{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Insurance_V1.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOFjozOCUGJ2zoZAQux0By7",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/esenthil2018/6a8eac37098636765aef922c3781aefa/insurance_v1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mxdCoAgQ_TQQ"
      },
      "source": [
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "\n",
        "import os\n",
        "import tempfile\n",
        "\n",
        "import matplotlib as mpl\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "\n",
        "import sklearn\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler\n"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gBQoZpAlAE3X",
        "outputId": "af154106-4cb1-4911-be4a-9eca4f3da956"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oBRv75lSDwr6",
        "outputId": "7faa6c3d-9060-4f2c-a069-cd91f2ce81a3"
      },
      "source": [
        "train = pd.read_csv('/content/drive/MyDrive/Data/Insurance_files/aug_train.csv')\n",
        "\n",
        "print(\"Training Data\")\n",
        "print(train.shape)\n",
        "print(train.head())\n"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training Data\n",
            "(382154, 12)\n",
            "       id  Gender  Age  ...  Policy_Sales_Channel  Vintage  Response\n",
            "0  167647    Male   22  ...                 152.0       16         0\n",
            "1   17163    Male   42  ...                  26.0      135         0\n",
            "2   32023  Female   66  ...                 124.0      253         0\n",
            "3   87447  Female   22  ...                 152.0       69         0\n",
            "4  501933    Male   28  ...                 152.0      211         0\n",
            "\n",
            "[5 rows x 12 columns]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PYMpJaj6jmin",
        "outputId": "739e1ff1-2063-4d4f-9eff-0541b0716449"
      },
      "source": [
        "test = pd.read_csv('/content/drive/MyDrive/Data/Insurance_files/aug_test.csv')\n",
        "print(\"Test Data\")\n",
        "print(test.shape)\n",
        "print(test.head())"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Test Data\n",
            "(78273, 11)\n",
            "       id  Gender  Age  ...  Annual_Premium  Policy_Sales_Channel  Vintage\n",
            "0   57782  Female   34  ...         38244.0                 124.0      146\n",
            "1  286811  Female   55  ...         37577.0                 122.0      109\n",
            "2  117823    Male   39  ...         24578.0                  26.0       63\n",
            "3  213992    Male   28  ...         40507.0                   8.0      129\n",
            "4  324756  Female   24  ...         36783.0                 152.0      201\n",
            "\n",
            "[5 rows x 11 columns]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SWcNbgFbkHM8",
        "outputId": "d93c79f6-8fca-4501-e396-fb9e5f6f078d"
      },
      "source": [
        "\n",
        "data = np.load('/content/drive/MyDrive/Data/Insurance_files/answer.npy')\n",
        "data"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, ..., 0, 0, 0])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 343
        },
        "id": "gnoqk1NRnkU4",
        "outputId": "21ea4ae6-21cd-45e3-d8a4-f225d7cce3c3"
      },
      "source": [
        "df = pd.DataFrame(data, columns = ['Response'])\n",
        "df.head(10)\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Response</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Response\n",
              "0         0\n",
              "1         0\n",
              "2         0\n",
              "3         0\n",
              "4         0\n",
              "5         0\n",
              "6         0\n",
              "7         1\n",
              "8         0\n",
              "9         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NigZ5qR6oYUw",
        "outputId": "82d1e171-c11d-4c4b-bba9-3b883ff58717"
      },
      "source": [
        "#horizontal_stack = pd.concat([survey_sub, survey_sub_last10], axis=1)\n",
        "test = pd.concat([test,df],axis = 1)\n",
        "test.shape"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(78273, 12)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wDJP9iuoouK9"
      },
      "source": [
        "train = pd.concat([train,test],axis = 0)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pBlBBhPYs8xS",
        "outputId": "552e2579-4b54-47d5-b471-03ea0c171498"
      },
      "source": [
        "train.shape"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(460427, 12)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W5q1It6RGIQv"
      },
      "source": [
        "mpl.rcParams['figure.figsize'] = (12, 10)\n",
        "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        },
        "id": "KnuTJeA7GSAx",
        "outputId": "76cec9bd-5e66-469e-dfbc-69476c25ecb1"
      },
      "source": [
        "train[['id',  'Gender', 'Age',  'Driving_License',  'Region_Code',  'Previously_Insured', 'Vehicle_Age',  'Vehicle_Damage', 'Annual_Premium', 'Policy_Sales_Channel','Vintage','Response']].describe()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>Age</th>\n",
              "      <th>Driving_License</th>\n",
              "      <th>Region_Code</th>\n",
              "      <th>Previously_Insured</th>\n",
              "      <th>Annual_Premium</th>\n",
              "      <th>Policy_Sales_Channel</th>\n",
              "      <th>Vintage</th>\n",
              "      <th>Response</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "      <td>460427.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>234325.116381</td>\n",
              "      <td>38.539210</td>\n",
              "      <td>0.998067</td>\n",
              "      <td>26.402544</td>\n",
              "      <td>0.489137</td>\n",
              "      <td>30710.552442</td>\n",
              "      <td>111.948891</td>\n",
              "      <td>154.297854</td>\n",
              "      <td>0.163802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>139482.954692</td>\n",
              "      <td>15.225135</td>\n",
              "      <td>0.043923</td>\n",
              "      <td>13.175887</td>\n",
              "      <td>0.499883</td>\n",
              "      <td>17058.618703</td>\n",
              "      <td>54.283653</td>\n",
              "      <td>83.691475</td>\n",
              "      <td>0.370096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2630.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>115107.500000</td>\n",
              "      <td>25.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>24546.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>82.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>230214.000000</td>\n",
              "      <td>36.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>31699.000000</td>\n",
              "      <td>145.000000</td>\n",
              "      <td>154.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>345320.500000</td>\n",
              "      <td>49.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>39452.000000</td>\n",
              "      <td>152.000000</td>\n",
              "      <td>227.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>508145.000000</td>\n",
              "      <td>85.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>540165.000000</td>\n",
              "      <td>163.000000</td>\n",
              "      <td>299.000000</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  id            Age  ...        Vintage       Response\n",
              "count  460427.000000  460427.000000  ...  460427.000000  460427.000000\n",
              "mean   234325.116381      38.539210  ...     154.297854       0.163802\n",
              "std    139482.954692      15.225135  ...      83.691475       0.370096\n",
              "min         1.000000      20.000000  ...      10.000000       0.000000\n",
              "25%    115107.500000      25.000000  ...      82.000000       0.000000\n",
              "50%    230214.000000      36.000000  ...     154.000000       0.000000\n",
              "75%    345320.500000      49.000000  ...     227.000000       0.000000\n",
              "max    508145.000000      85.000000  ...     299.000000       1.000000\n",
              "\n",
              "[8 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "id": "JuuhV_Q2GSQT",
        "outputId": "016afbba-3143-4cd2-de9e-554952ddcccc"
      },
      "source": [
        "test[['id',  'Gender', 'Age',  'Driving_License',  'Region_Code',  'Previously_Insured', 'Vehicle_Age',  'Vehicle_Damage', 'Annual_Premium', 'Policy_Sales_Channel','Vintage']].describe()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>Age</th>\n",
              "      <th>Driving_License</th>\n",
              "      <th>Region_Code</th>\n",
              "      <th>Previously_Insured</th>\n",
              "      <th>Annual_Premium</th>\n",
              "      <th>Policy_Sales_Channel</th>\n",
              "      <th>Vintage</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "      <td>78273.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>233993.913827</td>\n",
              "      <td>38.507570</td>\n",
              "      <td>0.997866</td>\n",
              "      <td>26.381434</td>\n",
              "      <td>0.488917</td>\n",
              "      <td>30707.042441</td>\n",
              "      <td>111.993216</td>\n",
              "      <td>154.827220</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>139265.743227</td>\n",
              "      <td>15.216589</td>\n",
              "      <td>0.046141</td>\n",
              "      <td>13.149780</td>\n",
              "      <td>0.499880</td>\n",
              "      <td>17044.185877</td>\n",
              "      <td>54.270018</td>\n",
              "      <td>83.476632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>2630.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>10.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>115579.000000</td>\n",
              "      <td>25.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>24548.000000</td>\n",
              "      <td>26.000000</td>\n",
              "      <td>83.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>229110.000000</td>\n",
              "      <td>36.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>28.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>31741.000000</td>\n",
              "      <td>150.000000</td>\n",
              "      <td>155.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>344739.000000</td>\n",
              "      <td>49.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>39476.000000</td>\n",
              "      <td>152.000000</td>\n",
              "      <td>227.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>508136.000000</td>\n",
              "      <td>85.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>489663.000000</td>\n",
              "      <td>163.000000</td>\n",
              "      <td>299.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                  id           Age  ...  Policy_Sales_Channel       Vintage\n",
              "count   78273.000000  78273.000000  ...          78273.000000  78273.000000\n",
              "mean   233993.913827     38.507570  ...            111.993216    154.827220\n",
              "std    139265.743227     15.216589  ...             54.270018     83.476632\n",
              "min         2.000000     20.000000  ...              1.000000     10.000000\n",
              "25%    115579.000000     25.000000  ...             26.000000     83.000000\n",
              "50%    229110.000000     36.000000  ...            150.000000    155.000000\n",
              "75%    344739.000000     49.000000  ...            152.000000    227.000000\n",
              "max    508136.000000     85.000000  ...            163.000000    299.000000\n",
              "\n",
              "[8 rows x 8 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dDWSrfkGGSUU",
        "outputId": "a48cfc21-905e-49d5-fcb4-1253f6931001"
      },
      "source": [
        "#The result shows it is a imbalance data set\n",
        "train.Response.value_counts()\n"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    385008\n",
              "1     75419\n",
              "Name: Response, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j-9EdEPnGSXg",
        "outputId": "ba82dfda-c29c-46a3-8a9b-a55362dd4b56"
      },
      "source": [
        "#check if it is a imbalance dataset\n",
        "no, yes = np.bincount(train['Response'])\n",
        "total = no + yes\n",
        "print('Examples:\\n    Total: {}\\n    Positive: {} ({:.2f}% of total)\\n'.format(\n",
        "    total, yes, 100 * yes / total))"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Examples:\n",
            "    Total: 460427\n",
            "    Positive: 75419 (16.38% of total)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bP--jgWUnH9r"
      },
      "source": [
        "train_t = train.copy()\n",
        "target = train_t.pop('Response')"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "oROKOs4pl4x4",
        "outputId": "274ffa08-dd5b-4c39-dd9f-9cf94a37c828"
      },
      "source": [
        "\n",
        "ax = sns.countplot(x = target ,palette=\"Set1\")\n",
        "sns.set(font_scale=1.5)\n",
        "ax.set_xlabel(' ')\n",
        "ax.set_ylabel(' ')\n",
        "fig = plt.gcf()\n",
        "fig.set_size_inches(10,5)\n",
        "ax.set_ylim(top=700000)\n",
        "for p in ax.patches:\n",
        "    ax.annotate('{:.2f}%'.format(100*p.get_height()/len(target)), (p.get_x()+ 0.3, p.get_height()+10000))\n",
        "\n",
        "plt.title('Distribution of Target')\n",
        "\n",
        "plt.ylabel('Frequency [%]')\n",
        "plt.show()\n"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 892
        },
        "id": "xX7ZJfPczit9",
        "outputId": "a2f6dd20-8a6d-4a9d-dc74-1d720681ea2c"
      },
      "source": [
        "plt.figure(figsize=(15, 12))\n",
        "sns.heatmap(pd.concat([train_t, target], axis=1).corr(),annot=True , cmap='YlGnBu') "
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f2c629cd5d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x864 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "KQJW5ICmo2wJ",
        "outputId": "de4c34f0-1f45-4454-bdee-6eddf6e6d85c"
      },
      "source": [
        "#Visualization\n",
        "sns.pairplot(train,hue='Response')"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f2c58117c10>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1539.83x1440 with 72 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NtY9KT4CGSa3",
        "outputId": "f6206625-60d9-4a69-9960-d431480297d6"
      },
      "source": [
        "#Check for null values\n",
        "print('Missing data in Train')\n",
        "print(train.isna().any())\n",
        "print('Missing data in Test')\n",
        "print(test.isna().any())\n"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Missing data in Train\n",
            "id                      False\n",
            "Gender                  False\n",
            "Age                     False\n",
            "Driving_License         False\n",
            "Region_Code             False\n",
            "Previously_Insured      False\n",
            "Vehicle_Age             False\n",
            "Vehicle_Damage          False\n",
            "Annual_Premium          False\n",
            "Policy_Sales_Channel    False\n",
            "Vintage                 False\n",
            "Response                False\n",
            "dtype: bool\n",
            "Missing data in Test\n",
            "id                      False\n",
            "Gender                  False\n",
            "Age                     False\n",
            "Driving_License         False\n",
            "Region_Code             False\n",
            "Previously_Insured      False\n",
            "Vehicle_Age             False\n",
            "Vehicle_Damage          False\n",
            "Annual_Premium          False\n",
            "Policy_Sales_Channel    False\n",
            "Vintage                 False\n",
            "Response                False\n",
            "dtype: bool\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pBs6pmyHGSdl",
        "outputId": "1ee62aa1-ad0e-4ec0-b373-a62896c6de74"
      },
      "source": [
        "#check for data types\n",
        "train.dtypes"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                        int64\n",
              "Gender                   object\n",
              "Age                       int64\n",
              "Driving_License           int64\n",
              "Region_Code             float64\n",
              "Previously_Insured        int64\n",
              "Vehicle_Age              object\n",
              "Vehicle_Damage           object\n",
              "Annual_Premium          float64\n",
              "Policy_Sales_Channel    float64\n",
              "Vintage                   int64\n",
              "Response                  int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gftA92s7GSgr",
        "outputId": "b388a95e-1b12-4108-cac4-2d38e542e70a"
      },
      "source": [
        "#Find the category and numeric - Convert the numeric to category variables.\n",
        "cat=[]\n",
        "for c in train.columns:\n",
        "  if train[c].dtypes == 'object':\n",
        "    cat.append(c)\n",
        "print(cat)\n",
        "\n",
        "num=[]\n",
        "for c in train.columns:\n",
        "  if c not in cat:\n",
        "    num.append(c)\n",
        "print(num)\n",
        "\n"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['Gender', 'Vehicle_Age', 'Vehicle_Damage']\n",
            "['id', 'Age', 'Driving_License', 'Region_Code', 'Previously_Insured', 'Annual_Premium', 'Policy_Sales_Channel', 'Vintage', 'Response']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kDA695kMGSjw"
      },
      "source": [
        "#Change the type from numeric\n",
        "cat_ftrs = ['Region_Code','Previously_Insured', 'Policy_Sales_Channel', 'Vintage']\n",
        "for col in cat_ftrs:\n",
        "    train[col]=train[col].astype('object')"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oh4gGEVWSL8e"
      },
      "source": [
        "# Convert Age values\n",
        "bins = [20, 30, 40, 50, 60, 85]\n",
        "\n",
        "# Create Bins\n",
        "train['age_bins'] = pd.cut(x=train['Age'], bins=bins, labels=['20-30', '30-40', '40-50', '50-60', '60+'])\n",
        "train.drop(columns='Age', inplace=True)"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jF0UtF_pSOBy",
        "outputId": "1a18a0cc-7f44-4d28-bc3c-8948610fc86c"
      },
      "source": [
        "train['age_bins'].value_counts()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "20-30    188859\n",
              "40-50     94565\n",
              "30-40     68406\n",
              "50-60     53165\n",
              "60+       48455\n",
              "Name: age_bins, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hvsHZyD3SizS"
      },
      "source": [
        "\n"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0VSzyJrnekab",
        "outputId": "57b18933-c3df-48ff-f0e9-26cfb7db650a"
      },
      "source": [
        "train.dtypes"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                         int64\n",
              "Gender                    object\n",
              "Driving_License            int64\n",
              "Region_Code               object\n",
              "Previously_Insured        object\n",
              "Vehicle_Age               object\n",
              "Vehicle_Damage            object\n",
              "Annual_Premium           float64\n",
              "Policy_Sales_Channel      object\n",
              "Vintage                   object\n",
              "Response                   int64\n",
              "age_bins                category\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ehWzuYYDd5Ou"
      },
      "source": [
        "#Change the type from numeric\n",
        "cat_ftrs = ['Region_Code','Previously_Insured', 'Policy_Sales_Channel', 'Vintage']\n",
        "for col in cat_ftrs:\n",
        "    test[col]=test[col].astype('object')"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z_EaYX8dd5b3",
        "outputId": "11d3d8c1-12ca-40da-a6f8-32feb02abc7c"
      },
      "source": [
        "test.dtypes"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                        int64\n",
              "Gender                   object\n",
              "Age                       int64\n",
              "Driving_License           int64\n",
              "Region_Code              object\n",
              "Previously_Insured       object\n",
              "Vehicle_Age              object\n",
              "Vehicle_Damage           object\n",
              "Annual_Premium          float64\n",
              "Policy_Sales_Channel     object\n",
              "Vintage                  object\n",
              "Response                  int64\n",
              "dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HZE_Es1OdrOe"
      },
      "source": [
        "train = pd.get_dummies(train,drop_first=True)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiraUzxTdst1"
      },
      "source": [
        "test = pd.get_dummies(test,drop_first=True)"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LwnHX4U1GSm3",
        "outputId": "e4bd9263-0021-41a1-8ff6-cc1fe4125fa6"
      },
      "source": [
        "train.dtypes"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                   int64\n",
              "Driving_License      int64\n",
              "Annual_Premium     float64\n",
              "Response             int64\n",
              "Gender_Male          uint8\n",
              "                    ...   \n",
              "Vintage_299          uint8\n",
              "age_bins_30-40       uint8\n",
              "age_bins_40-50       uint8\n",
              "age_bins_50-60       uint8\n",
              "age_bins_60+         uint8\n",
              "Length: 509, dtype: object"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x64unqEHGSp9",
        "outputId": "1701a9fa-98f7-4f06-d350-ab6d93c1f978"
      },
      "source": [
        "col=[]\n",
        "for c in train.columns:\n",
        "  col.append(c)\n",
        "print(col)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['id', 'Driving_License', 'Annual_Premium', 'Response', 'Gender_Male', 'Region_Code_1.0', 'Region_Code_2.0', 'Region_Code_3.0', 'Region_Code_4.0', 'Region_Code_5.0', 'Region_Code_6.0', 'Region_Code_7.0', 'Region_Code_8.0', 'Region_Code_9.0', 'Region_Code_10.0', 'Region_Code_11.0', 'Region_Code_12.0', 'Region_Code_13.0', 'Region_Code_14.0', 'Region_Code_15.0', 'Region_Code_16.0', 'Region_Code_17.0', 'Region_Code_18.0', 'Region_Code_19.0', 'Region_Code_20.0', 'Region_Code_21.0', 'Region_Code_22.0', 'Region_Code_23.0', 'Region_Code_24.0', 'Region_Code_25.0', 'Region_Code_26.0', 'Region_Code_27.0', 'Region_Code_28.0', 'Region_Code_29.0', 'Region_Code_30.0', 'Region_Code_31.0', 'Region_Code_32.0', 'Region_Code_33.0', 'Region_Code_34.0', 'Region_Code_35.0', 'Region_Code_36.0', 'Region_Code_37.0', 'Region_Code_38.0', 'Region_Code_39.0', 'Region_Code_40.0', 'Region_Code_41.0', 'Region_Code_42.0', 'Region_Code_43.0', 'Region_Code_44.0', 'Region_Code_45.0', 'Region_Code_46.0', 'Region_Code_47.0', 'Region_Code_48.0', 'Region_Code_49.0', 'Region_Code_50.0', 'Region_Code_51.0', 'Region_Code_52.0', 'Previously_Insured_1', 'Vehicle_Age_< 1 Year', 'Vehicle_Age_> 2 Years', 'Vehicle_Damage_Yes', 'Policy_Sales_Channel_2.0', 'Policy_Sales_Channel_3.0', 'Policy_Sales_Channel_4.0', 'Policy_Sales_Channel_6.0', 'Policy_Sales_Channel_7.0', 'Policy_Sales_Channel_8.0', 'Policy_Sales_Channel_9.0', 'Policy_Sales_Channel_10.0', 'Policy_Sales_Channel_11.0', 'Policy_Sales_Channel_12.0', 'Policy_Sales_Channel_13.0', 'Policy_Sales_Channel_14.0', 'Policy_Sales_Channel_15.0', 'Policy_Sales_Channel_16.0', 'Policy_Sales_Channel_17.0', 'Policy_Sales_Channel_18.0', 'Policy_Sales_Channel_19.0', 'Policy_Sales_Channel_20.0', 'Policy_Sales_Channel_21.0', 'Policy_Sales_Channel_22.0', 'Policy_Sales_Channel_23.0', 'Policy_Sales_Channel_24.0', 'Policy_Sales_Channel_25.0', 'Policy_Sales_Channel_26.0', 'Policy_Sales_Channel_27.0', 'Policy_Sales_Channel_28.0', 'Policy_Sales_Channel_29.0', 'Policy_Sales_Channel_30.0', 'Policy_Sales_Channel_31.0', 'Policy_Sales_Channel_32.0', 'Policy_Sales_Channel_33.0', 'Policy_Sales_Channel_34.0', 'Policy_Sales_Channel_35.0', 'Policy_Sales_Channel_36.0', 'Policy_Sales_Channel_37.0', 'Policy_Sales_Channel_38.0', 'Policy_Sales_Channel_39.0', 'Policy_Sales_Channel_40.0', 'Policy_Sales_Channel_41.0', 'Policy_Sales_Channel_42.0', 'Policy_Sales_Channel_43.0', 'Policy_Sales_Channel_44.0', 'Policy_Sales_Channel_45.0', 'Policy_Sales_Channel_46.0', 'Policy_Sales_Channel_47.0', 'Policy_Sales_Channel_48.0', 'Policy_Sales_Channel_49.0', 'Policy_Sales_Channel_50.0', 'Policy_Sales_Channel_51.0', 'Policy_Sales_Channel_52.0', 'Policy_Sales_Channel_53.0', 'Policy_Sales_Channel_54.0', 'Policy_Sales_Channel_55.0', 'Policy_Sales_Channel_56.0', 'Policy_Sales_Channel_57.0', 'Policy_Sales_Channel_58.0', 'Policy_Sales_Channel_59.0', 'Policy_Sales_Channel_60.0', 'Policy_Sales_Channel_61.0', 'Policy_Sales_Channel_62.0', 'Policy_Sales_Channel_63.0', 'Policy_Sales_Channel_64.0', 'Policy_Sales_Channel_65.0', 'Policy_Sales_Channel_66.0', 'Policy_Sales_Channel_67.0', 'Policy_Sales_Channel_68.0', 'Policy_Sales_Channel_69.0', 'Policy_Sales_Channel_70.0', 'Policy_Sales_Channel_71.0', 'Policy_Sales_Channel_73.0', 'Policy_Sales_Channel_74.0', 'Policy_Sales_Channel_75.0', 'Policy_Sales_Channel_76.0', 'Policy_Sales_Channel_78.0', 'Policy_Sales_Channel_79.0', 'Policy_Sales_Channel_80.0', 'Policy_Sales_Channel_81.0', 'Policy_Sales_Channel_82.0', 'Policy_Sales_Channel_83.0', 'Policy_Sales_Channel_84.0', 'Policy_Sales_Channel_86.0', 'Policy_Sales_Channel_87.0', 'Policy_Sales_Channel_88.0', 'Policy_Sales_Channel_89.0', 'Policy_Sales_Channel_90.0', 'Policy_Sales_Channel_91.0', 'Policy_Sales_Channel_92.0', 'Policy_Sales_Channel_93.0', 'Policy_Sales_Channel_94.0', 'Policy_Sales_Channel_95.0', 'Policy_Sales_Channel_96.0', 'Policy_Sales_Channel_97.0', 'Policy_Sales_Channel_98.0', 'Policy_Sales_Channel_99.0', 'Policy_Sales_Channel_100.0', 'Policy_Sales_Channel_101.0', 'Policy_Sales_Channel_102.0', 'Policy_Sales_Channel_103.0', 'Policy_Sales_Channel_104.0', 'Policy_Sales_Channel_105.0', 'Policy_Sales_Channel_106.0', 'Policy_Sales_Channel_107.0', 'Policy_Sales_Channel_108.0', 'Policy_Sales_Channel_109.0', 'Policy_Sales_Channel_110.0', 'Policy_Sales_Channel_111.0', 'Policy_Sales_Channel_112.0', 'Policy_Sales_Channel_113.0', 'Policy_Sales_Channel_114.0', 'Policy_Sales_Channel_115.0', 'Policy_Sales_Channel_116.0', 'Policy_Sales_Channel_117.0', 'Policy_Sales_Channel_118.0', 'Policy_Sales_Channel_119.0', 'Policy_Sales_Channel_120.0', 'Policy_Sales_Channel_121.0', 'Policy_Sales_Channel_122.0', 'Policy_Sales_Channel_123.0', 'Policy_Sales_Channel_124.0', 'Policy_Sales_Channel_125.0', 'Policy_Sales_Channel_126.0', 'Policy_Sales_Channel_127.0', 'Policy_Sales_Channel_128.0', 'Policy_Sales_Channel_129.0', 'Policy_Sales_Channel_130.0', 'Policy_Sales_Channel_131.0', 'Policy_Sales_Channel_132.0', 'Policy_Sales_Channel_133.0', 'Policy_Sales_Channel_134.0', 'Policy_Sales_Channel_135.0', 'Policy_Sales_Channel_136.0', 'Policy_Sales_Channel_137.0', 'Policy_Sales_Channel_138.0', 'Policy_Sales_Channel_139.0', 'Policy_Sales_Channel_140.0', 'Policy_Sales_Channel_141.0', 'Policy_Sales_Channel_143.0', 'Policy_Sales_Channel_144.0', 'Policy_Sales_Channel_145.0', 'Policy_Sales_Channel_146.0', 'Policy_Sales_Channel_147.0', 'Policy_Sales_Channel_148.0', 'Policy_Sales_Channel_149.0', 'Policy_Sales_Channel_150.0', 'Policy_Sales_Channel_151.0', 'Policy_Sales_Channel_152.0', 'Policy_Sales_Channel_153.0', 'Policy_Sales_Channel_154.0', 'Policy_Sales_Channel_155.0', 'Policy_Sales_Channel_156.0', 'Policy_Sales_Channel_157.0', 'Policy_Sales_Channel_158.0', 'Policy_Sales_Channel_159.0', 'Policy_Sales_Channel_160.0', 'Policy_Sales_Channel_163.0', 'Vintage_11', 'Vintage_12', 'Vintage_13', 'Vintage_14', 'Vintage_15', 'Vintage_16', 'Vintage_17', 'Vintage_18', 'Vintage_19', 'Vintage_20', 'Vintage_21', 'Vintage_22', 'Vintage_23', 'Vintage_24', 'Vintage_25', 'Vintage_26', 'Vintage_27', 'Vintage_28', 'Vintage_29', 'Vintage_30', 'Vintage_31', 'Vintage_32', 'Vintage_33', 'Vintage_34', 'Vintage_35', 'Vintage_36', 'Vintage_37', 'Vintage_38', 'Vintage_39', 'Vintage_40', 'Vintage_41', 'Vintage_42', 'Vintage_43', 'Vintage_44', 'Vintage_45', 'Vintage_46', 'Vintage_47', 'Vintage_48', 'Vintage_49', 'Vintage_50', 'Vintage_51', 'Vintage_52', 'Vintage_53', 'Vintage_54', 'Vintage_55', 'Vintage_56', 'Vintage_57', 'Vintage_58', 'Vintage_59', 'Vintage_60', 'Vintage_61', 'Vintage_62', 'Vintage_63', 'Vintage_64', 'Vintage_65', 'Vintage_66', 'Vintage_67', 'Vintage_68', 'Vintage_69', 'Vintage_70', 'Vintage_71', 'Vintage_72', 'Vintage_73', 'Vintage_74', 'Vintage_75', 'Vintage_76', 'Vintage_77', 'Vintage_78', 'Vintage_79', 'Vintage_80', 'Vintage_81', 'Vintage_82', 'Vintage_83', 'Vintage_84', 'Vintage_85', 'Vintage_86', 'Vintage_87', 'Vintage_88', 'Vintage_89', 'Vintage_90', 'Vintage_91', 'Vintage_92', 'Vintage_93', 'Vintage_94', 'Vintage_95', 'Vintage_96', 'Vintage_97', 'Vintage_98', 'Vintage_99', 'Vintage_100', 'Vintage_101', 'Vintage_102', 'Vintage_103', 'Vintage_104', 'Vintage_105', 'Vintage_106', 'Vintage_107', 'Vintage_108', 'Vintage_109', 'Vintage_110', 'Vintage_111', 'Vintage_112', 'Vintage_113', 'Vintage_114', 'Vintage_115', 'Vintage_116', 'Vintage_117', 'Vintage_118', 'Vintage_119', 'Vintage_120', 'Vintage_121', 'Vintage_122', 'Vintage_123', 'Vintage_124', 'Vintage_125', 'Vintage_126', 'Vintage_127', 'Vintage_128', 'Vintage_129', 'Vintage_130', 'Vintage_131', 'Vintage_132', 'Vintage_133', 'Vintage_134', 'Vintage_135', 'Vintage_136', 'Vintage_137', 'Vintage_138', 'Vintage_139', 'Vintage_140', 'Vintage_141', 'Vintage_142', 'Vintage_143', 'Vintage_144', 'Vintage_145', 'Vintage_146', 'Vintage_147', 'Vintage_148', 'Vintage_149', 'Vintage_150', 'Vintage_151', 'Vintage_152', 'Vintage_153', 'Vintage_154', 'Vintage_155', 'Vintage_156', 'Vintage_157', 'Vintage_158', 'Vintage_159', 'Vintage_160', 'Vintage_161', 'Vintage_162', 'Vintage_163', 'Vintage_164', 'Vintage_165', 'Vintage_166', 'Vintage_167', 'Vintage_168', 'Vintage_169', 'Vintage_170', 'Vintage_171', 'Vintage_172', 'Vintage_173', 'Vintage_174', 'Vintage_175', 'Vintage_176', 'Vintage_177', 'Vintage_178', 'Vintage_179', 'Vintage_180', 'Vintage_181', 'Vintage_182', 'Vintage_183', 'Vintage_184', 'Vintage_185', 'Vintage_186', 'Vintage_187', 'Vintage_188', 'Vintage_189', 'Vintage_190', 'Vintage_191', 'Vintage_192', 'Vintage_193', 'Vintage_194', 'Vintage_195', 'Vintage_196', 'Vintage_197', 'Vintage_198', 'Vintage_199', 'Vintage_200', 'Vintage_201', 'Vintage_202', 'Vintage_203', 'Vintage_204', 'Vintage_205', 'Vintage_206', 'Vintage_207', 'Vintage_208', 'Vintage_209', 'Vintage_210', 'Vintage_211', 'Vintage_212', 'Vintage_213', 'Vintage_214', 'Vintage_215', 'Vintage_216', 'Vintage_217', 'Vintage_218', 'Vintage_219', 'Vintage_220', 'Vintage_221', 'Vintage_222', 'Vintage_223', 'Vintage_224', 'Vintage_225', 'Vintage_226', 'Vintage_227', 'Vintage_228', 'Vintage_229', 'Vintage_230', 'Vintage_231', 'Vintage_232', 'Vintage_233', 'Vintage_234', 'Vintage_235', 'Vintage_236', 'Vintage_237', 'Vintage_238', 'Vintage_239', 'Vintage_240', 'Vintage_241', 'Vintage_242', 'Vintage_243', 'Vintage_244', 'Vintage_245', 'Vintage_246', 'Vintage_247', 'Vintage_248', 'Vintage_249', 'Vintage_250', 'Vintage_251', 'Vintage_252', 'Vintage_253', 'Vintage_254', 'Vintage_255', 'Vintage_256', 'Vintage_257', 'Vintage_258', 'Vintage_259', 'Vintage_260', 'Vintage_261', 'Vintage_262', 'Vintage_263', 'Vintage_264', 'Vintage_265', 'Vintage_266', 'Vintage_267', 'Vintage_268', 'Vintage_269', 'Vintage_270', 'Vintage_271', 'Vintage_272', 'Vintage_273', 'Vintage_274', 'Vintage_275', 'Vintage_276', 'Vintage_277', 'Vintage_278', 'Vintage_279', 'Vintage_280', 'Vintage_281', 'Vintage_282', 'Vintage_283', 'Vintage_284', 'Vintage_285', 'Vintage_286', 'Vintage_287', 'Vintage_288', 'Vintage_289', 'Vintage_290', 'Vintage_291', 'Vintage_292', 'Vintage_293', 'Vintage_294', 'Vintage_295', 'Vintage_296', 'Vintage_297', 'Vintage_298', 'Vintage_299', 'age_bins_30-40', 'age_bins_40-50', 'age_bins_50-60', 'age_bins_60+']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1-Jz35JUqdPF",
        "outputId": "595caf6e-e19f-4569-99d1-2b9cb19a2ad4"
      },
      "source": [
        "tcol=[]\n",
        "for c in test.columns:\n",
        "  tcol.append(c)\n",
        "print(col)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['id', 'Driving_License', 'Annual_Premium', 'Response', 'Gender_Male', 'Region_Code_1.0', 'Region_Code_2.0', 'Region_Code_3.0', 'Region_Code_4.0', 'Region_Code_5.0', 'Region_Code_6.0', 'Region_Code_7.0', 'Region_Code_8.0', 'Region_Code_9.0', 'Region_Code_10.0', 'Region_Code_11.0', 'Region_Code_12.0', 'Region_Code_13.0', 'Region_Code_14.0', 'Region_Code_15.0', 'Region_Code_16.0', 'Region_Code_17.0', 'Region_Code_18.0', 'Region_Code_19.0', 'Region_Code_20.0', 'Region_Code_21.0', 'Region_Code_22.0', 'Region_Code_23.0', 'Region_Code_24.0', 'Region_Code_25.0', 'Region_Code_26.0', 'Region_Code_27.0', 'Region_Code_28.0', 'Region_Code_29.0', 'Region_Code_30.0', 'Region_Code_31.0', 'Region_Code_32.0', 'Region_Code_33.0', 'Region_Code_34.0', 'Region_Code_35.0', 'Region_Code_36.0', 'Region_Code_37.0', 'Region_Code_38.0', 'Region_Code_39.0', 'Region_Code_40.0', 'Region_Code_41.0', 'Region_Code_42.0', 'Region_Code_43.0', 'Region_Code_44.0', 'Region_Code_45.0', 'Region_Code_46.0', 'Region_Code_47.0', 'Region_Code_48.0', 'Region_Code_49.0', 'Region_Code_50.0', 'Region_Code_51.0', 'Region_Code_52.0', 'Previously_Insured_1', 'Vehicle_Age_< 1 Year', 'Vehicle_Age_> 2 Years', 'Vehicle_Damage_Yes', 'Policy_Sales_Channel_2.0', 'Policy_Sales_Channel_3.0', 'Policy_Sales_Channel_4.0', 'Policy_Sales_Channel_6.0', 'Policy_Sales_Channel_7.0', 'Policy_Sales_Channel_8.0', 'Policy_Sales_Channel_9.0', 'Policy_Sales_Channel_10.0', 'Policy_Sales_Channel_11.0', 'Policy_Sales_Channel_12.0', 'Policy_Sales_Channel_13.0', 'Policy_Sales_Channel_14.0', 'Policy_Sales_Channel_15.0', 'Policy_Sales_Channel_16.0', 'Policy_Sales_Channel_17.0', 'Policy_Sales_Channel_18.0', 'Policy_Sales_Channel_19.0', 'Policy_Sales_Channel_20.0', 'Policy_Sales_Channel_21.0', 'Policy_Sales_Channel_22.0', 'Policy_Sales_Channel_23.0', 'Policy_Sales_Channel_24.0', 'Policy_Sales_Channel_25.0', 'Policy_Sales_Channel_26.0', 'Policy_Sales_Channel_27.0', 'Policy_Sales_Channel_28.0', 'Policy_Sales_Channel_29.0', 'Policy_Sales_Channel_30.0', 'Policy_Sales_Channel_31.0', 'Policy_Sales_Channel_32.0', 'Policy_Sales_Channel_33.0', 'Policy_Sales_Channel_34.0', 'Policy_Sales_Channel_35.0', 'Policy_Sales_Channel_36.0', 'Policy_Sales_Channel_37.0', 'Policy_Sales_Channel_38.0', 'Policy_Sales_Channel_39.0', 'Policy_Sales_Channel_40.0', 'Policy_Sales_Channel_41.0', 'Policy_Sales_Channel_42.0', 'Policy_Sales_Channel_43.0', 'Policy_Sales_Channel_44.0', 'Policy_Sales_Channel_45.0', 'Policy_Sales_Channel_46.0', 'Policy_Sales_Channel_47.0', 'Policy_Sales_Channel_48.0', 'Policy_Sales_Channel_49.0', 'Policy_Sales_Channel_50.0', 'Policy_Sales_Channel_51.0', 'Policy_Sales_Channel_52.0', 'Policy_Sales_Channel_53.0', 'Policy_Sales_Channel_54.0', 'Policy_Sales_Channel_55.0', 'Policy_Sales_Channel_56.0', 'Policy_Sales_Channel_57.0', 'Policy_Sales_Channel_58.0', 'Policy_Sales_Channel_59.0', 'Policy_Sales_Channel_60.0', 'Policy_Sales_Channel_61.0', 'Policy_Sales_Channel_62.0', 'Policy_Sales_Channel_63.0', 'Policy_Sales_Channel_64.0', 'Policy_Sales_Channel_65.0', 'Policy_Sales_Channel_66.0', 'Policy_Sales_Channel_67.0', 'Policy_Sales_Channel_68.0', 'Policy_Sales_Channel_69.0', 'Policy_Sales_Channel_70.0', 'Policy_Sales_Channel_71.0', 'Policy_Sales_Channel_73.0', 'Policy_Sales_Channel_74.0', 'Policy_Sales_Channel_75.0', 'Policy_Sales_Channel_76.0', 'Policy_Sales_Channel_78.0', 'Policy_Sales_Channel_79.0', 'Policy_Sales_Channel_80.0', 'Policy_Sales_Channel_81.0', 'Policy_Sales_Channel_82.0', 'Policy_Sales_Channel_83.0', 'Policy_Sales_Channel_84.0', 'Policy_Sales_Channel_86.0', 'Policy_Sales_Channel_87.0', 'Policy_Sales_Channel_88.0', 'Policy_Sales_Channel_89.0', 'Policy_Sales_Channel_90.0', 'Policy_Sales_Channel_91.0', 'Policy_Sales_Channel_92.0', 'Policy_Sales_Channel_93.0', 'Policy_Sales_Channel_94.0', 'Policy_Sales_Channel_95.0', 'Policy_Sales_Channel_96.0', 'Policy_Sales_Channel_97.0', 'Policy_Sales_Channel_98.0', 'Policy_Sales_Channel_99.0', 'Policy_Sales_Channel_100.0', 'Policy_Sales_Channel_101.0', 'Policy_Sales_Channel_102.0', 'Policy_Sales_Channel_103.0', 'Policy_Sales_Channel_104.0', 'Policy_Sales_Channel_105.0', 'Policy_Sales_Channel_106.0', 'Policy_Sales_Channel_107.0', 'Policy_Sales_Channel_108.0', 'Policy_Sales_Channel_109.0', 'Policy_Sales_Channel_110.0', 'Policy_Sales_Channel_111.0', 'Policy_Sales_Channel_112.0', 'Policy_Sales_Channel_113.0', 'Policy_Sales_Channel_114.0', 'Policy_Sales_Channel_115.0', 'Policy_Sales_Channel_116.0', 'Policy_Sales_Channel_117.0', 'Policy_Sales_Channel_118.0', 'Policy_Sales_Channel_119.0', 'Policy_Sales_Channel_120.0', 'Policy_Sales_Channel_121.0', 'Policy_Sales_Channel_122.0', 'Policy_Sales_Channel_123.0', 'Policy_Sales_Channel_124.0', 'Policy_Sales_Channel_125.0', 'Policy_Sales_Channel_126.0', 'Policy_Sales_Channel_127.0', 'Policy_Sales_Channel_128.0', 'Policy_Sales_Channel_129.0', 'Policy_Sales_Channel_130.0', 'Policy_Sales_Channel_131.0', 'Policy_Sales_Channel_132.0', 'Policy_Sales_Channel_133.0', 'Policy_Sales_Channel_134.0', 'Policy_Sales_Channel_135.0', 'Policy_Sales_Channel_136.0', 'Policy_Sales_Channel_137.0', 'Policy_Sales_Channel_138.0', 'Policy_Sales_Channel_139.0', 'Policy_Sales_Channel_140.0', 'Policy_Sales_Channel_141.0', 'Policy_Sales_Channel_143.0', 'Policy_Sales_Channel_144.0', 'Policy_Sales_Channel_145.0', 'Policy_Sales_Channel_146.0', 'Policy_Sales_Channel_147.0', 'Policy_Sales_Channel_148.0', 'Policy_Sales_Channel_149.0', 'Policy_Sales_Channel_150.0', 'Policy_Sales_Channel_151.0', 'Policy_Sales_Channel_152.0', 'Policy_Sales_Channel_153.0', 'Policy_Sales_Channel_154.0', 'Policy_Sales_Channel_155.0', 'Policy_Sales_Channel_156.0', 'Policy_Sales_Channel_157.0', 'Policy_Sales_Channel_158.0', 'Policy_Sales_Channel_159.0', 'Policy_Sales_Channel_160.0', 'Policy_Sales_Channel_163.0', 'Vintage_11', 'Vintage_12', 'Vintage_13', 'Vintage_14', 'Vintage_15', 'Vintage_16', 'Vintage_17', 'Vintage_18', 'Vintage_19', 'Vintage_20', 'Vintage_21', 'Vintage_22', 'Vintage_23', 'Vintage_24', 'Vintage_25', 'Vintage_26', 'Vintage_27', 'Vintage_28', 'Vintage_29', 'Vintage_30', 'Vintage_31', 'Vintage_32', 'Vintage_33', 'Vintage_34', 'Vintage_35', 'Vintage_36', 'Vintage_37', 'Vintage_38', 'Vintage_39', 'Vintage_40', 'Vintage_41', 'Vintage_42', 'Vintage_43', 'Vintage_44', 'Vintage_45', 'Vintage_46', 'Vintage_47', 'Vintage_48', 'Vintage_49', 'Vintage_50', 'Vintage_51', 'Vintage_52', 'Vintage_53', 'Vintage_54', 'Vintage_55', 'Vintage_56', 'Vintage_57', 'Vintage_58', 'Vintage_59', 'Vintage_60', 'Vintage_61', 'Vintage_62', 'Vintage_63', 'Vintage_64', 'Vintage_65', 'Vintage_66', 'Vintage_67', 'Vintage_68', 'Vintage_69', 'Vintage_70', 'Vintage_71', 'Vintage_72', 'Vintage_73', 'Vintage_74', 'Vintage_75', 'Vintage_76', 'Vintage_77', 'Vintage_78', 'Vintage_79', 'Vintage_80', 'Vintage_81', 'Vintage_82', 'Vintage_83', 'Vintage_84', 'Vintage_85', 'Vintage_86', 'Vintage_87', 'Vintage_88', 'Vintage_89', 'Vintage_90', 'Vintage_91', 'Vintage_92', 'Vintage_93', 'Vintage_94', 'Vintage_95', 'Vintage_96', 'Vintage_97', 'Vintage_98', 'Vintage_99', 'Vintage_100', 'Vintage_101', 'Vintage_102', 'Vintage_103', 'Vintage_104', 'Vintage_105', 'Vintage_106', 'Vintage_107', 'Vintage_108', 'Vintage_109', 'Vintage_110', 'Vintage_111', 'Vintage_112', 'Vintage_113', 'Vintage_114', 'Vintage_115', 'Vintage_116', 'Vintage_117', 'Vintage_118', 'Vintage_119', 'Vintage_120', 'Vintage_121', 'Vintage_122', 'Vintage_123', 'Vintage_124', 'Vintage_125', 'Vintage_126', 'Vintage_127', 'Vintage_128', 'Vintage_129', 'Vintage_130', 'Vintage_131', 'Vintage_132', 'Vintage_133', 'Vintage_134', 'Vintage_135', 'Vintage_136', 'Vintage_137', 'Vintage_138', 'Vintage_139', 'Vintage_140', 'Vintage_141', 'Vintage_142', 'Vintage_143', 'Vintage_144', 'Vintage_145', 'Vintage_146', 'Vintage_147', 'Vintage_148', 'Vintage_149', 'Vintage_150', 'Vintage_151', 'Vintage_152', 'Vintage_153', 'Vintage_154', 'Vintage_155', 'Vintage_156', 'Vintage_157', 'Vintage_158', 'Vintage_159', 'Vintage_160', 'Vintage_161', 'Vintage_162', 'Vintage_163', 'Vintage_164', 'Vintage_165', 'Vintage_166', 'Vintage_167', 'Vintage_168', 'Vintage_169', 'Vintage_170', 'Vintage_171', 'Vintage_172', 'Vintage_173', 'Vintage_174', 'Vintage_175', 'Vintage_176', 'Vintage_177', 'Vintage_178', 'Vintage_179', 'Vintage_180', 'Vintage_181', 'Vintage_182', 'Vintage_183', 'Vintage_184', 'Vintage_185', 'Vintage_186', 'Vintage_187', 'Vintage_188', 'Vintage_189', 'Vintage_190', 'Vintage_191', 'Vintage_192', 'Vintage_193', 'Vintage_194', 'Vintage_195', 'Vintage_196', 'Vintage_197', 'Vintage_198', 'Vintage_199', 'Vintage_200', 'Vintage_201', 'Vintage_202', 'Vintage_203', 'Vintage_204', 'Vintage_205', 'Vintage_206', 'Vintage_207', 'Vintage_208', 'Vintage_209', 'Vintage_210', 'Vintage_211', 'Vintage_212', 'Vintage_213', 'Vintage_214', 'Vintage_215', 'Vintage_216', 'Vintage_217', 'Vintage_218', 'Vintage_219', 'Vintage_220', 'Vintage_221', 'Vintage_222', 'Vintage_223', 'Vintage_224', 'Vintage_225', 'Vintage_226', 'Vintage_227', 'Vintage_228', 'Vintage_229', 'Vintage_230', 'Vintage_231', 'Vintage_232', 'Vintage_233', 'Vintage_234', 'Vintage_235', 'Vintage_236', 'Vintage_237', 'Vintage_238', 'Vintage_239', 'Vintage_240', 'Vintage_241', 'Vintage_242', 'Vintage_243', 'Vintage_244', 'Vintage_245', 'Vintage_246', 'Vintage_247', 'Vintage_248', 'Vintage_249', 'Vintage_250', 'Vintage_251', 'Vintage_252', 'Vintage_253', 'Vintage_254', 'Vintage_255', 'Vintage_256', 'Vintage_257', 'Vintage_258', 'Vintage_259', 'Vintage_260', 'Vintage_261', 'Vintage_262', 'Vintage_263', 'Vintage_264', 'Vintage_265', 'Vintage_266', 'Vintage_267', 'Vintage_268', 'Vintage_269', 'Vintage_270', 'Vintage_271', 'Vintage_272', 'Vintage_273', 'Vintage_274', 'Vintage_275', 'Vintage_276', 'Vintage_277', 'Vintage_278', 'Vintage_279', 'Vintage_280', 'Vintage_281', 'Vintage_282', 'Vintage_283', 'Vintage_284', 'Vintage_285', 'Vintage_286', 'Vintage_287', 'Vintage_288', 'Vintage_289', 'Vintage_290', 'Vintage_291', 'Vintage_292', 'Vintage_293', 'Vintage_294', 'Vintage_295', 'Vintage_296', 'Vintage_297', 'Vintage_298', 'Vintage_299', 'age_bins_30-40', 'age_bins_40-50', 'age_bins_50-60', 'age_bins_60+']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5zOpirqysJr7",
        "outputId": "f59f1515-7c8a-4349-84d5-45c5f1a87905"
      },
      "source": [
        "list(set(col) - set(tcol))"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Policy_Sales_Channel_143.0',\n",
              " 'Policy_Sales_Channel_141.0',\n",
              " 'Policy_Sales_Channel_41.0',\n",
              " 'Policy_Sales_Channel_76.0',\n",
              " 'age_bins_30-40',\n",
              " 'Policy_Sales_Channel_149.0',\n",
              " 'Policy_Sales_Channel_144.0',\n",
              " 'age_bins_40-50',\n",
              " 'Policy_Sales_Channel_75.0',\n",
              " 'Policy_Sales_Channel_57.0',\n",
              " 'age_bins_60+',\n",
              " 'Policy_Sales_Channel_67.0',\n",
              " 'Policy_Sales_Channel_2.0',\n",
              " 'age_bins_50-60',\n",
              " 'Policy_Sales_Channel_101.0',\n",
              " 'Policy_Sales_Channel_27.0',\n",
              " 'Policy_Sales_Channel_84.0',\n",
              " 'Policy_Sales_Channel_80.0',\n",
              " 'Policy_Sales_Channel_6.0',\n",
              " 'Policy_Sales_Channel_33.0',\n",
              " 'Policy_Sales_Channel_79.0',\n",
              " 'Policy_Sales_Channel_81.0',\n",
              " 'Policy_Sales_Channel_43.0',\n",
              " 'Policy_Sales_Channel_123.0',\n",
              " 'Policy_Sales_Channel_74.0',\n",
              " 'Policy_Sales_Channel_83.0']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_HBYXmVBGSs6"
      },
      "source": [
        "\n",
        "tr_id = train.pop('id')\n",
        "te_id = test.pop('id')"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jxnB2K_MGSv8"
      },
      "source": [
        "train_copy = train.copy()\n",
        "test_copy = test.copy()"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7hfQiNooGSy6"
      },
      "source": [
        "#Remove the response\n",
        "#res = train.pop('Response')"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5KUkXm6AGS2G",
        "outputId": "7f1bf38c-ab19-43c2-f886-c54bdfd23648"
      },
      "source": [
        "train.shape , test.shape"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((460427, 508), (78273, 483))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VzUvZTrzGS5V"
      },
      "source": [
        "trn_driving_lic = train.pop('Driving_License')\n",
        "test_driving_lic = test.pop('Driving_License')\n"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x9JTsi0RGS8C",
        "outputId": "fe6949b5-7409-4fb5-c668-5faf6a721a97"
      },
      "source": [
        "train.shape , test.shape"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((460427, 507), (78273, 482))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "id": "l4YpNSNlftr_",
        "outputId": "9551b9f8-4faa-46f3-e395-91d992a84977"
      },
      "source": [
        "train.head(5)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Annual_Premium</th>\n",
              "      <th>Response</th>\n",
              "      <th>Gender_Male</th>\n",
              "      <th>Region_Code_1.0</th>\n",
              "      <th>Region_Code_2.0</th>\n",
              "      <th>Region_Code_3.0</th>\n",
              "      <th>Region_Code_4.0</th>\n",
              "      <th>Region_Code_5.0</th>\n",
              "      <th>Region_Code_6.0</th>\n",
              "      <th>Region_Code_7.0</th>\n",
              "      <th>Region_Code_8.0</th>\n",
              "      <th>Region_Code_9.0</th>\n",
              "      <th>Region_Code_10.0</th>\n",
              "      <th>Region_Code_11.0</th>\n",
              "      <th>Region_Code_12.0</th>\n",
              "      <th>Region_Code_13.0</th>\n",
              "      <th>Region_Code_14.0</th>\n",
              "      <th>Region_Code_15.0</th>\n",
              "      <th>Region_Code_16.0</th>\n",
              "      <th>Region_Code_17.0</th>\n",
              "      <th>Region_Code_18.0</th>\n",
              "      <th>Region_Code_19.0</th>\n",
              "      <th>Region_Code_20.0</th>\n",
              "      <th>Region_Code_21.0</th>\n",
              "      <th>Region_Code_22.0</th>\n",
              "      <th>Region_Code_23.0</th>\n",
              "      <th>Region_Code_24.0</th>\n",
              "      <th>Region_Code_25.0</th>\n",
              "      <th>Region_Code_26.0</th>\n",
              "      <th>Region_Code_27.0</th>\n",
              "      <th>Region_Code_28.0</th>\n",
              "      <th>Region_Code_29.0</th>\n",
              "      <th>Region_Code_30.0</th>\n",
              "      <th>Region_Code_31.0</th>\n",
              "      <th>Region_Code_32.0</th>\n",
              "      <th>Region_Code_33.0</th>\n",
              "      <th>Region_Code_34.0</th>\n",
              "      <th>Region_Code_35.0</th>\n",
              "      <th>Region_Code_36.0</th>\n",
              "      <th>Region_Code_37.0</th>\n",
              "      <th>...</th>\n",
              "      <th>Vintage_264</th>\n",
              "      <th>Vintage_265</th>\n",
              "      <th>Vintage_266</th>\n",
              "      <th>Vintage_267</th>\n",
              "      <th>Vintage_268</th>\n",
              "      <th>Vintage_269</th>\n",
              "      <th>Vintage_270</th>\n",
              "      <th>Vintage_271</th>\n",
              "      <th>Vintage_272</th>\n",
              "      <th>Vintage_273</th>\n",
              "      <th>Vintage_274</th>\n",
              "      <th>Vintage_275</th>\n",
              "      <th>Vintage_276</th>\n",
              "      <th>Vintage_277</th>\n",
              "      <th>Vintage_278</th>\n",
              "      <th>Vintage_279</th>\n",
              "      <th>Vintage_280</th>\n",
              "      <th>Vintage_281</th>\n",
              "      <th>Vintage_282</th>\n",
              "      <th>Vintage_283</th>\n",
              "      <th>Vintage_284</th>\n",
              "      <th>Vintage_285</th>\n",
              "      <th>Vintage_286</th>\n",
              "      <th>Vintage_287</th>\n",
              "      <th>Vintage_288</th>\n",
              "      <th>Vintage_289</th>\n",
              "      <th>Vintage_290</th>\n",
              "      <th>Vintage_291</th>\n",
              "      <th>Vintage_292</th>\n",
              "      <th>Vintage_293</th>\n",
              "      <th>Vintage_294</th>\n",
              "      <th>Vintage_295</th>\n",
              "      <th>Vintage_296</th>\n",
              "      <th>Vintage_297</th>\n",
              "      <th>Vintage_298</th>\n",
              "      <th>Vintage_299</th>\n",
              "      <th>age_bins_30-40</th>\n",
              "      <th>age_bins_40-50</th>\n",
              "      <th>age_bins_50-60</th>\n",
              "      <th>age_bins_60+</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2630.0</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
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              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 507 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   Annual_Premium  Response  ...  age_bins_50-60  age_bins_60+\n",
              "0          2630.0         0  ...               0             0\n",
              "1         43327.0         0  ...               0             0\n",
              "2         35841.0         0  ...               0             1\n",
              "3         27645.0         0  ...               0             0\n",
              "4         29023.0         0  ...               0             0\n",
              "\n",
              "[5 rows x 507 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 244
        },
        "id": "dXqCclJIfkQm",
        "outputId": "afe833cd-9de8-481f-95cd-0c46c587bdaf"
      },
      "source": [
        "test.head(5)"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>28</td>\n",
              "      <td>40507.0</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",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>24</td>\n",
              "      <td>36783.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <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>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</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>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>0</td>\n",
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              "      <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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <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",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 482 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   Age  Annual_Premium  Response  ...  Vintage_297  Vintage_298  Vintage_299\n",
              "0   34         38244.0         0  ...            0            0            0\n",
              "1   55         37577.0         0  ...            0            0            0\n",
              "2   39         24578.0         0  ...            0            0            0\n",
              "3   28         40507.0         0  ...            0            0            0\n",
              "4   24         36783.0         0  ...            0            0            0\n",
              "\n",
              "[5 rows x 482 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QKxYd7DgGS_G"
      },
      "source": [
        "# Use a utility from sklearn to split and shuffle our dataset.\n",
        "train_df, test_df = train_test_split(train, test_size = 0.2)\n",
        "train_df, val_df = train_test_split(train_df, test_size=0.2)\n",
        "\n",
        "# Form np arrays of labels and features.\n",
        "train_labels = np.array(train_df.pop('Response'))\n",
        "bool_train_labels = train_labels != 0\n",
        "val_labels = np.array(val_df.pop('Response'))\n",
        "test_labels = np.array(test_df.pop('Response'))\n",
        "#test_labels = data\n",
        "\n",
        "train_features = np.array(train_df)\n",
        "val_features = np.array(val_df)\n",
        "test_features = np.array(test_df)"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ao95YrSIifRD",
        "outputId": "9efdec8d-0603-4ece-e4ef-14ba3b281776"
      },
      "source": [
        "test_features"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[3.7393e+04, 1.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00,\n",
              "        1.0000e+00],\n",
              "       [3.6102e+04, 0.0000e+00, 0.0000e+00, ..., 1.0000e+00, 0.0000e+00,\n",
              "        0.0000e+00],\n",
              "       [2.6300e+03, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00,\n",
              "        0.0000e+00],\n",
              "       ...,\n",
              "       [3.7504e+04, 1.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00,\n",
              "        0.0000e+00],\n",
              "       [2.6300e+03, 0.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00,\n",
              "        1.0000e+00],\n",
              "       [4.9961e+04, 1.0000e+00, 0.0000e+00, ..., 0.0000e+00, 0.0000e+00,\n",
              "        1.0000e+00]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pQpKeAfAGTCM",
        "outputId": "3730a9cf-9daf-45e4-807d-36d2f1550f2c"
      },
      "source": [
        "scaler = StandardScaler()\n",
        "train_features = scaler.fit_transform(train_features)\n",
        "val_features = scaler.transform(val_features)\n",
        "test_features = scaler.transform(test_features)\n",
        "\n",
        "train_features = np.clip(train_features, -5, 5)\n",
        "val_features = np.clip(val_features, -5, 5)\n",
        "test_features = np.clip(test_features, -5, 5)\n",
        "\n",
        "\n",
        "print('Training labels shape:', train_labels.shape)\n",
        "print('Validation labels shape:', val_labels.shape)\n",
        "print('Test labels shape:', test_labels.shape)\n",
        "\n",
        "print('Training features shape:', train_features.shape)\n",
        "print('Validation features shape:', val_features.shape)\n",
        "print('Test features shape:', test_features.shape)\n"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Training labels shape: (294672,)\n",
            "Validation labels shape: (73669,)\n",
            "Test labels shape: (92086,)\n",
            "Training features shape: (294672, 506)\n",
            "Validation features shape: (73669, 506)\n",
            "Test features shape: (92086, 506)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q5ernhQTGTFN"
      },
      "source": [
        "pos_df = pd.DataFrame(train_features[ bool_train_labels], columns=train_df.columns)\n",
        "neg_df = pd.DataFrame(train_features[~bool_train_labels], columns=train_df.columns)\n",
        "\n"
      ],
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i5Ra4uCbGTIF"
      },
      "source": [
        "METRICS = [\n",
        "      keras.metrics.TruePositives(name='tp'),\n",
        "      keras.metrics.FalsePositives(name='fp'),\n",
        "      keras.metrics.TrueNegatives(name='tn'),\n",
        "      keras.metrics.FalseNegatives(name='fn'), \n",
        "      keras.metrics.BinaryAccuracy(name='accuracy'),\n",
        "      keras.metrics.Precision(name='precision'),\n",
        "      keras.metrics.Recall(name='recall'),\n",
        "      keras.metrics.AUC(name='auc'),\n",
        "]\n",
        "\n",
        "def make_model(metrics=METRICS, output_bias=None):\n",
        "  if output_bias is not None:\n",
        "    output_bias = tf.keras.initializers.Constant(output_bias)\n",
        "  model = keras.Sequential([\n",
        "      keras.layers.Dense(\n",
        "          16, activation='relu',\n",
        "          input_shape=(train_features.shape[-1],)),\n",
        "      keras.layers.Dropout(0.5),\n",
        "      keras.layers.Dense(1, activation='sigmoid',\n",
        "                         bias_initializer=output_bias),\n",
        "  ])\n",
        "\n",
        "  model.compile(\n",
        "      optimizer=keras.optimizers.Adam(lr=1e-3),\n",
        "      loss=keras.losses.BinaryCrossentropy(),\n",
        "      metrics=metrics)\n",
        "\n",
        "  return model"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ehNIBrWFh2K1"
      },
      "source": [
        "EPOCHS = 100\n",
        "BATCH_SIZE = 2048\n",
        "\n",
        "early_stopping = tf.keras.callbacks.EarlyStopping(\n",
        "    monitor='val_auc', \n",
        "    verbose=1,\n",
        "    patience=10,\n",
        "    mode='max',\n",
        "    restore_best_weights=True)"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ehTYq33Ah2OT",
        "outputId": "06a24bff-bef9-4acf-aff1-95f31aff8870"
      },
      "source": [
        "model = make_model()\n",
        "model.summary()"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense (Dense)                (None, 16)                8112      \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 16)                0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 1)                 17        \n",
            "=================================================================\n",
            "Total params: 8,129\n",
            "Trainable params: 8,129\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cfrNsLTVh2Ri",
        "outputId": "ced9eb04-4ffc-4620-8ebb-7be0bb020b01"
      },
      "source": [
        "model.predict(train_features[:10])"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.3756007 ],\n",
              "       [0.5010538 ],\n",
              "       [0.5214831 ],\n",
              "       [0.3067959 ],\n",
              "       [0.4771784 ],\n",
              "       [0.5884403 ],\n",
              "       [0.33374265],\n",
              "       [0.530706  ],\n",
              "       [0.25271487],\n",
              "       [0.41610572]], dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2CzL0PO0h2Uf",
        "outputId": "e350c41f-51d5-407a-d47d-8996b45627a0"
      },
      "source": [
        "results = model.evaluate(train_features, train_labels, batch_size=BATCH_SIZE, verbose=0)\n",
        "print(\"Loss: {:0.4f}\".format(results[0]))"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loss: 0.6477\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gTOKVMYMh2Xj",
        "outputId": "4efc317f-ffc9-4693-9b17-158e9d1f2811"
      },
      "source": [
        "initial_bias = np.log([yes/no])\n",
        "initial_bias"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([-1.63020488])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fBbUTk-Vh2ae",
        "outputId": "9eba12a8-d293-4c08-843a-8b46d21e689c"
      },
      "source": [
        "model = make_model(output_bias=initial_bias)\n",
        "model.predict(train_features[:10])"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0.15043706],\n",
              "       [0.20381227],\n",
              "       [0.32119846],\n",
              "       [0.11890748],\n",
              "       [0.09572443],\n",
              "       [0.1782755 ],\n",
              "       [0.12595093],\n",
              "       [0.12549001],\n",
              "       [0.13781652],\n",
              "       [0.23668042]], dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jVu3QkmHh2dl",
        "outputId": "5a2422ea-1b73-4ddf-df78-cb60907dc350"
      },
      "source": [
        "results = model.evaluate(train_features, train_labels, batch_size=BATCH_SIZE, verbose=0)\n",
        "print(\"Loss: {:0.4f}\".format(results[0]))"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Loss: 0.4573\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j4v3ySk9GTLE"
      },
      "source": [
        "initial_weights = os.path.join(tempfile.mkdtemp(), 'initial_weights')\n",
        "model.save_weights(initial_weights)"
      ],
      "execution_count": 54,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Lsi2ivDoGTOL"
      },
      "source": [
        "model = make_model()\n",
        "model.load_weights(initial_weights)\n",
        "model.layers[-1].bias.assign([0.0])\n",
        "zero_bias_history = model.fit(\n",
        "    train_features,\n",
        "    train_labels,\n",
        "    batch_size=BATCH_SIZE,\n",
        "    epochs=20,\n",
        "    validation_data=(val_features, val_labels), \n",
        "    verbose=0)"
      ],
      "execution_count": 55,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l2OtQU91GTRT"
      },
      "source": [
        "model = make_model()\n",
        "model.load_weights(initial_weights)\n",
        "careful_bias_history = model.fit(\n",
        "    train_features,\n",
        "    train_labels,\n",
        "    batch_size=BATCH_SIZE,\n",
        "    epochs=20,\n",
        "    validation_data=(val_features, val_labels), \n",
        "    verbose=0)"
      ],
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TFJCGNoyGTUY"
      },
      "source": [
        "def plot_loss(history, label, n):\n",
        "  # Use a log scale on y-axis to show the wide range of values.\n",
        "  plt.semilogy(history.epoch, history.history['loss'],\n",
        "               color=colors[n], label='Train ' + label)\n",
        "  plt.semilogy(history.epoch, history.history['val_loss'],\n",
        "               color=colors[n], label='Val ' + label,\n",
        "               linestyle=\"--\")\n",
        "  plt.xlabel('Epoch')\n",
        "  plt.ylabel('Loss')"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "xcKCoZNmGTX0",
        "outputId": "49e13db6-c5ac-4910-8d45-75421e6242be"
      },
      "source": [
        "plot_loss(zero_bias_history, \"Zero Bias\", 0)\n",
        "plot_loss(careful_bias_history, \"Careful Bias\", 1)"
      ],
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FRgcSsenGTac",
        "outputId": "c0fbbc84-2419-4b90-f19e-0d4bce576560"
      },
      "source": [
        "model = make_model()\n",
        "#model.load_weights(initial_weights)\n",
        "baseline_history = model.fit(\n",
        "    train_features,\n",
        "    train_labels,\n",
        "    batch_size=BATCH_SIZE,\n",
        "    epochs=EPOCHS,\n",
        "    callbacks=[early_stopping],\n",
        "    validation_data=(val_features, val_labels))"
      ],
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "144/144 [==============================] - 6s 26ms/step - loss: 0.4408 - tp: 3774.1103 - fp: 4150.9931 - tn: 182496.5379 - fn: 32733.9241 - accuracy: 0.8347 - precision: 0.4760 - recall: 0.1143 - auc: 0.7896 - val_loss: 0.3200 - val_tp: 753.0000 - val_fp: 676.0000 - val_tn: 60976.0000 - val_fn: 11264.0000 - val_accuracy: 0.8379 - val_precision: 0.5269 - val_recall: 0.0627 - val_auc: 0.8682\n",
            "Epoch 2/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.3292 - tp: 4733.2621 - fp: 4495.3310 - tn: 120496.3862 - fn: 19761.5862 - accuracy: 0.8377 - precision: 0.5118 - recall: 0.1857 - auc: 0.8532 - val_loss: 0.2925 - val_tp: 1768.0000 - val_fp: 1492.0000 - val_tn: 60160.0000 - val_fn: 10249.0000 - val_accuracy: 0.8406 - val_precision: 0.5423 - val_recall: 0.1471 - val_auc: 0.8852\n",
            "Epoch 3/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.3051 - tp: 5883.1172 - fp: 5408.5448 - tn: 119715.0414 - fn: 18479.8621 - accuracy: 0.8405 - precision: 0.5191 - recall: 0.2389 - auc: 0.8735 - val_loss: 0.2834 - val_tp: 2116.0000 - val_fp: 1812.0000 - val_tn: 59840.0000 - val_fn: 9901.0000 - val_accuracy: 0.8410 - val_precision: 0.5387 - val_recall: 0.1761 - val_auc: 0.8898\n",
            "Epoch 4/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2970 - tp: 6024.6828 - fp: 5502.2414 - tn: 119561.4276 - fn: 18398.2138 - accuracy: 0.8404 - precision: 0.5225 - recall: 0.2468 - auc: 0.8793 - val_loss: 0.2802 - val_tp: 2326.0000 - val_fp: 1974.0000 - val_tn: 59678.0000 - val_fn: 9691.0000 - val_accuracy: 0.8417 - val_precision: 0.5409 - val_recall: 0.1936 - val_auc: 0.8906\n",
            "Epoch 5/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2924 - tp: 6320.2759 - fp: 5580.0414 - tn: 119419.6345 - fn: 18166.6138 - accuracy: 0.8411 - precision: 0.5285 - recall: 0.2565 - auc: 0.8823 - val_loss: 0.2788 - val_tp: 2153.0000 - val_fp: 1815.0000 - val_tn: 59837.0000 - val_fn: 9864.0000 - val_accuracy: 0.8415 - val_precision: 0.5426 - val_recall: 0.1792 - val_auc: 0.8914\n",
            "Epoch 6/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2896 - tp: 6254.0483 - fp: 5536.2483 - tn: 119525.7310 - fn: 18170.5379 - accuracy: 0.8415 - precision: 0.5302 - recall: 0.2550 - auc: 0.8840 - val_loss: 0.2781 - val_tp: 2778.0000 - val_fp: 2306.0000 - val_tn: 59346.0000 - val_fn: 9239.0000 - val_accuracy: 0.8433 - val_precision: 0.5464 - val_recall: 0.2312 - val_auc: 0.8911\n",
            "Epoch 7/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2895 - tp: 6360.9655 - fp: 5534.6552 - tn: 119404.7586 - fn: 18186.1862 - accuracy: 0.8413 - precision: 0.5351 - recall: 0.2595 - auc: 0.8845 - val_loss: 0.2782 - val_tp: 2466.0000 - val_fp: 2080.0000 - val_tn: 59572.0000 - val_fn: 9551.0000 - val_accuracy: 0.8421 - val_precision: 0.5425 - val_recall: 0.2052 - val_auc: 0.8910\n",
            "Epoch 8/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2872 - tp: 6433.1172 - fp: 5557.0759 - tn: 119499.4897 - fn: 17996.8828 - accuracy: 0.8425 - precision: 0.5365 - recall: 0.2646 - auc: 0.8858 - val_loss: 0.2778 - val_tp: 2818.0000 - val_fp: 2381.0000 - val_tn: 59271.0000 - val_fn: 9199.0000 - val_accuracy: 0.8428 - val_precision: 0.5420 - val_recall: 0.2345 - val_auc: 0.8912\n",
            "Epoch 9/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2861 - tp: 6594.9172 - fp: 5690.3379 - tn: 119300.1379 - fn: 17901.1724 - accuracy: 0.8423 - precision: 0.5373 - recall: 0.2720 - auc: 0.8871 - val_loss: 0.2780 - val_tp: 2407.0000 - val_fp: 2016.0000 - val_tn: 59636.0000 - val_fn: 9610.0000 - val_accuracy: 0.8422 - val_precision: 0.5442 - val_recall: 0.2003 - val_auc: 0.8910\n",
            "Epoch 10/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2859 - tp: 6244.9862 - fp: 5640.2345 - tn: 119347.2138 - fn: 18254.1310 - accuracy: 0.8401 - precision: 0.5238 - recall: 0.2537 - auc: 0.8863 - val_loss: 0.2778 - val_tp: 2528.0000 - val_fp: 2120.0000 - val_tn: 59532.0000 - val_fn: 9489.0000 - val_accuracy: 0.8424 - val_precision: 0.5439 - val_recall: 0.2104 - val_auc: 0.8911\n",
            "Epoch 11/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2861 - tp: 6522.9103 - fp: 5627.8483 - tn: 119338.1724 - fn: 17997.6345 - accuracy: 0.8421 - precision: 0.5377 - recall: 0.2659 - auc: 0.8868 - val_loss: 0.2777 - val_tp: 2553.0000 - val_fp: 2162.0000 - val_tn: 59490.0000 - val_fn: 9464.0000 - val_accuracy: 0.8422 - val_precision: 0.5415 - val_recall: 0.2124 - val_auc: 0.8912\n",
            "Epoch 12/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2848 - tp: 6584.8000 - fp: 5759.3103 - tn: 119175.9793 - fn: 17966.4759 - accuracy: 0.8416 - precision: 0.5341 - recall: 0.2690 - auc: 0.8882 - val_loss: 0.2781 - val_tp: 2029.0000 - val_fp: 1695.0000 - val_tn: 59957.0000 - val_fn: 9988.0000 - val_accuracy: 0.8414 - val_precision: 0.5448 - val_recall: 0.1688 - val_auc: 0.8912\n",
            "Epoch 13/100\n",
            "144/144 [==============================] - 2s 16ms/step - loss: 0.2843 - tp: 6584.2690 - fp: 5561.7517 - tn: 119471.7103 - fn: 17868.8345 - accuracy: 0.8436 - precision: 0.5455 - recall: 0.2689 - auc: 0.8885 - val_loss: 0.2778 - val_tp: 2663.0000 - val_fp: 2286.0000 - val_tn: 59366.0000 - val_fn: 9354.0000 - val_accuracy: 0.8420 - val_precision: 0.5381 - val_recall: 0.2216 - val_auc: 0.8911\n",
            "Epoch 14/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2851 - tp: 6421.3034 - fp: 5538.8000 - tn: 119433.7310 - fn: 18092.7310 - accuracy: 0.8420 - precision: 0.5356 - recall: 0.2586 - auc: 0.8873 - val_loss: 0.2778 - val_tp: 2426.0000 - val_fp: 2014.0000 - val_tn: 59638.0000 - val_fn: 9591.0000 - val_accuracy: 0.8425 - val_precision: 0.5464 - val_recall: 0.2019 - val_auc: 0.8912\n",
            "Epoch 15/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.2845 - tp: 6553.3517 - fp: 5589.8483 - tn: 119359.5655 - fn: 17983.8000 - accuracy: 0.8430 - precision: 0.5418 - recall: 0.2678 - auc: 0.8882 - val_loss: 0.2776 - val_tp: 2808.0000 - val_fp: 2359.0000 - val_tn: 59293.0000 - val_fn: 9209.0000 - val_accuracy: 0.8430 - val_precision: 0.5434 - val_recall: 0.2337 - val_auc: 0.8912\n",
            "Restoring model weights from the end of the best epoch.\n",
            "Epoch 00015: early stopping\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vi8pK44MGTdX"
      },
      "source": [
        "def plot_metrics(history):\n",
        "  metrics = ['loss', 'auc', 'precision', 'recall']\n",
        "  for n, metric in enumerate(metrics):\n",
        "    name = metric.replace(\"_\",\" \").capitalize()\n",
        "    plt.subplot(2,2,n+1)\n",
        "    plt.plot(history.epoch, history.history[metric], color=colors[0], label='Train')\n",
        "    plt.plot(history.epoch, history.history['val_'+metric],\n",
        "             color=colors[0], linestyle=\"--\", label='Val')\n",
        "    plt.xlabel('Epoch')\n",
        "    plt.ylabel(name)\n",
        "    if metric == 'loss':\n",
        "      plt.ylim([0, plt.ylim()[1]])\n",
        "    elif metric == 'auc':\n",
        "      plt.ylim([0.8,1])\n",
        "    else:\n",
        "      plt.ylim([0,1])\n",
        "\n",
        "    plt.legend()"
      ],
      "execution_count": 60,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 631
        },
        "id": "RuulKUgoGTga",
        "outputId": "b16842d2-8743-40c5-fce0-6f26001f3247"
      },
      "source": [
        "plot_metrics(baseline_history)"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7XFhgjy0GTjS"
      },
      "source": [
        "train_predictions_baseline = model.predict(train_features, batch_size=BATCH_SIZE)\n",
        "test_predictions_baseline = model.predict(test_features, batch_size=BATCH_SIZE)"
      ],
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DiZwt5CvGTmL"
      },
      "source": [
        "def plot_cm(labels, predictions, p=0.5):\n",
        "  cm = confusion_matrix(labels, predictions > p)\n",
        "  plt.figure(figsize=(5,5))\n",
        "  sns.heatmap(cm, annot=True, fmt=\"d\")\n",
        "  plt.title('Confusion matrix @{:.2f}'.format(p))\n",
        "  plt.ylabel('Actual label')\n",
        "  plt.xlabel('Predicted label')\n",
        "\n",
        "  print('(True Negatives): ', cm[0][0])\n",
        "  print('(False Positives): ', cm[0][1])\n",
        "  print('(False Negatives): ', cm[1][0])\n",
        "  print('(True Positives): ', cm[1][1])\n",
        "  print('Total : ', np.sum(cm[1]))"
      ],
      "execution_count": 63,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "jBV7bBYmGTpM",
        "outputId": "a06efa32-18a4-4a73-b9ac-667f5e2685ff"
      },
      "source": [
        "baseline_results = model.evaluate(test_features, test_labels,\n",
        "                                  batch_size=BATCH_SIZE, verbose=0)\n",
        "for name, value in zip(model.metrics_names, baseline_results):\n",
        "  print(name, ': ', value)\n",
        "print()\n",
        "\n",
        "plot_cm(test_labels, test_predictions_baseline)"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "loss :  0.2805291712284088\n",
            "tp :  2752.0\n",
            "fp :  2157.0\n",
            "tn :  74815.0\n",
            "fn :  12362.0\n",
            "accuracy :  0.8423321843147278\n",
            "precision :  0.5606029629707336\n",
            "recall :  0.18208283185958862\n",
            "auc :  0.891067624092102\n",
            "\n",
            "(True Negatives):  74815\n",
            "(False Positives):  2157\n",
            "(False Negatives):  12362\n",
            "(True Positives):  2752\n",
            "Total :  15114\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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HDiAgIACNGzfG1KlTce/ePSxZsgTAu19gU6dORWFhITZu3AgzMzOsXbtWrN2QkBAcP34cc+fOxYQJE9CiRQskJSXh1q1bWLlypciCgLS0NAQGBmLYsGFYvXo1Wz548GB07doVXC4XzZo1Q0ZGBg4dOoScnByEh4ejZcuWbKyRkRFmz56NNWvWICgoCN7e3sjKysLOnTthZWWF8ePH1/rzJMrVIBM8AJibm+Pw4cM4cOAAjh8/jm3btqGkpAQGBgaws7PD6tWrRUYkY8eOhYmJCX777Tds2bIFwLuVH1u2bFHaKHft2rVYsWIFEhMTceTIEXTp0gW7du3CsmXLRG6genh4ICcnBykpKXjz5g20tLRgbm6OlStXwtfXt9pr6OnpYd++ffjpp59w5swZxMXFoVmzZhg1ahRmzZoltgZeFaipqeHnn3/GmjVrEB8fj9LSUlhbW2PNmjW4d++eWIL39vYGj8dDcnIyUlJSUFlZiVWrVtU6wVdWVmLBggXsdxnen46YP38+rl69im+++abGXx6TJk1CbGwsNm7ciHnz5kFLSwvbtm3Ds2fP8ObNG1hYWKB58+bo27cvmjZtKrUtQ0ND7Nu3DxEREdizZw+7F82GDRtkXv/u7e2NK1eu4MKFCygqKoKuri4cHBywatUqkdF7leDgYDRt2hRRUVHsLxFPT0/MmzePpmdUEIeR5Y4fIUShjh49irCwMEyYMAFhYWFS9we6evUqWrRooZL3QojqowRPSB05evQoFi9eDENDQ4waNQpdu3aFsbExBAIB7t27h8TERPz555+YM2cOpkyZUtfdJfUQJXhC6tCrV6+wbds2HD9+XOQmsLq6Orp164bJkyezX5AjpLYowROiAiorK/H8+XPk5uZCS0sLFhYWKnn/g9QvlOAJIeQz1SDXwRNCSEPQIJZJlr95UtddIHLSbi2+VI/UHxXCmvdDkkSef7Pqza1qDmpgGkSCJ4TUM5Vva44hNaIETwhRPUztNosjklGCJ4SonlruBkokowRPCFE5DI3gFYISPCFE9dAIXiEowRNCVA+N4BWCEjwhRPXQKhqFoARPCFE9NIJXCPomKyGEfKZoBE8IUT10k1UhKMETQlQOLZNUDJqiIYSonsrK2h+1EB4eDhsbG6lHVlYWG3v9+nWMHj0ajo6OcHNzw8qVK1FaWirWplAoxLp169CjRw84ODhg5MiRuHTpksTrK6NNSRrEdsG02Vj9RZuN1W/ybjYmeHC+1nU0uT1kjr1x4wZevHghUsYwDJYtW4Y2bdogOTkZAMDj8eDv74/27dvDz88PmZmZ2LFjB9zc3LBt2zaR+mFhYThx4gQCAwNhbm6O+Ph43L59GzExMejcuTMbp4w2paEpGkKI6lHyMsnOnTuLJcirV6+itLQUgwcPZssiIyPRtGlTxMTEsA8VNzU1xZIlS3Dp0iW4uLgAANLS0pCcnIyFCxciKCgIAODj4wNvb2/2oejKbFMamqIhhKgeprL2x0dKSkoCh8OBt7c3AKCoqAgXL16Ej48Pm4gBYOjQodDR0cGxY8fYspSUFKirq8PPz48t09TUhK+vL65du4bs7GyltVkdSvCEENWj5Dn4D5WXl+PYsWPo3LkzTE1NAQD3799HRUUF7OzsRGI1NDTQoUMH8Hg8tozH48HS0lIkaQOAg4MDGIZhY5XRZnVoioYQonrkGJHz+Xzw+Xyxcn19fejr61db9/z588jPzxeZnsnJyQEAGBsbi8UbGxvj5s2bIrEtWrSQGAeAHW0ro83qUIInhKgeOUbk0dHR2Lx5s1j5zJkzMWvWrGrrJiUlQV1dHQMHDmTLysrKALwbXX9IU1OTPV8Vq66uLjEOAAQCgdLarA4leEKIymGY2t9kHT9+PIYNGyZWXtPovbi4GKdPn0aPHj1gaGjIlmtpaQF4t1TxQwKBgD1fFVteXi4xDvg3KSujzepQgieEqB45pmhkmYqR5NSpU2KrZ4B/p0KqplXel5OTAxMTE5FYSVMmVXWrYpXRZnXoJishRPV8wpusiYmJ0NHRQd++fUXKuVwuGjdujNu3b4uUC4VC8Hg8dOjQgS2ztbXF06dPUVxcLBKbmprKnldWm9WhBE8IUT2faJlkXl4eLl26hH79+kFbW1vknJ6eHlxcXJCQkCCSZBMSElBSUgJPT0+2zNPTE+Xl5YiNjWXLhEIh4uLi4OzszN4sVUab1aEpGkKI6vlE+8EfPXoUFRUVYtMzVUJDQzFq1CiMGzeO/dbpzp070atXL7i6urJxjo6O8PT0REREBHJycmBmZob4+Hi8evUKq1atUnqb0tBWBUSl0VYF9Zu8WxWUXYmtOegDWl39ag76gL+/P9LT03Hu3DmoqalJjLl69SoiIiJw9+5d6OrqwsvLC2FhYdDR0RGJEwgE2LhxIxITE1FQUAAbGxuEhYWJJG1ltikJJXii0ijB129yJ/jLB2pdR6u7v1zX+pzRHDwhhHymaA6eEKJ6aD94haAETwhRPfREJ4WgBE8IUT2U4BWCEjwhROXIs1UBEUcJnhCiemgErxCU4AkhqodusioEJXhCiOqhEbxCUIInhKgeGsErBCV4QojqoRG8QlCCJ4SoHhrBKwQleEKI6qERvEJQgieEqB5K8ApBCZ4QonpoikYhKMETQlQPjeAVghI8IUT10AheISjBE0JUD43gFYIe+EEIIZ8pGsETQlQPTdEoBCV4QojqoSkahaAETwhRPZTgFYISPCFE9TBMXffgs0AJnhCiemgErxCU4AkhqocSvELQMklCiOphKmt/yCEtLQ0hISH48ssv0blzZwwZMgRxcXEiMadPn8awYcNgb2+P3r17Y/PmzaioqBBri8/nY+nSpejevTucnJwQGBgIHo8n8brKaFMSSvCEENVTWVn7o5bOnj2LMWPGoKKiArNnz8bXX38NV1dXvH79WiRmxowZMDAwwNKlS+Hh4YEtW7Zg1apVH3S3EiEhIUhOTkZAQADmz5+P3NxcjBs3Di9evBC7rqLblIamaAghqkfJN1kLCwuxcOFCjBo1CkuWLJEat3btWnTs2BG//fYb1NTUAABNmjTBL7/8gnHjxsHCwgIAkJKSghs3bmDLli3w8PAAAAwcOBADBgzA5s2bsXbtWqW2KQ2N4AkhqkfJI/jExETw+XzMnj0bAFBUVATmg18qjx49wqNHj+Dv788mYgAYM2YMKisrceLECbbs+PHjMDExgbu7O1tmZGSEgQMH4tSpUygvL1dam9WhBE8IUT1yJHg+n4+MjAyxg8/nizV/6dIlWFlZ4ezZs/jqq6/QpUsXdO3aFREREXj79i0A4O7duwAAOzs7kbotWrRAy5Yt2fMAwOPx0KlTJ3A4HJFYe3t7FBcXs1MqymizOjRFQwhRPXLcNI2OjsbmzZvFymfOnIlZs2aJlD1//hyZmZkIDw/HpEmT0LFjR/zxxx/Yvn07BAIBFi9ejJycHACAsbGxWJvGxsbIzs5mX+fk5KB79+5icSYmJgCA7OxstGvXTiltVocSPCFE5TCVtZ+DHz9+PIYNGyZWrq+vL1ZWUlKCgoICzJ07FyEhIQCA/v37o6SkBPv27cO0adNQVlYGANDQ0BCrr6mpidLSUvZ1WVmZxLiqsqq2lNFmdSjBE0JUjxyrYvT19SUmc0m0tLQAAN7e3iLlgwcPRkpKCm7dusXGCIVCsfoCgYA9X9WepLiqsqpYZbRZHZqDJ4SoHiWvg6+aImnevLlIedXrgoICNqZqWuV9OTk57FRJVXvvT69UqSqrilVGm9WhBE8IUT2VTO2PWujUqRMAICsrS6Q8MzMTwLvVKh06dAAA3L59WyQmKysLmZmZ7HkAsLW1xZ07d8RW4qSlpUFHRwdmZmYAoJQ2q0MJXgm2/LYbdm4DpR5Ovbyl1t0fn8TG/ZNfIHa+pKQUv0Tvx7Bx09DVYzh6ePlj7JQwHE4+KfaDcPHKdXy3dhP8J/4fnPsMgZ3bQFy5nibxuleup0nt7/T5337cB/KZsLa2wrJv5+HCuUS8fpmGf3Lv4+rfJ7Aw/P+go6MtEvvlF07YELkc//3zMPLzHqBC+BKB40ZKbNfc3BQVwpcSj5s3TsscW3WMHi0+D01EeXp6AgAOHjzIljEMg9jYWOjo6MDJyQnW1tawsrLCgQMH2JU1ALBv3z40atQI/fv3F2kvOzsbp0//+/8rLy8PKSkpcHd3h7q6OgAopc3q0By8Enh85QYz09Zi5Q8ePcXOvQfxlVs3ifWyc3KxcetO6Ghro+S9my1VKisrMXXuUty8zcOQge4Y4zsYZWUCHD11Fkt+iMST5y8QNn0iG5984g8kn/wT1lbmsDJvi3sPn9TYd7+hA+Hs+MESLuPmUqIblglB/pg2NQiJSSewd18cyssr0Lu3K1Ys/xq+voPh1mMwe+Nr4MC+mD4tCPfuP0Ja2l24un5ZY/vxh48i/vAxkbKCfNElfjk5uQgMEl0RUuWnjSuhra2FEyf+lO8NqhIl70VjZ2cHHx8f/Pzzz8jNzUXHjh1x9uxZnD9/HvPnz4euri4AYMGCBZg2bRomTpwILy8vPHjwAHv27IG/vz8sLS3Z9gYMGAAnJycsWLAAwcHBMDQ0xL59+1BZWSm2gkcZbUpDCV4JbNpbwqa9pVj5d6k/AQCGDx4gsd7KyC1o26YV2lmaI+n4GbHzaXfv43raHYwb6YOvZ09hy0cN98bgMSGITTgmkuD/b8p4fLtgFjQ0NLBz70GZErxjpw4YPKBvjXEN0aFDyVi9ZjP4/EK27JftMXj06CkWLZyN4Amj8J+tUQCAbT/vQsT6rSgpKcXw4YNkSvC3bvGwd29ctTElJaUSY7p364KmTQ1w8FAScnP/qd0bU0WfYLOxFStWoFWrVjh8+DAOHz4MU1NTfPfddxg1ahQb06dPH2zevBmbN2/GihUrYGRkhGnTpmH69OkibampqeGXX37B2rVrERMTA4FAAHt7e6xZswbm5uYiscpoUxpK8J9ISWkZjp06ixYmzdGjWxex86fOXsCf5//Cnp8jsT8uSWIbxcUlAADj5s1EytXV1dHUQB9Coeg32+QdeZeUlkGtUSNoaoov0WrIrkmZ3vo99ggWLZyNTp1s2bLs7DdyXUNTUxONGnFQWlrzErj3BQePBgDs2LFXruuqnE+wH7yGhgbmzJmDOXPmVBvn4eHBbhVQHQMDA3z//ff4/vvva4xVRpuSqESCf/PmDXg8HrKzs1FWVgYtLS2YmJjA1tZW4hcC6qMTZ86hqLgEY32HinxFGQCKiovxQ+RW+A0dCPuONlITvF0HLvT1dLFzbyzatGoBh442KBUIkHD0FO7ef4Rv5s/86H6u/nEblvwQCQAwb9sGo4Z7I8BvqNi36ci/TNu0AgBkZ4uvjKiN0DlTsGRxKBo1aoT09FeI3nUAP6z6SeJSufc1aaIDP9/BePYsHSdP/fej+qAyaLtghajTBJ+amoqIiAhcu3YNDMOI3STkcDjo0qUL5s2bBycnpzrqpWLEJR0Hh8PBMO/+Yuci/7MDlUwl5kydUG0bBvp62LT6W3y7eiPmLv2BLW+io40N3y+Gey9XufvXuLEa+vTojp4uX8KkuRGy3+QhLuk41vz4M+4/fIKVi8Pkbvtz1qhRIyxeNAfl5eXYt/+wXG1UVlbizJnzSDiSgucvMmDcvBn8fAdjyeJQdO/WBV7eY1FZTcIb6TcEenq6iNywTezfUL0lxxediLg6S/CXLl3C5MmT0bp1a8yZMwf29vYwMTGBhoYGhEIhsrOzkZqaivj4eIwbNw7bt2+X+LXd+uDp8wxcT7uD7l84wbR1S5Fz19PuIDbhGNZ8uwB6uk1qbEtHRwvtrSzQu0d3ONl3QAG/CPvjEvH1srX4afU3cO3qLFcfnR06wdmhk0iZ7xBPTJv3DQ4fPYnhgweInSdA5Prv4OLyBRYvWYUHDx7L1UZ6+iv09/QXKdsZtR9b/7MGkycFwN9/KPbti5daf2LwGLx9+xZR0Qfkur5KknN/dyKqzpZJbty4Efb29khKSkJISAhcXFzQrl07tG3bFu3atYOLiwumTp2KxMREdOrUCZGRkXXV1Y8Wl3QcgPjN1fLycny35id0/8IJXv1619jOg8dPEfV+nQoAACAASURBVDBlLly+7Ix5MyfB4ys3jBg8ALu2RqB5M0MsW/OjyNKrj9WoUSNM+t/Svv9e/Fth7X4uvls2HzNnBOOX7buxZq34Higfa9XqdzflvQa6S43p0MEa3bt3walT/0V6+iuF96HOKHkdfENRZwn+3r17GD58uMS9Ft6noaGB4cOH4/79+5+oZ4pVUfEWR1JOo6mBPjw+mELZdygJT19kYPyo4XiR8Yo9ikveLZHMeJ2J9Jf/Pnxg14F4CIRCDOjbU6QdbS0t9HL5Eq8ys/HytegXNz5Wm1YtAAD5BeJr8huyb5aGYfGiOdgZtR/TZ3ytlGukp79CRUUFmjczkhoTHPTu5upvO/cppQ91hamsrPVBxNXZFI2+vr7MTyV58eKFzHtMqJo/L1xGbt4/CPAbKvbL7FVmFru2XZLRk+ZAW1sLf5969+d5dk4uAOCthB/miv+N3N++VewP+vP/jQqbGRoqtN367JulYfhm6VxE7/odIVPmKe06VlbmaNy4MbKkrMhRV1fH2LEjkJ39BkeOHFdaP+oEjcgVos4S/JAhQxAVFQUTExP4+vpCW1tbLKa0tBSxsbGIjo5GYGBgHfTy48UlvdvAX9Lad59B/eHsKD6vve9QEv6+kYYVi0Khr6fLlrezMMPFK9eRcPQkgsf6seX8wiL8ce4y9PV0YWbaSq5+5hfw0dRA9JeoUCjEf3bsBgD07iH5y1kNzZLFc/DN0rmI2X0QkyaHKeSmppGRIfLyRNeuczgcLP9uAQAgKfmkxHqDB/eHiUlzbNjws8TnedZrNAevEHWW4GfPno3Xr1/j+++/x9q1a2FlZQVjY2P2JmtOTg6ePHmC8vJyeHp6sk9eqU+yc3Jx4a+rsO9oA2478S8+2VpbwdbaSqz87IUrAIDebt1g2NSALR/n74MjKaexYetOPHj8DJ3tO6KAX4hDiSnIyc3DkrkzRJZg3n/0FH+evwwAuHHr3YMEEo+fxo20OwCAMb5D2Bu7U8KWwKR5M3S0aQ/j5s2Q8yYXSSf+wPP0lxjjOwT2HW0U9KnUX9Omjseyb+fj+fMMnD5zTmxLgOysHJw6fQ4AYGbWBgFjfQEAHTtyAQDe3h4w/d8v4N17DuLFi5cAgJ+3rYW+nh4uXb6K9PRXaN7cCMOGeeGLLo5IOJKCQ4ckL5sNDnr3hZzfdn4ma9/fRyN4haizBK+hoYHIyEgEBQUhJSUF9+7dQ1ZWFrsO3tjYGG5ubvD09ISDg0NddfOjHD56Em/fVmKElG+u1lbrli2wb/tGbNu5F39du4mUU2ehqakBW+t2mDdzMvr1dhOJ591/hE3bd4mUxSf9+0gw7wF92QTfv08PnPnvJew9dASFhcXQ1taCrXU7zJgYINMN4Ibgiy/eLdU1NzdF1I4fxc6fPXuRTfCWFmbsCLzK8GGDMHzYIADAhQtX2AR/9OhpBIwdgUkTx8LIqCkEAiHu3n2AmbMW4edfdkn8K8HUtDX69fsKFy/+jXv3Hin0faoEmlNXCA7z2Sycla78Tc1f0SeqSbt1z5qDiMqqEL6Uq17xN6NqDvpAk+X75brW50wlvslKCCEiaA5eISjBE0JUD83BKwQleEKIyqF17YpBD/wghJDPFI3gCSGqh6ZoFIISPCFE9VCCVwhK8IQQ1UOraBSCEjwhRPXQCF4hKMETQlQOQwleISjBE0JUDyV4haAETwhRPbQOXiGkJvjNm2v/hBoOh4MZM2Z8VIcIIYRG8IpBCZ4QonoowSuE1AR/+vTpT9kPQghhKXuT27/++kvqQ4SOHj2Kdu3asa+vX7+OdevW4e7du9DV1cXAgQMxd+5csYcUCYVC/Pjjj0hISACfz4etrS1CQ0Ph4uIidg1ltCmJ1ATfpk0bmRoghBCF+0Qj+PHjx6NTJ9GnqrVo0YL9bx6Ph6CgILRv3x7h4eHIzMzEjh07kJGRgW3btonUCw8Px4kTJxAYGAhzc3PEx8dj8uTJiImJQefOnZXapjRy3WQVCoX4559/YGhoWONDswkhpNY+UYLv2rUrPDw8pJ6PjIxE06ZNERMTgyZN3j0cx9TUFEuWLMGlS5fYkXRaWhqSk5OxcOFCBAUFAQB8fHzg7e2NiIgI7NmzR6ltSlOrzcbu3LmDwMBAODs7o3fv3rh27RoAIDc3F+PHj8fFixdr0xwhhEjEVDK1PuRVVFQk8Zm2RUVFuHjxInx8fNhEDABDhw6Fjo4Ojh07xpalpKRAXV0dfn7/PitZU1MTvr6+uHbtGrKzs5XWZnVkTvA8Hg9jx45Feno6hg4dKnKuWbNmEAgEiI+Pl7U5QgiRrpKp9cHn85GRkSF28Pl8qZeZP38+unTpAkdHRwQHB+P+/fvsufv376OiogJ2dnYidTQ0NNChQwfweDy2jMfjwdLSUiRpA4CDgwMYhmFjldFmdWSeovnxxx9hYmKC+Ph4CAQCHDp0SOR89+7dRX77EEKI3ORYBh8dHS1x9d/MmTMxa9YskTJ1dXUMGDAAvXr1gqGhIe7fv48dO3ZgzJgxOHjwICwtLZGTkwMAMDY2FmvT2NgYN2/eZF/n5OSIzN2/HweAHW0ro83qyJzgr127hpCQEDRp0gRCoVDsfOvWrWW6ICGE1ESeKZfx48dj2LBhYuX6+vpiZc7OznB2dmZfu7u7o2/fvhgxYgQ2b96M9evXo6ysDAAk3mfU1NRkzwNAWVkZ1NXVJcYBgEAgYOMU3WZ1ZE7wAoEAenp6Us8XFRXJ2hQhhFRPjgSvr68vMZnLytbWFi4uLrh8+TIAQEtLCwAkDmgFAgF7viq2vLxcYhzwb1JWRpvVkXkO3szMDHfu3JF6/vLly2jfvr2szRFCiMpp1aoVCgoKAPw7FVI1rfK+nJwcmJiYsK+NjY0lzmBU1a2KVUab1ZE5wXt7eyMhIUFkpQyHwwEA7NixA+fOnRO7+UoIIXKplONQgPT0dBgaGgIAuFwuGjdujNu3b4vECIVC8Hg8dOjQgS2ztbXF06dPUVxcLBKbmprKnldWm9WROcEHBwfD0dEREydOREBAADgcDlatWoWePXti3bp1cHV1xZgxY2RtjhBCpFL2Msm8vDyxsqtXr+Kvv/5Cjx49AAB6enpwcXFBQkKCSJJNSEhASUkJPD092TJPT0+Ul5cjNjaWLRMKhYiLi4OzszN7s1QZbVaHw9TiO8EVFRXYvXs3jhw5gidPnoBhGJibm8PHxweBgYFo3Fg1N6csf/OkrrtA5KTdumddd4F8hArhS7nq/TOid63rGB76U+bYwMBAaGtro3PnzjA0NMTDhw9x4MAB6Onp4eDBg2jdujWAd9/9GTVqFKytreHn54fMzEzs3LkT3bp1w/bt20XanD17Nk6fPo3x48fDzMwM8fHxuH37NqKjo9GlSxc2ThltSlOrBF9fUYKvvyjB12/yJvi8YV/Vuo5R/FmZY3ft2oXExES8ePECRUVFMDIyQo8ePTBr1iw2uVe5evUqIiIi2H1jvLy8EBYWBh0dHZE4gUCAjRs3IjExEQUFBbCxsUFYWBhcXV3Frq+MNiWhBE9UGiX4+k3uBD9UjgSfIHuCbyhqNaciEAiwa9cunDp1Cunp6QCAtm3bwsPDA+PGjRNZ4kMIIfKiZ24rhswJPi8vD+PHj8fDhw+hq6uLtm3bAgAeP36M1NRUJCQkYNeuXTAyMlJaZwkhDQQleIWQOcGvXbsWjx49Qnh4OMaMGcN+E0soFGLv3r1Ys2YN1q5di9WrVyuts4SQhoFG8Iohc4L/448/4Ovry25bWUVDQwNBQUF4+PAhTp06pej+EUIaIkrwCiHzOnihUIiOHTtKPW9nZyfx67eEEFJbTGXtDyJO5hG8vb097t69K/X8nTt34ODgoJBOEUIaNkrYiiHzCD48PBzHjx9HTEyMyOb4FRUViI6OxsmTJxEeHq6UThJCGhYawSuG1HXwkh5Im5mZifT0dJFVNOnp6SgqKoKZmRlatmyJ6Oho5fZYDrQOvv6idfD1m7zr4LN69651nRZ//inXtT5nUqdoMjIyJJa3atUKAJCfnw/g3d4Kenp6KC8vZ9fGE0LIx6ARuWJITfBnzpz5lP0ghBAWU8mp6y58FlRzdzBCSINGI3jFkPkmKyGEkPqlViP4Fy9eICoqCqmpqeDz+aisFP01y+Fw6MtOhJCPxjA0RaMIMo/g79+/j2HDhiE2Npa9oaqjowOBQICXL19CTU2NvQFLCCEfg5ZJKobMCf6nn36Curo6EhISEBUVBQBYtGgRzp8/j+XLl4PP5+Pbb79VVj8JIQ0IU8mp9UHEyZzgr127Bn9/f1hZWbHPYq0ycuRI9OrVCxEREQrvICGk4WGY2h9EnMwJvri4mP1yk7q6OgCgpKSEPe/s7Izr168ruHuEkIaIRvCKIfNN1ubNm+PNmzcAAF1dXWhra+PZs2fseT6fj7dv3yq8g4SQhocStmLInOBtbW1x+/Zt9nXXrl2xa9cuODg4oLKyErt374atra1SOkkIaVhoykUxZJ6iGTx4MP755x+UlZUBePe078LCQgQGBiIoKAiFhYUIDQ1VWkcJIQ0HTdEoxkc9dPv169c4efIk1NTU0KtXL3aOXtXQZmP1F202Vr/Ju9nYY7sBta7T7vZxua71OfuorQpatWolcddJQgj5GLSuXTFoLxpCiMqppG+yKoTUBL9w4cJaN8bhcPDDDz98VIcIIaQutirYvn07IiIiYGtri4SEBJFz169fx7p163D37l3o6upi4MCBmDt3LrS1tUXihEIhfvzxRyQkJIDP58PW1hahoaFwcXERu54y2vyQ1Dl4eVbEcDgc8Hi8WtdTNpqDr79oDr5+k3cO/h7Xq9Z1bB8cletaAJCTk4MBAwaAYRiYmZmJJHgejwd/f3+0b98efn5+yMzMxI4dO+Dm5oZt27aJtBMWFoYTJ04gMDAQ5ubmiI+Px+3btxETE4POnTsrtU1JpI7g7927V6sPiBBCFOVTL5Ncv3497OzswDAM+Hy+yLnIyEg0bdoUMTExaNKkCQDA1NQUS5YswaVLl9iRdFpaGpKTk7Fw4UIEBQUBAHx8fODt7Y2IiAjs2bNHqW1KQtsFE0JUzqdcJpmWloYjR45InJYuKirCxYsX4ePjwyZiABg6dCh0dHRw7NgxtiwlJQXq6urw8/NjyzQ1NeHr64tr164hOztbaW1KQwmeEKJyKhlOrQ95MAyDFStWwMfHBx06dBA7f//+fVRUVMDOzk6kXENDAx06dBCZkubxeLC0tBRJ2gDg4OAAhmHYWGW0KQ2toiGEfBb4fL7Y9AoA6OvrQ19fX2Kdw4cP49GjR9iyZYvE8zk5OQAAY2NjsXPGxsa4efOmSGyLFi0kxgFgR9vKaFMaSvCEEJUjzyqa6OhobN68Wax85syZmDVrllh5UVER1q9fj5CQEJiYmEhss+qb+xoaGmLnNDU12fNVsVUbMX4YBwACgUBpbUpDCZ4QonLkuck6fvx4DBs2TKxc2uh969atUFdXx4QJE6S2qaWlBeDdUsUPCQQC9nxVbHl5ucQ44N+krIw2paEETwhROfLMqVc3FfOh7OxsREdHY/bs2ewuucC7xFleXo6MjAzo6emxUyFV0yrvy8nJERn5GxsbS5wyqapbFauMNqWhm6yEEJXDMJxaH7WRm5uL8vJyREREwN3dnT1SU1Px+PFjuLu7Y/v27eByuWjcuLHITrrAu9E3j8cTuTFra2uLp0+fori4WCQ2NTWVPQ9AKW1KQwmeEKJylP1EJ1NTU2zZskXssLa2Rps2bbBlyxb4+PhAT08PLi4uSEhIEEmyCQkJKCkpgaenJ1vm6emJ8vJyxMbGsmVCoRBxcXFwdnZmb5Yqo01ppE7RyLOJGIfDQXR0dK3rKZurQ1Bdd4HIqRGH9iRpiJS9F42enh48PDzEyqOjo6GmpiZyLjQ0FKNGjcK4cePYb53u3LkTvXr1gqurKxvn6OgIT09PREREICcnB2ZmZoiPj8erV6+watUqkesoo01JpG5V0Ldv35o/JQnOnDkjVz1l+rJ1r7ruApFTai5tM1GfCQUZctX7u434zdKafPkyXq5rvW/cuHHg8/lie9FcvXoVERER7L4xXl5eCAsLg46OjkicQCDAxo0bkZiYiIKCAtjY2CAsLEwkaSuzzQ991H7w9QUl+PqLEnz9Jm+C/6v18FrX6fYqTq5rfc5oFQ0hROV89qPOT4QSPCFE5dB+8IpRqwRfUFCAgwcPIjU1FXw+H5WVoo9dUdWbrISQ+qUu9oP/HMmc4F++fInRo0cjOzsbenp6KCoqgoGBAZvoDQ0NxTaqJ4QQedAT+xRD5nXwGzduRGFhIaKionD8+HEwDIMNGzbg2rVrmDJlCpo0aYK9e/cqs6+EkAaCAafWBxEnc4K/dOkS/Pz80L17d3DeW5usra2N0NBQcLlcrFu3TimdJIQ0LJVM7Q8iTuYEn5+fD2trawBgdzd7f9czNzc3XLx4UcHdI4Q0RJXg1Pog4mSegzcyMkJBQQEAoEmTJtDU1MTLl/8+b7G8vFwk4RNCiLxoykUxZB7BW1tbs89p5XA4cHBwwN69e/Hq1StkZGTgwIEDsLKyUlpHCSGE1I7MCb5v3764efMmO0qfPn06nj9/Dnd3d/Tr1w/Pnz/H9OnTldZRQkjDUSnHQcR91FYFt27dQlJSEho1aoR+/frB2dlZkX1TGNqqoP6irQrqN3m3KjjRYlSt6/TP2i/XtT5nH/VNVnt7e9jb2yuqL4QQAoBG5IpCWxUQQlQOJXjFkDnBL1y4sMYYDoeDH3744aM6RAghtIpGMWRO8PHxNe+1TAmeEKIIlZTfFULmBF+1RPJ9b9++RXp6Onbs2IEHDx7g119/VWjnCCENE31xSTE+6pmsampqsLCwwPLly9G0aVPaqoAQohCMHAcRp7CHbvfs2RMnTpxQVHOEkAaM1sErhsJW0eTn56OkpERRzRFCGrBKeti6Qnx0gufz+bh48SKio6PRqVMnRfSJENLA0ZSLYsic4G1tbUW2CX4fwzAwMDBAeHi4wjpGCGm4aMpFMWRO8D4+PhITfNOmTWFhYYFBgwZBV1dXoZ0jhDRMtExSMWRO8KtXr1ZmPwghhEXLJBVD5lU0mzdvxoMHD6Sef/jwITZv3qyQThFCGjZaJqkYtUrw9+/fl3r+4cOH2LJli0I6RQhp2Co5tT9q49atW5gxYwb69OkDBwcHuLm5YeLEibh+/bpY7PXr1zF69Gg4OjrCzc0NK1euRGlpqVicUCjEunXr0KNHDzg4OGDkyJG4dOmSxOsro01JFLYOXiAQQE1NTVHNEUKI0qSnp+Pt27fw8/PD0qVLMXHiROTl5SEgIAAXLlxg43g8HoKCgiAQCBAeHg5fX18cOHAAoaGhYm2Gh4cjOjoaQ4YMweLFi9GoUSNMnjwZN27cEIlTRpvSVDsHX1RUBD6fz77Oz8/Hq1evxOIKCgqQmJiIVq1ayXRRQgipjrJX0Xh5ecHLy0ukbPTo0fDw8MCuXbvg5uYGAIiMjETTpk0RExODJk2aAABMTU2xZMkSXLp0CS4uLgCAtLQ0JCcnY+HChQgKCgLwbmGKt7c3IiIisGfPHvY6ymhTmmpH8FFRUXB3d4e7uzu7kVjV6/eP4cOH4+LFixg1qvab9BNCyIfqYg5eW1sbRkZG7KC2qKgIFy9ehI+PD5uIAWDo0KHQ0dHBsWPH2LKUlBSoq6vDz8+PLdPU1ISvry+uXbuG7OxspbVZnWpH8F27dgXwbp37li1b0K9fP9jY2IjFNWnSBI6Ojir7RCdCSP0izzJJPp8vMuNQRV9fH/r6+hLrFBUVQSgUIj8/H4cPH8aDBw8wY8YMAMD9+/dRUVEBOzs7kToaGhro0KEDeDweW8bj8WBpaSmStAHAwcEBDMOAx+PBxMREKW1Wp8YEX5XkX716hVGjRsHR0bHaBgkh5GPJM0UTHR0tcSXfzJkzMWvWLIl1Fi1ahOPHjwMA1NXVMWrUKEydOhUAkJOTAwAwNjYWq2dsbIybN2+yr3NyctCiRQuJcQDY0bYy2qyOzOvgV61aJWsoIYR8FHkS/Pjx4zFs2DCxcmmjdwCYMWMG/P39kZmZiYSEBAiFQpSXl0NDQwNlZWUA3o2uP6SpqcmeB4CysjKoq6tLjAPeLUKpilN0m9WReRXNnj172Il+SYKDg7F/Pz30lhDy8RhO7Q99fX2YmpqKHdUleBsbG7i5uWHEiBH47bffcOfOHfbpdVpaWgDeLVX8kEAgYM9XxZaXl0uMA/5NysposzoyJ/i4uDiYm5tLPW9hYYFDhw7J2hwhhEhVF9sFq6urw93dHSdOnEBZWRk7FVI1rfK+nJwckflvY2NjiVMmVXWrYpXRZnVkTvDPnz8Hl8uVer59+/Z4/vy5rM0RQohUdbUffFlZGRiGQXFxMbhcLho3bozbt2+LxAiFQvB4PHTo0IEts7W1xdOnT1FcXCwSm5qayp4HoJQ2qyNzgq+oqJD4Z8X7HZRlTogQQmqi7GWSeXl5YmVFRUU4fvw4WrVqhWbNmkFPTw8uLi5ISEgQSbIJCQkoKSmBp6cnW+bp6Yny8nLExsayZUKhEHFxcXB2dmZvliqjzerIfJPVwsICFy5cwIQJEySeP3/+PMzMzGRtjhBCpFL2bpJz5syBpqYmOnfuDGNjY7x+/RpxcXHIzMxEZGQkGxcaGopRo0Zh3Lhx8PPzQ2ZmJnbu3IlevXrB1dWVjXN0dISnpyciIiKQk5MDMzMzxMfH49WrV2ILVJTRpjQchmFk+uW3fft2REZGYsqUKZg+fTp7F7i8vBxbt27F1q1bMWfOHEyZMkWmC39KX7buVdddIHJKzX1S110gH0EoyJCr3gazgFrXCX2xW+bYgwcPIiEhAY8ePQKfz4eenh6cnJwQHBzMLg2vcvXqVURERODu3bvQ1dWFl5cXwsLCoKOjIxInEAiwceNGJCYmoqCgADY2NggLCxNJ2spsUxKZE3x5eTmCg4Px999/w8DAAFZWVgCAJ0+eoKCgAF988QV27NghcflPXaMEX39Rgq/f5E3w6+VI8HNrkeAbCpmnaNTV1bFjxw5ERUUhKSmJ/caVhYUFQkJCEBgYKHHNJiGE1BZt/6sYtXomq7q6OiZPnozJkydLPC8UClVyBE8IqV/oiU6KoZDtgm/fvo1ly5ahZ8+eimiOENLA1dUyyc9NrUbw78vPz8eRI0dw6NAhPHjwAAzDwMLCQoFdI4Q0VDRFoxi1TvDnzp3DoUOHcObMGZSXl8PCwgIzZszAgAEDYG1trYw+EkIamEpK8QohU4LPyMjAoUOHcPjwYWRmZsLQ0BADBgxAUlISQkND0b9/f2X3kxBCSC1Vm+CrpmD+/vtvNGrUCH369MGSJUvw1Vdf4dWrV0hMTPxU/SSENCA0p64Y1Sb4BQsWoG3btli0aBEGDRoEQ0PDT9UvQkgDRhM0ilHtKhoNDQ28fPkSp0+fxrlz50T2KiaEEGWhVTSKUW2CP3/+PBYtWoT8/HwsWLAAbm5uWLRoEf7++2/I+AVYQgiptUpO7Q8irtopGn19fQQEBCAgIAB37tzBwYMHkZycjPj4eBgZGYHD4aCwsPBT9ZUQ0kDQKhrFkHkvmipCoRDHjx/HwYMHceXKFQDv9jgeMGAA+vXrp5JLJWkvmvqL9qKp3+Tdi2axxZha1/n+2V65rvU5q3WCf9/7yydfv36NRo0a4e7du4rsn0JQgq+/KMHXb/Im+IVyJPhVlODFfNRWBaamppg9ezbOnDmDX375Bf369VNUvwghDVglmFofRJzcWxW8j8PhoFevXujVi0bKhJCPR+laMRSS4AkhRJFo2aNiUIInhKgcmnJRDErwhBCVQ+ldMSjBE0JUDk3RKAYleEKIymFoDK8QlOCVJGjmWNjYc9HBwQZtzFvjVfprDO3mLxanoakBrxH90aOfK6w7toNRcyPkZufi9o27+DUyGs8ePReJt3PuiICpo8Dt1B5GxkYAgMyMTJxK+hP7tseiuLBYYn8GjuiPEYFD0c7WCo0acfA6PRMnj5zBbxt3sTHO3R3hMaQvOndzREvTFigXluPFk3T8vjMOJw6fVuCnU/9YW1tizOgR8PDoBSsrc2hpaeLJk+c4dCgJP236FSUlpWxsTWu/v/lmDVav2VRjfFFRMYya2YiUjRk9HF5e7nDu4ojWrVrgzZs8pKXdwarVm/D33zc+4h2qFhrBKwYleCWZsWgK8vMKcP/2A+jq60qNa9W2JRZHLMCNv1JxZF8ycrJy0casFUYE+qDPwF74v7Hzce3iv/9wzazaQktbCynxJ5GTmYtGjTjo6GSL4P8bB/dBvRE0KASCMqHINZZGfo1Bfp44k3wWxw6dQGUlgzZmrdDStKVI3MzFU2HSyhh/ppzDY94TaOlood+Qvvj+P9/iSzdnfD9/nWI/pHokaPwoTJ06HklJJ7FvfzzKy8vR+ytXLF/+NXx9B6NHzyHsZnxBQf8nsY0lS8PQvp0FkpNPiZ07d+4yfvtN9Is65eXlIq81NTURFfUTbt68jdjfE/D0WTpatTTB5MnjcO6/CQgOnoO9++IU9I7rFt1kVYyP+iZrfVEX32RtY9YKL1+8BgDsPxMF7SbaEkfwBob6aNHaBA/uPBIpt7Q2x+4Tv+HRvScYPzCkxusFTBuF2UunY+GUb3Eq8Q+2fMjoQVi6/mt8M2sljh06UW0bzt0dcfPKLVRW/jt+4nA42HbwRzi7OGFUn/F4fP9pjX1RJFX5JquzswMePXoKPl9076Xvls3HwoWzMXvOEmzdGiW1fps2rfDo4WXcuHELrm7eIueEggzs2vU7Jk0Oq7YPampqcHX9EufOXRYpNzFpjps3zuDt27cwM3dWqY0A5f0m63SLkbWu859nv8t1rc+ZQh66TcRVJfeaFPzDF0vuAPD04XM8vv8U7WwsZWonMyMLAKBn6zekNQAAHDFJREFUoCdSHjRzLHhp99nkrtNEW2ob1y+niiR3AGAYBqeT/wQAWNnK1pfP0fXraWLJHQBiY9899KZTJxuxc+8bHzgSampq2LFzn9QYdXV1NGmiI/X827dvxZI7AGRnv8G5c5fRooUxTEyaV9uP+oKR46iNtLQ0fPfdd/Dy8oKTkxN69+6N0NBQPH/+XCz2+vXrGD16NBwdHeHm5oaVK1eitLRULE4oFGLdunXo0aMHHBwcMHLkSFy6dEni9ZXRpiT1JsHv2bMH7u7udd2NT4bD4aC5STPkvflH4nlNbU0YGBmgRRsT9PbsiZmLp0IoEOLKuatsjHl7M7S1NEXa1duYOCcQJ28n4uzD4/jj3lGEr54LbR3pyf59Jq1MAAB5OZL70pC1MW0FAMjOelNtXOD4kSgqKsaBAwkSzw8fPggF+Q/xT94DZKTfxIYNK6CvrycxVmI/2rSCQCBAfj5f9s6rMGVvVfDrr7/i5MmTcHV1xeLFizFy5EhcuXIFPj4+ePz4MRvH4/EQFBQEgUCA8PBw+Pr64sCBAwgNDRVrMzw8HNHR0RgyZAgWL16MRo0aYfLkybhxQ/TeiDLalKbezMHz+Xy8evWqrrvxyYwIHArjls3x64Yoieenzp+IgKmj2NeP7z1BWNBCvHz+72dk3s4MANBvSF+oqzfGjh9j8PLFa/Ts54IRgUNh3q4tpvnNqbYfzVs0w7Cxg5Hx7CVuXkn7+Df2GWnUqBEWLZyN8vJy7D8QLzWuTx83WFmaIzr6AAoLi8TOX7lyA4fikvD48TPo6+nC07MvZkyfgF49u6PXV0NRXFxSbT88Pfuia9fO2L37IAQCwUe/L1Wg7JusQUFBiIiIgIaGBlvm5eWFwYMHY/v27Vi9ejUAIDIyEk2bNkVMTAyaNGkC4N0eXEuWLMGlS5fg4uIC4N1fBMnJyVi4cCGCgoIAAD4+PvD29kZERAT27NnDXkcZbUpTpwn+77//ljk2I0O+ubz6yOELO8z5dgYe3HmInT/tlhgTF3MEl/74C7r6unDoYgdnVyc0NTIQiWnyv+kYo+aGmOEfiivnrgEA/jh6Fhxw4O0/EK59uuHiH39JvIamtibW/fY9dJpoY27QQryteKvAd1n/rV//HVxcvsCSJavw4IH0ewXBE0YDAHZG7Zd4vkfPwSKvd+85hFu3eFixIhyzZk4UWXHzofbtLbFzx4/IyHiNBV8vl+NdqCZlL5N0dnYWK7OwsIC1tTU7gi8qKsLFixcxceJENhEDwNChQ/HDDz/g2LFjbDJOSUmBuro6/Pz82DhNTU34+vpiw4YNyM7OhomJiVLarE6dJvhx48aBw5HtUSwMw8gcW5/Z2nOxYdcavMnKxZxxX0MoEEqMS3+agfSn737pnUk+i+5ffYlN+9aDYRh2SWPZ/1bTZL3KZpN7laTYFHj7D4Sza2eJCV5DUwMRO35AB0cbfDf7Bxq9f2DZt/MwY/oEbP91N9au2yI1ztCwKYYO9cS9ew9x8aLsA5r1kduwZEkoBg50l5rgLSzaIuXYfjAMgyFDxuHNm7xavw9VVRfLJBmGwZs3b2BrawsAuH//PioqKmBnZycSp6GhgQ4dOoDH47FlPB4PlpaWIkkbABwcHMAwDHg8HkxMTJTSZnXqNMHr6OjA1tYWwcHBNcampKQgOTn5E/Sq7tjYc7F5fySKCosw1Xc2cjKrn9d93+WzfyM3Oxe+433YBJ/9OhsAkJsj/g//TXYuAEDfQHwJ57vk/j269uyClXPX4FjcSXnezmdr6ZIwLFo0B1FR+zFjRni1saNHD4OWlpbU0bs0FRUVePU6C82bG0k8b25uihPHf4eubhN4evrj9p17tWpf1ckzgufz+eDzxe9B6OvrQ19fv8b6R44cQVZWFjsXnpOTAwAwNjYWizU2NsbNmzfZ1zk5OWjRooXEOADIzs5WWpvVqdMEb2dnh6ysLHh4eNQY+/Dhw0/Qo/9v797joqrzPoB/oBBicARs0B5KxHTG6yDiJX0E45KAqyKgosaIaZbXraVMfIpn9ykfTcWkBXylZoaSN3JZs1xFZNfLpvbkEq5KF5CrrsyECYYyg3KeP9w5Nc6gMA5yGD/vXrxe8ju/8zu/o/SZH985c077UQ1SImPne7hefx3zJ7+KyxerWz1GJ+dO6OL+yw9y8bcX0HBDD6/u5j9M3Z643Xblx6tmY6R89L8YMWYYVryxBvt2/aXV87BnyW8lIjk5EVu37sbL85bcs/8Ls6bBYDAgK+vTVh3H2dkZT3o/gVOn/mG2zcfnSRzKzUaXLp0RETkd3xSea9XYHYE1K/jMzEykp6ebtS9atAiLFy++674lJSV4++23ERAQgKioKAAQP9fw6zq9kbOzs7jd2NfJycliPwDieyNtMebdtGvAq9VqbN68GbW1tejSpctd+wqCIKnre21JObAP0nesxY3rNzB/8iu4VNn8JZZdFZ4WV+S/mRKBzl06I3//UbFNf0OPv+4/gsjYsXg2IhB/O3BM3BY7cxIA4Mv8Xy67c+rkhDWbl2PEmGF4d+la7N1u378xtdab//UqkpMTkZX1Kea+9No9fx6HDFHDz28AcnL2Q6ersdjH09MdV65cNWv/wx+WwMnJCV/sN/1QVI8e3sjN3Q13dzkix81AQcE/rT8hCWuy4v/1hIQEREdHm7Xfa/Wu0+nw8ssvo0uXLnj//ffh6Hj74kIXFxcAty9VvJNerxe3G/ve+cE0Yz/gl1BuizHvpl0DPiEhAUFBQRZfpe60YMECLFiw4AHMyjYiY8fiiX9/UtS9qzucnJww+5WZAIB/VV0Wr0vv7t0NGTvXQu7eGbs+2gP10IFQDzWtz/31L8fQcOP2K3tq1mrU/lSLf54+h8sXq+HW2Q1+wwdhTPhoVF/SYtPaLSb7Zry7EcMDA/BOxn9j95Y9+FflZYwKeQaBz43C57sP4MzXZ8W+76QnY1TIMzh19P/QcKMBkTGmT+j6oagExUXS+ODRgzZvXgJ+//vXUV5ehfz8Y5g+zTRIqrU6HD58zKTthRduX+V0t2vfly17BSOGD8GRI1+iovLi7ZJLeAiCg/8Tp079AxkZv/x7urnJkJu7G749eyA94yOolE9DpXzaZLy8w0eh1ba8tCdV1izlWlqK+bVr165h7ty5uHbtGnbs2GFSOjH+2VhW+TWdTmdS/1YoFBZLJsZ9jX3bYsy7adeAVygUFmtR9iBq+m8QMMrfpG3+0hcBAKe/LBAD/j96PAF3T3cAwMuvW34vYuLwqfhX1WUAwJ8/2YeQ34xB1PTxcPfsgps3b6Kq7BK2ZmxH1gc7UfuTaQ2y+qIWL4yfjwVJczEhbhzcOstQVX4Jqf+Tge0bTT/518/v9od1RgQNw4igYWbz2Lh2y0Mb8EMD/ADcLo989NH7ZtuPHDlhEvAuLi6ImxqFioqLyM39W7PjHj16Av369UF8/BR07eqOW7eaUFxciuTkd5H6/iaTX8O7dvVAL18fAMCihZZ/VsKem2IXAf8gblWg1+sxb948lJWV4eOPP0avXr1MtiuVSjz66KM4e/Ysxo4dK7YbDAYUFRVhwoRfrn7q27cvtm3bhvr6epM3RQsLC8XtbTXm3fBWBSRpUrlVAVnH2lsVTPeZ1Op9dpT/ucV9b926hUWLFuHo0aNYv349xowZY7Hfiy++iB9++AH79+8XQzY7OxtvvfUWtmzZglGjRgG4HbpTp041uWbdYDBg/Pjx6Nq1K3bs2NGmYzanw3zQiYgeHm19meS7776L/Px8BAcH4+rVq9i795dPGMtkMvHCj9/97neYNm0aNBoNpkyZgsuXL2PLli0ICgoSgxgA/Pz8EBERgZSUFOh0OvTo0QM5OTm4dOkSVq5caXLsthizOVzBk6RxBd+xWbuCn+IT1ep9ssst3wbCEo1Gg6+++sriNm9vb+Tn54vff/3110hJScH58+fh5uaGcePGITExEa6upvcN0uv1SE1Nxb59+1BbWwuVSoXExEST0G7LMS1hwJOkMeA7NmsDfrLPxFbv82n5Z1Ydy56xRENEksMHftgGA56IJOchKCw8EB3mdsFERNQ6XMETkeTwkX22wYAnIslhDd42GPBEJDltfT/4hwUDnogkhyUa22DAE5Hk8Coa22DAE5HksAZvGwx4IpIc1uBtgwFPRJLDGrxtMOCJSHJYg7cNBjwRSQ5X8LbBgCciyWEN3jYY8EQkOdY8dJvMMeCJSHIY77bBgCciyWEN3jYY8EQkOQx422DAE5Hk8DJJ2+ADP4iI7BRX8EQkOSzR2AYDnogkh9fB2wYDnogkhzV422DAE5HksERjG3yTlYgkRxCEVn+1llarRUpKCjQaDfz9/aFSqXDq1CmLfQ8fPozo6GgMGjQIzz77LNLT03Hz5k2zfnV1dUhOTsYzzzyDwYMHY+bMmSgqKnpgY96JAU9EktMEodVfrVVaWopNmzahuroaKpWq2X5HjhzBwoUL0aVLFyQnJyMsLAwZGRlYuXKl6ZybmvDSSy/hiy++QHx8PJYsWYKamhpoNBpUVFS0+ZiWsERDRJLzIN5kHTBgAE6ePAkPDw/k5eVh4cKFFvutXr0a/fv3x+bNm/HII48AAGQyGTZu3AiNRoOePXsCAA4cOICCggJkZGQgLCwMABAZGYnw8HCkp6dj9erVbTqmJVzBE5HkNAlCq79ay83NDR4eHnftU1xcjOLiYsTFxYlBDAAzZsxAU1MTcnNzxbaDBw/Cy8sLoaGhYpunpyciIyORl5eHxsbGNhuzOQx4IpIcwYr/6urqUFVVZfZVV1dn9TzOnz8PABg4cKBJe7du3dC9e3dxOwAUFRVhwIABcHBwMOk7aNAg1NfXiyWVthizOQx4IpIca1bwmZmZCA0NNfvKzMy0eh46nQ4AoFAozLYpFApotVqTvl5eXmb9jG3Gvm0xZnNYgyciybGmBp+QkIDo6GizdrlcbvU8GhoaAACdOnUy2+bs7IwbN26Y9LXUz9hmHKstxmwOA56IJMeamrpcLr+vMLfExcUFAGAwGMy26fV6cbuxr6V+xjZj37YYszks0RCR5FhTg28LxjKKsazya3eWT+4srxgZ24x922LM5jDgiUhyHsRVNC3Rr18/AMDZs2dN2qurq3H58mVxOwD07dsX586dM/vQ1ZkzZ+Dq6ooePXq02ZjNYcATkeRIZQXfp08f9OrVC7t27cKtW7fE9h07dsDR0RFjx44V2yIiIqDVanH48GGx7cqVKzhw4ABCQ0Ph5OTUZmM2hzV4IpIcQWh6IMdZv349AKCkpAQAsHfvXpw+fRpyuRzx8fEAgDfeeAPz58/HnDlzMG7cOHz//ff45JNPEBcXB19fX3Gs8PBwDB48GG+88QZmz54NDw8P7NixA01NTVi8eLHJcdtiTEschIfgtm3D/iOovadAViqsudDeU6D7YNBXWbWfb1e/Vu9TWlPY6n2au0WBt7c38vPzxe/z8vKQnp6OkpISeHp6IjY2FgsWLMCjj5qukWtra7F69Wrk5eVBr9dj0KBBSEpKwoABA8yO0RZj3okBT5LGgO/YrA14n67qVu9TXnPGqmPZM5ZoiEhyHoJ15wPBgCciyeH94G2DAU9EksMVvG0w4IlIctrquvaHDQOeiCSHD922DQY8EUkOSzS2wYAnIsnhm6y2wYAnIsnhCt42GPBEJDl8k9U2GPBEJDlcwdsGA56IJIc1eNtgwBOR5HAFbxsMeCKSHNbgbYMBT0SSww862QYDnogkhyt422DAE5HksAZvG3wmKxGRneIKnogkhzV422DAE5HksERjGwx4IpIcBrxtPBQP3SYiehjxTVYiIjvFgCcislMMeCIiO8WAJyKyUwx4IiI7xYAnIrJTDHgiIjvFgCcislMMeCIiO8WAJyKyUwz4DshgMGDNmjUYPXo01Go1pk6dihMnTrT3tKiFtFotUlJSoNFo4O/vD5VKhVOnTrX3tMgOMeA7oKSkJGRmZmLixIl488034ejoiLlz56KgoKC9p0YtUFpaik2bNqG6uhoqlaq9p0N2jDcb62DOnDmDKVOmYNmyZZg1axYAQK/XY/z48fDy8sInn3zSvhOke/r555/R2NgIDw8P5OXlYeHChdi6dStGjBjR3lMjO8MVfAdz4MABODk5YcqUKWKbs7MzJk+ejNOnT0Or1bbj7Kgl3Nzc4OHh0d7ToIcAA76DKSoqgq+vL2QymUm7Wq2GIAgoKipqp5kRkdQw4DsYnU4HLy8vs3aFQgEAXMETkYgB38E0NDTAycnJrN3Z2RnA7Xo8ERHAgO9wXFxc0NjYaNZuDHZj0BMRMeA7GIVCYbEMo9PpAMBi+YaIHk4M+A6mb9++KC0tRX19vUl7YWGhuJ2ICGDAdzgRERFobGxEdna22GYwGPCnP/0JQ4YMQbdu3dpxdkQkJY+29wSodfz8/BAREYGUlBTodDr06NEDOTk5uHTpElauXNne06MWWr9+PQCgpKQEALB3716cPn0acrkc8fHx7Tk1siP8JGsHpNfrkZqain379qG2thYqlQqJiYkYNWpUe0+NWqi5WxR4e3sjPz//Ac+G7BUDnojITrEGT0RkpxjwRER2igFPRGSnGPBERHaKAU9EZKcY8EREdooBT0RkpxjwdE9VVVVQqVRIS0u7a5uUJCUltfh5pyEhIdBoNFYfS6PRICQkxOr970alUiEpKalNxib7x1sVSNSpU6cwc+ZMkzZXV1f4+voiKioK8fHxeOSRR9ppdvenqqoKOTk5CAsLQ79+/dp7OkR2iwEvcePHj0dQUBAEQYBWq0VOTg5WrFiB4uJivPPOO+02L29vb5w5c8aqF5mLFy8iPT0d3t7eDHiiNsSAl7j+/fsjKipK/H7GjBmIjIxEdnY2XnnlFTz++OMW9/v555/h5ubWZvNycHDgw0WIJI41+A7Gzc0N/v7+EAQBlZWVAH6pIZ8/fx5z5sxBQEAAJk6cKO5TVlaGJUuWYPTo0Rg4cCBCQkKwatUqXL9+3Wz8r7/+GtOmTYNarcaoUaPw9ttvW+x3txr8wYMHodFoMHToUPj5+SE8PBzLly8Xb2tsLD0tW7YMKpUKKpXKpAYuCAK2b9+OmJgY+Pn5wd/fHxqNBidPnjQ7ll6vx6pVqzB69Gio1WpMnjwZx48fb/1f7B2OHz+OV199FaGhoVCr1Rg6dChmz56Nr776qtl9KisrMX/+fAQEBGDIkCFYuHCh+G/0a605P6L7wRV8ByMIAsrLywEAHh4eYvulS5eQkJCAiIgIjB07Vgzls2fPIiEhAXK5HHFxcejWrRu+/fZbbNu2DQUFBdi2bZv4jNfCwkK88MILkMlkmDt3Ljp37oz9+/dj6dKlLZ7funXr8MEHH6B3796YNWsWFAoFKioqkJubi9/+9rcYNmwY5s2bhw8++ABxcXEICAgAAJPfRJYsWYIvvvgC4eHhiImJgcFgwL59+zB79mykpaUhNDRU7JuYmIi8vDwEBwcjMDAQFRUVWLx4MZ588knr/5IB5OTkoLa2FpMmTUL37t1RXV2N7OxszJo1C1u3bsXQoUNN+l+/fh0ajQZqtRqJiYkoLy/H9u3bUVhYiJycHPGh6K09P6L7IpAknTx5UlAqlUJaWppQU1Mj1NTUCEVFRcKbb74pKJVKYerUqWLf4OBgQalUCrt37zYbZ8KECUJ4eLhw7do1k/bc3FxBqVQKe/bsEdvi4uKEAQMGCBcuXBDb9Hq9EBsbKyiVSuGPf/yj2F5ZWWnWVlhYKCiVSkGj0QgNDQ0mx2tqahKamppMzu3Xx75zXjt37jRpb2xsFKKjo4Xg4GBxnGPHjglKpVJYunSpSd9Dhw4JSqVSUCqVZuNbEhwcLMTHx5u01dfXm/XT6XTC8OHDhRdffNGkPT4+XlAqlcLy5cstnktycrJV5ycIgsXzI2oplmgkLi0tDSNHjsTIkSMRFRWFPXv2ICQkBBkZGSb93N3dERMTY9L23Xff4bvvvsP48eNhMBhw5coV8SsgIACurq74+9//DgCoqalBQUEBQkJC4OvrK47RqVMnzJo1q0Vz/eyzzwAAr732mll93sHBAQ4ODi0aQyaTISwszGS+dXV1CAkJwcWLF1FWVgYAyMvLAwDMmTPHZIywsDCTc7CGq6ur+Of6+nr89NNPcHR0hJ+fH86cOWNxn5deesnk++eeew6+vr44fPiwVedHdL9YopG4uLg4REREwMHBAY899hh69uwJd3d3s35PPfWU2RUtxqcFpaWlNXu9+o8//ggAYq24V69eZn169+7dormWl5fDwcHhvp4LW1JSgvr6+rs+vKSmpga+vr6orKyEo6Mjevbsadbn6aefRmlpqdXzqKiowLp163D8+HHU1dWZbLP0QiWXy03KML+eR15eHq5fvw5XV9dWnR/R/WLAS5yPj0+LntT02GOPNbtt9uzZCAwMtLhNLpdbPTdLWrpSb44gCPD09MTatWub7dOnTx+rx2+J+vp6PP/887hx4wYSEhKgVCohk8ng6OiIDRs23NeboVI4P3p4MODtmI+PDwDA0dHxni8SxjclL1y4YLatuLi4Rcfr2bMnjh49im+//RZqtbrZfnd7AfDx8UFZWRn8/Pwgk8nuerynnnoKTU1NKCsrMwtF428v1jhx4gS0Wi1WrFiB2NhYk22pqakW96mrq4NOpzNbxZeUlKBr165iyac150d0v1iDt2P9+/eHUqnEzp07LV6ud/PmTVy9ehXA7atYBg8ejPz8fJPShsFgwMcff9yi402YMAEA8N5778FgMJhtF/79dEhj2NXW1pr1mTRpEpqamvDee+9ZPIaxpARAvNpk8+bNJn3y8vLuqzxjLHUJdzzN8vjx4ygsLGx2v40bN5p8f+jQIZSWliIsLExsa835Ed0vruDtmIODA1avXo2EhARMnDgRsbGx6N27NxoaGlBeXo5Dhw4hMTFRfHM2KSkJGo0G06dPx/PPPy9eJnnr1q0WHU+tVmPu3LnYtGkTYmJiEBkZCYVCgaqqKhw8eBDZ2dmQy+Xo3bs3ZDIZtm/fDhcXF8jlcnh6emLkyJGIiIhATEwMsrKycO7cOQQHB8PDwwOXL1/GN998g/LycvFNy8DAQAQHByMnJwdXr15FYGAgKisrsWvXLiiVSnz//fdW/b0FBARAoVBg1apVuHjxIrp3746ioiLs3bu32XE9PDxw6NAhaLVaDB8+XLxM8vHHH8eiRYvEfq05P6L7xYC3c/369UNOTg42bNiA/Px87Ny5EzKZDN7e3oiOjsbIkSPFvv7+/tiyZQvWrl2LjRs3onPnzggPD8f06dPF1fm9vP766+jbty+ysrLw4YcfQhAEdO/eHUFBQXBxcQEAuLi4YN26dUhNTcWKFStgMBgwfPhwcS4rV67EiBEjsHv3bmzYsAGNjY1QKBTo378/XnvtNZPjpaamIjU1Ffv27cOXX34JpVKJtLQ0fP7551YHvFwux4cffog1a9YgKysLN2/exMCBA7Fp0yZ8+umnFsd1dXVFZmYmVqxYgbVr10IQBAQGBiIpKQleXl4mfVtzfkT3w0G48/dQIiKyC6zBExHZKQY8EZGdYsATEdkpBjwRkZ1iwBMR2SkGPBGRnWLAExHZKQY8EZGdYsATEdkpBjwRkZ36f6TonmGmJvwkAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 360x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5EeWg-TCGTso"
      },
      "source": [
        "def plot_roc(name, labels, predictions, **kwargs):\n",
        "  fp, tp, _ = sklearn.metrics.roc_curve(labels, predictions)\n",
        "\n",
        "  plt.plot(100*fp, 100*tp, label=name, linewidth=2, **kwargs)\n",
        "  plt.xlabel('False positives [%]')\n",
        "  plt.ylabel('True positives [%]')\n",
        "  plt.xlim([-0.5,20])\n",
        "  plt.ylim([80,100.5])\n",
        "  plt.grid(True)\n",
        "  ax = plt.gca()\n",
        "  ax.set_aspect('equal')"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "0DndJPR5GTvM",
        "outputId": "f92cdaab-fe21-4dca-8e31-1df2cf0e57c5"
      },
      "source": [
        "plot_roc(\"Train Baseline\", train_labels, train_predictions_baseline, color=colors[0])\n",
        "plot_roc(\"Test Baseline\", test_labels, test_predictions_baseline, color=colors[0], linestyle='--')\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f2c48725490>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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t2rVTu3bt1KNHDy1evNjQPHv37pWXl5dCQkKKjIeHh0uS9uzZU8ErAAAAuDq4xGPrkJAQJSUlyWKx2B8b5+Xl2e8EpqWlKTAwUJLtt40dOnRQcHCwTp8+rSVLluj555/X2bNn9eijj5Y5T3p6erHfT0pSQECAfR4AAIBrmUuEx9jYWE2ZMkXPPvusRowYIYvFonfeeUfp6emSpJycHPu+c+bMKXJs//79FRsbq7fffluDBg2St7d3qfPk5OTI3d292Pjlu565ubnlqtvf36tc+0tSQEDp9V1L6EMhemFDH2zoQyF6YUMfbOhD9XGJ8Dho0CD9/vvvWrBggT799FNJUuvWrRUfH685c+bI09Oz1GPd3Nw0bNgwjRs3Tj///LO6detW6r516tRRXl5esfHLobGkR+dlOXXqvCwWq+H9AwK8lZ6eVa45rkb0oRC9sKEPNvShEL2woQ829EEym00VumlVobmqZRYHGDdunL777jstWrRIK1as0Keffiqr1SqTyaSmTZuWeez1118vSTp79myZ+wUEBCgjI6PY+OU7nJcfjQMAAFyrXCY8SpKPj486dOig0NBQSdKWLVsUHh4uL6+yk3ZKSookyc/Pr8z9WrZsqfPnz+vw4cNFxnfu3GnfDgAAcC1zqfD4R6tXr9auXbuKvAz8zJkzslgsRfbLzc3VggUL5OnpqXbt2tnHs7KydOjQIWVlFd7m7t69u2rXrq2EhAT7mNVqVWJioho3bqy2bdtW4RUBAAA4P5f4zePWrVs1d+5cRUREyNfXV0lJSVq6dKliYmIUHR1t32/Tpk2aM2eOevfuraCgIJ05c0ZLly7VkSNHNGXKlCK/jVy/fr0mTZqkadOmqX///pJsj7eHDh2qhQsXKjc3V23atNGGDRu0fft2zZo1ixeEAwCAa55LhMdGjRrJbDZrwYIFys7OVnBwsCZOnKi4uLgi+/3lL39R8+bNtXz5cmVmZsrd3V2tWrXSxIkTdccddxia6+mnn5aPj48WL16szz77TCEhIZo5c6b69OlTFZcGAADgUkxWq9X4cmCUC6utK4Y+FKIXNvTBhj4Uohc29MGGPrDaGgAAAE6K8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAwwiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwjPAIAAAAw2qVtqF79+4VPqnJZNKMGTPUvn37Cp8DAAAAzqfU8Pjbb7+pefPm8vf3L9cJL126pKSkJOXk5FS6OAAAADiXUsOjJI0aNUoxMTHlOmFmZqa6du1aqaIAAADgnEr9zWNISIi8vb3LfcLatWsrJCRE9erVq1RhAAAAcD6l3nlcs2ZNhU7o7e1d4WMBAADg3FhtDQAAAMPK/M3jlezcuVMnT55UYGCg2rZtKzc3N0fVBQAAACdUofB48uRJPfroozpw4IB9LCQkRO+8846Cg4MdVRsAAACcTIUeW7/44osKCgrSunXrlJycrI8//lhms1lTpkxxcHkAAABwJmWGx7Vr15Y4vnv3bo0dO1bNmjWTu7u72rRpo8GDB2vXrl1VUiQAAACcQ5nh8e9//7tGjx6ttLS0IuNBQUFav369/e/8/Hxt3rxZjRs3rpoqAQAA4BTKDI+ff/658vPz1adPHyUkJNjHx48fr4ULFyoqKkoPPvigunXrpm+//VZPP/10lRcMAACAmlPmgpnGjRtr3rx5WrVqlV5++WWtWLFC//jHP9SxY0etXr1aK1euVGpqqm677Tb16dNHN9xwQ5UVmpSUpFmzZik5OVlms1mdO3fWxIkT1axZM/s+p0+f1qeffqpNmzbp119/1aVLl3TjjTdq+PDhuuuuu644x/Hjx0v9pvf8+fPVrVs3h10PAACAKzK02jo6OlqRkZF65ZVX1K9fPz3yyCMaOXKkRo4cWdX1SZKSk5MVFxenoKAgjRkzRhaLRQkJCYqNjdWyZcvUoEEDSbaA+frrr6tbt24aNWqUatWqpS+++EJPPfWUfv31V40ePdrQfHfffbciIyOLjIWFhTn8ugAAAFyNyWq1WstzwNatWzVlyhS5ublp6tSpuuWWW6qqNruHH35Yu3bt0rp16+Tj4yNJSktLU+/evXX//fdr8uTJkqSUlBSZzWYFBQXZj7VarRo+fLiSkpK0bds21alTp9R5Lt95nDRpkoYPH17puk+dOi+LxXh7AwK8lZ6eVel5XR19KEQvbOiDDX0oRC9s6IMNfZDMZpP8/b2qZy4jOx07dkz79u1TXl6ebr31Vq1cuVLdu3fXsGHD9MILL+j8+fNVWuSOHTsUGRlpD46SFBgYqE6dOhX5FGLTpk2LBEdJMplM6tGjh3JycvTbb78ZnvPChQvKy8urfPEAAABXkTLDY0pKivr166fevXvr3nvvVbdu3fTll1/K3d1d48eP1yeffKI9e/borrvuKrL62tHy8vLk4eFRbLxOnTpKT08vthr8zzIyMiRJ9evXNzTfG2+8ofbt2ys8PFwDBw7Ujz/+WP6iAQAArkJlhsepU6fqwoULev/997Vs2TJ17NhREyZM0IULFyTZfge4ZMkSxcfH65lnntETTzxRJUWGhIQoKSlJFovFPpaXl6fk5GRJKjM8njlzRh9//LE6deokPz+/Mucxm82KjIzUhAkT9M4772jChAn67bff9NBDD2n79u2OuRgAAAAXVuZvHjt06KDx48dr0KBBkmx3Inv27KmPP/5Ybdq0KbLvb7/9pv/93//VvHnzHF7kRx99pClTpui+++7TiBEjZLFY9M4772j9+vXKz8/XokWL1KFDh2LHWSwWPfroo9q2bZs++eQThYaGlnvu1NRURUdH66abblJiYqIjLgcAAMBllbna2sfHR4cOHbL/ffjwYZlMJvn6+hbbNygoqEqCoyQNGjRIv//+uxYsWKBPP/1UktS6dWvFx8drzpw58vT0LPG4qVOn6ttvv9Wrr75aoeAoSQ0bNlR0dLSWLFmiixcvqm7duoaPZcFMxdCHQvTChj7Y0IdC9MKGPtjQh+pdMFNmeBwyZIheeeUV7d+/X76+vtq8ebMiIyPVtGnTainuj8aNG6cRI0bowIED8vb2VmhoqF577TWZTKYS65k9e7YSEhL0zDPPqG/fvpWau1GjRrJYLDp37ly5wiMAAMDVpszwOHz4cDVs2FAbNmxQTk6ORo8eraFDh1ZXbcX4+PgUeTy9ZcsWhYeHy8uraNJetGiR3nzzTQ0fPlzx8fGVnjclJUVubm5FVnsDAABci674kvC77rrL0NdZqtvq1au1a9cuvfbaa8XGX3rpJcXExGjixImlHp+VlaW0tDQFBgbK29tbkpSZmVlsUc3Ro0e1atUqdejQocx3RAIAAFwLDH1hpqZt3bpVc+fOVUREhHx9fZWUlKSlS5cqJiZG0dHR9v2Sk5P1zDPPyNfXV7feeqtWrFhR5DwRERH2r9GsX79ekyZN0rRp09S/f39J0owZM5SSkqIuXbooMDBQx44dsy+SmTBhQjVdLQAAgPMqNTzOmTNHPXr00E033VSuE+bm5uq9997T3XffrcaNG1e6QMn2m0Oz2awFCxYoOztbwcHBmjhxouLi4orsd/DgQeXn5yszM1N///vfi53ngw8+sIfHkkRERCgxMVH/+c9/lJWVpeuuu04RERF64okn1KJFC4dcCwAAgCsr9VU9YWFhmjFjhmJiYsp1wtOnT6tr165auHChbr31VocU6apYbV0x9KEQvbChDzb0oRC9sKEPNvTBiVZbb9++XQUFBeU6YXZ2dqUKAgAAgPMqMzwuXrxYixcvLvdJTSZThQsCAACA8yo1PH7wwQeVOnFYWFiljgcAAIDzKTU8durUqTrrAAAAgAsw13QBAAAAcB2ERwAAABhGeAQAAIBhhEcAAAAYRngEAACAYYRHAAAAGFbmS8L/qKCgQHl5eapbt6597Ny5c/rkk0909uxZ9enTR6GhoVVSJAAAAJyD4fD4/PPPa+fOnfr8888lSfn5+YqNjdXBgwclSe+9954WL16sli1bVk2lAAAAqHGGH1v/9NNPioqKsv/9xRdf6ODBg3r++eeVmJioBg0aaN68eVVSJAAAAJyD4TuP6enpatKkif3vr776Si1atFBsbKwk6YEHHqjQd7ABAADgOgzfebRarSooKLD//cMPP6hz5872vwMCAnTq1CnHVgcAAACnYjg8NmnSRN9++60k2yPs9PT0IuExLS1N3t7ejq8QAAAATsPwY+v+/fvrlVdeUd++fZWamip/f39FRkbat+/cuVPNmzevkiIBAADgHAzfeRw2bJjGjBkjd3d3tWzZUrNnz7a/tuf06dPauXOnunXrVmWFAgAAoOYZvvNoMpk0evRojR49uti2+vXra+vWrQ4tDAAAAM6nQl+YycvLU2pqqvLy8hxdDwAAAJxYucLjL7/8oqFDh+rmm2/W7bffrp9++kmSdOrUKQ0bNkxbtmypkiIBAADgHAyHx71792rw4MFKSUnRPffcU2Sbv7+/cnNztXTpUocXCAAAAOdhODy+8cYbCgwM1Oeff67x48fLarUW2d6lSxclJyc7vEAAAAA4j3J9nnDAgAHy9PSUyWQqtr1x48ZKS0tzaHEAAABwLobDY25ubpkvAT9//rxDCgIAAIDzMhwemzVrpl9++aXU7d9//71uuukmhxQFAAAA52Q4PPbt21fLly8vsqL68uPrhQsX6ptvvim2kAYAAABXF8MvCR8xYoS+++47xcfHq3nz5jKZTJo2bZoyMzOVkZGhrl27KjY2tiprBQAAQA0zfOfR3d1d7733niZMmCAPDw95eHjoyJEjql+/vv72t79p7ty5Mpsr9M5xAAAAuAjDdx4lqVatWho+fLiGDx9eReUAAADAmRm+Vbhx40YVFBRUZS0AAABwcobvPI4ePVp+fn7q27ev7r33Xv31r3+tyroAAADghAzfeZwyZYqaNWumDz74QPfdd59iYmK0cOFCpaenV2V9AAAAcCKGw+ODDz6oxMRErV+/XqNGjVJOTo6mT5+u22+/XY8++qhWr16tvLy8qqwVAAAANaxcC2YkqWnTpho7dqzGjh2r7du3a9myZfriiy/0zTffyNvbWz/88ENV1AkAAAAnUO7w+EcdOnRQq1at1Lp1a7366qvKyspyVF0AAABwQhUOj1u2bNGyZcu0fv165eTkyMfHR4MHD3ZkbQAAAHAy5QqPhw4d0tKlS7Vy5UqlpaXJzc1Nt912m/r166fbbrtNtWvXrqo6AQAA4AQMh8f+/ftr7969slqtatWqlR555BFFR0erfv36VVkfAAAAnIjh8Jienq4RI0aoX79+uummm6qyJgAAADgpw+Hx66+/5tvVAAAA1zjDaZDgCAAAgFLvPE6aNEkmk0lTp06Vm5ubJk2adMWTmUwmvfzyyw4tEAAAAM6j1PC4dOlSmUwmTZkyRW5ublq6dOkVT0Z4BAAAuLqVGh737dtX5t8AAAC49vBDRgAAABhmODx2795dGzduLHX7l19+qe7duzukKAAAADgnw+Hxt99+04ULF0rdfvHiRZ04ccIhRQEAAMA5OeyxdUZGhurUqeOo0wEAAMAJlfmS8B9//FHbtm2z/71+/XodPXq02H5nz57V6tWr1bJlS8dXCAAAAKdRZnjctm2bZs+eLcn2Gp5169Zp3bp1Je57ww03GHoXJAAAAFxXmeFx2LBh6tevn6xWq3r06KG///3vxRbFmEwm1atXT76+vlVaKAAAAGpemeHR29tb3t7ekqQPPvhAN954o/z9/aulMAAAADgfwwtmOnXqVKPBMSkpScOGDVP79u11yy236PHHH9exY8dK3Hfjxo3q16+f2rRpo9tvv12zZ8/WpUuXDKwgeOIAACAASURBVM1jsVg0f/58RUVFqU2bNoqJidHq1asdeSkAAAAuq9Q7j7Nnz5bJZNKoUaNkNpvtv30si8lk0ujRox1aoCQlJycrLi5OQUFBGjNmjCwWixISEhQbG6tly5apQYMG9n2//vprjR49Wl26dNFzzz2n/fv366233tLp06f13HPPXXGuWbNmad68eRo4cKBat26tjRs3aty4cTKbzbrzzjsdfm0AAACuxGS1Wq0lbQgLC5PJZNLOnTvl7u6usLCwK5/MZNLevXsdXuTDDz+sXbt2ad26dfLx8ZEkpaWlqXfv3rr//vs1efJk+77R0dHy8PDQxx9/LDc3N0mFgXDNmjUKDg4udZ7U1FR1795dgwYNsp/TarUqLi5OJ0+e1IYNG2Q2G3+70alT52WxlNjeEgUEeCs9Pcvw/lcr+lCIXtjQBxv6UIhe2NAHG/ogmc0m+ft7Vctcpd55vPw1GXd39yJ/14QdO3bojjvusAdHSQoMDFSnTp20Zs0ae9A7ePCgDh48qBdffNEeHCUpNjZWc+bM0bp16/Too4+WOs+GDRuUn5+v2NhY+5jJZNKgQYM0fvx4JScnq127dlVwhQAAAK6h1PAYFBRU5t/VKS8vTx4eHsXG69Spo/T0dKWlpSkwMFB79uyRJLVu3brIfg0bNtT1119v316avXv3ysvLSyEhIUXGw8PDJUl79uwhPAIAgGtamautjcjMzNS5c+fKfBxcWSEhIUpKSpLFYrE/Ns7Ly1NycrIk2cNjenq6JCkgIKDYOQICApSWllbmPOnp6UV+P/nHYy/PUx4VuX0cEOBd7mOuRvShEL2woQ829KEQvbChDzb0ofoYDo/Lli3TTz/9pKlTp9rHZs6cqXfffVeS1LZtW7377rvy8nL88/bY2FhNmTJFzz77rEaMGCGLxaJ33nnHHhZzcnKK/P/yo/Y/8vDw0MWLF8ucJycnp9RjJSk3N7dcdfObx4qhD4XohQ19sKEPheiFDX2woQ/V+5tHw6s/EhMTi7zuZteuXZo/f746dOigAQMGaNeuXXr//ferokYNGjRII0eO1IoVKxQdHa2YmBgdO3ZM8fHxkiRPT09Jsn9bOy8vr9g5cnNzr/jt7Tp16pR6rKQSH50DAABcSwyHx2PHjik0NNT+99q1a+Xj46MFCxboxRdf1P333681a9ZUSZGSNG7cOH333XdatGiRVqxYoU8//VRWq1Umk0lNmzaVVPh4+fIdyT9KT09XYGBgmXMEBAQoIyOjxGMlXfF4AACAq53h8JiVlWX/2owkbd26VV27drU/5m3durVOnDjh+Ar/wMfHRx06dLCH2C1btig8PNz+qLxly5aSpN27dxc5LjU1Vb///rt9e2latmyp8+fP6/Dhw0XGd+7cWeT8AAAA1yrD4TEgIEBHjx6VZFsks2/fPnXo0MG+/cKFC0Vej1PVVq9erV27dmnYsGH2sRYtWqh58+ZavHixCgoK7OMfffSRzGazevXqZR/LysrSoUOHlJVV+BuJ7t27q3bt2kpISLCPWa1WJSYmqnHjxmrbtm0VXxUAAIBzM7xgpnPnzlq0aJF8fHy0bds2mUwm3Xbbbfbthw8fVsOGDaukyK1bt2ru3LmKiIiQr6+vkpKStHTpUsXExCg6OrrIvs8884xGjRql+Ph49enTR/v379eiRYs0cODAIq/gWb9+vSZNmqRp06apf//+kqTrr79eQ4cO1cKFC5Wbm6s2bdpow4YN2r59u2bNmlWuF4QDAABcjQyHxyeffFI///yzZsyYIUkaNWqUmjRpIkm6dOmS1q1bV+TOniM1atRIZrNZCxYsUHZ2toKDgzVx4kTFxcUV2/eOO+7Q7NmzNXv2bE2dOlV+fn4aNWqUHn/8cUNzPf300/Lx8dHixYv12WefKSQkRDNnzlSfPn0cfVkAAAAup9TPE5akoKBABw8elLe3txo3bmwfP3/+vL7//nuFhYXZAyV4VU9F0YdC9MKGPtjQh0L0woY+2NAHJ/k8YUnc3NyKrLi+zMvLSz169HBYUQAAAHBO5f7CzPfff68NGzYoJSVFktS0aVP17NlTnTt3dnhxAAAAcC6Gw6PFYtGECRP0+eefy2q12hePWCwWLVq0SDExMfrnP/8pk8lUZcUCAACgZhkOjwsXLtTKlSt15513auTIkbrxxhslSYcOHdK8efO0cuVKhYWFacSIEVVWLAAAAGqW4XfPLF26VBEREXr99dcVFham2rVrq3bt2goLC9Nrr72mrl276tNPP63KWgEAAFDDDIfHlJQURUVFlbo9KirK/jtIAAAAXJ0Mh8e6deuW+N3ny9LT01W3bl2HFAUAAADnZDg8dujQQYsWLdKBAweKbTt48KASEhLUsWNHhxYHAAAA52J4wczYsWM1cOBA9evXT1FRUbrpppsk2YLjpk2bVLt2bY0ZM6bKCgUAAEDNMxweQ0ND9eGHH+of//iH1q1bp3Xr1tm3tW/fXpMnTy7xBeIAAAC4epTrJeFt2rRRYmKiMjMzdfz4cUlSkyZN5OfnVyXFAQAAwLmU+wszkuTn50dgBAAAuAaVOzwmJydr/fr1RT5P2KNHD7Vt29bhxQEAAMC5GA6PBQUFeu6557R06VJZrdYi2959913de++9eumll+Tm5ubwIgEAAOAcDIfHd955R5999pl69Oihhx9+2L7a+sCBA3r33Xe1bNkyBQUF6YknnqiyYgEAAFCzDL/n8dNPP1VERIRmz56tdu3aycvLS15eXmrfvr3eeustdenShc8TAgAAXOUMh8dTp06V+XnCHj166NSpUw4pCgAAAM7JcHgMDg5Wenp6qdvT0tIUHBzsiJoAAADgpAyHx8cee0wJCQnat29fsW179uzRRx99pJEjRzq0OAAAADgXwwtmDh8+rCZNmui+++5TRESEmjdvLkk6dOiQtmzZotDQUP3666+aPXu2/RiTyaTRo0c7vmoAAADUCJP1z+/dKUVYWFj5T24yae/eveU+7mpx6tR5WSyG2itJCgjwVnp6VhVW5BroQyF6YUMfbOhDIXphQx9s6INkNpvk7+9VLXMZvvO4cePGqqwDAAAALsBweAwKCqrKOgAAAOACDC+YAQAAAAiPAAAAMIzwCAAAAMMIjwAAADCM8AgAAADDCI8AAAAwzPCrei47fvy4tm7dqoyMDMXExKhJkybKy8tTRkaGGjRoIHd396qoEwAAAE6gXOFxxowZev/991VQUCCTyaR27drZw2N0dLSefPJJDR8+vIpKBQAAQE0z/Ng6MTFRCxYsUGxsrBYuXKg/ftXQy8tLUVFR+vLLL6ukSAAAADgHw3ceExIS1LNnT02ePFmnT58utj00NFQ//vijQ4sDAACAczF85/HIkSPq2rVrqdvr169fYqgEAADA1cNwePTw8NDFixdL3X7ixAldd911DikKAAAAzslweAwPD9f69etL3Jabm6vly5fr5ptvdlhhAAAAcD6Gw2N8fLySkpL0t7/9Tf/9738lSRkZGfrmm280ZMgQpaamasSIEVVWKAAAAGqe4QUzXbt21ZQpU/SPf/xDn3/+uSTpmWeekSTVrl1bU6dOVfv27aumSgAAADiFcr3nceDAgYqKitLatWv166+/ymq1Kjg4WHfddZcaNmxYVTUCAADASZT7CzMBAQEaMmRIVdQCAAAAJ8e3rQEAAGCY4TuPQ4cOveI+JpNJ//73vytVEAAAAJyX4fB4/PjxYmMFBQVKT0+XxWJR/fr1VbduXYcWBwAAAOdiODxu2rSpxPG8vDy99957+uyzz/Thhx86rDAAAAA4n0r/5tHd3V2PPfaYwsPD9corrziiJgAAADgphy2YueWWW/Ttt9866nQAAABwQg4Lj8ePH1d+fr6jTgcAAAAnZPg3jydOnChx/OzZs9qyZYs+/PBDderUyWGFAQAAwPkYDo9RUVEymUwlbrNarQoJCdGzzz7rsMIAAADgfAyHx9GjR5cYHn19fRUcHKyuXbvKbOad4wAAAFczw+FxzJgxVVkHAAAAXIChW4XZ2dnq0aOH3n///SouBwAAAM7M0J1HT09PnTlzRp6enlVdT6mOHDmi119/XTt27NC5c+fUuHFj3XvvvRo+fLjc3d11/Phxde/evdTjBwwYoJdeeqnMOUJDQ0scnzJligYNGlSp+gEAAK4Ghh9bt23bVrt27dKAAQOqsp4SpaamasCAAfL29lZcXJx8fHy0fft2zZw5UwcOHNCMGTPk5+en6dOnFzv2m2++0cqVKxUREWForsjISN19991Fxtq2beuQ6wAAAHB1hsPj008/rWHDhqlt27bq379/qSuvq8Ly5ct17tw5JSQkqEWLFpKkgQMHKjc3V6tXr9bLL7+sevXq6Z577il27NKlS+Xl5aWoqChDczVv3rzE8wAAAOAK4fHEiRPy8/NTnTp1NG3aNF133XV69tlnNWPGDDVr1kx16tQpsr/JZNK///1vhxeZnZ0tSfL39y8y3qBBA9WqVUtubm4lHpeWlqZt27bp3nvvlYeHh+H5cnJyZDKZynUMAADAtaDMBTPdu3fXhg0bJNm+IGOxWNSoUSPVq1dPGRkZOn78eJH/UlJSqqTIjh07SpImT56sffv26eTJk1qxYoWWLl2qRx55pNRXBK1evVoWi0UxMTGG5/rkk0/Url07hYeHKyYmRuvXr3fINQAAAFwNTFar1VraxrCwMM2YMaNc4auqvP3225o7d65ycnLsY2PHjtXo0aNLPaZ///5KS0vT5s2bDb2D8sEHH1SfPn3UpEkTnTx5Uh988IGOHDmimTNnqm/fvg65DgAAAFdm+DePNa1Jkybq1KmTevbsKV9fX3311Vd688035efnV+JK6MOHD+uXX37R8OHDDb+8PDExscjf/fr1U9++fTVjxgxFR0eX+3eep06dl8VSajYvJiDAW+npWeWa42pEHwrRCxv6YEMfCtELG/pgQx8ks9kkf3+vapnLJcLjqlWr9MILL2jt2rVq2LChJKlXr16yWq2aPn26+vTpIx8fnyLHrFy5UpIqdde0Xr16evDBBzVz5kz9+uuvuvHGGyt+EQAAAFeBK4bH7du3q6CgwPAJ77333koVVJKEhAS1atXKHhwvi4qK0meffaZ9+/apc+fORbZ9/vnnCgkJUevWrSs1d6NGjSRJZ8+erdR5AAAArgZXDI9LlizRkiVLrngiq9Uqk8lUJeExIyNDfn5+xcbz8/MlqVi43blzp44ePaqxY8dWeu7Li4BKmh8AAOBac8Xw+MADD6hdu3bVUUupQkJC9N133+nYsWNq1qyZfXzVqlVyc3Mr9mWYKz2yvnjxok6cOKH69evbQ2FmZmaxgHj69GklJCSoSZMmCg4OduAVAQAAuKYrhscOHTrU+Grr+Ph4bd68WYMGDdLgwYPl4+Ojr776Sps3b9aDDz5Y5P2PBQUFWrNmjdq1a1ckaP5RcnKyhg4dqieeeEJjxoyRJC1atEgbN27U7bffrsaNGys1NVWLFy9WZmam3nrrrWq5TgAAAGfnEgtmOnbsqMTERL355ptKSEjQmTNnFBQUpPHjxys+Pr7Ivlu2bFFGRoZGjhxZrjnat2+vHTt26OOPP9bZs2dVr149tWvXTo899phuueUWR14OAACAy3KJ8ChJ4eHhmj9//hX3+5//+R/997//LXOfzp07F9snMjJSkZGRlaoRAADgamfsBYgAAACArnDncd++fdVVBwAAAFwAdx4BAABgGOERAAAAhhEeAQAAYBjhEQAAAIYRHgEAAGAY4REAAACGER4BAABgGOERAAAAhhEeAQAAYBjhEQAAAIYRHgEAAGAY4REAAACGER4BAABgGOERAAAAhhEeAQAAYBjhEQAAAIYRHgEAAGAY4REAAACGER4BAABgGOERAADAxZ3Kzqu2uQiPAAAALuz0hTyN+Cip2uYjPAIAALiw59f8t1rnIzwCAAC4qP+mntf3R05X65yERwAAABc1+9vDkqQWAZ7VNifhEQAAwAX9cPS0/a7juNuaV9u8hEcAAAAXY7Va9cL//dZxYPvGCvKtW21zEx4BAABczMvrDyjj/17PMzIiuFrnJjwCAAC4EKvVqhW7f5cktWnkLS+PWtU6P+ERAADAhUz9Yr8sVtu/37y/TbXPT3gEAABwEZv2p2vlL6mSpEk9bpKne/XedZQIjwAAAC5h529nNWHlXklS5xt81b9t4xqpg/AIAADg5AosVs3YdMj+9xv9q/9x9WWERwAAACc3d8sR/TftvCTp4+Ed5GY21VgthEcAAAAnZrFa9cEPKZKknqEBCvavV6P1EB4BAACc2Etf7FfB/62untSjRc0WI8IjAACA01q+66R9dfXYbiHyrlP9q6v/jPAIAADghDKy8/TSugOSpLgOTTSkY9MarsiG8AgAAOBkLFarJq7YI0lqEeCpJ29rXsMVFSI8AgAAOJnVe1K188Q5SdLTUTfWcDVFER4BAACciMVq1bwtRyVJD3dpppub+NZwRUURHgEAAJzIv39I0clzufKoZdbgDk1qupxiCI8AAABO4kJegd7+9ogkaWREsLw8an519Z8RHgEAAJzE0P/ssP978C1BNVhJ6QiPAAAATuD7I5k6evqiJOmVmJYymWruE4RlITwCAAA4gTnf2RbJ9A4LUPe/BNRwNaUjPAIAANSw8ct+0S+/Z6m2m0lP33FTTZdTJsIjAABADfr1VLY2HzolSRrZNVi+9WrXcEVlIzwCAADUoA9+SJEkdb7BV0M7OccnCMtCeAQAAKgh53LytWpPmiTbq3kqal/qeQdVdGWERwAAgBry/5b+Iklqdb23Wje6rkLnuJBXoAkr9ziyrDI535snS3HkyBG9/vrr2rFjh86dO6fGjRvr3nvv1fDhw+Xu7i5JGjJkiH744Ydix/bp00ezZs0yNM/HH3+shQsX6vjx42rcuLGGDh2qwYMHO/RaAAAAVv3imO9X3/bmd2pSv66jyroilwiPqampGjBggLy9vRUXFycfHx9t375dM2fO1IEDBzRjxgz7vo0bN9ZTTz1V5PigIGMv2UxMTNQLL7ygO++8Uw899JC2b9+uF198Ubm5uRoxYoRDrwkAAFy7LhVYNOurQ5KkIR2aVPiuoyT9IzpM7/zft7Crg0uEx+XLl+vcuXNKSEhQixYtJEkDBw5Ubm6uVq9erZdfflm1a9tWJl133XW65557yj1HTk6OZs2ape7du+uNN96QJD3wwAOyWCyaPXu2PbwCAABU1swvD+lsziV5urtp9P+EVOgcFqtVFqt0S1NfjehidXCFpXOJ3zxmZ2dLkvz9/YuMN2jQQLVq1ZKbm1uR8UuXLtmPMWrbtm06c+aMYmNji4wPHjxY2dnZ2rx5cwUqBwAAKOpCXoGW7fpdkjTo5iC5mcv/JZn087nq/No3+n9LdyvjfJ7uaX29o8sslUuEx44dO0qSJk+erH379unkyZNasWKFli5dqkceeURmc+FlHDp0SO3atdPNN9+syMhIzZkzRxaL5Ypz7Nlj+6Fp69ati4y3atVKZrPZvh0AAKAyXlizT5csVnm6u+mhzs0qdI7nVu+TJG09clqB3u6OLO+KXOKxdWRkpJ588knNnTtXmzZtso+PHTtWo0ePtv/dtGlTde7cWaGhoTp//rw+//xzzZo1SydOnNCLL75Y5hzp6elyd3eXr69vkfHLY2lpaY69KAAAcM1Zsft3fXXQ9kLwf93XRu61KnYf76eUs5Kklg29VL8e4bFETZo0UadOndSzZ0/5+vrqq6++0ptvvik/Pz8NGjRIkvTyyy8XOaZfv3568skntWTJEg0fPlzNmzcv9fw5OTn2303+mYeHh3Jzc8tds7+/V7mPCQjgd5USffgjemFDH2zoQyF6YUMfbFyhDzn5BXrr2yOSpL7hjdS9rbEFvX928uxF+7+f6hVa7dfuEuFx1apVeuGFF7R27Vo1bNhQktSrVy9ZrVZNnz5dffr0kY+PT4nHjhgxQmvXrtW2bdvKDI916tRRXl5eidtyc3Pl4eFR7rpPnTovi8X4D1gDAryVnp5V7nmuNvShEL2woQ829KEQvbChDzau0ocVu35XZnae/D3dNfGOGytc88OLfrb/u31APaWnZ8lsNlXoplVFuMRvHhMSEtSqVSt7cLwsKipKFy5c0L59+0o99vrrbT8gPXv2bJlzBAQEKD8/X2fOnCkynpeXpzNnzigwMLCC1QMAAEgJO45LkoZ1aiqPCj6ulmwLbiTp/raNZDKVf7FNZbnEnceMjAz5+fkVG8/Pz5ckFRQUlHpsSorte5ElHf9HLVu2lCTt3r1bkZGR9vHdu3fLYrHYtwMAAJRXWlauDmVckCT1Cg2o1LmWPNRBO387q1bX18yjepe48xgSEqLdu3fr2LFjRcZXrVolNzc3+wKZPz92Ligo0Ny5c2U2m3Xrrbfaxy9evKhDhw4pMzPTPtalSxf5+voqISGhyDk++ugj1atXT926dauCKwMAANeCyy8E9/d0l79nxRe4bNyfrrxLFrUN8lEtt5qJcS5x5zE+Pl6bN2/WoEGDNHjwYPn4+Oirr77S5s2b9eCDD8rf31/btm3T+PHj1bdvXzVr1kwXLlzQmjVrtHv3bj3yyCNq2rSp/XzJyckaOnSonnjiCY0ZM0aS7TePY8eO1Ysvvqgnn3xSkZGR2r59u1asWKGnn35a111X8Te/AwCAa9e+1Cxt2J8hyfY1mIradvS0Jq7cq76tGur/3X6jvOvUTIxzifDYsWNHJSYm6s0331RCQoLOnDmjoKAgjR8/XvHx8ZJsnyW8+eabtW7dOmVkZMhsNqtFixZ65ZVX1K9fP0PzDB48WLVr19bChQu1ceNGNWrUSJMnT9bQoUOr8vIAAMBVbMH3tienPUMDdEtT3yvsXbqZX9ruXn7+S6qe7/0Xh9RWESar1Vp937O5xrDaumLoQyF6YUMfbOhDIXphQx9snLkPXx88paeX/yJJWjTkZv0lsGIrog+mZ2vQBz9Jksbd3lyxtzQpsp3V1gAAAC7uzIV8PbtqryTpgXaNKxwcJdmDoyQ9eHPF3g/pKIRHAACAKvDPjQeVc8miGxvU09NRN1b4POv2FX7lblrfljLXwOt5/ojwCAAA4GBHMi9ow/50SdL/3hlWqfcxppy5qGb160qSelTyNT+O4BILZgAAAFyF1WrV0P/skCR1uaG+QhtW7reI8V1u0O03NZBbDd9xvIzwCAAA4ED//iFFF/MtkqTxd1T8cbUkZeddUk6+RTc28HREaQ7BY2sAAAAHOX0hT/O3HpUk3RpcX8H+9Sp1vl5vb9X8rUe1P+28I8pzCMIjAACAA1isVv2/Zb8or8CqZvXrala/1pU633eHM5VXYNWnO0/qh2NnHFRl5REeAQAAHOD7I6e1+6TtfZP/jPmr3MwV/41i7iWLnvpst/3vwbfU7Ot5/ojwCAAA4ACfJJ2QJMXeEqSbAir3G8WVu3+3/zth6M2VWq3taIRHAACASvpv6nl982umJKlfm0aVOlfK6Yv658aDkqQmvnXUIqB6vhxjFOERAACgkmZssoW92270r/QiGZNJevr/VmlXdrV2VeBVPQAAAJXwSdIJ7TxxTm4madwdzSt1rrxLtlf83NPmeg1o37jGvyZTEu48AgAAVNCp7Dy98fWvkqRRkSEK8qlb4XNZrVZFvPGt5nx3RB61zE4ZHCXCIwAAQIVN/WK/ci5Z1LKhl4Z1alqpc+04flaS9MW+dKVm5TqivCpBeAQAAKiAJT//pu8OZ8qjlln/e1dYpc83ckmyJMlskq6/rk6lz1dVCI8AAADldPZivmZsOiRJeqBdY4VUcpHM2r1p9n8/fOsNlTpXVSM8AgAAlNMnO23vdPT2qKXHIoIrfb7nVu+z//vhLs0qfb6qRHgEAAAop037MyRJo/8nWB61KhensvMu2f89q18rp3oheEl4VQ8AAEA57E3N0v70bNUym9QrNLDS5/N0r6WtT0Xqm18zFdnc3wEVVi3uPAIAAJTDs6tsj5ijWjSQd53K3YdLPnFOs746pFpuZt3RooEjyqtyhEcAAACD9vyepWOnL0qShnRsUunzxX+UpIPp2fop5Uylz1VdCI8AAAAGvbRuvyQpsrmfwhp6V+pcZy7mS5J+OHZGbk7+O8c/IjwCAAAY8P2RTB1Iz5YkvXBnaKXPN+e7I/Z/t2viU+nzVRfCIwAAgAFzvjuq/8/efUdHVbwNHP/ubnovhBaUmgSkJUDo8EqHQASUXiJFEJCuIgIKooJSBASVDkqTTghFpAiIFGmSH9Kk12Ag2fS6e98/QhbWtIVsSALP5xwO2dl7586dDLsPc6cAtK9SHBdby1znt/HMPQBaVfTIdV7PkwSPQgghhBA5OHYjkr/DYgDoXy/36zD+euHxouDda+Z+7OTzJMGjEEIIIUQOJv9yEYCO1YpTwgxbB+58YkeZ14o55Dq/50nWeRRCCCGEyMbf96L5NzYZgIH1y5glz1kdq3DwykOKOlgV+EXB/0uCRyGEEEKIbKz7K20rwkbl3Chib2W2fBuXL/gLgmdGHlsLIYQQQmRBm5DCrgvhAPQ3057TX/x6iW1/h/EgLtks+T1vEjwKIYQQQmRh2bGb6PQKVUs4UrmEk1nyDP5fGJ/9com9F8PNkt/zJsGjEEIIIUQmFEVh9ck7APStY55ex7P3og0/t69a3Cx5Pm8SPAohhBBCZCLk7/uGn+uVdTNLnu9v+dvws42lxix5Pm8SPAohhBBC/Ed8so7Pd6VtRTiwfmks1LmfER2frCMiPm1LwhY+hWth8CdJ8CiEEEII8R+rTt42/Ny7lnkW8V79RJ6ftvI2S575QZbqEUIIIYR4gk6vsPBw2laEHzYtb7bHy8UcrfF/1QV7K02hfWQNEjwKIYQQQhj53920SS32VhrerFbCbPkGVimO/6su2FkV3sARJHgU5yxlcAAAIABJREFUQgghhDBy6FoEABWK2GOhMe8Iv+Jm2Nowv8mYRyGEEEKIJ6w7nbY8T7canmbLMzI+mYk7L3DwykOz5ZlfJHgUQgghhHjkblQiCSl6AOqVdTVbviM3/82Oc/8yaedFs+WZXyR4FEIIIYR45PtD1wCoW8YVeyvzjO5TFIVzYTEA+BS1N0ue+UmCRyGEEEII4EFcsmEf68DKxcyW74fB5ww/z+xQxWz55hcJHoUQQgghgF3n/wXAy8OelhWLmi3fm5EJANhZagr9TGuQ4FEIIYQQAoAFh68D0N2ME2Ui4pO5FhEPwJIevmbLNz9J8CiEEEKIl15sUipJqWkTZV6vUMRs+VpbqFnQtRp2lhrKuduZLd/8JMGjEEIIIV56h69FoFegagknHG3MM1EmVa9gbaGhSnEn9g2tj1qV+/2xCwIJHoUQQgjx0gs5ex+A/6vgbpb87kQlUG/W74wJ/pv7MUlo1C9G4AgSPAohhBDiJZeYouP4zUgA6pR2MUueHRYfB+D3qxEUcbAyS54FhQSPQgghhHipbThzD52SNhvap6hDrvNbduym4efBDcpga1n4Z1g/SYJHIYQQQry0FEUh5GwYAO83KY8ql+MSU/UK3x+6bnjdp84rucqvIJLgUQghhBAvrX/C47j6MB57Kw0tK3rkOr8HsUlYPBrfGDKg9gszSeZJEjwKIYQQ4qW1+uRtAOqVccPGDI+XHawtGNqoLFVKOFLcySbX+RVE5pmLLoQQQghRyGgTUgzbEXarUdIseTpYW1DrFRfqlXU1S34FkQSPQgghhHgphZwNI1Wv4P+qC9U9nXOd3+bQe48ef5tva8OCqNAEj9evX2f27NmcOnWK6OhoSpYsSYcOHejTpw9WVlYkJCSwadMm9uzZwz///ENcXBxlypShS5cudOnSBY0m565oHx+fTNMnTZpE9+7dzX1LQgghhMhH+y8/BKClT+7HOsYlpzJl9z8ALD5yk3V9a+U6z4KqUASP9+/fp3Pnzjg6OtKrVy+cnZ05ceIEM2fO5J9//mH69OncunWLzz//nHr16tGnTx8cHBw4dOgQkyZN4n//+x9Tpkwx6VoNGzbkjTfeMEqrXr16XtyWEEIIIfLJ3/eiCb0bjbWFmuZmCB5fn3vY8PO3b1XJdX4FWaEIHoODg4mOjmb16tV4eXkB0LVrV5KSktixYwdTpkyhSJEihISEGN4H6NatGx9//DEbN25k8ODBvPJKztPly5UrR/v27fPsXoQQQgiR/77ZfxWARuXccLDOXTgUEZ9s+LluGdcXdqJMukIx2zouLg4Ad3fjLYOKFCmChYUFGo0GNzc3o8AxXYsWLQC4evWqyddLTEwkKSkpFyUWQgghREF19lGvI0C/uq/mOr/Pd10y/Pztmy92ryMUkuDR398fgPHjx3PhwgXu3bvH1q1b2bx5MwMGDECtzvo2Hjx4AICrq2mznjZs2ICvry/VqlUjMDCQ3bt35/4GhBBCCFFgLD92C4D2VYvj5ZH7HWXSeXnY53qR8cJApSiKkt+FMMX333/PggULSExMNKQNHz6c9957L8tzkpOT6dixI8nJyezatSvbIBPSHnMHBARQqlQp7t27x08//cT169eZOXMm7dq1M9u9CCGEECJ/PIxNouYXewD4rkcN2lYrkes8U3R6vMbv5PcxTXjFzS7X+RV0hSZ43Lp1KyEhIbRo0QIXFxf279/Ppk2bmDhxYpYzoT/55BPWr1/PokWLaNSo0VNfMz4+nnbt2qHT6di/f/9T/2/i4cNY9HrTq9fDw5Hw8JinLeYLR+rhMamLNFIPaaQeHjNHXSQkxBEbq0WnSzVTqZ4/tVqNXq/P72Lku6eph4dxySSnKqjVUNTBGnN1FOoVUOdRp6NGY4GDgwu2tvZZHqNWq3B3N18vanYKxYSZ7du3M3HiRH755ReKFSsGQMuWLVEUhWnTphEQEICzs/H6TIsXL2bdunW8//77zxQ4AtjZ2dGtWzdmzpzJ1atXKV++fK7vRQghRP5LSIgjJiYSFxcPLC2tCu2jRgsLNampEjyaWg+KohAdHodKr1DM0Rp3e6tcX/tedCKutpZYWajzZCtCRVFISUlGq01bzDy7APJ5KRRjHlevXk3lypUNgWO6pk2bEh8fz4ULF4zSN23axIwZM+jZsycDBw7M1bVLlEjrzo6KispVPkIIIQqO2FgtLi4eWFlZF9rAUTy9h3HJpD56Iuhia5nr/OKTdUTGp3D1YfxTPWl8GiqVCisra1xcPIiN1ebJNZ5WoQgeHzx4gE6ny5CekpICYPTenj17mDBhAi1btmTChAm5vvatW2mDat3c3HKdlxBCiIJBp0vF0jL3vU6i8NArCg/i0uKGYo7WaMzwjDnyiSV6LDR5G1JZWloVmCEWhSJ4LFu2LGfPnuXmzZtG6du3b0ej0Rh2hjl+/DijR4+mVq1azJgxI8sJMgkJCVy5coWIiAhD2pM/p4uMjGT16tWUKlWKMmXKmO+GhBBC5DvpcXy5RMQlo1cUrCzUuNnlvtcRICEl7VG5OXoxc1KQ2muhGPPYv39/Dh48SPfu3enZsyfOzs7s37+fgwcP0q1bN9zd3blz5w6DBw9GpVLRqlUrdu7caZRHjRo1DIuEh4aGEhQUxNChQxk2bBgAq1atYu/evbz++uuULFmS+/fvs3btWiIiIvjuu++e+z0LIYQQwjxSdHrC49J6Cd3tLM0SiMUmpZKsSwsenWwKRThlNoXibv39/fn555+ZO3cuq1evRqvV4unpyfvvv0///v0BuH37NjExaTPvJk+enCGPqVOnZrvDjJ+fH6dOnWL9+vVERUVhZ2eHr68v7777LjVr1sybGxNCCCFEnrsblYiigK2lxiy9hIqicDMywfDa3kqT6zwLk0KzVE9hJEv1PBuph8ekLtJIPaSRengst3URFnaD4sVLm7FE+SM/ZlsPHZo2EXXevIXP9brZya4eElJ0XHsYD0BpV1vsn3Irwh07Qpgy5TPWr99KiRIlAejUKZAq1fzoMvBDyrjZYfecgsfs2q0s1SOEEEKIp9KwYS2TjnsyCCoI0oOzJ7m6ulGhghdBQf3w88vd07/wmLTtht3sLJ86cMxMyqNH1Rq1Cu+i9ljksAHJi0iCRyGEEOIF8MknxkO21q1bw/379xg2bLRRuouLadv1ZmXWrLyZBzBw4BCKFSuOoig8fPiAbduCGT16KD/8sISKFV97pjwTU3TEJqetyGKONR0VReGf8Dhm/LASN3ublzJwBAkehRBCiBdCq1YBRq/3799LVJQ2Q/p/JSYmYmNjY/J1LC3zZmZxvXoN8PLyMbxu1SqADh3a8Ntve58peNQrCnei0rY0draxwNIMS+ncfpRfvE5NCauXN4R6ee9cCCGEeMkMHTqQ2NhYxowZx9y5s7h48QI9ewbRv/+7/P77frZu3cylSxeJjo7Cw6MoAQGB9O7dF41GY5QHPB7zeOrUCYYPH8SXX07j2rWrbNmykejoKKpWrc6HH46jVKmsJ6tmx8nJGY1GQ2rq47UNU1JS+PHHJRw+fIg7d26h0+nw9q7Iu+8Opnp148fbW3fsYN3aldy/exuNWk3x4sVp164DXbo83tL4/v0wFi78nmPHjhAXF8urr5amV68+tGjROkN5FEUhJjGtLB8P7kbtWv6MHz8JePzoff78Zezd+yu7d+8kMTERf/+6jBkzHldX497eP/74nRUrlnH58iU0Gg01avjz3nsjnrmunjcJHoUQQoiXiFYbyZgxo2jZsjWtW7elWLHiAOzYsQ1bWzu6du2JnZ0tJ0+eYPHi+cTFxfHeeyNyzPfHH5egVmvo0SOImJho1qxZwWefTWDRoh9NKldMTAxarRZFUYiIeMiaNStQqVQ0bdrCcExcXBwhIVto3rwVb7zRgfj4eLZtC2bEiPdYtOhHQ8/l8eNHmTF1In51GhHQtgO2FiquX7/G//53xhA8PnjwgHff7YulpSWdO3fDycmZ338/wGefTSAlJYWAgECj8oVFJ2HjkvZzVo+rv/nmK5ycnOnbdyD37t1l/fo1zJo1jcmTpxqO2bEjhKlTJ1O/fkMGDx5OfHw8GzeuZciQd1i+fDVubu4m1Vd+kuBRCCGEeGTkprP8cS3jphHPW4Oybsx+s0qe5P3gQThjx35Cu3btjdInTfoCa+vHj687dOjE9OlT2Lx5PQMGDMbKKvsxg6mpqSxd+iMWFmmhhZOTM3PmzODq1cuUK1chx3INHz7I6LWtrS2ffTaVypUf14OjoyMbNoQYPToPDOxIz56d2LBhLR9//CkAf/xxiJKvlGHwh5Mp526HjWXG2dCLFn2PWq1m6dJVODo6AtCxYyfef384CxZ8R+vWbY02G4lN1pFeO1ktE+ni4sbMmd8a1pFUFD0bNqwlNjYWBwcH4uPj+fbbmbz5ZmdGjRpjOK9Zsxb07t2FtWtXM3jwsBzrKr+9nCM9hRBCiJeUjY0NrVu3zZD+ZOAYHx+HVqulenU/EhMTuXHjeo75tm37hiFwBKhe3ReAu3fvmFSuDz74mFmzvmPWrO8YP34S5ct7MXnyBM6cOW04RqPRGAJHvV5PdHQUOp2OSpUqcenSBcNxqRY2RDwM5+qlc5kGjoqicODAbzRo0BidTodWqzX8qVOnHg8fPuDWLeNd7TSPAkYvD/ss76F9+zeNFiCvVs0PnU5HWNg9AI4fP0ZsbCxNm7YwuqadnT0VKnhz+vRJk+oqv0nPoxBCCPFIXvX2FSQeHkWNgrx0V69eYdGiHzh16jhxcXFG78XFxeaYb/rj73SOjk4Ahg08clK5chWjCTNNmjSna9f2zJkzg6VLVxnSd+7cxs8/r+TGjetG4yFLlPAE0gLDxi3f4Nih3/hq3Hv8WMITf//aNGnSHH//OkDao/vY2Bg2b17P5s3rMy2PVhtJ6dJlDK/LuNlh72ST7cSbjHXg+KgOogG4fTstIH3vvQGZnl+ypGeWeRckEjwKIYQQL5EnexjTxcTEMGzYQOzsHOjffxCenqWwsrLi0qUL/PDDXPT6nBciV6szXyj7WfcisbGx4bXXqvL77/tJSEjA1taWXbt28OWXk2jU6HW6d++Nq6sbarWaVauWc/v2bQAi4lNwcHLlk+mLiL5xlmPHjnD06GG2bt1M27Zv8PHHnxruJyAgMNPJMQBly5YH0hYZT7s/FS457ImtySKwTK+D9I1DJk78ItMlk6ytrbOvlAJCgkchhBDiJXf69EmioqL48svp+PrWMKTfu3c3H0sFOl1az2JCQjy2trbs37+XkiU9mTJlutHj4aVL02Z+6/UKEfFpe1gXdbajWsPGNGzYGEVRmDVrGps2rScoqB/Fi5fAzs4eRVEMvZFZiYxPAdL2ss4tT89SALi7F6FGDdMWdS+IZMyjEEII8ZJLnxjyZC9hSkpKlo90n4eYmBjOnv0fbm7uuLq6AZmX8++/z3L2bCgAD+OTSdEpJMVF4+HwuBdPpVJRvrwXAElJSWg0Gho3fp29e3dz8+b1DNeOjIwEIPWJHlfbTMZOPq3atetib2/PihXLjB65p9Nqtbm+xvMgPY9CCCHES65q1Wo4Ojrx5ZeT6NSpKyqVil27dvCMT5yfyZEjf3D16hUAww4z0dFRvP/+WEMvY/36jThw4DfGjfuAevUacu/eXbZs2UjZsuWIj48n4lEv4eqFM1kSF0uNGrUoWrQo9+/fZ8OGtXh5eVOmTFkABg0axqlTJ+jfP4g33uhI6dJliIrScv78OS5dusCGDSFcfRBvKJ9GncUU66fg4ODAqFFj+PLLSbzzThDNmrXAycmZsLB7HDp0gEaNXmfgwCG5vk5ek+BRCCGEeMk5O7swbdos5s2bzaJFP+Do6ETLlm2oVas2o0cPfS5lWLjwe8PP1tbWlCtXgYkTvzAakxgQEEhExEOCgzfx559HKVOmLJ9++jn79+/lxMnj6PQKGrWKNq3bsi1kM5s3byA2NgY3N3eaNm1Ov34DDb2XRYoUYdGiH1m2bBG//baHiIiHODu7UL68FwMGDEZRFFL15o+eW7duS5EiHqxcuZyVK5eTmpqKh0cx/Pxq0rx5S7NfLy+olGcdySpy9PBhrGFwrCk8PBwJDzdtVtqLTOrhMamLNFIPaaQeHsttXYSF3aB48dJmLFH+sLBQk5qa82SWF51KreJCWAw6vUJxR2vczLCPdXRiCre1adsRVirmYDTGMr9k127VahXu7g7PpRwy5lEIIYQQhVpYdCI6vYKlRoVrDjOiTZWsU9CoVKhUFIjAsSCRx9ZCCCGEKLRSdHoi4tJmWHs4WJst0Ctib4WLjQXyeDYj6XkUQgghRKF1LyoRRQErjRpnG/P0icUmpaLTK1ho1NkuCv6ykhoRQgghRKGUkKIjNjltEW9PFxuz9DrGJqVyMzKB6xHxJDzKWxiT4FEIIYQQhdLDR4+rXe2szLIOo16vcDMyAYCkVD02lhImZUZqRQghhBCFTnxyKtGJaQttuzvkfnY1QPijYBSgnLudTJTJggSPQgghhCh0wmPTAj0LtQo7q9z3OiqKYujJtNKosTFDT+aLSoJHIYQQQhQqMYmpxCXrUKugrLudWfJM78UEKO5knc2RQoJHIYQQQhQqEfFpPYT2VhZmmw1ta6WhmKM1tpYaHKxlJcPsSO0IIYQQotCIT9YRl6xDhfl6CBVFwVKtws3OEncz7E7zopOeRyGEEEIUGg/ikgBwsDFfr+O1h/FEJ6aSB1tZv5AkeBRCCCFEoRCXlEpsUtrai6625tmGMCw6kXWrltK2RT2j9IYNa7FkyQKzXONFI4+thRBCiBdAw4a1TDpu/fqtlChRMlfXunHjOnv27CIgINCkvJYsWcCyZYsMr1UqFe7uRahUqTL9+g3Ay8vHpOv+G5vW66gCs4xLVBSFiPgUw2uNWpbmMYUEj0IIIcQL4JNPJhu9XrduDffv32PYsNFG6S4urrm+1o0b11m2bBF+fjWfKhD98MNx2NjYoNfrCQu7R3DwJoYNG8Ty5WsoXrx4tufGJaWSkKIHzDfD+vz92Czf27v3DzQaWa4nMxI8CiGEEC+AVq0CjF7v37+XqChthvT81LRpCxwdHQ2v/f3rMGhQP44ePUSHDp2yPTe9h9DVztIsazDeerSTDKStFflf1tayXE9WJHgUQgghXhJ6vZ6ff17F9u3B3L17BycnJ15/vRnvvjsUO7vHvXnHjx9l6dJFXLt2BZ1OR5EiHo+Oe48dO0KYMuUzAIYPH2Q459tv51OjhmmPztO5uroBkJr6eI3F6OgofvppGX/+eYR79+6iUqmpXKUarbv045UyFXCzezwbesOGn9myZRP37t3F0tIST89SdO3ak5YtWxuOuXr1CosXz+f06ZMkJSVRoYIXAwYMwqtKTRJTdaToFFztMo6fbNiwFn37DqB//3eBx4/e160LZsmSBRw6dACA//u/powe/RE2NjZG52/fvpWNG9dy/fp1bG1tqFevIUOGDMfNzf2p6qggkuBRCCGEeEl89dXn7N79C23bvkHnzt25ffsWmzat4/r1a8ye/T0qlYqrV68wZswoqlatzoABQ9Bo1Ny6dYvQ0L8AqF7djy5durNu3Rp69+5LmTJlAQx/Zyc6OgqdToei6Ll/P4zFi+djZ2dPw4avG465e/cOv/++nyZNmlOiREkiIyPYtHkjMz4dyYzvV2JdPK3ncuvWzcyePYN27drTrVsP4uMTuHz5EufOnTUEj1euXGbIkP4UL16C3r37YGVlxa+//sIHH4xg5sy51Kjpj1ql4shT1OGECWMoWbIUgwYN49KlC4SEbMHFxZUhQ4Ybjlm6dCHLly+mefNWvPFGRx4+fMj69Wu4cOEcS5aswNraJpsrFHwSPAohhBAvgTNnTrNjRwhffPE1r7/ezJBeqdJrTJw4jmPHjlC3bn1OnDiGlZUVs2Z9l+mYP0/PUvj61mTdujX4+9d5qt7Grl07GL12cXFlxow5RuMdy5WrwJo1m1Cr0xaEiU1KpVyN/+PTEUEcO7CT6hUGAnDkyCHq1WvA2LGfYGGhJjVVn+F63347E0/PV1i4cDkWFmkhT/v2b/F2317MX/AdixYuN7ns6SpWfI0xY8YbXkdFRbF9e7AheLx37y4//riEwYOH0717L8NxderUZ/DgfuzcuS3HR/QFnQSPQgghxBP8Zx7M8r2PW3jxZrUSAGwKvcfU3f9keezx9xsbfu694hQX/s18ckaHqsUZ39IbgPP3YwhaedroXHP57be9ODk54+tbE61Wa0ivXr0GGo2G06dPUrdufRwcHElMTOTYsSPUr9/QrGWYOnUGNja2KIpCWNg91q1bzbhxH/Ddd4spXboMAFZWjx9L63Q6zt0Mw9rGlpKer3Lt8iXDew4Ojpw+fZIbN65Tvny5DNeKjo7i1KkTDBz4HrGxaXWvKAqXwuPwqVqTPds3kJSUlOFxc046dHjL6HX16r4cPPgbcXGx2Ns7cPDgbyiKwv/9XxOjei5V6hXc3Ytw+vRJCR6FEEIIUfDdvn2T6Ogo2rVrnun7Wm0kAM2atSAkZAtjxozE3b0ItWrVpnHjJjRu/DoqVe6WsvH1rWk0YaZ+/YZ06dKBBQu+Y8qU6UDauMz169ewefMG7t69i16vMxxfxO3xTPGePd/mxIk/6dmzE2XKlKV27bo0b96K116r8uh+b6EoCgsWzGPBgnmZlicqSouNTfazvP+rWDHj4x0dnQCIiYnB3t6BW7duodfr6dKlfabnPxlQFlYSPAohhBBPMLXX781qJQy9kDlZ0buGScdVKuaYJ72OAHq9grt7ESZM+CzT94sU8QDA2tqG775bxKlTJzhy5A+OHTvCrl078Pevw4wZ35p1+ZoiRTwoXbo0oaGnDWk//bSUxYvn07btG7zVoz9Y2WFloWHDj9+h1z9+NF2mTFlWr97I4cOHOH78CHv3/sq6dWt4551B9OnzDvpH28X07Pk2tWrVRpuQQlTi44k5pV1tnmnZIrU68/tXFOXR33o0Gg0zZswhbUVKY+nBZmEmwaMQQgjxEvD0LMXp0yeoXt3P6NFwZtRqNbVq1aZWrdoMGzaKVat+5Icf5nL69Elq1apNLjsgjaSmphIf/3jZnP3791GjRi3Gjv2Ei//GolegjJsty7/7GmdnF6NzbW1tadasBa1atSIxMZkJE8awbNkievQIwtPTE0h7DO7vX4fz92PwfLT9YMViDqjNeRNP8PQshU6no1SpV3O9GHtBJdsTCiGEEC+BJk2akZKSwsqVyzO8l5ycTFxc2rjAqKiMj1XTd4BJTk4GwMbGFsAwlvBZ3blzm1u3blK+fAVDmlqtRlEU4pN16BWw0qg5eug3wsP/NTr3v+W0sLCgbNnyKIpCamoKrq5u+PrWYMuWjURGRuJub4VapaKcux1qlYrIyMhclT0rjRs3Qa1WG+2ok06v1xMdHZUn132epOdRCCGEeAnUqFGLwMAOLF26kIsXz1OzZm3UahW3bt1k3749fPrp5/j712H58iWcOXOKunUbUKJESbTaSDZv3kDRosWoVs0XgAoVvNFoNKxa9SNxcbFYWlpSs6a/Yd3GrOzbtxsbGxvDhJng4E3odDr69h1gOKZBg0YsW7aIqVMn80r5Sjy4d4M/9u+mZElPo7xGjRqKu7s7VapUw8PDg2vXrrFx4zrq1WuAnZ09AKNHj2HIkAEEBXWlXbv2FCtegqOREZw5c5rk5GS++y5jgJdbpUq9Qv/+77Jo0Q/cvXuH+vUbYWtry507tzlwYB9BQf0IDOyQc0YFmASPQgghxEtizJjx+PhUZOvWzcyfPw8rK0tKlChJYGAHQ+9iw4aNCQu7y44dIURFaXF2dsHXtwb9+7+Lg4MDAK6urowZM54ff1zCV199jk6n49tv5+cYPE6fPsXws62tHRUrVuLjjz+ldu26hvTevfsSFx/Prl9/4Y+De/H29mHatNnMnz/XKK/27d9k9+5fWLduNQkJCXh4FKVTpy68/XZ/wzHlylVg8eKfWLR4Adu2BRMbG4Orqxs+PpXo3Ll7ruszK2+/3Z9SpV5l/fo1LF26AJVKTbFixWnU6P/w96+TZ9d9XlRK+ghPYXYPH8YaBuyawsPDkfDwmDwsUeEg9fCY1EUaqYc0Ug+P5bYuwsJuULx4aTOWKH9ktb5hYXdHm0BUYioalQqfYg45Hp9dPaTq9FwKj8POUkMJZ2usLQrvftXZtVu1WoW7e851ZQ4y5lEIIYQQBYZOrxhmRXs4Zj+xxxTXIuIBiE/RYaWRsMccpBaFEEIIUWBExicbfn5yH+tnoVcUUnRpTwAdrS1yvU6lSCPBoxBCCCEKjPC4tOCxpFPu93+++iDe8HMpl8K9n3RBIsGjEEIIIQqEhGQd6TMx7K1zNzZRURSSdWnjIC3UKul1NCMJHoUQQghRIGgTUgBwsbXEMpfjE/UKqB/FixU87HNbNPEEWapHCCGEEPlOryjEJKVNlHGyyX14olGr8CnqQLJOn2e7ybyspOdRCCHES0lWqitYIuKSSdUrWFmosbfK/SPrFJ0elUpVqJfmeVJBaq/S8yiEEOKlo9FYkJKSjJWVdX4XRTwS+cQj69yOT/wnPI5UvYKHgxUeDi/G7zglJRmNpmCEbdLzKIQQ4qXj4OCCVhtOcnJSgerReVnFJ+tI0SmoVeBqa5mrvBRFIfXRBh2JKYV/AXVFUUhOTkKrDcfBwSW/iwNIz6MQQoiXkK1t2gSKqKgH6HSp+VyaZ6dWq9HrC3+ApE1IJSlZh52VhvB/I576/CfrISYxlaQkHQCuTtaEhZm1qPlCo7HA0dHV0G7zmwSPQgghXkq2tvYF5sv4Wb0IW1am6PS8NfcPknUK87tUw6f40/euPVkPAxYeIywmCbUKjo1ubO7iCuSxtRBCCCHy0fI/b5GsU3CyscDX0zlXeYVFJxIWkwTAR83+LrwXAAAgAElEQVQqmKN4IhOFJni8fv06I0eOpHHjxvj6+hIQEMDChQtJTk42Ou7UqVN0796d6tWr06BBA7744gsSEhJMvs769etp06YNVatWpVWrVqxatcrctyKEEEII0sbzLTx8A4D3GpVFo87dRJnt5+4bfg6sUjxXeYmsFYrH1vfv36dz5844OjrSq1cvnJ2dOXHiBDNnzuSff/5h+vTpAJw/f54+ffpQoUIFxo4dS1hYGEuXLuX27dvMnz8/x+v8/PPPTJw4kdatW9O3b19OnDjB5MmTSUpKol+/fnl9m0IIIcRL5Y9raeMbVUC714rlOr/+dUvTulJRtPEpuV5kXGStUASPwcHBREdHs3r1ary8vADo2rUrSUlJ7NixgylTpmBpack333yDi4sLK1aswN4+bRxLqVKlmDBhAkeOHKFevXpZXiMxMZFZs2bRrFkz5syZA0CXLl3Q6/XMmzfPELwKIYQQwjw2nrkHQP2yblhZ5C7Yi4hPxt7KAk9nWzydbc1RPJGFQhGWx8XFAeDu7m6UXqRIESwsLNBoNMTGxnL48GE6dOhgCBwB2rdvj52dHTt37sz2GseOHUOr1dKjRw+j9J49exIXF8fBgwfNdDdCCCGEiE1K5dDVtJ7HoY3L5jq/Vj8cZeDaM5y5E5XrvET2CkXPo7+/P/Pnz2f8+PGMGDECZ2dnjh8/zubNmxkwYABqtZqLFy+SmppKlSpVjM61srKiUqVKnD9/PttrnDt3DiDD+ZUrV0atVnPu3Dnatm37VOVWP8PYjWc550Uk9fCY1EUaqYc0Ug+PSV2kKaz1sPvSA0q52mKtUeNd1CFXeS09dJVSrrZEJ6VS0sWm0NZJbjzPey4UwWPDhg0ZMWIECxYsYN++fYb04cOH89577wEQHh4OgIeHR4bzPTw8+Ouvv7K9Rnh4OFZWVri4GC8RkJ7277//PnW5XV2ffgkId/fc/QN6UUg9PCZ1kUbqIY3Uw2NSF2kKaz0MbOrFwKZeZsmrX0MH+jUsZ5a8RM4KRfAIaWMXa9euTYsWLXBxcWH//v3MnTsXNzc3unfvTmJiIpAW7P2XtbW14f2sJCYmYmmZ+ar21tbWJCUl5f4mhBBCCCEKuUIRPG7fvp2JEyfyyy+/UKxY2mysli1boigK06ZNIyAgABsbG4AMS/cAJCUlGd7Pio2NTabnpp9vbf1i7I0phBBCCJEbhWLCzOrVq6lcubIhcEzXtGlT4uPjuXDhguFxdfrj6yeFh4dTtGjRbK/h4eFBSkoKWq3WKD05ORmtVpvj+UIIIYQQL4NCETw+ePAAnU6XIT0lJQUAnU6Ht7c3FhYWnD171uiY5ORkzp8/T6VKlbK9Rvr7/z3/7Nmz6PX6HM8XQgghhHgZFIrgsWzZspw9e5abN28apW/fvh2NRoOPjw+Ojo7Uq1eP4OBgw9I+kLZGZHx8PK1btzakJSQkcOXKFSIiHm++XrduXVxcXFi9erXRNdasWYOdnR2NG8v+mEIIIYQQmkmTJk3K70LkpFixYmzatInt27eTlJTEpUuXmDt3Lr/99htdu3YlICAAgPLly7NixQoOHDiAXq9nz549zJkzhwYNGhhmZUPaFoadOnXC1taWOnXqAGBhYYGdnR3Lly/n8uXLxMbG8tNPPxEcHMyIESOoX79+vty7EEIIIURBolIURcnvQpgiNDSUuXPncv78ebRaLZ6enrz11lv0798fjUZjOO7EiRPMmDGDc+fO4eDgQEBAAKNHj8bOzs5wzLFjxwgKCmLo0KEMGzbM6Drr1q0zbGlYokQJevfuTVBQ0HO7TyGEEEKIgqzQBI9CCCGEECL/FYoxj0IIIYQQomCQ4FEIIYQQQpisUCwSXpglJyczZ84cgoODiY6OpmLFiowaNYp69erleO79+/eZMmUKf/zxB3q9nrp16/Lxxx/zyiuvPIeSm1doaCibN2/m2LFj3L17FxcXF/z8/Bg5ciSlS5fO9ty5c+cyb968DOlFihThjz/+yKsi54n08baZ2bFjB+XLl8/2/BelTYwdO5bNmzdn+f7BgwczrOuarjC3h3///ZeffvqJM2fOcPbsWeLj4/npp58ME/eetHfvXubNm8fly5dxd3enU6dODBo0CAuLnD+29Xo9S5YsYc2aNYSHh1OmTBkGDx5smFyY30yph8jISDZu3Mi+ffu4evUqqamplC9fnj59+tCmTZscr3H79m2aNWuW6XuLFi0qECtomNoemjZtyp07dzKcP2DAAD744IMcr1PQ2wOYVhfZfX4CjBw5ksGDB2f5fkFvE0/zPXnq1CmmT59umN/Rpk0b3n//fWxtbU261vr16w3zO0qWLElQUBA9e/Y0uawSPOaxsWPH8uuvvxIUFETp0qXZvHkzAwYMYMWKFfj5+WV5XlxcHEFBQcTFxRm+MJYvX05QUBBbtmzB2dn5Od5F7i1evJhTp07RunVrfHx8CA8PZ9WqVXTo0IENGzbkGDQBTJ482WinoJx2DSrI3n77bSpXrmyUllWwlO5FahNdu3bN8B8oRVGYNGkSnp6eOdYFFM72cO3aNRYtWkTp0qXx8fHh9OnTmR534MAB3nvvPerWrcsnn3zCpUuX+O6774iMjOSTTz7J8TqzZs1i4cKFdO3alSpVqrB3715GjRqFWq02WrYsv5hSD3/99RezZ8+mcePGDB48GAsLC3bt2sXIkSO5evWq0Qoa2XnjjTdo2LChUVrFihXNch+5ZWp7AKhcuTJvv/22UZq3t7dJ1yno7QFMq4vy5cszbdq0DOlbt27l0KFDNGjQwKRrFdQ2Yer35Pnz5+nTpw8VKlRg7NixhIWFGQLB+fPn53idn3/+mYkTJ9K6dWv69u3LiRMnmDx5MklJSfTr18+0wioiz5w5c0bx9vZWli1bZkhLTExUmjdvrvTo0SPbcxcuXKj4+Pgof//9tyHt8uXLSqVKlZTZs2fnVZHzzMmTJ5WkpCSjtGvXrilVqlRRPvroo2zP/fbbbxVvb28lKioqL4v4XBw9elTx9vZWdu/e/dTnvmht4r+OHz+ueHt7Kz/88EO2xxXm9hATE6NEREQoiqIou3fvVry9vZWjR49mOC4gIEDp2LGjkpqaakj75ptvlIoVKyrXrl3L9hphYWFK5cqVlS+++MKQptfrlR49eihNmjRRdDqdeW4mF0yph5s3byq3b982StPr9UpQUJBSrVo1JSEhIdtr3Lp1K8Pnb0Fjanto0qSJMnjw4Ge6RmFoD4piel1kpkWLFkrLli1zPK6gtwlTvyffeecdpVGjRkpsbKwhbd26dYq3t7dy+PDhbK+RkJCg1K5dO0N7ev/99xU/Pz8lOjrapLLKmMc89Msvv2BpaUnnzp0NadbW1nTq1ImTJ0/y77//Znnurl278PX15bXXXjOklS9fnnr16rFz5848LXdeqFGjBlZWVkZpZcqUwcvLiytXrpiUh6IoxMbGorwgCwTExsaSmppq8vEvWpv4r23btqFSqWjXrp1JxxfG9uDg4ICrq2u2x1y+fJnLly/TtWtXo2XIevTogV6v59dff832/D179pCSkkKPHj0MaSqViu7du3Pnzh1CQ0NzdxNmYEo9vPLKK3h6ehqlqVQqmjdvTmJiYqaPcbMSHx9PcnLyM5U1L5lSD09KTk4mISHhqa5RGNoDPH1dpAsNDeXGjRsEBgY+1XkFsU2Y8j0ZGxvL4cOH6dChA/b29obj2rdvj52dXY7fBceOHUOr1Rq1B4CePXsSFxfHwYMHTSqrBI956Pz585QtW9boFwxQrVo1FEXh/PnzmZ6n1+u5ePEiVapUyfBe1apVuX79+lN/gBREiqLw4MEDkz8wXn/9dWrWrEnNmjX5+OOPM+xDXph8+OGH1KxZk+rVq9OvXz8uXryY7fEveptISUlh586d+Pn5UapUKZPOeZHaw5POnTsHkOF3XaxYMYoXL254Pyvnz5/HwcGBsmXLGqVXq1bNKP/C6sGDBwAmf27MmTMHPz8/qlWrRteuXTl+/HheFi/P/PHHH/j6+uLr60vz5s1Zu3atSee96O1h69atAE8VPBamNvHf78mLFy+Smpqa4fPBysqKSpUqZRlXpMvq86Vy5cqo1WqT24OMecxD4eHhmY7d8vDwAMiy51Gr1ZKcnGw47r/nKopCeHg4r776qnkL/Jxt3bqV+/fvM2rUqGyPc3Jyonfv3lSvXh1LS0uOHj3K2rVrOXfuHOvXr8/wP7WCzNLSklatWtG4cWNcXV25ePEiS5cupUePHmzYsCHDB3y6F71NHDp0CK1Wa9IXwIvUHjITHh4OkOXvOrsnFunnFylSJNNzIevPncJAq9Wyfv16ateujZubW7bHqtVqGjZsSIsWLShatCg3btxgyZIl9O3bl+XLl1OrVq3nVOrc8/b2platWpQpU4bIyEjWrVvHp59+SlRUFAMHDsz23Be5Peh0Onbu3Em1atVynHgJhbNN/Pd7MqfPh7/++ivb/MLDw7GyssLFxcUoPT3N1PYgwWMeSkxMxNLSMkO6tbU1AElJSZmel56e2Zdg+rmJiYnmKma+uHLlCpMnT6ZmzZq0b98+22P/O0i8devWeHl5MXnyZLZs2UKXLl3ysqhmVaNGDWrUqGF43axZM5o2bcpbb73FvHnzmDlzZqbnvehtYtu2bVhaWpo0i/ZFag+ZSf89ZvW7zqmHOTExMdt2ktXnTkGn1+v54IMPiImJYcKECTkeX7JkSZYsWWKUFhAQQNu2bZkxYwY///xzXhXV7P47CeLNN9+kR48efP/993Tv3h1HR8csz31R2wPAkSNHePDgAe+++65Jxxe2NpHZ92ROnw85fQ9kFZekn29qe5DH1nnIxsaGlJSUDOnpv5z0f7z/lZ6e2XiM9HMLw8zSrISHh/Puu+/i7OzMnDlzUKufvhl2794dW1tbjhw5kgclfL4qVqxIvXr1OHr0aJbHvMhtIi4ujr1799KwYcNnGvMEL1Z7SP89ZvW7zun3bGNjk207yepzp6D7/PPPOXToEFOnTsXHx+eZ8ihWrBht27blzJkzhXqYh0aj4e233yYhISHbGdrw4rYHgJCQEDQaTa6WHCqobSKr78m8+nxIP9/U9iDBYx7K6hFTerdz0aJFMz3PxcUFKysrw3H/PVelUmXaZV0YxMTEMGDAAGJiYli8ePEz34daraZYsWJERUWZuYT5o0SJEtney4vcJvbs2UNCQsJTD3h/0ovUHtJ/j1n9rrP63Hjy/PRxgf89F7L+3CnI5s2bx+rVq/nwww9NnlCVlRIlSqDX64mOjjZT6fJH8eLFAXJs8y9ie4C0HrTdu3dTr169TB/LP42C1iay+540x+dDSkpKhjHiycnJaLVak9uDBI95qGLFily7do24uDij9DNnzhjez4xarcbb25uzZ89meC80NJTSpUubvBBoQZKUlMSgQYO4fv06CxYsoFy5cs+cV0pKCvfu3XvmnqqC5tatW9ney4vaJiCt98DOzo6mTZs+cx4vUnuoVKkSQIbf9f379wkLCzO8n935sbGxXLt2zSg9/XMnp/MLmlWrVjF37lz69OlD//79c53frVu30Gg0hWpd1MzcunULIMexny9ae0i3b98+4uLicvWfznQFqU3k9D3p7e2NhYVFhs+H5ORkzp8/b9LnA2T8fDl79ix6vd7k9iDBYx5q3bo1KSkprF+/3pCWnJzMpk2bqFGjhmEyzd27dzMsV9OqVSv++usvo5lPV69e5ejRowVmUdenodPpGDlyJH/99Rdz5szB19c30+Myq4uIiIgMxy1ZsoSkpCQaNWqUJ+XNK5ndy4kTJzh27JjRorUvQ5uAtPo4cuQILVq0yDT4fdHbQ2a8vLwoV64ca9euRafTGdLXrFmDWq2mZcuWhrSYmBiuXLlCTEyMIa1Zs2ZYWlqyevVqQ5qiKPz888+ULFmS6tWrP58bMYMdO3bwxRdfEBgYyNixY7M8LrN6yKyd3Lhxg+3bt1OrVq1CM8xDq9Wi1+uN0pKSkliyZAn29vZGn6Uvent4UkhICLa2trRo0SLT9wtjmzDle9LR0ZF69eoRHBxs1DEVHBxMfHy80XdBQkICV65cMbrvunXr4uLiYtQeIO3zxc7OzuRddmTCTB6qXr06rVu3ZsaMGYaZsJs3b+bu3btMnTrVcNxHH33En3/+abRcS48ePVi/fj0DBw6kb9++aDQali9fjoeHB3369MmHu8mdr776in379tGkSRO0Wi3BwcGG9+zt7WnevDmQeV00adKEgIAAvL29sbKy4tixY+zatYuaNWvm+hHW8zZy5EhsbW3x8/PD1dWVf/75h7Vr1+Lq6sqwYcMMx70MbQLSgoPU1NQsew9exPbw/fffAxiC4uDgYE6ePImTkxO9evUCYMyYMQwePJj+/fsTEBDApUuXWLVqFV27djWakb97924+/vhjpk6dyptvvgmkPc4MCgpi6dKlJCUlUbVqVfbs2cOJEyeYNWvWM40xzgs51UNoaChjxozBxcWFevXqGZZkSdegQQPD48rM6mH69OncunWLunXrUrRoUW7evGmYEPHRRx89r9vMUU71sG/fPubPn0+rVq3w9PREq9WyefNmrl+/zqRJk4yWgivM7QFM+7cBaQH177//TsuWLTMshZeuMLYJU78nR40aRbdu3ejduzedO3cmLCyMZcuW0bhxY+rXr284JzQ0lKCgIIYOHWr4frGxsWH48OFMnjyZESNG0LBhQ06cOMHWrVv54IMPcHJyMqmsEjzmsWnTpjF79myCg4OJiorCx8eHhQsXUrNmzWzPc3BwYMWKFUyZMoXvv/8evV5PnTp1GD9+fKF8NHfhwgUAfvvtN3777Tej9zw9PQ3/KDITGBjIqVOn+OWXX0hJScHT05MhQ4bw7rvvmrTPb0HSvHlzQkJCWLZsGbGxsbi5udGuXTuGDRtGyZIlsz33RWsTkNZ74O7ubvSBl5PC3h7mzJlj9Hrjxo1A2r+D9C/IJk2aMG/ePObNm8fnn3+Om5sbgwcPZsiQISZd44MPPsDZ2Zm1a9eyadMmypYty8yZMwvUXsY51cPly5dJSUkhIiKCcePGZTj/p59+ynasW4MGDfj5559ZuXIlMTExODk50aBBA4YOHYqXl5d5byYXcqoHb29vypUrR3BwMBEREVhZWVG5cmXGjh1LkyZNTLpGYWgPYNq/DcDwb/9p/7NY0NuEqd+TlStXZtmyZcyYMYOpU6fi4OBAly5dGD16tEnX6dmzJ5aWlixdupS9e/dSokQJxo8fn+2+4f+lUgrT9gxCCCGEECJfFZz+aiGEEEIIUeBJ8CiEEEIIIUwmwaMQQgghhDCZBI9CCCGEEMJkEjwKIYQQQgiTSfAohBBCCCFMJsGjEEIIIYQwmQSPQogCae7cufj4+HD79u38Lspzd+zYMXx8fNi0aZNJx9++fRsfHx/mzp2bxyXLnU2bNuHj42P48+QOGuZStWpVQ/69e/c2e/5CCAkehRBmkh7wZPXnr7/+yu8iFmq3b99m7ty5nD9/Pr+LkmuDBg1i2rRp1KhRw5CWmprKN998Q+PGjalduzajRo3KdC/i0NBQqlSpkmV7mjp1KtOmTSu0uy4JURgU/L28hBCFSrt27WjcuHGG9FdffTUfSlM4+fv7ExoaarTd4p07d5g3bx6enp5UqlTJ6HhPT09CQ0PRaDTPu6jPpH79+tSpU8cobfny5SxZsoT+/fvj5ubGokWLGDduHPPnzzcck5qayieffEK3bt3w9fXNNO/0Lev+u9WdEMJ8JHgUQpjVa6+9Rvv27fO7GIWaWq3G2tra5ONVKtVTHV8Q7d69m8DAQMP+vI6OjkyYMIGkpCTDvS1dupSoqChGjhyZn0UV4qUnj62FEM9NaGgoY8eOpVWrVlSvXh0/Pz+6devG7t27TTpfq9UyZcoUmjdvTtWqValTpw5vvvkmixcvznDsjh076N69O35+flSvXp3OnTvzyy+/mHSdJ8ccrlixglatWlG1alVatWrFihUrMj3n+PHj9O3bl5o1a1KtWjU6duzI+vXrMxz3zz//MHz4cBo1akSVKlVo0KABvXv3Zv/+/ZleH9LGCgYFBQHw8ccfZxjT998xj9HR0VStWpWhQ4dmWtaZM2fi4+Nj9Ag8JiaG6dOn06JFC6pUqULdunUZPXo0t27dMjo3KSmJuXPnGn6HtWrVIjAwkK+//tqkus1KYmIizs7OhtfOzs7o9XqSkpIAuHHjBt999x0TJ07EwcEhV9cSQuSO9DwKIcwqISEhw1g1KysrHBwc2L17N1evXqV169Z4enqi1WrZvHkzQ4cOZcaMGQQGBmab94gRIzhx4gTdunXDx8eHxMRErly5wp9//sk777xjOG7WrFnMnz+fRo0aMWLECNRqNbt372bEiBF8+umn9OzZ06R7WblyJeHh4XTt2hUHBwe2bdvGF198QVRUlFFgtm/fPoYOHUqRIkXo27cvDg4ObN++nQkTJnD79m1GjRoFQGRkJG+//TYA3bp1o2TJkkRGRnL27FnOnDnD66+/nmk5/P39GTRoEPPnz6dr167UrFkTgCJFimR6vJOTE02bNmXv3r1otVpcXFwM7+n1ekJCQvDx8TE8/o6JiaFbt27cvXuXt956Cy8vL8LDw1m9ejWdO3dm48aNeHp6AvDZZ5+xceNGOnTogJ+fHzqdjuvXr3Ps2DGT6jQrvr6+bN++nZYtW+Lq6sqSJUsoX748Tk5OAHz66ac0adKEJk2a5Oo6QggzUIQQwgyOHj2qeHt7Z/pn5MiRiqIoSlxcXIbz4uPjlZYtWypt2rQxSv/2228Vb29v5datW4qiKEp0dLTi7e2tTJw4MdtynD17VvH29lZmzpyZ4b3Bgwcrfn5+SkxMjEn34uvrq9y7d8+QnpSUpLz11lvKa6+9ZkhPTU1VXn/9daVmzZpKWFiY0bFdu3ZVKlasqFy7dk1RFEXZs2eP4u3trWzfvt2k62/cuDHbtHS3bt1SvL29lW+//daQ9ttvvyne3t7KypUrjY49fPiw4u3trSxdutSQ9vnnnytVq1ZVzp8/b3Ts7du3FT8/P+Wjjz4ypPn7+yvvvPNOtuXPysaNGxVvb2/l6NGjGd578OCB8tZbbxnaTIMGDZSTJ08qiqIoGzZsUPz9/ZXw8HCTr9WkSROlV69ez1ROIUT25LG1EMKsunbtyrJly4z+DB48GAA7OzvDcQkJCURGRpKQkEDdunW5cuUKsbGxWeZrbW2NlZUVoaGh2S7fExISgkqlokOHDkRERBj9adq0KXFxcSbP/A4MDKR48eKG11ZWVvTp04fU1FT27dsHwN9//23osStWrJjRse+88w56vZ69e/cCaeP4AH7//fds79UcGjZsSJEiRTIsh7NlyxYsLCwMvbyKohASEoK/vz9FixY1qi9bW1t8fX05dOiQ4XwHBwcuX77MpUuXzFped3d31q1bx44dO9i4cSN79+6lRo0aPHz4kGnTpvHhhx9SpEgRdu3aRceOHWncuDEffPABWq3WrOUQQuRMHlsLIcyqdOnS1K9fP9P3Hj58yOzZs9m7dy8PHz7M8H50dHSW49msrKwYN24cX375Jc2aNaNChQrUrVuX5s2bU69ePcNxV65cQVEU2rRpk2UZHzx4YNK9lC9fPkNahQoVAAxjAdMD2fT0J3l5eRkdW7t2bTp06MCmTZsICQmhSpUq1K9fn4CAgEzPz430AHHZsmVcu3aNsmXLEh8fz6+//kqDBg0Mj7wjIiLQarUcOnTIqB6fpFY/7mcYN24cY8aMITAwkFdeeYU6derQpEkTmjZtanTcs1Cr1Rnq/Msvv8Tb25tOnTpx5swZRowYwYQJE6hWrRqTJ0/mww8/ZNGiRbm6rhDi6UjwKIR4LhRFoV+/fly5coWgoCCqVKmCo6MjGo2GjRs3sm3bNvR6fbZ5dO/enWbNmnHgwAH+/PNPdu3axcqVKwkICGDWrFmG66hUKhYtWpTl0jXmDtSextdff03//v05ePAgJ06cYNmyZcyfP59x48bRq1cvs16rQ4cOLFu2jC1btjBq1Ch+/fVX4uPj6dChg+EYRVGAtOVzBgwYkGOezZs3Z9++fRw4cIDjx49z+PBhNmzYQK1atVi2bBlWVlZmK/+BAwfYs2cPW7duRaVSsWHDBvz8/Az1NHr0aPr27cu///5L0aJFzXZdIUT2JHgUQjwXFy9e5MKFC7z33nsMHz7c6L3MZiVnpWjRonTu3JnOnTuj0+kYM2YM27Zto2/fvlSrVo0yZcrw+++/U7JkyUx7Dp/GlStXMqRdvnwZgFdeeQWAUqVKGaVnd2w6b29vvL29eeedd4iOjqZz587MnDmTnj17olKpMi1LVunZqVixIhUrViQkJISRI0cSHByMk5MTzZo1Mxzj5uaGk5MTsbGxWfYY/5eLiwvt27enffv2KIrCjBkzWLx4MXv37s22x/dpxMXFMWnSJIYMGUKZMmUACAsLo0SJEoZj0ocUhIWFSfAoxHMkYx6FEM9F+iPN9J6udJcuXTJpqZ6EhAQSEhKM0jQaDT4+PgBERUUB8MYbbwDwzTffoNPpMuRj6iNrSBs/GRYWZnidnJzM8uXL0Wg0hlm/lStXpmTJkmzatInw8HDDsSkpKSxZsgSVSmUI1rRabYbeVScnJ0qVKkVCQoJhWZrMpI8XTb9PU3Xs2JE7d+4QEhLC0aNHadOmjdGakGq1msDAQEJDQ7Ncyih9iIFOpyM6OtroPZVKxWuvvfZMZcvO7NmzcXBwoH///oa0okWL8s8//xhep4+7lMBRiOdLeh6FEM9F+fLl8fLyYvHixSQmJlK2bFmuXbvG2rVr8fb25u+//872/OvXr9OrVy9atGiBl5cXTk5OXL16lTVr1lCqVClq1aoFQLVq1Rg2bBhz586lQ4cOtGrVimLFivHvv//y999/c/DgQc6ePeGxTdoAAANASURBVGtSmcuWLUvnzp3p1q0b9vb2bNu2jf/9738MGTLE0AOm0Wj45JNPGDp0KJ06daJLly7Y29uzc+dO/vrrLwYNGmToOduyZQs//vgjzZs3p3Tp0lhYWHD8+HEOHTpEmzZtsLGxybIsFSpUwN7entWrV2NjY4OTkxNubm5ZjlNMFxgYyPTp0/nss8/Q6/V07NgxwzGjRo3i1KlTjBw5kjZt2lC9enUsLS25e/cuBw8epHLlynz11VfExcXRsGFDmjZtymuvvYabmxu3b99mzZo1ODs7m20ZndDQUNasWcOqVauwtLQ0pL/xxhts2LCBMWPGULVqVRYuXEidOnWMJjUJIfKeBI9CiOdCo9GwYMECvv76azZv3kxCQgJeXl58/fXXXLhwIcfgsXjx4rz11lscO3aMPXv2kJycTLFixejcuTMDBgzA1tbWcOzQoUOpUqUKK1as4KeffiI+Ph53d3e8vLwYP368yWXu1asXsbGxrFy5krt371KyZEnGjRtnWKsxXdOmTVm+fDk//PADS5YsISUlhf9v7+5VFIfCMI4/q00KrQSxUBC8AFEhMaAWXkJAsNLSwgsQwUbwo9TGRkFLO1ttgnbBK/ASLKxtRHCKYYTZZZnMrOPC7v/XhRxOcroHzvuek0ql1Ov1VKlU7uMsy9LhcNBut9PpdFIgEFA8Hler1fqw3tEwDI1GI43HYw0GA10uF5mm+WF4jEQiKhaL2m63SiaTymQyv4wJh8NaLpeaz+fabDZyXVfBYFCxWEy5XO6+BsMwVK/X5XmePM/T+XxWNBpVuVxWo9F4123+VdfrVZ1OR9VqVel0+t07y7LU7/c1nU7luq5M01S32/3jbwL4nB+3n/eQAOA/t9/vVavVNBwO5TjO3/6df8ZqtVK73dZkMlE2m1UoFHpog430ehD77XaT4zhKJBK/vREIwNdR8wgAeKpmsynbtrVerx8+d6lUkm3bOh6PD58bwCu2rQEAT1EoFLRYLO7Pb+dgPtJsNrs3Jb1dbQjgsQiPAICniEaj394Znc/nv3V+ANQ8AgAA4BOoeQQAAIBvhEcAAAD4RngEAACAb4RHAAAA+EZ4BAAAgG+ERwAAAPj2Amqv0qPhocq2AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9otXpmAmkoSm",
        "outputId": "2b4d6c25-fbee-4d6e-da77-b9a9b0f7f34f"
      },
      "source": [
        "# Scaling by total/2 helps keep the loss to a similar magnitude.\n",
        "# The sum of the weights of all examples stays the same.\n",
        "weight_for_0 = (1 / no)*(total)/2.0 \n",
        "weight_for_1 = (1 / yes)*(total)/2.0\n",
        "\n",
        "class_weight = {0: weight_for_0, 1: weight_for_1}\n",
        "\n",
        "print('Weight for class 0: {:.2f}'.format(weight_for_0))\n",
        "print('Weight for class 1: {:.2f}'.format(weight_for_1))"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Weight for class 0: 0.60\n",
            "Weight for class 1: 3.05\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BPWYHAqNkoWh",
        "outputId": "5fcbf9a8-2fd8-4a1e-8c87-1053f9da5148"
      },
      "source": [
        "weighted_model = make_model()\n",
        "weighted_model.load_weights(initial_weights)\n",
        "\n",
        "weighted_history = weighted_model.fit(\n",
        "    train_features,\n",
        "    train_labels,\n",
        "    batch_size=BATCH_SIZE,\n",
        "    epochs=EPOCHS,\n",
        "    callbacks=[early_stopping],\n",
        "    validation_data=(val_features, val_labels),\n",
        "    # The class weights go here\n",
        "    class_weight=class_weight) "
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "144/144 [==============================] - 5s 25ms/step - loss: 0.6953 - tp: 14871.5448 - fp: 26377.5517 - tn: 175653.8207 - fn: 24669.6483 - accuracy: 0.7961 - precision: 0.3839 - recall: 0.3363 - auc: 0.7863 - val_loss: 0.4615 - val_tp: 10625.0000 - val_fp: 14975.0000 - val_tn: 46677.0000 - val_fn: 1392.0000 - val_accuracy: 0.7778 - val_precision: 0.4150 - val_recall: 0.8842 - val_auc: 0.8755\n",
            "Epoch 2/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.4768 - tp: 19001.1655 - fp: 27725.5310 - tn: 97243.2345 - fn: 5516.6345 - accuracy: 0.7769 - precision: 0.4060 - recall: 0.7710 - auc: 0.8529 - val_loss: 0.4165 - val_tp: 10896.0000 - val_fp: 15091.0000 - val_tn: 46561.0000 - val_fn: 1121.0000 - val_accuracy: 0.7799 - val_precision: 0.4193 - val_recall: 0.9067 - val_auc: 0.8886\n",
            "Epoch 3/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.4368 - tp: 19994.6207 - fp: 28374.4759 - tn: 96565.5724 - fn: 4551.8966 - accuracy: 0.7802 - precision: 0.4152 - recall: 0.8140 - auc: 0.8674 - val_loss: 0.4054 - val_tp: 10956.0000 - val_fp: 15029.0000 - val_tn: 46623.0000 - val_fn: 1061.0000 - val_accuracy: 0.7816 - val_precision: 0.4216 - val_recall: 0.9117 - val_auc: 0.8905\n",
            "Epoch 4/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.4218 - tp: 20239.4345 - fp: 28502.9034 - tn: 96509.9034 - fn: 4234.3241 - accuracy: 0.7814 - precision: 0.4144 - recall: 0.8251 - auc: 0.8706 - val_loss: 0.3968 - val_tp: 10961.0000 - val_fp: 15004.0000 - val_tn: 46648.0000 - val_fn: 1056.0000 - val_accuracy: 0.7820 - val_precision: 0.4221 - val_recall: 0.9121 - val_auc: 0.8908\n",
            "Epoch 5/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.4135 - tp: 20420.3724 - fp: 28388.4552 - tn: 96688.7448 - fn: 3988.9931 - accuracy: 0.7836 - precision: 0.4183 - recall: 0.8371 - auc: 0.8733 - val_loss: 0.4007 - val_tp: 11032.0000 - val_fp: 15278.0000 - val_tn: 46374.0000 - val_fn: 985.0000 - val_accuracy: 0.7792 - val_precision: 0.4193 - val_recall: 0.9180 - val_auc: 0.8910\n",
            "Epoch 6/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.4104 - tp: 20710.0000 - fp: 28671.3103 - tn: 96328.2000 - fn: 3777.0552 - accuracy: 0.7822 - precision: 0.4183 - recall: 0.8452 - auc: 0.8739 - val_loss: 0.3990 - val_tp: 10974.0000 - val_fp: 15036.0000 - val_tn: 46616.0000 - val_fn: 1043.0000 - val_accuracy: 0.7817 - val_precision: 0.4219 - val_recall: 0.9132 - val_auc: 0.8909\n",
            "Epoch 7/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.4047 - tp: 20892.5931 - fp: 28484.7172 - tn: 96530.9586 - fn: 3578.2966 - accuracy: 0.7857 - precision: 0.4239 - recall: 0.8533 - auc: 0.8765 - val_loss: 0.3962 - val_tp: 10990.0000 - val_fp: 14997.0000 - val_tn: 46655.0000 - val_fn: 1027.0000 - val_accuracy: 0.7825 - val_precision: 0.4229 - val_recall: 0.9145 - val_auc: 0.8911\n",
            "Epoch 8/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.4018 - tp: 20954.8966 - fp: 28639.1517 - tn: 96440.0138 - fn: 3452.5034 - accuracy: 0.7850 - precision: 0.4211 - recall: 0.8578 - auc: 0.8761 - val_loss: 0.3994 - val_tp: 11001.0000 - val_fp: 15175.0000 - val_tn: 46477.0000 - val_fn: 1016.0000 - val_accuracy: 0.7802 - val_precision: 0.4203 - val_recall: 0.9155 - val_auc: 0.8911\n",
            "Epoch 9/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3960 - tp: 21258.7793 - fp: 28631.5310 - tn: 96378.0552 - fn: 3218.2000 - accuracy: 0.7868 - precision: 0.4252 - recall: 0.8692 - auc: 0.8796 - val_loss: 0.3963 - val_tp: 11013.0000 - val_fp: 15207.0000 - val_tn: 46445.0000 - val_fn: 1004.0000 - val_accuracy: 0.7799 - val_precision: 0.4200 - val_recall: 0.9165 - val_auc: 0.8909\n",
            "Epoch 10/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3937 - tp: 21402.4621 - fp: 28920.4828 - tn: 96091.1517 - fn: 3072.4690 - accuracy: 0.7863 - precision: 0.4256 - recall: 0.8749 - auc: 0.8803 - val_loss: 0.3938 - val_tp: 11008.0000 - val_fp: 15231.0000 - val_tn: 46421.0000 - val_fn: 1009.0000 - val_accuracy: 0.7796 - val_precision: 0.4195 - val_recall: 0.9160 - val_auc: 0.8909\n",
            "Epoch 11/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3937 - tp: 21679.5862 - fp: 29182.0897 - tn: 95750.7724 - fn: 2874.1172 - accuracy: 0.7860 - precision: 0.4271 - recall: 0.8816 - auc: 0.8804 - val_loss: 0.3967 - val_tp: 11017.0000 - val_fp: 15255.0000 - val_tn: 46397.0000 - val_fn: 1000.0000 - val_accuracy: 0.7794 - val_precision: 0.4193 - val_recall: 0.9168 - val_auc: 0.8911\n",
            "Epoch 12/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3920 - tp: 21625.8828 - fp: 29439.1310 - tn: 95588.6483 - fn: 2832.9034 - accuracy: 0.7839 - precision: 0.4225 - recall: 0.8835 - auc: 0.8805 - val_loss: 0.3982 - val_tp: 11046.0000 - val_fp: 15405.0000 - val_tn: 46247.0000 - val_fn: 971.0000 - val_accuracy: 0.7777 - val_precision: 0.4176 - val_recall: 0.9192 - val_auc: 0.8912\n",
            "Epoch 13/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3906 - tp: 21938.0483 - fp: 29718.5862 - tn: 95211.0759 - fn: 2618.8552 - accuracy: 0.7833 - precision: 0.4248 - recall: 0.8936 - auc: 0.8808 - val_loss: 0.3908 - val_tp: 10993.0000 - val_fp: 15032.0000 - val_tn: 46620.0000 - val_fn: 1024.0000 - val_accuracy: 0.7821 - val_precision: 0.4224 - val_recall: 0.9148 - val_auc: 0.8912\n",
            "Epoch 14/100\n",
            "144/144 [==============================] - 3s 19ms/step - loss: 0.3882 - tp: 21821.1448 - fp: 29822.1931 - tn: 95227.7172 - fn: 2615.5103 - accuracy: 0.7826 - precision: 0.4218 - recall: 0.8918 - auc: 0.8813 - val_loss: 0.4001 - val_tp: 11049.0000 - val_fp: 15391.0000 - val_tn: 46261.0000 - val_fn: 968.0000 - val_accuracy: 0.7779 - val_precision: 0.4179 - val_recall: 0.9194 - val_auc: 0.8912\n",
            "Epoch 15/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3861 - tp: 21955.9310 - fp: 29890.6552 - tn: 95173.2138 - fn: 2466.7655 - accuracy: 0.7832 - precision: 0.4227 - recall: 0.8981 - auc: 0.8829 - val_loss: 0.4079 - val_tp: 11114.0000 - val_fp: 15800.0000 - val_tn: 45852.0000 - val_fn: 903.0000 - val_accuracy: 0.7733 - val_precision: 0.4129 - val_recall: 0.9249 - val_auc: 0.8911\n",
            "Epoch 16/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3859 - tp: 22377.5793 - fp: 30524.7724 - tn: 94367.6345 - fn: 2216.5793 - accuracy: 0.7806 - precision: 0.4236 - recall: 0.9098 - auc: 0.8829 - val_loss: 0.4005 - val_tp: 11083.0000 - val_fp: 15525.0000 - val_tn: 46127.0000 - val_fn: 934.0000 - val_accuracy: 0.7766 - val_precision: 0.4165 - val_recall: 0.9223 - val_auc: 0.8910\n",
            "Epoch 17/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3832 - tp: 22348.8276 - fp: 30585.6897 - tn: 94398.5586 - fn: 2153.4897 - accuracy: 0.7808 - precision: 0.4213 - recall: 0.9109 - auc: 0.8842 - val_loss: 0.3938 - val_tp: 11057.0000 - val_fp: 15429.0000 - val_tn: 46223.0000 - val_fn: 960.0000 - val_accuracy: 0.7775 - val_precision: 0.4175 - val_recall: 0.9201 - val_auc: 0.8910\n",
            "Epoch 18/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3824 - tp: 22517.8621 - fp: 31111.0621 - tn: 93858.6897 - fn: 1998.9517 - accuracy: 0.7786 - precision: 0.4204 - recall: 0.9171 - auc: 0.8839 - val_loss: 0.4038 - val_tp: 11128.0000 - val_fp: 15815.0000 - val_tn: 45837.0000 - val_fn: 889.0000 - val_accuracy: 0.7733 - val_precision: 0.4130 - val_recall: 0.9260 - val_auc: 0.8911\n",
            "Epoch 19/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3799 - tp: 22690.1862 - fp: 31311.4759 - tn: 93639.1655 - fn: 1845.7379 - accuracy: 0.7789 - precision: 0.4206 - recall: 0.9244 - auc: 0.8852 - val_loss: 0.4017 - val_tp: 11131.0000 - val_fp: 15870.0000 - val_tn: 45782.0000 - val_fn: 886.0000 - val_accuracy: 0.7726 - val_precision: 0.4122 - val_recall: 0.9263 - val_auc: 0.8911\n",
            "Epoch 20/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3785 - tp: 22724.4897 - fp: 31774.7655 - tn: 93238.6069 - fn: 1748.7034 - accuracy: 0.7762 - precision: 0.4174 - recall: 0.9281 - auc: 0.8861 - val_loss: 0.4051 - val_tp: 11191.0000 - val_fp: 16257.0000 - val_tn: 45395.0000 - val_fn: 826.0000 - val_accuracy: 0.7681 - val_precision: 0.4077 - val_recall: 0.9313 - val_auc: 0.8909\n",
            "Epoch 21/100\n",
            "144/144 [==============================] - 2s 17ms/step - loss: 0.3780 - tp: 22929.8138 - fp: 32693.6069 - tn: 92290.0897 - fn: 1573.0552 - accuracy: 0.7714 - precision: 0.4134 - recall: 0.9364 - auc: 0.8862 - val_loss: 0.4048 - val_tp: 11211.0000 - val_fp: 16393.0000 - val_tn: 45259.0000 - val_fn: 806.0000 - val_accuracy: 0.7665 - val_precision: 0.4061 - val_recall: 0.9329 - val_auc: 0.8911\n",
            "Epoch 22/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3766 - tp: 22986.7172 - fp: 33322.2276 - tn: 91711.7379 - fn: 1465.8828 - accuracy: 0.7673 - precision: 0.4072 - recall: 0.9400 - auc: 0.8864 - val_loss: 0.4073 - val_tp: 11300.0000 - val_fp: 16947.0000 - val_tn: 44705.0000 - val_fn: 717.0000 - val_accuracy: 0.7602 - val_precision: 0.4000 - val_recall: 0.9403 - val_auc: 0.8910\n",
            "Epoch 23/100\n",
            "144/144 [==============================] - 3s 18ms/step - loss: 0.3774 - tp: 23445.9034 - fp: 36618.6000 - tn: 88328.6759 - fn: 1093.3862 - accuracy: 0.7472 - precision: 0.3896 - recall: 0.9556 - auc: 0.8866 - val_loss: 0.4047 - val_tp: 11263.0000 - val_fp: 16845.0000 - val_tn: 44807.0000 - val_fn: 754.0000 - val_accuracy: 0.7611 - val_precision: 0.4007 - val_recall: 0.9373 - val_auc: 0.8908\n",
            "Restoring model weights from the end of the best epoch.\n",
            "Epoch 00023: early stopping\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 631
        },
        "id": "AoBROIhQkoZ7",
        "outputId": "9e32ab21-003e-446c-b83d-213b5b58ccba"
      },
      "source": [
        "plot_metrics(weighted_history)"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rMuRZTjekodI"
      },
      "source": [
        "train_predictions_weighted = weighted_model.predict(train_features, batch_size=BATCH_SIZE)\n",
        "test_predictions_weighted = weighted_model.predict(test_features, batch_size=BATCH_SIZE)"
      ],
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "JnhvT9szkogp",
        "outputId": "bcf75829-a3a7-42c2-f4ce-42b11dd18362"
      },
      "source": [
        "weighted_results = weighted_model.evaluate(test_features, test_labels,\n",
        "                                           batch_size=BATCH_SIZE, verbose=0)\n",
        "for name, value in zip(weighted_model.metrics_names, weighted_results):\n",
        "  print(name, ': ', value)\n",
        "print()\n",
        "\n",
        "plot_cm(test_labels, test_predictions_weighted)"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "loss :  0.3889515995979309\n",
            "tp :  13710.0\n",
            "fp :  18503.0\n",
            "tn :  58469.0\n",
            "fn :  1404.0\n",
            "accuracy :  0.7838216423988342\n",
            "precision :  0.42560458183288574\n",
            "recall :  0.9071059823036194\n",
            "auc :  0.8904680013656616\n",
            "\n",
            "(True Negatives):  58469\n",
            "(False Positives):  18503\n",
            "(False Negatives):  1404\n",
            "(True Positives):  13710\n",
            "Total :  15114\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "K1xUs0VukojQ",
        "outputId": "096646aa-cde0-4685-e7d7-9af09e6d058b"
      },
      "source": [
        "plot_roc(\"Train Baseline\", train_labels, train_predictions_baseline, color=colors[0])\n",
        "plot_roc(\"Test Baseline\", test_labels, test_predictions_baseline, color=colors[0], linestyle='--')\n",
        "\n",
        "plot_roc(\"Train Weighted\", train_labels, train_predictions_weighted, color=colors[1])\n",
        "plot_roc(\"Test Weighted\", test_labels, test_predictions_weighted, color=colors[1], linestyle='--')\n",
        "\n",
        "\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f2c44820250>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U2t_SsRCm7_n"
      },
      "source": [
        "pos_features = train_features[bool_train_labels]\n",
        "neg_features = train_features[~bool_train_labels]\n",
        "\n",
        "pos_labels = train_labels[bool_train_labels]\n",
        "neg_labels = train_labels[~bool_train_labels]"
      ],
      "execution_count": 73,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NG8VnNT6m9Ye"
      },
      "source": [
        "BUFFER_SIZE = 100000\n",
        "\n",
        "def make_ds(features, labels):\n",
        "  ds = tf.data.Dataset.from_tensor_slices((features, labels))#.cache()\n",
        "  ds = ds.shuffle(BUFFER_SIZE).repeat()\n",
        "  return ds\n",
        "\n",
        "pos_ds = make_ds(pos_features, pos_labels)\n",
        "neg_ds = make_ds(neg_features, neg_labels)"
      ],
      "execution_count": 74,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s6xBf1eTkopi",
        "outputId": "f38f3e63-bf6e-4edf-d7ca-c1a4fda83cdd"
      },
      "source": [
        "for features, label in pos_ds.take(1):\n",
        "  print(\"Features:\\n\", features.numpy())\n",
        "  print()\n",
        "  print(\"Label: \", label.numpy())"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Features:\n",
            " [ 2.65241567e-01  9.27588530e-01 -4.97660750e-02 -9.94525535e-02\n",
            " -1.58484185e-01 -6.95862897e-02 -5.65098702e-02 -1.33041582e-01\n",
            " -9.28185856e-02 -3.11108665e-01 -8.83048751e-02 -1.08714476e-01\n",
            "  5.00000000e+00 -9.20905367e-02 -1.02623165e-01 -1.14115613e-01\n",
            " -1.88074004e-01 -7.21498247e-02 -8.24780463e-02 -1.20275558e-01\n",
            " -6.15465841e-02 -6.77908605e-02 -1.08218047e-01 -5.73498325e-02\n",
            " -7.34454158e-02 -7.94847867e-02 -8.10267165e-02 -8.02593598e-02\n",
            " -8.17449993e-02 -6.23724198e-01 -1.77536211e-01 -1.85231330e-01\n",
            " -6.89680745e-02 -8.48635281e-02 -1.45925645e-01 -6.35156398e-02\n",
            " -1.38727802e-01 -1.51539450e-01 -1.15812653e-01 -7.39110280e-02\n",
            " -1.08810310e-01 -5.66908963e-02 -2.29107428e-01 -3.86706424e-02\n",
            " -8.25822503e-02 -4.53580674e-02 -1.22220770e-01 -2.35998469e-01\n",
            " -1.40030915e-01 -1.06764331e-01 -6.60771299e-02 -1.64763044e-01\n",
            " -2.21114871e-02 -2.62559797e-02 -9.78996917e-01 -8.77656115e-01\n",
            " -2.05931486e-01  1.03897078e+00 -3.19075459e-03 -3.68685048e-02\n",
            " -3.66834498e-02 -2.60523579e-03 -6.41587732e-02 -6.22372344e-02\n",
            " -2.00998009e-02 -2.59303941e-02 -5.38491832e-02 -4.50565685e-02\n",
            " -6.83944756e-02 -3.99266500e-02 -4.70907233e-02 -3.66834498e-02\n",
            " -6.38160664e-03 -2.16457095e-02 -2.33081870e-02 -8.83509924e-03\n",
            " -1.98447238e-02 -2.87875933e-02 -3.27128282e-02 -4.47149722e-02\n",
            " -6.81938533e-02  1.91823774e+00 -1.84217677e-03 -2.60523579e-03\n",
            " -4.58438087e-02 -5.85583243e-02 -4.22068260e-02 -8.23873058e-03\n",
            " -2.60523579e-03 -3.19075459e-03 -1.36632006e-02 -1.00905143e-02\n",
            " -2.03516864e-02 -5.82556341e-03 -5.82556341e-03 -6.89294637e-03\n",
            "  0.00000000e+00 -1.80524826e-02 -2.60523579e-03 -1.61671206e-02\n",
            " -1.08990935e-02 -6.64219805e-03 -1.26303135e-02 -7.36889464e-03\n",
            " -6.89294637e-03 -2.60523579e-03 -5.82556341e-03 -5.09848300e-02\n",
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            " -5.91100921e-02 -5.84122680e-02 -5.88493644e-02 -5.91389918e-02\n",
            " -5.79719213e-02 -5.86166464e-02 -5.97427027e-02 -5.70512473e-02\n",
            " -5.96854658e-02 -5.78834553e-02 -4.18003375e-01  1.96328384e+00\n",
            " -3.60703427e-01 -3.42712196e-01]\n",
            "\n",
            "Label:  1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l0l475RokosQ"
      },
      "source": [
        "resampled_ds = tf.data.experimental.sample_from_datasets([pos_ds, neg_ds], weights=[0.5, 0.5])\n",
        "resampled_ds = resampled_ds.batch(BATCH_SIZE).prefetch(2)"
      ],
      "execution_count": 76,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JmxsLiL2kovs",
        "outputId": "37a6f5c9-96b3-47f3-a8ec-c9c9388e5310"
      },
      "source": [
        "for features, label in resampled_ds.take(1):\n",
        "  print(label.numpy().mean())"
      ],
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.5009765625\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6DBsPRM5ko_d",
        "outputId": "ed1cc2bb-2007-43f5-d394-d615dd5cecc2"
      },
      "source": [
        "resampled_steps_per_epoch = np.ceil(2.0*no/BATCH_SIZE)\n",
        "resampled_steps_per_epoch"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "376.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 78
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2GktQfjwkpCd",
        "outputId": "e524ef3b-e669-4283-ce8b-1219a1350eda"
      },
      "source": [
        "resampled_model = make_model()\n",
        "resampled_model.load_weights(initial_weights)\n",
        "\n",
        "# Reset the bias to zero, since this dataset is balanced.\n",
        "output_layer = resampled_model.layers[-1] \n",
        "output_layer.bias.assign([0])\n",
        "\n",
        "val_ds = tf.data.Dataset.from_tensor_slices((val_features, val_labels)).cache()\n",
        "val_ds = val_ds.batch(BATCH_SIZE).prefetch(2) \n",
        "\n",
        "resampled_history = resampled_model.fit(\n",
        "    resampled_ds,\n",
        "    epochs=EPOCHS,\n",
        "    steps_per_epoch=resampled_steps_per_epoch,\n",
        "    callbacks=[early_stopping],\n",
        "    validation_data=val_ds)"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "376/376 [==============================] - 19s 44ms/step - loss: 0.5413 - tp: 171434.7454 - fp: 76348.0743 - tn: 194209.2812 - fn: 37160.4668 - accuracy: 0.7529 - precision: 0.6573 - recall: 0.8061 - auc: 0.8270 - val_loss: 0.4038 - val_tp: 11083.0000 - val_fp: 15666.0000 - val_tn: 45986.0000 - val_fn: 934.0000 - val_accuracy: 0.7747 - val_precision: 0.4143 - val_recall: 0.9223 - val_auc: 0.8909\n",
            "Epoch 2/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3923 - tp: 178797.0477 - fp: 50701.2599 - tn: 142816.9019 - fn: 14751.3581 - accuracy: 0.8301 - precision: 0.7791 - recall: 0.9215 - auc: 0.8817 - val_loss: 0.3999 - val_tp: 11168.0000 - val_fp: 16063.0000 - val_tn: 45589.0000 - val_fn: 849.0000 - val_accuracy: 0.7704 - val_precision: 0.4101 - val_recall: 0.9294 - val_auc: 0.8914\n",
            "Epoch 3/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3812 - tp: 181611.2706 - fp: 52917.4111 - tn: 141054.7984 - fn: 11483.0875 - accuracy: 0.8336 - precision: 0.7746 - recall: 0.9397 - auc: 0.8856 - val_loss: 0.4022 - val_tp: 11244.0000 - val_fp: 16540.0000 - val_tn: 45112.0000 - val_fn: 773.0000 - val_accuracy: 0.7650 - val_precision: 0.4047 - val_recall: 0.9357 - val_auc: 0.8911\n",
            "Epoch 4/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3790 - tp: 183354.9602 - fp: 54249.6313 - tn: 139136.3714 - fn: 10325.6048 - accuracy: 0.8329 - precision: 0.7714 - recall: 0.9462 - auc: 0.8863 - val_loss: 0.4027 - val_tp: 11234.0000 - val_fp: 16517.0000 - val_tn: 45135.0000 - val_fn: 783.0000 - val_accuracy: 0.7652 - val_precision: 0.4048 - val_recall: 0.9348 - val_auc: 0.8911\n",
            "Epoch 5/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3770 - tp: 183682.9231 - fp: 54365.9098 - tn: 139097.8143 - fn: 9919.9204 - accuracy: 0.8340 - precision: 0.7719 - recall: 0.9484 - auc: 0.8877 - val_loss: 0.4062 - val_tp: 11281.0000 - val_fp: 16830.0000 - val_tn: 44822.0000 - val_fn: 736.0000 - val_accuracy: 0.7616 - val_precision: 0.4013 - val_recall: 0.9388 - val_auc: 0.8911\n",
            "Epoch 6/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3778 - tp: 183876.9655 - fp: 54891.3024 - tn: 138643.3156 - fn: 9654.9841 - accuracy: 0.8329 - precision: 0.7697 - recall: 0.9500 - auc: 0.8872 - val_loss: 0.4095 - val_tp: 11304.0000 - val_fp: 17047.0000 - val_tn: 44605.0000 - val_fn: 713.0000 - val_accuracy: 0.7589 - val_precision: 0.3987 - val_recall: 0.9407 - val_auc: 0.8910\n",
            "Epoch 7/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3765 - tp: 183721.2069 - fp: 54927.5358 - tn: 138873.4456 - fn: 9544.3793 - accuracy: 0.8333 - precision: 0.7695 - recall: 0.9510 - auc: 0.8881 - val_loss: 0.4042 - val_tp: 11291.0000 - val_fp: 16868.0000 - val_tn: 44784.0000 - val_fn: 726.0000 - val_accuracy: 0.7612 - val_precision: 0.4010 - val_recall: 0.9396 - val_auc: 0.8911\n",
            "Epoch 8/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3744 - tp: 184139.7056 - fp: 54521.3077 - tn: 138831.0186 - fn: 9574.5358 - accuracy: 0.8346 - precision: 0.7718 - recall: 0.9510 - auc: 0.8894 - val_loss: 0.4088 - val_tp: 11311.0000 - val_fp: 17029.0000 - val_tn: 44623.0000 - val_fn: 706.0000 - val_accuracy: 0.7593 - val_precision: 0.3991 - val_recall: 0.9412 - val_auc: 0.8911\n",
            "Epoch 9/100\n",
            "376/376 [==============================] - 15s 39ms/step - loss: 0.3753 - tp: 184303.8647 - fp: 54853.4244 - tn: 138417.9629 - fn: 9491.3156 - accuracy: 0.8338 - precision: 0.7710 - recall: 0.9510 - auc: 0.8888 - val_loss: 0.4083 - val_tp: 11320.0000 - val_fp: 17121.0000 - val_tn: 44531.0000 - val_fn: 697.0000 - val_accuracy: 0.7581 - val_precision: 0.3980 - val_recall: 0.9420 - val_auc: 0.8909\n",
            "Epoch 10/100\n",
            "376/376 [==============================] - 15s 39ms/step - loss: 0.3753 - tp: 183912.8196 - fp: 54749.3554 - tn: 138876.4775 - fn: 9527.9151 - accuracy: 0.8339 - precision: 0.7703 - recall: 0.9512 - auc: 0.8890 - val_loss: 0.4029 - val_tp: 11285.0000 - val_fp: 16796.0000 - val_tn: 44856.0000 - val_fn: 732.0000 - val_accuracy: 0.7621 - val_precision: 0.4019 - val_recall: 0.9391 - val_auc: 0.8911\n",
            "Epoch 11/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3755 - tp: 183995.3316 - fp: 54605.8064 - tn: 138859.4456 - fn: 9605.9841 - accuracy: 0.8341 - precision: 0.7711 - recall: 0.9506 - auc: 0.8885 - val_loss: 0.4112 - val_tp: 11305.0000 - val_fp: 16865.0000 - val_tn: 44787.0000 - val_fn: 712.0000 - val_accuracy: 0.7614 - val_precision: 0.4013 - val_recall: 0.9408 - val_auc: 0.8911\n",
            "Epoch 12/100\n",
            "376/376 [==============================] - 15s 40ms/step - loss: 0.3738 - tp: 183954.9549 - fp: 54498.7825 - tn: 139033.6790 - fn: 9579.1512 - accuracy: 0.8347 - precision: 0.7720 - recall: 0.9506 - auc: 0.8899 - val_loss: 0.4062 - val_tp: 11319.0000 - val_fp: 17004.0000 - val_tn: 44648.0000 - val_fn: 698.0000 - val_accuracy: 0.7597 - val_precision: 0.3996 - val_recall: 0.9419 - val_auc: 0.8910\n",
            "Restoring model weights from the end of the best epoch.\n",
            "Epoch 00012: early stopping\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 631
        },
        "id": "SielUIf0GTyU",
        "outputId": "08daa146-0237-402f-8149-b60e16bc01e6"
      },
      "source": [
        "plot_metrics(resampled_history)"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SaK-ShSKGT1D"
      },
      "source": [
        "train_predictions_resampled = resampled_model.predict(train_features, batch_size=BATCH_SIZE)\n",
        "test_predictions_resampled = resampled_model.predict(test_features, batch_size=BATCH_SIZE)"
      ],
      "execution_count": 81,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "VJv7D3PpGT_T",
        "outputId": "046215c5-91d6-46e0-c7b5-5e8905e2080b"
      },
      "source": [
        "resampled_results = resampled_model.evaluate(test_features, test_labels,\n",
        "                                             batch_size=BATCH_SIZE, verbose=0)\n",
        "for name, value in zip(resampled_model.metrics_names, resampled_results):\n",
        "  print(name, ': ', value)\n",
        "print()\n",
        "\n",
        "plot_cm(test_labels, test_predictions_resampled)"
      ],
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "loss :  0.3975265920162201\n",
            "tp :  13997.0\n",
            "fp :  19787.0\n",
            "tn :  57185.0\n",
            "fn :  1117.0\n",
            "accuracy :  0.7729948163032532\n",
            "precision :  0.4143085479736328\n",
            "recall :  0.9260950088500977\n",
            "auc :  0.8907951712608337\n",
            "\n",
            "(True Negatives):  57185\n",
            "(False Positives):  19787\n",
            "(False Negatives):  1117\n",
            "(True Positives):  13997\n",
            "Total :  15114\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "tA7LPp0yGUAi",
        "outputId": "18b3c12a-8734-482a-f718-64d653f43c92"
      },
      "source": [
        "plot_roc(\"Train Baseline\", train_labels, train_predictions_baseline, color=colors[0])\n",
        "plot_roc(\"Test Baseline\", test_labels, test_predictions_baseline, color=colors[0], linestyle='--')\n",
        "\n",
        "plot_roc(\"Train Weighted\", train_labels, train_predictions_weighted, color=colors[1])\n",
        "plot_roc(\"Test Weighted\", test_labels, test_predictions_weighted, color=colors[1], linestyle='--')\n",
        "\n",
        "plot_roc(\"Train Resampled\", train_labels, train_predictions_resampled, color=colors[2])\n",
        "plot_roc(\"Test Resampled\", test_labels, test_predictions_resampled, color=colors[2], linestyle='--')\n",
        "plt.legend(loc='lower right')"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7f2c42575490>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 83
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}