1OvsL8OYAFtttVXuuOOO7L333jnhhBOy1FJLVVJnbm+99VaaNWuWzp07z/f1v/zlL2nbtu2nDtzZGGbOnJnBgwfnrrvuyg033FD5mCa12hdJaret2GOPPfLaa6/l0ksvTc+ePTNmzJisuOKKufXWWzNo0KA8/vjjldWeNWtWHnnkkbzwwguZPXt2ll566ay33nqVjwHVvHnzvPrqq/OMW/Pmm2+mS5cujX7s+HFTpkxJ+/bt07x58wbT33rrrbRv376Sv7taLXMpJWeddVaGDh2aXXfdNeedd14WWWSRSmrNrZbb5ST5+c9/nsMOOyw9e/ZMixYNh91t7P3cuT311FMZMGBAJk6cmIMOOmie2lVtpzp16pRHHnkkK620Ujp06FC/HnnppZfyta99Le+//34ldWt1zDxkyJD84he/yDe+8Y368Zf++c9/5tFHH81ee+2VJ554IqNGjcoNN9yQbbfdtlFqvvTSS1luueWaZIy+OdZdd92MGjUqiy66aNZZZ51Prd3Yf9eDBg3KySefnEUWWSSDBv1/9s47Koqka+PPgOSsiCuoBEEFxBXMOWDCAOqawQDmAKxZ1wSoiLqYXTETzAHT6ioGQMCICphFRDChGFAJKuF+f3CmP4YZUN/t6nbV3zlzlO4580z3dFdX1b313EnlvpfP37d3794IDg6Grq4uevfuXe57w8PDedMFxDtmJSUlZGRkwMjIqNw5VhZzq1KE7uuKda5LIla7+cMHTcpix44d2L17t1xQhU+0tLRw5cqVz06I/Wg8fvwYxsbGXxTk4RNdXV0kJCTwVjCpoKAAvr6+WLVqFbKzswEA2tra8PT0xLx587iCjiywtLTE+vXr4ejoKNOg3LlzB82aNSuzcNR/FbEnecvqFEkkEqirq8PS0hLDhg1Du3bteNUVY8JArIl8KRYWFmjTpg2CgoJkCr+/fPkSjRs3xoMHD3jXFCvg7Ovr+0XvmzdvHq+63wIfP37E7NmzsWbNGnTs2FFuEMt3p7sk+/btw4ABA6ClpaVwgoYFBQUFWLBgAQICAjB+/HjMnj1bTru8wS1runXrhk2bNqFq1aq8faZYQSoLCwvs378f9vb2aNiwIUaOHInRo0cjIiICAwYMYPYbA8Avv/yCyMhIWFtbw8bGBgEBAXB2dkZiYiJatGjB9RX4ROg229zcHPHx8ahUqVK5E/YSiYRJew0UH3OFChWgpaVVbt+A5W/9OcaNGwc/Pz8YGhr+53XFCl4A4jwrfvnlF5w4cQK//vqrTB/7wYMHqFevHpP7+Gvhu80uOUFUkqdPn6JmzZrIy8vjRac8iAivXr2CRCJBpUqVmOspKSnh+fPnqFy5ssz2M2fOoH///sjMzGSqL8ZkvljP5bS0NLi7u+PGjRsYPXq03LGy7udu2rQJY8aMQdWqVWW0WT6njIyMcOLECdjb28u0IydPnoSHhweXcMk3Yo2ZR44ciRo1amDOnDky2xcsWIC0tDRs3LgR8+bNw9GjRxEfH8+r9pdiZ2eHY8eO/askV19fX0ydOhWamprw8fEp91zzfV23a9cOBw4cgL6+frlzDnz/vu7u7li1ahV0dHTg7u5e7nv5TpIW65i/BYTu634L51qsdrPC59/yY9K0aVOMGjWKqYaNjQ1evnzJVOPfwGKS5EuwsbHhNXjxpfAdP/T09ER4eDiWLFmCZs2aAQDOnz8PHx8fvHr1CuvWreNVryRPnjyBpaWl3PaioiLk5+cz0/0a+AxSRUVF/fsv9C/o0qXLZ7NnOnTowGv2DFDcTl27dg2zZ89G8+bNBZkwEHuC/uHDh6hQoQJatWqFw4cPc1kVhYWFSEtLY6JZVFTE5HM/x9ee67i4ODRs2FAmmCQEfAecgeKJsBcvXkAikUBPT0/uumbF5cuXMWfOHFhZWWHKlCmC6VaoUAE+Pj5o3rw5unbtihUrVnD7iIhpptKXcPbsWd4nxfT09BAcHIzu3btjwIABCgNFLCa127dvj8OHD8Pe3h7u7u6YOHEi9u3bh/j4+M9myP1bmjZtitjYWFhbW6Nr166YPHkyrl+/jvDwcDRt2pSJptBtdmpqqsL/C8l/YeXytm3bMGXKFMGDJix0xeiLSBHjWZGTkwNNTU257a9fvxb8+VsWfLXZ0tViEokEmzZtgra2NrevsLAQZ8+eZZ78l5GRgWnTpuHw4cN4//49gOJ+R69evbBo0SJUqVKFVz0DAwNIJBJIJBLUqlVLZjKqsLAQ2dnZGDNmDK+aiqhTpw6GDx+OMWPGYPny5XKT+SyCJmI8lzdu3IjJkyejQ4cOuHnzplyQiiXPnz/HiBEjEBsbi82bNzNbXasIZ2dn+Pn5Yc+ePQCKf9P09HRMnz4dv/32GzNdscbMe/bswZUrV+S2DxgwAA0aNMDGjRsxcOBAUV0hHj58+K/nSUr2uXx8fP7lN/o6IiMjFf6fNSX7XEL3v8Q65pI8evRIMDeZkvyI51qsdvNn0EQBeXl5WLVqFUxMTJjqLF68GNOmTYO/vz/s7OzkVh6ImVUKsJkk+RK+l8VPO3bswK5du+Dk5MRtq1evHqpXr46BAwcyDZrY2NggJiYGpqamMtv37dsnaAZgeYj5O/M9yfvy5UtMnjy5zOyZiIgIzJs3D/Pnz+c1aAIIP2Eg9kS+RCLB8ePHMWXKFDRo0AAHDx5Eo0aNePlsvhAr4Ozk5PRdBJyl2SJVq1bFlStXYG1tzevnK6KgoADz5s3Dn3/+ifHjx8Pf3x/q6urMdUsSHh6OsWPHonXr1pg1a5ZgARsxESNItWHDBi4QOn78eFSqVAnnzp2Ds7MzRo8ezVR72bJlXBa6r68vsrOzsXv3blhZWTGbKBCzzY6NjUXLli3/9ed8LV878bVz5044OzsLYoEjRaw+ECtdMYIXYjwrAKBVq1YIDQ3F/PnzART3S4qKirBkyRLeVxSLzfLlywEUXzdBQUEyE+iqqqowMzNDUFAQM/13796hefPmyM7Ohru7O+rUqQMiwq1bt7Bz507Exsbi6tWrMsGcf8uKFStARPDw8ICvry/09PS4fdJjlibDsULMyXwhn8tdunTBpUuXsGbNGgwZMoSZjiJ27dqFCRMmoH79+khMTESNGjUE1Q8MDESfPn1gZGSEvLw8tGnTBhkZGWjWrBkWLlwo6HcpD77GzOrq6jh37pxcUue5c+e4/nZRUZHgfW+WjBgxAm5ubsxtORWxbds29O7dW2GAnyULFiyAq6src2tQRYh1zGZmZmjZsiXc3NzQp08fGBgYCKIrZl9XrHMtWrvJrFrKfwR9fX0yMDDgXvr6+qSsrEw6OjrMC/dIC/gJVQj+aylZXOen7tdTuXJlhQWjb926RYaGhrzpKOLgwYOkp6dHAQEBpKmpSUuXLqURI0aQqqoqRUREMNX+UsT6nVlo6+rqUnJystz25ORk0tXVJSKi27dvk7a2Nm+aREQRERFUrVo1atSokWDFyb8WHR0dXs91yaJ+M2bMIA0NDQoLC6OMjIxvot0k+n7aMDF0R40aRWpqauTr6ytoUVs7OzsyNzenyMhIwTSlvHnzhgYOHEiampq0YsUKwfW/BL6vrfz8fPrjjz9IVVWVJk6cSHl5ebx99k/+HXy22SoqKmRmZkYzZ86kGzdu8PKZLOD7OfUlfA/ttRQx+iJiPSuIiK5fv05GRkbUpUsXUlVVpT59+pC1tTVVqVKF7t+/L+h3KQu+f+e2bdvS69evefu8L8XPz48sLS3pxYsXcvueP39OlpaWtHDhQibaUVFRXKFfIdm5cydVqlSJHB0dKS0tTTBdMZ7LHTp0oEePHn3x+x89ekSFhYW8aGtqatKqVat4+ax/Q0xMDK1du5YWL15MJ0+eFPvryMFXWzJ//nzS0NAgLy8vCgsLo7CwMPLy8iJNTU1asGABEREtW7aMOnTo8K+1/lf4bjednZ1JTU2NqlWrRlOmTKGEhATePvtzGBoakpaWFg0cOJCOHj0q2HOyXr16pKSkRM2aNaO1a9dSZmamILpE4h3z1atXacqUKVStWjVSU1MjFxcX2rt3L3348EEQ/S+Fz76uWOdaitDt5g8fNAkODpZ5hYaG0j///CNIxzAqKqrcl9h8TwM6MXR9fX1p4MCBMg3mhw8fyNXVlXx8fHjTKYuzZ89Shw4dqHLlyqShoUEtWrSgEydOMNf9Ur6noImRkRGFhITIbQ8JCSEjIyMiIrp58yavwTIxJwy+Br7PtZKSEhc0ISIKCwsjdXV1cnd3/xk0+Q50bW1t6cqVK7x81tcwfPhwevfu3Re/PzY2lrfOcNWqValJkyZ0584dXj6PBXxfW2IGqYiI8vLy6OLFi3TkyBE6dOiQzOtHh8/fOjMzk1avXk3NmzcniURCv/76Ky1ZsuSrJsmEQIy283tor4nE64uI9ayQkpWVRQsWLKC+ffuSk5MTzZo1i54+fSra9ymNmH1sPmnSpAlt2bKlzP2bN2+mpk2bMv8eeXl59PbtW5kXK8SazBf7ufwl8Dnpd+/eva96f9euXXm9x/8r9yefbcm2bduoadOmXLJy06ZNafv27dz+3NxcUZNoWLSbr1+/pvXr11ObNm1ISUmJbGxsaOHChZSamsqrTmny8/PpyJEjNGjQINLS0qLKlSvTuHHjKC4ujqkuEdGNGzdo5syZZG5uTioqKtS1a1favn075eTkMNUV85iJiIqKiujMmTM0YsQIMjAwID09PXJ3dxdE+0vg8/oW61yL1W7+8EGTn5TN9zKg+1L4zjTs2bMn6ejokKGhITk6OpKjoyMZGhqSrq4u9erVS+b1I/I9BU3EyJ4Re8LgS+H7XJdcaSLl3LlzVKVKlZ9Bk+9A9+PHj1/1fjEyxPnWnT9//ldNNu7YsYOys7N50f5S+L62xAxS/fPPP1S5cmVutW/JF6s2xNzc/Ite3wKs2pEHDx7QggULyNbWlpSVlaldu3a8a/yv/Aya/O+I1Rf5rzwrxILF9fXo0SNau3YtTZ8+nSZOnCjzYoWBgUG5CQW3b98mAwMDJto5OTk0fvx4qly5spwrBMv+pliT+WI+l7+U72nsKJFIqG3bthQWFvZNr7bl47jz8/PJ19f3m0uYKA3r6+vRo0e0ZMkSqlOnDikrKzPTKU1OTg5t27aNunbtSqqqqmRhYSGYdmxsLI0bN44qV65MOjo6gumKecxERFeuXKH69et/M3MTROyubyHPtVjt5vdvmP0FZGVl4dKlS3jx4oVcwV/W/ppZWVnYvHkzbt++DQCwtbWFh4eHjH/qj0bJgntCQjz7POvr68sVJBK6SNSnT58UXtdC+7YqQqzfmQWzZ8+Gubk51qxZg7CwMABA7dq1sXHjRgwaNAgAMGbMGIwdO5Y3zatXr0JVVfWL38+iWLcYKCrK3qxZMyQmJuLOnTsifKOf8Hkvf801DXwfdQFmz579Ve8fPXo0mjRp8p++lzdt2vRV7+ezXo+npyf69u2LuXPn8l5AuCwePnwIU1NTDBo0CEZGRoJofmuYm5tjxowZ+PXXXzFnzhxER0eL/ZV+wgNi9UXEflaIOXYUg9OnT8PZ2RkWFha4c+cO6tati4cPH4KI4ODgwEz33bt30NfXL3O/vr4+3r17x0R76tSpiIyMxLp16zB48GCsXbsWT548wfr16xEQEMBEEwCsrKy+6v181SAV87n8I3L16lVs3boVkyZNwoQJE9C/f394eHigSZMmYn813qlQoQKWLFnyXbaNX0p+fj7i4+Nx8eJFPHz4ULD+JwBoamqic+fOePPmDdLS0rh5RyHQ0tKChoYGVFVV8f79e8F0xTjmx48fY8eOHdixYwdu3LiBZs2aYe3atcx1xUbIcy1auylYeOYb5fDhw6Sjo0MSiYT09PRIX1+fe7HKXJFy+fJlqlixIpmYmHArDqpVq0aVKlX6JjLIv5csuC8lJibmm/Me/F+5d+8etWzZ8putl0MkbrYQnxmHP7Nnvk1dMfleVst9Kd9T5t+3riuWtr+/P71580ZQzZLwecw6OjqC1x3Ys2cPdenShdTV1alXr1505MgR3nzZ+YbF9RUbG0tjx47lMg3d3Nzon3/+4VXj3yDGPTVmzBhBvb7F1pXyPbTZYo4dvxS+2+xGjRrR3Llziej/z+X79+/J2dmZ/vrrL950SqOkpKSwnokUlvXsqlevzllV6ejocLULQ0NDycnJiYnm/8L3cE99y5qstfPz82n//v3Uo0cPUlFRIVtbWwoMDCz3uhcSvsYWzs7OFBwczMM3Ysf27dt5X8mtyK7p1KlTVFRUxKuOIqQrAJycnEhVVZVq1qxJs2fPptu3bzPVla4strGxIWVlZWrfvj1t2rSJsrKymOoSiXPMQUFB1Lp1a1JWViZbW1vy9/enhw8fMtP7X+G7DRPr+iISvt384YMmVlZW5O3tzdxjTxEtW7akYcOGUX5+PrctPz+fhg4dSq1atWKm+6UPA7473O7u7gqX/WZnZ8v4/aWnpwvii5yeni6Iz+CLFy8oJiaGYmJiBOsANW/enFq3bk3Hjh2ja9euUUJCgsxLKIqKisrsFIgZpOL7oaGlpcXcm/Tf8l+eyLe3t+fqTNWvX5/s7e3LfH0L/NcHsJMnT/6qDs/3dC9/67p8ar98+ZLOnDlDr169IqLi+hMBAQHk6+srWDHnL4XP8+3u7k6bNm3i5bO+lsePH9OCBQvI0tKSjI2Nafr06V9txcIaPoOv06dPJzMzM1JVVaVu3brRjh07ROlvfw6WlmQRERF0/fp13j9byr59+77Jc1oW30ObLebY8fTp0+Tr60tjxoyhcePG0Z9//ilIG6Ktrc0Fm/X19enGjRtERJSQkECmpqbMdCUSCReMUvTS19dnFjTR0tLiCrGbmJjQxYsXiaj4vtbS0mKi+b/wPdxT37KmUNofPnygZcuWkZqaGkkkElJTU6PBgweLXiuJr+Net24d/fLLLzR58mTasWPHN1FPLiMjg3x9fZl9vrGxMamrq1PPnj0FLwzev39/rtbE+PHj6dy5c4LoNmnShJSUlKh+/fq0dOlSevz4sSC6ROIdc7Vq1Wjq1KmCzrH9L/DZhol1rksjVLv5w9tzPXnyBF5eXtDU1BRcOz4+Hhs3bkSFCv//M1SoUAHTpk1Dw4YNmelWqVIF/fr1g4eHB1q2bFnm+2bOnMmrbkhICAICAqCjoyOzPS8vD6GhodiyZQsA4SysXr9+jZCQEE6Xb3JycuDp6YnQ0FBu6b6ysjKGDBmC1atXM73mEhIScOXKFdSpU4eZRnls3rwZy5cvR3JyMoDipea///47RowYwb2nvGuPNf/88w9MTEx4+zxHR0dER0fDzMyMt8/8XiAeLDFcXFygpqbG/V8Ma7f8/HyMHj0ac+bMgbm5ebnv/eOPP1CxYkXetPPy8kBEXJuRlpaGAwcOwMbGBp06deLex9ey50OHDmH58uVo0qQJRowYgf79+0NLS6vM94t5L//kf+PSpUvo1KkTZ31y8uRJ9O3bFxUqVEBRURECAgIQGxvL1HZFLNasWYO+ffsiJiYGdnZ2UFFRkdnv5eXFTNvExASzZs3CrFmzEB0dDR8fHyxduhQvX76EgYEBM92vgY82W0pMTAymTp2Kfv36wdDQkLfP5RtTU1O56+BrGTduHJYsWQJtbW3k5eVh8ODBOHDgAIgIEokEbdq0weHDh6Gtrc3Tty6mb9++0NHRQf/+/TF8+PDv0trlW0OMseOLFy/Qo0cPxMfHQ0lJCUVFRbC3t0d4eDimT5+OSZMmYcmSJcz0tbS08OnTJwBA1apVkZKSAltbWwDAy5cvmelu3bqV2Wd/DgsLC6SmpqJGjRqoU6cO9uzZg8aNG+PIkSPlWob9hB3fk7WzlPj4eGzZsgW7du2ClpYWpkyZguHDh+Px48fw9fWFi4sLLl26JNr342vMPG7cOADAsmXL5PZJJBIUFhb+a42vJSMjA76+vpg7dy6Tz/fx8UHfvn1FaS+UlZWxZ88edO7cGcrKyoLpOjo6YsuWLbCxsRFMU4oYx1xQUAAPDw+MHDkS1apVE0Tzf4WPvq4Usa4vKUK3mz980KRz586Ij48XxY9TV1cX6enpchPbjx49kgss8Mm2bdsQHByM9u3bw8zMDB4eHhgyZAiMjY2Z6L179w5UvKoJ79+/h7q6OrevsLAQx44dY+Lxffjw4XL3P3jwgHfNkkyaNAnR0dE4cuQIWrRoAQCIjY2Fl5cXJk+ejHXr1jHTtrGxYTqIKY+5c+di2bJl8PT0RLNmzQAA58+fx8SJE5Geng4/Pz9m2oWFhQgODsbp06cV+kyfOXMGAP+TvE5OTpgxYwauX7+OBg0ayE0wOzs786r3LSDkRP68efO4//v4+Pzrz/tfUFFRwf79+zFnzpzPvpfvgLOLiwt69+6NMWPGICsrC02aNIGKigpevnyJZcuW8VorBwCSk5Nx9uxZbNmyBd7e3vD29kbfvn0xYsQING/enFetf4tYA+j/+sB91qxZ6Nu3L5YtW4b169ejZ8+e6NKlCzZu3AgA8PDwwPz583HgwAGRvyn/7Ny5ExEREVBXV0dUVJTMbymRSJgGTQDgw4cP2LdvH7Zs2YKLFy+ib9++gk2+FhQUICoqCikpKRg0aBB0dHTw9OlT6OrqcpP5fAVf8/PzUbt2bTg5OYkWMHn06BEkEgk3kL106RJ27NgBGxsbjBo1invfjRs3/rXW+vXr4ePjA21tbcyfPx8XL17EqVOn0KRJE1y7dg1Dhw7FwoULsWjRon+tVZopU6bgwIED2LRpE2xsbDBixAgMHjwYlSpV4l3rvwqfbbYYY0cvLy8YGxvjzZs3UFNTw5QpU/Du3TvEx8fjzJkz6NevH0xMTODt7c1Ev2nTpoiNjYW1tTW6du2KyZMn4/r16wgPD0fTpk2ZaALA0KFDv+r9O3fuhLOzc7mJHl+Ku7s7EhMT0aZNG8yYMQM9evTAmjVrkJ+fr3Di9yfs4TOoLzbLli3D1q1bcffuXXTt2hWhoaHo2rUrlJSUABTXAQsODmaWkDdp0iSF2yUSCdTV1WFpaQkXFxfexsyKalKyJikpqdz9d+/eZaadn5+PsWPHolmzZoIHTfLz85GRkQErKytBJ7Tz8/Oxa9cuuLm5CaZZUluMY65QoQKWLVsGd3d3wTQVkZWVhX379iElJQVTp05FxYoVcfXqVVSpUoULevLR1wXEO9eAiO0mr+tW/iOUXAq4adMmqlGjBs2bN4/27dsn6FJBT09PqlatGu3atYvS09MpPT2ddu7cSdWqVSNvb2+m2kTFtlGBgYFkZ2dHFSpUoG7dutH+/ftl7ML4QFpHo6yXsrIyLViwgFfNkroSiaTMF8v6HpUqVeK8cEty5swZMjQ05F3v7du33Ov06dPUrFkzioyMpJcvX8rse/v2Le/aJTE0NKQdO3bIbd+xYwdVqlSJqfb48eNJS0uL+vXrR97e3vT777/LvFgh1jX2NfBd76Jjx460bt06IiJ68+YNValShapVq0bq6upM/a3Nzc3p5cuXctvfvHlD5ubmzHSJiIYMGULLli1jqqGISpUqcVYYGzdupHr16lFhYSHt2bOH6tSpw1Q7OzubNm/eTC1btiSJREJ16tShpUuXUkZGBlPdL+VHsqXgU9vAwICz4Pr06RMpKSlx1iNERFeuXCETE5N/pcEnfLZfVapUoYULFwpeU+TChQs0cuRI0tPTI3t7e1q9ejVnOygEDx8+pDp16pCmpiYpKytz59PLy4tGjx7NRFNXV5cePHjA5LO/hJYtW1JoaCgRET179ox0dXWpWbNmZGhoyLslh0QioefPnxMRUd26deX6QYcOHaJatWrxqllaNz4+nsaOHUv6+vqkpqZGffv2pYiICN41/w3/1dpbYo8ddXV1uX4AUfGzWUVFhevTh4WFUe3atZloExGlpKRQYmIipz169Giys7Oj3r17f1Pe7Syvr4cPH9L+/fu58/Ct8F+235UipoW3WLbllpaW5O/vX66NzMePH5nVAWnbti3p6uqSlpYWOTg4kIODA2lra5Oenh41adKEs8W7efMmE30hKG8uSIhar+bm5qJZNhkaGopi/2psbCyaxa9Yxyx2vZ7ExESqXLkyWVpaUoUKFbh2edasWTR48GAmmmKda7HazR8yaFLeBKeQk50fP34kLy8vUlVV5QIIampq9PvvvwvuD79q1SrOC65y5co0Z84c3rx6o6KiKDIykiQSCYWHh1NUVBT3OnfuHD158oQXndIYGxvTwYMHy9x/7do1pr+xhoaGwofGjRs3SFNTk3e90sEpRcEqIa5rPT09hY3o3bt3SU9Pj6l2pUqV6OjRo0w1/qvwPagSayK/5ARRSTIyMkhFRYWZLhHR/PnzSV9fn3777Tfy9/enlStXyrxYoaGhwflq9+3bl3x8fIioePCooaHBTLc0ycnJ9Mcff1DFihVJVVWViYbY9VRyc3Nlnn0PHz6k5cuX04kTJ3jT+LfY2tpSenr6v/qM0nWYSrcPaWlppK6u/q80+ITP9svAwEDwQvA2NjZkaGhIXl5eog2gXVxcyM3NjT5+/ChzPiMjI8nS0pKJpliBZin6+vp0584dIiJauXIlNW/enIiITpw4wXuQXSKRcHXrDA0NZSa4iYrbEhbttaJnYl5eHoWGhlLbtm1JSUmJzMzMeNf9X2E5wcuyjp7YY8fKlSvLTF7m5uaSkpISV5MqJSWF1NTUmGj/lxAzoYFPPn36RO7u7l8UdOZ7Mv9L4fNcKykpKezbZ2ZmkrKyMi8aZaGlpUXu7u4UExPDVOdbY/ny5dS7d2+ZZMqsrCzq06cPrVixgnJycsjFxYU6derEm2Z2djYdPXqU1q1bJ8gYqlKlSrR582Z6+PChwtfRo0eZzots2rSJunbtyrXTQvL777/T9OnTBddduHAhDR06lPck7C9BrGMWu16Po6MjTZ06lYhk2+W4uDhmNcfEOtdi8UPac4mxPFARqqqqWLlyJRYtWoSUlBQAQM2aNQWzaXj+/DlCQkIQHByMtLQ09OnTh/OCW7x4MS5cuICIiIh/rdOmTRsUFBRg6NChaNiwoWA1Sxo0aIArV67AxcVF4X6JRMJ0mW+zZs0wb948hIaGcpZkeXl58PX15Wyr+CQyMpL3z/xfGDx4MNatWye3dH3Dhg1wdXVlqq2qqgpLS0umGv9V+K7jkpuby9kIRkREoHfv3lBSUkLTpk2RlpbGm46UknZ7J06cgJ6eHvd3YWEhTp8+/dlaI/+WzZs3Q19fH1euXMGVK1dk9rG09bG0tMTBgwfRq1cvnDhxAhMnTgRQ7HGuq6vLRLM0OTk5iImJQXR0NN68eYPatWsz0RG7norQVmglEdJKqHr16njw4AG3fHnXrl2oWrUqt//Zs2eCWSoJaRkFFNu97N69G3/88Qdvn/k5bt++DS0tLYSGhiIsLKzM971+/ZrZd4iJicG5c+egqqoqs93MzAxPnjxhomllZQU/Pz/ExcUptK5kbYWWn5/P1cM6deoUZ5VZp04dPHv2jHe9OXPmQFNTE0pKSnj69ClX8wEAXr16xYtlUGkU2U6pq6tj8ODBGDx4MO7fvy9qXYjS8N0XAYSpoyf22LFly5aYO3cuQkJCoKqqij/++AMWFhZc/bTMzEzB6iJlZ2fLnQ+h+iJCc/nyZURGRiq0/GVp0SWmJayQ9rtiWXiXRGjb8m+FpUuX4uTJkzL3rp6eHnx8fNCpUyd4e3tj7ty5Mr/5v+HatWvo2rUrcnNzkZOTg4oVK+Lly5fQ1NSEkZERk/5AgwYN8PTpU5iamircn5WVxXQuaM2aNbh//z6MjY1hamoq1we4evUqM+2CggJs2bIFp06dUtj/YtV+Xb58GadPn0ZERATs7OzkdMPDw5noAuIds9j1ei5fvoz169fLbTcxMUFGRgYTTbHOtVj8kEEToLi2wYQJE3DhwgW5jt7bt2/RvHlzBAUFoVWrVsy/i6amJuzs7JjrSAkPD8fWrVtx4sQJ2NjYYNy4cXBzc5PxW2zevDmsra1506xQoQL27dsnU5uANVOnTkVOTk6Z+y0tLZkGGlauXInOnTujWrVq+PXXXwEAiYmJUFdXx4kTJ3jXa9OmDe+f+b+yefNmREREcD7HFy9eRHp6OoYMGSLjocp3gzp58mSsXLkSa9asEbzmQE5ODqKjo5Gens4Vy5TCcmJIaE9aKUJP5Pfs2RNA8XGV9rhWUVGBmZkZAgMDedctSWpqKtPPL4u5c+di0KBBmDhxItq3b88FXSMiImBvb89UOzY2Flu2bMG+fftAROjbty8WL17M1WniG7HrqVy9ehXLly8HAOzbtw9VqlTBtWvXsH//fsydO5dp0GTQoEEYNWoUBg8ejIyMDHTs2BG2trbYvn07MjIyeC1UOWDAALx48YL7u1u3bjL7Dx8+jMaNG/OmVxZpaWno0qUL0tPT8fHjR3Ts2BE6OjpYvHgxPn78iKCgIN41CwsLsWTJEpw4cQL16tWTK4rIoqP/LUxaFxUVKRy4PX78mFkdPbECzVJsbW0RFBSEbt264eTJk5g/fz4A4OnTp7zX+2jdujXnj25jYyOXPHDs2DGZIApffG7Cx9LSEgsXLuRdtzRi1ZQTs46ekPz555/o1KkT9PX1IZFIoKWlhb1793L7b9++jWHDhjHTT01NxYQJExAVFYUPHz5w24lItCLOrPH398fs2bNRu3ZtVKlSRa7+FWt69uyJgwcPcv1roRAyeUR6PUskEtSqVUtuv0Qiga+vL296iujZsyd69uyJzMxMhIWFITg4GHPmzEHnzp3h4eEBZ2dnVKjw/U2ZvX37Fi9evJAr2J2ZmYl3794BKP59So9p/1cmTpyIHj16ICgoCHp6erhw4QJUVFTg5ubGrBbTmDFjyp0LqlGjBtP+mXTsKgY3btyAg4MDAODevXsy+1i2X/r6+vjtt9+YfX55iHXMYidVqKmpcfdsSe7du4fKlSsz0RTrXIuFhFiGV79hnJ2d0a5duzI7IqtWrUJkZCTTIqgfPnzA6tWry8xgYRV91tPTw4ABAzBixAg0atRI4Xvy8vKwZMkSXoMc0k7Y1xb1E4rHjx/D2NiYKyTEB7m5udi+fTvu3LkDALC2toarqys0NDR401DE1q1boa2tjb59+8ps37t3L3Jzc5n+Bu3atfui90kkEm4QzRe9evVCZGQkKlasCFtbW7nJMFbZDZ/Lnnnw4AETXaD4fF+9ehWFhYVc9v+9e/egrKyMOnXq4O7du5BIJIiNjZXrGP8b9u3bh0GDBqGwsBCOjo7cqrRFixbh7Nmz+Oeff3jTKom5uTkuX74sWmFhAPj06RNSU1NRs2ZNwQZSGRkZePbsGX799Veujbp06RJ0dXVRp04dXrWePXvGrUK8d+8emjZtCg8PDwwYMIDL/BeCnJwc7N69G1u3bkVcXBxq166N4cOHY/DgwahSpQoTTU1NTdy5cwc1atRAv379YGtri3nz5uHRo0eoXbs2cnNzmegCgIGBAS5cuIDatWtj1apV2L17N+Li4hAREYExY8YwbUdKk5ubC2VlZS5LnxU9e/aEjo4ONm/ejEqVKiExMREWFhaIiorCyJEjucxxPinvGcXiufS/wGcxYyn9+/eHnp4eNmzYAB0dHSQlJaFy5cpwcXFhPnEgFlFRUejVqxfevXuHoUOHYsuWLQCAP/74A3fu3GGa8ViaBw8eQFVVlVtJxhdpaWmoUaOG6IPUCRMmIDg4GN26dUPVqlXlvo80GM03lStXxqpVqzBw4ECZ7Tt37oSnpydevnzJu6aXlxcsLS3lgn7SrOIVK1bwrgkUt8txcXH4+PEjmjZtKmg/qEWLFiAieHt7ywUQgG8ncUtHR4d7jvxbqlSpgsWLFzMNRpXHggULEBgYCEdHR0FX6hkaGiI6Ohq2trbYtGkTVq9eLZM8cvv2bd60oqOjQURo37499u/fz62cAordA0xNTUVZ8bF69WpMnToVnz59gqGhIcaMGYMZM2YI5gYiBK6urjh//jwCAwO5+aDLly9jypQpaN68OcLCwrBr1y78+eefiI+P/9d6+vr6uHjxImrXrg19fX2cP38e1tbWuHjxIoYOHcrNlfzkJ/9lPnz4ILNiTghGjBiBV69eYc+ePahYsSKSkpKgrKyMnj17onXr1sz6JD8U4riCiU+NGjXKLVJ0+/Ztql69OtPvMGjQIDI0NKQxY8bQvHnzyMfHR+bFCr5qlXwtYvv9fQ6xilOywMrKis6cOSO3PSoqikkh0m+FYcOGlftiRZs2bWjkyJFUWFjIeUmmp6dT69ataf/+/cx0icTxpJXy7Nkzunr1qkxB5YsXL3Ie8t8bOTk55OHhQcrKyjKFlCdMmECLFi1irp+cnEzHjx+n3NxcIqIyvdv/LcrKylSlShWaPHmyaMX8SiNEPRUiIjs7O1q5ciWlp6eTrq4unTt3joiKCyxXqVKFmS6RbJ2RHj16UEBAABF9e/VF+KRixYpce1HShzc1NVXQej3fGiz6I48ePSIbGxuytramChUqUNOmTalSpUpUu3ZthV7yfPLx40e6c+eOKB7XBQUF9Pr1a5ltqampzI/5R0OsmnJi1NEzNjam+Ph4ue1XrlwhExMTJpplwaofUBotLa3/RN+Ozzobv/zyiyiFbqWYmZmV+eK7JlNJhK6jl5+fT8OGDfvXtdr+LRkZGbR48WKytrYmTU1NcnV1pTNnzlBoaCjZ2tpSx44dRf1+fPP+/XsaMWKETG1dVVVVGjlyJGVnZxNRcf3Xa9eu8aJXsnC0lZUVHT9+nIiK59xY1Hr9Vnjz5g1t3LiRZsyYwdU2uXLlCj1+/FgQfaHGjiXJz8+nkydPUlBQEL17946IiJ48eULv379nrk0k/DEXFBSQn58fGRsby8wPzJ49mzZt2sRUm6h43qdDhw6kr69PysrKVL16dVJRUaHWrVtz9zIrxLi+xOCHDZqoqalRcnJymfuTk5OZT1Lo6upSbGwsUw1FlFVs7eXLl0yLYYlROPFr+F6KBxIVX98li/xKSU1N/W4n38RET0+PG0zq6elxE80XLlyg2rVrM9U2NjaWKQ4q5caNG2RsbExExZ2zSpUq8arr7u7OdYRKkp2dTe7u7rxqrVy5kvLy8rj/l/diiZeXFzVo0IBiYmJIS0uLay8OHjxI9evXZ6b78uVLat++PddWSnXd3d1p0qRJvOsFBgYK1rH9ErKzs2nLli3UokULkkgkVKdOHWZae/fuJRUVFVJSUqIOHTpw2/39/alLly7MdImIGjduTNOnT6ezZ8+Suro6VzD8/Pnzgk/Epaen834fK0JfX59rv0o+g2NiYsjIyIip9rfc0WfVH8nPz6dt27bR1KlTaezYsbRx40bu+FkgdqCZSNjBe25uLsXExCh8Jufl5VFISAjvmkREt27doi1bttDt27eJqHgSasyYMeTu7k6nT59molmaqlWr0t27dwXRKsmECRNo4sSJctsnT55M48aNY6JZ1hgyOTlZ8GLsKioqgiQ3tG3blk6ePMlc599ia2vL2+T74sWLydvbm5fP+i8hRvKItra2wnGrEOzfv5+6d+9OKioq9Ouvv9Lq1avpzZs3Mu+5f/8+qaio8K4t9uQyUXHwJDExkRITE5nqduzYkbZv305ERCNGjKDGjRvTtm3bqHPnztS4cWMmmleuXKEHDx5wf4eGhlLz5s2pWrVq1KJFC9q5cycTXSmJiYlUuXJlsrS0pAoVKnB9oFmzZtHgwYOZags9dpTy8OFDqlOnDmlqasr0+7y8vGj06NHMdInEO2ZfX1+ysLCgbdu2kYaGBqe7a9cuatq0KTPd0sTGxtLatWtp8eLFzJ/XYp1rKS9evKCYmBiKiYmhFy9eMNf7YYMmFhYWdODAgTL379+/n2kWBxGRtbU1JSYmMtVQhEQiURg0efLkyQ89of49BU2qV6+ucPXOwYMHmU++tW3bltq1a1fmSwiEbkjFzJ7R0tKiyMhIue2RkZGkra1NREQpKSmko6PDq25ZwdfMzExSVlbmVcvMzIxevnzJ/V+MzDui4hWK58+fJyLZ9iI5OZn381uSwYMHU+fOnenRo0cyusePHycbGxve9cr6bYUmJiaG3N3dSUdHh7S1tcnd3V2QRIOyVlBJJyRZERkZSfr6+qSkpCQTsJg5cyb16tWLqXZpEhISBElm6NevH40cOZKIiu+pBw8e0Pv376l9+/bMVgeK3dH/Er6X/ohYgWYpQg7e7969S6amptx11bp1a3r69Cm3PyMjg8k99c8//5CqqipVrFiR1NXV6Z9//qHKlStThw4dqH379qSsrCxI4OTPP/+kcePGCR58nDBhAunq6pKtrS0NHz6chg8fTnXr1iVdXV0uoCJ98YWtrS2tXr1abvuqVavI2tqaN52SlDyOki8lJSUaMmQI78dYmvv371OHDh0oODiY4uPjuUlW6UsIhM7YLiwspC5dupCFhQV1796devXqJfMSCqFX6pVMHim5uoJl8oizszMFBwcz+ezPoaurS6NGjaJLly6V+Z7c3FzeXUDEnFwWg8uXL3MuGM+fP6fOnTuTjo4OOTg4cElCfFOvXj1u8njjxo2koaFBXl5etG7dOvr9999JW1ubNm/ezESbiMjR0ZGmTp1KRLL9uri4ODI1NWWmSyT82FGKi4sLubm50cePH2V0IyMjydLSkpkukXjHXLNmTTp16hQRyf7Ot2/fJn19fWa6YiLWuZYm51aoUIFLvq9QoQJ5eHgwdVP6/qpafSFdu3bFnDlz0KVLFznfuby8PMybNw/du3dn+h0CAwMxffp0BAUFwdTUlKkWUFynBSj27N60aZOMN31hYSHOnj3Luzf+T8Rh4MCB8PLygo6ODlq3bg2g2DfW29sbAwYMYKpdv359mb/z8/ORkJCAGzduMK9nk5OTA09PT4SGhnI1gpSVlTFkyBCsXr2amRetvb09Ll++DCsrK7Rp0wZz587Fy5cvERYWhrp16zLRlOLi4gIPDw+FnrTSAnSXLl1SWGDxf+Hdu3eg4oA73r9/L9N+FhYW4tixYzAyMuJFS0rJAuxiFWMHiosjKjq2nJwcpn7yEREROHHihJwXvpWVlVyxYT4gEUudKaqnsmzZMkHrqfzyyy/Izs7GyZMn0bp1a2hoaKBRo0bMawa0bdsWL1++xLt372BgYMBtHzVqFO9t1+HDh8vdL1T9lMDAQHTu3Bk2Njb48OEDBg0ahOTkZBgaGmLnzp1MNCdOnAgVFRWkp6fD2tqa296/f39MmjQJgYGBTHTFZtGiRahSpQo8PDxktm/ZsgWZmZmYPn0675oHDx7E7t270bRpU5n7x9bWFikpKbzrlcbb2xsNGzZEYmKiTOH3Xr16YeTIkbxqTZ8+HXXr1kV8fDyysrLw+++/o0WLFoiKikKNGjV41SqJn58fpk6digULFmDXrl0YNGgQxo4dyxV/nzlzJgICAtC+fXtm3wEAYmNjERkZiX/++UfQmnIli5FKrylDQ0MYGhrixo0b3Pv4bL8nTZqECRMmIDMzkzuvp0+fRmBgIDPv8BUrVuDXX3+Fvr6+zHYiwu3bt6GlpcX0GZWZmYmUlBS4u7tz2yQSiWCF4JOSktChQwfo6enh4cOHGDlyJCpWrIjw8HCkp6cjNDSUd00vLy9ERkaiXbt2qFSpkuB1g3Jzc+Hp6YmQkBAAxfUKLSws4OnpCRMTE8yYMYOJbp8+fdCyZUuujp4UR0dH9O7dm4mmk5MTZsyYgevXryus3+Ls7MxEFyjud36uj6WhocFrnVdA2OeTInJychAQEIDTp08rrK3Ldz+wYcOG3P+NjIxw/PhxXj9fEcnJybCysgIA/PXXX1i5cqXMuW3UqBEWLlwo1y/ii8uXL2P9+vVy201MTJCRkcFEU4rQY0cpMTExOHfuHFRVVWW2m5mZ4cmTJ8x0AfGO+cmTJ7C0tJTbXlRUhPz8fGa6UsSosybWuZ40aRKio6Nx+PBhtGjRAkBx/9PLywuTJ0/GunXr2AgzC8d842RkZJCxsTFVr16dFi9eTAcPHqSDBw9SQEAAVa9enYyNjSkjI4Ppd3jx4gW1bduWlJSUSFtbmwwMDGRefCPNxpZIJFS9enWZDO1atWpRp06d6MKFC7zrliQqKoq6d+9ONWvWpJo1a1KPHj3o7NmzTDW/FD4zOwsKCig6Olpuea9QfPz4kfr160cSiYRUVFRIRUWFlJWVyd3dnT5+/CjKd5o3bx5NnjyZqcaoUaPIwsKCjh07Rm/fvqW3b9/S0aNHqWbNmjRmzBhmumJkz0gR2pNWmkVb1ktZWZkWLFjAi1Zp3r59K5P9L6WwsFCmpgsrWrVqRatWrSKi/8+KJyrOdO3cuTMzXW1tbW4lU8l26vLly1SxYkXe9SQSiSArtBQhdj0VsVchCGXVID2+b8E2U2jLqCpVqnDtcsn7KSUlhbS0tJjpfg0sVpqYmppSXFyc3PYLFy6QmZkZr1pSStoUlDymhIQE0tXVZaJZEiFr5hgZGVFSUhL3d1FREY0ZM4Zq1KhBKSkpzFaa6OrqclZRhYWFVKFCBbp69Sq3//r168zrMRGJV1NOLP766y8yMTHh2ktzc3Nm9mtERIsWLSJzc3O5VUMVKlRQaAfHN9bW1tS7d2+6cOECpaam0sOHD2VerBEjY1tbW5v+/vtvJp/9JYi1Uk9I+10pYvZFxLItF7um24ABA6hq1ao0bdo0Wr58Oa1YsULm9T1QqVIlrv6UkZGR3Jj8/v37TM915cqVuedxyd84IiKCqlWrxkxXqifk2FGKmLa7Yh2zg4MDhYWFyen6+vpSy5YtmelKEaPOmljnulKlSgodVs6cOUOGhobMdH/YoAlR8bJIJycnmYkDJSUlcnJykvE/ZIWjoyNZWVlRQEAAbd26lYKDg2VerGjbtq1cUUwhCAsLowoVKlC/fv24+gP9+vUjFRUVzuNSTPguvKqmpibIdVQe9+7doz179tCRI0cEGdSUR3JyMpNgYEnEaki/BYTypI2KiqLIyEiSSCQUHh5OUVFR3OvcuXP05MkTJrrh4eFkZWWlcOlldnY21apViw4fPsxEW0pMTAxpa2vTmDFjSF1dnby9valjx46kpaWlsLPCF05OTjR79mwi+v9gTWFhIfXt25d+++033vUkEgnZ2dmRvb19uS8WiF1PRazlxkTCWjUYGxvTwYMHy9x/7dq1b6LWGAvE6uh/DSyCJmX1SVJSUpjVYRAr0CxFyMG7jo6OwkDv+PHjqVq1anT27FlmQZP79+9zf5e+dh4+fPhDW++y5sWLF4I9sy5dukS1atWiyZMn06dPn4hIuKCJpqZmubVAWVPyOi95jT98+JBZ+1WjRg3mtpyf0xfDElZI+91vAbFsy8WcXCYqrsEpZG3djIwMcnNzo6pVq5KysrJc0h0L3NzcaPjw4URE1LdvX24sJcXf35/s7OyYaBMRDR8+nHr27EmfPn3i+kBpaWlkb2/PvF6S0GNHKWLY7koR65gPHjxIenp6FBAQQJqamrR06VIuoTUiIoKZrhQx6qyJda41NDQU9rVv3LjB1BL/h7XnAgBTU1McO3YMb968wf3790FEsLKykrHFYMm5c+dw/vx5maWvQhAZGSmonpSFCxdiyZIlmDhxIrfNy8sLy5Ytw/z58zFo0CBRvpcU4tmSpm7dunjw4AHMzc15/dyvwcrKiluWKjbnz5+Xs8Ljm9zcXFSpUkVuu5GREXJzc5lqi422tjbq1avHXKdNmzYAim2yqlevDiUlJeaaALBu3TpMmzZN4RJ6LS0tTJ8+HWvWrEGPHj2YfYeWLVsiISEBAQEBsLOzQ0REBBwcHHD+/HnY2dkx012yZAkcHR0RHx+PT58+Ydq0abh58yZev36NuLg4JpqdO3cWzA6rJFOnToWbm5so2oB4y40BYa0aGjRogCtXrsDFxUXhfqntCmvEsIxq1aoVQkNDMX/+fADFx1pUVIQlS5agXbt2vOtJKSwsRFxcHOrVqydnsVMaU1NTOXujf0v16tURFxcn1yeJi4uDsbExr1pS/P394eTkhFu3bqGgoAArV67ErVu3cO7cOURHRzPRLEmnTp2wYsUKbNiwAUDxb52dnY158+aha9euvGrVqVMH8fHxMpZvQLE9AsDOXsbMzAzJycmoWbMmgOK+Vkk7sPT0dFStWpWJtiIyMzNx9+5dAEDt2rVRuXJlpnrt2rUr1zbpzJkzTPVZH19JGjVqhCtXrmD8+PFo2LAhtm/fLphlVPv27ZGYmKjQgkQI1NTU8O7dO7nt9+7dY/Yb+Pj4YN68edi6dSsze9/yENoSVgz7XTER27ZcyOeTIgwMDFCxYkXmOlKGDRuG9PR0zJkzB1WrVhWk7Vq8eDFatGiBNm3aoGHDhggMDERUVBSsra1x9+5dXLhwAQcOHGCmHxgYiD59+sDIyAh5eXlo06YNMjIy0KxZM85CkxVijB0BcWx3pYh1zC4uLjhy5Aj8/PygpaWFuXPnwsHBAUeOHEHHjh2Z6UqxtLTE8ePHMWHCBJnt//zzDywsLJhoinWumzVrhnnz5iE0NJR7RuXl5cHX1xfNmjVjpishIUbFP1GIg4MD/vrrLzRt2pS51qRJkzB//nxoaWlh0qRJ5b532bJlTL6Dmpoabt68Kdfhvn//PurWrYsPHz4w0S3Jo0ePABRPHijaZ2xsDGVlZV60jh8/jpkzZ2L+/PkK/Vl1dXV50fnWKO13S0R49uwZ4uPjMWfOHN49YUvi6OiISpUqyTWkQ4cOxevXr3Hq1Ckmus+fP8eUKVM4X9jSzSpLr2ehPWlLkpWVhUuXLinUHTJkCK9axsbGOHv2bJkD9vv376N169Z4+vQpr7rfCm/fvsWaNWuQmJiI7OxsODg4YPz48Uwmw5SUlJCRkSHK4FhMbQDQ0dHB1atXYWVlBR0dHSQmJsLCwgLx8fHo3LkzXr16xUy7UqVKOHfuHGrXri2j/fDhQ9jY2PAa+I2JiUFOTg66dOmicH9OTg7i4+O5ICkrzMzMsGPHDjRv3lxm+8WLFzFgwAAmNYxu3LgBR0dHODg44MyZM3B2dpbp6Esnn1mgrq6O27dvi5JMsWTJEixZsgRLly6VqcMwbdo0TJ48GTNnzmSim5KSgoCAAJm2a/r06UwDzVIeP36Mzp07g4iQnJyMhg0bcoP3s2fP8trOLFq0CDExMTh27JjC/ePGjUNQUJDcs/LfEhQUhOrVq6Nbt24K9//xxx948eIFNm3axKtuacSqKVcyEQuQr6O3cuVKJrpis2vXLvz+++/IzMzE9evXYWNjw1Rvw4YNWLBgATw8PGBnZycX1GVZcwIARowYgVevXmHPnj2oWLEikpKSoKysjJ49e6J169ZMPNvt7e2RkpICIoKZmZncMV+9epV3zZK0bt0affv2haenJ3R0dJCUlARzc3N4enoiOTmZ95oQSkpK5U5kSyQS+Pr6YtasWbzqSomOjsaff/6J27dvAwBsbGwwdepUtGrViome9DmclpaGatWqyYz/VVVVYWZmBj8/PzRp0oSJvpDPJ0Vs27YNhw4dQkhIiCBBQR0dHcTExMjVPmVNVlYWAgICcOTIETx48ABFRUWoWrUqWrRogYkTJ8rUWmFFXFycTB+oQ4cOzDUBYceOJSkoKMDu3btldF1dXaGhocFUFxDvmMVky5YtmDBhAqZOnaqwzhqrGklinOsbN26gc+fO+PjxI7fwIDExEerq6jhx4gRsbW2Z6P4MmohIREQEfH19sXDhQoUdUD4n1du1a4cDBw5AX18fbdu2LbNTJJFImGVlWVpaYurUqRg9erTM9qCgIAQGBiI5OZmJbkFBAXx9fbFq1SpkZ2cDKM7K9/T0xLx583jP5pRSMgO/5PkmgYomikXJIpFA8XmoXLky2rdvj06dOjHVFqshdXJyQnp6OiZMmKAwe6asbG4+GDhwIKKjozF48GCF2t7e3kx0jxw5AldXV2RnZ0NXV1dGVyKR4PXr17zqaWho4Nq1a2Vmfd2+fRsODg7Iy8vjVbc0RUVFuH//vsJAUevWrZlqC4WysjKePXsmWtDk+fPngmbvlqRr165o0KAB5s+fz01SmJqaYsCAASgqKsK+ffuYaRsYGCAuLg42NjYyQZPY2Fj89ttveP78OTPtz/H48WMYGxvzvrKsrCDCgwcPuCw1Frx9+xarV69GUlKSoIOqhg0bYvHixXB0dGSqowgiwowZM7Bq1Sp8+vQJQPH5nz59OubOnSv49xGKgoIC7Nq1S+a3FmrwXh6s7imxdEePHo1Tp05hzZo1csU5O3bsyK44Zxn4+PggOzsbf/75p6C6QvL48WNcuXIFHTp0kEvM4vt3Lu9zhBjTvH37Fn369EF8fDzev38PY2NjLmP72LFjcsfPB76+vuXuZ5kEBhTfP05OTnBzc0NwcDBGjx4ts1KvQYMGvOpFR0eDiNC+fXvs379fZhWCqqoqTE1Nma1K3LZtG9zd3dG7d2+u/YiLi8OBAwcQHBzM1I2iXbt2CA8PF8xppCRiPp+EDgra2Nhg+/btsLe35/Vz+USI53JWVtZnVxv/5L/Fo0ePIJFIOJeCS5cuYceOHbCxscGoUaME+Q7r1q3DwoULueRRMzMz+Pj48J7E+i2Qm5uL7du3486dOwAAa2tr5u3mz6CJiEgb5NKTnN/rpPq6devw+++/w8PDg8sqjYuLQ3BwMFauXCkXTOGLsWPHIjw8HH5+ftyyrfPnz8PHxwc9e/ZkNpD7nPUE6wxesXj37l2ZAb/79+8zX9ovRkMqVvYMAOjr6+Po0aPcIEMoatWqha5du8Lf31+QDCVra2vMmjULbm5uCveHhYVh4cKF3O/OggsXLmDQoEFIS0uTW03Ed5udlJSEunXrQklJCUlJSeW+l29bNrFXmtStWxcVKpTvHsoqw1PMVQj9+/eHnp4eNmzYwAVsKleuDBcXF9SoUQNbt25lpv05dHV1kZCQwPsybysrK8ybN0/uvg4LC8O8efN4XSm3ZcsWuLq6Qk1NjbfP/Fq+hRWo2dnZuH37NjQ0NGBlZcX0fFy9ehUqKircqpJDhw5h69atsLGxgY+PD1RVVZlpf+uwuqfE0jU0NMS+ffvQtm1bme2RkZHo168fMjMzedX7HPfv30fjxo15T+D4ryDW9cUasTK2xUKMlXppaWmC2u8CxX38UaNGya0cW7ZsGTZu3MitPvkJfwgdFIyIiEBgYCDWr18PMzMzXj+bL/huNxcvXgwzMzP0798fANCvXz/s378fv/zyC44dO8bUov/48ePQ1tZGy5YtAQBr167Fxo0bYWNjg7Vr1zILEoaEhMDQ0JBb/Tpt2jRs2LABNjY22LlzJ0xNTZnoAuIdc6tWrTBq1CgMHjwYGRkZqFWrFurWrYvk5GR4enoKmpiUmZkJDQ0N5jbXYp1rsfgZNBERMSbV8/PzoaGhgYSEBNStW5f3z/8cBw4cQGBgINf5sba2xtSpU5lm4uvp6WHXrl1wcnKS2X7s2DEMHDgQb9++Zab9I9KqVSucOnVKbiLm7t27cHR0xOPHj0X6ZuwQM3vG3Nwcx44dk/NRZ42WlhauX78u2IB81qxZ2LZtGy5duiRXtyYjIwNNmjSBm5sbU4/Y+vXro1atWvD19VW4qkdPT483rZKBC6llgqLHNYsAe1paGmrUqCGYV3pJlJSUMHny5M929lhmeIq1tFtsq4byKLnyhU+EtIwqvYLK2NgY586dE3Tw/qOtQG3UqBFmzJiB3377jVs91Lt3b1y+fBndunVjYqlTmuTkZERGRipcHSjmChtW95RYupqamrhy5YpcX+TmzZto3LgxcnJyeNX7HGFhYZg+ffp3a9n5OcS6vr5Hrly5wo1bbW1tv+lMeb4Q0n4XEN7C+1uwLQe+3ecTXxgYGMj0dXJyclBQUABNTU25lS3fQoCb73bT3Nwc27dvR/PmzXHy5En069cPu3fvxp49e5Ceno6IiAhedBRhZ2eHxYsXo2vXrrh+/ToaNmyIyZMnIzIyEnXq1GGWiFW7dm2sW7cO7du3x/nz5+Ho6IgVK1bg77//RoUKFRAeHs5EFxDvmA0MDHDhwgXUrl0bq1atwu7duxEXF4eIiAiMGTOGqVW6WIh1rmvUqIG2bduiTZs2aNeunWB9nB+6ELzYiLHSQEVFBTVq1BBtYN6rVy/06tVLUE01NTWFkyLm5ubMsxxjYmKwfv16PHjwAHv37oWJiQnCwsJgbm7ORWZZsHXrVmhra6Nv374y2/fu3Yvc3FwMHTqUmba2tjZ69eqFw4cPc9nit2/fRvv27dGvXz/e9Q4fPgwnJyeoqKjg8OHD5b6XlefyihUrMGPGDFGyZ+bPn4+5c+cK5kkrpXPnzoiPjxfsYTVjxgwcOnQIVlZWcHNzQ+3atQEAd+7cwfbt21G9enXMmDGD6XdITk7Gvn37BCmEmpqayllUsajrUB7SLKCyBpISiQTq6uqwtLSEi4sL74Ukp06dKmqAQE9Pj5lnd3lUq1YNiYmJMlYNw4cP/yashFgxdepUvHr1CuPGjZOzjOK7xkbpoOP79+95ry/xOSIjIwXV6927N4KDg6GrqytXb6w0LAay9+7d41Zg7t27F23atMGOHTsQFxeHAQMGMA+abNy4EWPHjoWhoSF++eUXORvJ72FS6ltBrOKcn6ujxxfSotFfgpeXF2+63xJC15woiZeXFywtLeXO7Zo1a3D//n0mbcmLFy8wYMAAREVFcXY6WVlZaNeuHXbt2iWIjagYlrCfs99lETSpXr06Tp8+Lde/PnXqlMI6pP+Wa9euIT8/H0DxisjybMtZ8SM8n4RIjPiWycjI4K7fv//+G/369UOnTp1gZmbGrFaOlNTUVK7W1f79+9GjRw/4+/vj6tWr6Nq1KzPdR48ecffxwYMH0adPH4waNQotWrSQW4nKN2Idc35+PpcsfOrUKW6+qU6dOnj27BkTTQcHB5w+fRoGBgawt7cvt61i4c4g1rn29/fH2bNnsXjxYowcORImJiZo06YN2rRpg7Zt28LKyoqJ7s+gyTeCnZ0djh07xqRjUJpZs2bhjz/+QFhYGO+TXV9CfHy8TIebb0/W0kyYMAHz58/H1q1buQbt48ePWLhwISZMmMBMd//+/Rg8eDBcXV1x9epVfPz4EUBxFrO/v3+ZxUL5YNGiRVi/fr3cdiMjI4waNYpp0CQ8PBwdOnSAq6srdu3ahZs3b8LR0RGurq5MsnV69uzJZeT37NmzzPfxncWrKHumZs2agmfPBAYGIiUlBVWqVBG0UGW3bt0wdepU3Lp1S5CioDo6OoiLi8PMmTOxe/duvHnzBkCxPZl0hYmOjg6vmqVp0qSJIBZzAGSWL1epUoWbhBKSa9eu4erVqygsLOSCVPfu3YOysjLq1KmDv/76C5MnT0ZsbCxvRWjFWN0iphVaaSpUqFCmBd33iEQiweLFizFnzhzBLKPEROhkGT09Pe6e4nMl3JdCRNxE36lTp9C9e3cAxRNkL1++ZK6/YMECLFy4ENOnT2eu9aOzcuVKdO7cGdWqVVNYU44Vpa9rJSUl1K5dG35+frzW0Vu+fLnM35mZmcjNzZWZTNfU1ISRkdF3GTQpWXNCenxxcXFwdHRkXnMCKB5TKUqMat68OQICAphMznp6euL9+/e4efMmt4Lq1q1bGDp0KLy8vLBz507eNUsipCVsSSZPngwPDw/B7Helml5eXkhISFBo4c03JRMYoqKieP/8L0GM51PFihVx7949GBoayo1jS8PH2JXlfMN/AQMDAzx69AjVq1fH8ePHsWDBAgDFfSPWCcyqqqrIzc0FUNz/kgY7K1asiHfv3jHT1dbWxqtXr1CjRg1ERERwCXjq6urM646Kdcy2trYICgpCt27dcPLkScyfPx8A8PTpU1SqVImJpouLCzdWcnFxEXz8LNa5dnNz48bJz549Q3R0NP7++2+MGzcORUVFzO6rn0GTb4SHDx9yGQ+skWblGBsbw9TUVM5Tm9Uk6+PHjzFw4EDExcXJDDKaN2+OXbt2ccWT+ObatWs4ffq03EDu06dPcHR0lMlS4zPTcsGCBQgKCsKQIUOwa9cubnuLFi24hyYr0tPT5QrrAsUTsenp6Uy1NTQ0cPToUbRt2xb9+vXD2bNnMWTIECxdupSJXsnMKyGzhr+V7JnyAkUsGTlyJADAz89Pbh+rwZyenh5mzJiBwMBAZGdng4hQuXJlwToKnp6emDx5MjIyMhQGilhNqBsZGaFXr15wc3ODo6OjYD7T0lUkW7du5WotvH37FiNGjEDLli0xcuRIDBo0CBMnTuRtUkwMx9D69etzgdf69esLaoVWmu/dqqEstLW10ahRI6YaEolELpNTjCCdkCtQSy6PF6MmTsOGDbFgwQJ06NAB0dHRXA251NRUOZtFFrx580Zuxe1P2CD17y5ZU27gwIHMV8qtXLlSkDp6JVd87tixA3/99Rc2b97MJRTcvXsXI0eOZFafUWwWLlyIJUuWyNSc8PLywrJlyzB//nzmQZNXr14pDPzq6uoyC8AeP34cp06dkrGck/q18xmQK4sxY8agYcOGOHr0qEJLWFY8efIEXl5egq5eHzt2LH755RcEBgZiz549AIotvHfv3s3UwltM23Ixnk/Lly/nEsyEGsc+ffoUy5Ytw9y5c+Xa6rdv32LBggWYMmWKIH0CoenduzcGDRoEKysrvHr1irOKv3btGvMEvJYtW2LSpElo0aIFLl26hN27dwMoTn5jNecGAB07dsSIESNgb2+Pe/fucasObt68ydyNQ6xjXrx4MXr16oWlS5di6NCh3Hzj4cOH0bhxYyaaJW2qfXx8mGiUh1jnGiiuXxwbG4uoqChERkbi2rVrqFu3LtOVTD+DJj8gYk2yjhgxAvn5+bh9+7bMIMPd3R0jRozA8ePHmejq6+vjt99+k9kmxIqeu3fvKlw6raenh6ysLKbaRkZGSEpKkns4JSYmMol4l44oKykpYffu3ejYsSN+++03zJkzh3sPy0K3oaGh6N+/v1yW8qdPn7Br1y5el5R/K9kzLGs7lIfQtjZSTUtLS9y8eZPZ8svykLYjHh4e3DbpBDvLCfWQkBDs2LEDLi4u0NPTQ//+/eHm5oaGDRsy0ZOydOlSnDx5Uuae1dPTg4+PDzp16gRvb2/MnTuX18mDkrZkQiGmFVpJvmWrBj4na8SyjCIi1KpVizuW7Oxs2NvbywUhWa4MFHMF6oIFC+Dq6qowoYIVK1asgKurKw4ePIhZs2ZxkwT79u3jsolZ0rdvX85T+ltDjIAda11NTU0uoUIounXrJngdvTlz5mDfvn3cWAYo9nFfvnw5+vTpA1dXV941vxa+f+cHDx6gR48ectudnZ3xxx9/8KqlCEtLSxw/flzOIeCff/5hZhNbVFQklxwDFFtdC9EHFtIStiRC2+9KEcPCW0zbcjGeTyXHrkKNY5ctW4Z3794pHP/r6enh/fv3WLZsGRYvXizI9ykPvtvN5cuXw8zMDI8ePcKSJUu4eo3Pnj3DuHHjeNUqzZo1azBu3Djs27cP69atg4mJCYDiNrNLly7MdNeuXYvZs2fj0aNH2L9/PzfvdOXKFQwcOJCZLiDeMbdt2xYvX77Eu3fvZAqgjxo1SpDg84gRI+Dm5sbc/qwkYp3r5s2b49q1a7C2tkbbtm0xY8YMtG7dmnnh+Z9Bk2+EVq1aCeZZLtYka3R0NM6dOyc3yFi9ejVTP1wxsisB4JdffsH9+/flAhexsbHMO6IDBw6El5cXdHR0uMBNdHQ0vL29MWDAAN719PX1FXY0iAhBQUFYv369IIVu3d3d0aVLF7l6CO/fv4e7uzvvPrw/cvZMST58+CCIfZSSkhKXrSNG0ESsCXXpQPL9+/fYt28fdu7ciaZNm8LCwgJubm7MJtPfvn2LFy9eyFlvZWZmckFQfX19rhYFH4hRT+VbsEIDvm0rIT5XAIllGSVWX6AkYq5A3bt3L+bNm4cmTZrAzc0N/fr1g6GhIVPNevXq4fr163Lbly5dCmVlZabaQPFE65w5c3DhwgWFqwPFtFESY1Ud37rfQk05oevoAcUTXgUFBXLbCwsL8fz5cyaaXwvf15fQNSdKM2nSJEyYMAGZmZlo3749AOD06dMIDAxkljHfvn17eHt7Y+fOnTA2NgZQvApj4sSJcHR0ZKJZEiEtYUsitP1uSYS28AbEsy0X4/n0NbY5fCU5Hj9+HEFBQWXuHzJkCEaOHPlNBE34bjdVVFQwZcoUue0lV+yxokaNGvj777/ltpe2muQbfX19rFmzRm67r68vU11AvGMGAGVlZbmJe6Hq3GZmZqJLly6oXLkyBgwYADc3N261CyvEOtd37tyBlpYW6tSpgzp16sDa2pp5wAQAQD/5iUBYWVnRxYsX5bZfvHiRatasKcI3You/vz/Z2NjQhQsXSEdHh2JiYmjbtm1UuXJlWrVqFVPtjx8/Ur9+/UgikZCKigqpqKiQsrIyubu708ePH3nXi4qK+uIXSyQSCb148UJue0JCAhkYGPCuN3nyZBo5cmSZ+0ePHk3Tpk3jXdfAwIAyMzOJiEhfX58MDAzKfLGioKCA/Pz8yNjYmJSVlSklJYWIiGbPnk2bNm1ipnv48GFq2bIlXb9+nZlGWURHR1N+fr7c9vz8fIqOjhb0u9y8eZPq169PSkpKzDQGDRpE5ubmFB4eTo8ePaJHjx5ReHg4WVhYkJubGxER7dy5kxo0aMC7dtu2bUlXV5e0tLTIwcGBHBwcSFtbm/T09KhJkybcdX/z5k1edXV0dGjIkCEUERFBhYWFvH72l2hL7yMxSE9Pp/T09DL3FRQUCPyNxGXHjh2UnZ3N62dqaGhQamoqERFpa2tzv3dKSgqpqanxqqWIGzdu0MyZM8nc3JxUVFSoa9eutH37dsrJyWGuLQZmZmZlvszNzZnri3VPCaUrkUjo+fPn3P/LerF8TuXm5lLz5s2pX79+VFRURNevXycjIyOaOHEiM83u3buTvb09XblyhdsWHx9PDg4O1KNHD2a6pRHy+vrrr79IVVWVxowZQ6GhoRQaGkqjR48mNTU1CgoK4k3nc9/BxMSEu67Mzc0pJCSEmV56ejrVr1+fVFRUyMLCgiwsLEhFRYXs7e3p0aNHzHSlhIeHk42NDW3dupXi4+MpMTFR5sUKMe7lR48eUcuWLUkikXDjF4lEQi1atGB+ruvXr0/a2tqkpqZGtWrVInt7e5kXK8R4Pkl/w/JefP/OmpqalJaWVub+tLQ00tTU5E3vc/zs6/7ke+T169e0fv16atOmDSkpKZGNjQ0tXLiQG3N8LxQVFVFiYiKtXLmSevfuTYaGhmRsbEwDBw6kDRs2MNOVEImU6vQTAMVZSQcPHuSyKmxtbeHs7Mw0A09JSanc5YesVgIcOnQI/v7+WLt2LWcrEx8fD09PT0yfPp2ZbZi5uXm5x/vgwQMmukQEf39/LFq0iCuUpKamhilTpnAFolhz7949JCYmQkNDA3Z2djIZ1d8T9vb2kEgkSExMhK2tLZdtCBRfz6mpqejSpQvnk8sXdevWRVBQUJk+9OfOncPIkSNx8+ZNXnVDQkIwYMAAqKmpISQkpNz3slp+7efnh5CQEPj5+WHkyJG4ceMGLCwssHv3bqxYsQLnz59nomtgYIDc3FwUFBRAVVVVboUeS2sdZWVlPHv2TG4l06tXr2BkZMR8ef+HDx9w+PBh7NixA8ePH0eVKlUwcOBABAQEMNHLzs7GxIkTERoaymXVVqhQAUOHDsXy5cuhpaWFhIQEAMV1QfhkxYoViImJ+Ww9lby8PF6LDB84cAA7duzA0aNHBbVCA4Dhw4ejUaNGglo1FBQUwNfXF6tWrUJ2djaA4sxtT09PzJs3T6E1CZ+IYRn1pejq6iIhIYHXlaEWFhbYsGEDOnToAB0dHSQmJsLCwgKhoaEICAjArVu3eNP6HHFxcdixYwf27t2LDx8+MC3c+CMh1j0l9r0sJllZWWjbti2srKyY19EDirM6hw4diuPHj3PntaCgAJ07d0ZwcLBcH4FPxPydDxw4gMDAQG7Mam1tjalTpzKtOaGIzMxMaGhocFY3LCEinDp1iqvTY21tjQ4dOjDXBaCwfp0QlrBi0KVLF2RlZSEkJETOwltXV5eZhTfw+Qx4sRw6WBAdHf3F723Tpg0vmoaGhggPD1doWQ4AZ8+eRe/evZnVJgJ+7OfjT348Hj9+jJ07d2LLli1ITk5WuDL2e4CIcOXKFaxZswbbt29nWgj+Z9BERO7fv49u3brh8ePHMh2E6tWr4+jRo6hZsyYT3UOHDsn8nZ+fj2vXriEkJAS+vr4YPnw4E92Sk53SSW3p/0sXo+dz4nPlypUyf0uP9/jx45g6dSpmzJjBm5YiPn36hPv37yM7Oxs2NjaCdPLFZOvWrdDW1pYrbrd3717k5uYymcSXdnh9fX0xefJkmXOsqqoKMzMz/Pbbb1BVVeVVV0tLC7dv30aNGjUU7k9PT4e1tTVycnJ41f0WsLS0xPr16+Ho6Cgz+Xfnzh00a9YMb968YaIrVpAIKB7APn/+XK7mxr1799CwYUNmk44nTpzAjh07cPDgQVSoUIHzTC9rAMI32dnZXHDZwsJCkDbMxMQEJ0+elLMGu3nzJjp16oQnT57g6tWr6NSpE5OBVkkrtDNnzjC3QgOARYsWYdmyZejWrZtgVg1jx45FeHg4/Pz80KxZMwDA+fPn4ePjg549e3KFu1nx66+/4saNG4JaRn0pJds1vli0aBG2bduGLVu2oGPHjjh27BjS0tIwceJEzJkzB56enrxpfY6EhARs27YNu3btwqtXr5CXlyeY9veMWPeU2PeykDXlFD1rnz17ho4dO6J79+4yiQQs6+jdu3ePm0yvU6cOatWqxUxLiti/84+EkNe0ItLS0srdL0QinFD2uxoaGjh37hzs7e1ltl+5cgWtWrXikg+/R6R92G+l78M33bp1g7GxMTZu3Khw/4gRI/D06VOmNd1+tps/+VHIz8/H0aNHsW3bNhw9ehQVK1bEkydPxP5a/xo/Pz9MmTIFd+7cQVRUFKKiohAbG4v379/Dzs4Obdu2RZs2bZglcfwMmohI165dQUTYvn0756H56tUruLm5QUlJCUePHhX0++zYsQO7d++WC6rwxecmO0siRHGytWvXIj4+XhCf80ePHgFgW4B+0qRJmD9/PrS0tMqsByBl2bJlzL5HrVq1sH79erRr105me3R0NEaNGoW7d+8y0y65AkMIxMqeEcOTtjQaGhq4c+cOTE1NZSYXb926hcaNG3OZPN8D0mLVhw4dQpcuXWSur8LCQiQlJaF27drMMuE0NTXRvXt3uLq6omvXrj9ERpS2tjb+/vtvuaJ2UVFR6NGjB96/f48HDx6gfv36zDPkb926BVdXVyQlJTHN7CxvtYVEImGyKlJPTw+7du2Ck5OTzPZjx45h4MCBePv2Le+apbl58ya2b9+OXbt24fHjx+jYsSNcXV3Rs2dPQQoolgWLoInYK1BTU1OxY8cO7NixA3fv3kWbNm0waNAg9OnTR9D6MiwRuy8k1j0l9r0s5ErMslbMS4e0QmXjf/r0CampqahZs6bMCmeWiPU7W1hY4PLly1xRXylZWVlwcHBg8nxycHDA6dOnYWBgwK0oL4urV6/yri/26uKzZ8+iefPmctdWQUEBzp07xyxxprCwEP7+/ggKCsLz589x7949WFhYYM6cOTAzM2OSXFmrVi1s27YNjRs3ltl+6dIlDBo0CPfv3+ddU0yysrIwa9Ys7N69m0syMzAwwIABA7BgwQLo6+sz0U1KSvri99arV48XzcjISHTs2BG///47pk6dytX5fP78OZYsWYKVK1ciIiKCq1XEArGfjz/5vhE7wA4U32c7duzA/v37UVRUhN69e8PV1RXt27cv99n5X0H6PDY2Noa9vT3atGmDNm3aoHXr1oKMX34WgheR6OhoXLhwQaboWKVKlRAQEIAWLVoI/n2aNm2KUaNGMft8IQIhX4OTkxNmzpzJLGgi9FLQa9euIT8/n/t/WbBuONPT0xVO/pmamiI9PZ2pto2NDRISEtCkSROZ7RcvXoSysjLvFjtNmjRBWFhYmQOX0NBQuQEAH+jr63/2d2Q9YWBjY4OYmBi5TLd9+/bJZYrxjdC2htKHMRFBR0dHxhJMVVUVTZs2xciRI5loA8UDCx0dHWafXxY5OTkICAjA6dOn8eLFCxQVFcnsZ2VtCAAuLi7w8PBAYGAgGjVqBAC4fPkypkyZwlk5Xrp0iVlmryIrtKlTpzLRkpKamsr08xWhpqamsFChubk57yvzysLW1hb+/v7w9/fnLKN+//13jBkz5ruzjJJIJJg1axamTp0q+ArUpk2b4vLly6hXrx7c3d0xcOBAmJiYMNcFhJ1c/tK+ECvEuqfEvpelfY7SPH78mPcBbWRkJK+f97Xk5ubC09OTSwaTTip7enrCxMSE6Qp2sX7nhw8fKuxPfvz4kVkWq4uLCzcJ5eLiIvjEj5DXtCLatWunMGjz9u1btGvXjln/fuHChQgJCcGSJUtk+rZ169bFihUrmARNli5dCk9PTzkLb29vb/z555+865VEaNvy169fo1mzZnjy5AlcXV1hbW0NoDhBJzg4GKdPn8a5c+eYFDeuX78+F1QuDz7Hj+3atcPatWvh7e2N5cuXQ1dXFxKJBG/fvoWKigpWr17NNGACiNduihFsluLh4YGVK1fKjR9zcnLg6emJLVu2MNFt3749wsPD5QJ/7969Q8+ePXHmzBkmuoB4x+zu7o4uXbrItdXv37+Hu7s786CJiYkJXr9+jS5dumDDhg3o0aMH8wRioc+1tM16/fo10xXEZfEzaCIiampqeP/+vdz27OxswSYrpOTl5WHVqlXMB9CFhYU4cOAAN9lpY2MDFxcXwTK0SrJv3z6ZgBXfeHp6Ijw8HEuWLJFbCvrq1Svel4KWHESKOaA0MjJCUlKSXOckMTFRrtPAN+PHj8e0adPkgiZPnjzB4sWLcfHiRV71pkyZgo4dO0JPT09h9kxwcDAiIiJ41QTEnzAAgLlz52Lo0KF48uQJioqKEB4ejrt37yI0NBR///03M9379++ja9euePLkCWdruGjRIqa2hlu3buUe1qtXrxbcYk9HR0cuUCRtO1nWvxoxYgSio6MxePBgVK1aVdAJi/Xr12PixIkYMGCAwnoqQLEdyqZNm3jVVWSFFhERIZgVmtBMmDAB8+fPx9atW7kO9sePH7Fw4UJMmDBB8O+jpaUFDQ0NqKqqKuwffS+oqqrKWc+xxtHREVu2bBFUV4zJZbH7QmLdU2LpSlcASCQSODo6lllTjk/48tr/X5k5cyYSExMRFRUlc2wdOnSAj48P06CJ0L/z4cOHuf+fOHFCJlhQWFiI06dPK5yM5IOStSR8fHyYaChCjGtaEWUFbV69eiVna80noaGh2LBhAxwdHWVqrP3666+cHR3fDBs2DLm5uWjSpImchbeHhwc8PDy49/Jdu/DAgQMyf5e2LecbPz8/qKqqIiUlhRs3ltzXqVMn+Pn5cX1dPhEjOQcARo8eje7du2PPnj24f/8+iAi1atVCnz59UK1aNeb6Yj0fxQg2SwkJCUFAQIDcpHZeXh5CQ0OZBRCioqLw6dMnue0fPnxATEwME00pYh2z2AF2Hx8f9O3bl9kKNUWIca4lEokoARPgpz2XqAwZMgRXr17F5s2buWz0ixcvYuTIkWjQoAGCg4OZ6BoYGMjc2ESE9+/fQ1NTE9u2bYOzszMT3Zs3b8LZ2RkZGRncZOe9e/dQuXJlHDlyBHXr1mWiW3pJNxEhIyMDmZmZ+Ouvv5itrvlRl4JOnz4du3fvxtatW7mJxujoaHh4eKBPnz5MM4a0tbWRlJQkZ6eSmpqKevXqMZmEW79+Pby9vZGfny+XPbN8+XKMHTuWd81vhZiYGPj5+SExMRHZ2dlwcHDA3Llz0alTJ2aaYtkaFhUVQV1dHTdv3oSVlRUTjbJQFCgSov6Vvr4+jh49KsrKRylC11MR2gpNbCuhXr164fTp01BTU8Ovv/4KoDjA/enTJzg6Osq8Nzw8nHd94Nu1jOLLnktq7/clsDrH+fn5qFOnDv7++28uq1UIvL29ERcXhxUrVqBLly7c8/nQoUPw8fERZSUIANy5cwfOzs64d+8e758t1j0llq5YNeWkiFFHz9TUFLt370bTpk1l2on79+/DwcGB6Qo5oX9naTFyRdnpKioqMDMzQ2BgILp37/6vtcpjxIgRcHNzk7PsZIHY17TYlrBi2O9+axbeADvbcjMzM6xfvx6dO3dWuP/48eMYM2YMHj58yKvuj4zQ7aY02NyzZ0+EhIQoDDafPHmSiWX5u3fvQEQwMDBAcnKyTB3OwsJCHDlyBDNmzMDTp0951ZVav9WvXx9nzpyRSUwuLCzE8ePHsX79eibXtVjHLJ1jTExMhK2tbZkB9j179vCqW5L8/HxoaGggISGB2VxqScQ610pKStDT0/tsAiffQXUpP1eaiMiqVaswdOhQNGvWjJuYKSgogLOzM1asWMFMd/ny5TIXnJKSEipXrowmTZowWQoqZcSIEbC1tUV8fDyn8+bNGwwbNgyjRo3CuXPnmOhKrVykSI+3bdu2qFOnDhNNQFyrBDFtdebPn4+HDx/KZGcVFRVhyJAh8Pf3Z6YLFJ/z58+fy01yPXv2jNlqptGjR6Nbt27Yu3evYNkzYnjSKqJVq1Y4efIks89XhFi2hkpKSrCyssKrV68ED5p4eXmhZs2aMsctDRR5eXkxCxQZGBgwXY33JWhrazO9hksjtBWa2FZC+vr6+O2332S2say9VRqhLaMKCwsRFxeHevXqfTYjy9TUlJegWcnBMhHhwIED0NPT4yxIrly5gqysrK8KrnwtKioq+PDhA7PPL4uDBw9yk8sl+522trZISUkR/PtI+fjxIzN9se4psXSlqwHMzMwErSknZdGiRVi/fr3cdiMjI4waNYrJBGtmZqacDQdQ3PdmvSJT6N9ZOn4wNzfH5cuXRStWnZmZiS5duqBy5coYMGAA3NzcuMlPvil5Tffv31+QQuglEdsSVgz73W/NwhtgZ1v+7Nkz2Nralrm/bt26yMjI4F0XKJ7Md3JygoqKiswqMkXwkUT7OQ2+9cpC6HZTOvckkUjkru2SwWYWSC28JRKJQgtjiUTCZAWV1PpNIpEotFvT0NDA6tWredcFxDtm6e+ckJCAzp07lxlgZ4mKigpq1KjBvMaWFLHONVCcyCBWMt3PlSbfAPfv3+csV6ytrWFpaSnyN2KDhoYG4uPj5ToKN27cQKNGjZCXlyfSN2ODn58f7ty5I7cUdPjw4bCyspJZds43AwcOLNdWx9vbm5m2lHv37iExMREaGhqws7OT63yzYODAgXj27BkOHTrENapZWVno2bMnjIyMmEX6c3JymC6VL43Uf1dIT9pvhYoVK+Lvv/9G8+bNZbbHxcWhR48ezDIMAODIkSNYsmQJ1q1bJ0g2hxQtLS1cuHABdnZ2MtsTExPRokULJll/ALBt2zYcOnQIISEhghfkFjPwK4YV2o/KrFmz4OrqKqhllLq6Om7fvq2w9hZrpk+fjtevXyMoKIi7ngoLCzFu3Djo6upi6dKlzLT9/f1x7949bNq0STBLVE1NTdy4cQMWFhYyGcuJiYlo3bq1aCtuExMT4eDg8N09H8Xk8uXLKCoqEqymnBR1dXXcuXNHLknp4cOHsLa2ZjK2aN26Nfr27QtPT0/o6OggKSkJ5ubm8PT0RHJyMrMVAD86b968wd69e7Fjxw7ExMSgTp06cHV1xaBBg5hZhIkFEcHDw0MUS9hDhw5h6NChmDlzJvz8/ODr6ytjv9uxY0cmut+ShXdeXh5mzpyJf/75h/fVACYmJti9ezdatmypcH9MTAz69+/Pe6Y2UDx+zMjIgJGREbeKTBF8jR/L02Ch960hRrA5OjoaRIT27dtj//79MslvqqqqMDU1hbGxMe+6aWlpICJYWFjg0qVLMisQVFVVYWRkxGwcJdYxSwkJCRElwC5l8+bNCA8PR1hYGPNkR7HOdcm2Swx+Bk1ExM/PD1OmTJGbjMrLy8PSpUsxd+5cJrpiLGUHir1Qly9fLhd9PnPmDLy9vXH9+nUmuoBwhaNLZ4qeOnWqzKWgrGw4gG/DVkcMnjx5gtatW+PVq1dcNlRCQgKqVKmCkydPMssq0dbWRr9+/eDh4VFmJ5hP0tLSvvi9fAarSlv7lQer4IVYtoZA8fHn5uaioKAAqqqqMtl/ALtjFitQZG9vj5SUFBARzMzM5LLur169ykQXEC/wK5YVWnmwtBISE7Esoxo2bIjFixfLWTIIQeXKlREbG8tdW1Lu3r2L5s2b49WrV8y0pfYU2trasLOzkwv0s+iTfKuTyz+DJvzTuHFjTJs2DX369JHZHh4ezqSmnJQaNWpgzZo1clnKhw4dwvjx4/H48WPeNWNjY+Hk5AQ3NzcEBwdj9OjRuHXrFs6dO4fo6Gg0aNCAd02x8fPzK3c/qzFrWTx+/Bg7d+7Eli1bkJyczNU+4xOhC4SXRExLWEB4+12xLLwB4W3LPTw8kJKSgpMnT8o5T3z8+BGdO3eGhYUFs/oLPxGHDx8+CDqpnpaWhho1aghaj1JsxDzmrKws7Nu3DykpKZg6dSoqVqyIq1evokqVKsxrRtvb2+P+/fvIz8+HqampXP+exXhd6HOtrKyMZ8+eiRY0+WnPJSK+vr4YM2aMXNAkNzcXvr6+zDqgYixll+p6eXnBx8cHTZs2BQBcuHABfn5+WLx4sYwHMJ9FfoQsHF16yZhYtidi2+o8fvwYhw8fRnp6ulwxMBa+/FJMTEyQlJSE7du3c6tcpJYvLGsTbNu2DcHBwWjfvj3MzMzg4eGBIUOGMMtqEGLVjiJK2ga+evUKCxYsQOfOndGsWTMAwPnz53HixAnMmTOH2Xcoz9Zw5cqVzHQBMLVNLI/u3btj1KhRcoGiMWPGMF3OXtraUEj++ecfUQK/YlmhlQdLKyFzc/NyO7wsV/SIZRm1YMECTJkyBfPnz0eDBg3kBhcsiwwWFBTgzp07ckGTO3fuyK2m4htF9hSs8ff3h5OTE27duoWCggKsXLlSZnL5e0Sse0rMexkAbt26BQcHB7nt9vb2uHXrFjPdgQMHwsvLCzo6OjJ19Ly9vTFgwAAmmi1btkRCQgICAgJgZ2eHiIgIODg44Pz583IrQvlGrN9ZUbHs1NRUVKhQATVr1hQ0aJKfn4/4+HhcvHgRDx8+lCumzRfh4eEy55p1gfCSiGkJCwhvvyuWhTcgvG25n58fGjZsCCsrK4wfPx516tQBEeH27dv466+/8PHjR4SFhfGu+yMjVrtZVFSEhQsXIigoCM+fP8e9e/dgYWGBOXPmwMzMDMOHD2eiCxTPFcTExGD9+vV48OAB9u7dCxMTE4SFhcHc3JxpkmdYWBiCgoKQmpqK8+fPw9TUFMuXL4eFhQVcXFyY6Yp1zElJSejQoQP09PTw8OFDjBw5EhUrVkR4eDjS09MRGhrKRFeKGON1oc/1167zePz4MYyNjb94tdvn+LnSRESUlJTw/PlzmeVrQPHKi/79+yMzM5OJrhhL2QHZJZrSB5f08iv5N99LNMUqHC0mYtrqnD59Gs7OzrCwsMCdO3dQt25dPHz4EEQEBwcHnDlzRtDvIySZmZkICwtDcHAwbt++jc6dO8PDwwPOzs68Li8X2pNWEb/99hvatWuHCRMmyGxfs2YNTp06hYMHDzLRlZKcnIw7d+4A+L5tDYHi7JWhQ4fiyJEjcoGi4OBgUYtls8Lc3BzHjh0TdAUCIJ4VWnmwzIovHWiUTgodP34cU6dOxYwZM3jXLIkYllGK+iIAm/5HaSZNmoTQ0FD88ccfMgHQgIAADB48mGlSgVikpKQgICBAJmN5+vTpTCeXP7cqsqCgADk5Od/VPSX2vVypUiX8/fffXBKFlHPnzqFbt2548+YNE91Pnz5h8ODB2Lt3r1wdvaCgIOY1BIVG7N+5JO/evcOwYcPQq1cvDB48mLleZGQkduzYgf3796OoqAi9e/eGq6sr2rdvL2hmMasC4aURyxJWDH40C+/U1FSMGzcOERERMnMhHTt2xJo1a5iPad6/f4979+6hdu3a0NbWxtWrV7FixQrk5eWhZ8+ecHV1ZaKbk5OD6OhohUmVXl5eTDQB8dpNPz8/hISEwM/PDyNHjuTsSnfv3o0VK1bg/PnzTHQBYP/+/Rg8eDBcXV0RFhaGW7duwcLCAmvWrMGxY8dw7NgxJrrr1q3D3Llz8fvvv2PhwoXcMQcHByMkJASRkZFMdAHxjtnR0RENGjTAkiVLZKxoz507h0GDBuHhw4dMdMVErHP9pejq6iIhIUGuzvH/ys+giQhIB3Nv376Frq6uTEevsLAQ2dnZGDNmDNauXctEX4yl7AC+KquwTZs2vOl+i5NgrBHTVqdx48ZwcnKCr68v9+AwMjKCq6srunTpgrFjxzLTBoqzG6RRbyGzG0qzevVqTJ06FZ8+fYKhoSHGjBmDGTNm8BLEEtqTVhHa2tpISEiQ69jfv38f9evX/y7vq5J8+PBBrsPPMkMd+LECRWIFfsWsmVMWYlgJrV27FvHx8di6dStTHTEsoz7XF+Gz/1GaoqIi/Pnnn1i5ciWePXsGAKhatSq8vb0xefJk5nVzCgoKEBUVhZSUFAwaNAg6Ojp4+vQpdHV1BffNZ0lISMgXvU/I4sNC3VNi6YpVU04K6zp6JVfDfw7WfQFFiHV9Xb9+HT169GA+KWRiYoLXr1+jS5cucHV1RY8ePbh6kULz4MED1KtXj3k/V0hLWLHtd8W08BbLthwoXk2TnJwMALC0tFToEsF3xvTZs2fRvXt3ZGdnw8DAADt37kSfPn1gYmICZWVl3L59G0FBQRg5ciQvelKuXbuGrl27Ijc3Fzk5OahYsSJevnwJTU1NGBkZMV8NqQjW7aalpSXWr18PR0dHmcn0O3fuoFmzZsySCYDiuaCJEydiyJAhMtrXrl2Dk5MTMjIymOja2NjA398fPXv2lNG9ceMG2rZti5cvXzLRBcQ7Zj09PVy9ehU1a9aU0U1LS0Pt2rUFWVUvtD2YWOf6Syn5nfjgpz2XCKxYsYIr8Obr6yuTJayqqgozMzO5TC0+EWMpO8B2IqI81NTU8P79e7nt2dnZvGegOTg44PTp0zAwMIC9vX25HVCWgQsxbXVu376NnTt3AgAqVKiAvLw8aGtrw8/PDy4uLkyDJiWzGxYsWMBNMhoYGGDFihXMgybPnz9HSEgIgoODkZaWhj59+mD48OF4/PgxFi9ejAsXLiAiIuJf65S0cWFt6VIWlSpVwqFDhzB58mSZ7YcOHUKlSpV41Zo0aRLmz58PLS0tTJo0qdz3sszUzsnJwfTp07Fnzx6FtQdYT2pbWVkxt2moWLEi7t27B0NDw88OolkGEAIDA5GSkoIqVaoIGvgVywrtW8PJyQkzZ85kPgEnhmWUWH0RoDjgPW3aNEybNo2bhBVqgjUtLQ1dunRBeno6Pn78iI4dO0JHRweLFy/Gx48fERQUxES3qKgI9+/fx4sXL+SeV9I+KN8IGQz5UoS6p8TS/fPPP9G6dWuYmprK1ZQTwmqmVq1aqFWrFrPP19fX/+ykshCr1cpCrOvr7du3ePv2LXMdHx8f9O3bF/r6+sy1yiMvLw+rVq1i7lEPCGsJK7b9rlgW3lJtMWzLgeLxqbSvWRY2Nja8ZkzPnj0bffv2hZ+fH7Zs2YL+/ftjwoQJ8Pf3B1BsYbp27VregyYTJ05Ejx49EBQUBD09PVy4cAEqKipwc3NjVqfwc7BuN588eaIwwa2oqAj5+flMNKXcvXtXYR9LT08PWVlZzHRTU1O5PkBJ1NTUkJOTw0wXEO+Y1dTUFCZWSOsysUYMezCxzrVY/AyaiID04Wtubo4WLVoIZkkhZf78+Xj48CEcHR3llrJLH5gsOHv2bLn7WQ2ehZwEc3Fx4TKfxAxczJs3TzRtLS0tLgO/atWqSElJ4ZZbs8wuAIpXd2zcuBE9e/ZEQEAAt71hw4aYMmUKM93w8HBs3boVJ06cgI2NDcaNGwc3NzeZwV3z5s0Ftxpiia+vL0aMGIGoqCg0adIEQPF9dfz4cWzcuJFXrWvXrnGdy2vXrpX5Ptb2DNOmTUNkZCTWrVuHwYMHY+3atXjy5AnWr18vc73xxecKr0rh00t8+fLl0NHRASBeDRdAvPZTjJo5X2IlJDT79u0TpC6W0BN8UsTyeS6J0Nno3t7eaNiwIRITE2UC27169eJ9ckTKhQsXMGjQIKSlpcn5EQs1uSxmcc6SCHVPiaUrVk05QJg6eiwtRfiA9e+8atUqmb+JCM+ePUNYWBicnJyY6QLFVjpjx45Fs2bNBA2afK5AOGuEDP6W1Prtt9/g5+cnY7/r5eXF2e9OnDiRd/3u3bsDAPr16ydn4d2jRw/ubxbPjfT0dJibm8ttNzU1RXp6Oq9a/wt8m8IkJSVhw4YNMDExwfTp0+Hj44P+/ftz+wcMGIDFixfzqgkUB9HXr18PJSUlKCsr4+PHj7CwsMCSJUswdOhQ9O7dm3fNz8G63bSxsUFMTIzcysd9+/YpDCzwyS+//IL79+/L2fHHxsbyFoBThLm5ORISEuSO+fjx48znQcQ6ZmdnZ/j5+XEraiUSCdLT0zF9+nRBEsMmTZqEYcOGcfZgUrp27YpBgwYx0RTrXIvFz6CJiJTMduzWrRs2bdqEqlWrMtdVVVXF7t27MX/+fKZL2UvTtm1buW2lrclYIOQk2Lx587Blyxa4urqKGriQcuXKFdy+fRsAYGtry/wBDQBNmzZFbGwsrK2t0bVrV0yePBnXr19HeHg4lz3ECrGyG9zd3TFgwADExcWhUaNGCt9jbGyMWbNm8aorlictAAwbNgzW1tZYtWoVZ6FjbW2N2NhYLojCFyUnK8ScuDhy5AhCQ0PRtm1buLu7o1WrVrC0tISpqSm2b9/O+/n28fGBsbExjIyMyhw0SSQSXoMmJQfOYmZri9V+6uvr49ChQ4JaoYkZnCq9IpKIkJGRgczMTPz111+CfAehLaNK+vBevXoVHz9+BFCcMe3v78/Uh/f58+eYMmUKTp8+jRcvXsjd1yyDCDExMTh37pzcClszMzM8efKEieaYMWPQsGFDHD16FFWrVhW07gAgTvadWPfUt3Ava2lpYdSoUYJoSflcHT2+EHOFWknE+p2XL18u87e0WPbQoUMxc+ZMZroAoKKigho1agi+gqf0s5l1gfDyENIS9sSJEwonzbt06cKs9oOYfXsjIyMkJSXJTf6VTjD4Xnj37h0XKFBVVYWmpqbMRKuOjg5yc3N511VRUeEsxoyMjJCeng5ra2vo6enh0aNHvOuVRKx2c+7cuRg6dCiePHmCoqIihIeH4+7duwgNDcXff//NTBcARo4cCW9vb2zZsgUSiQRPnz7F+fPnMWXKFGYrxoDiCfzx48fjw4cPICJcunQJO3fuxKJFi7Bp0yZmuoB4xxwYGIg+ffrAyMgIeXl5aNOmDTIyMtCsWTMsXLiQma6Uy5cvK1wtZ2JiwswmS6xzLRY/gybfCGfPnhW8yJmZmRmICDVr1hRktUtp30ZpEa45c+Ywa1CICO/evcOuXbvw5MkTLoDAchJs5MiR6N69O4yMjAAUT5afO3dOrjPGkhcvXmDAgAGIiorisrKysrLQrl077Nq1i+lSwWXLlnE+v76+vsjOzsbu3bthZWXFvMitWNkNz549+2zdBQ0NDV4ngj/nSRseHo7c3FxmGcQA0KRJE2zfvp3Z539rvH79msue0NXV5eypWrZsycR2zsnJCWfOnEHDhg3h4eGB7t278+Zp/DW8ePFCobVOvXr1BP8uQiGEFZoUMYNTpVf0SCeF2rZtizp16jDXF8MyasGCBQgKCsKQIUOwa9cubnuLFi2wYMEC3vVKMmzYMKSnp2POnDmCBxGKiooUTjo+fvxYZsKET5KTk7Fv3z7R6i+JkX0n1j0l9r0MiFNTbubMmZgyZQpXR2///v0ydfT4IikpCXXr1oWSkhKSkpLKfS/LZ6NYv3Nqaiqzz/4SZs2ahT/++ANhYWGCrdgS2+ZPLEtYIe13pYgZlBTLtlwsJBKJTN+j9N+ssLe3x+XLl2FlZYU2bdpg7ty5ePnyJcLCwlC3bl2m2mK1my4uLjhy5Aj8/PygpaWFuXPnwsHBAUeOHEHHjh2Z6QLAjBkzUFRUBEdHR+Tm5qJ169ZQU1PDlClT4OnpyUx3xIgR0NDQwOzZs5Gbm4tBgwbB2NgYK1euZH4/iXXMenp6OHnyJGJjY5GUlITs7Gw4ODigQ4cOzDRLIoY9mFjn+kvhu037WQj+G4HvYjXlkZubC09PT65Q5r1792BhYQFPT0+YmJgwyyIpi+joaEyaNAlXrlzh/bOLioqgrq6OmzdvCjYBVrJINyDsbyulf//+ePDgAUJDQ7lgwa1btzB06FBYWlpyNUe+NzZt2gQfHx8EBgZi+PDh2LRpE1JSUrjsBj4f1mIXBW3dujWsrKw4T9ply5Zh7NixMp60+/btQ0JCAu/aUsTwqs/JyUFAQACXqV1al2UhwXr16mH16tVo06YNOnTogPr16+PPP//EqlWrsGTJEjx+/Jh3zadPn3J1ct69e4chQ4bAw8MDtWvX5l2rNFeuXMHQoUNx+/ZtQax1xKynIoYVmiK+FSshoZAWity8eTMqVarEPSujoqIwcuRIrkAqn2hqauLWrVswMzOTeT4/ePAANjY2TAs26ujoICYmBvXr12emURb9+/eHnp4eNmzYAB0dHSQlJaFy5cpwcXFBjRo1mFiltW/fHtOmTeN18vpr+BaKc/4olK4pd/PmTVhYWCA4OBghISHMMsl1dHSQkJCAmjVrwsDAALGxsbC1tUViYiJcXFx4K1Besm+vpKQEiUSicAWoWDVNvnfs7e1x//595Ofnw9TUFFpaWjL7WdaJzM3NVWj9xjpxZPz48YiMjMT8+fMVWsKyWk0eHByMESNGwMnJSaH97rBhw3jXFMvCGwA+ffqEwYMHY+/evXK25UFBQbzXP/1a+J5HUFJSQt26dbljTUpKQp06dbjjLCgowM2bN3lvx+Lj4/H+/Xu0a9cOL168wJAhQ3Du3DlYWVlh8+bNovSLfgQ+ffqE+/fvIzs7GzY2NkxWcJdFbm4usrOzuTkxoRDzmMVgxIgRePXqFfbs2YOKFSsiKSkJysrK6NmzJ1q3bs3U0eBbPdc/C8F/p5iamjL3/JUyc+ZMJCYmIioqSmYg26FDB/j4+AgeNKlSpQru3r3L5LOVlJRgZWWFV69eCRY0+RY4fvw4Tp06JbO6wsbGBmvXrkWnTp0E/S4PHjxAXl4erK2tmWfJC5ndIHZRULE8aaWI5VU/YsQIREdHY/DgwYJnaru7uyMxMRFt2rTBjBkz0KNHD6xZswb5+fnMVlEZGxtj5syZmDlzJs6ePYutW7eiUaNGsLOzw6lTp6ChocFEFwA8PDxQq1YtbN68GVWqVGF+rsWspyKGFVppxLASAoqzVQ8ePChj5ejs7AxlZWUmeiURwzJKTB/e6tWr8+5P/qUEBgaic+fOXGBo0KBBSE5OhqGhIbNECk9PT0yePBkZGRmws7OT6+eynnQUqzinWPeUmPeyWDXlhKqjl5qayl0zYq+6EOt3jo+Px549exQGEKQ2rawQo85ZZmYmhg0bhuPHjyvczzo4JrQlrBQh7XeliGXhDYhnW/6l8N33Lu16oGgVIIs6DA0bNuT+b2RkVOZ9xQoxn4+fPn1SmOhXo0YN5tqqqqqwsbFhrqMITU3NzzpxsECMYz59+nSZCZ1btmxhqi2mPZjQ59rDwwMrV66UWyGfk5MDT09P7lzfunULxsbG/AnTT344atSoQefPnyciIm1tbUpJSSEiouTkZNLR0WGmm5iYKPNKSEigf/75h9q0aUMtWrRgpnv48GFq2bIlXb9+nZlGSZSUlOjFixfc3zo6OvTgwQNBtKVoa2vTtWvX5LZfvXqV2W/86dMnmjt3LnXv3p0WLFhABQUFNGDAAFJSUiIlJSWytram1NRUJtqKyMnJoefPnzP7/KioqC9+sUAikcgcX8l7mYgoIyODlJSUmGgTEf3666/Ut29funXrFr1584aysrJkXqzQ09Oj2NhYZp+viMLCQgoICKDmzZtTw4YNafr06ZSbm0sPHz6k/fv3U2JioiDfIzc3l0JCQqhx48akoaFBb9++Zaqnra1NycnJTDW+Fbp27Urq6urk4uJChw4dosLCQsG/g6OjI02dOpWIZO/nuLg4MjU1ZaKZnJxMVlZWpKmpSfb29mRvb0+amppUu3Ztun//PhPNkujr69PNmzeJSPaYY2JiyMjIiImmv78/2djY0IULF0hHR4diYmJo27ZtVLlyZVq1ahUTTSknTpygTp06CfosLEl+fj5t27aNpk6dSmPHjqWNGzdSbm4uMz2JRCL3UlJS4v5lzfDhw6lnz5706dMn0tbWpgcPHlBaWhrZ29uTt7c3E02x7imx72V1dXV6+PAhEcney/fu3SN1dXVmui4uLrRhwwYiIpo8eTJZWlrSggULyMHBgRwdHZnpioVYv/POnTtJRUWFunfvTqqqqtS9e3eqVasW6enp0bBhw5jpismgQYOoRYsWdPnyZdLS0qKIiAgKCwuj2rVr099//81cX0tLi9LS0oiIyMTEhC5evEhERA8ePCAtLS3m+kJSegyRmZlJERER1KRJEzp16pQg3+Hjx490584dys/PF0TvSyk9vvuv0q5dO3rz5o3c9rdv31K7du2YaovVbt67d49atmzJzYVIX0L0gbKzs2n27NnUrFkzqlmzJpmbm8u8WJGRkUFubm5UtWpVUlZWljt2loh1zD4+PqSkpESNGzcmFxcX6tmzp8xLKGJjY2nt2rW0ePFiOnnyJFMtsc61kpKSwvm9zMxMUlZWZqb7055LZLKysnDp0iWFUckhQ4Yw0dTU1MSNGzdgYWEhs3QpMTERrVu3xtu3b5nolrWcvWnTptiyZQszT0kDAwPk5uaioKAAqqqqcpnZfNu8KCkpQU9Pj8sMycrKgq6urtwqC751S+Li4oKsrCzs3LmTi7I+efIErq6uMDAwwIEDB3jXnDx5MsLCwuDi4oIzZ86gbt26uHv3Lnx9faGkpIT58+fDzs6OaQ2M9u3bIzw8nKvjIuXdu3fo2bMnzpw5w0xbaJSVlZGRkcFlPurq6iIxMRHm5uYAigsOGxsbM8vO0tLSQmJiouBe9ebm5jh27BjTGjWlmT9/Pnx8fNChQwdoaGjgxIkTGDhwIPPMESnnz5/Hli1bsGfPHtSqVQvu7u4YNGiQ3HXONz179sTgwYOZZJx9KULWUxHTCg0Qx0qoa9euICJs376d84l/9eoV3NzcoKSkhKNHj/KuWRIxLKOICP7+/li0aBFX7FTqwzt//nze9UpSsj+iqakpt/KCZb9ADNLS0srdzzqT9+3bt+jTpw9nC2JsbMxl3x07dkzO4ocPxLqnxL6XbWxssGjRIri4uMi0X6tXr8bWrVuZ2Sc9ePAA2dnZqFevHnJycjB58mTO8mXZsmVMr7Fbt24pXHXh7OzMTFOs37levXoYPXo0xo8fz/2+5ubmGD16NKpWrQpfX18muiUR2r6yatWqOHToEBo3bgxdXV3Ex8ejVq1aOHz4MJYsWYLY2FjeNUsihiWsFDHsdxXB0sJbili25V+aMf3o0SMYGxvzviIiLy8PRMStBEhLS8OBAwdgY2PDxJWitH25lBcvXsDExAT5+fm8a0oRq91s0aIFKlSogBkzZih0R/j111+Z6ALFtXrKc2bw9vZmouvk5IT09HRMmDBBoS6r+maAeMdctWpVLFmyBIMHD2by+d8iQp/rd+/egYhgYGCA5ORkmdXihYWFOHLkCGbMmIGnT5/yqivlZ9BERI4cOQJXV1dkZ2dDV1dXrigXq8Fz69at0bdvX3h6enKTFObm5vD09ERycjKz5ZKlB8/SIlzq6upM9KRIO0FlwXehv8/psdItyaNHj+Ds7IybN2+ievXq3La6devi8OHDqFatGu+apqamWLduHbp27Yp79+6hTp06OHr0KJycnAAUd3xdXV2ZdvLF7JAJHQAVy5NWilhe9du2bcOhQ4cQEhIi2JJfKysrTJkyBaNHjwYAnDp1Ct26dUNeXh5Ty7klS5YgODgYL1++hKurK9zd3QUtvv7y5UsMHToUjRs3Rt26deUmeFlODAldT6U0Uiu0/fv3C2KFBhTbFZw4cQL29vYyk44nT56Eh4cHHj16xLumlpYWLly4ADs7O5ntiYmJaNGiBbKzs3nXLMnjx4/RuXNnEBGSk5PRsGFDzjLq7NmzTH2QxfDhFbo/AhRPAGVlZaFx48bcttOnT2PBggXIyclBz5498ccff/Cu+y0hZHFOse4pse9lIWvKic2DBw/Qq1cvXL9+XSYZTDqOY/l8EvP6unnzJszMzFCpUiVERUXBzs4Ot2/fRvv27fHs2TMmulJK21fevXsXFhYWmD17NjP7Sl1dXSQlJcHMzAympqbYsWMHWrRogdTUVNja2nJBd1YsX74cysrK8PLywqlTp9CjRw8QEWcJy2oCUCz7XUXcuXMHDRs2ZNp+eXt7Iy4uDitWrECXLl2QlJQECwsLHDp0CD4+Prh27RoTXWVlZTx79kyun/Py5Uv88ssvKCgoYKIrpVOnTujduzfGjBmDrKws1K5dG6qqqnj58iVXJ5MPkpKSAAD169fHmTNnuKAFUNxWHj9+HOvXr+et/pQixGw3r1y5wrTYfFno6+vj6NGjaNGihaC6YtbuE+uYK1WqhEuXLqFmzZqC6p4/fx6vXr1C9+7duW2hoaGYN28e179fvXo11NTUeNcW+lxLk+/LQiKRwNfXF7NmzWKi/7OmiYhMnjwZHh4e8Pf3F9Tvz9/fH05OTrh16xYKCgqwcuVK3Lp1C+fOnUN0dDQzXbG8QVkGJ/jQ27lzJ5ydnXnNeKxevTquXr2KU6dO4c6dOwCK/WhZThQ8ffqUy5ioVasW1NTUZFYh1KpVCxkZGUy0pR0yoDjzr6SOtEPGsojy5wKgLIImYnnSShHLqz4wMBApKSmoUqUKzMzM5HRZZLOmp6eja9eu3N8dOnSARCLB06dPmQQgpcyYMQM1atRAv379IJFIEBwcrPB9rOqpnD9/HnFxcfjnn3/k9rEeOAtdT6U0jRo1wsOHD3Hr1i1cu3YN+fn5zIMmzs7O8PPzw549ewAUn+P09HRMnz6d2b2spqaG9+/fy23Pzs4WpPhptWrVkJiYiN27dyMxMRHZ2dkYPnw4XF1dmZ9vMTyPhe6PAMD06dNhZ2fHBU1SU1PRo0cPtGrVCvXq1cOiRYugqamJ33//nYl+SkoKVqxYwfmI29jYwNvbW9DBZcuWLdGyZUtBtMS6p8S+l4WsKVceQtTR8/b2hrm5OU6fPg1zc3NcunQJr169wuTJk/Hnn38y0ZQi1u9sYGDA6ZqYmODGjRuws7NDVlYW8+ABAEyaNAnDhg3DkiVLZDLzu3btikGDBjHRrF27Nu7evQszMzP8+uuvWL9+PczMzBAUFISqVasy0QSKV3ksXboUhw8fxqdPn/D06VPMmzcPd+7cwZUrV2Bpack0gWbMmDFo2LAhjh49KljtwJLjOKB4ReizZ88QEBDAfPL14MGD2L17N5o2bSpzrLa2tkhJSeFdT5oxTUR4//69TPJoYWEhjh07Jkjh7KtXr2L58uUAgH379uGXX37BtWvXsH//fsydO5e3oEn9+vUhkUggkUjQvn17uf0aGhpYvXo1L1plIVa7aWNjw2ttra/BwMBAJkAlFGLW7hPrmEeMGIEdO3Zgzpw5gur6+fmhbdu2XNDk+vXrGD58OFeXaunSpTA2NoaPjw/v2kKf68jISBAR2rdvj/3798toq6qqwtTUlN8aJqX4udJERLS0tHD9+nXmhUcVkZKSgoCAAG6SwsHBgRtY842YUVAACouAAsUTUmpqaoIMJstDV1cXCQkJvF0H0sm9hIQE1K1bl5fP/BJKr/IomSkNsLWLKhl9VtSkSTtkHh4evGsDxQGhrl27Ch4AFRNFkxHSjEuWE+qfs4AoHUzig9JWaABkVumxom3btp8drEokEma2c2ZmZujevTvmzJmDKlWqMNEoCx0dHVy7dk1w+zexrNAAcayEhgwZgqtXr2Lz5s3cpPrFixcxcuRINGjQoMxA3X+N3r17f/F7WRc0TklJwdatW5GSkoKVK1fCyMgI//zzD2rUqMEVsOaT6tWrY8+ePWjWrBkAYMGCBdi3bx8SEhIAAJs3b8bq1au5v/nkxIkTcHZ2Rv369blstLi4OCQmJuLIkSPo2LEj75qrVq364vd6eXnxri/WPfUt3cu5ubnIzs5mOvGXn5+PBQsW4OrVq2jatClmzJgBNzc3Luhcu3ZtHDt2DGZmZrxrGxoa4syZM6hXrx709PRw6dIl1K5dG2fOnMHkyZOZZaYD4v3OgwYNQsOGDTFp0iTMnz8fq1evhouLC06ePAkHBwfm7aYY9pXbtm1DQUEBhg0bhitXrqBLly54/fo1VFVVERwcjP79+/OuCYhvCSuG/a5YFt6A8LblYmdMS9HU1MSdO3e45CxbW1vMmzcPjx49Qu3atXkLhkpXLFlYWODSpUsyYylVVVUYGRkxL8YuVrt55swZzJ49G/7+/goTDHV1dZnoAuI4MwBAREQEAgMDuSCzkIh1zN7e3ggNDUW9evVQr149ud+ZVXJj1apVceTIETRs2BAAMGvWLERHR3PWkXv37sW8efNw69Yt3rXFOtdpaWmoUaOG4MmUP4MmItK7d28MGDAA/fr1E/urMMXJyQlt27bF9OnTARRHQR0cHGSioKNHj2YSBQU+3zmpVq0ahg0bhnnz5jG12imL0sEFPrCwsMCBAweYemWWRklJCSEhIdDT0wNQ7HW4YsUKbrI1KysL7u7uTCbTxe6QiRkAFdqTVorYXvVCoqSkBCcnJ5nA7pEjR9C+fXuZiWzWkwZCo6Ojg4SEBMGXGwPC11MR2wqtJEJaCWVlZWHo0KE4cuQI18kvKCiAs7MzgoODufacb4S2jHJ3d+f+T0Q4cOAA9PT0uIHGlStXkJWVhd69ezOpoyIlOjoaTk5OaNGiBc6ePYvbt2/DwsICAQEBiI+Px759+3jX1NDQwL179zirTkdHRzRv3pyr35KSkoIGDRogKyuLd217e3t07twZAQEBMttnzJiBiIgIJisDvzSQLZFI8ODBA971xbqnxNKVInRNOTHr6BkYGODq1aswNzdHzZo1sWnTJrRr1w4pKSmws7NjuvJCrN/59evX+PDhA4yNjVFUVIQlS5ZwtWNmz54NAwMDJrpSxLCvLE1ubi43yWxoaMhMRyxLWCli2O+KZeENCG9bHh0dLWrGtJR69ephxIgR6NWrF+rWrYvjx4+jWbNmuHLlCrp168bMHUIMxGo3pfdr6Xko1gmGQHH/KyUlBUQkmDMDIG7tPrGOuV27dmXuY5ncqK6ujuTkZK5/37JlSzg5OXEB14cPH8LOzk7hKqt/i1jneuvWrdDW1kbfvn1ltu/duxe5ubnMVvT/tOcSmMOHD3P/79atG6ZOnYpbt24pjD7z7RdfUFCAwsJCmYm/58+fIygoCDk5OXB2dmZiX5CQkCBTXHXXrl1o0qQJNm7cCKA4C3LevHnMgibBwcGYNWsWhg0bxk3QXLp0CSEhIZg9ezYyMzPx559/Qk1N7bvx9Z41axb++OMPhIWFCbp0rnRDJe3wS2EVFZZO0JeuJSIUnTt3Rnx8vChBExcXFxlP2saNGzPxpC2NmEERoYuBKnoAu7m58a7zrdG7d29ERkaKEjTZtGkThg4dihs3bghST0VsK7SSCGUlRER49+4ddu3ahSdPnnD2SdbW1swzTIW2jCoZCJk+fTr69euHoKAgLpheWFiIcePGMc36A4qvswULFmDSpEkyFjPt27fHmjVrmGhWrFgRz549Q/Xq1VFUVIT4+HhMmjSJ2//p0ydmVgq3b9/mMv9L4uHhgRUrVjDRTE1NZfK5X4JY95SY97KUqKgouYLoAPDhwwfExMTwrrdv3z4EBweXWUfPyMgIrq6uvOsCQN26dblC6E2aNMGSJUugqqqKDRs2MO0Hivk7lxxLKCkpMSuOXRZi2FeWRlNTEw4ODsx1xLKElSKG/a6YYwqhbcvbtGkDoPhZJUbGtJS5c+di0KBBmDhxIhwdHbnVqBEREbC3t2eiKYZdp5jtZmRkJNPPL4+ePXuKosuqb/cliHHMhYWF8PX1hZ2dHfPkgdJUqVIFqampqF69Oj59+oSrV6/KOHK8f/9erv3mC7Gur0WLFmH9+vVy242MjDBq1KifQZPvBUUXmJ+fn9w2FtHnkSNHQlVVlbvQ3r9/j0aNGuHDhw+oWrUqli9fjkOHDsl01PjgzZs3MtYu0kxLKY0aNWKaIRQSEoLAwECZFT09evSAnZ0d1q9fj9OnT6NGjRpYuHDhdxM0WbNmDe7fvw9jY2OYmprK2bqwiP6KFbAojVAdMjEDoCURypNWEWFhYQgKCkJqairOnz8PU1NTrFixAubm5gprrPBB6WKgI0eORMWKFREeHs6sGCjLzPMvoeQEZ0kkEgnU1dVhaWkJFxcX3gOktWrVwsyZMxEbG6vwumZhbSNF6HoqrVu3hkQiwc2bN8t8D4uBrZhWQkQES0tL3Lx5E1ZWVoJaccTHx2PatGnc39u3b0etWrVw4sQJAMWTMqtXr2ZSZ2PLli2IjY2VWX2orKyMSZMmoXnz5li6dCnvmlKuX7+OHTt2yG03MjJi5nvdtm1bzJ8/H3/99Rf27t2LoqIitG3bltt/69YtZhYKlStXRkJCAqysrGS2JyQkCOLZXpLSxbpZaYhxT4l5L4tVU07MOnqzZ89GTk4OgOIxXPfu3dGqVStUqlQJu3fvZqIJCP875+TkfJUt5Ne+/2sIDAxEnz59YGRkhLy8PLRp04azr1y4cCFvOgEBAfD29v6imloXL17Ey5cv0a1bN970geIkx9IrLFRUVJCfn8+rTllIg1AlLY1Z2e+KbeENFCeqJCQkICAgAHZ2doiIiICDgwPOnz/PxLZcypkzZ0TJmJbSp08ftGzZEs+ePZNxpnB0dESvXr141yvLrtPW1paZXScg3vMxPz8ffn5+CAoKkusDsaagoAASiQQeHh6CBFql5OfnIzo6GnPmzGFqX60IsY5ZWVkZnTp1wu3btwUPmnTt2hUzZszA4sWLcfDgQWhqaqJVq1bc/qSkJCYBSbHONVCcVKDo2jI1NUV6ejo7YfrJD4OVlRWdOHGC+3vNmjVkbGxMWVlZREQ0bdo0atu2Le+6NWrUoOjoaCIi+vjxI2loaNCpU6e4/UlJSWRgYMC7rhR1dXW6d++e3PZ79+6RhoYGERE9ePCA+7/QaGtrU0pKCq+fOW/ePPLx8Snz9b1y/PhxUlVVpcaNG9PEiRNp4sSJ1LhxY1JTU6OIiAhetSQSyRe9lJSUeNUtjYaGBqWlpRERUd++fbnfNz09nek1/ddff5GhoSEtWLCANDQ0uGt469atTNoRKY6OjjR16lQikr134uLiyNTUlJmumLRt25Z0dXVJS0uLHBwcyMHBgbS1tUlPT4+aNGlC+vr6ZGBgQDdv3uRV18zMrMyXubk5r1qlMTU1pfHjx1NGRgZTHbEp7xwLcb5tbGzo/PnzTD67PNTV1Sk9PZ37u3379jR79mzu7/v375Oenh4TbX19fTp48KDc9oMHD5K+vj4TTSkmJiYUFxdHRLLtV3h4OFlYWDDRTE1NJUtLS5JIJFShQgX666+/ZPa7uLjQ77//zkTb19eX9PX1KSAggM6ePUtnz56lRYsWkb6+Pvn5+THRLM2mTZvI1taWVFVVSVVVlWxtbWnjxo3M9MS6p8TSlfZzlJSUFPaBNDU1afPmzUx0nz9/zv1dui+dkZHBvP9VklevXlFRURFzHSF/519++YUWLVpET58+LfM9RUVFFBERQV26dCF/f3/m3yk2NpbWrl1LixcvppMnT/L++YMHDyZDQ0MaO3YsHTt2jF68eMHty8/Pp8TERFq7di01a9aMTE1NufEtn0gkEuratSv16tWLe1WoUIE6deoks40VDx8+LPfFJ126dKGAgADu76SkJKpQoQKNGDGCAgMD6ZdffqF58+bxqvmtYGVlRWfOnJHbHhUVRbVq1RL8+7x9+5YOHDhAt27dYvL59evXp+nTp8ttnz59Otnb2zPRlCLW89HQ0FDhHJQQaGtrU2pqquC6urq69ODBA8F1icQ75gYNGsjMbQpFZmYmtWrViiQSCeno6FB4eLjM/vbt29Mff/zBRFusc129enU6dOiQ3PaDBw+SiYkJM92fQRMRCQkJoQ8fPsht//jxI4WEhPCup6mpKdOI9erVizw9Pbm/b968SZUrV+Zdd8yYMdSsWTM6e/YsTZo0iSpVqkQfP37k9m/bto0aNmzIu64UKyurMh/S0k7J5cuXydjYmNl3KA8WQROxCQ0NpebNm1PVqlW5DvayZcsUTlTxiZgdMrGws7OjlStX0v+xd+ZxNW3//3+dSvNIpmg6MiVUhmsmJeJe4bqmKCWu2TXnIsqUIcpwzVRcs0zXLKQyRZpkKg2mQhSF6LR+f/Q759vpFO7n7rVXaj8fj/Ogvc/jvNbZ+6y9117v93q9MzIyiK6uLrl69SohhJBbt26R2rVrU9Nt2rQpOXLkCCFE/jeckJBAatSoQU1XV1eXJCcnK+impaURNTU1arosWbNmDRkwYADJzc2VbcvJySEDBw4kAQEBJD8/nzg7OxNHR0eGreQWbW1t2XkWoMfx48dJp06dSEJCAq+6RkZG5MaNG4QQQiQSCdHV1SX//POPbH9SUhLR1dWloj116lRSo0YN4u/vTyIiIkhERARZtWoVMTQ0JFOnTqWiKWX69OmkU6dO5MWLF0RHR4c8evSIREZGErFYTDWh4cuXLyQ2NpY8e/ZMYV9sbCx5/fo1Fd2ioiKyevVqUq9ePdkker169UhAQAAvE8zz588nWlpaxMvLixw7dowcO3aMeHl5EW1tbTJ//nwqmqz6FCvdtLQ0kpqaSkQiEYmOjpabXH3+/DkpLCykoisSiUhISIjsvGpqapItW7bI/g4ODuY1aMIXfJ7n+/fvkwEDBhA1NTXStm1bMn78eLJ48WKyatUqMnfuXNK/f39Sp04dUr9+fbJhwwZq55pvYmNjiaenJ9HX1ydKSkqkWrVqRFtbWxYcbNWqFdm4cSP5+PEjFf2RI0d+16syUKdOHRIdHS37+88//yQdO3aU/X3gwAHStGlTKtpfvnxRmIfJzMwkCxcuJDNnziQRERFUdKWoqamVOemYmppK1NXVqWoTUpxot27dOkIIIR8+fCANGzYk1apVIyoqKuTQoUOc66mpqZUZQHjw4AH15zdW98c//vijzHkJPujbty8JCgriXdfV1ZWsXr2ad11C2H3n06dPE2tra3LixAny/PlzkpubK/eiTU5OTpn33+zsbPL582cqmqyO9axZs4ipqSm5ePEiKSwsJIWFhSQsLIyYmpqS6dOnU9MVCsEzRFlZGS9evFCwKMjOzkatWrU4tx+pUaMGIiIiYGlpCQAwMjLCypUrZZ6/jx8/hpWVFecFDF+/fo0BAwYgMjIS2traCA4Ollv2aW9vj3bt2nG6vLokx48fx2+//YYmTZqgTZs2AIqtQe7fv49Dhw7h559/xsaNG/Ho0SNe/OpLY2VlhdOnT8uKOHGBWCxGdHQ0atSoIbc9JycHtra2VIqfStm4cSO8vb3xxx9/YMmSJUhMTIRYLEZQUBCCg4Op+nuqq6sjISFBYRnsw4cP0aJFC3z69ImKbkhICAYPHqywfPzz58/Yt28fXF1dqegCxZZcw4YNg0Qigb29Pc6dOweg2PPxypUrZdobcYGGhgbu378PU1NTuaKcjx49QosWLfDx40cquhWhGCjf1KtXD+fPn5ddu6XcvXsXjo6OePbsGWJiYuDo6EjN4odv3Nzc0LlzZ3h6evKqy8oKrTSEByshQL5go6qqqoIlCa2CjS4uLnj37p3MMmrBggXIzMyUWbscPnwYvr6+iIuL41y7qKgIq1atQmBgIF68eAEAqFu3LqZMmYLp06fLsfEQ0QAA4MVJREFU2XZxzefPnzFhwgQEBQVBIpFARUUFhYWFcHFxQVBQEFXtkm1ITU1FgwYNoKLCn0uvtBBlyVoutKlZsybWrl2LoUOHym3fu3cvJk2aROV6yapPsdJlxfcUxObaSqikXdHX2LFjB2eapWFxnjMyMnDw4EFEREQgPT0dHz9+hKGhIWxsbNCzZ084OTlRu3axtG8qKipCfHy83He2tramWgS+osCX/S7LQsbu7u4KtuXNmjWT2ZYnJSVRsS2XYmJigvXr1ytYOB87dgwTJkzA06dPqehKqVOnDs6ePYuWLVtiz549WLBgAeLi4hAcHIwtW7bgzp07nOoZGxtj9erVCnZkBw4cwIwZM6ha67C6P06aNAkhISFo2LAhWrVqpWBfSHPeadOmTfDx8YGLi0uZ2rSswxcvXgx/f3/Y29uXqUvT2pnVdy45Hin53EYoWBqWhYeHBwIDAxXG1/n5+Zg0aRKVMQmrY/3582eMGDECBw8elD3DFBUVwdXVFZs2bYKqqioVXSFowhAlJSVkZWWhZs2actvj4uJgZ2fH+QXc3t4ebdu2xbJlyxAREYFu3brh6dOnqFu3LgDg/PnzGDduHJKTkznVlZKbmwttbW2FgfWbN2+gra1N7UcOFA+6Nm/ejAcPHgAAGjdujN9//52aj7cUvgtWS1FSUkJmZqZCQC4rK0tWLIoWlpaWWLp0Kfr16yc3qZ2YmIhu3bpRndRlNSDjOwBamszMTJknrfTGffPmTejq6qJJkyZUNC0tLbFs2TI4OzvLned169Zh586dVOrmAICnpyeys7Nx4MABVK9eHfHx8VBWVka/fv3QpUsXpgXoaKGtrY1//vlHrg4BUFx495dffsH79+/x+PFjWFtb4927d5xqP336FMePH0dGRobCdYPmYH/JkiUICAhAnz59eK2nYmdnh5iYGEgkEjRu3BhAcdBVWVkZTZo0wYMHDyASiRAZGakQxOKC7du3Y82aNXj06BEAoGHDhvjjjz+oBY+Cg4O/up+Wp3ZaWhp69OiBlJQUKCsrY+3atXL1l/r16wdzc3NZvSZaSPsL7QLwpXny5AkSEhKQl5cHGxsbXvyuP3z4gEmTJsnO+cOHDyEWizFp0iTUq1eP98LOfKCvr4/o6OgyEynatm2LnJwczjVZ9SlWuiVhUeSXT5SUlGBqagobGxt87fH5yJEj1NpQEc4znzg5OaFbt26YPXs2gOK6ULa2thg5ciSaNm2KlStX4vfff8fChQvZNrQSwWfym6mpKXbt2oUuXbrg8+fP0NfXx4kTJ2Bvbw+g+Hx37dqVyqR2o0aNsH79ejg6OgIANmzYgKVLlyIpKQl6enqYPXs2bt68SS3Zb/bs2di/fz927tyJLl26ACiu++rh4YGBAwdi1apVVHSlaGho4OHDhzA2NoarqyuMjIzg5+eHjIwMWFpaIi8vjxMdX19fzJgxA6tWrcKaNWvg5eWFDh06ACiuabJ8+XJMmzYN8+fP50SvLFhdN+3s7MrdJxKJcPHiRSq6wNcTC2hO5H+tlolIJKKauMvqO4eHh391f9euXanoSilvHur169eoU6cOCgsLOddkdaylPHz4EHFxcdDQ0EDz5s1hampKVU+w52KAtbU1sbGxIUpKSqR58+bExsZG9mrRogXR0dEhv/32G+e6ly9fJhoaGkQsFhMNDQ3i4eEht3/cuHHE1dWVc90fhXHjxpFXr15x9nlxcXGkZs2axMLCgqioqMhshObOnUtGjBjBmU5JpLYEpW0Ljh07RkJDQ8mECROo+6Sqq6vLLLlK2ic9fPiQ+nJjVv7pIpFIzvdYSmxsLNV6PWVB25NWytatW0m9evXIvn37iJaWFtm7dy9ZvHix7P+0yMnJIQ4ODkRfX58oKysTY2NjoqKiQjp37kzy8vKo6bJk2LBhxNzcnISGhpInT56QJ0+eyGogDB8+nBBCyN69e0mrVq041b1w4QLR1NQkVlZWREVFhVhbWxN9fX2ip6dH7OzsONUqDat6Kiyt0FhYCbGElWUUS6S1tkq/pk2bRv7880+yY8cOkp2dTUV78uTJpFWrViQiIoJoaWnJ7s1Hjx4l1tbWVDQzMzPJ8OHDSd26dYmysrLM3kb6os3EiRPLtFybPn06GT9+PHX9qgSfNeVYMX78eGJgYECsra1JYGAgtb4q8H+wtG+qqvBpv8vSwpuVbbmUgoICMmjQICISiUi1atVItWrViLKyMnF3d5c7BrRo2LAh2b9/P8nLyyM1a9YkYWFhhJDi8ReX51lJSYlkZWUxt+sUEKhs5ObmkpycHCISiUhycrKcJdibN29IcHAwqVu3LutmVgqElSYM8PHxkf07ffp0aGtry/apqqrCzMwMv/76K5WVF/fu3cO5c+dQp04d/Pbbb3JRwi1btqBt27awtrbmXBcoXiLm5+eHsLAwvHz5EkVFRXL7aUaevwddXV3ExsZCLBZz8nkODg6wtbXFihUr5DLxr169imHDhiEtLY0TnZJIz6dIJFLIgqtWrRrMzMzg7+8vt8yda1itQACKl0EGBATA398fz58/B1BsQzdz5kxMnjyZc6sbGxsbiEQixMXFoVmzZnJWJxKJBKmpqejVqxcOHDjAqW5JBg0ahC5dumDixIn4+PEjWrZsibS0NBBCsG/fPvz666/UtP/++28sXLgQKSkpAIqPtY+PD0aNGkVNU0pkZCTi4+ORl5eHVq1aybLSKiN5eXmYOnUqQkJCZNkiKioqcHNzw5o1a6ClpYXY2FgA4PT63bZtWzg5OcHHx0fWl2vVqgUXFxf06tVLbmVAZYGlFRoLK6HyViaJRCKoqalRXQFaEj4to7KysjBjxgzZWKT0vZJmdhTLlUympqbYv38/2rVrJ3dvTk5Ohq2tLeer1IDiLPGMjAxMnDgRdevWVbgHc2nzUhZSawxjY2O0a9cOAHDjxg1kZGTA1dVVbgUbVyvnWPUp1n1ZatXk5+cnt93Lywvnzp2jOvYry0pozZo1EIvFnP/GCgoKEBoaih07duDq1avo06cPRo0aBUdHR+p2igD788w3LO2bqip82u+ytPBmZVteGt4zpv8/f/31F6ZMmQJtbW2YmJjgzp07UFJSwrp16xAaGsrZCpuy3C/4tutkfd1MTk5GSkoKunTpAg0NDZltE198+vQJ6urqvOkB7KxgpfD9nSMiIrB582Y8fvwYBw8eRL169bBr1y6Ym5ujU6dOVDSVlJS++jsSiUTw8fGR3S9pwfexZuKCwTBgU+UJCgqiVkSuIjJkyBBSt25dMmvWLLJmzRoSEBAg92IN1wXZWRasNjMz43TVzL+B1QqEL1++kODgYJKZmUkIIeTdu3fk3bt31PQIIWThwoVk4cKFRCQSkRkzZsj+XrhwIVm6dCnZs2cP9Wyh2rVrk9jYWEIIIX///TexsLAg+fn55K+//qKWPVya/Px8kpWVRVXj6tWr5MSJE3LbgoKCiKmpKalZsyYZPXq0QkHHysb79+9JXFwciYuLI+/fv6euV7IYu76+PklMTCSEFGehmZqaUtdngZaWFrl06ZLC9kuXLhFtbW1CCCEpKSlER0eHc209Pb1yi2Tq6elxrkdI8Sq50tn/JV8mJibE29ubSCQSKvr5+fnEw8ODKCsrE2VlZdl9cuLEiWTZsmVUNHv16kUsLS3JX3/9RY4cOUKOHj0q96IJy5VMGhoasuNbckwSGxtLdHV1OdeT6ty5c4fKZ38P3bp1+64XlyvnWPUp1n2ZVZHfv/76ixgaGpLFixfL/cZ37txJunXrRk2XkOLx/MKFC4lYLCYmJia83JdZn2e+MTExIeHh4YSQ4sx8DQ0NcuHCBdn++Ph43ld0V3aaNm0quxeWvFesXbuW2NjYUNH8WiFjWs9R3bt3J15eXoQQQq5cuUKUlJTI8+fPZfvPnTtHGjRoQEW7ohAdHU1CQ0Plrl3//PMPiYyM5EyjPDcGPmF13Xz9+jXp3r27TF/al9zd3cm0adM41SpNYWEh8fX1JUZGRnLj63nz5pFt27ZR02UxrpfC6jsfOnSIaGhoEE9PT6KmpibTXbduHXFycqKme/nyZXLp0iUiEolIaGgouXz5sux19erVMlfycwWrY83KBUMImlQACgoKyJMnT0h6errciyYhISGkQ4cOpG7dujIrpTVr1lCdMNDT0+P0Jsw1XAdNatasSWJiYhQ++9y5c6R+/fqc6VREdu/eTSwsLOSW39K8gErR0NCQ/Z75hGUAVF1dnWRkZBBCCBkxYgSZPXs2IYSQ9PR0oqWlRV0/KytLZoVGc1Dcq1cv4ufnJ/s7Pj6eVKtWjXh6ehJ/f39Sp04dsmDBAmr6VZHatWvLbN6aNm1Kjh07RggpnmTl47f15MkTsmHDBjJ79mwFOyNasLJCI4SNlVBwcDCpX78+mTdvHjl+/Dg5fvw4mTdvHjE2NiabN28mixcvJvr6+mTJkiVU9FlYRrGcyDcyMiJ3795V2J6YmEiMjIwIIYTcvn2bcwsUQgjp3LkzWbt2LSGk+BhIbUkmTpxIevbsybkeIcXXDek4qKrAqk+x7sv169cnBw4cUNi+f/9+YmxsTEWTEH6thEqTkZFBfHx8iLm5OalXrx4vQRPW55lvWNo3VVVYJb/xTUWwLWcxzi1NQUEBuX//Pvny5QuVzxeJRERfX58YGBh89UUTVtfNESNGkJ49e5InT57I3Z/OnDlDLC0tOdUqjY+PDxGLxWT37t1yCQX79u0j7dq1o6bLYlwvhdV3tra2JsHBwYQQ+XFITEwMqV27NjVdKWlpabxb3LE61m3atCHe3t6EkP871u/fvyd9+/Ylf/31FzVdIWjCkIcPH5JOnTopRLul0WhasMrKMjMzo15n4b/AddBk1KhRpF+/fuTz58+yCYr09HRiY2NDpkyZwplOWUyaNIkEBgYqbF+3bh117ZLwsQKhJF27dpU9PLOARQCUL0/a0rx7944MHz6cKCsry4JjKioqxMXFheTk5HCuV5V9rfPy8si8efNI+/btSYMGDYi5ubncixbOzs5ky5YthJDiiXsLCwuyePFiYmtrS+zt7anpEsIuk+T9+/fE09OTqKqqyu7JqqqqZPTo0bKaOXfu3KEy6T5x4kSiq6tLmjVrRkaNGkVGjRpFrKysiK6uriygwvXDdPfu3cn+/fsVtu/fv590796dEFKcZNG4cWPONEtiYmJCrl27RgiRvwc/evSIymoeQthO5LNcyRQREUG0tbXJ2LFjibq6OpkyZQrp0aMH0dLSIrdu3eJcjxBCzp49SxwdHUlqaiqVz6+IsOpTrPsyq5pyfNfR+/TpE9mzZw9xcHAg6urqZODAgeTkyZO8rexgcZ6/fPlCfHx8yJMnTzj7zO/l1atXpHPnzkQkEhEdHR0SGhoqt7979+7kzz//5L1dlR2+k99YjXOTkpJIQEAA2bdvn0If3rx5M9UEC5Z1Awnhb0WASCQigYGBJCgo6KsvmrC6P5Z0gyh5f0pJSaGefNagQQPZqryS2vfu3SP6+vrUdFmM66Ww+s4aGhqycW7p80zbXUbKlStXiIuLC2nfvj15+vQpIaT4Nx0REUFFj9WxZuWCwb/BnICMkSNHQkVFBf/880+ZXs+0WLduHbZu3Yp+/frJeQ+3bt0aM2bMoKa7aNEieHt7Izg4GJqamtR0Kgr+/v4YOHAgatWqhY8fP6Jr167IzMxE+/btqXizluTw4cM4fvy4wvYOHTrAz88PAQEBVPWlaGpq8nqux48fj+nTp+Pp06do1aoVtLS05Pa3aNGCiu6jR4/g4eGBq1evym0n/9+zlKZH/h9//AEXFxeZJ223bt0AAFeuXEHz5s2p6Xp6euLOnTs4efIk2rdvDwC4du0apkyZgt9//x379u3jVO/t27eoXbu27O/w8HA4OTnJ/m7Tpg2ePHnCqWZFwdPTE+Hh4RgxYgSv94rVq1cjLy8PQHENrry8POzfvx8NGzak5xn6/5kzZw5mzJghq6dy+PBhuXoqtNDW1sbWrVuxZs0aWZ0tsVgsV3uMVt2vxMRE2NraAoCsTpChoSEMDQ2RmJgoex+X5//q1avYtGmTwnYbGxtcu3YNQLGHfEZGBmeaJXn16pWcz7WU/Px8ar/zgIAAeHl5YfPmzTAzM6OiUR7Ozs7w8PCAv78/2rRpAwCIjo7GjBkz0K9fPwDAzZs30ahRI861O3XqhNjYWPj5+aF58+Y4d+4cbG1tce3aNU7vFQYGBnLnLj8/Hw0aNICmpqZcDREAePPmDWe6UgYMGICgoCDo6upiwIABX31vaGgo5/qs+hTrvjx//nzo6OjA398fc+bMAVBcI2DhwoWYPHkyFU0AMDc3R2xsrEIdgDNnzqBp06acao0fPx779u2DsbExPDw8sHfvXhgaGnKq8S1YnGcVFRWsXLkSrq6unH3m92JoaIgrV64gNzcX2traUFZWltt/8OBBTusifOuaURIa14+KgouLC1xcXPDhwwfk5eWVeZ/mElbj3KZNm5Z7nRgzZgxVbVbj3JL6cXFxuHz5spyeg4MDFi5cCC8vL860hgwZQv039DVY3R/z8/PLnAd58+YN1NTUONUqzbNnz2BhYaGwvaioCF++fKGmy2JcL4XVd65Tpw6Sk5MVnikiIyM5q5X8NQ4fPowRI0bAxcUFMTExKCgoAADk5uZi6dKlOHXqFOearI61lpaWrI5J3bp1kZKSgmbNmgEAldqfUoSgCUNiY2Nx+/ZtNGnShFfd1NRU2NjYKGxXU1NDfn4+p1rSQtlSkpOTUbt2bZiZmSk8PNMsEskCPT09nD9/HlFRUYiLi0NeXh5sbW3h4OBAXTs7Oxt6enoK23V1daleUAC2RXaHDBkCAHIP6CKRiHrwglUAFCh+iG/bti2ePHmCHj16QElJCUDxRO/ixYup6f7zzz84e/asXHGznj17YuvWrVQG+7Vr10ZqaiqMjY3x+fNnxMTEwMfHR7b//fv3CteUysLp06dx8uRJdOzYkVfdkgM9LS2tMh84aHHv3j3s3bsXQPGEzcePH6GtrQ1fX184OztTL0Kvra1NLchaHlwV3fw3GBsbY/v27QrFm7dv3y4rvJudnQ0DAwMq+q1bt8bJkycxadIkAP8XENq2bZssGMs1gwcPxocPH3idyJeyefNmTJ06FUOGDEFhYSGA4t+3m5sb1qxZAwBo0qQJtm3bRkW/QYMG2Lp1K5XPlsJXUkZ56OnpyX5Hurq6vN6PAXZ9imVfLiwsxJ49ezBs2DBMnTqV1yK/06ZNw4QJE/Dp0ycQQnDz5k3s3bsXy5Yt47wfbdq0CSYmJhCLxQgPD0d4eHiZ76M5mc7qPHfv3h3h4eG8B5qlTJ06FYGBgQq/KTU1Nfz+++/YsWMHJzoln50IIThy5Aj09PTQunVrAMDt27eRk5Pzr4IrPyovX77EgwcPABTfm2vWrElNi9U4V8quXbuwadMmpKam4tq1azA1NUVAQADMzc3h7OxMRZP1OPfo0aPYv38/2rVrJ3efbNasmSxxhwv4vgeXBavrZufOnRESEoJFixYBKD4WRUVFWLFiBezs7DjVKo2lpSUiIiIUEgoOHTpU5jwgV7AY10th9Z1Hjx6NKVOmYMeOHRCJRHj+/DmuXbuGGTNmYP78+dR0pSxevBibNm2Cq6urXNJqx44dqc0FsTrW7dq1Q2RkJJo2bYrevXtj+vTpSEhIQGhoKNq1a0dNVwiaMMTS0pL6BHZZ8JmVJc2c/BEYPnw4dHV1Of/cjh078j4ItLCwwJkzZzBx4kS57adPn6Ye8R45ciQyMjIwf/583gMIqampvGmVhFUAVErr1q3RokULpKamokGDBlBRUUGfPn2oataoUaPMwJyenh6VSZnevXvDy8sLy5cvx9GjR6GpqYnOnTvL9sfHx6NBgwac61YEDAwMUL16dSbaOTk5OHToEFJSUjBz5kxUr14dMTExqF27NurVq0dNl1UmSX5+Pvz8/GRB36KiIrn90tUnlYVVq1bht99+w+nTp2UrH27duoX79+/j0KFDAIpXQgwePJiK/tKlS+Hk5ISkpCQUFhYiMDAQSUlJuHr1arkTkv8VlpP6LFcyAcUZYMnJyWX+trt06cKJhpubGyef87+yc+dO2f+DgoJ412fVp1j2ZRUVFYwdOxb37t0DwE+wRIqnpyc0NDQwb948fPjwAcOGDYORkRECAwNliTRc4erqynwCkNV5dnJygpeXFxISEspcyd23b19O9UoTHBwMPz8/hd/Wx48fERISwlnQpOT1Y/bs2Rg0aBA2bdokW+EikUgwfvx4Ks+LFYX3799j/Pjx2Lt3r+w+oaysjMGDB2PDhg1ljv3/KyzHuRs3boS3tzf++OMPLFmyRJZgp6+vj4CAAGpBE1bjXCl8rQgonTzJAlbXzRUrVsDe3h63bt3C58+fMWvWLNy9exdv3rxBVFQUp1ql8fb2hpubG549e4aioiKEhobiwYMHCAkJwT///ENNl8W4Xgqr7+zl5YWioiLY29vjw4cP6NKlC9TU1DBjxgxZ8IgmDx48KHMMr6enh5ycHCqarI41MxcMasZfAt8kLCyMtG/fnly6dIm8fv2a5Obmyr1oUVUKvJVE6vPXrl07Xnz+CGFbV2T79u1EQ0ODeHt7k8uXL5PLly+T+fPnE01NTVmNAlqwKrKbm5tLzp07R/755x+qBcnLonXr1lR/S1+DL0/a0mzevJk4ODiQFy9eyLa9ePGCODo6kk2bNnGuV5V9rXft2kUGDhxI8vPzedWNi4sjNWvWJBYWFkRFRUX225o7dy4ZMWIEVW1W9VSGDBlC6tatS2bNmkXWrFlDAgIC5F5c079/f9n9vn///l990SI1NZV4eXnJdLy8vHitQZGcnEw8PT1JmzZtSNOmTYmLiwuJj4/nTb+qcO3aNWJubi6rnVfyRbOOXmFhITl48CDx9fUlvr6+5NChQ9QKzpbGzs6OvH37VmF7bm4uVc94Vn2KZV9mXVOOEP7r6H2LJ0+eUKl1wuI8l75m8HX9yM3NJTk5OUQkEpHk5GS55+Q3b96Q4OBgUrduXSrahoaG5P79+wrb79+/T6pXr05FsyIwaNAg0rBhQ3LmzBnZsT5z5gxp3LgxGTx4MBVNVuNcQorrnEmvXSW9+RMSEqjWhmRZN5AQQjp37kzWrl1LCCGy2quEFD8/9uzZk7o+37C6P+bk5JDFixeT3377jTg5OZG5c+eS58+fU9clpHj+y8HBgdSsWZNoaGiQjh07krNnz1LXZTmuZ/WdCSmubXv37l1y48YN8v79e140CSHE3NycnD9/nhAifw0LDg6mWu+V72NdWFhIwsPDyxzX00YImjCk5GCTz0LwhPBf4I0QQm7evEmuX7+usP369etyBZ655tChQ0RDQ4N4enoSNTU12YVk3bp1xMnJiZqukZFRmcVVb9++TerVq0dNV8pff/1F6tWrJzvH5ubmJDg4mLouiyK7d+7cIXXr1pX1H11dXXLmzBne9FkFQAkhZPLkyaRVq1YkIiKCaGlpyX7fR48eJdbW1tR0ra2tiba2NqlWrRpp0KABadCgAalWrRrR1tYmNjY2ci8uycnJIYWFhQrbs7OzSUFBAadaFQVra2uio6NDtLW1iZWVFdXjWxJ7e3syc+ZMQoj8ICwqKopqsTVCiovnxcXFEUKKC4T+/vvvpHnz5mTAgAGyor800NPTI5GRkdQ+vzQjR44k7969I4QQ4ubmRkaOHFnuiyXjxo0jr169YtoGLklOTiZz584lQ4YMkU2ynjp1SlZQsDLSsmVL8ttvv5GkpCTy9u1bkpOTI/eiQWJiIhGLxURTU1N2vdLS0iJmZmYkISGBimZJRCJRmZPoWVlZREVFhbr+12DVp2jp7t+/n4jFYrJu3Tpy9epVEhcXJ/eqiujo6Mjum3xTWa7ZZT0nl3wpKyuTxYsXU9HW19cnR48eVdh+9OhRqoVuWaOpqVlmItiVK1eIpqYmZzrW1tZyY1kW41xCCFFXV5eNK0uOdR8+fEjU1dWp6bIa50qJiIgg2traZOzYsURdXZ1MmTKF9OjRg2hpaZU5f1EV4Pq6mZ6eToqKisrdJ1A5cHd3lz3LlSQvL4+4u7tT11+6dCmxtLQk169fJzo6OiQiIoLs3r2b1KxZUxYYrSyoqanJArx8IiKkAqyZq6J8a4la165dqbeBrwJvANC2bVvMmjULAwcOlNseGhqK5cuX48aNG1R0bWxsMHXqVLi6ukJHRwdxcXEQi8W4c+cOnJyckJmZSUVXXV0diYmJCkWSkpOTYWVlhU+fPlHRLc2rV6+goaEhZ/9Bk3PnzsHf35/XIrs9e/ZEXl4eVq1aBXV1dSxatAgJCQl49OgRL/rSOiKllzMTHgrBm5qayjxpS/6+k5OTYWtri3fv3lHRLVlP5FssWLCAShuqCt861rSOr56eHmJiYtCgQQO531Z6ejoaN27M2zWMT8zNzXHq1CnOrSp/dHR1dREbG0vF3pEPy6iShIeHw8nJCR07dsSVK1dw7949iMVi+Pn54datWzKrhsqGlpYW4uLiyizcSIv27dujZs2aCA4Oltk2vn37FiNHjsSrV69w9epVKrrx8fEAiq3OLl68KGf7IpFIcObMGWzevBlpaWlU9L8Hmn2Kha50HFQSPmrKsayj9y1K3jf5hubv69OnT1BXV+f8c8siPDwchBB0794dhw8fluvLqqqqMDU1hZGRERXtadOmISQkBH/++Sfatm0LALhx4wb8/PwwYsQIulYgDDExMcHJkyfRvHlzue3x8fHo3bs3nj59yolORXmOsLS0xLJly+Ds7CzXZ9etW4edO3dSqbkqkUgQFRWFFi1aQF9fn/PP/15SUlLg5+cnV3t19uzZCue+qsD1dVNZWRkvXrxQmGfLzs5GrVq1qN6fxGIxoqOjUaNGDbntOTk5sLW1pWY3LHzn/+P169eoU6eOrIYhLQghWLp0KZYtW4YPHz4AgMweTFpPh2tYHevWrVtj+fLlsLe3p/L55SHUNGEIH0GRb6GpqQlNTU1etJKSkmBra6uw3cbGBklJSdR0Wfj8AWzrigDFhTkvX76MlJQUDBs2DADw/Plz6OrqUg2gsCiye/v2bZw7d072+9qxYweqV6+Od+/e8eI7zKKAsxS+PGlLIwRC+IPVsVZTUysz6Pbw4UOqBUGlsKinsmjRInh7eyM4OJi3e6OU7t27IzQ0VOEB+t27d+jXrx8uXrzIa3tKQiu/5vr16xg2bBjS09MVNGhNtHp5eWHx4sWYNm2anD9+9+7dsX79es71Kgo//fQTkpOTeQ2axMbG4tatW3J1rgwMDLBkyRKZrzgNrK2tIRKJIBKJ0L17d4X9GhoaWLduHTX974FVzhotXVY15VjW0avIcH2eJRIJli5dik2bNiErKwsPHz6EWCzG/PnzYWZmhlGjRnGqJ0X6rJyamgoTExNez++qVatQp04d+Pv748WLFwCKa0/MnDkT06dP560dfDNv3jxMmzYNu3btQp06dQAAmZmZmDlzJqdFjSvKc8S0adMwYcIEfPr0CYQQ3Lx5E3v37sWyZcuwbds2KprKyspwdHTEvXv3mAZNGjRogK1btzLTr2hwfd2UJg2UJi8vj3rgOS0trcwxdEFBAZ49e0ZNt7xjWFBQAFVVVWq6AP/f+d27dyDFzk14//693DmVSCQ4deoUL4npIpEIc+fOxcyZM5GcnIy8vDxYWlpSne9j9ftavHixLBhUVn01WvN+QtCEMTk5Odi+fbuseGKzZs3g4eFBpciaFFZZWWpqasjKylIIGLx48QIqKvR+inXq1EFycrLCqofIyEiqwYtp06Zh4sSJePXqleyhPSwsDP7+/tQL0aanp6NXr17IyMhAQUEBevToAR0dHSxfvhwFBQXYtGkTNW0WRXbfvHmD+vXry/7W19eHlpYWsrOzeQmasAyAtm7dGidPnpQVGpMOzrZt24b27dtT1WZVJFyAH/r27QtfX18cOHAAQPFvKyMjA7Nnz8avv/5KVTs+Ph4ODg7Q09NDWloaRo8ejerVqyM0NBQZGRkICQmhouvv74+UlBTUrl0bZmZmCkFfGhmHUi5fviwrClqST58+ISIigpouS8aOHSu7hvE14ZmQkIA9e/YobK9VqxYvxVdZMWnSJEyfPh2ZmZlo3ry5wm+7RYsWnGs2atQIWVlZsuK2Ul6+fEk1eJOamgpCCMRiMW7evCkX5FVVVUWtWrVkhZ0F/jvv3r3Dw4cP8fnzZ7Rt25aXoLqUyMhIREREwNramjfNqsiSJUsQHByMFStWYPTo0bLtVlZWCAgIoBY0kWJqaoqIiAhs3rwZjx8/xsGDB1GvXj3s2rUL5ubm6NSpE6d6hYWF2LNnD9zc3DBr1ixZAkllLgAvZePGjUhOToaJiQlMTEwAABkZGVBTU8OrV6+wefNm2Xu5GhNFR0ejqKgIP/30k9z2GzduQFlZGa1bt+ZEpyw8PT2hoaGBefPm4cOHDxg2bBiMjIwQGBiIIUOGUNO1srLC48ePYW5uTk2jNP/GfaAq/NZpMW3aNADFz03z58+XS8KSSCS4ceMGtXvW8ePHZf8/e/as3JyiRCJBWFgYFSeQtWvXAij+ztu2bZObsJdIJLhy5QqaNGnCuS7A7jvr6+vLEnQaNWqksF8kEv2rFXX/FVVVVVhaWlLVYHWspfTu3RtA8RxFyWdG2quahaAJQ27duoWePXtCQ0NDtux39erVWLJkiVzWPNewyspydHTEnDlzcOzYMVkHy8nJwZ9//okePXpQ0x09ejSmTJmCHTt2QCQS4fnz57h27RpmzJjBacZMaTw8PFBQUIAlS5bIlsaZmZlh48aNcHV1paYLAFOmTEHr1q0RFxcnt2yuf//+cg87NHBzc6P6+eWRlJQkZ7VGCMG9e/fw/v172TYak0JSWARAAWDp0qVwcnJCUlISCgsLERgYiKSkJFy9evWbFoD/BVaT2lWF6tWr4+HDhzA0NISBgcFXr9M0Vm8BxQGEgQMHolatWvj48SO6du2KzMxMtG/fHkuWLKGiKWXatGkYOXIkVqxYIbcaoHfv3rKVczTo168ftc8uD6mVEKB4HZNaCVXWIOSjR49w6NAhXlc/6Ovr48WLFwoTFXfu3Km0xxmALNDp4eEh20bbPmnZsmWYPHkyFi5ciHbt2gEoXl3k6+uL5cuXy03gcDlBY2pqCgAKdm8C3BMbG4vevXsjKysLhBDo6OjgwIED6NmzJy/6xsbGzFbtVCVCQkKwZcsW2NvbY+zYsbLtLVu2xP3796nrHz58GCNGjICLiwtiYmJQUFAAAMjNzcXSpUtx6tQpTvVUVFQwduxY2Zi+Kk0gsxgHTZgwAbNmzVIImjx79oyqhbcUFxcXuLi48GpbziJjWjrJ+zX4sJau7Ny5cwdA8bFMSEiQW2GhqqqKli1bYsaMGVS0pf1XJBIpzMlUq1YNZmZm8Pf351x3zZo1AIq/86ZNm+QSU1RVVWFmZkYtaZfVd7506RIz+8iS5Ofnw8/PT5YQX3rsy6VVFqtjLYWVu4tQ04QhnTt3hoWFBbZu3SpbaVFYWAhPT088fvwYV65coaKro6PDJCvr2bNn6NKlC7Kzs2FjYwOg+GGrdu3aOH/+PIyNjanosvD5Kw3fdUVq1KiBq1evonHjxnL+rGlpabC0tJQdB64oaYP1rSwWGoNAJSUl2eRPafjw1C4rABodHY2PHz9SDYBKYeFJ6+DgAFtbW9mktvQ3dvXqVQwbNoypV3xlIDg4GEOGDIGamhqCg4O/+l7agcqoqCi535aDgwNVPaBq1VORXr+Aspe1S62ESk528w0tb/7u3btj1qxZ6NWrF6ef+zVmzJiBGzdu4ODBg2jUqBFiYmKQlZUFV1dXuLq6VhjLEK5JT0//6n5poIFLSta5KP0bL/k3l/fnkllw36Jv376caP4vsKp3wbUu65pyLOrofS+s6tYA3J9nDQ0N3L9/H6ampnKfnZSUhLZt2yIvL48TnfJgUZ+yW7du+OOPP5gEEaoa2traiI+PV/i9pqamokWLFnIJcJWFsu6PAN2gxb9JpqsINvJ8w/V1093dHYGBgUyCrubm5oiOjoahoSGvunZ2dggNDZWzZeULVt85PT0dxsbGZdZ244OhQ4ciPDwcI0aMKDMhfsqUKZxrsjrWGRkZMDY2LrOO8JMnT2SrI7lGWGnCkFu3bskFTIDizJZZs2ZRXYbKKiurXr16iI+Px99//424uDhoaGjA3d0dQ4cOVbCJ4AppobUJEybw6vNXGj6tCoDi7MqyBltPnz6Vy9rmCgMDA1kBrPKyWGgOAll5aUuZOnUq+vbtW2YA9I8//qAWAJXCwpM2Ojpabom+lHr16lF5eK1qlAyEsFi99eXLF2hoaCA2NhYdO3ZEx44dedVnXU+FT6qylRALy6ilS5diwoQJMDY2hkQigaWlJQoLC+Hi4oJ58+ZxrldRoBEU+RYsMsK+d4JTyKTlBtY15VjU0fteKlNeoqWlJSIiIhSuI4cOHZIlwtGERX3K8ePHY/r06Xj69GmZKwForl5nDd/2u6wsvAF2tuUs7o/SQEhhYSGWLl0KDw8POXtrAW7ZuXMnM21WcyMs67yy+s6mpqbIycnBzZs3y1zpQdth5vTp0zh58iSvz+qsjrW5ublszrEkb968gbm5uWDPVRnR1dVFRkaGgr/fkydPqExsSwkICICXlxeTrCwtLS2MGTOGN73ShdZo+/zZ2toiLCwMBgYGsLGx+eoSWJre+I6OjggICMCWLVsAFE8O5OXlYcGCBTIvQC65ePGibEkii5sli8mgkvAdAK0InrRVaVK7ovDy5csyB2M0HtyrVasGExMTZpOKfNZTYW2F9iNYCQ0fPpzKtYSFZZSqqiq2bt0Kb29vJCQkIC8vDzY2NmjYsCHnWhWNlJQUBAQEyCxnLC0tMWXKFDRo0ICKHotM1Yrcj0pCq0/xrcu6phyLOnrfS1JSEi/WHGXB9Xn29vaGm5sbnj17hqKiIoSGhuLBgwcICQnBP//8w5lOebCoTymtZzF58mTZNj5Wr7OGhf0uKwtvgJ1tubm5+VczpmmioqKClStXUp/M/dHg+rrJp21SWYSFhZWrvWPHDiqaEokEQUFB5epevHiRiq4UFt/5xIkTcHFxQV5eHnR1deX6tEgkot7PDAwM5KzB+ILFsZbef0uTl5cHdXV1KpqAEDRhyuDBgzFq1CisWrUKHTp0AFBsgzJz5kwMHTqUqi6rrKxdu3bJivhdu3YNpqamWLNmDcRiMZydnalo8llozdnZGWpqarL/8zXwKo2/vz969uwJS0tLfPr0CcOGDcOjR49gaGiIvXv3cq5XcmKE9XJeaaHIlJQUHDp0iGqhSCl8B0ArgictyyLhVY3bt2/Dzc0N9+7dU8iAo3mO586diz///BO7du3ifTDGZz2VNWvWyPop3xNwFcFK6HuumRs3bqSizSJTSVqgsyTXr1+HSCSCuro6LCws4OzszOQBhCZnz55F3759YW1tLctGi4qKQrNmzXDixAnqE1NVCVZ9ipUuy5pyfK3EHDBgwHe/NzQ0FACo2Q6zOM/Ozs44ceIEfH19oaWlBW9vb9ja2vJ27WBRn5L1KnZWsKgpt2rVKnTp0gWmpqYKFt67du2ioiklMjKSiW05q4xpKd27d0d4eHiFszWkBYvrpqen51dtk2ji4+MDX19ftG7dmlftKVOmICgoCH369IGVlVWV+M7Tp0+Hh4cHli5dCk1NTV40S7Jo0SJ4e3sjODiYN32+j7X02U0kEmH+/Ply31MikeDGjRtUr+FCTROGfP78GTNnzsSmTZtQWFgIoDi7d9y4cfDz85NNvnMNK3/8jRs3wtvbG3/88QcWL16Mu3fvQiwWIygoCMHBwdRWKJw5cwZz5szhtdBaRaCwsBD79u1DfHy8rBaBi4sLNDQ0ONcqWcj4W9Bczl6yUOSuXbuQlJQEsViM9evX49SpU5wXipQyefJkHDlypMwA6K+//sr5RGxF8KTNzc3FwIEDER0djby8PBgZGckmtU+dOqXQzwT+d1q2bIkGDRpg9uzZqF27tsLAhNZKKxsbGyQnJ+PLly8wNTVVOKc0V8tJYVFPhU++1/+WVnCM1TWTJXZ2doiJiYFEIkHjxo0BFK+QU1ZWRpMmTfDgwQOIRCJERkZSX53KJzY2NujZsyf8/Pzktnt5eeHcuXO89Ge+8fX1/ep+b29vzjVZ9SlWuixqyrGoo+fu7i77PyEER44cgZ6enmw18e3bt5GTk4MBAwZQtWTh8zyvXbsWY8aMgbq6erk+4nxREepTVhVY1ZTLz8+Xs/Bu0aIFVQtvKZaWlvj77795sZkriZKSErKyshRW56enp8PS0hL5+flU9Tdt2gQfHx+4uLiUOT/CsuYX17C6P+rr6/NumySlbt26WLFiBUaMGMGrrqGhIUJCQqg4m3wLVt9ZS0sLCQkJTOqXAcXj+5SUFBBCYGZmpnDNpDG+5/tY29nZASieA2vfvj1UVVVl+1RVVWFmZoYZM2ZQcw0QgiYVgA8fPiAlJQUAZKs/KiOWlpZYunQp+vXrJzcIS0xMRLdu3fD69WsquiwKrQHF2QXDhw9Ht27dqHx+ReJrD80lob2cnUWhSEAxAEoIgaqqKvUAaEXwpK3sk9oVAR0dHdy5cwcWFha86i5cuPCrEyS0CmaXrKdiZWVFReNb8GmFxhJW18yS8G0ZFRAQgIiICOzcuVM2oZqbmwtPT0906tQJo0ePxrBhw/Dx40ecPXuWShtYoK6ujoSEBIUHiocPH6JFixbUJsJYUnoS7MuXL0hNTYWKigoaNGhA5UGSVZ9ipZuenv5d7+MyuK+srCzL0JaOP0tDc4w/e/ZsvHnzBps2bZLVm5JIJBg/fjx0dXWxcuVKzjWl8HmeVVRU8Pz5c1ldrbKy4vnm8+fPvNenTEpKQkZGBj5//iy3vTJNKpekVq1aOHv2LGxsbOR+Y+fPn4eHhwd16yi+OXfuHPz9/XmzLZdmTAcGBmL06NFlZkwrKysjKiqKaju+lrRT2eznWN0fzc3NcerUKTRt2pTK53+NGjVq4ObNm9TG0uVhZGSEy5cvo1GjRrzqAuy+84ABAzBkyBAMGjSIV10pPj4+X91P43md1bF2d3dHYGAg70nvgj1XBUBTUxPNmzenqsEiK6s0qampZWZxqKmpUc2mYFWQ6tWrV+jVqxdq1qyJIUOGYPjw4WjZsiU1PZY2LxVlCTuLQpFAcYQ7MDAQy5Yt4zUAysqTtqioCEFBQQgNDUVaWhpEIhHMzc1Rp06dcr0mBf537O3tERcXxyRowgKW9VRYWaGxgtU1UwoLy6iVK1fi/PnzcmMdPT09LFy4EI6OjpgyZQq8vb3h6OjIuTZLatasidjYWIWgSWxsLPOJUFrcuXNHYdu7d+8wcuRI9O/fn4omqz7FSpdFTTnWdfR27NiByMhIWcAEKA7kTJs2DR06dKAaNOHzPBsZGeHw4cPo3bs3CCF4+vRpucFVExMTTrXLQ1VVlbcVgI8fP0b//v2RkJAglxgmHeNWtvGAFFb2uywsvAH+bcul9yVCCBISEhQyplu2bIkZM2ZwqlkWP0r9Ly5gdX9kYZskxdPTE3v27KFmX1ge06dPR2BgINavX8/7fACr79ynTx/MnDkTSUlJaN68ucI1hGaAvbCwECKRiPcEWlbHmuZK3q8hBE0YULLg6dfgsoCOgYGBLEOovHoItFdemJubIzY2VuEB68yZM1Qj8KxqbBw7dgxv377FwYMHsWfPHqxevRpNmjSBi4sLhg0bxnk2S79+/b7rfTTOMetC7FL4LhTJoi+Xhm9PWkII+vbti1OnTqFly5Zo3ry5zL985MiRCA0NxdGjR3lpS1Vh27ZtcHNzQ2JiIqysrHgbjInFYkRHR6NGjRpy23NycmBra0u1gCGreioeHh5o1KgRtm/fXqYVGk1YWAmxKK5bEi8vL0ydOrVMy6jZs2dTCZrk5ubi5cuXChNvr169kiWV6OvrK2QV/+iMHj0aY8aMwePHj+VsJJcvX15mnRcuefXqFR48eAAAaNy4sYIdCZ/o6urCx8cHv/zyCxVbAVZ9inVfBvirKce6jl5hYSHu378vs/eTcv/+feoTkXye53nz5mHSpEmYOHEiRCIR2rRpo/AevoqisyioPGXKFJibmyMsLAzm5ua4efMmsrOzMX36dKxatYpzvYqCtKZczZo1qdeUk1Lawlv6ezIwMEBAQADVoAnfteykgV5WGdNl8enTJ6pFlFnD6v7o7++PlJQU1K5dmzfbJCmfPn3Cli1bcOHCBbRo0UJBe/Xq1VR0IyMjcenSJZw+fRrNmjVT0JXW/KIBq+88evRoAGU/x9G+P7JKoGV1rFmMBQAhaMKEoKAgWaEzvtzRWGZl+fr6YsaMGZg2bRomTJiAT58+gRCCmzdvYu/evVi2bBm2bdtGTf/KlStf3V9W5gFXGBgYYMyYMRgzZgyePn2KvXv3YseOHfD29pbVseGKipQx8ujRI1y6dKnMixmNiT8pfBeKZNGXS+Pk5AQvLy8kJCTw4kkbFBSEK1euICwsTOYvKeXixYvo168fQkJCeL95V2auXbuGqKgonD59WmEfzcFYWlpamZ9dUFCAp0+fUtGUsn79eiQnJ8PIyIjXeiqPHz/G4cOHeV/VAwBHjhyR+7u0lRCNayeL4roluXfvniybtSQeHh7UJjKcnZ3h4eEBf39/2SRgdHQ0ZsyYIUs+uHnzJhNrAZrMnz8fOjo68Pf3x5w5cwAUZ5IvXLgQkydPpqKZn5+PSZMmYdeuXbJribKyMlxdXbFu3TpmdrS5ubnIzc2l8tms+hTrvlzSM/7OnTsoKCgAUHysly5dyqlnPOs6eu7u7hg1ahRSUlLQtm1bAMCNGzfg5+cnV/uEBnye5zFjxmDo0KFIT09HixYtcOHCBYUkCr5gUVD52rVruHjxIgwNDaGkpAQlJSV06tQJy5Ytw+TJk8tcyVYZ0NPTw/nz53m13123bh22bt2Kfv36ySVRtG7dmvqqC1q1XL8Fq4xpKRKJBEuXLsWmTZuQlZWFhw8fQiwWY/78+TAzM8OoUaOYto9LWN0fvzehlQbx8fGywtiJiYly+2heP/X19amt5P0WrL4z6zk4vhNoAXbHmsVYAABABHhn/PjxxMDAgFhbW5PAwECSnZ3NuklUUVJSIllZWYQQQnbv3k0sLCyISCQiIpGI1KtXj2zbto2qvlSr5EtJSUn24oPPnz+TI0eOkF9//ZWoq6sTIyMjXnRZsGXLFqKsrExq165NWrZsSaytrWUvGxsbqtpFRUVk8eLFREtLS3au1dXVybx586joVYS+XNbvu+TvnGt69OhBli1bVu7+JUuWEEdHR851qzKmpqZkwoQJJDMzkxe9Y8eOkWPHjhGRSERCQkJkfx87doyEhoaSCRMmkEaNGlFtw4IFC8jChQvLfdHC2dmZHDp0iNrn/1tyc3NJ//79SUhICJXP5/uaWZr69euTAwcOKGzfv38/MTY2pqL5/v174unpSVRVVWXjAFVVVTJ69GiSl5dHCCHkzp075M6dO1T0KwLv3r0j7969o64zZswYIhaLyalTp0hubi7Jzc0lJ0+eJA0aNCBjx46lrh8YGCj3CggIILNnzyZGRkZk6NChVDRZ9SnWfdna2poEBwcTQgjR1tYmKSkphBBCYmJiSO3atTnVko5vvjb+oTUGIoQQiURCli9fToyMjGRaRkZGZPny5aSwsJCKphRW5zkoKIh8+vSJqsbX0NPTI5GRkbxq6uvrk8ePHxNCCBGLxeTixYuEEEKSk5OJhoYGr23hC4lEQrZv30769OlDmjVrRqysrMgvv/xCgoODSVFRETVddXV1kpaWRgiRv348fPiQqKurc66Xm5sr9/+vvWiRl5dH5s2bR9q3b08aNGhAzM3N5V608fHxIWKxmOzevZtoaGjIjvm+fftIu3btqOvzCev7o4AATTZu3Ejq1KlDpk+fTvbs2SP33H7s2DHWzeMUFmMBQggRCsEzoqCgAKGhodixYweuXr2KPn36YNSoUXB0dKQSMWOZlaWkpITMzEw5z+wPHz4gLy+PFx/t0tmEX758wZ07dzB//nwsWbIE9vb21LQvXbqEPXv24PDhwygqKsKAAQPg4uKC7t27UznPvXv3xt69e6GnpwcA8PPzw9ixY6Gvrw8AyM7ORufOnZGUlMS5thRTU1OMHz8es2fPpqbxLfgsFMl3X2ZNnTp1cObMGVl2QWn4LCBdVdDR0UFsbCxvxdakxSFLenhLqVatGszMzODv74+ff/6Zl/bwyevXr+Hm5oa2bdvyaoX2NRISEvDLL78gLS2N08+VSCSIiopCixYtoKmpyXtxXaB4JeqaNWvg5eVVpmUUzQzAvLw82TJusVjM23euShgaGuLQoUPo1q2b3PZLly5h0KBBePXqFVV9c3Nzub+VlJRQs2ZNdO/eHXPmzIGOjg6neqz6VEXoy5qamkhKSoKZmZlcod3Hjx/D0tKy3FoY/wvfW3weoG8fK7X048Nih+V5fvLkCUQikcwz/ebNm9izZw8sLS0xZswYqtoAm4LKnTt3xvTp09GvXz8MGzYMb9++xbx587Blyxbcvn1bIbv2R4cQgl9++UVmv9ukSROZ/W5CQgL69u1LzX7X0tISy5Ytg7Ozs9z1Y926ddi5cyfnq4uVlZVltuVKSkpMbMuHDh361YzpKVOmUNGVYmFhgc2bN8Pe3l7umN+/fx/t27fH27dvqerzRUW4PwpUPtauXYsxY8ZAXV0da9eu/ep7aa3mliJ9bi+LylaPk8VYAACEoEkFID09HUFBQQgJCUFhYSHu3r3L+UVcOiD41umm0bGUlJSQlZXF1MO6LMLDwzFt2jTcvn2byufXq1cPb968Qa9eveDi4oJffvkFampqVLSklBwEAsUPcbGxsTK/zqysLBgZGVG9eJbW5JPc3FxIJBKFGghv3ryBiooK9YdaPvry1+DDk1ZVVRXp6emoW7dumfufP38Oc3NzmTWHwH/Hzc0NnTt3hqenJ6+65ubmiI6OhqGhIa+6ALt6KidOnMCIESNkE2ElYTXwjIyMxC+//ELlAVZdXR337t1TmFzmC0IIAgIC4O/vj+fPnwMotoyaOXMmJk+eXCkDz6zIysrCjBkzZD7ApceDNH7bmpqauH37tsLDzd27d9G2bVvk5+dzrskaVn2KdV8Wi8XYsmULHBwc5CbgQkJC4OfnRzVZhxUla/U0adKEl3slq/PcuXNnjBkzBiNGjEBmZiYaNWoEKysrPHr0CJMmTaJqvQsAu3fvxrFjx3gtqHz27Fnk5+djwIABSE5Oxs8//4yHDx+iRo0a2L9/P7p3785LO/hi586dmDJlCo4dO1au/e769es5td+VWnjv2bMHCxcuhL+/P0aNGoVt27YhJSVFZuE9ZMgQzjSB4jmAjh07QkVFBeHh4V99L626Sfr6+jh58iQ6duxI5fO/hYaGBu7fvw9TU1O5a3ZSUhLatm2LvLw8Ju2iAZ/XzerVq+Phw4cwNDSEgYHBV8exb9684VR7wIABCAoKgq6uLgYMGPDV93JZW8TW1hZhYWEwMDCAjY3NV78z1wFQVt/Z3Nwct27dQo0aNb76uxKJRFRrgPIJq2NdEhZjAUCoaVIhKBnQoDUhk5qaSuVzv5dGjRp9c/KD6xvHt6hdu7bsYYcGCxcuxG+//SZb5cEHpSdBWMREf/vtN5w7dw5jx47lXXvIkCH45ZdfMH78eLntBw4cwPHjxzn11C4LPvpyafj2pJVIJFBRKf/WoayszHm9nqpOo0aNMGfOHERGRqJ58+YKqx+4zmC5du0asrOz5e4bISEhWLBgAfLz89GvXz+sW7eOahCYVT2VSZMmYfjw4Zg/fz5q165NTacsSmcqEULw4sUL7Nq1C05OTlQ0rays8PjxY2YTrSKRCFOnTsXUqVPx/v17AOA8+1+gmJEjRyIjIwPz58/nzQe4ffv2WLBgAUJCQmQB/Y8fP8LHxwft27enpuvh4fFd79uxYwfn2qz6FOu+zLKmCt919KS1ekJCQmR6fNXqYXWeExMTZfVbDhw4gObNmyMqKko23qcdNGFRULlnz56y/1tYWOD+/ft48+bNNydCf1T27t2LP//8UyFgAhR75nt5eeHvv//mNGji4+ODsWPHwtPTExoaGpg3bx4+fPiAYcOGwcjICIGBgZwHTAD5QAitoMi3MDAwUEjy4xNLS0tEREQorMY7dOgQbGxsGLWKDnxeN9esWSMbx9KqzVceenp6smuT1HWED5ydnWXPhHzXcWH1nUs+I7OeZy0JzQRaVse6JCzGAoCw0oQZJS19IiMj8fPPP8Pd3R29evX66hKrHxElJSUEBAR8s3PRKsRW2ppMOhHl5+eHwsJCREZGcq755csXaGhoIDY2FlZWVpx/fnmUtkIrmTkC8LPSZNmyZVi9ejV69+6NFi1aUJ/gLUn16tURFRWlkNV6//59dOzYEdnZ2Zxrsu7Lvr6+CA4Ohq+vL0aPHo3ExESIxWLs378fAQEBuHbtGqd6SkpKcHJyKnfCvKCgAGfOnKlUS0FZw3cGS69evWBnZyez2EtISICtrS1GjhyJpk2bYuXKlfj999+xcOFCTnUB4Pjx4wCKB93BwcFy9w2JRIKwsDCcP3+eWsCbbyu0kvBtJQQAZ86cwZw5c7Bo0SK0atUKWlpacvv5sJwR4AcdHR1ERESUa61Ig8TERPTs2RMFBQVo2bIlACAuLg7q6uo4e/YsmjVrRkVXSUkJpqamsLGx+WryyJEjRzjXZtWnWPdlQgiWLl2KZcuW4cOHDwAANTU1zJgxA4sWLaKmu3XrVowbNw6GhoaoU6eO3GS2SCSi8gD9+++/48KFC1i/fr0sSzwyMhKTJ09Gjx49sHHjRs41pbA6z9ra2khMTISZmRn69u2Ljh07Yvbs2cjIyEDjxo3x8eNHKrpSfHx8vrp/wYIFnGuyXr3ONyzsd1lZeLO0LZfCKmNayrFjx+Dm5oY5c+bA19cXPj4+ePDgAUJCQvDPP/+gR48evLeJFqzvjwICNOE7gZYlLMYCgBA0YcL48eOxb98+GBsbw8PDAy4uLrzbn/CZlVXWgIhPyrMma9euHXbs2IEmTZpQ0RWLxThy5IhsooAPlJWVkZmZKbNC09HRQXx8vGwyjo+gCcslilpaWrh+/TqaN28utz0hIQE//fST7EGeKypCX+bbk9bd3f273rdz505OdQX4o27dujhx4gRat24NAJg7dy7Cw8NlAeaDBw9iwYIFVOxWWNdTYWWFxoqSgd2Sk420vbylsLCMqqpYWlri77//5j2D9MOHD/j7779x//59AEDTpk3h4uICDQ0NapoTJkzA3r17YWpqCnd3dwwfPpy3jF5WfYp1X5bCZ005gE0dPZa1elid559++gl2dnbo06cPHB0dcf36dbRs2RLXr1/HwIEDqa4ALSwsxNKlS+Hh4SGrqcIHTk5OZa5e37RpEy+r1/mGhf0uKwtvlrblUmxsbJCSkgJCCK8Z0yWJiIiAr68v4uLikJeXB1tbW3h7e8PR0ZG6Np9UlPujgAAN+E6grYoIQRMGKCkpwcTE5Juef7S84PjOyipdZ4NvSheMlGbv0q79sH37doSGhmLXrl28PqyXXAVw4sQJdO/eXZZRwecqgNevXwMAr0EEOzs7WFlZYd26dXLbJ0yYgPj4eERERHCqx7ovA1XLk1aAH9TV1fHo0SMYGxsDADp16gQnJyfMnTsXQLF1VvPmzWV2SjRgVU9lyZIlCAgIQJ8+fXixQgPYWgmx8vKW4uTkhIyMDEycOLFMyyhnZ2eq+lWJc+fOwd/fH5s3b4aZmRnr5lCn5CrQq1evok+fPhg1ahQcHR2pWuuw6lOs+zKrrHwWdfRY1uphdZ4vX76M/v374927d3Bzc5Pdj/7880/cv3+f6jgXKE4CS0hI4PXaxWL1OktKJ96VhkbinZKSkpzlS3lwbeFdem7ga5S2r+IKVhnTVRHW90cBAZrwnUBbEbh9+zbu3bsHAGjWrBn1hDAhaMKAkSNHftcDG61Mbb6zslivNGGFjY0NkpOT8eXLF5iamiosBaWRQcJ6FUBOTg7mzp2L/fv3yy7QBgYGGDJkCJYsWULd/zAqKgoODg5o06YN7O3tAQBhYWGIjo7GuXPn0LlzZ071WPdlAGjVqhWmTp2K4cOHy90ofX19cf78ec4DRQJsePr0KY4fP46MjAx8/vxZbt/q1as51TI1NcWuXbvQpUsXfP78Gfr6+jhx4oSsTyUkJKBr165U6lBJ66mUXEnCZz0VFivlWFoJsYaFZVRVorT3fn5+PgoLC6GpqakQEOSyP1+5cuW73telSxfONL9Geno6goKCEBISgsLCQty9e5f6CoiqBqus/FGjRqFNmza81tGzt7dHjRo1FGr1uLm54c2bN7hw4QJvbeETiUSCd+/ewcDAQLYtLS0Nmpqa1J/xnJ2dMWDAAGpWzmXB9+p11rCw32Vt4S0A3Lp1Szb5aGlpiVatWjFukYCAwL+hKiXQvnz5EkOGDMHly5dldaNzcnJgZ2eHffv2UVu1KBSCZ0BQUNC/ev/Tp09hZGTEWX2Et2/f4rfffuPks76H0vZfLAgLC5PZf5RuD43sXYD/QljAv5+c5/K39ebNG7Rv3x7Pnj2Di4uLLDMrKSkJQUFBCAsLw9WrV+UetrimY8eOuHbtGlauXIkDBw5AQ0MDLVq0wPbt29GwYUPO9f5tX6aBt7c33Nzc8OzZMxQVFSE0NFTOk1bgxycsLAx9+/aVZY1YWVkhLS0NhBDY2tpyrte7d294eXlh+fLlOHr0KDQ1NeUCjvHx8dRqfvj4+MDOzk4WNElISMCoUaPk6qkYGRlRqacCsCnmN27cOOzduxepqam8Wwl9a3Kb9qS2sbHxN+0xBP53+C5CKqW0bVFJpEEckUiEwsJCXtpT0oqF9kpbVn2KdV++ceNGmQH8bt26yVYp0sDCwgLz58/HtWvXeKujFxgYiJ49e6J+/fpl1uqhCcvzrKysrDCG52vlh5OTE7y8vJCQkFBmTYK+fftyrtm2bVts2bJFYfX6pk2bKuXE8vcEJrgsAi9lyJAhzBMr+bQtLw3fGdNSnj59iqFDhyIqKkpu8rFDhw7Yt28fr1Z4tGF9fxQQoImlpSUiIiIUVsUdOnSId0te2kyaNAnv37/H3bt35eYa3dzcMHnyZOzdu5eKrrDS5AeA66XnLLKyWOLj4wNfX1+0bt26TPuPypi9+71w+dv6448/EBYWhgsXLqB27dpy+zIzM+Ho6Ah7e3usWbPmP2sJyFNVPGmrKm3btoWTkxN8fHxkGSS1atWCi4sLevXqhXHjxnGq9/r1awwYMACRkZHQ1tZGcHAw+vfvL9tvb2+Pdu3aYcmSJZzqAmzrqbCElZVQWQHzknq0J5irmmUUCyQSCVatWoXjx4/j8+fPsLe3x4IFC6jWFMnNzS1z+4cPHxAYGIi1a9dCLBYjMTGRWhtK9qnIyEj8/PPPcHd3R69evThLQioLVn2KdV9mlZXPqo4ei1o9ALvzzLr+1Nf6LK2aBHyvXq+KsLbwBvi3LZfCKmNaSq9evZCTk4Pg4GA0btwYAPDgwQO4u7tDV1cXZ86coarPJ6zvjwBkdZ8qUzDqW0jvEzSfYyoKOTk52L59u1wA1MPDg7rLCgAcO3YMbm5umDNnDnx9feHj4yOXQNujRw/qbeALPT09XLhwAW3atJHbfvPmTTg6OiInJ4eOMBGo8Ghra5OUlBTOPm/p0qXE0NCQuLq6klWrVpHAwEC5V2WjTp06JCQkhIn227dvydatW4mXlxfJzs4mhBBy+/Zt8vTpUybtKQ2Xvy1TU1Ny5syZcvefPn2amJqacqJVktzcXLn/f+0lIPAjoq2tTZKTkwkhhOjr65PExERCCCGxsbFU+pSUnJwcUlhYqLA9OzubFBQUUNFUU1MjGRkZsr87duxIFi9eLPs7NTWVaGtrU9GW8uTJE7JhwwYye/ZsMnXqVLkXH6SlpZGFCxcSsVhMTExMyPv376lp5eTkyL1evXpFzp07R3766Sdy4cIFKpr6+vrEwMBA9lJVVSVKSkpEW1tbbruBgQEV/aqGr68vUVJSIo6OjsTZ2Zmoq6sTd3d3XtsgkUjI1q1bSf369YmJiQnZsWMHkUgk1PTGjRtHDAwMSIsWLUhAQAB59eoVNa3SsOhTLHWldOvWjUycOFFh+/jx40mnTp2o67969YrX88wKVue5V69exNLSkvz111/kyJEj5OjRo3KvysqdO3fIsGHDiKWlJWnVqhVxd3cnDx8+ZN2sSoNIJCJZWVlM22BiYkL8/Px41x00aBBp3bo1SUpKkm27e/cuad26NRkyZAh1fXV1dRITE6Ow/datW0RDQ4O6Pp+wum5KJBLi4+NDdHV1iZKSElFSUiJ6enrE19eX6hhIyuXLl8nPP/9MGjRoQBo0aEB++eUXcuXKFeq6wcHBxMrKiqipqRE1NTXSvHlz3ubiWHzn6OhoUr16dVKvXj3Sv39/0r9/f1K/fn1So0YNcvv2baraUq5cuUIcHBxIzZo1iYaGBunYsSM5e/YsVU0Wx1pbW5vcuXNHYXtMTAzR0dGhpivYc1VBtmzZAm1tbVy5ckVhuaJIJKKylJ0lnz9/RocOHXjXjY+Ph4ODA/T09JCWlobRo0ejevXqCA0NRUZGBkJCQnhvE01evHiBZs2albvfysoKmZmZnOsaGBjIspT09fXLzGYghFDLRKsoCJ60lRctLS1ZHZO6desiJSVF1tdev35NTbe87Bia1lG1a9dGamoqjI2N8fnzZ8TExMgVy3z//r2C/QqX8G2FVhZ8WgmVdY579OgBVVVVTJs2Dbdv3+Zck5VlVFUlJCQEf/31F37//XcAwIULF9CnTx9s27aN6ooLKaGhofjzzz/x6tUrzJkzB5MmTaJWk0jKpk2bYGJiArFYjPDw8HKLwNIoXs2iT7HUlbJ48WI4ODggLi6uzKx8GrCso8fKzofVeY6MjKww9ac+ffokqyVDG2tra/z999+8aFVFKoKFN9+25VLOnDmDCxcuyCxmgOLntw0bNvDiFGBsbIwvX74obJdIJDAyMqKuzyesrptz587F9u3b4efnh44dOwIovpYuXLgQnz59orJiX8ru3bvh7u6OAQMGyOb2oqKiYG9vj6CgIAwbNoyK7urVqzF//nxMnDhR7juPHTsWr1+/xtSpU6noAuy+89SpU9G3b19s3boVKirF0+uFhYXw9PTEH3/88d11/v4LnTt3xvnz56nrSGF1rLt3744pU6Zg7969suvUs2fPMHXqVNnYkwrUwjECnMH1ShMpVSUra9asWcTX15d3XXt7ezJz5kxCiPw5jIqKopod/m/g8rdlZGREIiIiyt1/5coVUrduXU60SnL58mXy5csXQgghly5dIpcvXy73VRl58uQJ6dSpExGJRLLsbJFIRDp27EiePHnCunkCHODs7Ey2bNlCCCFk+vTpxMLCgixevJjY2toSe3t7xq3jlrFjx5L27duTK1eukGnTppEaNWrIrWrZvXs3ad26NTX9Nm3aEG9vb0LI/10f379/T/r27Uv++usvarqfPn0ie/bsIQ4ODkRdXZ0MHDiQnDx5kpdMtLK4d+8e0dLSovb5hYWFxM/Pj3To0IG0bt2azJ49m3z48IGaXlVGVVVVbvUWIcUrumjfHy5fvkx++uknoqmpSebMmUNycnKo6pXEzc2NjBw58psvPqHdpyqCLp9Z+dnZ2aRRo0ZES0uLjBkzhqxZs4asWbOGjB49mmhpaZEmTZqQN2/eUNHesmULUVZWJrVr1yYtW7Yk1tbWspeNjQ0VzW9B+zw3bdq0zKx0vigsLCS+vr7EyMiIKCsry55d5s2bR7Zt28asXQI/Ph4eHmTjxo2867LKmJZy9OhR0rZtWxIdHS3bFh0dTdq1a0eOHDlCXb8iQPu6WbduXXLs2DGF7UePHiVGRkbUdAkhpEmTJmT16tUK2/39/UmTJk2o6ZqZmZHg4GCF7UFBQcTMzIyaLiHsvrO6ujq5d++ewva7d+/ysmrL3NycvH79WmH727dvibm5ORVNVsc6IyODWFtbk2rVqhGxWEzEYjGpVq0asbGxofpcI9Q0+QGQethzUXeCZVYWK6ZMmYKQkBC0aNGizCKRZRWu5AI9PT3ExMSgQYMGcucwPT0djRs3xqdPn6jo/hu4/G15eHggJSUF58+fh6qqqty+goIC9OzZE2KxGDt27PjPWgL/R1XypK2qPH78GHl5eWjRogXy8/Mxffp0XL16FQ0bNsTq1asVCr/9yLCspwIUXxNjY2PRoEEDGBgYIDIyEs2aNUNcXBycnZ2RlpbGueb48eOxb98+GBsbw8PDAy4uLjA0NORcpyzi4+Pl/iaE4MWLF/Dz80NhYaGslgzXLFq0CAsXLoSDgwM0NDRw9uxZDB06VLg/UEBZWRmZmZly/ug6OjqIj4//aj2I/0Lv3r1x4cIFeHh4YOHChahTpw4VnYoIqz7FSpcVLOvomZqaYvz48Zg9ezbnn/0tWJ1n1vWnfH19ERwcDF9fX4wePRqJiYkQi8XYv38/AgICcO3aNd7bJFA5WLZsGVavXo3evXuXOU9Ay4HD2dkZOTk5ChnTLi4uMDAwoF5z1cDAAB8+fEBhYaFcdryKigq0tLTk3vvmzRuqbaENq+umuro64uPj0ahRI7ntDx48gLW1NT5+/EhFFwDU1NRw9+5dWFhYyG1PTk6GlZUVtXkodXV1JCYmKug+evQIzZs3pzr/xeo7165dG7t27VJYIXb27Fm4uroiKyuLiq4UJSUlZGZmKtSGysrKgomJCQoKCjjXZHWsgeL+e+HCBbmacg4ODtT0AECw5/oB4Kp40ps3b9C+fXvZDVm6HDQpKQlBQUEICwvD1atXYWBgwIleRSE+Pl62nLx00VGahanU1NTw7t07he0PHz6kXtzte+Hy+/v6+qJ169Zo2LAhJkyYgCZNmoAQgnv37uGvv/5CQUEBdu3axZleWTRs2BAuLi5wcXFBw4YNqWpVFMLDw3H16lVZwAQAGjdujHXr1glFKisJJYOaWlpa2LRpE8PW0MXQ0BBXrlxBbm4utLW1oaysLLf/4MGD0NbWpqbPwgqNpZWQtbW1zAqsJO3ataMawGBtGVWVIIRg5MiRcpZYnz59wtixY+UmRrj8fZ05cwYqKirYv38/Dhw4UO77fvSJmLJg1adY6L579w66urqy/38N6fu44ujRo9i8ebNCwAQA6tSpgxUrVmDs2LFUgias7HwAdr+vwYMH48OHD2jQoAE0NTUVJpZp9+WQkBBs2bIF9vb2GDt2rGx7y5YtZRMnAgL/C6xsy9evX4++ffvCzMwMxsbGAIAnT57AysoKu3fvpqJZkqpklcrqutmyZUusX78ea9euldu+fv16tGzZkpouUGy/FhYWpjCpfeHCBdnvjQYWFhY4cOAA/vzzT7nt+/fvpz43w+o7Dx48GKNGjcKqVatkJQGioqIwc+ZMDB06lJru8ePHZf8/e/asXPK7RCJBWFgYtSQHVscaKL4u9+jRg9cC90LQ5AeAq8VAvr6+UFVVRUpKisJDhq+vLxwdHeHr60vlAYMlly5dYqLbt29f+Pr6yiYMRCIRMjIyMHv2bPz6669M2lQaLhea1a9fH9euXcP48eMxZ84c2WdLL2zr16+nfhEdP3489uzZg0WLFsHW1hbDhw/H4MGDK3WWa1XypK3K5OTk4NChQ0hJScHMmTNRvXp1xMTEoHbt2qhXrx7r5nEOi3oqQPEDVGRkJJo2bYrevXtj+vTpSEhIQGhoKNq1a0dF09XVlWoA/2ukpqbK/a2kpISaNWtS94vPyMhA7969ZX87ODhAJBLh+fPnqF+/PlXtqoabm5vCtuHDh1PV3LlzJ9XPr8iw6lMsdFnWlGNVRw8AfvvtN5w7d05u8p4vWP2+WE+wPnv2TGFyBiiuiVHWGFhA4HuR9ilpYgxfK32NjY0RExPDe8a0lLLGBpUVVtfNFStWoE+fPrhw4QLat28PALh27RqePHmCU6dOUdWePn06Jk+ejNjYWLmJ/KCgIAQGBlLT9fHxweDBg3HlyhVZTZOoqCiEhYV9NYmGC1h951WrVkEkEsHV1RWFhYUAgGrVqmHcuHHw8/OjptuvXz8AxXNtpftztWrVYGZmBn9/fyrafB/rixcvYuLEibh+/bpCEk5ubi46dOiATZs2UUsYFuy5GOLh4YHAwEDo6OjIbc/Pz8ekSZNkke8nT57AyMhIIeP232JmZobNmzejZ8+eZe4/c+YMxo4dS8V+pCKQnJyMlJQUdOnSBRoaGrIHOVrk5uZi4MCBuHXrFt6/fw8jIyNkZmaiffv2OHXqlMLSVxZw9dsqzdu3b/Ho0SMAxRkHtCc6S/Pw4UP8/fff2Lt3L1JTU2FnZ4fhw4fD1dWV13bwwbFjx7B06VJs2LABrVu3BlBcFH7SpEmYPXu27IYq8OMSHx8PBwcH6OnpIS0tDQ8ePIBYLMa8efOQkZGBkJAQ1k2sNFQlKzSWsLCMEqi47N27F3379q0Q4yKB7yc8PBwdO3aEiooKLl++/NUxddeuXTnVrlevHvbv349OnTqVuT8iIgKDBw/G8+fPOdErmSmcn5+P1atXo0+fPmjevDlvdj5VmVatWmHq1KkYPny4nLWwr68vzp8/j4iICM41v/c5XeDHpSralpfFp0+fZKuspXC9OrCq8vz5c2zYsEEuMDZ+/HheEhuPHDkCf39/3Lt3T6Y9c+ZMODs7U9W9ffs21qxZI6c7ffp02NjYUNUF2H1nAPjw4QNSUlIAQLYqkw/Mzc0RHR3NW8BXCp/Hum/fvrCzs8PUqVPL3L927VpcunSJmq2hEDRhiLKysixDqySvX79GnTp1ZJFKrlBTU0NKSkq5WZxPnz6FhYVFhai1wSXZ2dkYNGgQLl26BJFIhEePHkEsFsPDwwMGBgbUIrBSoqKiEBcXh7y8PNja2lLLIBkwYMB3v5eGzUtF5fr16xg3bhzi4+M5z3SsCFQlT9qqioODA2xtbbFixQq5yYKrV69i2LBhlTbQLcAPYWFhCAsLw8uXL1FUVCS3j9akkJKSEpycnOQso06cOIHu3btTs4wSqLjo6uoiNjaWk/pqFQEWfYqlLgv4rqP3vcFckUiEx48fc6JZHqzPM4sJ1mPHjsHNzQ1z5syBr68vfHx88ODBA4SEhOCff/6hYtPB93O6AL98zbZ8z549MDY2pmJbzjpjWkp+fj5mz56NAwcOIDs7W2F/ZXtmZn3dFBAQ+N8xNTXFmTNnZNfp0ty/fx+Ojo7IyMigoi/YczHg3bt3IISAEIL379/LLQ2USCQ4deqUwgCNCwwNDZGWllZu0CQ1NZX3FQF8MHXqVFSrVg0ZGRlyHW3w4MGYNm0a9aBJx44dZcsTaVIyG4YQgiNHjkBPT0+2+uD27dvIycn5V8GVH5mbN29iz5492L9/P969e8fMf5o2rC0TBOgTHR2NzZs3K2yvV68eNfuRqkxVskLz8fGR1aOqW7cubzZhLCyjBCoulSl/i1WfYqUrhe+acnzX0Stt78IKVueZ9QSrs7MzTpw4AV9fX2hpacHb2xu2trY4ceIE5wETVs/pAvzCyrY8ICAAo0ePLjPQqKenh99//x2rV6+mHjSZNWsWLl26hI0bN2LEiBHYsGEDnj17hs2bN1O1FGIB39fN7524NTExodoOAbp4eHh88z0ikQjbt2+n3pbKHhTMyspSWNVbEhUVFbx69YpeA4gA74hEIqKkpFTuS1lZmSxevJhzXXd3d9KlSxdSUFCgsO/Tp0+ka9euxN3dnXNd1tSuXZvExsYSQgjR1tYmKSkphBBCUlJSiJaWFud6V69eJSdOnJDbFhwcTMzMzEjNmjXJ6NGjyadPnzjXLcmsWbOIp6cnKSwslG0rLCwkY8aMITNmzKCqzZIHDx4Qb29v0rBhQ6KiokIcHR1JcHAwef/+PeumCQj8z9SsWZPExMQQQuSvYefOnSP169dn2bRKR1xcHKlZsyaxsLAgKioqsmM9d+5cMmLECMat4546deqQkJAQ1s0QqOKUvK796LDqU6z78urVq0nr1q2JkpISad26NQkICCAvXrygqvn48WPSq1cvoqSkREQikez5qmfPnuTRo0fUdH18fEh+fr7C9g8fPhAfHx9quoSwO8/jx48nTZs2JYcOHSIaGhpkx44dZNGiRaR+/fpk9+7dvLeHJqye0wX4xdTUlJw5c6bc/adPnyampqac65qYmJCkpKRy99+7d48YGxtzrlsaY2NjcunSJUIIITo6OrJrZkhICHFycqKuzyd8XzfLu4aU3K6srExF28zMjJibm3/1JRaLOdf91nWzMn7nfv36lfv65ZdfiIaGBlFSUuJctzQLFy4kSkpKpG3btsTZ2VmhLVzC6liLxWJy5MiRcvcfPnyYmJubc64rRbDnYkB4eDgIIejevTsOHz4st7pDVVUVpqamVHwOnz59itatW0NNTa3crKxbt25RL9bNNzo6OoiJiUHDhg3lrG1u3bqFnj17lpkx9V9wcnJCt27dMHv2bABAQkICbG1tMXLkSDRt2hQrV67E77//joULF3KqW5KaNWsiMjISjRs3ltv+4MEDdOjQgfPvXFFQUlJCmzZtMGzYMAwZMkQhc6iyI3jSVk48PT2RnZ2NAwcOoHr16oiPj4eysjL69euHLl26CKuNOKSqWaHVqFEDN2/eRIMGDVg3RaAKU7Kv/eiw6lMVpS+zqCnHdx298mybsrOzUatWLaqrLlidZxMTE4SEhKBbt27Q1dVFTEwMLCwssGvXLuzdu5d6UWOxWIzo6GjUqFFDbntOTg5sbW05tURj9ZwuwC+sbMvV1dWRmJgICwuLMvcnJyejefPm+PjxI6e6pdHW1kZSUhJMTExQv359hIaGom3btkhNTUXz5s2Rl5dHVZ9P+L5uxsXFlbmdEIJ9+/Zh7dq10NbWxsuXLznX/loR7rS0NGzevBkFBQWc36eOHTtW7r5r165h7dq1KCoqolIGgNV3Lo9jx47hzz//xPPnzzF79mx4eXlR1atbty5WrFiBESNGUNUB2B3rSZMm4fLly4iOjpZb/QkAHz9+RNu2bWFnZydXf45TqIVjBL5JWloaKSoq4lWTVVYWS5ycnMi8efMIIcXZjI8fPyYSiYT89ttv5Ndff+Vcr06dOiQ6Olr2959//kk6duwo+/vAgQOkadOmnOuWRF9fnxw9elRh+9GjR4m+vj5VbZY8fPiQdRN4Jy8vj0yYMIHUrFmzzKwOgR+fnJwc4uDgQPT19YmysjIxNjYm1apVI126dCF5eXmsm1ep0NXVJcnJyYQQ+ez3tLQ0oqamxrJpVJg1axbx9fVl3QyBKk5lWmnCqk9VxL587do1Ym1tXenGIiKRiLx8+VJhe1hYGDE0NKSqzeo8a2lpkfT0dEIIIfXq1SM3btwghBQ/V9JYtV8akUhEsrKyFLZnZmYSVVVVKposntMF+MPIyIhERESUu//KlSukbt26nOuyzpiW0rx5c3L58mVCCCH29vZk+vTphBBCAgMDSb169ajr80lFuD+eP3+etGrViujo6JAFCxaQd+/e8aadnZ1N/vjjD6Kmpka6dOlCrl27xovu/fv3Sb9+/YiysjJxdXUlaWlpvOgSwuY7R0ZGkk6dOhFNTU0ya9Ys8ubNG+qahBBSvXp12bMrC/g41pmZmcTIyIgYGxuT5cuXk6NHj5KjR48SPz8/YmxsTIyMjEhmZibnulKEmiYMuXjxIrS1tRVqLRw8eBAfPnwo0/P7v2Jubo7Tp0/znpXFkhUrVsDe3h63bt3C58+fMWvWLNy9exdv3rxBVFQU53pv376VW+EQHh4OJycn2d9t2rTBkydPONctibu7O0aNGoWUlBS0bdsWAHDjxg34+fnB3d2dqjZLGjZsWKXqEQBVy5O2qqKnp4fz588jKioKcXFxyMvLg62tLRwcHFg3rdKhpqaGd+/eKWx/+PAhatasyaBFdPn06RO2bNmCCxcuoEWLFgp+satXr2bUMgGBHxNWfaoi9eXKWlPOwMAAIpEIIpEIjRo1kvPFl0gkyMvLw9ixY6m2gdV5FovFSE1NhYmJCZo0aYIDBw6gbdu2OHHiBPT19aloAsDx48dl/z979qxc/UaJRIKwsDCYmZlxphcfHw8rKysoKSkhNzcXCQkJ5b63RYsWnOkK8E/Pnj0xd+5cnD9/HqqqqnL7CgoKMH/+fPTq1Ytz3d69e8s+u6yM6QULFuDnn3/mXLc07u7uiIuLQ9euXeHl5YVffvkF69evx5cvXyrd2I/l/TEmJgazZ89GREQEPD09ea2J9PHjR6xevRqrVq2CqakpQkND0bt3b+q6z58/x4IFCxAcHIyePXsiNjYWVlZW1HUBNt85KSkJs2fPxpkzZ+Dq6oq9e/eWu4KNBp6entizZw/mz5/PmybA77GuXbs2rl69inHjxmHOnDmyWogikQg9e/bEhg0bqDrMCPZcDGnUqBE2b94MOzs7ue3h4eEYM2YMHjx4wKhllYuMjAxoa2tj48aNchOOEyZMwJcvXzgvwmVqaopdu3ahS5cu+Pz5M/T19XHixAnY29sDKLbr6tq1K968ecOpbkmKioqwatUqBAYG4sWLFwCKl+5NmTIF06dPh7KyMjVtlsTHx8Pe3h76+vpIS0vDgwcPIBaLMW/ePGRkZCAkJIR1EzmHtWWCAF2+fPkCDQ0NXgecVZmqZoVWevxREpFIhIsXL/LYGoGqipWVFU6fPl0p7GFZ9SnWfbm0LVf37t3h4uKCAQMGQFtbm6o2XwQHB4MQAg8PDwQEBMhN4KuqqsLMzAzt27en2gZW53nNmjVQVlbG5MmTceHCBfzyyy8ghMgmWKdMmUJFV0lJCUDxdys9ZVGtWjWYmZnB39+fs0lmJSUlZGZmolatWlBSUipTV9oevqxeBOjAyrY8KysLtra2UFZWxsSJE2VW2vfv38eGDRsgkUhkyX40KCoqwsqVK3H8+HF8/vwZ9vb2WLBgAV6+fInbt2/DwsKi0gUEWVw3U1JS8Oeff+Lw4cMYNGgQFi9ezJsFqUQiwdatW+Hj4wN1dXX4+vpi+PDhcoF+GuTm5mLp0qVYt24drK2tsXz5cnTu3JmqphQW3/nJkyfw9vbG7t278fPPP2Pp0qVo2rQpNb3ymDJlCkJCQtCiRQtegoKsfl9S3r59i+TkZBBC0LBhQxgYGFDXFIImDFFXV8f9+/cVMmTS0tLQtGlT6l6WVQW+vYfHjRuHuLg4LF++HEePHkVwcDCeP38uy2L5+++/ERAQgOjoaE51y0OaNV0ValvY29ujVatWVaYeAVC1PGmrKmKxGEeOHEHLli1ZN6XSk5ubi4EDB+LWrVt4//49jIyMkJmZifbt2+PUqVPQ0tJi3UQBgR+GJ0+eQCQSyTLupCsQLC0tMWbMGMatE+CSqlRTLjw8HB07doSKStU1bEhPT+d1gtXc3BzR0dEwNDSkqpOeng4TExOIRCKkp6d/9b2mpqZU2yJAn9TUVIwfPx7nzp2Ty1zu0aMH1q9fX27dkf9Keno6xo0bh7Nnz5aZMW1ubk5FFwAWLVqEhQsXwsHBARoaGjh79iyGDh2KHTt2UNOsaowfPx7bt2+HnZ0d/Pz8YG1tzZv2gQMHMG/ePOTk5GDu3LkYN26cwkoqGqxYsQLLly9HnTp1sHTpUjg7O1PXlMLqO2tqakIkEmHixIno2LFjue/r27cv1XZ8LSgIAJcuXeJMi9WxZo0QNGGIiYkJ1q9fr9CRjh07hgkTJuDp06eMWla5KJk1VJL09HRYWloiPz+fU73Xr19jwIABiIyMhLa2NoKDg9G/f3/Zfnt7e7Rr1w5LlizhVLcsXr16JVux1KRJE+oPG6zR09NDTEwMGjRoIBc0SU9PR+PGjakUH2NNixYtsG7dOnTt2hUODg6wtrbGqlWrsHbtWqxYsUK4jlQCtm/fjtDQUOzatatSWylWJKqaFVpycjJSUlLQpUsXaGhogBDCW8aQQOWlc+fOGDNmDEaMGIHMzEw0btwYzZo1w6NHjzBp0iR4e3uzbiI1WPUpVrqPHj1Cw4YNqetUFFJSUrBz506kpKQgMDAQtWrVwunTp2FiYoJmzZpR1+fzPH/58gW9evXCpk2bqtQ5Fqg6sLItZ5Ex3bBhQ8yYMQO///47AODChQvo06cPPn78KFvZVVnh67qppKQEdXV1NGnS5Kvvi4mJoaKtoaGBoUOHfjVhluvVB1JdBweHrzqahIaGcqpbUpvFd/4WlW1VIqtjzZqqmyJTARg6dCgmT54MHR0ddOnSBUBx9tKUKVMwZMgQxq378Zk2bRqA4ouVt7c3NDU1ZfskEglu3LhBJfJvaGiIK1euIDc3F9ra2go3joMHD0JHR4dz3ZLk5+dj0qRJCAkJQVFREYDiFTeurq5Yt26d3LGoTFS1egRA1fKkraqsX78eycnJMDIygqmpqcJqBxqD7qpISSu0jh07fjVrqLKQnZ2NQYMG4dKlSxCJRHj06BHEYjFGjRoFAwMD+Pv7s26iwA9MYmKirK7agQMHYGVlhaioKJw7dw5jx46tlEETVn2KdV+uSjXlpLUKO3bsiCtXrmDJkiWoVasW4uLisH37dhw6dIiaNovzXK1aNcTHx3P+uf+WsLAwhIWF4eXLl7JnGylcZcmXrKHyLWhnDwvwh4GBgexexbdumzZteNXMyMiQqzvg4OAAkUiE58+f81qHgU/4vm4uWLCA08/7N3Tp0gUikQgpKSnlvodGoMjV1ZVZshWr71z6PsQ3AwYM+OZ7RCIRDh8+zJkmq2PNGiFowpBFixYhLS0N9vb2siXeRUVFcHV1xdKlSxm37sfnzp07AABCCBISEuSWjqmqqqJly5aYMWMGNf2pU6ciMDBQIUCipqaG33//neoy2GnTpiE8PBwnTpyQTfxFRkZi8uTJmD59OjZu3EhNmyV9+/aFr68vDhw4AKD4op2RkYHZs2fj119/Zdw6bintSSstunb//v1K60lbVXF2dq6UA5CKRrVq1WBiYlKpMoK+xdSpU1GtWjVkZGTI+fAOHjwY06ZNE4ImAv+JL1++QE1NDUBxNqt0krFJkyayemuVDVZ9inVfLl1TbvTo0ahevTpCQ0MrXU05Ly8vLF68GNOmTZMb43fv3h3r16+nqs3qPA8fPhzbt2+Hn58flc//Fj4+PvD19UXr1q1Rt25damOifv36yf1duqZJSd2qNFYQqDwUFhYqFKCvVq0avnz5wqhF9OH7uvlvgyZRUVGy+jr/lcuXL//nz/hfCAoK+lfvf/r0KYyMjDhZ3cTqO/9b+vTpg23btqFu3bqcfF7Jump88aMca84hAsx58OABOXDgADlx4gRJS0tj3ZxKx8iRI0lubi7vukpKSiQrK0th+6tXr4iysjJV7Ro1apBLly4pbL948SIxNDSkqs2SnJwc4uDgQPT09IiysjIxNjYm1apVI126dCF5eXmsm8cpvr6+RElJiTg6OhJnZ2eirq5O3N3dWTdLQOCHZtu2baR3794kOzubdVN4oXbt2iQ2NpYQQoi2tjZJSUkhhBCSkpJCtLS0WDZNoBLQtm1bMnv2bHLlyhWirq4u+61du3aN1KtXj3Hr6MCqT7Huy927dyczZ85U0I+KiiKmpqbU9flES0uLPH78mBAi/11TU1OJmpoaVW1W53nixIlEV1eXtGrViowZM4ZMnTpV7kWbOnXqkJCQEOo6JTl//jyxtbUlZ86cIbm5uSQ3N5ecOXOGtG7dmpw7d47XtggIcIVIJCK9e/cm/fv3l71UVFSIo6Oj3LbKBOv747fQ0dGRtamqaFfF71zyt1dVYHmeuURYaVIBaNSoERo1asS6GZWWnTt38qr37t07EEJACMH79+/lsjkkEglOnTqlUF+Faz58+FBmEc5atWrhw4cPVLVZoqenh/Pnz1eJegQhISH466+/FDxpt23bVuk9aasaYrEY0dHRqFGjhtz2nJwc2Nra4vHjx4xaVvmoalZo+fn5Zdo1vnnzhpOMN4GqzfLly9G/f3+sXLkSbm5uaNmyJYBiCxwWVih8wKpPse7Lt27dwpYtWxS216tXD5mZmdT1+URfXx8vXrxQKNZ8584d6jZkrM5zYmIibG1tARRb3vLN58+f0aFDB141//jjD2zatAmdOnWSbevZsyc0NTUxZswY3Lt3j9f2CAhwgZubm8K24cOHM2gJf7C+P34LwrDENCvtqvidqyKV5VgLQRPGPH36FMePH0dGRgY+f/4st0+oR/Bjoq+vD5FIBJFIVGYwTCQSwcfHh2ob2rdvjwULFiAkJEQWtPn48SN8fHzQvn17qtqsKCoqQlBQEEJDQ5GWlgaRSARzc3PUqVOnUhY1roqetFWVtLS0Mm0gCgoK8PTpUwYtqrxUNSu0zp07IyQkBIsWLQJQfH8qKirCihUrYGdnx7h1Aj863bp1w+vXr/Hu3Tu5ArdjxoyptLXVWPUp1n25KtWUGzJkCGbPno2DBw/KjnNUVBRmzJgBV1dXqtqszvOlS5eoffb34OnpiT179mD+/Pm8aaakpEBfX19hu56eHtLS0nhrh4AAl/CdTFoRYH1/FBAQ+LERgiYMCQsLQ9++fSEWi3H//n1YWVkhLS0NhBBZNo/Aj8elS5dACEH37t1x+PBhVK9eXbZPVVUVpqamMDIyotqGwMBA9OzZE/Xr15dldsbFxUFdXR1nz56lqs0CQgj69u2LU6dOoWXLlmjevDkIIbh37x5GjhyJ0NBQHD16lHUzOaUqetJWNUoWJD179qycd6lEIkFYWJhCpqvAf2PhwoWsm8ArK1asgL29PW7duoXPnz9j1qxZuHv3Lt68eYOoqCjWzROoBBBCcPv2baSkpGDYsGHQ0dGBqqpqpQ2asOpTrPtyVaopt3TpUkyYMAHGxsaQSCSwtLSERCLBsGHDMG/ePKrarM6zh4dHmXUa8/PzMWnSJKp1GgHg06dP2LJlCy5cuIAWLVqgWrVqcvtpJBq2adMG06ZNw65du2Sr97OysjBz5sxKu1JOQKAywvr+KCAg8GMjIpVlzcwPSNu2beHk5AQfHx/o6OggLi4OtWrVgouLC3r16oVx48axbqLAfyA9PR0mJibMspY/fPiAv//+G/fv3wcANG3aFC4uLtDQ0GDSHprs3LkTU6ZMwbFjxxQyRi5evIh+/fph/fr11DMA+URJSQlOTk5yy4pPnDiB7t27y1kKhYaGsmieAAdIbdZKFyIFigNkZmZm8Pf3x88//8yieZWSqmaFlpGRAW1tbWzcuFHO0nDChAn48uULTExMWDdR4AcmPT0dvXr1QkZGBgoKCvDw4UOIxWJMmTIFBQUF2LRpE+smcg6rPsW6L+fm5mLgwIGIjo5GXl4ejIyMkJmZifbt2+PUqVMKVoeVgYyMDCQmJiIvLw82NjZo2LAhL5oszrOysjJevHihYC/8+vVr1KlTB4WFhVR0pXwrG5zGSpjk5GT0798fDx8+hLGxMQDgyZMnaNiwIY4ePQoLCwvONQUEBLiH9f3xW0jnAcVicZXRFr5z1aCyfGchaMIQHR0dxMbGokGDBjAwMEBkZCSaNWuGuLg4ODs7C0t/KwERERHYvHkzHj9+jIMHD6JevXrYtWsXzM3N5TxyBf4bjo6O6N69O7y8vMrcv3TpUoSHh1eqVTbu7u7f9b6quAy7smFubo7o6GgYGhqybkqlR0lJCZmZmQoTQ1lZWTA2Nlaw0fzRKW8iLDs7G7Vq1SrTFk5A4Hvp168fdHR0sH37dtSoUUP24HT58mWMHj0ajx49Yt1EzmHVpypKX64KNeVYwvd5ltZpNDAwwKNHj+Ss1iQSCU6cOAEvLy88f/6cU92KAiEE58+fl0tAk9rhCggI/BhUlPtjeejq6iI2NpbJxDIr7ar4nStLAOHfwPI8c4lgz8UQLS0t2QRM3bp1kZKSgmbNmgEoztwR+LE5fPgwRowYARcXF8TExKCgoABAcTbe0qVLcerUKar6jx49wqVLl/Dy5UsUFRXJ7fP29qaqzTfx8fFYsWJFufudnJywdu1aHltEHyEYUvm5du0asrOzkZqaKtsWEhKCBQsWID8/H/369cO6desqRBHDH52qaoVWXt5MXl6egv2fgMC/JSIiAlevXoWqqqrcdjMzMzx79oxRq+jCqk+x7MtVpaacr6/vd72P5hib7/PMuk7jgAEDvvkekUiEw4cPU9EXiURwdHREly5doKamVml+ywICVYmKPtatikXRK9N3zs/P/67VtH/++aecbX9VoLKszxCCJgxp164dIiMj0bRpU/Tu3RvTp09HQkICQkND0a5dO9bNE/iPLF68GJs2bYKrqyv27dsn296xY0csXryYqvbWrVsxbtw4GBoaok6dOnKDfJFIVOmCJm/evJH5DZdF7dq18fbtWx5bJCDw3/Hx8YGdnZ3MfishIQGjRo3CyJEj0bRpU6xcuRJGRkZVrg4HDfr16weg+Pro5uYmt6+kFVplYdq0aQD+735Qsr6ERCLBjRs3YG1tzah1ApWFoqKiMjM4nz59qlAb4UeHVZ9i3ZerUk25hQsXwsjICLVq1Sp3IoDWGJvVeWZdp7FkAgPfFBUVYcmSJdi0aROysrJk9oLz58+HmZkZRo0axaxtAgIC34b1/fHjx48ghMh009PTceTIEVhaWsLR0VH2vvfv33OmOWPGDHh6eqJJkybf9f7Tp0+jXr16nOl/b/2rpKQkqvcO6T26rEA319+5du3aGDRoEDw8PL7qJDNnzhzONH8UuD7WrBDsuRjy+PFj5OXloUWLFsjPz8f06dNx9epVNGzYEKtXr4apqSnrJgr8BzQ1NZGUlAQzMzO55XiPHz+GpaUlPn36RE3b1NQU48ePx+zZs6lpVCSUlZWRmZkpZxtQkqysLBgZGTFffisg8G+oW7cuTpw4gdatWwMA5s6di/DwcERGRgIADh48iAULFiApKYllMysVVcUKTeoPHx4ejvbt28utBFBVVYWZmRlmzJjBi0e/QOVl8ODB0NPTw5YtW6Cjo4P4+HjUrFkTzs7OMDExqVQrJln1KdZ9uSrVlOvTpw8uXryInj17wsPDAz///LOs9hhtWJ9n1nUaWeDr64vg4GD4+vpi9OjRSExMhFgsxv79+xEQEIBr166xbqKAgMBXYH3ddHR0xIABAzB27Fjk5OSgSZMmqFatGl6/fo3Vq1dTqV/csGFDPH78GD/99BM8PT0xePBgXmuKsa5/tX37dqxZs0Zm/9qwYUP88ccf8PT0pKZ59OhRBAUF4dSpUzAzM4OHhwdcXV2pBoVYI5FIEBQUhLCwsDJdbS5evMioZXQQgiaMkEgkiIqKQosWLaCvr8+6OQIUEIvF2LJlCxwcHOSCJiEhIfDz86M60VlZ/AO/l7KKopekoKAAZ86cEYImAj8U6urqePTokawAaadOneDk5IS5c+cCANLS0tC8eXNOM5SqKlIrNOmqHqBqWKG5u7sjMDAQurq6rJsiUAl5+vQpevbsCUIIHj16hNatW+PRo0cwNDTElStXFB6qKwOs+hQr3apWU+758+cIDg5GUFAQ3r17B1dXV3h4eKBx48a86AvXbP6wsLDA5s2bYW9vL/ccd//+fbRv315YwS4g8IPA6rppaGiI8PBwNGvWDNu2bcO6detw584dHD58GN7e3rh37x4V3StXrmDHjh0y28LffvsNnp6e6NChAxU9oGLUv/L29sbq1asxadIktG/fHkDx89369esxderU77bY/F959eoVdu3ahaCgINy7d0+WYNG3b1+oqFQug6eJEyciKCgIffr0Qd26dRUSKtasWcOoZXQQgiYMUVdXx7179yqlT7oAsGzZMuzevRs7duxAjx49cOrUKaSnp2Pq1KmYP38+Jk2aRE171KhRaNOmDcaOHUtNoyIhFEUXqIyYmppi165d6NKlCz5//gx9fX2cOHEC9vb2AIrturp27Yo3b94wbumPT69evWBnZydbnZeQkABbW1s5K7Tff/9dsEITEPiXFBYWYt++fYiPj5cVB3dxcYGGhgbrpglwQJ06dXDmzJlyLU7u3LkDJycnZGZm8tswHrhy5Qp27tyJw4cPo3nz5rhw4YLwu65EaGho4P79+zA1NZULmiQlJaFt27bIy8tj3UQBAYEKjKamJu7fvw8TExMMGjQIzZo1w4IFC/DkyRM0btwYHz58oKqfn5+P/fv3Y+fOnYiKikLjxo0xatQojBgx4qu25v8LSkpKX12JKK1/JU38o0HNmjWxdu1aDB06VG773r17MWnSJF5rRq9btw4zZ87E58+fYWhoiLFjx8LLy0vOIu5HxtDQECEhIejduzfrpvBC5Qp5/WBYWVnh8ePHQtCkkuLl5YWioiLY29vjw4cPsiKCM2bMoBIwKVno3MLCAvPnz8f169fRvHlzVKtWTe69kydP5lyfJUIwRKAy0rt3b3h5eWH58uU4evQoNDU10blzZ9n++Ph4NGjQgGELKw9xcXFytab27duHn376CVu3bgUAGBsbY8GCBULQREDgX6KiooLhw4ezboYAJapyTbk2bdogLS0NSUlJuHPnDr58+SIETSoRlpaWiIiIULDLPnToEGxsbBi1SkBA4EfBwsICR48eRf/+/XH27FlMnToVAPDy5UteVr1oaWnBw8MDHh4eSE5Oxs6dO7Fs2TLMnTsXBQUFnGqxrn8FAF++fJFZWpekVatW1G3BgGI7eOlK1PT0dAwcOBCjRo3C06dPsXz5cly/fh3nzp2j3g4+UFVVhYWFBetm8IYQNGHI4sWLMWPGDCxatAitWrVS8BsUll7/2IhEIsydOxczZ85EcnIy8vLyYGlpCW1tbSp6pZfBaWtrIzw8HOHh4QrtqmxBEwGBysiiRYswYMAAdO3aFdra2ggODpbz492xY4dcIUGB/523b9/KTfyFh4fDyclJ9nebNm3w5MkTFk0TEPihefToES5dulSm5zGNgtkC/CKRSL5qO6GsrMzLZAWfXLt2DTt27MCBAwfQqFEjuLu7Y9iwYcJzWyXD29sbbm5uePbsGYqKihAaGooHDx4gJCQE//zzD+vmCQgIVHC8vb0xbNgwTJ06Fd27d5dZRp07d47XwGt+fj4iIiIQHh6Ot2/fUrGT7Nq1KwoLC+Hm5obWrVvLrKX5ZMSIEdi4cSNWr14tt33Lli1wcXGhphsaGoqdO3fi7NmzsLS0xPjx4zF8+HC5EgwdOnRA06ZNqbWBb6ZPn47AwECsX7++StQ6E+y5GFKyeGDJHxshBCKRSKi/ICAgICCA3NxcaGtrQ1lZWW77mzdvoK2tLRdIEfjfEKzQBAS4Z+vWrRg3bhwMDQ1Rp04dubGuSCRCTEwMw9YJcEFVqim3YsUKBAUF4fXr13BxcYG7uztatGjBulm8sHfvXgXLEykzZ87EypUreW4RP0RERMDX1xdxcXEye0Fvb28hYUVAQOC7yMzMxIsXL9CyZUvZ3N/Nmzehq6uLJk2aUNWOjIzEjh07cOjQIRBC8Ntvv2HUqFHo2LEjNU0dHR0kJCTAzMyMmkZ5TJo0CSEhITA2Nka7du0AADdu3EBGRgZcXV3lnFdKB1b+C3p6ehgyZAg8PT3Rpk2bMt/z8eNHrFixAgsWLOBMlyX9+/fHpUuXUL16dTRr1kzB1SY0NJRRy+ggBE0YUnoFQGm6du3KU0sEaJCfnw8/Pz+EhYWVmWH5+PFjatq+vr6YMWOGgm/ix48fsXLlSiG7U0BAQKAE48aNQ1xcnMwKLTg4GM+fP5cFpP7++28EBAQgOjqacUsFBH4cTE1NMX78eFmtIIHKR1WqKaekpAQTExP8/PPPX01W4HIypqKgr6+PvXv3yq3ABICpU6di3759ePHiBaOW0aGwsBBLly6Fh4cH6tevz7o5AgICPzDJyclISUlBly5doKGhIUuQpsGLFy9kFlEPHz5Eu3bt4OHhgSFDhlBzOymJs7MzBgwYADc3N+papbGzs/uu94lEIly8eJEz3Q8fPlSaWiXfy7fGfpVhzFcSIWjCkIyMDBgbGytcNAkhePLkCUxMTBi1TIALhg4divDwcIwYMQJ169ZVOM9Tpkyhpq2srIwXL16gVq1actuzs7NRq1atSpHxJyAgIMAVr1+/xoABAxAZGSmzQuvfv79sv729Pdq1a4clS5YwbKWAwI+Frq4uYmNjIRaLWTdFQOA/061bt++a6Lp06RIPreGXkydPwsXFBf/88w86deoEoDirNzQ0FGFhYdQzplmgra2NxMREJhnTAgICPz7Z2dkYNGgQLl26BJFIhEePHkEsFsPDwwMGBgbw9/fnXFNFRQWGhoYYPnw4Ro0axbsl1KZNm+Dj4wMXF5cyyw/07duX1/bwgTDvVvkRgiYMETpY5UZfXx8nT56kugSyPJSUlJCVlYWaNWvKbb948SIGDx6MV69e8d4mAQEBgYqOYIUmIMAdo0aNQps2bTB27FjWTREQEPiP7NmzBxMnTsT58+exfft2HDt2DJcuXUKjRo1YN40KLDOmBQQEfnxcXV3x8uVLbNu2DU2bNkVcXBzEYjHOnj2LadOm4e7du5xrrl69GmPGjOFlVUlZlCw/UJrKWn5ASUkJmZmZCnO6z58/R4MGDfDx40dGLaPPq1ev8ODBAwBA48aNFeYeKwtCIXiGlLc0Ly8vD+rq6gxaJMAlBgYGqF69Ou+aIpEIIpEIjRo1kvt9SSQS5OXlCZMXAgICAuWgp6dX5na+r+UCApUBCwsLzJ8/H9evX0fz5s0VPI8nT57MqGUCAv87VdUCd9iwYcjJyUHHjh1Rs2ZNhIeHw8LCgnWzqOHk5AQvLy8kJCRUmYxpAQEB7jh37hzOnj2rYPHXsGFDpKenU9GcOXMmhg8fzixoUtqOnk/s7Oy+uhqUS0suAFi7di2A4mDQtm3b5I65RCLBlStXKuUqTKC4DIG0hoz0nCsrK8PV1RXr1q2rdHZlwkoTBkybNg0AEBgYiNGjR8v9qCQSCW7cuAFlZWVERUWxaqIAB+zevRvHjh1DcHAwbxeO4OBgEELg4eGBgIAAuQlAVVVVmJmZoX379ry0RUBAQEBAQKDqYm5uXu4+kUhEtbabgAAtqopTgPR5tTQHDx6Era0tGjRoINtWGeu4VMWMaQEBAe7Q0dFBTEwMGjZsCB0dHdlKk1u3bqFnz57Izs7mXLO8VQ9VgalTp8r9/eXLF8TGxiIxMRFubm4IDAzkVE86xk1PT0f9+vXlXAqk826+vr746aefONWtCPz++++4cOEC1q9fL3PViYyMxOTJk9GjRw9s3LiRcQu5RQiaMEBapCg8PBzt27eXs/uQdrAZM2agYcOGrJoowAE2NjZISUkBIQRmZmYKGZYxMTHUtMPDw9GxY0eoqAiLyQQEBAQEBAQEBAS4oKpY4LIqqisgICBQGejduzdatWqFRYsWQUdHB/Hx8TA1NcWQIUNQVFSEQ4cOca5Z3v2JT8LDw7Fq1Srcu3cPAGBpaYmZM2eic+fOTNqzcOFC5OXlYdWqVVQ+387ODqGhoTAwMKDy+RURQ0NDHDp0CN26dZPbfunSJQwaNKjSjIOkCEEThri7uyMwMBC6urqsmyJAAR8fn6/uX7BgAVX9lJQU7Ny5EykpKQgMDEStWrVw+vRpmJiYoFmzZlS1BQQEBAQEBAQEBCoLUgvc3Nxc6OrqlmuBu2HDBoatFBAQEBCoCCQmJsLe3h62tra4ePEi+vbti7t37+LNmzeIioqSW63HFUpKSrCysvpm4iyt5N3du3fD3d0dAwYMkK1AiIqKwpEjRxAUFIRhw4ZR0f0aycnJaNu2Ld68ecO7dmVFU1MTt2/fRtOmTeW23717F23btkV+fj6jltFBCJoICFCgsLAQS5cuhYeHh4KPJR+Eh4fDyckJHTt2xJUrV3Dv3j2IxWL4+fnh1q1bVDIbBAQEBAQEBKo206ZNw6JFi6ClpVWuvY+UymjpI1B5ESxwqwYXL17ExIkTcf36dYXExtzcXHTo0AEbN25Ely5dGLVQQEDgRyE3Nxfr169HXFwc8vLyYGtriwkTJqBu3bpU9JSUlDB9+vRv1jShlbzbtGlTjBkzRsEqa/Xq1di6dats9Qmf7Nq1C7Nnz8bz5885+8yqPta1t7dHjRo1EBISIqvF/fHjR7i5ueHNmze4cOEC4xZyixA0YUh+fj78/PwQFhaGly9fKhROEryef2x0dHSQkJAAMzMz3rXbt2+P3377DdOmTZPz0Lx58yYGDBiAp0+f8t4mAQEBAQEBgcqNnZ0djhw5An19/W/a+1y6dImnVgkIcEd4eDg6dOigYLtbmalKz6x9+/aFnZ2dwqSflLVr1+LSpUs4cuQIzy0TEBAQ+Dqsa5qoqanh7t27sLCwkNuenJwMKysrfPr0iZr2gAED5P4mhODFixe4desW5s+fz2mgqORYt1u3buUWoK+s9pWJiYno2bMnCgoK0LJlSwBAXFwc1NXVcfbs2UrnaiMUPGCIp6cnwsPDMWLECNStW7fczibwY9K9e3eEh4czCZokJCRgz549Cttr1aqF169f894eAQEBAQEBgcpPyUCIEBQRqIx07doVRUVFePjwYZkBhMq4AqEqPbPGxcVh+fLl5e53dHSk5o0vICDwYxMfHw8rKysoKSkhPj7+q+9t0aIF5/qsr83GxsYICwtTCJpcuHABxsbGVLVLrv4EigNIjRs3hq+vLxwdHTnVKjm+vXz5Mqef/SNgZWWFR48e4e+//8b9+/cBAEOHDoWLiws0NDQYt457hKAJQ06fPo2TJ0/K/P4EKhdOTk7w8vJCQkICWrVqBS0tLbn9ffv2paatr6+PFy9ewNzcXG77nTt3UK9ePWq6AgICAgICAgJf4/79++jbty8ePnzIuikCAv+a69evY9iwYUhPT0dpwwaRSASJRMKoZfSoSs+sWVlZX11FpKKiUumK3AoICHCDtbW1bKWHtbU1RCKRwn0CoHevYG0iNH36dEyePBmxsbHo0KEDgOKaJkFBQQgMDKSq/bVa0cnJyQqBHC748uULNDQ0EBsbCysrK84/vyKjqamJ0aNHs24GLwhBE4YYGBigevXqrJshQInx48cDKNvHkPZD1ZAhQzB79mwcPHgQIpEIRUVFiIqKwowZM+Dq6kpNV0BAQEBAQEDgaxQUFCAlJYV1MwQE/ifGjh2L1q1b4+TJk5V+1YWUqvTMWq9ePSQmJpY7wRYfH0+tHoGAgMCPTWpqKmrWrCn7P0t9FowbNw516tSBv78/Dhw4AKC4zsn+/fvh7OxMVbtPnz64cOEC1NTU5LY/ePAA9vb2VOzpq1WrBhMTk0qZLFGa48ePw8nJCdWqVcPx48e/+l6ayeEsEGqaMGT37t04duwYgoODoampybo5ApWIz58/Y8KECQgKCoJEIoGKigokEgmGDRuGoKAgKCsrs26igICAgICAQBUkLi4Otra2VeIhU6DyoaWlhbi4OCpZqxWVqvTMOmnSJFy+fBnR0dGyArdSPn78iLZt28LOzg5r165l1EIBAYEfgU+fPilcQ/iivOLkIpEI6urqsLCwgLOzc6UKhjs5OUEkEuH48eNQUSleG3Dv3j10794dgwYNorbSZfv27QgNDcWuXbsq1fEsTcl6OUpKSuW+rzKuuBWCJgyxsbFBSkoKCCEwMzNTWAocExPDqGUCXMPqppmRkYHExETk5eXBxsYGDRs25L0NAgICAgICAgJShKCJwI9M9+7dMWvWLPTq1Yt1U3ijKj2zZmVlwdbWFsrKypg4cSIaN24MoNhWcMOGDZBIJIiJiUHt2rUZt1RAQKAio6uri/79+2P48OGwt7f/6kQz19jZ2SEmJgYSiUR2DXv48CGUlZXRpEkTPHjwACKRCJGRkbC0tORc/9atW7h37x4AwNLSEq1ateJcozQfP36Eg4MD6tevj3379uHu3buwt7eHi4tLmc4vXGFjY4Pk5GR8+fIFpqamCpb8len+WFUR7LkY0q9fP9ZNEKCIRCLB0qVLsWnTJmRlZeHhw4cQi8WYP38+zMzMMGrUKOptMDExgYmJCXUdAQEBAQEBAQEBgcrOpEmTMH36dGRmZqJ58+YKAQQaxX1ZU5WeWWvXro2rV69i3LhxmDNnjqxGgEgkQs+ePbFhwwYhYCIgIPBNgoODsWfPHjg7O0NPTw+DBw/G8OHD0bp1a+ra0lUkO3fulNX5yM3NhaenJzp16oTRo0dj2LBhmDp1Ks6ePcuZ7tOnTzF06FBERUVBX18fAJCTk4MOHTpg3759qF+/PmdapdHQ0MDJkyfRrVs3DBo0CFeuXIGrqytWrlxJTROoWvdHKSEhIRg8eLCCFdrnz5+xb9++SlcOQFhpIiBACV9fXwQHB8PX1xejR49GYmIixGIx9u/fj4CAAFy7do2K5vfg7e3NubaAgICAgICAgIGBwVfrPBQWFiI/P19YaSLwQ1JWtrC02G9ltKWoyrx9+xbJyckghKBhw4YwMDBQeM/Tp09hZGTEaxa5gIDAj8P79+9x6NAh7N27FxcvXoRYLMbw4cOpzsfUq1cP58+fV1hFcvfuXTg6OuLZs2eIiYmBo6MjXr9+zZlur169kJOTg+DgYNkKlwcPHsDd3R26uro4c+YMZ1oA8O7dO4VtL168QI8ePfDzzz/Dz89Ptr28IvEC/x5lZWW8ePECtWrVktuenZ2NWrVqVbpxkBA0qQDcvn1btnytWbNmsLGxYdwiAS6wsLDA5s2bYW9vDx0dHcTFxUEsFuP+/fto37493r59y7mmkpISjIyMUKtWLZTXtUUikbBMUEBAQEBAQIAKwcHB3/U+Nzc3yi0REOCe9PT0r+43NTXlqSUCFQFdXV3ExsZCLBazboqAgEAFJykpCS4uLoiPj6c6saytrY1//vkH3bp1k9t++fJl/PLLL3j//j0eP34Ma2vrMgMP/ysaGhq4evWqwnzm7du30blzZ3z48IEzLaB47qusJJ2SKwSFhAbuUVJSQlZWFmrWrCm3PS4uDnZ2dnjz5g2jltFBsOdiyMuXLzFkyBBcvnxZbvmanZ0d9u3bp/AjFPixePbsWZlFIouKivDlyxcqmk5OTrh48SJat24NDw8P/Pzzz0Lmk4CAgICAgABvCMEQgcpMVQyKSCQSrFmzBgcOHEBGRgY+f/4st7+yTZD8G4T8UwEBga/x6dMnHD9+HHv27MGZM2dQu3ZtzJw5k6qms7MzPDw84O/vjzZt2gAAoqOjMWPGDJmd1M2bN9GoUSNOdY2Njcuc55JIJDAyMuJUCwAuXbrE+Wf+W8oL3EipTMEaGxsbiEQiiEQi2NvbQ0Xl/8IJEokEqamplbLemxA0YcikSZPw/v173L17F02bNgVQHH12c3PD5MmTsXfvXsYtFPgvWFpaIiIiQuHh6tChQ9RWE508eRLPnz9HcHAwZs6cid9//x2urq7w8PCQLZEUEBAQEBAQEOCDnJwcHDp0CCkpKZg5cyaqV68uK6Jcr1491s0TEPif2LVrFzZt2oTU1FRcu3YNpqamCAgIgLm5OZydnVk3j3N8fHywbds2TJ8+HfPmzcPcuXORlpaGo0ePCpa/AgICAmVw9uxZ7NmzB0ePHoWKigoGDhyIc+fOoUuXLtS1N2/ejKlTp2LIkCEoLCwEAKioqMDNzQ1r1qwBADRp0gTbtm3jVHflypWYNGkSNmzYIKvdcuvWLUyZMgWrVq3iVAsAunbtyvln/luOHDki9/eXL19w584dBAcHw8fHh1Gr6CANuMXGxqJnz57Q1taW7VNVVYWZmRl+/fVXRq2jh2DPxRA9PT1cuHBBFv2VcvPmTTg6OiInJ4dNwwQ44dixY3Bzc8OcOXPg6+sLHx8fPHjwACEhIfjnn3/Qo0cP6m24cuUKdu7cicOHD6P5/2vv/uNyvvf/gT+uq+h3qqXIqC5lMoU+mF+TpTMrpDnbToqonDM/RkOmc0aKmTBEHBymX8MWy6Yzw9A3ssyPVJxEpR/zI1FIP6xf1/cPt66byxX7db2vd10e99ttt5te7/dtr8e2c7rq/Xy/nk9nZxw9ehQGBgaC70tEREQvtpycHHh4eKBTp04oLi7GlStXIJPJsHjxYpSWliIhIUHsiES/25YtWxAeHo4PP/wQK1asUMwsjIuLQ3x8fJt481XdevbsiY0bN2Ls2LEwMTFBVlaWYu306dPYvXu32BFF82QLZiKiFoaGhhg3bhz8/f3h5eWFDh06aDxDdXU1rl27BgCQyWRKD7mFYG5ujtraWjQ2NipOIbT82cjISOledZ9QjI2NhbGxMd59912l9b1796K2tlbjp6B3796Nr776Ct9++61G99WE+Ph4+Pr6qgyC11Y8aSKi5ubmVr95dujQAc3NzSIkInWaMGECUlJSsGzZMhgZGSE8PByurq5ISUnRSMEEAAYNGoTi4mLk5ubiwoULaGhoYNGEiIiIBDd//nxMmzYNq1evhomJiWLdy8sLfn5+IiYj+uNiYmKwfft2+Pj4KA2ZHThwIEJDQ0VMJpyysjI4OzsDeNwr/8GDBwCAcePGYcmSJWJGIyJqk27fvq30s48YjI2N4eLiorH9oqOjNbbX01auXIlt27aprFtZWeEf//iHxosmQ4YMwT/+8Q+N7qkpffr0QVZWFl577TWl9Z9++gk6OjqKU0bagkUTEbm7uyMkJAR79uxR9Pi7ceMG5s2bh9GjR4ucjtTh9ddfxw8//KDxfTMyMrBz504kJSWhV69eCAwMhJ+fH0xNTTWehYiIiF48Z8+ebfUX2G7duqGsrEyERER/XlFRUattdvX09FBTUyNCIuG9/PLLuHXrFnr06IGePXviyJEjcHV1xdmzZ1+YN02f5Xm97InoxWViYoKmpiZ88803uHz5MoDHD5snTJgAHR0dQfeuqalBVFQUjh07hvLycpUXsltOn6ibmDPtSktLYW9vr7Jua2uL0tJSjWapq6vDxo0btbYN7ezZs/HRRx+pFE1u3LiBVatW4aeffhIpmTBYNBHRpk2b4O3tDTs7O3Tv3h0A8PPPP6Nv37744osvRE5Hf5ZMJsPZs2fx0ksvKa3fv38frq6ugnxYrV69GnFxcbh79y78/f1x8uRJjb5dQERERAQ8fohcVVWlsn716lV07txZhEREf569vT2ysrJUZhYeOnRIMaNS27z99ts4duwYXnvtNcyZMweTJ0/G559/jtLSUsybN0/seKJip3Miak1BQQG8vLxw48YNxWzZlStXonv37vjuu+/Qs2dPwfaePn060tLSMGXKFHTt2lWjxd2mpibs379fpVD05NBwIVhZWSEnJwd2dnZK69nZ2SrP49TJ3Nxc6d+vXC7Hw4cPYWhoqLXPdHNzc+Hq6qqyPmDAAOTm5oqQSFicaSIyuVyOo0ePIi8vDwDg5OQEDw8PkVOROkilUpSVlcHKykpp/fbt2+jRowd++eUXQfbs0aMHxo0bh44dOz7zvnXr1ql9byIiIqIW06dPR0VFBZKSkmBhYYGcnBzo6OjAx8cHI0eOFLWNA9EftWPHDkRERGDt2rUIDg7Gjh07UFhYiJUrV2LHjh3w9fUVO6LgMjIykJGRAUdHR4wfP17sOKL6+eefYWNjI/ib40TUvnh5eUEul2PXrl2wsLAAAFRUVGDy5MmQSqX47rvvBNvbzMwM3333HYYPHy7YHq353//+B29vb5SVlSkKRS0vyqSkpKBv376C7b1o0SJ89dVXiI2NxciRIwEAaWlpCAoKwjvvvCPIIHoAiIuLUyqaSKVSdO7cGa+99hrMzc0F2VNsL730Ev773/9i6NChSus//vgjxo4di3v37omUTBgsmojg+PHj+OCDD3D69GmVdkkPHjzAsGHDsHXrVrz++usiJaQ/48CBAwAAHx8fxMfHo1OnToprTU1NOHbsGH744QdcuXJF7XuPGjXqN71JoI1DKomIiKjtePDgAd555x2cO3cODx8+hI2NDcrKyjB06FAcPHhQZSgoUXuxa9cuREREoLCwEABgY2ODyMhIBAcHi5yM/oyJEyf+5nuTk5MFTEJE7Z2RkRFOnz6tmAfVIjs7G8OHD0d1dbVge9vb2+PgwYMaP/04dOhQdO7cGfHx8YqCwb179zBt2jTcuXMHP/74o2B719fXY8qUKdi7d6/iVEtzczMCAgKwdevW575QTL/PpEmTcOvWLXz77beKZ53379+Hj48PrKyskJSUJHJC9WLRRATe3t544403nnmceePGjUhNTcX+/fs1nIzUQSqVAnjc4/bp/3t16NABdnZ2WLt2LcaNGydGPCIiIiKNSU9PR05ODqqrq+Hq6soT1aQ1amtrUV1drXKqXNtUVFQo2pv8/PPP2L59O+rq6uDt7a1VL/kFBgYq/iyXy7F//3506tRJMdT2/PnzuH//PiZOnIjY2FixYhJRO2BhYYH//ve/GDZsmNL6qVOnMH78eFRWVgq29xdffIFvv/0W8fHxMDQ0FGyfpxkYGODcuXN49dVXldYvXbqEQYMGoa6uTvAMV69eRXZ2NgwMDODs7KzSSlPdYmNjYWxsjHfffVdpfe/evaitrRV1zotQbty4gZEjR6KiokIx4y0rKwvW1tb44YcfFKMntAWLJiKwtbV9bt/bvLw8vPnmmxofWETqZW9vj7Nnz8LS0lLjey9btgyhoaEqH5J1dXVYs2YNwsPDNZ6JiIiIiIjah4sXL2L8+PH4+eef4ejoiC+//BJvvfUWampqIJVKUVNTg3379sHHx0fsqGq3aNEiVFZWYuvWrYrWW01NTZg1axZMTU2xZs0akRMSUVsWEBCAzMxMfP755xg8eDAA4KeffsLf//53/N///R/i4uIE23vAgAEoLCyEXC6HnZ0dOnTooHQ9MzNTkH379euH9evXw93dXWn9+PHjCAkJwcWLFwXZV0y9evXCtm3b8MYbbyitp6Wl4R//+Icg3WXagpqaGuzatUtRoHJxccGkSZNU/remDVg0EYG+vj4uXboEBweHVq8XFBTA2dlZI5VY0k46Ojq4deuWyptvFRUVsLKyQlNTk0jJiIiISFtt3LjxN987d+5cAZMQCaOiogLh4eFITU1FeXk5mpubla4L+fawpnl6ekJXVxdhYWFITEzEf//7X4wZMwbbt28HAMyZMwfnz5/H6dOnRU6qfp07d0Z6erqiL3+LK1euYNiwYaioqBApGRG1B/fv38fUqVORkpKieJDc2NgIb29vxMXFKbVwV7fIyMjnXl+6dKkg+x48eBAfffQRIiIiMGTIEADA6dOnsWzZMkRFRWHEiBGKe58eU6AO169fx4EDB1BaWor6+nqla0LN9NXX10deXp7KAPri4mI4OTnxma4W0BU7wIuoW7duzy2a5OTkoGvXrhpORUI4duwYjh071uovVTt37hRsX7lc3upsk+zsbMUgMiIiIiJ1Wr9+/W+6TyKRsGhC7dKUKVNQUFCA4OBgWFtb/6ZZgu3V2bNncfz4cbi4uKBfv374z3/+g1mzZilaEc+ZM0fxYEzbNDY2Ii8vT6VokpeXp/I7HRHR08zMzPDtt98iPz8feXl5AAAnJ6dnPgNUJ6GKIr+mpf38e++9p/hsbHlHf/z48YqvJRKJ2l/iPXbsGLy9vSGTyZCXl4e+ffuiuLgYcrkcrq6uat3rSVZWVsjJyVEpmmRnZyvaWmqjxMREbNu2DdeuXUNGRgZsbW2xfv16yGQyTJgwQex4asWiiQi8vLywZMkSvPXWW9DX11e6VldXh6VLl3LehRaIjIzEsmXLMHDgQHTt2lUjv1SZm5tDIpFAIpGgV69eSns2NTWhuroaM2bMEDwHERERvXiKiorEjkAkqJMnTyI9PR39+vUTO4rgKisr0aVLFwCAsbExjIyMFMN9gce/dzx8+FCseIIKDAxEcHAwCgsLlVrrREVFKc0+ISJ6HkdHRzg6OoodQyNSU1NF2/uf//wnQkNDERkZCRMTE3z99dewsrKCv78/3nrrLcH2nTRpEubOnQsTExOMHDkSwOPWXCEhIfD19RVsXzFt2bIF4eHh+PDDD/HJJ58oCmDm5uaIjo7WuqIJ23OJ4Pbt23B1dYWOjg4++OADxRsseXl52Lx5M5qampCZmQlra2uRk9Kf0bVrV6xevRpTpkzR2J7x8fGQy+UICgpCdHS00rHPjh07ws7ODkOHDtVYHiIiIqKWXze0+a18ejEMGjQIMTExWnvC4klSqRS3b99G586dAQAmJibIycmBvb09gMe/09rY2Ghl29/m5mZ89tln2LBhA27dugXg8e92ISEhWLBggWLOCRHRk5YtW/ab7lP3jFkLCwtcvXoVlpaWihdpn0Wb2ki2MDExQVZWFnr27Alzc3Okp6fj1VdfRXZ2NiZMmIDi4mJB9q2vr8eUKVOwd+9e6Oo+PpPQ3NyMgIAAbN26FR07dhRkXzH16dMHn376KXx8fGBiYoLs7GzIZDJcunQJo0aNwt27d8WOqFYsmoikpKQEM2fOxOHDh5V+kRwzZgw2b96s+GGU2q+XXnoJZ86cQc+ePTW+d1paGoYNG6aVg5iIiIioffj888+xfv165OfnA3j8xuWHH36I6dOni5yM6I85e/YswsLCEB4ejr59+6r8rC1En3axSKVSeHp6Qk9PDwCQkpICd3d3GBkZAQB++eUXHDp0SCuLJk+qqqoCoF3/bYlIGFKpFDY2NrCyssKzHrVKJBK1D2OPj4+Hr68v9PT0EB8f/9x7p06dqta9W5w4ceK511tOYgihS5cuSE1NhZOTE/r06YOoqCh4e3sjOzsbw4cPR3V1tWB7A8DVq1cVQ9GdnZ1ha2sr6H5iMjAwQF5eHmxtbZWKJvn5+XBxcdG6OS5szyUSW1tbHDx4EPfu3UNBQQHkcjkcHR2VjjxT+zZ9+nTs3r0bS5Ys0fjebm5uaG5uxtWrV1udpyLkBxYRERFReHg41q1bhzlz5ihOuWZkZGDevHkoLS39zW9jErUlZmZmqKqqgru7u9K6UH3axfT0g7XJkyer3BMQEKCpOKK4c+cOrly5AgDo3bs3LC0tRU5ERG2Zp6cnjh8/joEDByIoKAjjxo1TzIES0pPfr4UqivyaUaNGqaw93S5eKEOGDEF6ejqcnJzg5eWFBQsW4OLFi0hOTtbIyVA7OzvI5XL07NlTceJEW9nb2yMrK0ulMHTo0CE4OTmJlEo4PGlCJJCQkBAkJCTAxcUFLi4uKm+irVu3TrC9T58+DT8/P5SUlKi84aBtv9ARERFR29O5c2ds3LgRkyZNUlrfs2cP5syZo3XH9+nFMHjwYOjq6iIkJKTVQfBubm4iJRPf9evXYWNjo5EHhEKrqanBnDlzkJCQoHj5TEdHBwEBAYiJiYGhoaHICYmorbp58ybi4+MRFxeHqqoqBAQEICgoSNGWX1PKy8tbfYHWxcVFkP0ePHig9HVDQwMuXLiAJUuWYMWKFRg9erQg+wLAtWvXUF1dDRcXF9TU1GDBggX48ccf4ejoiHXr1gl28qO2thZz5sxRnO65evUqZDIZ5syZg27duiEsLEyQfcW0Y8cOREREYO3atQgODsaOHTtQWFiIlStXYseOHVo3y4VFEyKBvPHGG8+8JpFIcPz4ccH27t+/P3r16oXIyMhWh9A/OeuEiIiISN3MzMxw9uxZlQGoV69exeDBg3H//n1xghH9CYaGhrhw4YLGH361B6ampsjKyoJMJhM7yp/2/vvv4+jRo9i0aROGDx8OAEhPT8fcuXPxl7/8BVu2bBE5IRG1BydOnEBsbCy+/vprODs74+jRozAwMBB0z/Pnz2Pq1Km4fPlym3iBNi0tDfPnz8f58+c1uq8mhISE4NSpU4iOjsZbb72FnJwcyGQyfPvtt4iIiMCFCxfEjiiIXbt2ISIiAoWFhQAAGxsbREZGIjg4WORk6seiCZEWMjIyQnZ2NhwcHMSOQkRERC+gOXPmoEOHDiona0NDQ1FXV4fNmzeLlIzojxs5ciTCw8Ph4eEhdpQ258ne5u2dpaUl9u3bp9JuJjU1Fe+99x7u3LkjTjAialfq6uqwd+9ebN68GRcvXkRZWZng85H69euHnj17YtGiRa2eiNT0vI28vDwMHDhQ8LkiT7p27Rrq6urg5OQk6OlHW1tbfPXVVxgyZIjSZ2BBQQFcXV0VM7G0VW1tLaqrq2FlZSV2FMFod7M1ohfUa6+9hoKCAhZNiIiISDSff/45jhw5ougn/dNPP6G0tBQBAQGYP3++4j4hW5YSqdOcOXMQEhKChQsXwtnZWaX9rlBtT0izamtrYW1trbJuZWWF2tpaERIRUXuSkZGBnTt3IikpCb169UJgYCD8/PwEL5gAjwsGX3/9tcafBeXk5Ch9LZfLcevWLURFRaF///6C7NnQ0IBPPvkEmZmZGDJkCMLCwjB58mQkJSUBAF555RUcPHgQdnZ2gux/586dVgsGNTU1KsUqbeHu7o7k5GSYmZnB0NBQ0a6yqqoKPj4+gnbUEQNPmhCp2cSJE3/TfcnJyYJl2L9/PxYvXsxf6IiIiEgUz2tT+iShW5YSqVNrb6xKJBKtHAT/e2nTSZPRo0fjpZdeQkJCAvT19QE8fmN86tSpqKysxNGjR0VOSERt0erVqxEXF4e7d+/C398fgYGBGn/24uPjgylTpuCvf/2rRveVSqWKz8MnDRkyBDt37kTv3r3VvueCBQuQmJiICRMm4Pjx4+jbty+uXLmCyMhISKVSLF++HM7Ozti1a5fa9wYenz599913MWfOHJiYmCAnJwf29vaYM2cO8vPzcejQIUH2FZNUKkVZWZlKsai8vBzdunVDQ0ODSMmEwZMmRGrWFuaFtHxABgUFKdb4Cx0RERFpSmpqqtgRiNSuqKhI7AikARs2bMCYMWPw8ssvo1+/fgCA7Oxs6Ovr4/DhwyKnI6K2KiwsDD169MB7770HiUSCuLi4Vu8T8oTtjh07MHXqVFy6dAl9+/ZVeYHW29tbkH2f/nyUSqXo3LmzovAshH379iEuLg5eXl64evUqevfuje+++w6enp4AHp8O9Pf3F2z/Tz/9FJ6ensjNzUVjYyM2bNiA3Nxc/Pjjj0hLSxNsXzE8eZIoNzcXZWVliq+bmppw6NAhdOvWTYxoguJJEyItVFJS8tzrmu5jSURERETU3tXU1MDIyEjsGG2SNg2CBx636Nq1axfy8vIAAE5OTvD39xd8iDMRtV+jRo361bZMQp+wTUlJwZQpU1qdp6FtL9B26NABxcXFiof1BgYGyMnJgaOjIwDg1q1b6N69OxobGwXLUFhYiKioKGRnZ6O6uhqurq5YtGgRnJ2dBdtTDC0niQConCYCHv+7j4mJUXpxWxuwaEJERERERH/axIkTERcXB1NT019tVypkm1IioRgbG+O9995DUFAQRowYIXacNkWb2nMREbVXdnZ2GDduHJYsWdLqbCZ1y8jIQEVFBcaNG6dYS0hIwNKlS1FTUwMfHx/ExMRAT09P7Xs/3Srq6c+h27dvw8bGRqsKRWIpKSmBXC6HTCbDmTNn0LlzZ8W1jh07wsrKCjo6OiImFAbbcxFpqcTERGzduhVFRUXIyMiAra0toqOjYW9vjwkTJogdj4iIiLRMp06dFG+hmZqaau0QTHpxffHFF4iLi4O7uzvs7OwQFBSEgIAA2NjYiB1NdLm5uVr17yE/Px+pqakoLy9Hc3Oz0rXw8HCRUhERPV9FRQXmzZunkYIJACxbtgyjRo1SFE0uXryI4OBgTJs2DU5OTlizZg1sbGwQEREhyP6HDx9WtMhvbm7GsWPHcOnSJQDA/fv3BdmzsbERTU1NSoWg27dvY+vWraipqYG3t7fWvVjR0q3m6c9DbceTJkRaaMuWLQgPD8eHH36IFStW4NKlS5DJZIiLi0N8fDz7jBMRERER/UF37txBYmIi4uLicPnyZYwZMwZBQUHw9vaGrm77fy/x106KPUkbT41t374dM2fOhKWlJbp06aJUAJZIJMjMzBQxHRG1dfPnz291XSKRQF9fHw4ODpgwYQIsLCzUvvfUqVPx+uuvY/r06Wr/e7ema9euSElJwcCBAwEAH3/8MdLS0pCeng4A2Lt3L5YuXYrc3Fy17y2VSn/1HiFakgUGBqJjx47Ytm0bAODhw4d49dVX8ejRI3Tt2hW5ubn49ttv4eXlpdZ924rCwkJER0fj8uXLAIA+ffogJCQEPXv2FDmZ+rFoQqSF+vTpg08//RQ+Pj5KRxQvXbqEUaNG4e7du2JHJCIiIi3m7u6O5ORkmJmZKa1XVVXBx8dH0H7eRJoUExODhQsXor6+HpaWlpgxYwbCwsJgaGgodrQ/LDAwUPFnuVyO/fv3o1OnToqHYufPn8f9+/cxceJExMbGihVTMLa2tpg1axYWLVokdhQiaofeeOMNZGZmoqmpCa+88goA4OrVq9DR0UHv3r1x5coVSCQSpKeno0+fPmrde8WKFYiOjsbYsWPh7OysMgh+7ty5at1PX18f+fn56N69OwBgxIgR8PT0xMcffwwAKC4uhrOzMx4+fKjWfcXUq1cvbNq0CW+++SYAYPPmzfj000+Rm5uLTp06YdGiRThz5oxWvqx8+PBheHt7o3///hg+fDgA4NSpU8jOzkZKSgr+8pe/iJxQvVg0IdJCBgYGyMvLg62trVLRJD8/Hy4uLqirqxM7IhEREWmxp/tMtygvL0e3bt3Q0NAgUjKiP+/27duIj49HXFwcSkpK8PbbbyM4OBjXr1/HqlWrYGNjgyNHjogdUy0WLVqEyspKbN26VdGvvKmpCbNmzYKpqSnWrFkjckL107ah9kSkWdHR0Th58iRiY2NhamoKAHjw4AGmT5+OESNG4O9//zv8/PxQV1eHw4cPq3Vve3v7Z16TSCS4du2aWveztbVFYmIiRo4cifr6epiZmSElJQWjR48G8Lhdl5ubGyorK9W6r5iMjIxw6dIlxb/riRMn4uWXX8bGjRsBPG5XOWrUKJSXl4sZUxADBgzAmDFjEBUVpbQeFhaGI0eOaN1JzPZ/dpiIVNjb2yMrK0vRd7DFoUOH4OTkJFIqIiIi0nY5OTmKP+fm5qKsrEzxdVNTEw4dOoRu3bqJEY3oT0tOTkZsbCwOHz6MPn36YNasWZg8ebLSiaphw4Zp1c/bO3fuRHp6utKAVx0dHcyfPx/Dhg3TyqLJu+++iyNHjmDGjBliRyGidmjNmjX44YcfFAUT4PHct4iICLz55psICQlBeHi44qSCOhUVFan97/k8Xl5eCAsLw6pVq/DNN9/A0NAQr7/+uuJ6Tk6ORto2tTbTd/369ZDJZGqf6auvr6/0IvLp06eVPgv19fVRXV2t1j3bisuXLyMpKUllPSgoCNHR0ZoPJDAWTYi00Pz58zF79mw8evQIcrkcZ86cwZ49e7By5Urs2LFD7HhERESkpfr37w+JRAKJRAJ3d3eV6wYGBoiJiREhGdGfFxgYCF9fX5w6dQqDBg1q9R4bGxtFWxJt0NjYiLy8PEWLmRZ5eXlaNRC25Q1hAHBwcMCSJUtw+vRpjbS3ISLt8uDBA5SXl6u03rpz5w6qqqoAAGZmZqivrxcjnlotX74cEydOhJubG4yNjREfH4+OHTsqru/cuVOQ4tCTnp7p2zLDxNzcHNHR0WovmvTv3x+JiYlYuXIlTp48idu3byv9zFtYWAgbGxu17tlWdO7cGVlZWXB0dFRaz8rKUjldrg3YnotIS+3atQsREREoLCwE8PgXuMjISAQHB4ucjIiIiLRVSUkJ5HI5ZDIZzpw5g86dOyuudezYEVZWVkpvrBO1J7W1te16VskfMX/+fCQkJOBf//oXBg8eDAD46aefEBUVhSlTpmDdunUiJ1SP57W0eZIQ7W2ISLv4+/sjIyMDa9euVRTYz549i9DQUAwbNgyJiYn48ssv8dlnn+HcuXNq3//69es4cOAASktLVQozQn3PfvDgAYyNjVV+xqusrISxsbFSIUXdND3TNy0tDZ6enujatStu3bqFSZMm4fPPP1dcnzVrFmpqahAfH6/WfduCZcuWYf369QgLC8OwYcMAPJ5psmrVKsyfPx9LliwROaF6sWhCpOVqa2tRXV2tlVVfIiIiIiIxPHr0SOVh1JOtWLRFc3MzPvvsM2zYsAG3bt0CAHTt2hUhISFYsGABi6BERE+prq7GvHnzkJCQgMbGRgCArq4upk6divXr18PIyAhZWVkAHp9aUKdjx47B29sbMpkMeXl56Nu3L4qLiyGXy+Hq6orjx4+rdb+2QIyZvpcvX8aRI0fQpUsXvPvuu5BKpYpr//nPfzB48GC1/7dtC+RyOaKjo7F27VrcvHkTwOMXtBcuXIi5c+dCIpGInFC9WDQhIiIiIqI/7cCBA7/5Xm9vbwGTEAmjpqYGixYtQlJSEioqKlSut7QE0VYtbWW0sTj0pGXLliE0NFTlVFFdXR3WrFmD8PBwkZIRUXtSXV2tOJkmk8lgbGws+J6DBw+Gp6cnIiMjFQUEKysr+Pv746233sLMmTMF2bempgZRUVE4duwYysvLVdo3CnlCr0+fPli5ciUmTJigVDSJiYlBbGys1g0nF0tjYyN2796NMWPGwNraGg8fPgQAmJiYiJxMOCyaEGmhiooKhIeHIzU1tdUPrMrKSpGSERERkbZ68i2755FIJFr/cJm00+zZs5Gamorly5djypQp2Lx5M27cuIFt27YhKioK/v7+YkcUzJ07d3DlyhUAQO/evWFpaSlyIuHo6Ojg1q1bKif1KyoqYGVlxe9fRNRmmZiYICsrCz179oS5uTnS09Px6quvIjs7GxMmTEBxcbEg+06aNAlpaWmYMmUKunbtqnLiICQkRJB9AWDHjh2IiIjA2rVrERwcjB07dqCwsFAx09fX11ewvVsbQB8dHQ17e3u1z1JpCwwNDXH58mXY2tqKHUUjOAieSAtNmTIFBQUFCA4OhrW1tdYdkSMiIqK2R5uGQhO1JiUlBQkJCRg1ahQCAwPx+uuvw8HBAba2tti1a5dWFk1qamowZ84cJCQkKP4/rqOjg4CAAMTExGjljBe5XN7q70/Z2dmwsLAQIRERtSdinrowMjJStI7s2rUrCgsL8eqrrwKA2md7POn777/Hd999h+HDhwu2x7NMnz4dBgYGWLx4MWpra+Hn5wcbGxts2LBB0ILJswbQm5mZCTKAvi0YPHgwLly4wKIJEbVfJ0+eRHp6Ovr16yd2FCIiIiIirVBZWQmZTAbgcYuqltPbI0aMEKzlidjmz5+PtLQ0pKSkKB6GpaenY+7cuViwYAG2bNkickL1MTc3h0QigUQiQa9evZQKJ01NTaiursaMGTNETEhE7cH06dOfe+pCSEOGDEF6ejqcnJzg5eWFBQsW4OLFi0hOTsaQIUME29fc3FzUorK/vz/8/f01OtM3JiYG27dvh4+PD6KiohTrAwcORGhoqOD7i2HWrFlYsGABrl+/jv/7v/+DkZGR0nUXFxeRkgmDRRMiLdS7d29Bhl0RERER/RbLli177nXOBKD2SCaToaioCD169EDv3r2RlJSEwYMHIyUlBWZmZmLHE8TXX3+Nffv2YdSoUYo1Ly8vGBgY4L333tOqokl0dDTkcjmCgoIQGRmJTp06Ka517NgRdnZ2GDp0qIgJiag9EPPUxbp161BdXQ0AiIyMRHV1Nb766is4Ojpi3bp1gu27fPlyhIeHIz4+XtQTiIaGhhrbv6ioCAMGDFBZ19PTQ01NjUYyaFrLyZ25c+cq1iQSieKEpra1r2TRhEgL/fvf/0ZYWBjCw8PRt29fdOjQQem6tg9vJCIiInHt379f6euGhgYUFRVBV1cXPXv2ZNGE2qXAwEBkZ2fDzc0NYWFhGD9+PDZt2oSGhgZBH0aJqba2FtbW1irrVlZWqK2tFSGRcKZOnQoAsLe3x/Dhw6Gry8clRPT7iXnqouU0JPC4VdfWrVsF22vAgAFKp2gKCgpgbW0NOzs7lWdQQg5jv337NkJDQxXt0J4e3S3Ug3x7e3tkZWWptKo6dOgQnJycBNlTbEVFRWJH0Cj+FECkhczMzFBVVQV3d3eldW2t/hIREVHbcuHCBZW1qqoqTJs2DW+//bYIiYj+vHnz5in+7OHhgby8PJw/fx4ODg5a15KixdChQ7F06VIkJCRAX18fAFBXV4fIyEitPXXh5uaGwsJCxMbGorCwEBs2bICVlRW+//579OjRQzEfgIioNWKfurh//z727duHwsJCLFy4EBYWFsjMzIS1tTW6deumtn18fHzU9vf6M6ZNm4bS0lIsWbJEo+3Q5s+fj9mzZ+PRo0eQy+U4c+YM9uzZoxhAr22qqqpw9epV1NfXY/DgwejcubPYkQQnkT9dgiOidm/w4MHQ1dVFSEhIq4Pg3dzcREpGREREL7KLFy9i/PjxKC4uFjsK0W/W3NyMNWvW4MCBA6ivr8fo0aOxdOlSGBgYiB1NcJcuXcKYMWPwyy+/KOYlZmdnQ19fH4cPH9bKAkJaWho8PT0xfPhwnDhxApcvX4ZMJkNUVBTOnTuHffv2iR2RiNqwAQMGoLCwEHK5XOOnLnJycuDh4YFOnTqhuLgYV65cgUwmw+LFi1FaWoqEhATB9haLiYkJTp48if79+2t87127diEiIgKFhYUAABsbG0RGRiI4OFjjWYSUlZUFLy8v3L59G3K5HCYmJkhKSsKYMWPEjiYonjQh0kKXLl3ChQsX8Morr4gdhYiIiEjhwYMHePDggdgxiH6XFStWICIiAh4eHjAwMMCGDRtQXl6OnTt3ih1NcH379kV+fj527dqFvLw8AMCkSZPg7++vtUWjsLAwfPLJJ5g/fz5MTEwU6+7u7ti0aZOIyYioPRDzBMb8+fMxbdo0rF69Wun7l5eXF/z8/ATb9+zZs2hubsZrr72mtP7TTz9BR0cHAwcOFGzv7t27q7Tk0hQxBtCLYdGiRbC3t8fXX38NfX19LF++HB988AHy8/PFjiYonjQh0kIjR45EeHg4PDw8xI5CREREL6CNGzcqfS2Xy3Hr1i0kJibCzc0Nu3fvFikZ0e/n6OiI0NBQvP/++wCAo0ePYuzYsairq4NUKhU5HambsbExLl68CHt7e5iYmCA7OxsymQzFxcXo3bs3Hj16JHZEIqJWderUCZmZmejZs6fS96+SkhK88sorgn3/Gjx4MD766CO88847SuvJyclYtWoVfvrpJ0H2BYAjR45g7dq12LZtG+zs7ATb50VmaWmJI0eOwNXVFcDjFnAWFha4f/++Vs9M5kkTIi00Z84chISEYOHChXB2dlY5DqqtPZeJiIiobVi/fr3S11KpFJ07d8bUqVPxz3/+U6RURH9MaWkpvLy8FF97eHhAIpHg5s2bePnll0VMphn5+flITU1FeXk5mpubla6Fh4eLlEo4ZmZmuHXrFuzt7ZXWL1y4oNZ5AERE6qanp4eqqiqV9atXrwo6gyI3N1fxQP1JAwYMQG5urmD7AsDf/vY31NbWomfPnjA0NFR5/lVZWSnIvmINoBdDZWWl0s87ZmZmMDIyQkVFBYsmRNS+/O1vfwMABAUFKdYkEgkHwRMREZFGFBUViR2BSG0aGxsVQ9BbdOjQAQ0NDSIl0pzt27dj5syZsLS0RJcuXZRmJUokEq0smvj6+mLRokXYu3cvJBIJmpubcerUKYSGhiIgIEDseETUBllYWODq1auwtLSEubn5c4eRC/UQHwC8vb2xbNkyJCUlAXj8fbq0tBSLFi3CX//6V8H21dPTw+3btyGTyZTWb926BV1dYR89R0dHC/r3fxaxBtCLJTc3F2VlZYqv5XI5Ll++jIcPHyrWtO0FbbbnItJCJSUlz71ua2uroSRERERERO2bVCqFp6cn9PT0FGspKSlwd3eHkZGRYi05OVmMeIKytbXFrFmzsGjRIrGjaEx9fT1mz56NuLg4NDU1QVdXF01NTfDz80NcXBx0dHTEjkhEbUx8fDx8fX2hp6eH+Pj45947depUwXI8ePAA77zzDs6dO4eHDx/CxsYGZWVlGDp0KA4ePKj0maVOkyZNwq1bt/Dtt9+iU6dOAB63cPLx8YGVlZWiiKNNxBxAr2lSqVTxIvbTtPkFbRZNiLRQTU2NYB+GRERERM/y5CnX53kRBmiT9ggMDPxN98XGxgqcRPNMTU2RlZWl8vbwi6C0tBSXLl1CdXU1BgwYAEdHR7EjERH9JqdOnUJ2djaqq6vh6uoq+LzbGzduYOTIkaioqMCAAQMAAFlZWbC2tsYPP/yA7t27q3W/qqoqRVuo1tqRPUmo9lF9+vTBrl27FP+82uzXXsxuoW0vaLNoQqSFjI2N8d577yEoKAgjRowQOw4RERG9IKRSKWxtbTFgwIBW30ZrsX//fg2mIqI/Kjg4GIMGDcKMGTPEjkJE1K6Ul5e3OgtKqBZGDQ0NMDAwQFZWFvr27SvIHs9TU1ODXbt2ITs7GwYGBnBxccGkSZNUZoyog46ODm7dugUrKyvFKYinCX36gQPotR+LJkRa6JtvvkFcXBwOHjwIOzs7BAUFISAgADY2NmJHIyIiIi02e/Zs7NmzB7a2tggMDMTkyZNhYWEhdiwi+h02btyo+HNNTQ3WrVuHsWPHwtnZWeXh19y5czUdTzDLli37Tfdp4xwXIlKf8+fPY+rUqbh8+bLKCyRCtzCSyWTYv38/+vXrJ9gebUFaWhqGDx8OXV1dpKWlPfdeNzc3QTKYm5ujtrYWjY2NGh1AL7aTJ09i27ZtKCwsxL59+9CtWzckJibC3t5e617aZtGESIvduXMHiYmJiIuLw+XLlzFmzBgEBQXB29tb8GFcRERE9GL65ZdfkJycjJ07d+LHH3/E2LFjERwcjDfffFPrh2QSaQN7e/vfdJ9EIsG1a9cETqM5UqkUNjY2sLKyeuZJOYlEgszMTA0nI6L2pF+/fujZsycWLVoEa2trlZ99hGxh9PnnnyM5ORmJiYkaf2klMTER27Ztw7Vr15CRkQFbW1usX78eMpkMEyZM0GgWTRBzdo1Yvv76a0yZMgX+/v5ITExEbm4uZDIZNm3ahIMHD+LgwYNiR1QrFk2IXhAxMTFYuHAh6uvrYWlpiRkzZiAsLAyGhoZiRyMiIiItVVJSgri4OCQkJKCxsRH/+9//YGxsLHYsIiIVY8eOxfHjxxUvmo0bNw5SqVTsWETUzpiYmODChQtwcHDQ+N4DBgxAQUEBGhoaYGtrqzLrVqii75YtWxAeHo4PP/wQn3zyCf73v/9BJpMhLi4O8fHxSE1NVet+OTk5v/leodqhvYgGDBiAefPmISAgACYmJsjOzoZMJsOFCxfg6emJsrIysSOqFV81J9Jit2/fRnx8POLi4lBSUoJ33nkHwcHBuH79OlatWoXTp0/jyJEjYsckIiIiLdXSZ1oulwvajoKIhLFs2TKEhoaqvGhVV1eHNWvWaFWrqu+++w43b95EfHw8Fi5ciPfffx8BAQEICgrCK6+8InY8ImonRo8ejezsbFGKJhMmTBDlVG9MTAy2b98OHx8fREVFKdYHDhyI0NBQte/Xv39/xc+Xz6PudmhtYQC9mK5cuYKRI0eqrHfq1An379/XfCCB8aQJkRZKTk5GbGwsDh8+jD59+mD69OmYPHkyzMzMFPcUFhbCyckJ9fX14gUlIiIirfNke6709HSMGzcOgYGBeOutt/jWNlE78+Sw3SdVVFTAyspKq4uhJ06cQGxsLL7++ms4Ozvj6NGjMDAwEDsWEbVxd+/exdSpUzF48GD07dtXZdaFt7e3SMmEY2BggLy8PNja2iqdQMjPz4eLiwvq6urUul9JSclvvled7dDawgB6MclkMvznP/+Bh4eH0n/nhIQEREVFITc3V+yIasWTJkRaKDAwEL6+vjh16hQGDRrU6j02Njb4+OOPNZyMiIiItNmsWbPw5Zdfonv37ggKCsKePXtgaWkpdiwi+oNaHv48LTs7W+P98jVt0KBBKC4uRm5uLi5cuICGhgYWTYjoV2VkZODUqVP4/vvvVa5pYhD82bNn8dJLLymt379/H66uroLNobK3t0dWVpZKgeLQoUNwcnJS+35CzoV5nuPHjys++9Tdcqw9+Pvf/46QkBDs3LkTEokEN2/eREZGBkJDQ7FkyRKx46kdT5oQaaHa2lrOKiEiIiKNk0ql6NGjBwYMGPDc9hDJyckaTEVEv5e5uTkkEgkePHgAU1NTpf8/NzU1obq6GjNmzMDmzZtFTCmMjIwM7Ny5E0lJSejVqxcCAwPh5+endGqfiOhZ7OzsMG7cOCxZsgTW1tYa3VsqlaKsrEzldODt27fRvXt3tXcaaWnhuHv3bkRERGDt2rUIDg7Gjh07UFhYiJUrV2LHjh3w9fVV675Py8/PR2pqKsrLy9Hc3Kx0TZvaSIpNLpfj008/xcqVK1FbWwsA0NPTQ2hoKJYvXy5yOvVj0YRIyz169Ejlg1EbeysSERGR+KZNm/abemnHxsZqIA0R/VHx8fGQy+UICgpCdHQ0OnXqpLjWsWNH2NnZYejQoSImVL/Vq1cjLi4Od+/ehb+/PwIDAzlAmIh+NxMTE2RlZaFnz54a2/PAgQMAAB8fH8THxyt9z25qasKxY8fwww8/4MqVK2rd98l2Vbt27UJERAQKCwsBPO5uEhkZieDgYLXu+bTt27dj5syZsLS0RJcuXZR+DpVIJMjMzFTbXhxA/1h9fT0KCgpQXV2NPn36wNjYWOxIgmDRhEgL1dTUYNGiRUhKSkJFRYXKdW3srUhEREREROqVlpaG4cOHQ1dX+zt7t5yUGzduHDp27PjM+9atW6fBVETU3kydOhWvv/46pk+frrE9W2bGtTYcvUOHDrCzs8PatWsxbtw4te/79MmW2tpaVFdXq5x2EYqtrS1mzZqFRYsWCb5XyxwTTQ+gbysePHiApqYmlfaclZWV0NXV1boXtLX/Jx+iF9BHH32E1NRUbNmyBVOmTMHmzZtx48YNbNu2DVFRUWLHIyIiIiKidsDNzQ2FhYWIjY1FYWEhNmzYACsrK3z//ffo0aMHXn31VbEjqs3IkSMhkUjwv//9T+woRNSO9erVC//85z+Rnp4OZ2dnlUHwc+fOVfueLS2p7O3tcfbsWY3Ok3v6hLGhoaFG28Xfu3cP7777rkb2Kioq0sg+bZWvry/Gjx+PWbNmKa0nJSXhwIEDOHjwoEjJhMGTJkRaqEePHkhISMCoUaNgamqKzMxMODg4IDExEXv27NG6b2RERERERKR+aWlp8PT0xPDhw3HixAlcvnwZMpkMUVFROHfuHPbt2yd2RCKiNsXe3v6Z1yQSiWDD2MUglUrRqVOnX23NWllZKViG4OBgDBo0CDNmzBBsD3rMwsICp06dgpOTk9J6Xl4ehg8f3mqnm/aMJ02ItFBlZSVkMhmAx/NLWj6gRowYgZkzZ4oZjYiIiIiI2omwsDB88sknmD9/PkxMTBTr7u7u2LRpk4jJhNMy2PjpN6Xr6uqwZs0aDhUmoucS4zRCRkYGKioqlNpvJSQkYOnSpaipqYGPjw9iYmKgp6en9r0jIyOVZqhomoODA5YsWYLTp09r7GRPixdtAP0vv/yCxsZGlfWGhgbU1dWJkEhYPGlCpIVcXFwQExMDNzc3eHh4oH///vjss8+wceNGrF69GtevXxc7IhERERERtXHGxsa4ePEi7O3tYWJiguzsbMhkMhQXF6N379549OiR2BHV7snBxk+qqKiAlZWVVvapJ6L2zdPTE6NGjVLM9bh48SJcXV0xbdo0ODk5Yc2aNXj//fcRERGh1n1bm2miaWKd7NHkAPq24o033kDfvn0RExOjtD579mzk5OTg5MmTIiUTBk+aEGmhwMBAZGdnw83NDWFhYRg/fjw2bdqEhoYGDi4kIiIiIqLfxMzMDLdu3VJ5KHXhwgV069ZNpFTCksvlrbaayc7OVhl+S0TUmuvXr+PAgQMoLS1FfX290jUhnslkZWVh+fLliq+//PJLvPbaa9i+fTsAoHv37li6dKnaiya/1pZLE8SaM/LJJ59gxYoVGhlA31Z88skn8PDwQHZ2NkaPHg0AOHbsGM6ePYsjR46InE79WDQh0kLz5s1T/NnDwwN5eXk4f/48HBwc4OLiImIyIiIiIiJqL3x9fbFo0SLs3bsXEokEzc3NOHXqFEJDQxEQECB2PLUyNzeHRCKBRCJBr169lB4GNjU1obq6mj3ziehXHTt2DN7e3pDJZMjLy0Pfvn1RXFwMuVwOV1dXQfa8d+8erK2tFV+3zKNqMWjQIPz8889q37ctNS+6e/cuAMDS0lIj+2lyAH1bMXz4cGRkZGDNmjVISkqCgYEBXFxc8Pnnn8PR0VHseGrH9lxEWqS5uRlr1qzBgQMHUF9fj9GjR2Pp0qUwMDAQOxoREREREbUz9fX1mD17NuLi4tDU1ARdXV00NTXBz88PcXFx0NHRETui2sTHx0MulyMoKAjR0dFKPfo7duwIOzs7DB06VMSERNQeDB48GJ6enoiMjFS0NbSysoK/vz/eeustQebM2traIjExESNHjkR9fT3MzMyQkpKiOA1w8eJFuLm5CTqQXQz379/Hxx9/jK+++gr37t0D8LgA7uvri08++QRmZmaC7c0B9NqPRRMiLbJ8+XJERETAw8MDBgYGOHz4MCZNmoSdO3eKHY2IiIiIiNqp0tJSXLp0CdXV1RgwYIBWvlHaIi0tDcOGDVMZJkxE9FuYmJggKysLPXv2hLm5OdLT0/Hqq68iOzsbEyZMQHFxsdr3nDlzJrKzs7Fq1Sp88803iI+Px82bN9GxY0cAwK5duxAdHY2zZ8+qfW+xVFZWYujQobhx4wb8/f3h5OQEAMjNzcXu3bvRvXt3/PjjjzA3Nxdk/5UrV2LdunUYO3asxgfQa1JVVRVMTU0Vf36elvu0BYsmRFrE0dERoaGheP/99wEAR48exdixY1FXVwepVCpyOiIiIiIioravubkZBQUFKC8vR3Nzs9K1kSNHipSKiNqDLl26IDU1FU5OTujTpw+ioqLg7e2N7OxsDB8+HNXV1Wrf8+7du5g4cSLS09NhbGyM+Ph4vP3224rro0ePxpAhQ7BixQq17y2WDz/8EMeOHcPRo0eVWpMBQFlZGd58802MHj0a69evF2R/sQbQa5qOjg5u3boFKysrSKXSVufYtMwCa2pqEiGhcFg0IdIienp6KCgoQPfu3RVr+vr6KCgowMsvvyxiMiIiIiIiai+WLVv2m+4LDw8XOInmnT59Gn5+figpKVHp16+ND4WISL18fHwwduxY/P3vf0doaCi+/fZbTJs2DcnJyTA3N8fRo0cF2/vBgwcwNjZWaZ1YWVkJY2NjxckTbWBnZ4dt27ZhzJgxrV4/dOgQZsyYIcjJnhdJWloahg8fDl1dXfy///f/Wi2atHBzc9NgMuGxaEKkRXR0dFBWVobOnTsr1kxMTJCTk/PcKjgREREREVELqVQKGxsbWFlZPXPQr0QiQWZmpoaTCa9///7o1asXIiMj0bVrV5UHRE/OOiEietq1a9dQXV0NFxcX1NTUYMGCBfjxxx/h6OiIdevWwdbWVuyIWkFPTw+FhYXPfEH4+vXrcHBwwKNHjwTNoekB9KQ5umIHICL1kcvlmDZtGvT09BRrjx49wowZM2BkZKRYS05OFiMeERERERG1A56enjh+/DgGDhyIoKAgjBs37oVp95ufn499+/bBwcFB7ChE1A7JZDLFn42MjLB161YR02gvS0tLFBcXP7NoUlRUBAsLC0H2FnMAvZgcHR3h7+8Pf39/rZ5t1oInTYi0SGBg4G+6LzY2VuAkRERERETUnt28eRPx8fGIi4tDVVUVAgICEBQUhFdeeUXsaIJyd3fHRx99hLfeekvsKETUTt2/fx/79u1DYWEhFi5cCAsLC2RmZsLa2hrdunUTO55WCAoKQmFhIX744QeVtmO//PILxowZA5lMhp07d6p1X7EH0Itp/fr12L17NzIzM+Hq6orJkyfjb3/7G7p06SJ2NEGwaEJEREREREREz3TixAnExsbi66+/hrOzM44ePQoDAwOxYwli//79WLx4MRYuXAhnZ2d06NBB6bqLi4tIyYioPcjJyYGHhwc6deqE4uJiXLlyBTKZDIsXL0ZpaSkSEhLEjqgVrl+/joEDB0JPTw+zZ89G7969IZfLcfnyZfz73//GL7/8gnPnzinN/FUHsQfQtwVXr17Frl27sGfPHhQVFeGNN97A5MmTERAQIHY0tWLRhIiIiIiIiIieqa6uDnv37sXmzZtx8eJFlJWVwdTUVOxYgmitDZlEIoFcLucgeCL6VR4eHnB1dcXq1athYmKC7OxsyGQy/Pjjj/Dz8+NgcjUqKirCrFmzcOTIEcX8LYlEgr/85S/YtGmTIG0WOYBe2enTpzFz5kzk5ORo3ecjZ5oQERERERERkYqMjAzs3LkTSUlJ6NWrFwIDA+Hn56e1BRPg8UM4IqI/6uzZs9i2bZvKerdu3VBWViZCIu1lb2+P77//Hvfu3UN+fj4AwMHBQbBZJgBw69YtvPrqq8+83rdv3xfiv/OZM2ewe/dufPXVV6iqqsK7774rdiS1Y9GEiIiIiIiIiBRWr16NuLg43L17F/7+/jh58uQL05bK1tZW7AhE1I7p6emhqqpKZf3q1avo3LmzCIm0n7m5OQYPHqyRvcQcQC+2p9tyubu7Y9WqVZg4cSKMjY3Fjqd2bM9FRERERERERApSqRQ9evTAuHHjVAbsPmndunUaTKU5iYmJ2Lp1K4qKipCRkQFbW1tER0fD3t4eEyZMEDseEbVh06dPR0VFBZKSkmBhYYGcnBzo6OjAx8cHI0eORHR0tNgR6U8QawB9WyCVSjFo0CD4+fnB19dXZaaLtmHRhIiIiIiIiIgURo0aBYlE8qv3paamaiCNZm3ZsgXh4eH48MMPsWLFCly6dAkymQxxcXGIj4/Xyn9mIlKfBw8e4J133sG5c+fw8OFD2NjYoKysDEOHDsXBgwdhZGQkdkT6E8QaQN8W5Ofnw9HRUewYGsOiCRERERERERERgD59+uDTTz+Fj4+P0hDnS5cuYdSoUbh7967YEYmoHTh16hSys7NRXV0NV1dXeHh4iB2J1ESMAfRtxf3797Fv3z4UFhZi4cKFsLCwQGZmJqytrdGtWzex46kViyZEREREREREpGLZsmUIDQ2FoaGh0npdXR3WrFmD8PBwkZIJx8DAAHl5ebC1tVUqmuTn58PFxQV1dXViRySiNqqhoQEGBgbIyspC3759xY5DAtPkAPq2ICcnB6NHj4aZmRmKi4tx5coVyGQyLF68GKWlpUhISBA7olpJxQ5ARERERERERG1PZGQkqqurVdZra2sRGRkpQiLh2dvbIysrS2X90KFDcHJy0nwgImo3OnTogB49eqCpqUnsKKQBLQPoBw8erPUFEwCYN28eAgMDkZ+fD319fcW6l5cXTpw4IWIyYeiKHYCIiIiIiIiI2h65XN7qbJPs7GytfUA0f/58zJ49G48ePYJcLseZM2ewZ88erFy5Ejt27BA7HhG1cR9//DH+9a9/ITExUWu/T9KL6dy5c/jPf/6jst6tWzeUlZWJkEhYLJoQERERERERkYK5uTkkEgkkEgl69eqlVDhpampCdXU1ZsyYIWJC4UyfPh0GBgZYvHgxamtr4efnBxsbG2zYsAG+vr5ixyOiNm7Tpk0oKCiAjY0NbG1tVQa/Z2ZmipSM6M/R09NDVVWVyvrVq1fRuXNnERIJizNNiIiIiIiIiEghPj4ecrkcQUFBiI6ORqdOnRTXOnbsCDs7OwwdOlTEhJpRW1uL6upqWFlZiR2FiNqJiIiIVk/otVi6dKkG0xCpz/Tp01FRUYGkpCRYWFggJycHOjo68PHxwciRIxEdHS12RLVi0YSIiIiIiIiIVKSlpWHYsGHo0KGD2FGIiIhIRA8ePMA777yDc+fO4eHDh7CxsUFZWRmGDh2KgwcPqpyqau9YNCEiIiIiIiKiVjU3N6OgoADl5eVobm5WujZy5EiRUgmnoqIC4eHhSE1NbfWfubKyUqRkRNQeyGQynD17Fi+99JLS+v379+Hq6opr166JlIxIPdLT05GTk4Pq6mq4urrCw8ND7EiCYNGEiIiIiIiIiFScPn0afn5+KCkpwdOPDiQSCZqamkRKJhwvLy8UFBQgODgY1tbWKm12pk6dKlIyImoPpFIpysrKVNr63b59G927d0d9fb1IyYjo9+AgeCIiIiIiIiJSMWPGDAwcOBDfffcdunbt+tw+/dri5MmTSE9PR79+/cSOQkTtyIEDBxR/Pnz4sNIsqKamJhw7dgz29vZiRCP605qbmxEXF4fk5GQUFxdDIpHA3t4e77zzDqZMmaKVPx/wpAkRERERERERqTAyMkJ2djYcHBzEjqIxgwYNQkxMDIYMGSJ2FCJqR6RSKYDHp/CeftTaoUMH2NnZYe3atRg3bpwY8Yj+MLlcjvHjx+PgwYPo168fevfuDblcjsuXL+PixYvw9vbGN998I3ZMteNJEyIiIiIiIiJS8dprr6GgoOCFKpr8+9//RlhYGMLDw9G3b1906NBB6bqpqalIyYioLWuZf2Rvb4+zZ8/C0tJS5ERE6hEXF4cTJ07g2LFjeOONN5SuHT9+HD4+PkhISEBAQIBICYXBkyZEREREREREpGL//v1YvHgxFi5cCGdnZ5UCgouLi0jJhJOfnw8/Pz9kZmYqrcvlcq2d40JERPQsb775Jtzd3REWFtbq9U8//RRpaWk4fPiwhpMJi0UTIiIiIiIiIlLR0m7mSS2tZ7S1gDB48GDo6uoiJCSk1UHwbm5uIiUjorYsIyMDFRUVSu23EhISsHTpUtTU1MDHxwcxMTHQ09MTMSXR79elSxccOnQI/fv3b/X6hQsX4OnpibKyMs0GExjbcxERERERERGRiqKiIrEjaNylS5dw4cIFvPLKK2JHIaJ2ZNmyZRg1apSiaHLx4kUEBwdj2rRpcHJywpo1a2BjY4OIiAhxgxL9TpWVlbC2tn7mdWtra9y7d0+DiTSDRRMiIiIiIiIiUmFrayt2BI0bOHAgfv75ZxZNiOh3ycrKwvLlyxVff/nll3jttdewfft2AED37t2xdOlSFk2o3WlqaoKu7rNLCDo6OmhsbNRgIs1g0YSIiIiIiIiIWpWYmIitW7eiqKgIGRkZsLW1RXR0NOzt7TFhwgSx46ndnDlzEBIS8kLNcSGiP+/evXtKb+OnpaXB09NT8fWgQYPw888/ixGN6E+Ry+WYNm3aM1vL/fLLLxpOpBksmhARERERERGRii1btiA8PBwffvghVqxYoZhhYmZmhujoaK0smvztb38DAAQFBSnWtH2OCxH9edbW1igqKkL37t1RX1+PzMxMREZGKq4/fPhQpQhL1B5MnTr1V+8JCAjQQBLNYtGEiIiIiIiIiFTExMRg+/bt8PHxQVRUlGJ94MCBCA0NFTGZcF7EOS5E9Od5eXkhLCwMq1atwjfffANDQ0O8/vrrius5OTno2bOniAmJ/pjY2FixI4iCRRMiIiIiIiIiUlFUVIQBAwaorOvp6aGmpkaERMKztLSEkZGR2DGIqJ1Zvnw5Jk6cCDc3NxgbGyM+Ph4dO3ZUXN+5cyfefPNNERMS0e/BogkRERERERERqbC3t0dWVpbKQPhDhw7ByclJpFTCsra2xnvvvYegoCCMGDFC7DhE1E5YWlrixIkTePDgAYyNjaGjo6N0fe/evTA2NhYpHRH9XlKxAxARERERERFR2zN//nzMnj0bX331FeRyOc6cOYMVK1bgn//8Jz766COx4wniiy++QGVlJdzd3dGrVy9ERUXh5s2bYscionaiU6dOKgUTALCwsFA6eUJEbZtELpfLxQ5BRERERERERG3Prl27EBERgcLCQgCAjY0NIiMjERwcLHIyYd25cweJiYmIi4vD5cuXMWbMGAQFBcHb2xu6umzaQUREpM1YNCEiIiIiIiKi56qtrUV1dTWsrKzEjqJxMTExWLhwIerr62FpaYkZM2YgLCwMhoaGYkcjIiIiAbBoQkRERERERET0hNu3byM+Ph5xcXEoKSnB22+/jeDgYFy/fh2rVq2CjY0Njhw5InZMIiIiEgCLJkRERERERESkoqKiAuHh4UhNTUV5eTmam5uVrldWVoqUTDjJycmIjY3F4cOH0adPH0yfPh2TJ0+GmZmZ4p7CwkI4OTmhvr5evKBEREQkGDbiJCIiIiIiIiIVU6ZMQUFBAYKDg2FtbQ2JRCJ2JMEFBgbC19cXp06dwqBBg1q9x8bGBh9//LGGkxEREZGm8KQJEREREREREakwMTFBeno6+vXrJ3YUjamtreWsEiIiohccT5oQERERERERkYrevXujrq5O7Bga9WTB5NGjRyotuExNTTUdiYiIiDRMKnYAIiIiIiIiImp7/v3vf+Pjjz9GWloaKioqUFVVpfSXNqqpqcEHH3wAKysrGBkZwdzcXOkvIiIi0n4smhARERERERGRCjMzM1RVVcHd3R1WVlaKwoGZmZnWFhA++ugjHD9+HFu2bIGenh527NiByMhI2NjYICEhQex4REREpAGcaUJEREREREREKgYPHgxdXV2EhIS0Ogjezc1NpGTC6dGjBxISEjBq1CiYmpoiMzMTDg4OSExMxJ49e3Dw4EGxIxIREZHAONOEiIiIiIiIiFRcunQJFy5cwCuvvCJ2FI2prKyETCYD8Hh+SWVlJQBgxIgRmDlzppjRiIiISEPYnouIiIiIiIiIVAwcOBA///yz2DE0SiaToaioCADQu3dvJCUlAQBSUlJgZmYmYjIiIiLSFLbnIiIiIiIiIiIVe/fuRUREBBYuXAhnZ2d06NBB6bqLi4tIyYSzfv166OjoYO7cuTh69CjGjx8PuVyOhoYGrFu3DiEhIWJHJCIiIoGxaEJEREREREREKqRS1eYUEokEcrkcEokETU1NIqTSrJKSEpw/fx4ODg5aWSQiIiIiVSyaEBEREREREZGKkpKS5163tbXVUBLhNTc3Y82aNThw4ADq6+sxevRoLF26FAYGBmJHIyIiIg3jIHgiIiIiIiIiUmFpaQkjIyOxY2jEihUrEBERAQ8PDxgYGGDDhg0oLy/Hzp07xY5GREREGsaTJkRERERERESkwtjYGO+99x6CgoIwYsQIseMIytHREaGhoXj//fcBAEePHsXYsWNRV1fXapsyIiIi0l785CciIiIiIiIiFV988QUqKyvh7u6OXr16ISoqCjdv3hQ7liBKS0vh5eWl+NrDwwMSiURr/3mJiIjo2Vg0ISIiIiIiIiIVPj4++Oabb3Djxg3MmDEDu3fvhq2tLcaNG4fk5GQ0NjaKHVFtGhsboa+vr7TWoUMHNDQ0iJSIiIiIxML2XERERERERET0m8TExGDhwoWor6+HpaUlZsyYgbCwMBgaGood7U+RSqXw9PSEnp6eYi0lJQXu7u5Kc12Sk5PFiEdEREQaxKIJERERERERET3T7du3ER8fj7i4OJSUlODtt99GcHAwrl+/jlWrVsHGxgZHjhwRO+afEhgY+Jvui42NFTgJERERiY1FEyIiIiIiIiJSkZycjNjYWBw+fBh9+vTB9OnTMXnyZJiZmSnuKSwshJOTE+rr68ULSkRERKRGumIHICIiIiIiIqK2JzAwEL6+vjh16hQGDRrU6j02Njb4+OOPNZyMiIiISDg8aUJEREREREREKmpra9v9rBIiIiKi34tFEyIiIiIiIiJ6rkePHqm04DI1NRUpDREREZFwpGIHICIiIiIiIqK2p6amBh988AGsrKxgZGQEc3Nzpb+IiIiItBGLJkRERERERESk4qOPPsLx48exZcsW6OnpYceOHYiMjISNjQ0SEhLEjkdEREQkCLbnIiIiIiIiIiIVPXr0QEJCAkaNGgVTU1NkZmbCwcEBiYmJ2LNnDw4ePCh2RCIiIiK140kTIiIiIiIiIlJRWVkJmUwG4PH8ksrKSgDAiBEjcOLECTGjEREREQmGRRMiIiIiIiIiUiGTyVBUVAQA6N27N5KSkgAAKSkpMDMzEzEZERERkXDYnouIiIiIiIiIVKxfvx46OjqYO3cujh49ivHjx0Mul6OhoQHr1q1DSEiI2BGJiIiI1I5FEyIiIiIiIiL6VSUlJTh//jwcHBzg4uIidhwiIiIiQbBoQkREREREREQKzc3NWLNmDQ4cOID6+nqMHj0aS5cuhYGBgdjRiIiIiATHmSZEREREREREpLBixQr861//grGxMbp164YNGzZg9uzZYsciIiIi0gieNCEiIiIiIiIiBUdHR4SGhuL9998HABw9ehRjx45FXV0dpFK+e0lERETajUUTIiIiIiIiIlLQ09NDQUEBunfvrljT19dHQUEBXn75ZRGTEREREQmPr4gQERERERERkUJjYyP09fWV1jp06ICGhgaREhERERFpjq7YAYiIiIiIiIio7ZDL5Zg2bRr09PQUa48ePcKMGTNgZGSkWEtOThYjHhEREZGgWDQhIiIiIiIiIoWpU6eqrE2ePFmEJERERESax5kmRERERERERERERERE4EwTIiIiIiIiIiIiIiIiACyaEBERERERERERERERAWDRhIiIiIiIiIiIiIiICACLJkRERERERERERERERABYNCEiIiIiIiIiIiIiIgLAogkREREREREREREREREAFk2IiIiIiIiIiIiIiIgAsGhCREREREREREREREQEAPj/7u0bX2WBrI0AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 2000x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "telco_data_dummies = pd.get_dummies(telco_data)\n",
        "plt.figure(figsize=(20,8))\n",
        "telco_data_dummies.corr()['Churn'].sort_values(ascending = False).plot(kind='bar')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "_uuid": "57fad0b9bcd9188193c84ae48ea589123532eac8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 905
        },
        "id": "bk7Fh9veAQXN",
        "outputId": "9dd4f7b5-a33e-4d75-9366-a3c6f802b0d2"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 2000x800 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(20,8))\n",
        "test_lab.corr()['Churn'].sort_values(ascending = False).plot(kind='bar')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "plt.figure(figsize=(20,20))\n",
        "sns.heatmap(telco_data_dummies.corr(),cmap=\"coolwarm\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "_uuid": "9cafbb06245f6162da782bf0aa99faa3f6f9029d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "D5Yi_UgiAQXN",
        "outputId": "085ddc41-3553-407c-df08-d8e04bc764df"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "execution_count": 36,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "sns.heatmap(test_lab.corr(),cmap=\"coolwarm\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eww99o74AQXO"
      },
      "source": [
        "# CONCLUSION"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Le6e_h2AAQXO"
      },
      "source": [
        "These are some of the quick insights from this exercise:\n",
        "\n",
        "1. Electronic check medium are the highest churners\n",
        "2. Contract Type - Monthly customers are more likely to churn because of no contract terms, as they are free to go customers.\n",
        "3. No Online security, No Tech Support category are high churners\n",
        "4. Non senior Citizens are high churners\n",
        "5. Strong correlation exists between tenure and total charges, means as tenure increases so does total charges. \n",
        "6. Strong correlation exists between monthly charges and total charges as well. \n",
        "7. Tenure and Contract duration seems to be strong factors in determining churn. \n",
        "8. Gender does not play an important role."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>gender</th>\n",
              "      <th>SeniorCitizen</th>\n",
              "      <th>Partner</th>\n",
              "      <th>Dependents</th>\n",
              "      <th>PhoneService</th>\n",
              "      <th>MultipleLines</th>\n",
              "      <th>InternetService</th>\n",
              "      <th>OnlineSecurity</th>\n",
              "      <th>OnlineBackup</th>\n",
              "      <th>DeviceProtection</th>\n",
              "      <th>TechSupport</th>\n",
              "      <th>StreamingTV</th>\n",
              "      <th>StreamingMovies</th>\n",
              "      <th>Contract</th>\n",
              "      <th>PaperlessBilling</th>\n",
              "      <th>PaymentMethod</th>\n",
              "      <th>MonthlyCharges</th>\n",
              "      <th>TotalCharges</th>\n",
              "      <th>Churn</th>\n",
              "      <th>tenure_group</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>29.85</td>\n",
              "      <td>29.85</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>56.95</td>\n",
              "      <td>1889.50</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>53.85</td>\n",
              "      <td>108.15</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>42.30</td>\n",
              "      <td>1840.75</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>70.70</td>\n",
              "      <td>151.65</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   gender  SeniorCitizen  Partner  Dependents  PhoneService  MultipleLines  \\\n",
              "0       0              0        1           0             0              1   \n",
              "1       1              0        0           0             1              0   \n",
              "2       1              0        0           0             1              0   \n",
              "3       1              0        0           0             0              1   \n",
              "4       0              0        0           0             1              0   \n",
              "\n",
              "   InternetService  OnlineSecurity  OnlineBackup  DeviceProtection  \\\n",
              "0                0               0             2                 0   \n",
              "1                0               2             0                 2   \n",
              "2                0               2             2                 0   \n",
              "3                0               2             0                 2   \n",
              "4                1               0             0                 0   \n",
              "\n",
              "   TechSupport  StreamingTV  StreamingMovies  Contract  PaperlessBilling  \\\n",
              "0            0            0                0         0                 1   \n",
              "1            0            0                0         1                 0   \n",
              "2            0            0                0         0                 1   \n",
              "3            2            0                0         1                 0   \n",
              "4            0            0                0         0                 1   \n",
              "\n",
              "   PaymentMethod  MonthlyCharges  TotalCharges  Churn  tenure_group  \n",
              "0              2           29.85         29.85      0             1  \n",
              "1              3           56.95       1889.50      0             2  \n",
              "2              3           53.85        108.15      1             1  \n",
              "3              0           42.30       1840.75      0             3  \n",
              "4              2           70.70        151.65      1             1  "
            ]
          },
          "execution_count": 33,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "test_lab.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "id": "gnvlp_dbAQXO"
      },
      "outputs": [],
      "source": [
        "test_lab.to_csv('tel_churn1.csv')"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.0"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}