{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [
        "nn3JSeyQOF80",
        "Zay0i8aCN2r7",
        "gqBW4A3CPXwC",
        "RXKcR6alSpZs",
        "Am7t0MOdTNXS"
      ],
      "authorship_tag": "ABX9TyOvjoEH2tJL0/itz5EyNpC7",
      "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/sudoevans/1f7ff044ee151165cf6111cfdf6dee05/project-com404.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Rationale\n",
        "\n",
        "Breast cancer is the most common cancer in women. Early diagnosis of breast tumors as non-cancerous (benign) or cancerous (malignant) is very important for good outcomes. However, diagnosis by doctors can be subjective and inconsistent.\n",
        "\n",
        "Machine learning models can be trained to predict if breast tumors are cancerous based on tumor cell features. This analysis aims to apply machine learning to diagnose breast cancer using the Breast Cancer Wisconsin dataset. This data has cell measurements that classify tumors. We test 4 common machine learning models - KNN, SVM, Decision Tree, and Random Forest. The model with the best accuracy can correctly diagnose cancer and provide rationale for using machine learning for breast cancer screening. Accurate prediction can assist doctors and detect cancer earlier to save lives."
      ],
      "metadata": {
        "id": "SzTP8g6lXqto"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "xzEh-XCHMXIM"
      },
      "outputs": [],
      "source": [
        "# Import  libraries for our Tasks\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.metrics import confusion_matrix, accuracy_score\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Tasks"
      ],
      "metadata": {
        "id": "nn3JSeyQOF80"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# a) Load the data\n",
        "!apt-get install unzip\n",
        "! unzip archive.zip -d dataset #Unzipping\n",
        "df = pd.read_csv('dataset/data.csv') #  actual loading"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "wsMqm-zIMbGy",
        "outputId": "3862bf91-d0c3-4615-9e17-144e6eedd3ba"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree... Done\n",
            "Reading state information... Done\n",
            "unzip is already the newest version (6.0-26ubuntu3.1).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 15 not upgraded.\n",
            "Archive:  archive.zip\n",
            "replace dataset/data.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: y\n",
            "  inflating: dataset/data.csv        \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# b) Display the data frame information\n",
        "print(df.info())\n",
        "# c) Display the first and last tuples of the data set\n",
        "df.head()\n",
        "df.tail()\n",
        "# d) Display the descriptive statistics\n",
        "df.info()\n",
        "# e) Display the class label distribution\n",
        "print(df['diagnosis'].value_counts())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "hFikPzwvOksy",
        "outputId": "71756e7f-22af-4895-ebed-0217346faf46"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 569 entries, 0 to 568\n",
            "Data columns (total 33 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   id                       569 non-null    int64  \n",
            " 1   diagnosis                569 non-null    object \n",
            " 2   radius_mean              569 non-null    float64\n",
            " 3   texture_mean             569 non-null    float64\n",
            " 4   perimeter_mean           569 non-null    float64\n",
            " 5   area_mean                569 non-null    float64\n",
            " 6   smoothness_mean          569 non-null    float64\n",
            " 7   compactness_mean         569 non-null    float64\n",
            " 8   concavity_mean           569 non-null    float64\n",
            " 9   concave points_mean      569 non-null    float64\n",
            " 10  symmetry_mean            569 non-null    float64\n",
            " 11  fractal_dimension_mean   569 non-null    float64\n",
            " 12  radius_se                569 non-null    float64\n",
            " 13  texture_se               569 non-null    float64\n",
            " 14  perimeter_se             569 non-null    float64\n",
            " 15  area_se                  569 non-null    float64\n",
            " 16  smoothness_se            569 non-null    float64\n",
            " 17  compactness_se           569 non-null    float64\n",
            " 18  concavity_se             569 non-null    float64\n",
            " 19  concave points_se        569 non-null    float64\n",
            " 20  symmetry_se              569 non-null    float64\n",
            " 21  fractal_dimension_se     569 non-null    float64\n",
            " 22  radius_worst             569 non-null    float64\n",
            " 23  texture_worst            569 non-null    float64\n",
            " 24  perimeter_worst          569 non-null    float64\n",
            " 25  area_worst               569 non-null    float64\n",
            " 26  smoothness_worst         569 non-null    float64\n",
            " 27  compactness_worst        569 non-null    float64\n",
            " 28  concavity_worst          569 non-null    float64\n",
            " 29  concave points_worst     569 non-null    float64\n",
            " 30  symmetry_worst           569 non-null    float64\n",
            " 31  fractal_dimension_worst  569 non-null    float64\n",
            " 32  Unnamed: 32              0 non-null      float64\n",
            "dtypes: float64(31), int64(1), object(1)\n",
            "memory usage: 146.8+ KB\n",
            "None\n",
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 569 entries, 0 to 568\n",
            "Data columns (total 33 columns):\n",
            " #   Column                   Non-Null Count  Dtype  \n",
            "---  ------                   --------------  -----  \n",
            " 0   id                       569 non-null    int64  \n",
            " 1   diagnosis                569 non-null    object \n",
            " 2   radius_mean              569 non-null    float64\n",
            " 3   texture_mean             569 non-null    float64\n",
            " 4   perimeter_mean           569 non-null    float64\n",
            " 5   area_mean                569 non-null    float64\n",
            " 6   smoothness_mean          569 non-null    float64\n",
            " 7   compactness_mean         569 non-null    float64\n",
            " 8   concavity_mean           569 non-null    float64\n",
            " 9   concave points_mean      569 non-null    float64\n",
            " 10  symmetry_mean            569 non-null    float64\n",
            " 11  fractal_dimension_mean   569 non-null    float64\n",
            " 12  radius_se                569 non-null    float64\n",
            " 13  texture_se               569 non-null    float64\n",
            " 14  perimeter_se             569 non-null    float64\n",
            " 15  area_se                  569 non-null    float64\n",
            " 16  smoothness_se            569 non-null    float64\n",
            " 17  compactness_se           569 non-null    float64\n",
            " 18  concavity_se             569 non-null    float64\n",
            " 19  concave points_se        569 non-null    float64\n",
            " 20  symmetry_se              569 non-null    float64\n",
            " 21  fractal_dimension_se     569 non-null    float64\n",
            " 22  radius_worst             569 non-null    float64\n",
            " 23  texture_worst            569 non-null    float64\n",
            " 24  perimeter_worst          569 non-null    float64\n",
            " 25  area_worst               569 non-null    float64\n",
            " 26  smoothness_worst         569 non-null    float64\n",
            " 27  compactness_worst        569 non-null    float64\n",
            " 28  concavity_worst          569 non-null    float64\n",
            " 29  concave points_worst     569 non-null    float64\n",
            " 30  symmetry_worst           569 non-null    float64\n",
            " 31  fractal_dimension_worst  569 non-null    float64\n",
            " 32  Unnamed: 32              0 non-null      float64\n",
            "dtypes: float64(31), int64(1), object(1)\n",
            "memory usage: 146.8+ KB\n",
            "B    357\n",
            "M    212\n",
            "Name: diagnosis, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# f) Use seaborn to display count plot for the class label\n",
        "sns.countplot(x='diagnosis', data=df)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "_rksep02OnOW",
        "outputId": "9bdf7fa4-d6b2-45bf-83b7-99acae7fe1ed"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# g) Use seaborn to display a joint plot with any two variables of your choice.\n",
        "sns.jointplot(x='radius_mean', y='texture_mean', data=df)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "xLnsbrJ8VEXC",
        "outputId": "85b88068-a597-446c-f260-bbaffb8bd746"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x600 with 3 Axes>"
            ],
            "image/png": 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RMmGQRERERCSCQRIRERGRCAZJRERERCIYJBERERGJSLpmkpR+TGYrjF1WdPbaoFUroc9VQadRJXpYREREshgkUUwd6+jB7W/WY8sBo/t70yv0eHj+OAwuUCdwZERERPKYbqOYMZmtfgESAHx6wIg73qyHyWxN0MiIiNLbd999l+ghpAUGSRQzxi6rX4Ak+PSAEcYuBklERLHw//7fz9Dc3JzoYaQ8ptsoZjp7bbK3nwxwO/VhTRcRhcpi6YXRaITBYEj0UFIagySKGW2OUvb2/AC3E2u6iIgSiek2ihl9ngrTK/Sit02v0EOfx9UQOazpIiJKLAZJFDM6jQoPzx/nFyhNr9DjkfnjmDIKgDVdRESJxXQbxdTgAjWeWVAFY5cVJ3ttyM9RQp/HmppgsKaLiCixGCRRzOk0DIrCwZouIqLEYrqNKEmxpouIKLEYJBElKdZ0ERElFtNtREmMNV1ERInDIIkoybGmi4goMZhuIyIiIhLBIImIiIhIBIMkIiIiIhEMkoiIiIhEsHCbiNKCyWyFscuKzl4btGol9LkseCeiyDBIIqKUd6yjx+8w4OkVejw8fxwGF6gTODIiSmVMtxFRSjOZrX4BEtB3CPAdb9bDZOZBwEQUHgZJRJTSjF1WvwBJ8OkBI4xdDJKo/8nOzoFeL36sEQWPQRIRpbTOXpvs7ScD3E6Ujv73f/8Eg8GQ6GGkPAZJRJTStDlK2dvzA9xOlI4GDBiQ6CGkBQZJRJTS9Hkqv0OABdMr9NDncYcbEYWHQRIRpTSdRoWH54/zC5SmV+jxyPxxbANARGFjCwAiSnmDC9R4ZkEVjF1WnOy1IT9HCX0e+yQRUWQYJBFRWtBpGBQRUXQx3UZEREQkgkESERERkQgGSUREREQiGCQRERERiWCQRERERCSCQRIRERGRCAZJRERERCIYJBERERGJYJBEREREJIIdt4mIZJjMVhi7rOjstUGrVkKfy87eRP0FgyQiIgnHOnpw+5v12HLA6P7e9Ao9Hp4/DoML1AkcGZG8ffv2IS8vD3q9HgaDIdHDSVkKl8vlSvQgYqmzsxM6nQ4mkwlarTbRwyGiFGEyW7FsXZ1XgCSYXqHHMwuquKJESUeY8wRqtQZ79+5hoBQm1iQREYkwdllFAyQA+PSAEcYua5xHRBS8H19zB6YsuQc9PWYYjeLvYwqM6TYiIhGdvTbZ208GuJ0okbQDDcjKZko4UgySqN9jYS6J0eYoZW/PD3A7EaU+BknUryVTYS6DteSiz1NheoUen0rUJOnz+LshSnesSaJ+y2S2+gVIQF+9yR1v1sNkjl/NybGOHixbV4eZT27G3Oc/w8wnNuPGdXU41tETtzGQN51GhYfnj8P0Cr3X96dX6PHI/HEMYIn6Aa4kUb8VTGFuPCbCQMEad1ElzuACNZ5ZUAVjlxUne23Iz1FCn8cVPqL+gkES9VvJUpibLMEaidNpGBQR9VdMt1G/lSyFuckSrBERkTcGSdRvCYW5YuJZmJsswRoREXljkET9VrIU5iZLsEZERN5Yk0T9WjIU5grB2h1v1nttN+cuKiKixEpokPTCCy/ghRdewOHDhwEAo0ePxt13343Zs2cDAHp7e/GrX/0Kr7/+OiwWCy644AI8//zzGDBgQAJHTekmGQpzkyFYIyIibwkNkk4//XQ8/PDDqKiogMvlwiuvvII5c+agrq4Oo0ePxi233IJ3330Xb7zxBnQ6HZYtW4Z58+Zh27ZtiRw2JVA6N1xMhmCNiIh+kNAg6dJLL/X6+sEHH8QLL7yAL774AqeffjpefPFFrF27FjNmzAAAvPTSS6isrMQXX3yBs846KxFDpgRKpu7YRESU/pKmcNvhcOD1119Hd3c3pk6dih07dsBms2HWrFnu+4wcORIGgwGff/55AkdKiZBM3bGjzWS2oqm1C3XN7Wj6viulXwsRUTpJeOF2Q0MDpk6dit7eXuTl5WHDhg0YNWoUvv76a6hUKhQUFHjdf8CAATh+/Ljk81ksFlgsFvfXnZ2dsRo6xVG6Nlzk6hgRRYJzXmwlfCXpjDPOwNdff43t27fjl7/8JRYuXIhvvvkm7OdbvXo1dDqd+7/S0tIojpYSJR0bLqbz6hgRxYfUnGc8sh/fH9oLANizZw927tyJ5ubmRA41JSlcLpcr0YPwNGvWLIwYMQI//elPMXPmTLS3t3utJg0dOhQ333wzbrnlFtHHi0XVpaWlMJlM0Gq1sR4+xUhTaxdmPrlZ8vYPl5+NESV5cRxR5NLxNRFRfEnNeT9QAOib5tVqDfbu3QODwRDfQaawhKfbfDmdTlgsFvz4xz+GUqnEhx9+iPnz5wMA9u3bh+bmZkydOlXy8dnZ2cjOzo7XcClOhIaLn4qk3FK14WI6ro4RUXxJzXmVsxdBO2golJp8qHXF6Gw5jO1rVsFoNDJICkFCg6QVK1Zg9uzZMBgMOHnyJNauXYtPPvkE77//PnQ6Ha699losX74cRUVF0Gq1uPHGGzF16lTubOuHQmm4mCptAngcCRHFysDRk1FSMSHRw0h5CQ2SWltb8bOf/QwtLS3Q6XQYN24c3n//fZx33nkAgN/85jfIyMjA/PnzvZpJUuqIZsASTMPFVCqETsfVMSKidJJ0NUnR1tnZCZ1Ox5qkBAgmYIlmEGUyW7FsXZ3oLrjpFXo8s6Aq6VaUjnX0SK6ODUqyoK4/SZXVSCJfwpx37q3Pe60knWjehw8eXIwdO3Zg4sSJiRtgikm6miRKD4F2bj2zoArdVkdUV31SsU0AjyNJPqm0GklEsZXwFgCUngIFLK0nLVHf/p6qhdA6jQojSvIwwVCIESV5DJASiG0ZiMgTgySKiUABi6nHFnDVJ1QshKZIBbMaSUT9B4MkiolAAYtGlSl7ezirPkIhtBgWQlMwUnU1kohig0ESxUSggCVXJV8OF86qj9AmQPi5GlUmls0ox9qfT8F/zayAsdvKdAnJ4mokEXli4TbFRKC+RhpVZky2vwuF0G3dVrgA3LtxF579qNHruVmAS1LYloGIPDFIopgJtHMr2OaQoRIeu2xdHbY0tnnd5rm7jgXS6SUa2/ZDaVpKROmPQRLFlE4jPVHFcvt7KrYDoPBFc9s+2zIQkYBBEiWUXBAVCRbg9h/B9OQKZ0WJQRERsXCb0hILcPsPbtsnolhhkERpie0A+g+uGhJRrDBIorTk2w5AwALc9MNVQyKKFdYkUdpiAW7/wG37RP6MR/bDZv/h/Pqu1mYAwJ49e7zup9frYTAY4jq2VKJwuVyuwHdLXcKJyCaTCVqtNtHDoRDwJHYK1rGOHslt+4NEdrfxvUXpSpjzxCkAeE/5arUGe/fuYaAkgStJ/VSyTxLxPok92a8HyQtl1TDe7y2iRKicvQjaQUO9vqfU5EOtK3Z/3dlyGNvXrILRaGSQJIFBUj+U7JOEsKV7x5F2LJtRjqrSAljsTuQoM7F5//e4aMzAqAYwyX49oimdg8Fgtu3Hol0AUTIaOHoySiomJHoYKY9BUj+TCpOEscuKHUfa8fSCKry07ZDXsSLV5cWYOrw44jEKwYKpxwqL3YnxpQXYcaQdZqsDQHJdj2iJZTCYKsEXm4wSUSgYJPUzqTBJdPbasKSmDC9tO4RtPseKbGtsw8qNu/BsBMGLWLBQXV6MpxdU4aZ1dV6BUjJcj2iIZXCcSitxbBdARKFgC4A0ZzJb0dTahbrmdjR93wWHywWNKlPy/skwSWhzlKgqLfALkARbImgQKBUsbGtsw0vbDmFJTZnX9wNdD9/razInZ+PCWDVcDBR8Jdv1YLsAIgoFV5LSmNgn/NoKvd+KiadkmCT0eSocbuuWvU+4wZxcsLCtsQ1Lqr2DJLnrwRWU1FiZ9BRMu4BUSR0SUexxJSlNSX3C33LAiJdFVkyA5Okpo9OocHqhfJARbjAXKFiw2J3u/y93PbiC0ifV0leBmoyarQ4sW1eHmU9uxtznP8PMJzbjxnV1ONbRk6ARE1EicSUpTcl9wt/a2IYbzin3KohOtk7UA7U5MWkQGChYyM7KcP8MueuRjiso4UjF9JVUuwAAWLauLqk3NRBRfIUVJB04cAAff/wxWltb4XQ6vW67++67ozIwikygT/g5ykx8uPzsgD1lEpV6ED7xSzUIDHcMcsFCbYUehiINPlx+dsDO3Km6ghLP65ksK5NixNoFNLV2pVTgS0SxF3KQ9Ic//AG//OUvodfrMXDgQCgUCvdtCoWCQVKSCPQJX6dWYkRJnux9El1zE4tjRQIFC2LdmcUEur652Vloau1KqrqWRFzPRL/mUKRa4EtEsRdykPTAAw/gwQcfxO233x6L8VCURPoJP1n6KQXTIDBU0QgWAq1IfXWkHSvWN7i/lywF3cl6PZNBKqYOiSi2Qi7cbm9vxxVXXBGLsVAUBSpQDTSBxWrLeLLQaVQYUZKHCYZCjCjJC3lCl7u+S88tx/2bvvH6frIWdEdLpNczGQiBr5hkTh0SUeyEvJJ0xRVX4P/+7//wi1/8IhbjoSiK5BM+Uw+BiV3frAwFZj+9RbS9Autakls6pQ6JKDpCDpLKy8uxcuVKfPHFFxg7diyUSu8l6Jtuuilqg6PIhZteYeohOL7Xt665XTRAEjC4TG7pkjokougIOUj6/e9/j7y8PGzevBmbN2/2uk2hUDBIShOpumspHuR2/KVDcNnfmynGom6LiFJTyEHSoUOHYjEOSjKxSD2kw+QbaMdfqgeXid7RmAjp8L4kothgM0mSFM3UQzpMvsHs+AOAX19ciYXtPVAoFNjZ3I41Ww9h0tDCpK9rSZYdjfGUDu9LKQz++jfjkf2w2V2y9+lqbQYAtLS0xGNIKUnhcrnkr6KIb7/9Fm+//Taam5thtXrv1nnyySejNrho6OzshE6ng8lkglarTfRw+iWT2SrayRjom5BSZfJtau3CzCc3S97+/s21eODdPX5n5d0/ZwwKNcqkf42BXt+Hy88O2FsrlaTL+1JMOgd/JE+Y84KnQHZ2Nvbv3weDwRCzcaWqkFeSPvzwQ1x22WUYPnw49u7dizFjxuDw4cNwuVyYOHFiLMZIKS4WR3gk4lNyoB1/37b3iJ6Vd/fGXe5VpmTW33Y0dphtWDRtGBZMNiBHmele9TNbHSm9E7E/rgiSv8rZi6AdNDTg/SxdJnz9l6dgNBoZJIkIOUhasWIFbr31VqxatQr5+fl48803UVJSgquvvhoXXnhhLMZIKS7ak2+iPiUHKsqWkioTbjoUnQfrWEcP7nqrAVsa29zfqy4vxtMLqnDTujqYrY6UDQpT7VxBio2BoyejpGJCwPudaN4X+8GksJCbSe7Zswc/+9nPAABZWVno6elBXl4e7rvvPjzyyCNRHyClvmhOvoE+JceyWaNcs8HaCj3qjnZIPjYVJtz+0kzR/R7yCJAAYFtjG17adghLasoApG5Q2N9WBIliKeQgKTc3112HNGjQIDQ1NblvMxrFP71Q/xbNyTeRncDlumzfP2cM1myV3vmZChNupF3a48FktqKptQt1ze1o+r4rrKBY7j20rbENVaUFKR0UBvpQolZlxmkkRKkv5HTbWWedha1bt6KyshIXXXQRfvWrX6GhoQHr16/HWWedFYsxUoqLZjuBRH9KltrxBwCThham7NZ/QTI3U4xWmjXQewhAUO/LZN09JteGorq8GDubOzBQm5MUYyVKdiEHSU8++SS6uroAAKtWrUJXVxf+/Oc/o6KiIul2tlHyiNbkmwx1M1LNBtPlSItkbKYol2a9/c16PH7FeAzQ5gT1XIHeQ4YiDQYFCLqSefeYTqPCfXPG4NdvNWCbT83V4uoy3LSuDpOHFSXd75goGYUcJA0fPtz9/3Nzc/Hb3/42qgOi9BWNyTeZmzUm8ypMqpNLkW05YERTaxccTldQAUqg91BJfrbs41Nh95ipx4oqQyGWVJfBYnciOysDdUc7Ur4onSjewmom2dHRgb/+9a9oamrCf//3f6OoqAg7d+7EgAEDMGTIkGiPkcgt2Q8hTcZVmHQQKEXW0WMLOkCJ9D2UCrvH8rKVePajRsnbU6FGjigZhBwk1dfXY9asWdDpdDh8+DCuu+46FBUVYf369Whubsaf/vSnWIyTyI0rNv2PJkCxcXZWRkgBSiTvoUTXxQUjmVdck1my1plR4oQcJC1fvhyLFi3Co48+ivz8fPf3L7roIlx11VVRHRyRFK7Y9B8msxU7mztQXV7sVWMjqC0vdrdfCCVACfc9lAx1cYEk+4prMkrmOjNKnJCDpC+//BK/+93v/L4/ZMgQHD9+PCqDIiISGLusuH/TN3j6VNdy32LklZeOxuXPbQMQnwAlVVZpuOIavFSoM6PECDlIys7ORmdnp9/39+/fj9NOOy0qgyIiEnT22mC2OnDTujosqSnzK0Y+ZOyG2eqIW4CSSqs0XHENTirUmVFihBwkXXbZZbjvvvvwl7/8BQCgUCjQ3NyM22+/HfPnz4/6AImofxPSW2arQ7QY+cWFk+IeoHCVJr2kQp0ZJUbIHbefeOIJdHV1oaSkBD09PTj77LNRXl6O/Px8PPjgg7EYIxH1Y4GOgyk/LQ/PLKgK2Nso2nQaFUaU5GGCoRAjSvIYIKWwVKgzo8QIeSVJp9Phgw8+wNatW1FfX4+uri5MnDgRs2bNisX4iKifC5TeindwROknVerMKP7C6pMEADU1NaipqYnmWIj6HW45Dg7TWxRLqVRnRvEVVpD05Zdf4uOPP0ZrayucTqfXbTyahCg43HIcGhYhUyylWyBuPLIfNrsr4P26WpsBAHv27AnqefV6PQwGQ0RjSyUKl8sV+Cp6eOihh3DXXXfhjDPOwIABA6BQKH54MoUCH330UdQHGYnOzk7odDqYTCZotdpED4cIQN8K0rJ1daI7aqZX6JNyyzFXvYiSnzDnhUYBILhQQK3WYO/ePf0mUAp5Jel//ud/sGbNGixatCgGw0k/nFhITKptOeaqF1FqqZy9CNpBQ4O6r1KTD7WuOOD9OlsOY/uaVTAajQySpGRkZKC6ujoWY0k7LR09+GT/9yjJz4bF7kS72YZ/HjqBc350GotN+xnfYNnhckGjyoTZ6hC9fzJtOf6usxeHjd1YMNmAxdVl2NncjjVbD7HRHlESGzh6MkoqJiR6GCkv5CDplltuwXPPPYennnoqBsNJHyazFUdOmLGp/phfh+AyfS40qkxOLP2E2CpMbYUeTy+ocp/K7itZthwf6+jB7X/9F7b4vIeFsSfjqhcRUbSEHCTdeuutuPjiizFixAiMGjUKSqX3H/P169dHbXCprMNswzMfHfA7a0r4+qHLx3JiSaB4pUGljjvYcsAIl8uFJTVlfg0Sayv0cLhcaPq+K6HpWffYJd7DwtiTadWLiCiaQg6SbrrpJnz88cc499xzUVxc7FW4TT/ottpFD+ME+iaZbqs9ziOKrlSutYpnfY1c7dHWxjbccE65V5BUU16MhdOG4fLntrmP2khU3Y/c2Lc1tmFJdRmA5Fn1IiKKtpCDpFdeeQVvvvkmLr744liMJ210S9SaCKRqUVJBKhbxCkGdqccKi92J8aUF2HGk3f17iFV9TaDjDuwuF15cOAkWuxM6tRL5OVlY8vKXMR9XMAKN3WJ3Rq3RXiyC7lR5TiJKXiEHSUVFRRgxYkRUfvjq1auxfv167N27F2q1GtOmTcMjjzyCM844w32fc845B5s3b/Z63H/+53/it7/9bVTGECsFavlP17oAtyerVDwtWyyo86yr8QxIol1fE+i4A5vdiWtf+cprXFdONnitLiWq7ifQ2AvUyqg02otF0J0qz0lEyS3ks9vuvfde3HPPPTCbzRH/8M2bN2Pp0qX44osv8MEHH8Bms+H8889Hd3e31/2uu+46tLS0uP979NFHI/7ZsVaSn41amfOmSvKz4zyi6Ahm63oykQrqtjW24aVth7Ckpszr+yd7bTCZrWhq7UJdczuavu+CyRzaa/J8fFamQvLcseryYtQd7fAbV1Vpgd99E1H3E+jMtBEleRHv0gwUdIdz7Q98dxJ7WjqxuLoMy2aUQ6PKjOg5YzFOIkoNIa8kPf3002hqasKAAQMwbNgwv8LtnTt3Bv1c7733ntfXL7/8MkpKSrBjxw5Mnz7d/X2NRoOBAweGOtSE0mlUeCQN29zH87TsaKQ2gq2rEahVmX5NHkNZLfBdbdCoMrFm0ZlwAX4rWYury3DTujq/57DYnX7fS0TdT6CjGgZocyL+GdHsFxXMimG4q3Kp1tcqWTFdSakm5CDp8ssvj8Ew+phMJgB9KT1Pr732Gl599VUMHDgQl156KVauXAmNRhOzcURLurW5B+J3Wna0UhvB1NV4Pv/O5o6wU4liqw1mqwNLXv4SKy8ZhbsvGYVuix05ykxsamiR3P6fneW9wJvIAzZj/R4ONuj2rCnTZGchQ6FAVoYCxacmWbkVQwBeuwjDCeTj+eEgXTFdSako5CDpnnvuCep+69atw2WXXYbc3Nyg7u90OnHzzTejuroaY8aMcX//qquuwtChQzF48GDU19fj9ttvx759+yRbDVgsFlgsFvfXnZ2dQf38WEm386bicVp2NOueAgV1QkAyvUKP++aMwUVPbxG9XzCrBVKrDWarAyvWN+DD5WdjgqEQJrMV9Uc7RAOkGp8UXDKsPMbyPRzo96NVKyVXiBZXl2H13/Zg1Zwx6LE6gl4xDCeQj9eHg3SVirWMqSLZ5rx0E9YBt8H4z//8T0yZMgXDhw8P6v5Lly7Frl27sHXrVq/vX3/99e7/P3bsWAwaNAgzZ85EU1OTaAH56tWrsWrVqsgGT5LicVp2NFMbckFdbYUehiINPlx+NvR5Khxu66uFWzajHFWlBbDYnchRZro7TAdaLQh2tUHuGj40dyysDidmjSxJypXHaKdLAgXdudlZuPWNf0muEFUZCnHHm/W4eVaF7M8RVgzDDeTj8eEgnTFdGTuc82IrZkFSKOfmLlu2DJs2bcKnn36K008/Xfa+U6ZMAQA0NjaKBkkrVqzA8uXL3V93dnaitLQ06LFQYMmSgglGoKDOs/A4v9uKpxdU4aVth7x2lwl1LdoAOxJDWW1IxVRsLNIlgX4/3RY7xpcWYNG0YX5Bq7BC9OxHjbjzokrZn5OdlRFRIB+PDwfpjOnK2OGcF1sxC5KC4XK5cOONN2LDhg345JNPUFZWFvAxX3/9NQBg0KBBordnZ2cjOzu5do6lY7FitFIwYtcm2qmNYAOS3OwsvLTtkFcTUI0qE1WGQqiVmWg3W2W7YIe62pDsqVjP301Rrgp3bdiFLY3RT5fI/X6avu/bJSgWtN60rs69QpSZoZBdMSw/LS/ilE4qBrbJgunK2EnGOS+dJDRIWrp0KdauXYuNGzciPz8fx48fBwDodDqo1Wo0NTVh7dq1uOiii1BcXIz6+nrccsstmD59OsaNG5fIoQeNxYrShGuz40g7ltSUoaq0AIeN3Sgt1GD1vLG4f9M3fnU74aY2gglIunrtfgGS2MqS1O8vnVYbfN+3Ly6c5BcgCXzTJeF8KBD7/ZjMVty7cZfk0T5LasrcNWWZGYqgVwwjkeyBbbJiupJSVUKDpBdeeAFAX8NITy+99BIWLVoElUqFf/zjH3jqqafQ3d2N0tJSzJ8/H3fddVcCRhs6FitKE67NjiPtooFIbYUeaxad6dV9OtbBhm9KYElNmd/KEiD/+0uH1Qax961YWwJPQrokmh8KjF1Wv3PjBNtOHeny+cE2TK/Qu3e5pfq1T1fp9AGC+peEp9vklJaW+nXbTiUsVpQmXJtlM8pFA5EtB4xQAPj7TbVoN1vjMuH5pgSqSgv8Dp8VyP3+Un21Qex969uWwFd+jjLqHwoC1bFkZiiwr6XTa5JN9Wsfa4lM/afDB4hUYjyyHzZ78LXBwehqbQYA7NmzBwCg1+thMBii+jOSTcyCpKFDh/o1muxv+kuxYjh/eIVrEygQsTtdmGAojPqYxfimBIJdPUk3Yu/buqMdqC4vFj20WUiXRPtDQcBjUTRKPH7FeE6yQUqG1D+D2PhpeOOpGD2zAtdccw0AQK3WYO/ePWkdKIUVJHV0dOCvf/0rmpqa8N///d8oKirCzp07MWDAAAwZMgQAsGvXrqgONBX1h2LFcP/wCtcmmQIR35RAMKsn6Ujsfbtm6yE8vaAKALwCJc90yUFjt9/jPIX6uwxUxzJIm8MJN0hM/fc/lbMXQTtoaNSfV6nJh1pXjM6Ww9i+ZhWMRiODJE/19fWYNWsWdDodDh8+jOuuuw5FRUVYv349mpub8ac//SkW40xJ6V6sGMkfXuHaJFsg4pkScLpcqK3Qi66OpMPvT4rY+9ZsdeCmdXVYecko3HvpaHRb7H7pkmh/KGAdS/Qw9d//DBw9GSUVExI9jJQXcpC0fPlyLFq0CI8++ijy8/Pd37/oootw1VVXRXVwqS7d/8hH8odXuDab938fMI0jR0j1dVlsKNCoYLU70WWxR1Rv4ZkSiPT8vVRr/2AyW9HWbcU9l43GvW/v9vr9ThpaiHN+dJrkTrFYfCiIZR1Lqv1uItFfUv9E0RZykPTll1/id7/7nd/3hwwZ4t7CTz9I52LFSP7wmsxW9FgdOGNAHiZeMgo7mzu8tvwHE4h4thB4ekEVHn1/n18qKNJ6i0h+f2KpyNoKPe69bDQUgHtHlhS5STwWE7zneDWqTCypKcMvzx6BbGUGCtSqgK87Vh8KYlHHkgz1OfHUH1L/RLEQcpCUnZ0tejbM/v37cdppp0VlUOkmXYsVw/3DKzVB/e2mWnT2WJGbHTgQ8Uz1Se2Qi1a9RTi/P6lU5JYDRty9cReqDIWoP9ohOSnLTeIKALdFeYL3Ha/Z6sCzHzXi2Y8aMb1CH/Q1TIUPBd919uKwsRsLJhuwuLrM3cE7netz0j31TxQr8gUhIi677DLcd999sNn6VgkUCgWam5tx++23Y/78+VEfICUv4Q+vGKk/vHJ1THdv3IWhxbkYUZIXcJLyTPVVlRaIpuuE5z3e2RvMyxFlMltx4LuT+PLwCXxzzIQjbd0wma1etze19nWFbvq+y32bXCpyW2MbqkoL3JOy5/MJzylX6/XJ/u8lb/N9rmAFkzoNlk6jwoiSPEwwFAb1u4ynYx09uPUvX+OqP27HDa/txJKXv0Rdc99KpEaVGfJrTRXCKp/vv9d0Sf0TxUrIK0lPPPEEfvKTn6CkpAQ9PT04++yzcfz4cUydOhUPPvhgLMZISSqc9Eq0Ckg9U32Bdsh9296DgWHshDrW0YPb/1rv1Wm6urwYN86owLAiDZyA5GpPl0U+FSmMWew1B7pGC6cNk7wt3ALc/lCz4g4+ZTp4P/tRY1q8VjGpsMpHlGxCDpJ0Oh0++OADbNu2Df/617/Q1dWFiRMnYtasWbEYHyW5UP/wRmsy9kz1BdohByDk4MFktvoFSMAPE+qNMyrw3EeNkmeZ3T9njOzze47Z9zUHukZyQWG4E3x/qFkJtLq3pLrv7Mh0eK1S0jX1TxQrIQVJNpsNarUaX3/9Naqrq1FdXR2rcVEKCeUPb7QmY88ai7qjHagtLxY9wqK6vBh1RztQnBvaxNB3JIb0hHrH7JGyZ5lZHU7JGhBhTALf1xzoGskFheFO8P2hZiWY4DOUHZX9YVccUX8XUk2SUqmEwWCAw+EIfGciEeHUMYnxrLFYs/UQVl4yGtXlxV73qS4vxuLqMqzZeijk4CHQhNrVK/9voNtiF60B8RwTIP6aA12j1pMWydvCDWZStWZFqiZMTMAO3mplUDsql62rw8wnN2Pu859h5hObceO6Ohzr6An7NRBR8go53fbrX/8ad955J/73f/8XRUVFsRgTpbFobhP3TPW54MIl4wZjSXUZLHYnsrMyUHe0Azetq8OkoYUhBw+BJtS8nEzZ2/NzlF7j6+ixwmJz4rODbbhpXR3MVofkaw50jYT/H+3eW6lWsxLqNn651bLaCj1GlORhgDZH8uexazVR/xNykPTss8+isbERgwcPxtChQ5Gbm+t1+86dO6M2OEpP0ZyMPVN9GlVW1Hr0yE2o1eXF6LY4gkpPeY7PZLZigDYHs0aWBHzNga5RrIKZUFKniUw7hROwBAo+5QIkgF2rifqjkIOkyy+/PAbDoP4mFgWk0Qq+hMn/ppkV+OU5I7CtqQ1rth6C2epw724rK9IEXBETCyJGlOQFPQ65a+R7m5B28g1YYhXIJLoZY7gBSyTvkf6wA5CIvIUcJN1zzz2xGAdRVEQafEl1yX5nWQ2sDgc0yiwUaJQBV3SkgoiH5o6F1eGEqSf0oEUq4BH7WedVlmDlJaPw67d2RT2QSYa0k2/AInQIryotgMXuhNXugMksHiiF+x7pDzsAichbyEES9W/pvLNHrkv2qnd2y07+LgBQyD/PpweMuGN9PSYYCvHsR40Agg9a5IKue9/Z7fezzhikxYoNDTHpQp4MaSfPgEWjysTTC6rw0rZD7usKRH9lqz/sACQibyEHSRkZGVAoFJK3c+db+kp0iiXWQp38pa7Hry+ulHyerY1tWHyqH4/wvIGCFrmga8WGBowvLcA/9rR63VZVWuAVMAR6LYF4Bsd2p0v2vvFIO3kGLEtqysI+liaUoF+upum+OWNwuK0bed3WtPrgQNTfhRwkbdiwwetrm82Guro6vPLKK1i1alXUBkbJJRlSLLEWSs2J3PVY2C6/Hdy3GWSgoEUueNtywIhFIh24A3UhDyWQ8Q0GX1w4Sfb+8Ug7eQYs4QaE4QT9vjVNalUmdjZ34KKnt3gdzpwuHxwodRmP7IfNLv+BJhJdrc0AgD179oT0OL1eD4PBEIshxUTIQdKcOXP8vveTn/wEo0ePxp///Gdce+21URkYJZdkSLHEWig1J3LXIxCxZpByQUug4E2ZlQGNKtM9SUv9DE/BBjJiwWDd0Q5UlxeLnpcXz7STELDsb+2SvZ/YtY0k6BdqmkxmK5atq0vrDw6UuhreeCoOP0WBa665JqRHqNUa7N27J2UCpajVJJ111lm4/vrro/V0lGT6w86eUGpO5K5H3dEO1FboRYMo327bArmgJVDwlqlQ4OkFVe7+S8IYasqLsTXCQEYsGFyz9RCeXlAFAF6BUiIaT+o0KhQF+Hli1zYaQX9/+OBAqaty9iJoBw2N6c9QavKh1hUHvuMpnS2HsX3NKhiNxv4VJPX09ODpp5/GkCFDovF0lIQStbMnnoXioTS6lLsea7Yewt9uqsXdG3d5PU9NeTEWVZfhpnV1XvcXC1o8X3dRrnzPps8PtuHr5nb3Aa0AsK+lEw/NHYu73toV8LXIEQsGzVYHblpXhyU1Zfj1RZWw2p0JbTwZTkF1NIL+/vDBgVLXwNGTUVIxIdHDSHkhB0mFhYVehdsulwsnT56ERqPBq6++GtXBUfJIxM6eRBSKB9tHR+56TBpaiEKNEo9dMR7t3VZ09tqhVWchLzsLD/9tj1daTCxo8X3dGlUm1iw6Ey7A61oIR5wIK0h3XTzKr1FlpH2jpIJBs9WBZz9qxNwJQzBqsC7o54uFcLq4RyPoZ0sAovQXcpD0m9/8xitIysjIwGmnnYYpU6agsLAwqoOj5BHN40SCkchCcc+aE2OXFQeN3dCqvXctyV2PR+ePQ7fVIbllf/n5Z6CzRzxoEXvdZqsDS17+Eq9ffxYWTRvmd+yKEHT12hyYYPD+Nxhp36hU2fYeapPIaLyuVLk2RBS+kIOkGTNmoLS0VLQNQHNzc8rkGSl08TzbK1b1HsGm74JZxRKuR4fZhm6rHd1WBwrUSigyFLj9jX+JBnh3bmjAY1eMh8t1Kl1z6p+RMAap1222OvD9SQuufeUrydcWi5WLeAfHgcj9/kIJCKPxupLt2hBR9IUcJJWVlaGlpQUlJSVe329ra0NZWRn7JKW5eJ3tJVbv4dlVua3bCnzfJfqcoXSmFkvfhbKK1W114K6N3l2t1/58imyA19Tahav+uF10DA6XCy8unASL3YkcZSZ2Nre7j0SRKwiP5cpFshx8G+30azReV7JcGyKKjZCDJJdLvO9CV1cXcnLkD4ik/iPSCc233iPYrsrCz91xpN0dUB02dqO0UIMdze3YcaTd63nFAp9gV7GkgqmOHvmCXd/bhTGsnjcW97+zG1s8doxVlxe7d65JFYTHY+UiFmfthSJW6ddovC6550jnDvVE/UHQQdLy5csBAAqFAnfffTc0Go37NofDge3bt2PChAlRHyClnmhMaL71HsF0VQbgDpDEAirPgMOzeFoIfIC+AKmt24o1i85Ew7874HIBY4fovFZ2ui02933FgqlAPYrEbv/0gBFH2sxeARLwwxb7JTVlqD/agUKNsl+uXKTidnupcwBXzx2L04s0Mo8komQRdJBUV9e3bdnlcqGhoQEq1Q9/kFQqFcaPH49bb701+iOklBONCc233iNQV+XWkxZkZiiw5YARy2aUiwZUngGH73N19Fi9zkDTqDLx4sJJeP7jRjz1jwPu+1WXF+MnE08HIL0FXK7ZolSfpL4xiD/ftsY2LD2nHFdPNnjV3/QnqbbdXu4cwDvW1+OR+eMwpJCBElGyCzpI+vjjjwEAixcvxv/8z/9Aq9XGbFCU2qI1oXnWe7R1W2Xv23zCjGH6XGhUmbIB1bbGNizxODtNYLE5vSa0JTVlePbjRtFA6+6Nu/DMgirJLeBCs8UMhcJvFWHhtGF+fZIEJfnZfp2zBTnKTAxK0DEXyZAyCne7fbhjj/Q1y31Q2NrYhiNtZuRlZ/W7YJco1YRck/Too49KBkgNDQ0YO3ZsxIOi1BbN/jHueo8AR08AwL1v78aSmrKA55b53l5bocdnB72DoWDOA9PnqUQLqc1WB17/ZzMev2I8unrt7rRYXk4W7trQIBoEVZcXY/93J0XTgQCgU8e/547JbMXxzl58294DhULhLiKfNLQw7meThbPdPty6uGgUiAf6oNDRY4tLijAZAlyiVCZfPCFi7NixePfdd/2+//jjj2Py5MlRGRSlFpPZiqbWLtQ1t6Pp+y7k5WRheoVe9L7h7sISJkkxQgprywEjpg0vDqkmqLZCj3svG401Ww953SfYA2KXnluO6nLvtvzV5cX4ee1w5GRlYERJHiYYCjGiJA8DtDlYNWeM3+sQmkI+8O4evLTtEJbUeK90JaLnzrGOHixbW4cLntqCa1/5Ckte/hJ1zX21Xl8daccdb9bDZJZf3QuX7/vJZLa606++106qaD1QXZzU2MN9nK9AHxSyszJiniI81tGDZevqMPPJzZj7/GeY+cRm3LiuDsc65A9gJqIfhLyStHz5csyfPx+LFy/Gk08+iRMnTuBnP/sZGhoasHbt2liMkcIQr0+QYp+6z6sswQOXj4n4SAxPwiTp+7M8u04DQLYyA0dOmCVrgmrLi3Fafjaev3oisrMyYCjSQAH4rdwEc0CsscuKJS9/iSU1ZVhSXebV5HHJy1/inWU1fq91cIEa988Zg8bvu0SbQvqmAxPRc8cdKDR6Bwq+NV2RroSIvUelmnAKqzjBFq2HWxcXrQJxqVVG4Iegfu6EITH7d5rIZqxE6STkIOm2227Deeedh//3//4fxo0bhxMnTmDKlCmor6/HwIEDYzFGClG8jvOQ+kP8wZ5WAMBjPummSHdhDS5Q4wGZAAMACtQqXDRmIKYOL8ZKn/5F1eXFWFhdhit//4X7/u/dXAttttKdyhF6MenUSry4cJJXmkl4jLCyc9DY7T6eQ4zUSsEJs1W2KWRudhZeXDgJhiINSvKzY9o0U4xcoOAZxAWzEhJKz6rV88bib/UtfsGZ78QezOsIty4uWvV0Oo0Kq+eOxR3r670OGRaC+j//sxk5Z5Zi2bq6mPw7TcXdgInClCTJCeuA2/LycowZMwZvvvkmAOCnP/0pA6QkEc9PkHJ/iD/Y04o7ZtsxoiQvKj9LUKBR4pXPDsvWpggT6bMLqtB60oLmE2YA8AuoqsuLsam+BftaOvHA5WNw/6Zv8NPJBtnWAZOGFrpXdrQ58qkXqdqrQKmYbosd177yFT5cfnZYv6tIg+RAgYKQigxUWyY1jofmjvXaSSgoyc/2C5AEoU7s4dTFmcxWqJWZeP7qiX6NPOUeJ+X0Ig0emT8OR9rM6OixuYP6P/+zGfdcOhr3vO1/DaL17zTVdgMmSiLOh6TUEnKQtG3bNlxzzTUoKipCfX09tm3bhhtvvBF/+9vf8Nvf/pbntyVYPD9BJuIPsU6jwgOXj8GdGxq8PqHXlBfjgcvHeL024f+3dVvxzEcHvNJvvofDAsCqOWNw+1//JbqjLUOhwN9vqkWBRul+3nDP7pJ7nGeLgHCuXzSC5GDqaQLVScmNY8WGBowvLcA/Tq04CoKtAwvEZLbCeapzudxKoCexydK3r1Y4tWFDCjXIy85ypwjnThgCfU0Z2rqtfq9fEI1/pzx8NzCmJCkYYZ3ddsstt+D++++HUqlEZWUlzj33XFxzzTUYO3Ysvv3221iMk4IUKHBpj2KxbbT/EAez7G0yW3Hfpm8wwVCIxT51QPdv+gaPXzHe6zGedUN3zB6Joyd6RNN0H+xpxa/Ot/k1cxRsOWCE3enyC8KCCdjEXlcw9VXhTGShBMlS1ztQENd60hKwTkpuHFsOGLFo2jC/7wdTBxZIoGDHcyVQIDVZ+jbyjKSezvdxB43dso+J9ANGPA/fTdV0VbqnJI1H9sNmFz8hI1G6WpsBAHv27An7OfR6fVzPiA05SPq///s/nH322V7fGzFiBLZt24YHH3wwagOj8AQKXCx2J77r7MUAbeRHyETzD7HncSLXTx+OmnI9jCctyM/JQm52FgrUfSs4xq6+T+BSn8J9/7B19trcdUOjBmlxw2s7AXifAyd00xa+L7ZFH/CfuAIFbA/OHQuz1YGVbzV4BV9CMfbjV4xHU2uXVyomklULADD1yAfBwmsIlGYQO7i1tkKP++eMQaHHapqUYFN2nuSacAZzPeSCnQyFAu//Vy20av+xt560yNZgrbx4FK6rKYvqhBnrlZ54Hb6byumqdE9JNrzxVKKHIEGBa665JuxHq9Ua7N27J26BUshBkhAgNTY2oqmpCdOnT4darYZCocDKlSujPkAKTaBdNZ8fbENxrioqQZLwh/iejbtwxiCtO+Ao1ChhKNKEdBCuECA9e1UVXtp6yK/L9Y0zKjC0SIMuS2h/2DwnI2GlQuocuNoKvWSfIsB/4hIL2ITg68rJBhxpM8PmdGK8oRA7mjvcz/npASNuP7WcP0yfG7WJ7FhHD3pt8imr/BxlUGmGSA9uDRQEFIj0fVqz9RDWLDoTmQpFWNcj0OrV0fYeDMvMgM6j0fWxjh53zZqUXpsj6isK8VjpifXhu6merkr3lGTl7EXQDhqa6GH4UWryodYVB76jiM6Ww9i+ZhWMRmPyBkltbW34j//4D3z88cdQKBQ4cOAAhg8fjmuvvRZFRUV4/PHHYzFOCpJOozpVFLpLsgZnesVpUft5gwvUuOfS0Vixvl704NlcVWbApXhhcls2oxxrth7ySl0BP6Q9Lhk3GNOGy//j0qr7goC2bivsThecThde+/kUWO1OOF0uzBh5GkYN1okeW7LlgBEul0v02BKxicv3k6hU8CV2ZpywnD+iJC8qE5kwYY0vLQi4GiO3cuKZZojk8NdAQcDQYo3f7dUjimEo7GuR0G21w2x1QKdWBr3DL5gGjp6Tt3DNxFJ/ntSqzIA/O1TxWumJ5cHEqZ6uimdKMhEGjp6MkooJiR5Gygs5SLrlllugVCrR3NyMyspK9/d/+tOfYvny5QySkoDD6USVodCvd48wSWtzwtrUKMpktmLFhga/Wh5hteSiMYOwYkOD+/tiS/HC5BbMcSJWh1PyD9t5lSVQZWbgV2/8C1ee2qXmGyjefclonOi2SP6crY1t+OU55X4Bn9jE5ftJVOoQXqkz44RVr2hMZMKEJRzu6/lzgb5Vskfmj4PZ6gi4chKNNEOgIGCQzyqHVq2EKjMDt69v8Evd3DdnDA63dSMvR77eJZiCc8/JW7hmcoFldXkxdjZ3YKA2J+oTfqxXemIt1dNV8QpUKbWFVZP0/vvv4/TTT/f6fkVFBY4cORK1gVH4CjQqfN3cLhoI1JQXozBX/B9/OAWYoRboCsHTA5ePcdcZCZNbMMeJdFvskn/Y7r1sNO5Y37dzSipYeeDdb3DXxZW+T+3FcWpnlMXuxLBiDYYUqP0KfY1dVph6rFh33RRsa2rDmq2HQj4zLprL+cKEZbY6cNO6Or8Gl4YiDTSqTCxbVxdw5SRa4woUBHgGhyaz1a9nEND3fvn1Ww2oMhTi2Y8aZetdQt01KFwz4aw9oO/3JKRMpw0vRoZCgR6bAx1mW0wmzViu9MRaOqSrUj1QpdgLOUjq7u6GRuN/evWJEyeQnZ0dlUFRZAZoc/DQ3LGiu64emjtWtB4p3ALMcAp0txwworG1C698dhgPzx/nntyCOU4kP0cp+YdNCNgWTRsmGaz0pdRkfwxsdqe72aNvryKx61RzKp1md8o/see1iPZyvueEJdbg8sPlZwe1chLtcQUbBATbwFKu3kXYbfjrDbu8+i1J7RoUrplnYHldzXAMKsjBA5u+8atXeyQFipHjKV3SVakcqFLshXx2W21tLf70pz+5v1YoFHA6nXj00Udx7rnnRnVwFD5DcS6e+I8JeO+/avGX/5yK9/6rFk/8xwQYinP97hvJeVXBpDjEWOxO9/MDwMPzx+FEtxW1Euez1ZbrcaLb6v7Dq9OovM5F02lU7oAt0IqUsHtMjOeKg+8feqnrtLWxDa98dhgVp8k3zhSuRSjL+WLnmImRO9tOeB2eKyeLq8v8zpyrTWCaIZRgW0iZ+RJ2Gy6qHobXfj4Fz189ES8unIQqQ6HorkHPayYEll81t+O+Td/4pY+3hHh2W38Q6nl6RKko5JWkRx99FDNnzsRXX30Fq9WK2267Dbt378aJEyewbdu2WIyRwjRAm4OcrAwoM/tSaEqLHTlm/2LKSAowg01x+BICBs8C5rN/dBpKC9Vwulx+tUQ3nFuOoUVq2T+8QsAWaEVKp1aKpuy8i9v9/9AHSi06XC7Ja1Fbrsdp+dl4/+baoOtbQlndC6a+QugQLpWSKz8tD4MK1BH3vQnn8aEG22L1LsJuw8+a2vD0giq8tv2IaF2WZ7rP95rJpUyjUYycqj2FpDBdReku5CBJq9Viz549eOGFF5Cfn4+uri7MmzcPS5cuhc2W3IV6qSiSP6rBTrKRFGBKHTxbW16MG86twLWvfOn3GN/gydRjO/Vz7FjyyleiB8Ze+0rfgbFyhIAtmH47Oo3K6497bnYWVJkZMPVY8c6yGtE/9IGuk1S9VCj9hdzXJIzt1YEmLM+A1jclN71Cj2cWVEXc9ybcx4cabIvVuwRTlzXIZwye16yjxwq7Qz5lGkkxcir3FJLDdBWls5CDpLKyMrS0tODXv/611/fb2tpw+umnw+EQb8RHoYvkj2ook2ykBZiDC9R+jREb/m1Cr82BKkOBZCsCQa/NgWMdPV6NH8UEmqA8+zYtPlXDsk2kiaNY4fAP/NORgmCuU7Q+WYe7uic3YQVabQIQUd+bSPrmSI1N7P0iVe8STF2W1M8WxtXYehLLZpR7NRn1PNYk3GLkVO8pRNRfhRwkuSSqXru6upCTE3mDQuoT6R/VUCbZaBRgDtDmwOF0eU1yGlUmVl4yCndfMgrftvcAED9k9rODbfjt5iasvGSU7M8IZoISAra2bivuvXQ0HE7Xqcmtb6Wo9WQvzDaH5JEnnqt2edlZ6LbYYeo59XVOVlDXKRqfrGO1vVouiGtq7Yqo702kfXN8x6ZWZWJns/f7Ra7eJRrv45ysTNT57AwV+lz9+Z/NYRcjp3pPIaL+Kuggafny5QD6CrXvvvturx1uDocD27dvx4QJE6I+wP5ALKXW1h3ZH9VQJtlo9QuRm4Dzc5SyZ5WZrQ6oMjMimuR8r6PQhNDzyBPhKJLDxm6UFmowQOt9H99da4uqy3DHm/W4crIB1SOKcdPMCvzynBHubf9CMXC0C1UjXd2TS9NKBXHhBGaePyfQ7r5gAjvfsQ3U5mDysKKgVuUifR8LPb/EWkcogIh+x6neU4iovwo6SKqr61vudrlcaGhogEr1wx8LlUqF8ePH49Zbb43+CNOcVErtnstGh3SOmK9QJ9lopYmkJuDBBWqsvGQUjp4wiza4BPrOHZM6+PWGc8v7OjD7d58AIH0dV88bizvWN7ibLPp2w55eocdDc8fi3nd2i+5aU2Vl4I8Lz8Rj7+/12xL+zo01UAAojkHxbbirIiazFe1mm+h5cYHStKG+Z3yv+YsLJwEQPxdvZ3M7tCJHkQQS6qpcJO9judWerY1tAY98kZMOPYWI+qOgg6SPP/4YALB48WL8z//8D7RabcwG1V/IpdTufXu36PEYgkB/VMOZZGNdgJmpULj7D4nJzVYiV5WJi8YOwqJpw7yCqSUvf4lJQwtF04xy1/FIm9l95MlL2w6hrrnDr+ZkS6MRY0/XiR6aO2qwDk+8v1f0CJNVb++OWS1JOKsixzp6sHn/99hUf8xvvMGkaUN5z4hd87qjHZgx8jT8v7OGocXU4/X4Iboc5GRmxGV3V7jv4/YA2/sjWe1Jl55CRP1NyDVJL730UizG0S8F2lL+y7NHiAZJwfxRTcaW+8FMFMYuK1asbxB5dN9E32LqxUFjt9cEK3cdO3p+OPJE6KzsuZqkUWXirosrccGogfjRgHxkZ3kX6gbaEt560hKzST+UVRHPc8jEdvUJ45VL04bynhG75mu2HsJf/vMsnOy1492GFq9xzBh5Gs4sK8bta+u8Gj0my+4uk9kKa4D+WmIfTIIN+pLx3yMRBRa9Q7woZIHqFLKV/jU6ofxRjccp4KEECMFMFAeN3bI/86CxGze8ttP9uIfnj5O9jkJ/HYvd6Xe2mueBtHdu2OV+jOeBtIEaUzafMHutjkV70g+1Y/WCyfInYwdaDQn2PSN2zc1WB1wuBZ79uNEvUBs1WOd36DKQPLu7jF1WfHawTbJ1RK3IB5NQd5+ypxBR6mGQlECB6hQK1KqI/6jGKoUWbnuCwQVqPHbFeLR3W9HZa4dWnYVCjcp9VEooTQWFCVZuV1zd0Q7UnjryxHdVKJgDaXUh1tEkatIXgpZAjTSDqX0J5j0j9XtywSUaZMS6SWOkOnttfme4CarLi7HqstFe4wt39yl7ChGlFgZJCRRM+ikZ/6hG0p4gUHAValPBTw8YZXfF7WvpxOq5Y7Gl0YiSfO+zBQMdSHvDOeXIz8mSPSFerKN4LCd9k9mKDrMN3VY7uq0OFAi7+E4Fc8E00gz0/MGsDkr9nswW8Y0GgVbk2s1W1J0q7o52nVIwr0mbo5RsQin2O+aWfqL+gUFSAqVinYLJbMWJbisWTRuGBZMNfs325CYIueDqno278MDcsei22HHPZaNx79u7JdsF+D3vqV1xYtfxvjljMKhAjYvGDERLZ6/X4wJN3DnKDORnZ+G+OWP8xlNbocfCacNExwNIT/qRFC63dPTgyAkznvnogN9xG6vnjsV5lSWSqyG+7ymxcZitDtwW4TEoOapM0bEHWuEy9djcactopiyDXfH0DPp8A+fpFXpcV1Pm9b3+tqU/3Y5T6Q+MR/bDZg9wmneK6WptBgC0tLTE7WcySEqwVKpTECbp5z464LW93LOGx2x1SE4QUp++NapM/HSyAbf+5WtsaWxzbyH/5dkjkK3MQG52FjbVt3i1C/CUmx2407Xwv56rH4Em7gK1CmWnDq191ue5szIUmP30FskWDb6T/v1zxsDhcuGejbtC3poP9E1Sn0jsXNtywIg7NzRg9byxWLG+wWs1BABOL1SjQKNCt8WOfx1th06twsq3dvkVUN9wbjl2HGn3eu5Qj0HJy8lCbYXe7/dcd7QDNeXF2BrEily0UpahrHiG+oGlP23pT9fjVNJdwxtPJXoIMaLA/Pk/wf79+2AwyNdgRkNCg6TVq1dj/fr12Lt3L9RqNaZNm4ZHHnkEZ5xxhvs+vb29+NWvfoXXX38dFosFF1xwAZ5//nkMGDAggSOPrmRMqfmSm6Q9a3ie/ahRcoIQ+/StUWXimQVVyFFmYsGUoVhcM9y9MvXsR42YXqHHY1eMx76WTtHeO/taOoPudO17zlwoqSnf5zaZrZg0tDCotOCnB4zY1mTE3xpa/IKEUDqol+Rny+5c67U5RQPFbqsDt77xL3crhLrmdtECaofLJdp2ItRjUB4RCTb2tXTiobljcddbuwIeOxLoZwYr1JRYKB9Y+suWfh6nkroqZy+CdtDQRA8j6ixdJnz9l6dgNBrTP0javHkzli5dijPPPBN2ux133nknzj//fHzzzTfIze07Q+uWW27Bu+++izfeeAM6nQ7Lli3DvHnzsG3btkQOvd8JNElva2zDkuoyyQnCZLZCrczE81dPdAc4r/+zGQ/PH4eXtx2SXJn69IAR3RY7Vl4yCis2NHhN4DXlxXho7tiQ/kjnqjJx0ZiBWDRtGOxOFy4bNxj3b9rt9fN9T4sXE8pZY0DfsS1iqyiAfEAgpDnauvuu/7IZ5e7Upq+TvTaMKMmTLTAOVIclrD6JPXewclWZuH/OGHRb7X0NQE/VTQHw+r5GlYm/7TrutULo2YiyrdsKfN8VdmonnJRYsB9YUjFVHg7WXqWugaMno6RiQqKHEXUnmvfF9eclNEh67733vL5++eWXUVJSgh07dmD69OkwmUx48cUXsXbtWsyYMQNAX5+myspKfPHFFzjrrLMSMey0EGqNQWevLWANDyB+dIPYcn11eTHWLDoTj7zn36jRd2XK4XThnrd3+91va2Mb7nprF+6fMwYnzNagXoexy4oVHtv9hUl50alC3dIiNbTZSr/T4sX4rjyosjL8Jn1BoGsnNmFLXTfP1KYnsRU830ku0Dikbg82fSSVmnng8jG4b9M3Xg071/58ilfA5tmSwbcrejipnVinxFIpVR6u/lZ7ReQrqWqSTCYTAKCoqAgAsGPHDthsNsyaNct9n5EjR8JgMODzzz9nkBSmcGoMdGolHAHO5jIUafyCC5PZim2NRvz3BWfgvy84A2arA8rMDGw58D26LPaAK1MA4HC6ZD/NNn7fFXTRr+8ffd/T4l9cOAmGoRJnn4jwXHloau2SXKUJVP+kyspAk8eqiVSawzeAFEit4Pm+3kDjELs92PSRXGrmzg0NmGAo9AqSPjvY5lWnJNWSIZzUjslsRVaGQrQ+KpTXFEiypcqjXWDdn2qviMQkTZDkdDpx8803o7q6GmPGjAEAHD9+HCqVCgUFBV73HTBgAI4fPy76PBaLBRaLxf11Z2dnzMacisKtMVBlZmD/dydla3h8t9gDQIfZhtML1X4rRrXlepw1vFh2rBa7E9Mr9DBb7QHvF+zrCPRH//RCddiTij5PhdXzxqIkP9urbmrN1kP4rrMXteXFXmk9QW25Hi2mXty4rg6Thhbi4fnj0GN1SAaGvmkxufSg7+uVq8OqrdCj9aTF63uhpI8CnX222CeVJ+zEUygU2HLAGLVeSp4HGj+9oApOl0t2p1+6iEWBdX+pvUplnPNiK2mCpKVLl2LXrl3YunVrRM+zevVqrFq1KkqjSj/h1BgIp6MLkw4Avy3oYpOOyWzFZ01GbPI5ogIAtjQa8ctzRsiOtUCtxCPzx0nuIBP4rn7ITaiB/ugPPNXUMhQmc1/NkMsF/K3+mF991ZqFZ8LmcGJxTRmc8G9UuLB6GF7bfsSdRrvjzXrcPKtC9mdqc5T46y+muut9hNUn31UE39cbqEWARpWJycOKwkofBUrN+KbyhL5EG5dWI0Oh6KtBkhFMasf3Q4DvTj9DkcYdzDe1diXllvZwVoNiVWDdX2qvUhnnvNhKiiBp2bJl2LRpEz799FOcfvrp7u8PHDgQVqsVHR0dXqtJ3333HQYOHCj6XCtWrMDy5cvdX3d2dqK0tDRmY081gSaybovN7490lkKBHUfaJZvtlZ+WJ1rDY+yyokSbI5lS++xgm2Q6pLZCjxEleRigzYHJbA2pwSQgPaHK/dG/b84YHG7rRl63VbK3UV52FlSZGejosSIvR4mcrAzc8/ZujBykFd01tq2xDRnoSyUtW1uHZxZU4YZzymHqsbkbFQr1RcLRKc9+1Ig7L6oUHb+gKFeFESV57q+lVhEemT/O6/UKv8OVl4zC3ZeMQo/VIdkuIVShdEsXmK0OZCgUfa+ltUv28cGkdnw/BPimUz/61dnotjqSdkt7uKtBsSyw7g+1V6mMc15sJTRIcrlcuPHGG7FhwwZ88sknKCvzXo7/8Y9/DKVSiQ8//BDz588HAOzbtw/Nzc2YOnWq6HNmZ2cjO9s/7UN95CYyjSoTWrUKy9bV+TVO9CwW9k2JvHXDNAxFrt/zBSr2XrP1EN5ZVoNV7+wW/ZQqHFUS6k4yANCqlZKfyH3/6KtVmdjZ3IGLPPoeCWNwAaLF04ury7DgD9sx0VCARdVlyFIoJFNFWxrbcOfFo7D251OQo8zEhf+zRfR+nmm0zAxF0GkO31UEzx1i37R0wlCkwWNXjEe3xY7OnthNcnKrdDUSwazna4lGaifQhwCH0+VOxS2bUe7VUmLz/u9x0ZiBCZv8I1kNinWBdbLVXtEPOOfFVkKDpKVLl2Lt2rXYuHEj8vPz3XVGOp0OarUaOp0O1157LZYvX46ioiJotVrceOONmDp1Kou2wyQ3Ea28ZJRfk0Ggr1mhU6KHDiD9CV+bo8QJmRSK2eqAQoGgPqUOLlBj9byxONJmRkePDSX52dj/3UnRXV7nVZZAlZnhF+x5fiIX/uibzFa/+wF9E9Mn+7/H3+pb/K6Hb/G0C8Ct558BOSd77ZhcVoS65nbZ+wlBZVaGAg/NHYsVGxpEV4c8r4/nKkKgHWLDT/th9UkQrWJfuVW6By4fg/s3feN1f9/XEo3UTqDVLIfT5U4b+16j6vJiTB1enLBgIJLVIBZYE8VGQoOkF154AQBwzjnneH3/pZdewqJFiwAAv/nNb5CRkYH58+d7NZOk8HhORF8daXevOADAkAI1VqxvEH2cVA8duU/4+jwV/nn4hGyxd3FucOfTmcxW3LG+wS8YqDIU+NXW3HvZaK/7Cj49YMTtb9bj8SvGu1ep5CamkvxsvwBJ4Hk9tjW24Y7ZCtnxa3OyTv1v4JTUeZUlUGZm4N53dmN8aQEWV5chK1OBYo0KWZkK9NgcMJl/mDA9VxFC3SEW7WJfudTM41eMDyoYjiS1E2g1ymy1yx5svHLjLjyboAaJkawGscCaKDYSnm4LJCcnB8899xyee+65OIwo/ZnMVvRYHbh5VgVys7Ow80g7bjy1GvP81RNDeq5An/B1GhXO+dFpKNP3peKCKfaWIlZr4lkfpVMrUajpK1SWC3y2HDCiqbULPVYHCjVK2YkplJ5C7WabOxj0THdZ7E4UaJTQnjqANtABvq0nLV5B3mdNbZiwoAC/23zQLxgUAhnPwCuUHWKRpHfkVp+kgt5QGjWGEqT4jmX1vLG49+3d+MCj3YDwXjVbHbLXaEsCGyRGshrEAmui2EiKwm2Kj0DNCQP10CnOy8aLCye5C7Z9t4uLGVSghkaViYcuH+vXgTmUP9xiwYxnfdRbN0xzFzIfNHbLPldHjw3PfdKIS8YNxkRDgeT9hOvhG/QIW/s1yh8Oc7U7XFhcXYbsrAxcNWWobENEscms9tT5boUapVeQ57vq4TmWPS2d6LbYoVUrcV5lCT7Y0xpS08pw0zvJdJaX1FgemjsWKy6q9KvBMpmtONwm//5IVIPESFeDWGBNFH0MkvqJYJoTyvXQqSkvxj/2fCd6Qnqg7cXRKPoM5VN2MCktIV22s7nDb2ISApFBuhzMqizBlZMNfkFPTXkxZlUOgEaViYmGAnc/pGcWVOHlAOmuQJOZZ5DnueohV2/0wOVj3K8t2OsUTnonmc7yCtS88pkFVX41WDqNCqcXygdyiarficZqEAusiaKLQVI/IbdqsK2xDdfWDMeytTsl+yAtnDZMdBdZtM5vClQ8LPcp+7zKEuTlZLn73hTlyqe0hF1WFrsT92/6Bn+7qRZ3b+w7eNUzEFmz9RBev/4s0aNTtja2wYW9WHnJKNSW62F1ODFrZAlylJmiDSMB/2ulUACa7CzYnE40fd8FnUbV97rVP0zSnitDcvVGd721C49dMR69VkfQXabFgknPlSqb0+XVBRxIrrO8wh3LQG1O0tbvcDWIKLkwSOonAq0aaFR9qSOhzmflxaPQa+vroeNwuXD5c9skmzoG2+TPNwgC+ia6drMVNocT25ra3Ie3+qZvhE/Z92zchTMGad2pr+JcJQbq1O5T7oXXsmbRmXABolv3hWAvOysDZqsDnT1W98TkdLlw3zs/nBNn7LLKHp1y76WjcXrRD8eYBNq9drLXhmMdPbh74y73CpVvrdFDc8e602eeK0OB6o26eu0YUZKHR4JcjfANPIM5Oy2ZzvIKdyzJXr/D1SCi5MEgKQ0Es4U7mK3Rwpb2+qMduK6mzOtMMrFT2oX6nMIAf9B960aEIOa5jxq9do951kd9esCIuzfuwn1zxqDH6nC/tnsuHY17397lnsSXzSj3a+Jotjqw5OUvsfKSUfjV+WfgWEePX+NGzxWl3Gyle2Jqau3yWgnqtcl3++62eB+ZEug652Zn4fY36zG+tEByVejODQ1YPW8sLHanVwo02HqjYFcjfIOFYHbGJWKrudT723Msob4vuWJDRMFgkJTigi2i1eepJNMw1eXF+PxgG6pKC2RXHL6S6C8j9vOEic3UY4XF7sT4U4XGV0424PxRA/DYe3v90lKe9VFrth7ClZMNuP2v//K6X015MRZVl+GzgydEdyr5TZZZGTD12HD/pm/cgZ7nipJnesVktuKE2buvUyg1Pp7XSiqVo8rMwJYDRiyaNkx2VajX5sQzC6rQ1m3F3KohuPft3SGNJdjVCM9gwWL3bxTqOSZjlzXs4uJwezHJvb/DeV964ooNpTPjkf2w2QPvIE81Xa3NAIA9e/aE/Fi9Xg+DwRDSYxSuYPbhp7DOzk7odDqYTCZotdpEDyeqpBohAuIF1U3fd+Hujbv8zg4TAoY/LZmMipI8yR1Nm/d/j031xyR7Hgk/T2oX3d2XjMYj7+3B1VOG4tpXvpJ8XS8unIS6ox2ix3wIz1VlKMSzHzXi+asn4obXdgLwThf5prBWzRmNI0YzHC4X6o52YM3WQ5g0tBCPzB+HQQVq/LvdjCNtZmQoFDDbHO5C7CU1ZZLjkCpaP9bRI5nKaT3ZiznPfeY1bjFv3TANEwyF7q9NZis6zDbctXFXUL/vYIMSz/vZnS5c8dvPA45J7vWJHU8T7m64YN7fZqsDR06Y4XC6YOqxeR0qLKRt41lMTpRowpyX3hQAQg9d1GoN9u7dE1KgxJWkFBZq4aoCQJWh0OvcNc8UVKHMJ+vBBWpMGloo2WxS+HmA/zEeQN8q0f2bdmOCoTCo/kNy9TeejRw9V1fk0kX3bNyNx64Yj65eO4pzVZg7YYg7vfLtCTNuX1/vFzyuve4smMw21IzQY+m55fjMp2ZKqn5FLpUjrGaFukIlrHoEU28UbFDie78XF04KakyhpKoi2Q0X6P3d1m1FjjITz310wO9QYc+0baL6HhElUuXsRdAOGproYcSEUpMPta44pMd0thzG9jWrYDQaGST1F6EWrhbnqlB/tEM0+AhmV48LcPdJ8v3E7vnzxCY2jSoTEwyFuGD0AHT3OrBm0Zl+jxdkZ2UE3cjRs2Yn2MJmYfXkoLEbRbk23LWhQbT7sgJ7MeHUihXQt8vvnRtroADcncKlSKVy8nKy3OeYyXUil/pdBApQgg1KxO4XypiCTVVFshsu2HPY5NK2z37UmLC+R0SJNHD0ZJRUTEj0MFIeg6QkJ5c2CbWINpJdPcc6enD/O7slP7GbrQ5o1UrYnS6/QOr1fzbj4fnjRM/K8ny88L26ox2YOlz+U4KwErNm6yE8vaAKCgTukG3qsWHf8U58294DhUKBnc3tmGgolNyyv7WxDYs9jmLZcsCIVW/vjih9022xY1F1GdZuP+J+7lA7kcsFKMEGJWL3E66l75gi2fVl6pE+uw8AOmRuD/T+tjtdsm0thNVGnltGROFikJTEAqVNwimizVVlYuUlo9DRY0OeKhMaVRYKNErZCdC96iDziX1fSydUmRm4Z2O9XyC1ZtGZor2GfD/x15brcdcllWjp6EWvzSHb2FLYmWa2OrB2+xHcduFIKBTy56f12hyY98JnXmOrGaGXfYxv4BVp+sbUY3O3WchSKHDr+WfgjtkKtJttsDtcKC1Ui9b1BCvY1UWpDubC2H59USWsdmfEu740Kvk/MRZbX48osdW5QEe4fB+g47vF7kx43yNKf9E6IJqSE4OkJBVs2iSUlSG5oEungaRAjSiXnlOOBWeW9p03JhIIney1y/YaumP2SFwwegDgUuCx9/bhH3tb3UXYCvSt6HiO947ZI9Frc7gP5m34twkf72vFuWeUoLa8WHRlqKa8GJ8d9B/bDeeUS79wiNcORZK+0eYovY5T8fXh8rPDfm7h+eUIqypS9xPGNnfCEIwaHHnxZ0aGQjLYrT71O6lrbkeVoRD1RztEe2P5vr+FzQZ2p3zhZoFamRR9jyh9JdMRPRQbDJKSVLBpk2BqVIxdVjhcLr90mfBcgQpoPVcdxPrR6POyYbE7Jcdr6pEPKnqsTnT12jC4UI27LqnEbbPPQK/NiV6rAysvGY0uiw0uF1CoUSErQ4HZT2/BMwuqcO0rX3ntaPvd5oN4ekEVnAi+Y/jnB9tQW6736tck8Oyl5CmS9E2sT2sP9vnjdWp8VoYCi6vLkAGFX08sYVel2erAkuq+1UTf96Ln+7vdbIWpx+bebLCkpkwyAKut0GNESR4GaHOi8jqIfCXTET0UOwySklQoRdlSNSqen3JeXDgp6OMyfAmrDlIdmWsr9Lj3stHQqDJFu3IH2sl1stfmbglQW6HHDeeMwLWvfOV+rtpyPR6cNxaGIg3qmtthtjrcaTDfHW3C5CnUoxiKNIACOHqiB49fMd6v4HzN1kPYcMM0PLDpG9F+TL6BVaQBRKy7PYs9v+ZUinWioQAHjd3Qqq3Q5/btlLs9xl2ni3NVWP23PVh+/o+wqHqY6K5K4Ie0pth7UXh/1zW3e7WOCFRDxQCJYimZjuih2GGQlKQi7Wzs+yknlNPhfQmrDuMkukRvOWDEvW/vdtcW+ao72iHZyLK2vBin5Wfj+asnugOYP2w56PVcWxqNuHN9PR6ZP859XYTAS9jR5rvCpVAosKfFhIqSPHzb3oNemwM5ykzUf9sBQ6Eaf/7Ps/Btew+yszKRlanApeMHY9Gp1gg5ykwM0uXgif/b5xX0SQUQodYkxLrbs+fzd1ts0KpVWPnWLq/2DUJKINZdp3UaFVbNGYPDxm7Z3liegbTUe1Hs38TuYybcfuFIAH3v8QK1EiX52ZycKOaS6Ygeih0GSUkq0nSI76ecQKs56lNnt4kRVicOG7sla2m2HDDil2ePEL19b0snVsweCadrj3carFyPG84tx5W//8KvG/YgXd8qgLDis7WxDUfazBhRkofpFXr3dnWL3Sm6wqVRZWLNwkn49QbvOqnacj2mnDsCP/3dFx4rVcVYWF2GGz1WNoTVl9svHIlui10ygAi3JiHW3Z6F53c3ZGyUTgmMKMmL2TiAvqAtM0Mh2/HdM60p9QHA89+E5+/8Nx8ccN9neoUe980Zg8Nt3cjLYREtxU4ijuih+JOfOSlhhMBkeoX37qtg0yG+n3Ia/m1Cbbn4Tq7acj3qvzXhSFs3TGbxLdmDC9TIUcq/XbKVGaLj/XntcPxszT+xpLoMa38+Bc9fPRF/u6kGs8cOxLWvfOm1WrOtsQ0vbTsEq92Juua+4yb0eSrcPKsCBRolmtvMuGP2SFw8ZhBWzB6J4lwlnllQhVd8VriW1JThmY8b/VKMWxqNePbjRiyp8djaf+pnen7PbHVgxfoGZCgUmGAoxAiRTuSBahKkrmWsmMxWNLV2oa65HU3fd7lXuAKlBOJhgDYHj4i8n4WgeM3WQwDkPwB4/puQaxz667ca8MGeVsx8YjNuXFeHYx09sXlR1K8JQbsY7qpMH1xJSmKRpGV8P+UoFMAN546AEy6/ztI3nFuOfx5uQ2NrF1757LDkKohOLf9zC9Qqv/EKhdZCIHTVH7cDAN65sRp3btgl+jx9O94UqGvuwJzxFvz5+qm49+1deOofP6wYVJcX48YZFRisU+Pbjh6/YCjYjt1y3wPkl8yTqSZBakXrppkVso+LZ0rA8/3c0WOFxebEZwfb3LVJwXwAEJ6jxdQb1O+XRbQUK7GuL6TkwCApyYWblvFN140ZrMO1r3zlLmr2LKC99pUv8cyCKljsTtlJJZgUoO94hUJrwLsuqr1bfnLuMNvw9IIqtHb24p63d3m1AQD6JsIMKLB0xgg4RLaCB9uxW+p7Qo1TjjITdc3torVGiapJ8K2BysvOklzR+sXZI2SfK94pAc/3h8lsxQBtDmaNLAnpA4BOo8JBY7fsfTx/lyyipViJdX0hJR6DpDTl+ynHYnfK9ucRgiZAelIJ55OT54qWZ11UoB43GlUmfru5CUuqy/wCJMGWRiN+cc4InJaX7XdboBossduzszKgUWXi+unDMbOyBK2dFhwz9bp3w00aWui1ypaImgSxFaO1P58iuaL12cE2yVqgRKcEIqnLCnTtfX+/LKKlWIl1fSElFoOkNOb5Kcdi99+a70mnVuJzj2aLUpNKqJ+cPFefPM8G29ncLttkUJmZgW2NbbjmLPkDGk09NjS3dfs1kZQ7h0ys/1FNeTEa/m3C0wuq8PK2Q36pPeH4FM9Vtnj1GhJI1UB1yPShWrP1EN66oRoPvPtNWqUEAnXj9v39hhqwsosyEQEMktKe5y4nqUmlprwY+TlZ7uJZQH5SCeWTk+fqk2dfG6keN0Ihb4upFxpVJk4vlO9aW1rUt3Nq1ZwxuGfjLnegtGbrIaxZeCYyFAqvoKK2Qo+l55Zjyctfur83vUKPh+aOhdPpwq/fasDWxja/lgIaVSaeWVCFG9fVuVfZQl1Zi3TilaqBkls1M1sdfefuzRkDu9OVNimBQN24PftbhRqwsosyEQkULpdLPu+R4jo7O6HT6WAymaDVahM9nIQ61tHjN6nUlutx6wVn4NpXvnTvdJpeoQ+70FUqEDCZregw29BttcNsdSAvJwtZGQooMzNgtTvRZbEhO6uvGeX3XRaUFmrwXWcv2ros2PivY5JnuE0wFLr7JN11cSWqDIVoMfXA5QJ2HTPB5QLOHFaEzAwFzFYH6r/twLwJQ2ATCRiaWrsw88nNXtvLfVsWLKwehpI8FcaVFvq9ZrkARGziFZpwip1bJqauuR1zn//M7/vLZpTjX83tos1Cq8uLUWUoxKyRJZhgKPS7PVmEG0B6Xnu1KhM7mztw/6Zv3HVwQsAa7Hl47pYJEquDLACnZCfMeefe+jxKKiYkejhJ40TzPnzw4GLs2LEDEydODPpxXEnqR3xTZcKksuAPXwDom2ynDS9GdlYGWk9a0GG2oaPHGnS/GblP4AoAd23cJXrb0OLcvsf+td6rn09tuR6La4bh5zXD/Y618O2IbbY6cOeGXV6BkychWKg/2oHF04aJvhahEFtqe/mWRiOccOGhy8d6fT/QyppUmmzLASPu3rhL9NwyMVJ1OEJKbdWm3aKrcjetq8PcCUMknzdRhACn3WyFzeHEtqY2d1+sYFdufK/9QG0OJg8rCnvFLJl2LBJFwnhkP2z2tF4DccvKyoIyO0BbnJbD4T13WI+ilCU2qUwpK4ILwL0bd3kFF8Iku+AP2/2Kln0F6hk0e+wgydseu2J832N9Gh4KQcmZw4qwqHoYfnHOCJh6bCgtUuP93d95HWsh2NrYhsUiW/m3NbZh2bnluGayAQDQ1Nrlt2ohBCGB2gdYHfI753wFOiBY6twyX1J1OGarA//6tgOXjBvst3PxpnV1mDS0MOl6togF1J61X+Fu3Y+0iJZdlBOP9WDR0fDGU4keQtJRqzXQ68V7W0lhkNTPCX98+roy+2+zB+A+IuT2N+vxrMSkFegT+MJpwyRva+8OHETcuK4OTy+owmvbj+DqKUMlgxhAevu/MjMDLsAvnSKsWghBSKD2Ad0Wu+ztvgJNvHLnlnmSq4GqLdfDCaREzxapgNr3/ZaIlRvPcwp9D3LeeaoVBMUO68Gip3L2ImgHyW98SQfdxhbsevv3ePXVV1FZWSl7X71eD4PBENLzM0hKcZF+6jKZrWgx9QYMUoC+9FDrSYtsqkqKXODR2SsfdFgdfe0LhMNrS4v6/lhKTWQapfgRK1a7E5/s/1721G7h+BU5oe6UCmW7erfFJvs7DbS7MBV6tgSzsiaI98qNPk+F8ypL8NPJBr+DnGvKi3HlpNK4jqc/CbQazXqw0AwcPblf1CSdaN6HXW//HpWVlSHVGgWLQVIKi/RTl/D4BZPlI2vPAMcksd081L41nnJlzo0DAEOhBhpVprvP02BdXwPCK6eIT2SzKge47y+oLi/GZwfbUFVaIPozhFWLESV5sueM1VbokZcT2j+bYLera1SZ0KpVkitdwu9ULqWUCj1bQgmoE9Hs8t7LRuO2N+v9atK2Nrbhzg0NUd/UQH1YD0bJiGe3pahIzw3zfHwojRc1EgGNPk+FWolzjGor9MjPyRJ9bHV5MVTKDMnHVpcXo/7bDmxcVo2//mIq/nZTDb7vsuC/ZlWIFldvbWzDE+/vw5+vn4plM8qhUWV6nQ8mt6IlrFrInzM2DJ/u/x77jnd6nZEmR+ocPt9zy1ZeMgor39oV9u80VQQKqEuLNFg2oxznVZYkpJaq1+YU3U0JhH/e3bGOHixbV4eZT27G3Oc/47lyIlgPRsmIK0kpKtJPXZ6PD7bxYnV5MXJV0m+ZpeeWw+nyPxtu4bRh+P2nB7Fm0ZlY8vIPB9pWlxfj9gtHouFoB+67bDTu2rhLcnfWn//zLGRlKJCdlYnffHAAY4cUSE5kWxqNWHSyF/9qbsdbN1Tj77tb3EXecgGh56rF4AI1HrtiPJpau9DRY0OOMhMKuHB6oQYvbT2E//5rvfu+wazeBXNu2URDAVasbxB9fCI/SUd7BSTQytr7u4/j6+Z2PDR3bEJeb7Qna6aRgpOIDvZEgTBISlGR/iE39fzwaThQY8eb1tW5D5Qt0Ij/oTJ2WbHk5b4z4G44pxymHpvXDiuz1QGL3YnXrz8L37b3IDsrAw3/NkGtzMSbdf9Gbo4SVYZC0d1ZZqsD7WYbhujU7gm21ybfQdxid2JLYxtWbdqNKkOhOxBpPWkRvb9YGq2r146r/rjd3TeptbMXf9wqfvJ8MJNdoHPLAp1HlohP0rEopA2mEaTZ6sBdb+1KSAAR7cmaaaTgxLuDPVEwGCSlqEj+kB/r6EGv7Ye0k2dR9LU1w6FRZSJHmYkMBdBi6sUzC6rQetKCYUUayT/mnb029wrR1X/cLnqfLQeMWDRtGG54bSeAvr5M972z22sbvBRlhsJdhBxMcbWwYiQ8d+2pXV4AvP4QC00ox56uw+5jJpjMNgzQZkOnUbkD0eunD8fL2w5hcXVZwDRMoMlOWJUx9Vihyc6CJjsLCkXfbcn2STqWKyDCylqLqRcHjd1+QbHwcxIRQER7smYaKTjhnA1JFGsMkpJAsOkMz/vlZWdh9byxXt2FBVJ/yE1mK1pPWtB8wowCjQoPzR2DB97dA7PV4XX47XmVJXhg7lh09doxID8b+TlKTBpaKPtHSpjgA22f9+TZj0gu5VdTXgyDR4CWq8pERoYCteV6v95KgP/ZXXnZWXj8ivEYoM0BAHca7aTFjrLiXNy3aTfu3LDLfX9hpUSnVkKjysTMyhI89Y8DuGqK/HbadrMVdae2iXt2Ghd+Z7mqLOxobvf6nQmrJ6v/tgf3XjY6qT5JR7oCEuh9rdP0rZ4JQbOYRAQQ0Z6sky34TWahng1JFGsMkhIs2HSG1LEWvnU+Un/IRR9frseLCyfh2le+cj++tkKP++aMwQBtDgaEcIqL8Ok7UBH46YVqdyDgGVBJpfxqK/RYPXcshhRq3N8TUntPL6iCE/41UL5ndxVolO4ACfghjbZsRjn+9PlhyfTZY1eMx8pLRqG1sy9FF+i1mXpsuPaVrwD0BZorLxmFX/sUYgsNE+94sx5XTja4d9v94pxyfNbUhtVzx2LFhoak+CQdyQpIsO/rZA0gojlZM40UmlTYoUn9B4OkBAo2nSF3rIUCwN9vqkW72Sr5h1zy8Y1GAC6vOiFDkSboc6486TQqPDR3LLYc+F5yRWh6hR4DtTnuycdi/2EFzDPlJ9QllelzMViX4/d6hNSecP9bZv3I3Zpg1zETdv3bhGcWVMFid6JQo0SByOMB+c7anx4woqvXjomGAnzb3rcDKdgCdwA4Y5AWKzY0+N13W2MbsrMy8MeFZ+Kx9/d6/fza8mJMGlaIx68Yj5O99oR/kg43gAklTZfMAUS0JmumkYhSF4OkBAo2nRHofnanS/bwUrnHb2lsw6KTFnfK48PlZ4f4Kn5gdTjR2mXBPZeMxv2bdnt18K4t1+P+y8e4JwQh+POcID1TfrXlxX0pL5EJRJi8hfsLq1Brtx/BVVOG4qVth/DUPw647++7ghFsavBkrw0u9AVeD80dg4E6NWpG6LH03L5VH+GcMbHVK7kAbNRgHZ54f6/I2XBtuOutXbhk3GCc/aPTMKIkT3Z8sRZuABNKmq6/BBBMIxGlJgZJCRRsOiPSws9gm/f5Tnyhbv029djwmw8O4H8/P4I1i87EL3rtXrvc7t/0De6bM8arKeJDc8fijvX12OoTUN11SSW+bTcjKzPDK1UGAHk5WV7NHoVVpWcWVOFlkd5JvisYwaYG83OUUCiAsUN0eGnrIb+g760bquFwOfFuw3F3gLRsRjmqSgugkWmVEOhsuCXVZUmxNTzcACbU92t/CSCYRiJKPQySEijYdEakdRvBdMP2nfjC2fot/JwrJxvwyHv+KyUAYLV7T/5WhxMTDIVYcmpXncPpwucH2zD3+c9gtjrcu9KEn3msowd3b9yFlReP8jr13mx1IEeZ6Xf+nMBzBUOY/Dfvl08N6vNU6LU78aLItv8tjUbcv2k37r98DJ79qNHdJkDoAP7iwkmS1zvQCpbF7kyareHhBDDhvF8ZQBBRMmLH7QQSVjTEeK7qBHu/cH5ObYUe5afl4ZkFVe5apHC7eQs/p6pUutGjb8diU48Nz37UiJ3N7XjmowO4+o/b8exHje5C8i0eP1MY1z/2tOLvu1swZ/xgvL2sGm8vq8br150FZab827nDozfU4AI1LhozEA9ePtav27dnwNjVa5dpWtkGm8OF6RV6LKkp8+oALtQvidEFOCRVWOFK5NZwk9mKptYu1DW3w9hthT5PhQmGQowoyQsYzET6fiUiShYMkhJI6rgK31WdYO8Xzs95dP44DNXnej1HMDUlcj8nEM/JX1h1CCaw8hzX/35+BONLC/HUP/bj/775Dt1WO3KU8m/nnKxMfNfZ6zXe7KwMXDR2EF5cOAnPXz0RLy6chEvHD4bD6cLe450wdlmwZtGZ7iNOfHVb7Hh4/jhMG+69IrVma19fJd9Aqba8GIMLclBbLn0Mi1AAnqidXZEeoRHp+5WIKFkw3ZZgwaYzIq3bCOXxgWpKPFdkxH5Ot8Uu+3jPyV9YdQi2iFrQl9Lb4y7UfvajRiybUS67++zvu4/jX0c73Ok7k9mK23xWzIS02e3r6/1aCzy9oMqr2aHwWgYXqHHc5B1A+O7Wy89Rwu7oO4rkit9+7g4mPfs8eRaA15QXh3yQbjREq4Fkf6kzIqL0xiApCQRbjxFp3Uawjw9UU2KxOWEyS9fLlORnB70rSqdRYfW8segw2/D81RORo8zEzuZ2984xge+qitBfyDPFJddradVlo3Gsowc/NhRi8/7vcdGYgaIrZr5pM4Hw9ZKaHzqDe74Wndr/Wnju1vtw+dlQqzLx281NMHZZcdO6Ovzl+qm4TeFy92ESOk5XGQqwqLosYLAZC7E4QsMFAIrIx0ZEwTMe2Q+b3RX4jikmKysLyuwf/gZ1thyO7c+L6bNTStLnqbx2j3mqLi/GZwfbMEDr379IEMquqGMdPbhjfYNow0XPw1+FYMSzEaXvLjHf1Zu87CxosjPR8K0Jlzyz1avL9dThxeiy+K+YBbPzDOjrAu7Z0iCY7fI6jcprdaXH7sDCNf/EkpoyVJUWYNQgLZ5ZUOUOltb+fIroOOREehhttI7QiMWZb0QUvIY3nkr0EOJGrdZArxcvYYgUgyQS5bt7DPBOB80aWSL7eLl0izCRO10u3PfObr8daZ6rNvWn0mPCRC8EX9lZGaIpOs/Vmz9dOxlP//2A6KrQyo278MCcMX6PD5T206iy8OLCSag72oH73tmNh+aNcweMwQSGnqt5Ta1dXuP1FWpNUjQCk2h0wOap90SJVzl7EbSD5I9SSjXdxhbsevv3ePXVV1FZWen+vl6vh8FgiMnPZJBEfoxdVhzr6EGVodDd/dr3ANJgJkux9J4wke840o4//+dZklv2tzW2YeXFo3BdTZnXcwjBV4fZhn8HKCQu1Kikd6YdMMLqcPqt/gTqndRjc6DuaId75ae924qcrAzoNKqQ63Ci2W06WoFJNMYUy1PvI10pI+ovBo6ejJKKCYkeRlSdaN6HXW//HpWVlZg4cWJcfiaDpH4ilMmls9eGr5rbUdfcLrrKURvmNm7PiXzZjHJ3LY6UXptDcowOlwtDCtWoKS/2akQpqC4vDrh182SvHQ+dOitNmNTrjnbIHpyrz1P5XRfP1ZpQ6sai2W06WoFJNMYUq1PvmcIjonhjkJRCwv0UHerkos1RShZBV5cX4/45Y8L69O45kQuF13LEVqs8X4s+T4U/LjwTCuzzCmpqK/RYOG0YoJAvWsxWZuBoew8WTRuGa6vLYLY5UKRRYu6EIbj77V3exd/lxbh3zhjsOHwCdc0dXs8TSRopWrvAohmYRDqmWBxayxQeESUCg6QU4RvoaFSZWHnJKEw0FMBsdUgGTeFMLvo8FSYNLfQ7cDY7KwOtJy0o1ITXv8dzIrfYnfimpVNyy77YapXvazF2WXHVH77Akpoy/PKcEVBlZUCnVkKrVuK+d3bj5lk/wms/nwJTj81v11x1eTH+vus4nv2o0V1rdesb/4LZ6sDr103BmcOKcMfskV47zy59ZiuqDAWirQAiSSNFo9u0b2CiUWW6C8ItdidyVJmyOxKjOaZYHFobyxQeEZEUBkkpwDc48DwCY8X6Bvf9xFaHfCcXYfKcZCiETqPEMVMvmr7v6jvT7FSQ5Zly8U0ryaVcAq10eU7k2VkZAVergL7iZuH5nE6X30QpFD4LR4E8/eEBPDp/HP77gpFY+VaDV82TsGtOOAhXOG/Nd3v/1qY2DClQ4+G/+x+tsq2xDRkAXr/+LHzb3uMVfImt1sSrhsYzMPE9IkUQr9RULA6tjVUKj4hIDoOkFOAb6Ej18hFbHfKcXITJc+32I5hQWoDH/2+f13N4TqKhplyCSel5TuR1RztQZSiQXK1SZSqwbF2d1/PJnYcG/HDm2cf7v8ff6o+J7prLgAKLqofhRp+VIM/t/a//sxmv/nyKVwDqaUtjGxadtOCG13YC+CH40vocNxLPGhrPwGRcaUHQ749YiXYzyVik8IiIAmGQlAJ8P0VPMhQCgDuw8FzN8E09eE4uQnBVZSgMahINNuUSTEoP6Av2bppZgV+eMwL/PHwC19aU4cWt/qsdD80di7vf3i2ZXpEi7Ewryc+W3DW3pdGIRdXDvAIkgcXuhEaViYfnj8Oxdvmdc56tArY1tkEB4In/mOD+XijXJBqrTCazFb02B+66ZBQcTpdkW4F4pqaieWhtLFJ4RESBMEhKAZ6BjkaViUEFOajb6r3DyrMBo2fqwXNyERolLqkuC3kSlUsbBaoXOd7Ziwfe3eN1n9oKPS4dNxgPzR0Lq92Jk712aFSZyMhQoNtmx8hBWnzW1OYVzAiHxkodOyKceRao15HU7dlZGe5AUlhVkuLbKmBrYxu6eu0YoO37OpxrEu4qk++K1fNXy2+NTcXUVCxSeEREgTBISgGegc6SmjI8sOkb2WMzPFMPnpOLEBwEc06ap0Bpo0D1It+29/gFDFsOGHHP27vxwOVjoFZm4r5N38h23QZ+OHYkQ6Hwu6/Q5BII3OtI7Pbacj3qjnZg2vBiPPtRI6oMhUEFZJ48r1s41yScdJjYilWg15+qqSmeB0dE8cYgKQV4BjqBjs1Yek65X+pBmFxaTL0AQptEg0kbBaoXkbLlgBHfn7TgN//YH9RZacKxI3+/qRZWhxPNJ8wA4NXkEgBaT1okj1WpLdejtbPX63vCESMulwvt5r7De+WKyj0DMk+e1y3caxJqOkxsxUpuxS3VU1PRTOEREQXCIClFCIHO/tYu2ftlKzNEJxGdRoVeuxM1p1ZBgp1Eg9l6LVcvUluhF111EdidLsmu2J7F1MKuvGnDi9HWbYFOo8LIgfm49+3d+GBPq9f4z/3RaTj7R6f5BXfV5cVYNqMcudmZWLPoTPTaHO5O4g+8+w2euGI8nKdaKwkB2fXTh+OWWT+C3emCNicL//rW5Lf93/O6CWlJh8slHagFuCahpMPEVqykAjympoiIQsMgKYXoNCoUBZjgCkROoxd0W+xYVF2GtduPYPGp4MOrYeKpoum2bisOGruhVSth6rHK/ry2bisUCuChuWNx54YGv3qR++aMwUVPb5F8vEaVKfv8QjG11Jb2h+aOxYqLKtHZ459+eXZBFVpPWmDqsUGjykR2ViY2NRzD7zYfFC3cFgK+8ypLcMYgLSYaCqFRZsLqcOKzpja8/s9mPDx/HCYaCry6fAvBh9nqwG2nAjNhzC6Xy+u+NeXFuG/OaFz89FbJ1xxKOkxsxcrzoN+VF49Cr83B1FQc8egUovSR0CDp008/xWOPPYYdO3agpaUFGzZswOWXX+6+fdGiRXjllVe8HnPBBRfgvffei/NIk0cku3xMPTb35JmlUODW88/AHbMVaDfb4HS6UKbPxb3v7MY/PFZmAp1Ef7LXhv/43ec4r7IEq+eNRa/N6VUvAgCThhaKjre6vDjg6x2uz8XGpdW4753dorvxVmxowMpLRiFfZDLyTc18dfgEfvPBAdnXMqIkDysvGYUVGxr8CuOFlOeVkw244Zxy5CgzoVP/8Do9WxZ4Biq/PKccDpcLNrsTdUc78NXhdslrEmo6TOr9YLY6UH+0w+/su2hhICCOR6cQpZeEBknd3d0YP348lixZgnnz5one58ILL8RLL73k/jo7Oztew0tKkezy0eYoJU+dXzajHC9uOei3df6zg22oKS/GzuYO7w7OykwcN/Vg1zETAOCDPa3otTvx+BXjMaIkzz2JdllsuG/OGNy9cZfXeIXano/3tfql/jxTa2arHZrsLIw3FGJHcwfMVodfN2mr3Yn3dh/HvpZOrJozRnIyKgwwiefnKGEyW/Hrt3ZJ1khdOdngbl754fKzMaIkD0Bf08tAjS6vfeUr9+v72021ftcknHRYInZ9MRAQx6NTiNJPQoOk2bNnY/bs2bL3yc7OxsCBA+M0otQQ7i4fuVUoYVeXrzVbD+G5qyZimSoTz3x0wOs+teV6LK4ZBo0qE2arA1sOGHHE2AWrzYGj7T3oOHUcyCf7v8el4wfj1xdXoq3LCq1aCVVWBmwOJ3KyMjB7zCDc/85ubGlsk0ytCbvd7nizHg/PHyd6++LqMtyzcRcev2K86LUIZhVOrgbLs0YKCG03m7CjUAjwzFY7bp5VgTsvrkSmQoHMDAWKw1yNieeuLwYC0nh0ClH6SfqapE8++QQlJSUoLCzEjBkz8MADD6C4OHCaJt2Fs8tHbtVBaseb2erAv77twI7DJ/xWV7Y0GuGEy70DTaPKRHF+Du55ZzdGDdahqrQAvTYHzhxWhLzsLDz94QGc86MSmG0Or2aWwjl0d10yChkKhWhqTfj6kfnjsEakEabwdZWhUHIyCmbV5aCxW/YaerZPCGU3W3ZWRsDjQiKZQIX3g7CC11dTZo16GoyBgDQenULJxHhkP2x2+UO+Ey0rKwvK7OD/XnS2HI7dYCQkdZB04YUXYt68eSgrK0NTUxPuvPNOzJ49G59//jkyM8ULfi0WCywWi/vrzs7OeA03JUitOhi7pAu0xw7R4al/iNfyeK6uLKkpw+p3v8FVU4b6BQI15cW49YKRyM5SoK65A3XNHe7bzFYHVqxvwPQKPVZeMkqyW/a2xjbcMXtkwN1wcpOR5+sXCrozMhTosTlgMluDCnYA/9ohuVWqGSNPA9B33ttj7/mfBxetVZh4pMEYCEjj0SmUCFJzXsMbTyVoRLGlVmug1+vj9vOSOki68sor3f9/7NixGDduHEaMGIFPPvkEM2fOFH3M6tWrsWrVqngNMSVJrUJ5bln3rPvJVcm/TYTVlanD+1b4xI482drYBgX2Yfn5P8K7DS1ejSI9f1a72Yo1i850H7Piuwutq9d/V5rvWAJNRjqNCt1WB+59Z7dfQLF63ljJYEdoIilW7yO1SjVz5Gm47cJKPPLeHtw860dYVF2GBVOGeh0lY7Y6Il6FiVcajIGANB6dQokgNedVzl4E7aChCRhRcLqNLdj19u/x6quvorKyMujH6fV6GAyGGI7MW1IHSb6GDx8OvV6PxsZGySBpxYoVWL58ufvrzs5OlJaWxmuIcRPt3UU6jQr3XjYad2/chbrmDq+0UKCDZbOzMlBdXoxMhUK22eWWRiNum30G6po7cPHYXvxpyWS0dVtRps/Ffe/sljxmxTNQKtDIT8IFHrvNpMgFFPe+vVu0nUFthR6rLhsNAJI7xsRW6dSqTNz9VgOumjIUj72312uVzPc1RrIKE680GAMBaTw6hRJBas4bOHoySiomJG5gAZxo3oddb/8elZWVmDhR/iilREqpIOnbb79FW1sbBg0aJHmf7OzstN8BF6u0igJ9NT23XzjSKy0k13yytrwYp+Vno8pQCLPNEfDIE1OPzR2A3blhF5bNKMefPj8cVMft2vJimHpskk0aa8qLMbRYE3AykgsoPtjTihUXVYZdCO27StfU2oWRg3Wiq2u+rzGSVZh4pcEYCMjj0SkUb/1hzkukhAZJXV1daGz8YfXg0KFD+Prrr1FUVISioiKsWrUK8+fPx8CBA9HU1ITbbrsN5eXluOCCCxI46sQQVo5MPVZY7E6MLy3AjiPt7lWWaKRVinNVqD/agarSAq8VD6kOzrUVeiw9txxX/v4LmK0OLJtRjmnD5YvqdTkqvPDJHtQ1d2DZjHJcMHoARg3S4tqa4X4pNs96p+ryYqy8dDSu+sMXePaqiVCces2eY1k9dyyGFGoCvs5AAUVnjw3DT8uLysTW2WsLeJTMkuqyiFdh4pkGYyAgj0enEKWPhAZJX331Fc4991z318KS4cKFC/HCCy+gvr4er7zyCjo6OjB48GCcf/75uP/++/td1Cy2clRdXoznrpqIf33bgbFDdO7eRR1mW9h/oIVVgj0t3sXuno0Rl1T3HaBbnKtyT+rvLKvByVNpv0yFAjXlxV5dpj3HbLE7/NJ5nrf7ptg0qiy8uHAS6o524JCxG8YuK5a8/CX+flMt7E5XWJN0oIAiR5mJuub2qKQxtTlK95l5ciJdhYl3GoyBABH1BwkNks455xy4XNJbFN9///04jiY5SdXP1DV3IEeZga8On/DaeVZ7Ku0RbtptcIEa3Ra73/c9m1B6NlEE4DVZHvq+C7deMBIK7MOWRv/mkd93WbCkpiyo9FPfz7W7mzAKtVFmqwPtZismGArDeo1yAUVNeTE2NbS4f36kaUx9ngrfdcoHZYYiDQZFuPuMabDwsXs4EUlJqZqk/kiqfmZJTRme/bjRv3dRFNJuJfnZYa9KFOWq8NDf9mC8oQCLa8qgUWXC4XTh84NtuGldHZ5ZUBVU+gn4YTeZ7/8HQk8f+U6Eq+eN9Tsct6a8GIuqy3DTujr39yJNY+o0Kgwt1kiurk2v0KMk33tlNNxJm2mw0LF7OBHJYZCU5KTqZ+QCjUh3M0WyKqHTqLBqzhjc8Wa9u8HkkpoyVI8oxrk/Og1FucE1bBRWnm5aV+f1/4VxhJI+kpoIPQ/HzVFmYlNDi99uOiDy6zmkUIOH543Dig0NfmPwvZ6RTtpMgwWP3cOJKBAGSUlOqn4m0C6ySHczRbIqITy2w2xDt9WObqsD2hwldja344n/24eXFp8p+/jh+lw8dPlYnDBb8MefTcJnB9uw6u3deGZBFQZqc9BttaOlsxe9dicGaHNkn+u7zl7c/td/+TWo/PSAEXduaMAzC6ow/LQ87P/uJKpKC/D4FeP9ehgBkV/P04s0eDbA9eSkHV/sHk5EgTBISnJS9TNSx4gIorGbKZJViW6rA3dt3OVXbP7w/HH4dP/3qC0vFu2sXVuhh1qViQK1EkP1uTCZrRiky8FPJp6OX7/V4JVerCkvxkNzx8JQnCs6hmMdPThs7Jbs4P3pASPauq3otjrcZ8d5jtWziDyS9F5edhZUmRno6LEiL0eJMn2u6HXlpB1f7B5ORIEwSEpyUqmv1pMWyX5BiW7qJ7UiIgQ4k8uKsLC6DE54txSoLi/GwmnDMPt/tmDS0EJ3iqnX7sTyv3wt2sX7zg0NeOI/JvitKAljWDBZvjOrw+nqG6tMEXn90Y6I03tCynDBH7Z7vTZPgSbtbouNRcZRxO7hRBQIg6QUIJX6OvtHp/kFT7MqS7DyklFo6exF0/dd0GlUcZ9I5VZEhMLsG0+1FLhl1o9g6ukLDuqOdrhXbjxTTO3dVsnz2rY2tqG92+oXJAljWDRtmOxYHU6X7Fj/+4KRuGayIejrFyhAFHbuiaXP5CZtjSoTWrUKy9bVscg4Stg9nIgCYZCUIsRSXzoN3MFTR48VNrsTOaos3LnBOy0V74k00IqIxe50txSoKi1wb/H3JaSYOnv9WxJ4/zzv201mKyx2B56/eiJK8nMkU3s15cXoEml34Kmty+K3+0xOMAEiIJ4+k5u0V14yCivf2uXVVkF4HtYrhYdtE4goEAZJKU74Q37vO7sxvrQAdc3tMTtlPliB0hiB6qk8ney1QZsj/zb1vN031aVRZeKvv5gK19/2eG3BnzHyNNw860fIVCgCjiGUaxdMgCjwrXmRm7QnGgqwYn2D6HOyXil8bJtARHIYJKUBz9RSrNoChEJuRcSz39H0Cj1OL5Rf3crPUSIvJ0uyz1BNeTEKc/tek1iqy2x1oLXTggmGQiyuLoPF7oRGmYmCXBUeeW8vqgyFkufSCWMN5doJAaLQ+qCqtMDdDX1nczs0ykyv1+ZLatIO1DaBRcbhY9sEIpLCICkNCKsXsW4LECy5FZH75oxBZ48VcycMcdd8BKoL0WlUeGjuWNy5ocErUBJ2twn1SFKpLrPN4RU8LptR7l5xE45IAfyLyD17MwV77fR5KpxXWYKfTjb4HbtSU16MWZUDoFFlYtLQQsmaF7FJW5tjlf25LDImIoo+BklpQFi9iEdbgGDJpzG8t+wHUxdiKM7FE/8xAe3dfTVK2pwsFOaqvAq2pVJdvtfFsxGn77l0FrsTpUVqvL/7O6/GksFcO5PZirZuK+66ZJRfXRjQV2Tuwl6svGQUzvnRaSGtXrDImIhCYTyyHza79LFf0ZCVlQVldnh/ezpbDkd3MDHCIClIybz1WphA6452SKaOEjGReq6ICNfvoLHb7/oFqgvxvfZnDMgTvfZStVC+18V3xc3zXDoAeP7qiV5fB3PtPGuh1iw6U3I33rbGNtx76eiQz2pjkTERhaLhjacSPYSA1GoN9Hp9oochi0FSEJL9fCdhAr1n4y4sPrV7ynd3WyIn0mCun1RdSCjXXkh1nTFIi0mGQug0SmRlZqDDbMVFYwbiX9+acP+mbwKuuHneHsy1862F6rU5JO8LQPQA4WCwyJiIglU5exG0g4bG7Pm7jS3Y9fbv8eqrr6KysjKs59Dr9TAY5HvZJZrC5XLFdj0uwTo7O6HT6WAymaDVakN+vMls9etNI5heoU+qrddCusfhdMHhdMFsdUCnTuxEGsn1k3tsbYUej18x3q8/UnNbN+59ZzeumjIUL2075Bcs3jdnDGwOJ+7b9I3kmO6fMwbtZiu0aiVys7PQ1WuXXUFsau3CzCc3u79+ceEkybYGAPDh8rMxoiRP8nYionAJc965tz6PkooJMfs5J5r34YMHF2PHjh2YOHFizH5OonElKYBUOioiGXfpRHL95B675YARTa1dcDhd7hUlk9mKX7+1C+NLC/wCJOHn3b1xF55ZUIVHZFJXgwrUKDAr0W624da/fI0tjW3u3WrThhdDlZWBwtwfmnT61kKFk/ZM5nRusNLhNRAReWKQFECiz3eK9sQT74kskusX6LEdPTavHkahtEIYUZInmbo61tGDzfu/x6b6Y9h2KkB6ekGV3241Ie2nU3vXQq3Zekh0x5xU6i7Z07nBSIfXQETki0FSAIk83ynaE08iJrIijQovLzrTXR/UfioduKO5HWu2HpK9fsE0pfRcjQq2FUJHT992erGVN6G+aNG0YV5HiUitTN3xZj0eu2K8184zzx1zS88pR44yUzLtKXWMSSp10k6H10BEJCb41sf9lLBzTEwsd4wFmnhMZvm+ObF+Pqmf0dTahbrmdjR934V/t5vx6Ht74QKwp6UTrZ296LLY4QIwWJeDlxefKXv95K69Z1NKYTUq2FYIFptT8vUKq1GegVZVaYHkbrVPDxjR1WvHw/PHeY3VbHWg/mgHyvS5mDi0ECNKxHfkBZOOTHbp8BqIiMRwJSmARG29jqSWRyylFuvaKrFVqpryYtwxeyRO9trxbkOLX7PGG2dUyD6ncO19n9e30aOwGhVMK4Tq8mJ8drANA7Q5oq9XWI3yDLQCrUy1m63Q50mn7+QESikKh/8ms0SnpImIYoVBUhASsfU63IlHKqV200z5gCSSiUxqlWprYxsyFAo8+3GjX8AifP3g5WNka6QGF6jx+BXj0dTahY4eG7KzMlB3tMMdIK2eNxZOlwt1ze3QqpV44PIxWP33PaKtEDyDq1kjS0Rfi7Aa5RloBVqZMvXYcOO6Ojw8f1zIu9YCpRR7bQ4c6+hJ6rqeRKakiYhiiUFSkOK9cyyciUcupfaLs0eE/HzBklulsjtdso0VT1rsuPSZbe7v+dZImcxWdPXa+3aUaZTY1tSGNVsPAQDWLDoTz33U6HXwa22FHr86/wxkZwG3nn8G7pitQLvZBrvDhZ3N7e4u2lKvV1iN8iy+DrQyJZzvFk79TaBz7j472Ibfbm5K6roedgMnonTFIClJhTPxyAUrnx1sQ22FXrI3UCQTmdyql9kSqLGi9+2ewUa31eEX9NVW6PHOjTXIylDgrg27sKXR+/VsOWCE0+XCkuoyrBEptgYCb8O/aWYFbA4nth86gcllRRg/pACXjRuM+9/9RjbtF07aMpiUotnqSKpWE77YDZyI0hWDpCQVzsQjF6ys2XoI79xYg1Vv7476RCa36pWVqZB9bFaG/+2fHjCiw2zDXRt3+QV1Ww4Ysert3Vh5ySi/AEmwrbEN19YMD6n7uFiasrZCj3svGw0FgOJcFZ5dUIV/d/TgcJvZK+0nnO8GhJe2HFygxspLRuHoCTMsdqfocyd7XQ+7gRNROmKQlMRCnXjkghWz1QEFEJOJTG7V6+D3XZIrWLXlemyVCHS6rXbZQvOOAAXNLpfL6+BaADi9UI2BIgXbUmlKISDzTHUZu6y44bWdkj833LRlpkIh26U7Fep6krGZKRFRJNgCIMnpNCqMKMnDBIP0NnKB3Jb52go97E4XjN1W6PNUQT1fKGP03QIP9K3aVI/oO+aj1ue22go9FtcMw+8/PSj6nN1W+TRdripT9nZDkQbvLKvBrJElGFaci0lDC3HGQG3E2/Bj1RIiUa0miIhIGleS0ohUiq6mvBgLpw3D5c9tg9nqiEkDycEFajx2xXi0d1vR2WuHVp2FQo3Kfbbasz4rWHk5WbhrQ4NXqkowvUKPArX4yolwPIhamSlbY1WSnx10ABjKTsJY1d+wroeIKPkwSEoznik6U48NvTYHPjvY5lXfEotOyIG6eYulYlbNGQOLXTwo0Kgy/VJ4wvEga7cfQVaGArddeAYWTRsGhUKBnac6eE8aWhhyUBHqTsJY1d+wroeIKLkwSEpDQkDS1NqFeS98JnqfYHZiBXvOW7jHUgQKCnxXVpbUlGHt9iO4aspQvLTtEJ76xwH3c9WW6/HuTTUoCqMuJpydhLGqv2FdDxFR8mCQlMYi6YQcyjlvkXTzlgsKfIOoHGVfHZLYOWpbGo24e+NuPH7FeBhbu0I6wJepLiJKN8Yj+2Gzu0Rvy8rKgjI7sr9rnS2HI3p8qmCQlMbC7YQc6spQLI+l8Ayi6prbUVVagGc/ahS975YDRjS1duGqP253fy/Y+iumuogonTS88VTMf4ZarYFeL77hJF0wSEpjYmkkofB52vBimHqsaPq+y2+1JdSVoXgdS6HNUaLF1Ct7H9/WAKHUXzHVRUTponL2ImgHDfX7frexBbve/j1effVVVFZWRvQz9Ho9DAZDRM+R7BgkpTHfNJJQ+PzStkNeqzG+qy2hrgzF61gKfZ4K33XKB1xi56xF4wBfIqJUMnD0ZJRUTPD7/onmfdj19u9RWVmJiRMnxn9gKYZ9ktKckEb6cPnZ2Li0Gq+I1PMIqy0mc18/oFBXhuT6JEWzpkenUWFosQY15cWitwvnqIlJ9o7VYkxmK5pau1DX3I6m77vcvx8iIooPriSlgGB3mUnx3O22ReKwWc/VlnBWhuJV0zOkUIOH543Dig0NfkeILJw2zH2Omq9U6FjtKZTCeSIiig0GSUkumpNlsGm0cHd7xaum5/QiTcjNKVOpY3W4LRWIiCi6GCQlsWhPlqGk0ZJ9t1eozSmTZdzBiKSlAhERRQ+DpCQW7cky1DRaqu32SvbALlixbKlARETBY+F2Eov2ZBmvAutECuVA4GQVr5YKREQkjytJSSwWk2W6rLaks3i1VCAiInlcSUpiwmQpJpLJMh1WW9JZf1jxIyJKBVxJSmI8U6z/klrxA4CmEM+mIyKi8DBISnJMj/VfvoXz7J1ERBRfTLelAKbHKFA7CHbjJiKKPgZJRCkgmHYQREQUXUy3EXmI9AiYWGHvJCKi+GOQREkpEcFKtGp+YjF29k4iIoo/BkkUV8EEEIkoUI7WETCxGjt7JxFRKIxH9sNmd3l9LysrCz0njiVoRKlJ4XK5XIHvlro6Ozuh0+lgMpmg1WoTPZx+zTOA0KgysaSmDNOGF0OVlYHCXBX0uX0T/bJ1daL1N9Mr9DE73LWptQszn9wsefuHy8/GiJI82ecwma0xHfuxjh7JdhCDuLuNiPDDnCdHrdZg7949MBgMcRpV6uJKEsWF50qNRpWJpxdU4aVth/DsR43u+0yv0OPXF1cm5HDXaNT8xPpgWraDIKJgVc5eBO2goe6vu40t2PX27/Hqq6+itraWAVKQGCRRXHgGEEtqyvDStkPY1tjmdZ9PDxixsL1H9nliVaAcjZqfeBRXp9qhw0SUGANHT0ZJxQT31yea92HX279HZWUlA6QQsAUAxYVnAFFVWuAXIAUrVgXK0TgChsXVRETphUESxYVnAGGxOyXvV3e0A7UxOK8ukGiclxars/aIiCgxmG6juPDcnZWdJR2br9l6CH+7qRZ3b9wV9/PqIq354Vl7P0jWflNERKFgkERx4RlA1B3tQHV5sWjKbdLQQhRqlAkrUI605ofF1TxjjojSB4MkihshgGjrtmJu1RDc+/Zuv4nUc8UlVQOL/lxcHa1+U0REyYBBEsWVZwDxbD9fcUlHsW6DQEQUTwkt3P70009x6aWXYvDgwVAoFHjrrbe8bne5XLj77rsxaNAgqNVqzJo1CwcOHEjMYCnqdBoVRpTkYYKhECNK8jh5pgGeMUdE6SShQVJ3dzfGjx+P5557TvT2Rx99FE8//TR++9vfYvv27cjNzcUFF1yA3t7eOI+UiILBNghElE4Smm6bPXs2Zs+eLXqby+XCU089hbvuugtz5swBAPzpT3/CgAED8NZbb+HKK6+M51CJKAg8Y46I0knS9kk6dOgQjh8/jlmzZrm/p9PpMGXKFHz++ecJHBkRSYlGvykiomSRtIXbx48fBwAMGDDA6/sDBgxw3ybGYrHAYrG4v+7s7IzNAIlIFNsgEMUP57zYStogKVyrV6/GqlWrEj2MfoWNA8lXf26DQBRPnPNiK2nTbQMHDgQAfPfdd17f/+6779y3iVmxYgVMJpP7v6NHj8Z0nP3dsY4eLFtXh5lPbsbc5z/DzCc248Z1dTjWIX9QLRERRY5zXmwlbZBUVlaGgQMH4sMPP3R/r7OzE9u3b8fUqVMlH5ednQ2tVuv1H8VGoMaBJrM1QSMjIuofOOfFVkLTbV1dXWhsbHR/fejQIXz99dcoKiqCwWDAzTffjAceeAAVFRUoKyvDypUrMXjwYFx++eWJGzS5sXEgEVFy6jzejKzsH44B6mw5nLjBpLCEBklfffUVzj33XPfXy5cvBwAsXLgQL7/8Mm677TZ0d3fj+uuvR0dHB2pqavDee+8hJycnUUMmD2wcSESUnHa8+rDf99RqDfR6vci9SYrC5XK5Ej2IWOrs7IROp4PJZOIyZJQ1tXZh5pObJW//cPnZGFGSF8cRERH1b8Kct3nzZuTlef/91ev1MBgMCRpZakq73W0UP2wcSESUnCZMmMCFgShI2sJtSn5sHEhEROmMK0kUETYOJCKidMUgiSLGxoFERJSOmG4jIiIiEsEgiYiIiEgEgyQiIiIiEQySiIiIiEQwSCIiIiISwSCJiIiISASDJCIiIiIRDJKIiIiIRDBIIiIiIhLBIImIiIhIBIMkIiIiIhEMkoiIiIhEMEgiIiIiEpGV6AHEmsvlAgB0dnYmeCRERETBy8/Ph0KhSPQw+rW0D5JOnjwJACgtLU3wSIiIiIJnMpmg1WoTPYx+TeESllrSlNPpxLFjxxiRB6GzsxOlpaU4evQo/2HGCa95fPF6xx+vefjCmbdcLhdOnjzJOS9K0n4lKSMjA6effnqih5FStFot/5jFGa95fPF6xx+veXwoFApe5yhi4TYRERGRCAZJRERERCIYJJFbdnY27rnnHmRnZyd6KP0Gr3l88XrHH685pbK0L9wmIiIiCgdXkoiIiIhEMEgiIiIiEsEgiYiIiEgEg6R+6NNPP8Wll16KwYMHQ6FQ4K233vK63eVy4e6778agQYOgVqsxa9YsHDhwIDGDTQOBrveiRYugUCi8/rvwwgsTM9g0sHr1apx55pnIz89HSUkJLr/8cuzbt8/rPr29vVi6dCmKi4uRl5eH+fPn47vvvkvQiFNfMNf8nHPO8Xuf/+IXv0jQiImCwyCpH+ru7sb48ePx3HPPid7+6KOP4umnn8Zvf/tbbN++Hbm5ubjgggvQ29sb55Gmh0DXGwAuvPBCtLS0uP9bt25dHEeYXjZv3oylS5fiiy++wAcffACbzYbzzz8f3d3d7vvccssteOedd/DGG29g8+bNOHbsGObNm5fAUae2YK45AFx33XVe7/NHH300QSMmCpKL+jUArg0bNri/djqdroEDB7oee+wx9/c6Ojpc2dnZrnXr1iVghOnF93q7XC7XwoULXXPmzEnIePqD1tZWFwDX5s2bXS5X3/tZqVS63njjDfd99uzZ4wLg+vzzzxM1zLTie81dLpfr7LPPdv3Xf/1X4gZFFAauJJGXQ4cO4fjx45g1a5b7ezqdDlOmTMHnn3+ewJGlt08++QQlJSU444wz8Mtf/hJtbW2JHlLaMJlMAICioiIAwI4dO2Cz2bze4yNHjoTBYOB7PEp8r7ngtddeg16vx5gxY7BixQqYzeZEDI8oaGl/dhuF5vjx4wCAAQMGeH1/wIAB7tsoui688ELMmzcPZWVlaGpqwp133onZs2fj888/R2ZmZqKHl9KcTiduvvlmVFdXY8yYMQD63uMqlQoFBQVe9+V7PDrErjkAXHXVVRg6dCgGDx6M+vp63H777di3bx/Wr1+fwNESyWOQRJRgV155pfv/jx07FuPGjcOIESPwySefYObMmQkcWepbunQpdu3aha1btyZ6KP2G1DW//vrr3f9/7NixGDRoEGbOnImmpiaMGDEi3sMkCgrTbeRl4MCBAOC30+e7775z30axNXz4cOj1ejQ2NiZ6KClt2bJl2LRpEz7++GOcfvrp7u8PHDgQVqsVHR0dXvfnezxyUtdczJQpUwCA73NKagySyEtZWRkGDhyIDz/80P29zs5ObN++HVOnTk3gyPqPb7/9Fm1tbRg0aFCih5KSXC4Xli1bhg0bNuCjjz5CWVmZ1+0//vGPoVQqvd7j+/btQ3NzM9/jYQp0zcV8/fXXAMD3OSU1ptv6oa6uLq9Pb4cOHcLXX3+NoqIiGAwG3HzzzXjggQdQUVGBsrIyrFy5EoMHD8bll1+euEGnMLnrXVRUhFWrVmH+/PkYOHAgmpqacNttt6G8vBwXXHBBAkedupYuXYq1a9di48aNyM/Pd9cZ6XQ6qNVq6HQ6XHvttVi+fDmKioqg1Wpx4403YurUqTjrrLMSPPrUFOiaNzU1Ye3atbjoootQXFyM+vp63HLLLZg+fTrGjRuX4NETyUj09jqKv48//tgFwO+/hQsXulyuvjYAK1eudA0YMMCVnZ3tmjlzpmvfvn2JHXQKk7veZrPZdf7557tOO+00l1KpdA0dOtR13XXXuY4fP57oYacssWsNwPXSSy+579PT0+P6/+3dXUhT7wMH8O+WWcxpsxnDopJhL5K6rIteMHVmi0KpRS/sYpl1paktsW6KjAoiKiF7QVoXWohRzKukFbVuErOcLFJMlrXWhfSiWGgXOff8L350+B87mf389Ut/fT8w2HPOc56XcyFfn+ccVlRUJGJjY4VGoxFWq1X09PT8vkFPcj+658FgUGRkZIiZM2eKadOmicTERHHgwAHx8ePH3ztwoh9QCSHEvxnKiIiIiCYDPpNEREREpIAhiYiIiEgBQxIRERGRAoYkIiIiIgUMSUREREQKGJKIiIiIFDAkERERESlgSCIiIiJSwJBE9B9UU1MDnU4nlY8ePYqlS5f+tvEQEU1GDElEf4Dy8nLZD7oSEdGP8QduiSawL1++IDIyctztaLVaaLXaf2BERER/Dq4kEU0gWVlZKC4uhsPhQFxcHNavX4/KykqkpKQgKioKc+fORVFREQYGBmTX1dTUYN68edBoNLBarejt7ZWdH7ndlpWVBYfDIauzefNm7Nq1SypfunQJCxYswPTp02EwGLB169Yxz6GkpAQOhwOxsbEwGAxwOp0YHBxEQUEBoqOjkZiYiNu3b8uua29vx4YNG6DVamEwGGC32/HhwwfpvNvtRnp6OnQ6HfR6PXJzc9Hd3S2dDwQCUKlUaGhogNlshkajgclkQnNz85jGTUQ0EkMS0QRTW1uLyMhINDU1obq6Gmq1GlVVVejo6EBtbS08Hg8OHjwo1W9pacGePXtQXFwMn88Hs9mMEydOjGsMra2tKC0txbFjx9DV1QW3242MjIyfmkNcXBweP36MkpISFBYWYtu2bVi9ejXa2tpgsVhgt9vx+fNnAEB/fz+ys7ORlpaG1tZWuN1uvH37Ftu3b5faHBwcRFlZGVpbW3H//n2o1WpYrVaEw2FZ34cOHUJ5eTl8Ph8WLlwIm82GUCg0rvtBRH8oQUQTRmZmpkhLSxu1zs2bN4Ver5fKNptNbNy4UVZnx44dYsaMGVK5oqJCmEwmWT/79u2TXbNp0yaRn58vhBDC5XKJmJgY8enTp781h/T0dKkcCoVEVFSUsNvt0rGenh4BQDQ3NwshhDh+/LiwWCyydt68eSMAiK6uLsV+3r9/LwCIZ8+eCSGEePXqlQAgrly5ItXp6OgQAERnZ+dPz4OIiCtJRBPM8uXLZeV79+5h7dq1mDNnDqKjo2G329Hb2yutwnR2dmLFihWya1atWjWuMaxbtw7z58+H0WiE3W5HXV2d1N9YpKamSt+nTJkCvV6PlJQU6ZjBYAAAvHv3DgDw9OlTPHjwQHp2SqvVYvHixQAgban5/X7YbDYYjUbExMQgISEBABAMBr/bd3x8vKwfIqKfwZBENMFERUVJ3wOBAHJzc5GamgqXywWv14uLFy8C+Ouh7r9LrVZDCCE7NjQ0JH2Pjo5GW1sb6uvrER8fjyNHjsBkMqG/v39M7U+dOlVWVqlUsmMqlQoApK2ygYEB5OXlwefzyT5+v1/a5svLy0NfXx+cTidaWlrQ0tIC4Nv7MFo/REQ/g2+3EU1gXq8X4XAYZ8+ehVr91/80N27ckNVJSkqSAsNXjx49GrXdWbNmoaenRyoPDw+jvb0dZrNZOhYREYGcnBzk5OSgoqICOp0OHo8HW7ZsGe+0vrFs2TK4XC4kJCQgIuLbP0u9vb3o6uqC0+nEmjVrAAAPHz78x8dBRPT/uJJENIElJiZiaGgI58+fx8uXL3Ht2jVUV1fL6pSWlsLtduPMmTPw+/24cOEC3G73qO1mZ2ejsbERjY2NeP78OQoLC2WrRLdu3UJVVRV8Ph9ev36Nq1evIhwOY9GiRb9imti7dy/6+vpgs9nw5MkTdHd3486dOygoKMDw8DBiY2Oh1+tx+fJlvHjxAh6PB2VlZb9kLEREXzEkEU1gJpMJlZWVOHXqFJKTk1FXV4eTJ0/K6qxcuRJOpxPnzp2DyWTC3bt3cfjw4VHb3b17N/Lz87Fz505kZmbCaDTKVpF0Oh0aGhqQnZ2NpKQkVFdXo76+HkuWLPkl85w9ezaampowPDwMi8WClJQUOBwO6HQ6qNVqqNVqXL9+HV6vF8nJydi/fz9Onz79S8ZCRPSVSox8MIGIiIiIuJJEREREpIQhiYjGLBgMyl7TH/kZ+To+EdFkxu02IhqzUCiEQCDw3fPfezuNiGgyYkgiIiIiUsDtNiIiIiIFDElEREREChiSiIiIiBQwJBEREREpYEgiIiIiUsCQRERERKSAIYmIiIhIAUMSERERkYL/AZjfw3qEmFC4AAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "h. Determine based in the data set, whether you want to use category encoders\n",
        "\n",
        "No need to use category encoders based on the data types and content."
      ],
      "metadata": {
        "id": "kIAI4kqpVs8n"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# i) Split the data such that 25% is reserved testing\n",
        "X = df.drop(['id', 'diagnosis', 'Unnamed: 32'], axis=1)\n",
        "y = df['diagnosis']\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)\n",
        "# j) Show the shape of training set and the test set\n",
        "print(\"Training shape:\", X_train.shape, y_train.shape)\n",
        "print(\"Testing shape:\", X_test.shape, y_test.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "pxYeo8gEOptK",
        "outputId": "d458be5c-c78a-40ab-b310-d3d13661b72a"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training shape: (426, 30) (426,)\n",
            "Testing shape: (143, 30) (143,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.corr()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1154
        },
        "id": "Td8aBQGrRNEH",
        "outputId": "3679a8eb-fa3e-4144-a0f8-d94ca465a38f"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-8-2f6f6606aa2c>:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  df.corr()\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                               id  radius_mean  texture_mean  perimeter_mean  \\\n",
              "id                       1.000000     0.074626      0.099770        0.073159   \n",
              "radius_mean              0.074626     1.000000      0.323782        0.997855   \n",
              "texture_mean             0.099770     0.323782      1.000000        0.329533   \n",
              "perimeter_mean           0.073159     0.997855      0.329533        1.000000   \n",
              "area_mean                0.096893     0.987357      0.321086        0.986507   \n",
              "smoothness_mean         -0.012968     0.170581     -0.023389        0.207278   \n",
              "compactness_mean         0.000096     0.506124      0.236702        0.556936   \n",
              "concavity_mean           0.050080     0.676764      0.302418        0.716136   \n",
              "concave points_mean      0.044158     0.822529      0.293464        0.850977   \n",
              "symmetry_mean           -0.022114     0.147741      0.071401        0.183027   \n",
              "fractal_dimension_mean  -0.052511    -0.311631     -0.076437       -0.261477   \n",
              "radius_se                0.143048     0.679090      0.275869        0.691765   \n",
              "texture_se              -0.007526    -0.097317      0.386358       -0.086761   \n",
              "perimeter_se             0.137331     0.674172      0.281673        0.693135   \n",
              "area_se                  0.177742     0.735864      0.259845        0.744983   \n",
              "smoothness_se            0.096781    -0.222600      0.006614       -0.202694   \n",
              "compactness_se           0.033961     0.206000      0.191975        0.250744   \n",
              "concavity_se             0.055239     0.194204      0.143293        0.228082   \n",
              "concave points_se        0.078768     0.376169      0.163851        0.407217   \n",
              "symmetry_se             -0.017306    -0.104321      0.009127       -0.081629   \n",
              "fractal_dimension_se     0.025725    -0.042641      0.054458       -0.005523   \n",
              "radius_worst             0.082405     0.969539      0.352573        0.969476   \n",
              "texture_worst            0.064720     0.297008      0.912045        0.303038   \n",
              "perimeter_worst          0.079986     0.965137      0.358040        0.970387   \n",
              "area_worst               0.107187     0.941082      0.343546        0.941550   \n",
              "smoothness_worst         0.010338     0.119616      0.077503        0.150549   \n",
              "compactness_worst       -0.002968     0.413463      0.277830        0.455774   \n",
              "concavity_worst          0.023203     0.526911      0.301025        0.563879   \n",
              "concave points_worst     0.035174     0.744214      0.295316        0.771241   \n",
              "symmetry_worst          -0.044224     0.163953      0.105008        0.189115   \n",
              "fractal_dimension_worst -0.029866     0.007066      0.119205        0.051019   \n",
              "Unnamed: 32                   NaN          NaN           NaN             NaN   \n",
              "\n",
              "                         area_mean  smoothness_mean  compactness_mean  \\\n",
              "id                        0.096893        -0.012968          0.000096   \n",
              "radius_mean               0.987357         0.170581          0.506124   \n",
              "texture_mean              0.321086        -0.023389          0.236702   \n",
              "perimeter_mean            0.986507         0.207278          0.556936   \n",
              "area_mean                 1.000000         0.177028          0.498502   \n",
              "smoothness_mean           0.177028         1.000000          0.659123   \n",
              "compactness_mean          0.498502         0.659123          1.000000   \n",
              "concavity_mean            0.685983         0.521984          0.883121   \n",
              "concave points_mean       0.823269         0.553695          0.831135   \n",
              "symmetry_mean             0.151293         0.557775          0.602641   \n",
              "fractal_dimension_mean   -0.283110         0.584792          0.565369   \n",
              "radius_se                 0.732562         0.301467          0.497473   \n",
              "texture_se               -0.066280         0.068406          0.046205   \n",
              "perimeter_se              0.726628         0.296092          0.548905   \n",
              "area_se                   0.800086         0.246552          0.455653   \n",
              "smoothness_se            -0.166777         0.332375          0.135299   \n",
              "compactness_se            0.212583         0.318943          0.738722   \n",
              "concavity_se              0.207660         0.248396          0.570517   \n",
              "concave points_se         0.372320         0.380676          0.642262   \n",
              "symmetry_se              -0.072497         0.200774          0.229977   \n",
              "fractal_dimension_se     -0.019887         0.283607          0.507318   \n",
              "radius_worst              0.962746         0.213120          0.535315   \n",
              "texture_worst             0.287489         0.036072          0.248133   \n",
              "perimeter_worst           0.959120         0.238853          0.590210   \n",
              "area_worst                0.959213         0.206718          0.509604   \n",
              "smoothness_worst          0.123523         0.805324          0.565541   \n",
              "compactness_worst         0.390410         0.472468          0.865809   \n",
              "concavity_worst           0.512606         0.434926          0.816275   \n",
              "concave points_worst      0.722017         0.503053          0.815573   \n",
              "symmetry_worst            0.143570         0.394309          0.510223   \n",
              "fractal_dimension_worst   0.003738         0.499316          0.687382   \n",
              "Unnamed: 32                    NaN              NaN               NaN   \n",
              "\n",
              "                         concavity_mean  concave points_mean  symmetry_mean  \\\n",
              "id                             0.050080             0.044158      -0.022114   \n",
              "radius_mean                    0.676764             0.822529       0.147741   \n",
              "texture_mean                   0.302418             0.293464       0.071401   \n",
              "perimeter_mean                 0.716136             0.850977       0.183027   \n",
              "area_mean                      0.685983             0.823269       0.151293   \n",
              "smoothness_mean                0.521984             0.553695       0.557775   \n",
              "compactness_mean               0.883121             0.831135       0.602641   \n",
              "concavity_mean                 1.000000             0.921391       0.500667   \n",
              "concave points_mean            0.921391             1.000000       0.462497   \n",
              "symmetry_mean                  0.500667             0.462497       1.000000   \n",
              "fractal_dimension_mean         0.336783             0.166917       0.479921   \n",
              "radius_se                      0.631925             0.698050       0.303379   \n",
              "texture_se                     0.076218             0.021480       0.128053   \n",
              "perimeter_se                   0.660391             0.710650       0.313893   \n",
              "area_se                        0.617427             0.690299       0.223970   \n",
              "smoothness_se                  0.098564             0.027653       0.187321   \n",
              "compactness_se                 0.670279             0.490424       0.421659   \n",
              "concavity_se                   0.691270             0.439167       0.342627   \n",
              "concave points_se              0.683260             0.615634       0.393298   \n",
              "symmetry_se                    0.178009             0.095351       0.449137   \n",
              "fractal_dimension_se           0.449301             0.257584       0.331786   \n",
              "radius_worst                   0.688236             0.830318       0.185728   \n",
              "texture_worst                  0.299879             0.292752       0.090651   \n",
              "perimeter_worst                0.729565             0.855923       0.219169   \n",
              "area_worst                     0.675987             0.809630       0.177193   \n",
              "smoothness_worst               0.448822             0.452753       0.426675   \n",
              "compactness_worst              0.754968             0.667454       0.473200   \n",
              "concavity_worst                0.884103             0.752399       0.433721   \n",
              "concave points_worst           0.861323             0.910155       0.430297   \n",
              "symmetry_worst                 0.409464             0.375744       0.699826   \n",
              "fractal_dimension_worst        0.514930             0.368661       0.438413   \n",
              "Unnamed: 32                         NaN                  NaN            NaN   \n",
              "\n",
              "                         ...  texture_worst  perimeter_worst  area_worst  \\\n",
              "id                       ...       0.064720         0.079986    0.107187   \n",
              "radius_mean              ...       0.297008         0.965137    0.941082   \n",
              "texture_mean             ...       0.912045         0.358040    0.343546   \n",
              "perimeter_mean           ...       0.303038         0.970387    0.941550   \n",
              "area_mean                ...       0.287489         0.959120    0.959213   \n",
              "smoothness_mean          ...       0.036072         0.238853    0.206718   \n",
              "compactness_mean         ...       0.248133         0.590210    0.509604   \n",
              "concavity_mean           ...       0.299879         0.729565    0.675987   \n",
              "concave points_mean      ...       0.292752         0.855923    0.809630   \n",
              "symmetry_mean            ...       0.090651         0.219169    0.177193   \n",
              "fractal_dimension_mean   ...      -0.051269        -0.205151   -0.231854   \n",
              "radius_se                ...       0.194799         0.719684    0.751548   \n",
              "texture_se               ...       0.409003        -0.102242   -0.083195   \n",
              "perimeter_se             ...       0.200371         0.721031    0.730713   \n",
              "area_se                  ...       0.196497         0.761213    0.811408   \n",
              "smoothness_se            ...      -0.074743        -0.217304   -0.182195   \n",
              "compactness_se           ...       0.143003         0.260516    0.199371   \n",
              "concavity_se             ...       0.100241         0.226680    0.188353   \n",
              "concave points_se        ...       0.086741         0.394999    0.342271   \n",
              "symmetry_se              ...      -0.077473        -0.103753   -0.110343   \n",
              "fractal_dimension_se     ...      -0.003195        -0.001000   -0.022736   \n",
              "radius_worst             ...       0.359921         0.993708    0.984015   \n",
              "texture_worst            ...       1.000000         0.365098    0.345842   \n",
              "perimeter_worst          ...       0.365098         1.000000    0.977578   \n",
              "area_worst               ...       0.345842         0.977578    1.000000   \n",
              "smoothness_worst         ...       0.225429         0.236775    0.209145   \n",
              "compactness_worst        ...       0.360832         0.529408    0.438296   \n",
              "concavity_worst          ...       0.368366         0.618344    0.543331   \n",
              "concave points_worst     ...       0.359755         0.816322    0.747419   \n",
              "symmetry_worst           ...       0.233027         0.269493    0.209146   \n",
              "fractal_dimension_worst  ...       0.219122         0.138957    0.079647   \n",
              "Unnamed: 32              ...            NaN              NaN         NaN   \n",
              "\n",
              "                         smoothness_worst  compactness_worst  concavity_worst  \\\n",
              "id                               0.010338          -0.002968         0.023203   \n",
              "radius_mean                      0.119616           0.413463         0.526911   \n",
              "texture_mean                     0.077503           0.277830         0.301025   \n",
              "perimeter_mean                   0.150549           0.455774         0.563879   \n",
              "area_mean                        0.123523           0.390410         0.512606   \n",
              "smoothness_mean                  0.805324           0.472468         0.434926   \n",
              "compactness_mean                 0.565541           0.865809         0.816275   \n",
              "concavity_mean                   0.448822           0.754968         0.884103   \n",
              "concave points_mean              0.452753           0.667454         0.752399   \n",
              "symmetry_mean                    0.426675           0.473200         0.433721   \n",
              "fractal_dimension_mean           0.504942           0.458798         0.346234   \n",
              "radius_se                        0.141919           0.287103         0.380585   \n",
              "texture_se                      -0.073658          -0.092439        -0.068956   \n",
              "perimeter_se                     0.130054           0.341919         0.418899   \n",
              "area_se                          0.125389           0.283257         0.385100   \n",
              "smoothness_se                    0.314457          -0.055558        -0.058298   \n",
              "compactness_se                   0.227394           0.678780         0.639147   \n",
              "concavity_se                     0.168481           0.484858         0.662564   \n",
              "concave points_se                0.215351           0.452888         0.549592   \n",
              "symmetry_se                     -0.012662           0.060255         0.037119   \n",
              "fractal_dimension_se             0.170568           0.390159         0.379975   \n",
              "radius_worst                     0.216574           0.475820         0.573975   \n",
              "texture_worst                    0.225429           0.360832         0.368366   \n",
              "perimeter_worst                  0.236775           0.529408         0.618344   \n",
              "area_worst                       0.209145           0.438296         0.543331   \n",
              "smoothness_worst                 1.000000           0.568187         0.518523   \n",
              "compactness_worst                0.568187           1.000000         0.892261   \n",
              "concavity_worst                  0.518523           0.892261         1.000000   \n",
              "concave points_worst             0.547691           0.801080         0.855434   \n",
              "symmetry_worst                   0.493838           0.614441         0.532520   \n",
              "fractal_dimension_worst          0.617624           0.810455         0.686511   \n",
              "Unnamed: 32                           NaN                NaN              NaN   \n",
              "\n",
              "                         concave points_worst  symmetry_worst  \\\n",
              "id                                   0.035174       -0.044224   \n",
              "radius_mean                          0.744214        0.163953   \n",
              "texture_mean                         0.295316        0.105008   \n",
              "perimeter_mean                       0.771241        0.189115   \n",
              "area_mean                            0.722017        0.143570   \n",
              "smoothness_mean                      0.503053        0.394309   \n",
              "compactness_mean                     0.815573        0.510223   \n",
              "concavity_mean                       0.861323        0.409464   \n",
              "concave points_mean                  0.910155        0.375744   \n",
              "symmetry_mean                        0.430297        0.699826   \n",
              "fractal_dimension_mean               0.175325        0.334019   \n",
              "radius_se                            0.531062        0.094543   \n",
              "texture_se                          -0.119638       -0.128215   \n",
              "perimeter_se                         0.554897        0.109930   \n",
              "area_se                              0.538166        0.074126   \n",
              "smoothness_se                       -0.102007       -0.107342   \n",
              "compactness_se                       0.483208        0.277878   \n",
              "concavity_se                         0.440472        0.197788   \n",
              "concave points_se                    0.602450        0.143116   \n",
              "symmetry_se                         -0.030413        0.389402   \n",
              "fractal_dimension_se                 0.215204        0.111094   \n",
              "radius_worst                         0.787424        0.243529   \n",
              "texture_worst                        0.359755        0.233027   \n",
              "perimeter_worst                      0.816322        0.269493   \n",
              "area_worst                           0.747419        0.209146   \n",
              "smoothness_worst                     0.547691        0.493838   \n",
              "compactness_worst                    0.801080        0.614441   \n",
              "concavity_worst                      0.855434        0.532520   \n",
              "concave points_worst                 1.000000        0.502528   \n",
              "symmetry_worst                       0.502528        1.000000   \n",
              "fractal_dimension_worst              0.511114        0.537848   \n",
              "Unnamed: 32                               NaN             NaN   \n",
              "\n",
              "                         fractal_dimension_worst  Unnamed: 32  \n",
              "id                                     -0.029866          NaN  \n",
              "radius_mean                             0.007066          NaN  \n",
              "texture_mean                            0.119205          NaN  \n",
              "perimeter_mean                          0.051019          NaN  \n",
              "area_mean                               0.003738          NaN  \n",
              "smoothness_mean                         0.499316          NaN  \n",
              "compactness_mean                        0.687382          NaN  \n",
              "concavity_mean                          0.514930          NaN  \n",
              "concave points_mean                     0.368661          NaN  \n",
              "symmetry_mean                           0.438413          NaN  \n",
              "fractal_dimension_mean                  0.767297          NaN  \n",
              "radius_se                               0.049559          NaN  \n",
              "texture_se                             -0.045655          NaN  \n",
              "perimeter_se                            0.085433          NaN  \n",
              "area_se                                 0.017539          NaN  \n",
              "smoothness_se                           0.101480          NaN  \n",
              "compactness_se                          0.590973          NaN  \n",
              "concavity_se                            0.439329          NaN  \n",
              "concave points_se                       0.310655          NaN  \n",
              "symmetry_se                             0.078079          NaN  \n",
              "fractal_dimension_se                    0.591328          NaN  \n",
              "radius_worst                            0.093492          NaN  \n",
              "texture_worst                           0.219122          NaN  \n",
              "perimeter_worst                         0.138957          NaN  \n",
              "area_worst                              0.079647          NaN  \n",
              "smoothness_worst                        0.617624          NaN  \n",
              "compactness_worst                       0.810455          NaN  \n",
              "concavity_worst                         0.686511          NaN  \n",
              "concave points_worst                    0.511114          NaN  \n",
              "symmetry_worst                          0.537848          NaN  \n",
              "fractal_dimension_worst                 1.000000          NaN  \n",
              "Unnamed: 32                                  NaN          NaN  \n",
              "\n",
              "[32 rows x 32 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5072a39f-ad2f-4bbb-a7ec-92259c4efa77\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>radius_mean</th>\n",
              "      <th>texture_mean</th>\n",
              "      <th>perimeter_mean</th>\n",
              "      <th>area_mean</th>\n",
              "      <th>smoothness_mean</th>\n",
              "      <th>compactness_mean</th>\n",
              "      <th>concavity_mean</th>\n",
              "      <th>concave points_mean</th>\n",
              "      <th>symmetry_mean</th>\n",
              "      <th>...</th>\n",
              "      <th>texture_worst</th>\n",
              "      <th>perimeter_worst</th>\n",
              "      <th>area_worst</th>\n",
              "      <th>smoothness_worst</th>\n",
              "      <th>compactness_worst</th>\n",
              "      <th>concavity_worst</th>\n",
              "      <th>concave points_worst</th>\n",
              "      <th>symmetry_worst</th>\n",
              "      <th>fractal_dimension_worst</th>\n",
              "      <th>Unnamed: 32</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>id</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.074626</td>\n",
              "      <td>0.099770</td>\n",
              "      <td>0.073159</td>\n",
              "      <td>0.096893</td>\n",
              "      <td>-0.012968</td>\n",
              "      <td>0.000096</td>\n",
              "      <td>0.050080</td>\n",
              "      <td>0.044158</td>\n",
              "      <td>-0.022114</td>\n",
              "      <td>...</td>\n",
              "      <td>0.064720</td>\n",
              "      <td>0.079986</td>\n",
              "      <td>0.107187</td>\n",
              "      <td>0.010338</td>\n",
              "      <td>-0.002968</td>\n",
              "      <td>0.023203</td>\n",
              "      <td>0.035174</td>\n",
              "      <td>-0.044224</td>\n",
              "      <td>-0.029866</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>radius_mean</th>\n",
              "      <td>0.074626</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.323782</td>\n",
              "      <td>0.997855</td>\n",
              "      <td>0.987357</td>\n",
              "      <td>0.170581</td>\n",
              "      <td>0.506124</td>\n",
              "      <td>0.676764</td>\n",
              "      <td>0.822529</td>\n",
              "      <td>0.147741</td>\n",
              "      <td>...</td>\n",
              "      <td>0.297008</td>\n",
              "      <td>0.965137</td>\n",
              "      <td>0.941082</td>\n",
              "      <td>0.119616</td>\n",
              "      <td>0.413463</td>\n",
              "      <td>0.526911</td>\n",
              "      <td>0.744214</td>\n",
              "      <td>0.163953</td>\n",
              "      <td>0.007066</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>texture_mean</th>\n",
              "      <td>0.099770</td>\n",
              "      <td>0.323782</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.329533</td>\n",
              "      <td>0.321086</td>\n",
              "      <td>-0.023389</td>\n",
              "      <td>0.236702</td>\n",
              "      <td>0.302418</td>\n",
              "      <td>0.293464</td>\n",
              "      <td>0.071401</td>\n",
              "      <td>...</td>\n",
              "      <td>0.912045</td>\n",
              "      <td>0.358040</td>\n",
              "      <td>0.343546</td>\n",
              "      <td>0.077503</td>\n",
              "      <td>0.277830</td>\n",
              "      <td>0.301025</td>\n",
              "      <td>0.295316</td>\n",
              "      <td>0.105008</td>\n",
              "      <td>0.119205</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>perimeter_mean</th>\n",
              "      <td>0.073159</td>\n",
              "      <td>0.997855</td>\n",
              "      <td>0.329533</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.986507</td>\n",
              "      <td>0.207278</td>\n",
              "      <td>0.556936</td>\n",
              "      <td>0.716136</td>\n",
              "      <td>0.850977</td>\n",
              "      <td>0.183027</td>\n",
              "      <td>...</td>\n",
              "      <td>0.303038</td>\n",
              "      <td>0.970387</td>\n",
              "      <td>0.941550</td>\n",
              "      <td>0.150549</td>\n",
              "      <td>0.455774</td>\n",
              "      <td>0.563879</td>\n",
              "      <td>0.771241</td>\n",
              "      <td>0.189115</td>\n",
              "      <td>0.051019</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>area_mean</th>\n",
              "      <td>0.096893</td>\n",
              "      <td>0.987357</td>\n",
              "      <td>0.321086</td>\n",
              "      <td>0.986507</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.177028</td>\n",
              "      <td>0.498502</td>\n",
              "      <td>0.685983</td>\n",
              "      <td>0.823269</td>\n",
              "      <td>0.151293</td>\n",
              "      <td>...</td>\n",
              "      <td>0.287489</td>\n",
              "      <td>0.959120</td>\n",
              "      <td>0.959213</td>\n",
              "      <td>0.123523</td>\n",
              "      <td>0.390410</td>\n",
              "      <td>0.512606</td>\n",
              "      <td>0.722017</td>\n",
              "      <td>0.143570</td>\n",
              "      <td>0.003738</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>smoothness_mean</th>\n",
              "      <td>-0.012968</td>\n",
              "      <td>0.170581</td>\n",
              "      <td>-0.023389</td>\n",
              "      <td>0.207278</td>\n",
              "      <td>0.177028</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.659123</td>\n",
              "      <td>0.521984</td>\n",
              "      <td>0.553695</td>\n",
              "      <td>0.557775</td>\n",
              "      <td>...</td>\n",
              "      <td>0.036072</td>\n",
              "      <td>0.238853</td>\n",
              "      <td>0.206718</td>\n",
              "      <td>0.805324</td>\n",
              "      <td>0.472468</td>\n",
              "      <td>0.434926</td>\n",
              "      <td>0.503053</td>\n",
              "      <td>0.394309</td>\n",
              "      <td>0.499316</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>compactness_mean</th>\n",
              "      <td>0.000096</td>\n",
              "      <td>0.506124</td>\n",
              "      <td>0.236702</td>\n",
              "      <td>0.556936</td>\n",
              "      <td>0.498502</td>\n",
              "      <td>0.659123</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.883121</td>\n",
              "      <td>0.831135</td>\n",
              "      <td>0.602641</td>\n",
              "      <td>...</td>\n",
              "      <td>0.248133</td>\n",
              "      <td>0.590210</td>\n",
              "      <td>0.509604</td>\n",
              "      <td>0.565541</td>\n",
              "      <td>0.865809</td>\n",
              "      <td>0.816275</td>\n",
              "      <td>0.815573</td>\n",
              "      <td>0.510223</td>\n",
              "      <td>0.687382</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concavity_mean</th>\n",
              "      <td>0.050080</td>\n",
              "      <td>0.676764</td>\n",
              "      <td>0.302418</td>\n",
              "      <td>0.716136</td>\n",
              "      <td>0.685983</td>\n",
              "      <td>0.521984</td>\n",
              "      <td>0.883121</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.921391</td>\n",
              "      <td>0.500667</td>\n",
              "      <td>...</td>\n",
              "      <td>0.299879</td>\n",
              "      <td>0.729565</td>\n",
              "      <td>0.675987</td>\n",
              "      <td>0.448822</td>\n",
              "      <td>0.754968</td>\n",
              "      <td>0.884103</td>\n",
              "      <td>0.861323</td>\n",
              "      <td>0.409464</td>\n",
              "      <td>0.514930</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concave points_mean</th>\n",
              "      <td>0.044158</td>\n",
              "      <td>0.822529</td>\n",
              "      <td>0.293464</td>\n",
              "      <td>0.850977</td>\n",
              "      <td>0.823269</td>\n",
              "      <td>0.553695</td>\n",
              "      <td>0.831135</td>\n",
              "      <td>0.921391</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.462497</td>\n",
              "      <td>...</td>\n",
              "      <td>0.292752</td>\n",
              "      <td>0.855923</td>\n",
              "      <td>0.809630</td>\n",
              "      <td>0.452753</td>\n",
              "      <td>0.667454</td>\n",
              "      <td>0.752399</td>\n",
              "      <td>0.910155</td>\n",
              "      <td>0.375744</td>\n",
              "      <td>0.368661</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>symmetry_mean</th>\n",
              "      <td>-0.022114</td>\n",
              "      <td>0.147741</td>\n",
              "      <td>0.071401</td>\n",
              "      <td>0.183027</td>\n",
              "      <td>0.151293</td>\n",
              "      <td>0.557775</td>\n",
              "      <td>0.602641</td>\n",
              "      <td>0.500667</td>\n",
              "      <td>0.462497</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.090651</td>\n",
              "      <td>0.219169</td>\n",
              "      <td>0.177193</td>\n",
              "      <td>0.426675</td>\n",
              "      <td>0.473200</td>\n",
              "      <td>0.433721</td>\n",
              "      <td>0.430297</td>\n",
              "      <td>0.699826</td>\n",
              "      <td>0.438413</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fractal_dimension_mean</th>\n",
              "      <td>-0.052511</td>\n",
              "      <td>-0.311631</td>\n",
              "      <td>-0.076437</td>\n",
              "      <td>-0.261477</td>\n",
              "      <td>-0.283110</td>\n",
              "      <td>0.584792</td>\n",
              "      <td>0.565369</td>\n",
              "      <td>0.336783</td>\n",
              "      <td>0.166917</td>\n",
              "      <td>0.479921</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.051269</td>\n",
              "      <td>-0.205151</td>\n",
              "      <td>-0.231854</td>\n",
              "      <td>0.504942</td>\n",
              "      <td>0.458798</td>\n",
              "      <td>0.346234</td>\n",
              "      <td>0.175325</td>\n",
              "      <td>0.334019</td>\n",
              "      <td>0.767297</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>radius_se</th>\n",
              "      <td>0.143048</td>\n",
              "      <td>0.679090</td>\n",
              "      <td>0.275869</td>\n",
              "      <td>0.691765</td>\n",
              "      <td>0.732562</td>\n",
              "      <td>0.301467</td>\n",
              "      <td>0.497473</td>\n",
              "      <td>0.631925</td>\n",
              "      <td>0.698050</td>\n",
              "      <td>0.303379</td>\n",
              "      <td>...</td>\n",
              "      <td>0.194799</td>\n",
              "      <td>0.719684</td>\n",
              "      <td>0.751548</td>\n",
              "      <td>0.141919</td>\n",
              "      <td>0.287103</td>\n",
              "      <td>0.380585</td>\n",
              "      <td>0.531062</td>\n",
              "      <td>0.094543</td>\n",
              "      <td>0.049559</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>texture_se</th>\n",
              "      <td>-0.007526</td>\n",
              "      <td>-0.097317</td>\n",
              "      <td>0.386358</td>\n",
              "      <td>-0.086761</td>\n",
              "      <td>-0.066280</td>\n",
              "      <td>0.068406</td>\n",
              "      <td>0.046205</td>\n",
              "      <td>0.076218</td>\n",
              "      <td>0.021480</td>\n",
              "      <td>0.128053</td>\n",
              "      <td>...</td>\n",
              "      <td>0.409003</td>\n",
              "      <td>-0.102242</td>\n",
              "      <td>-0.083195</td>\n",
              "      <td>-0.073658</td>\n",
              "      <td>-0.092439</td>\n",
              "      <td>-0.068956</td>\n",
              "      <td>-0.119638</td>\n",
              "      <td>-0.128215</td>\n",
              "      <td>-0.045655</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>perimeter_se</th>\n",
              "      <td>0.137331</td>\n",
              "      <td>0.674172</td>\n",
              "      <td>0.281673</td>\n",
              "      <td>0.693135</td>\n",
              "      <td>0.726628</td>\n",
              "      <td>0.296092</td>\n",
              "      <td>0.548905</td>\n",
              "      <td>0.660391</td>\n",
              "      <td>0.710650</td>\n",
              "      <td>0.313893</td>\n",
              "      <td>...</td>\n",
              "      <td>0.200371</td>\n",
              "      <td>0.721031</td>\n",
              "      <td>0.730713</td>\n",
              "      <td>0.130054</td>\n",
              "      <td>0.341919</td>\n",
              "      <td>0.418899</td>\n",
              "      <td>0.554897</td>\n",
              "      <td>0.109930</td>\n",
              "      <td>0.085433</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>area_se</th>\n",
              "      <td>0.177742</td>\n",
              "      <td>0.735864</td>\n",
              "      <td>0.259845</td>\n",
              "      <td>0.744983</td>\n",
              "      <td>0.800086</td>\n",
              "      <td>0.246552</td>\n",
              "      <td>0.455653</td>\n",
              "      <td>0.617427</td>\n",
              "      <td>0.690299</td>\n",
              "      <td>0.223970</td>\n",
              "      <td>...</td>\n",
              "      <td>0.196497</td>\n",
              "      <td>0.761213</td>\n",
              "      <td>0.811408</td>\n",
              "      <td>0.125389</td>\n",
              "      <td>0.283257</td>\n",
              "      <td>0.385100</td>\n",
              "      <td>0.538166</td>\n",
              "      <td>0.074126</td>\n",
              "      <td>0.017539</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>smoothness_se</th>\n",
              "      <td>0.096781</td>\n",
              "      <td>-0.222600</td>\n",
              "      <td>0.006614</td>\n",
              "      <td>-0.202694</td>\n",
              "      <td>-0.166777</td>\n",
              "      <td>0.332375</td>\n",
              "      <td>0.135299</td>\n",
              "      <td>0.098564</td>\n",
              "      <td>0.027653</td>\n",
              "      <td>0.187321</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.074743</td>\n",
              "      <td>-0.217304</td>\n",
              "      <td>-0.182195</td>\n",
              "      <td>0.314457</td>\n",
              "      <td>-0.055558</td>\n",
              "      <td>-0.058298</td>\n",
              "      <td>-0.102007</td>\n",
              "      <td>-0.107342</td>\n",
              "      <td>0.101480</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>compactness_se</th>\n",
              "      <td>0.033961</td>\n",
              "      <td>0.206000</td>\n",
              "      <td>0.191975</td>\n",
              "      <td>0.250744</td>\n",
              "      <td>0.212583</td>\n",
              "      <td>0.318943</td>\n",
              "      <td>0.738722</td>\n",
              "      <td>0.670279</td>\n",
              "      <td>0.490424</td>\n",
              "      <td>0.421659</td>\n",
              "      <td>...</td>\n",
              "      <td>0.143003</td>\n",
              "      <td>0.260516</td>\n",
              "      <td>0.199371</td>\n",
              "      <td>0.227394</td>\n",
              "      <td>0.678780</td>\n",
              "      <td>0.639147</td>\n",
              "      <td>0.483208</td>\n",
              "      <td>0.277878</td>\n",
              "      <td>0.590973</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concavity_se</th>\n",
              "      <td>0.055239</td>\n",
              "      <td>0.194204</td>\n",
              "      <td>0.143293</td>\n",
              "      <td>0.228082</td>\n",
              "      <td>0.207660</td>\n",
              "      <td>0.248396</td>\n",
              "      <td>0.570517</td>\n",
              "      <td>0.691270</td>\n",
              "      <td>0.439167</td>\n",
              "      <td>0.342627</td>\n",
              "      <td>...</td>\n",
              "      <td>0.100241</td>\n",
              "      <td>0.226680</td>\n",
              "      <td>0.188353</td>\n",
              "      <td>0.168481</td>\n",
              "      <td>0.484858</td>\n",
              "      <td>0.662564</td>\n",
              "      <td>0.440472</td>\n",
              "      <td>0.197788</td>\n",
              "      <td>0.439329</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concave points_se</th>\n",
              "      <td>0.078768</td>\n",
              "      <td>0.376169</td>\n",
              "      <td>0.163851</td>\n",
              "      <td>0.407217</td>\n",
              "      <td>0.372320</td>\n",
              "      <td>0.380676</td>\n",
              "      <td>0.642262</td>\n",
              "      <td>0.683260</td>\n",
              "      <td>0.615634</td>\n",
              "      <td>0.393298</td>\n",
              "      <td>...</td>\n",
              "      <td>0.086741</td>\n",
              "      <td>0.394999</td>\n",
              "      <td>0.342271</td>\n",
              "      <td>0.215351</td>\n",
              "      <td>0.452888</td>\n",
              "      <td>0.549592</td>\n",
              "      <td>0.602450</td>\n",
              "      <td>0.143116</td>\n",
              "      <td>0.310655</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>symmetry_se</th>\n",
              "      <td>-0.017306</td>\n",
              "      <td>-0.104321</td>\n",
              "      <td>0.009127</td>\n",
              "      <td>-0.081629</td>\n",
              "      <td>-0.072497</td>\n",
              "      <td>0.200774</td>\n",
              "      <td>0.229977</td>\n",
              "      <td>0.178009</td>\n",
              "      <td>0.095351</td>\n",
              "      <td>0.449137</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.077473</td>\n",
              "      <td>-0.103753</td>\n",
              "      <td>-0.110343</td>\n",
              "      <td>-0.012662</td>\n",
              "      <td>0.060255</td>\n",
              "      <td>0.037119</td>\n",
              "      <td>-0.030413</td>\n",
              "      <td>0.389402</td>\n",
              "      <td>0.078079</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fractal_dimension_se</th>\n",
              "      <td>0.025725</td>\n",
              "      <td>-0.042641</td>\n",
              "      <td>0.054458</td>\n",
              "      <td>-0.005523</td>\n",
              "      <td>-0.019887</td>\n",
              "      <td>0.283607</td>\n",
              "      <td>0.507318</td>\n",
              "      <td>0.449301</td>\n",
              "      <td>0.257584</td>\n",
              "      <td>0.331786</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.003195</td>\n",
              "      <td>-0.001000</td>\n",
              "      <td>-0.022736</td>\n",
              "      <td>0.170568</td>\n",
              "      <td>0.390159</td>\n",
              "      <td>0.379975</td>\n",
              "      <td>0.215204</td>\n",
              "      <td>0.111094</td>\n",
              "      <td>0.591328</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>radius_worst</th>\n",
              "      <td>0.082405</td>\n",
              "      <td>0.969539</td>\n",
              "      <td>0.352573</td>\n",
              "      <td>0.969476</td>\n",
              "      <td>0.962746</td>\n",
              "      <td>0.213120</td>\n",
              "      <td>0.535315</td>\n",
              "      <td>0.688236</td>\n",
              "      <td>0.830318</td>\n",
              "      <td>0.185728</td>\n",
              "      <td>...</td>\n",
              "      <td>0.359921</td>\n",
              "      <td>0.993708</td>\n",
              "      <td>0.984015</td>\n",
              "      <td>0.216574</td>\n",
              "      <td>0.475820</td>\n",
              "      <td>0.573975</td>\n",
              "      <td>0.787424</td>\n",
              "      <td>0.243529</td>\n",
              "      <td>0.093492</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>texture_worst</th>\n",
              "      <td>0.064720</td>\n",
              "      <td>0.297008</td>\n",
              "      <td>0.912045</td>\n",
              "      <td>0.303038</td>\n",
              "      <td>0.287489</td>\n",
              "      <td>0.036072</td>\n",
              "      <td>0.248133</td>\n",
              "      <td>0.299879</td>\n",
              "      <td>0.292752</td>\n",
              "      <td>0.090651</td>\n",
              "      <td>...</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.365098</td>\n",
              "      <td>0.345842</td>\n",
              "      <td>0.225429</td>\n",
              "      <td>0.360832</td>\n",
              "      <td>0.368366</td>\n",
              "      <td>0.359755</td>\n",
              "      <td>0.233027</td>\n",
              "      <td>0.219122</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>perimeter_worst</th>\n",
              "      <td>0.079986</td>\n",
              "      <td>0.965137</td>\n",
              "      <td>0.358040</td>\n",
              "      <td>0.970387</td>\n",
              "      <td>0.959120</td>\n",
              "      <td>0.238853</td>\n",
              "      <td>0.590210</td>\n",
              "      <td>0.729565</td>\n",
              "      <td>0.855923</td>\n",
              "      <td>0.219169</td>\n",
              "      <td>...</td>\n",
              "      <td>0.365098</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.977578</td>\n",
              "      <td>0.236775</td>\n",
              "      <td>0.529408</td>\n",
              "      <td>0.618344</td>\n",
              "      <td>0.816322</td>\n",
              "      <td>0.269493</td>\n",
              "      <td>0.138957</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>area_worst</th>\n",
              "      <td>0.107187</td>\n",
              "      <td>0.941082</td>\n",
              "      <td>0.343546</td>\n",
              "      <td>0.941550</td>\n",
              "      <td>0.959213</td>\n",
              "      <td>0.206718</td>\n",
              "      <td>0.509604</td>\n",
              "      <td>0.675987</td>\n",
              "      <td>0.809630</td>\n",
              "      <td>0.177193</td>\n",
              "      <td>...</td>\n",
              "      <td>0.345842</td>\n",
              "      <td>0.977578</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.209145</td>\n",
              "      <td>0.438296</td>\n",
              "      <td>0.543331</td>\n",
              "      <td>0.747419</td>\n",
              "      <td>0.209146</td>\n",
              "      <td>0.079647</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>smoothness_worst</th>\n",
              "      <td>0.010338</td>\n",
              "      <td>0.119616</td>\n",
              "      <td>0.077503</td>\n",
              "      <td>0.150549</td>\n",
              "      <td>0.123523</td>\n",
              "      <td>0.805324</td>\n",
              "      <td>0.565541</td>\n",
              "      <td>0.448822</td>\n",
              "      <td>0.452753</td>\n",
              "      <td>0.426675</td>\n",
              "      <td>...</td>\n",
              "      <td>0.225429</td>\n",
              "      <td>0.236775</td>\n",
              "      <td>0.209145</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.568187</td>\n",
              "      <td>0.518523</td>\n",
              "      <td>0.547691</td>\n",
              "      <td>0.493838</td>\n",
              "      <td>0.617624</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>compactness_worst</th>\n",
              "      <td>-0.002968</td>\n",
              "      <td>0.413463</td>\n",
              "      <td>0.277830</td>\n",
              "      <td>0.455774</td>\n",
              "      <td>0.390410</td>\n",
              "      <td>0.472468</td>\n",
              "      <td>0.865809</td>\n",
              "      <td>0.754968</td>\n",
              "      <td>0.667454</td>\n",
              "      <td>0.473200</td>\n",
              "      <td>...</td>\n",
              "      <td>0.360832</td>\n",
              "      <td>0.529408</td>\n",
              "      <td>0.438296</td>\n",
              "      <td>0.568187</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.892261</td>\n",
              "      <td>0.801080</td>\n",
              "      <td>0.614441</td>\n",
              "      <td>0.810455</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concavity_worst</th>\n",
              "      <td>0.023203</td>\n",
              "      <td>0.526911</td>\n",
              "      <td>0.301025</td>\n",
              "      <td>0.563879</td>\n",
              "      <td>0.512606</td>\n",
              "      <td>0.434926</td>\n",
              "      <td>0.816275</td>\n",
              "      <td>0.884103</td>\n",
              "      <td>0.752399</td>\n",
              "      <td>0.433721</td>\n",
              "      <td>...</td>\n",
              "      <td>0.368366</td>\n",
              "      <td>0.618344</td>\n",
              "      <td>0.543331</td>\n",
              "      <td>0.518523</td>\n",
              "      <td>0.892261</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.855434</td>\n",
              "      <td>0.532520</td>\n",
              "      <td>0.686511</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>concave points_worst</th>\n",
              "      <td>0.035174</td>\n",
              "      <td>0.744214</td>\n",
              "      <td>0.295316</td>\n",
              "      <td>0.771241</td>\n",
              "      <td>0.722017</td>\n",
              "      <td>0.503053</td>\n",
              "      <td>0.815573</td>\n",
              "      <td>0.861323</td>\n",
              "      <td>0.910155</td>\n",
              "      <td>0.430297</td>\n",
              "      <td>...</td>\n",
              "      <td>0.359755</td>\n",
              "      <td>0.816322</td>\n",
              "      <td>0.747419</td>\n",
              "      <td>0.547691</td>\n",
              "      <td>0.801080</td>\n",
              "      <td>0.855434</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.502528</td>\n",
              "      <td>0.511114</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>symmetry_worst</th>\n",
              "      <td>-0.044224</td>\n",
              "      <td>0.163953</td>\n",
              "      <td>0.105008</td>\n",
              "      <td>0.189115</td>\n",
              "      <td>0.143570</td>\n",
              "      <td>0.394309</td>\n",
              "      <td>0.510223</td>\n",
              "      <td>0.409464</td>\n",
              "      <td>0.375744</td>\n",
              "      <td>0.699826</td>\n",
              "      <td>...</td>\n",
              "      <td>0.233027</td>\n",
              "      <td>0.269493</td>\n",
              "      <td>0.209146</td>\n",
              "      <td>0.493838</td>\n",
              "      <td>0.614441</td>\n",
              "      <td>0.532520</td>\n",
              "      <td>0.502528</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.537848</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>fractal_dimension_worst</th>\n",
              "      <td>-0.029866</td>\n",
              "      <td>0.007066</td>\n",
              "      <td>0.119205</td>\n",
              "      <td>0.051019</td>\n",
              "      <td>0.003738</td>\n",
              "      <td>0.499316</td>\n",
              "      <td>0.687382</td>\n",
              "      <td>0.514930</td>\n",
              "      <td>0.368661</td>\n",
              "      <td>0.438413</td>\n",
              "      <td>...</td>\n",
              "      <td>0.219122</td>\n",
              "      <td>0.138957</td>\n",
              "      <td>0.079647</td>\n",
              "      <td>0.617624</td>\n",
              "      <td>0.810455</td>\n",
              "      <td>0.686511</td>\n",
              "      <td>0.511114</td>\n",
              "      <td>0.537848</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Unnamed: 32</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>32 rows × 32 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5072a39f-ad2f-4bbb-a7ec-92259c4efa77')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-5072a39f-ad2f-4bbb-a7ec-92259c4efa77 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-5072a39f-ad2f-4bbb-a7ec-92259c4efa77');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-55ea914e-c7d3-4cbb-9e76-d42ca8ad870d\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-55ea914e-c7d3-4cbb-9e76-d42ca8ad870d')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-55ea914e-c7d3-4cbb-9e76-d42ca8ad870d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(20,9))\n",
        "\n",
        "\n",
        "#Correlation Heatmap\n",
        "sns.heatmap(df.corr(),annot = True, cmap =\"YlOrBr\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 987
        },
        "id": "NPQmTs-9RRD8",
        "outputId": "46d1fbbb-9b2a-4541-8865-575d8dcd5b7e"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-10-a5ba1d5825cb>:5: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
            "  sns.heatmap(df.corr(),annot = True, cmap =\"YlOrBr\")\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x900 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# How smooth is Our Data?\n",
        "# Lets find out with a violin Plot\n",
        "\n",
        "sns.violinplot(x=\"smoothness_mean\",y=\"perimeter_mean\",data=df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 467
        },
        "id": "3Xeu7af-ZBGp",
        "outputId": "39d8e5da-67b2-4ecc-b86c-d97c602eff7f"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='smoothness_mean', ylabel='perimeter_mean'>"
            ]
          },
          "metadata": {},
          "execution_count": 33
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## KNN"
      ],
      "metadata": {
        "id": "Zay0i8aCN2r7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Train a model using K-NN\n",
        "knn_model = KNeighborsClassifier()\n",
        "knn_model.fit(X_train, y_train)\n",
        "\n",
        "# Show the confusion matrix\n",
        "knn_pred = knn_model.predict(X_test)\n",
        "knn_cm = confusion_matrix(y_test, knn_pred)\n",
        "print(\"Confusion Matrix (K-NN):\")\n",
        "print(knn_cm)\n",
        "\n",
        "# Show the heat map\n",
        "sns.heatmap(knn_cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
        "plt.title(\"Confusion Matrix Heatmap (K-NN)\")\n",
        "plt.show()\n",
        "\n",
        "# Show the classification accuracy\n",
        "knn_accuracy = accuracy_score(y_test, knn_pred)\n",
        "print(\"Classification Accuracy (K-NN):\", knn_accuracy)\n",
        "\n",
        "# Compare the training and testing accuracy\n",
        "print(\"Training Accuracy (K-NN):\", knn_model.score(X_train, y_train))\n",
        "print(\"Testing Accuracy (K-NN):\", knn_accuracy)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 556
        },
        "id": "vUKf0lt9N37f",
        "outputId": "00590e9c-0372-4660-a5c2-064f6bb41d9a"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Confusion Matrix (K-NN):\n",
            "[[88  1]\n",
            " [ 4 50]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Classification Accuracy (K-NN): 0.965034965034965\n",
            "Training Accuracy (K-NN): 0.9342723004694836\n",
            "Testing Accuracy (K-NN): 0.965034965034965\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## SVM -Training Model using SVM"
      ],
      "metadata": {
        "id": "gqBW4A3CPXwC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# SVM Model\n",
        "svm = SVC()\n",
        "svm.fit(X_train, y_train)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "id": "YiJ0rP5pPh5t",
        "outputId": "a23be3e5-cc45-476b-d087-05bca16423c1"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC()"
            ],
            "text/html": [
              "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Training accuracy\n",
        "svm_train_acc = svm.score(X_train, y_train)\n",
        "print(f'SVM Training Accuracy: {svm_train_acc:.3f}')\n",
        "\n",
        "# Testing accuracy\n",
        "svm_test_acc = svm.score(X_test, y_test)\n",
        "print(f'SVM Test Accuracy: {svm_test_acc:.3f}')\n",
        "\n",
        "# Predictions on test set\n",
        "y_pred = svm.predict(X_test)\n",
        "\n",
        "# Confusion matrix\n",
        "svm_cm = confusion_matrix(y_test, y_pred)\n",
        "print('SVM Confusion Matrix:')\n",
        "print(svm_cm)\n",
        "\n",
        "# Heatmap visualization of confusion matrix\n",
        "sns.heatmap(svm_cm, annot=True, fmt='d')\n",
        "plt.title('SVM Confusion Matrix Heatmap')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Actual')\n",
        "plt.show()\n",
        "\n",
        "# Compare training accuracy vs testing accuracy\n",
        "print(f'SVM Training Accuracy: {svm_train_acc:.3f}')\n",
        "print(f'SVM Test Accuracy: {svm_test_acc:.3f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 594
        },
        "id": "tNx1X4c3RD5G",
        "outputId": "680bb220-5f88-413d-c166-f5cd88c90f3b"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SVM Training Accuracy: 0.911\n",
            "SVM Test Accuracy: 0.951\n",
            "SVM Confusion Matrix:\n",
            "[[88  1]\n",
            " [ 6 48]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SVM Training Accuracy: 0.911\n",
            "SVM Test Accuracy: 0.951\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Decision Trees\n",
        "\n"
      ],
      "metadata": {
        "id": "RXKcR6alSpZs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Decision Tree Model\n",
        "dt = DecisionTreeClassifier()\n",
        "dt.fit(X_train, y_train)\n",
        "\n",
        "# Training accuracy\n",
        "dt_train_acc = dt.score(X_train, y_train)\n",
        "print(f'Decision Tree Training Accuracy: {dt_train_acc:.3f}')\n",
        "\n",
        "# Testing accuracy\n",
        "dt_test_acc = dt.score(X_test, y_test)\n",
        "print(f'Decision Tree Test Accuracy: {dt_test_acc:.3f}')\n",
        "\n",
        "# Predictions on test set\n",
        "y_pred = dt.predict(X_test)\n",
        "\n",
        "# Confusion matrix\n",
        "dt_cm = confusion_matrix(y_test, y_pred)\n",
        "print('Decision Tree Confusion Matrix:')\n",
        "print(dt_cm)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "S1dtgqh4SukA",
        "outputId": "60a97f3c-7f9b-4ed7-cbbe-197b7b4a83cd"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Decision Tree Training Accuracy: 1.000\n",
            "Decision Tree Test Accuracy: 0.930\n",
            "Decision Tree Confusion Matrix:\n",
            "[[82  7]\n",
            " [ 3 51]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Heatmap visualization\n",
        "sns.heatmap(dt_cm, annot=True, fmt='d')\n",
        "plt.title('Decision Tree Confusion Matrix Heatmap')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Actual')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "HHg3OdewS3VK",
        "outputId": "b97a5501-bf9b-47f3-bc3e-d1184d125137"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "EsR1XawDS_33"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Random Forest model training, evaluation, and comparison"
      ],
      "metadata": {
        "id": "Am7t0MOdTNXS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Random Forest Model\n",
        "rf = RandomForestClassifier(n_estimators=100)\n",
        "rf.fit(X_train, y_train)\n",
        "\n",
        "# Training accuracy\n",
        "rf_train_acc = rf.score(X_train, y_train)\n",
        "print(f'RF Training Accuracy: {rf_train_acc:.3f}')\n",
        "\n",
        "# Testing accuracy\n",
        "rf_test_acc = rf.score(X_test, y_test)\n",
        "print(f'RF Test Accuracy: {rf_test_acc:.3f}')\n",
        "\n",
        "# Predictions on test set\n",
        "y_pred = rf.predict(X_test)\n",
        "\n",
        "# Confusion matrix\n",
        "rf_cm = confusion_matrix(y_test, y_pred)\n",
        "print('Random Forest Confusion Matrix:')\n",
        "print(rf_cm)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "-a8KdWClTVTm",
        "outputId": "6678021b-ec09-4845-a93f-041f94636869"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "RF Training Accuracy: 1.000\n",
            "RF Test Accuracy: 0.972\n",
            "Random Forest Confusion Matrix:\n",
            "[[88  1]\n",
            " [ 3 51]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Heatmap visualization\n",
        "sns.heatmap(rf_cm, annot=True, fmt='d')\n",
        "plt.title('Random Forest Confusion Matrix Heatmap')\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('Actual')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "ODsSrb67Tax8",
        "outputId": "a7dd9fd9-e231-4f5f-fb03-7f4b3a2d6670"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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pKSnavHlzsfklpdGoUSN98803OnToULFk63Jd6JqXxoX+SJydqHkud1+Tkrjr++eee+7Rgw8+qIyMDHXp0sVhTsm5vvjiC3Xv3l3t27fXnDlzFBkZKT8/P82fP1+LFi1yqs/zv98u5vfff9dXX30lSfrxxx9VVFRkyrLZoqIide7cWU888USJ+xs0aCDJvdehpM+wNJ+rs7//cGUikXCTsz8cHTt21KxZs+zrzJcuXaprrrlGy5cvd/gF7+q6/9q1a0v6618l50tPTy927Nq1a3Xy5EmHqsSuXbsczuUpZ/s/P27prxirVat2yeWddevWlWEYio6Otv8CvZhmzZqpWbNmeuqpp/Tll1/q5ptv1ty5czV+/HhJzv1LrVu3bnrnnXf01ltvKTk5+aLHnvteO3Xq5LAvPT3drZ/F2X/xZ2VlObSfX4E661LX5Hy1a9e+4Gd2dr8Z7rzzTj300EPavHmzFi9efMHjli1bJn9/f61evdqhQjh//vxix7rzDpWJiYk6efKkUlJSlJycrOnTpyspKclt5z+rbt26OnXqVIkVjHN56jqcy9nffyX9Xtu9ezd37C3nmCPhRrfccotatWql6dOnKy8vT9LfWfu5WfqWLVu0adMml/qIjIzU9ddfr4ULFzos0VuzZk2xsenbb79dhYWFmjVrlkP7tGnTZLFY7DPgPeXc93LuH73vv/9en376aalmu/fq1Uu+vr565plniv0L1zAMe5k1JydHZ86ccdjfrFkz+fj4OJR8AwMDi/0BvpA+ffqoWbNmmjBhQomf58mTJ/Xvf/9bktSyZUuFhYVp7ty5Dv19/PHH+umnn+wz6N3h7Iz7c8fKCwsL9eqrrzocV9prcr7bb79dW7dudXjPubm5evXVV1WnTh3T7msRFBSkl19+WePGjVO3bt0ueJyvr68sFotDBebAgQMl3rnRmc/7YpYuXarFixdr0qRJevLJJ9W/f3899dRTptyMrF+/ftq0aZNWr15dbF9WVpb9M/XEdTifs7//UlNTHZZDb926VVu2bPH47ypcHBUJNxs9erT69u2rBQsW6OGHH9Ydd9yh5cuX684771TXrl21f/9+zZ07V02aNNGpU6dc6iMlJUVdu3ZV27ZtNWjQIP3xxx+aOXOmrr32WodzduvWTR07dtS///1vHThwQM2bN9enn36q999/XyNGjLjo0say8vzzz6tLly6KjY3V4MGD7cs/Q0JCNG7cuEu+vm7duho/frySk5N14MAB9ezZU5UqVdL+/fu1YsUKDRkyRKNGjdJnn32mRx99VH379lWDBg105swZvfnmm/L19VXv3r3t54uJidHatWv14osvKioqStHR0SXOB5D+mn+xfPlyxcXFqX379urXr59uvvlm+fn56YcfftCiRYtUpUoVTZgwQX5+fpo8ebLuv/9+dejQQXfffbd9+WedOnU0cuRId11SXXvttWrTpo2Sk5P1xx9/KDQ0VO+++26xpKG01+R8Tz75pH0p5vDhwxUaGqqFCxdq//79WrZsmal3wUxISLjkMV27dtWLL76o2267Tffcc4+OHj2q2bNnq169evruu+8cjnXm876Qo0ePaujQoerYsaMeffRRSdKsWbO0bt06DRw4UBs3bnTrNRk9erRWrlypO+64QwMHDlRMTIxyc3O1c+dOLV26VAcOHFC1atXK/DqUxNnff/Xq1VPbtm01dOhQ2Ww2TZ8+XVWrVr3gMA7KCc8sFrmynbss7XyFhYVG3bp1jbp16xpnzpwxioqKjIkTJxq1a9c2rFar0aJFC2PVqlVGQkKCw1LNs8ufzl3mdZYk4+mnn3ZoW7ZsmdG4cWPDarUaTZo0MZYvX17snIbx17K8kSNHGlFRUYafn59Rv3594/nnnzeKioqK9ZGYmOjQdqGYzi7ru9SywYtdp3OtXbvWuPnmm42AgAAjODjY6Natm/Hjjz86HHN2GdqxY8dKPMeyZcuMtm3bGoGBgUZgYKDRqFEjIzEx0UhPTzcMwzD27dtnDBo0yKhbt67h7+9vhIaGGh07djTWrl3rcJ5du3YZ7du3NwICAgxJpVoKeuLECWPs2LFGs2bNjKuuusrw9/c3mjZtaiQnJxtHjhxxOHbx4sVGixYtDKvVaoSGhhoDBgxwWO5mGH8t/wwMDCzWT0nLDkta+mgYhvHzzz8bcXFxhtVqNcLDw41//etfxpo1axyWf5b2mpy//PPs+fv06WNUrlzZ8Pf3N1q1amWsWrXK4ZgLfZ+c/b6aP39+sbjPVdrvn5Kuwbx584z69esbVqvVaNSokTF//vwSr9+FPu+Lfb+df55evXoZlSpVMg4cOOBw3Nml25MnT75o/B06dDCuvfbaEvdd6Gfw5MmTRnJyslGvXj2jYsWKRrVq1YybbrrJeOGFF4z8/HzTr8OFvkfPfy+u/P6bOnWqUbNmTcNqtRrt2rUzvv3224teP3iexTA8MGMOAID/c+DAAUVHR+v555/XqFGjPB0OnMQcCQAA4DISCQAA4DISCQAA4DLmSAAAAJdRkQAAAC4jkQAAAC4jkQAAAC7zyjtbFhx336OWAW8SENXO0yEA5c6Z/MOXPugyuevvkl+1a9xyHneiIgEAAFzmlRUJAADKlaLCSx9zhSKRAADAbEaRpyMwDYkEAABmK/LeRII5EgAAwGVUJAAAMJnB0AYAAHAZQxsAAADFUZEAAMBsDG0AAACXefF9JBjaAAAALqMiAQCA2RjaAAAALmPVBgAAQHFUJAAAMBk3pAIAAK7z4qENEgkAAMzmxRUJ5kgAAACXUZEAAMBsXnxDKhIJAADMxtAGAABAcVQkAAAwG6s2AACAyxjaAAAAKI6KBAAAZmNoAwAAuMowvHf5J0MbAADAZVQkAAAwmxdPtiSRAADAbF48R4KhDQAAzGYUuWdzQmFhocaMGaPo6GgFBASobt26eu6552QYxt9hGYbGjh2ryMhIBQQEKC4uTnv27HGqHxIJAAC80OTJk/Xyyy9r1qxZ+umnnzR58mRNmTJFM2fOtB8zZcoUzZgxQ3PnztWWLVsUGBio+Ph45eXllbofhjYAADCbBx7a9eWXX6pHjx7q2rWrJKlOnTp65513tHXrVkl/VSOmT5+up556Sj169JAkvfHGGwoPD1dqaqr69+9fqn6oSAAAYDY3DW3YbDbl5OQ4bDabrcQub7rpJqWlpWn37t2SpG+//VYbN25Uly5dJEn79+9XRkaG4uLi7K8JCQlR69attWnTplK/NRIJAACuECkpKQoJCXHYUlJSSjz2ySefVP/+/dWoUSP5+fmpRYsWGjFihAYMGCBJysjIkCSFh4c7vC48PNy+rzQY2gAAwGxuWrWRnJyspKQkhzar1Vrise+9957efvttLVq0SNdee6127NihESNGKCoqSgkJCW6JRyKRAADAfG66j4TVar1g4nC+0aNH26sSktSsWTP98ssvSklJUUJCgiIiIiRJmZmZioyMtL8uMzNT119/faljYmgDAAAvdPr0afn4OP6Z9/X1VdH/VUeio6MVERGhtLQ0+/6cnBxt2bJFsbGxpe6HigQAAGbzwA2punXrpgkTJqhWrVq69tpr9c033+jFF1/UoEGDJEkWi0UjRozQ+PHjVb9+fUVHR2vMmDGKiopSz549S90PiQQAAGbzQCIxc+ZMjRkzRo888oiOHj2qqKgoPfTQQxo7dqz9mCeeeEK5ubkaMmSIsrKy1LZtW33yySfy9/cvdT8W49xbXHmJguP7PB0CUC4FRLXzdAhAuXMm/7DpfeR98aZbzuPf7h9uOY87UZEAAMBk3vwYcRIJAADM5sUP7SKRAADAbF78GHGWfwIAAJdRkQAAwGwMbQAAAJcxtAEAAFAcFQkAAMzG0AYAAHAZQxsAAADFUZEAAMBsDG0AAACXeXEiwdAGAABwGRUJAADM5sWTLUkkAAAwmxcPbZBIAABgNi+uSDBHAgAAuIyKBAAAZmNoAwAAuIyhDQAAgOKoSAAAYDaGNgAAgMu8OJFgaAMAALiMigQAAGYzDE9HYBoSCQAAzMbQBgAAQHFUJAAAMJsXVyRIJAAAMJsX35CKRAIAALN5cUWCORIAAMBlVCQAADCbFy//pCIBAIDZiorcszmhTp06slgsxbbExERJUl5enhITE1W1alUFBQWpd+/eyszMdPqtkUgAAOCFtm3bpiNHjti3NWvWSJL69u0rSRo5cqQ++OADLVmyROvXr9dvv/2mXr16Od0PQxsAAJjNA5Mtq1ev7vD1pEmTVLduXXXo0EHZ2dmaN2+eFi1apE6dOkmS5s+fr8aNG2vz5s1q06ZNqfuhIgEAgNmMIvdsLsrPz9dbb72lQYMGyWKxaPv27SooKFBcXJz9mEaNGqlWrVratGmTU+emIgEAwBXCZrPJZrM5tFmtVlmt1ou+LjU1VVlZWRo4cKAkKSMjQxUrVlTlypUdjgsPD1dGRoZTMVGRAADAZEaR4ZYtJSVFISEhDltKSsol+583b566dOmiqKgot783KhIAAJjNTXMkkpOTlZSU5NB2qWrEL7/8orVr12r58uX2toiICOXn5ysrK8uhKpGZmamIiAinYqIiAQDAFcJqtSo4ONhhu1QiMX/+fIWFhalr1672tpiYGPn5+SktLc3elp6eroMHDyo2NtapmKhIAABgNg89a6OoqEjz589XQkKCKlT4+09+SEiIBg8erKSkJIWGhio4OFjDhg1TbGysUys2JBIJAADMV+SZO1uuXbtWBw8e1KBBg4rtmzZtmnx8fNS7d2/ZbDbFx8drzpw5TvdhMQzvu29nwfF9ng4BKJcCotp5OgSg3DmTf9j0Pk7PfMQt57lqmPN/6M3GHAkAAOAyhjYAADCbFz9GnEQCAACzed8sAjuGNgAAgMtIJHDZCgsLNfPVNxTfZ6BiOvbQbX3v19z5i3TuPN7Tp//UhKlzdGvPexXTsYe6DxiixSs+9GDUQNlr17a1Ulcs0MED23Um/7C6d4/3dEgoKx54jHhZYWgDl23eW0u0OPVDTXjqcdWLrq0fdu3WUxOmKSgoUPf27SFJmjLzVW3Z/q1Sxj6hqyPD9eXW7Ro/dbbCqlVVx3bOrVkGrlSBgVfpu+9+1PwF72rZknmeDgdlyUPLP8sCiQQu247vf1LHdm3U4aZWkqSrI8P10Zr12vlj+t/H7PxJPbrEqdUN10mS+va4XUve/1g7f0onkcD/jE9Wr9Mnq9d5OgzArTw6tHH8+HFNmTJFd955p2JjYxUbG6s777xTzz//vI4dO+bJ0OCE65s21pavdujAwV8lSbv27NPX3/2gdm1a/n1Ms8Zat3GzMo8dl2EY2rr9Wx04eFg3tbrBU2EDQNnx8GPEzeSxisS2bdsUHx+vq666SnFxcWrQoIGkvx4YMmPGDE2aNEmrV69Wy5YtL3EmeNoD/+in3NOn1e2eIfL18VFhUZGGD0nQHfGd7Mf8a+RQjZs8Q7f2/Icq+PrK4mPRuH8+ppbXN/Ng5ABQRhjacL9hw4apb9++mjt3riwWi8M+wzD08MMPa9iwYdq0adNFz1PSs9l9bLZLPsQE7vPJZxu06tN1mjzuCdWLrq1de/Zp8kuvKKxaqHrc3lmS9PbSlfruh12aNflpRUaEa/uOnZowdY7CqlVV7I0tPPwOAACu8tjQxrfffquRI0cWSyIkyWKxaOTIkdqxY8clz1PSs9knvzTXhIhxIVNnz9MD9/bT7XG3qEHdaHW/7Vbdd9ed+s+b70mS8mw2vfTKQo0ePkS3tG2jhvWidU+f7rrt1vZa8M4yD0cPAOYziorcspVHHqtIREREaOvWrWrUqFGJ+7du3arw8PBLnqekZ7P7nDT/vun4W16eTRYfx4TQx8dHRf+3/PPMmTM6c+aMfM5LGn19fVRUTn8wAMCtGNpwv1GjRmnIkCHavn27br31VnvSkJmZqbS0NL322mt64YUXLnkeq9VabBijIP+4KTGjZLfc3FqvLXxXkeFhqhddWz/t3qs3Fi/XnV3/nyQpKDBQLVs009TZ82S1WhUVEaavvtmplR+nafTwBz0cPVB2AgOvUr160favo+vUUvPm1+qPP07o0KHfPBgZTFdOJ0q6g0ef/rl48WJNmzZN27dvV2FhoSTJ19dXMTExSkpKUr9+/Vw6L0//LFu5uac187U3lLZhk/44kaXq1UJ1e+dbNPT+e+Tn5ydJOv77H5o+d4G+3Pq1snNOKioiTH16dNF9d91Z4vAWzMHTPz2rQ/tYpa1dWqx94RvvafADIz0QEaSyefpn7vh73XKewKfecst53KlcPEa8oKBAx4//VUWoVq2a/Y+Py+cjkQBKRCIBFFcmicSzA9xynsCxb7vlPO5ULm5I5efnp8jISE+HAQCAObx4PhjP2gAAAC4rFxUJAAC8Gqs2AACAy7x41QZDGwAAwGVUJAAAMBtDGwAAwFXl9fbW7sDQBgAAcBkVCQAAzMbQBgAAcBmJBAAAcBnLPwEAAIqjIgEAgNkY2gAAAK4yvDiRYGgDAAC4jIoEAABm8+KKBIkEAABm486WAADgSnP48GHde++9qlq1qgICAtSsWTN99dVX9v2GYWjs2LGKjIxUQECA4uLitGfPHqf6IJEAAMBsRYZ7NiecOHFCN998s/z8/PTxxx/rxx9/1NSpU1WlShX7MVOmTNGMGTM0d+5cbdmyRYGBgYqPj1deXl6p+2FoAwAAs3lgjsTkyZNVs2ZNzZ8/394WHR1t/3/DMDR9+nQ99dRT6tGjhyTpjTfeUHh4uFJTU9W/f/9S9UNFAgCAK4TNZlNOTo7DZrPZSjx25cqVatmypfr27auwsDC1aNFCr732mn3//v37lZGRobi4OHtbSEiIWrdurU2bNpU6JhIJAABMZhiGW7aUlBSFhIQ4bCkpKSX2uW/fPr388suqX7++Vq9eraFDh2r48OFauHChJCkjI0OSFB4e7vC68PBw+77SYGgDAACzuWloIzk5WUlJSQ5tVqu15C6LitSyZUtNnDhRktSiRQt9//33mjt3rhISEtwSj0RFAgAA87lpsqXValVwcLDDdqFEIjIyUk2aNHFoa9y4sQ4ePChJioiIkCRlZmY6HJOZmWnfVxokEgAAeKGbb75Z6enpDm27d+9W7dq1Jf018TIiIkJpaWn2/Tk5OdqyZYtiY2NL3Q9DGwAAmMwTz9oYOXKkbrrpJk2cOFH9+vXT1q1b9eqrr+rVV1+VJFksFo0YMULjx49X/fr1FR0drTFjxigqKko9e/YsdT8kEgAAmM0DicSNN96oFStWKDk5Wc8++6yio6M1ffp0DRgwwH7ME088odzcXA0ZMkRZWVlq27atPvnkE/n7+5e6H4thGF53A/CC4/s8HQJQLgVEtfN0CEC5cyb/sOl9ZCfc6pbzhCxMu/RBZYyKBAAAZvPeR22QSAAAYDZPzJEoK6zaAAAALqMiAQCA2by4IkEiAQCA2bx4jgRDGwAAwGVUJAAAMJk3T7YkkQAAwGxePLRBIgEAgMm8uSLBHAkAAOAyKhIAAJiNoQ0AAOAqw4sTCYY2AACAy6hIAABgNi+uSJBIAABgMoY2AAAASkBFAgAAs3lxRYJEAgAAk3nz0AaJBAAAJvPmRII5EgAAwGVUJAAAMJk3VyRIJAAAMJth8XQEpmFoAwAAuIyKBAAAJmNoAwAAuMwoYmgDAACgGCoSAACYjKENAADgMoNVGwAAAMVRkQAAwGQMbQAAAJexagMAALjMMNyzOWPcuHGyWCwOW6NGjez78/LylJiYqKpVqyooKEi9e/dWZmam0++NRAIAAC917bXX6siRI/Zt48aN9n0jR47UBx98oCVLlmj9+vX67bff1KtXL6f7YGgDAACTeWpoo0KFCoqIiCjWnp2drXnz5mnRokXq1KmTJGn+/Plq3LixNm/erDZt2pS6DyoSAACYzCiyuGVz1p49exQVFaVrrrlGAwYM0MGDByVJ27dvV0FBgeLi4uzHNmrUSLVq1dKmTZuc6oOKBAAAVwibzSabzebQZrVaZbVaix3bunVrLViwQA0bNtSRI0f0zDPPqF27dvr++++VkZGhihUrqnLlyg6vCQ8PV0ZGhlMxUZEAAMBk7ppsmZKSopCQEIctJSWlxD67dOmivn376rrrrlN8fLw++ugjZWVl6b333nPre6MiAQCAydw1RyI5OVlJSUkObSVVI0pSuXJlNWjQQHv37lXnzp2Vn5+vrKwsh6pEZmZmiXMqLoaKBAAAVwir1arg4GCHrbSJxKlTp/Tzzz8rMjJSMTEx8vPzU1pamn1/enq6Dh48qNjYWKdioiIBAIDJPPGsjVGjRqlbt26qXbu2fvvtNz399NPy9fXV3XffrZCQEA0ePFhJSUkKDQ1VcHCwhg0bptjYWKdWbEilTCRWrlxZ6hN2797dqQAAAPB2nrhF9q+//qq7775bv//+u6pXr662bdtq8+bNql69uiRp2rRp8vHxUe/evWWz2RQfH685c+Y43Y/FMC59rywfn9KNgFgsFhUWFjodhLsVHN/n6RCAcikgqp2nQwDKnTP5h03vY2+TeLecp96Pq91yHncqVUWiqMiLnzYCAIDJirz4MeLMkQAAwGSemCNRVlxKJHJzc7V+/XodPHhQ+fn5DvuGDx/ulsAAAPAW3vz0T6cTiW+++Ua33367Tp8+rdzcXIWGhur48eO66qqrFBYWRiIBAMD/EKfvIzFy5Eh169ZNJ06cUEBAgDZv3qxffvlFMTExeuGFF8yIEQCAK5onHiNeVpxOJHbs2KHHH39cPj4+8vX1lc1mU82aNTVlyhT961//MiNGAACuaJ56aFdZcDqR8PPzsy8HDQsLsz9JLCQkRIcOHXJvdAAAoFxzeo5EixYttG3bNtWvX18dOnTQ2LFjdfz4cb355ptq2rSpGTECAHBF8+bln05XJCZOnKjIyEhJ0oQJE1SlShUNHTpUx44d06uvvur2AAEAuNIZhsUtW3nkdEWiZcuW9v8PCwvTJ5984taAAADAlYMbUgEAYLLyuuLCHZxOJKKjo2WxXLi8sm8fz7kAAOBc3jxHwulEYsSIEQ5fFxQU6JtvvtEnn3yi0aNHuysuAABwBXA6kXjsscdKbJ89e7a++uqryw4IAABvU14nSrqD06s2LqRLly5atmyZu04HAIDX8OY7W7ptsuXSpUsVGhrqrtMBAOA1mCNxjhYtWjhMtjQMQxkZGTp27JjmzJnj1uAAAED55nQi0aNHD4dEwsfHR9WrV9ctt9yiRo0auTU4VwXX7OjpEIByaX/z8vEzCvyv8eY5Ek4nEuPGjTMhDAAAvJc3D204PdnS19dXR48eLdb++++/y9fX1y1BAQCAK4PTFQnjAtNGbTabKlaseNkBAQDgbcrpggu3KHUiMWPGDEmSxWLRf/7zHwUFBdn3FRYWasOGDeVmjgQAAOWJNw9tlDqRmDZtmqS/KhJz5851GMaoWLGi6tSpo7lz57o/QgAAUG6VOpHYv3+/JKljx45avny5qlSpYlpQAAB4E1ZtnGPdunVmxAEAgNcq8nQAJnJ61Ubv3r01efLkYu1TpkxR37593RIUAAC4MjidSGzYsEG33357sfYuXbpow4YNbgkKAABvYsjilq08cnpo49SpUyUu8/Tz81NOTo5bggIAwJsUefH6T6crEs2aNdPixYuLtb/77rtq0qSJW4ICAMCbFMnilq08croiMWbMGPXq1Us///yzOnXqJElKS0vTokWLtHTpUrcHCAAAyi+nE4lu3bopNTVVEydO1NKlSxUQEKDmzZvrs88+4zHiAACUoLzOb3AHpxMJSeratau6du0qScrJydE777yjUaNGafv27SosLHRrgAAAXOlY/lmCDRs2KCEhQVFRUZo6dao6deqkzZs3uzM2AADgJpMmTZLFYtGIESPsbXl5eUpMTFTVqlUVFBSk3r17KzMz06nzOlWRyMjI0IIFCzRv3jzl5OSoX79+stlsSk1NZaIlAAAX4OmhjW3btumVV17Rdddd59A+cuRIffjhh1qyZIlCQkL06KOPqlevXvrvf/9b6nOXuiLRrVs3NWzYUN99952mT5+u3377TTNnziz9uwAA4H9UkZs2V5w6dUoDBgzQa6+95vB4i+zsbM2bN08vvviiOnXqpJiYGM2fP19ffvmlUyMMpU4kPv74Yw0ePFjPPPOMunbt6vDQLgAAYD6bzaacnByHzWazXfQ1iYmJ6tq1q+Li4hzat2/froKCAof2Ro0aqVatWtq0aVOpYyp1IrFx40adPHlSMTExat26tWbNmqXjx4+XuiMAAP5XuasikZKSopCQEIctJSXlgv2+++67+vrrr0s8JiMjQxUrVlTlypUd2sPDw5WRkVHq91bqRKJNmzZ67bXXdOTIET300EN69913FRUVpaKiIq1Zs0YnT54sdacAAPwvcdctspOTk5Wdne2wJScnl9jnoUOH9Nhjj+ntt9+Wv7+/ae/N6VUbgYGBGjRokDZu3KidO3fq8ccf16RJkxQWFqbu3bubESMAAJBktVoVHBzssFmt1hKP3b59u44ePaobbrhBFSpUUIUKFbR+/XrNmDFDFSpUUHh4uPLz85WVleXwuszMTEVERJQ6JpeXf0pSw4YNNWXKFP3666965513LudUAAB4rSKLezZn3Hrrrdq5c6d27Nhh31q2bKkBAwbY/9/Pz09paWn216Snp+vgwYOKjY0tdT8u3ZDqfL6+vurZs6d69uzpjtMBAOBVPPGcjEqVKqlp06YObYGBgapataq9ffDgwUpKSlJoaKiCg4M1bNgwxcbGqk2bNqXuxy2JBAAAuLDy+vDPadOmycfHR71795bNZlN8fLzmzJnj1DkshmGU1/fnsoCA2p4OASiXdjet5+kQgHKn5ra0Sx90mVIj7nHLeXpmLHLLedyJigQAACbz5mdtkEgAAGCyIov3Pv3zslZtAACA/21UJAAAMJnXTUY8B4kEAAAm8+Y5EgxtAAAAl1GRAADAZM7elfJKQiIBAIDJPHFny7LC0AYAAHAZFQkAAEzGqg0AAOAy5kgAAACXsfwTAACgBFQkAAAwGXMkAACAy7x5jgRDGwAAwGVUJAAAMJk3T7YkkQAAwGTenEgwtAEAAFxGRQIAAJMZXjzZkkQCAACTMbQBAABQAioSAACYzJsrEiQSAACYjDtbAgAAl3FnSwAAgBJQkQAAwGTMkQAAAC7z5kSCoQ0AAOAyKhIAAJiMVRsAAMBlrNoAAABXlJdfflnXXXedgoODFRwcrNjYWH388cf2/Xl5eUpMTFTVqlUVFBSk3r17KzMz0+l+SCQAADBZkZs2Z9SoUUOTJk3S9u3b9dVXX6lTp07q0aOHfvjhB0nSyJEj9cEHH2jJkiVav369fvvtN/Xq1cvp92YxDMPrhm4CAmp7OgSgXNrdtJ6nQwDKnZrb0kzvI6X2vW45T/Ivb13W60NDQ/X888+rT58+ql69uhYtWqQ+ffpIknbt2qXGjRtr06ZNatOmTanPSUUCAAAvV1hYqHfffVe5ubmKjY3V9u3bVVBQoLi4OPsxjRo1Uq1atbRp0yanzs1kSwAATFbkpnUbNptNNpvNoc1qtcpqtZZ4/M6dOxUbG6u8vDwFBQVpxYoVatKkiXbs2KGKFSuqcuXKDseHh4crIyPDqZioSAAAYDJ3zZFISUlRSEiIw5aSknLBfhs2bKgdO3Zoy5YtGjp0qBISEvTjjz+69b1RkQAAwGTumoyYnJyspKQkh7YLVSMkqWLFiqpX76+5UTExMdq2bZteeukl3XXXXcrPz1dWVpZDVSIzM1MRERFOxURFAgCAK4TVarUv5zy7XSyROF9RUZFsNptiYmLk5+entLS/J5qmp6fr4MGDio2NdSomKhIAAJjME8/aSE5OVpcuXVSrVi2dPHlSixYt0ueff67Vq1crJCREgwcPVlJSkkJDQxUcHKxhw4YpNjbWqRUbEokEAACm88SdLY8ePar77rtPR44cUUhIiK677jqtXr1anTt3liRNmzZNPj4+6t27t2w2m+Lj4zVnzhyn++E+EsD/EO4jARRXFveRGFtngFvO8+yBt91yHneiIgEAgMnctfyzPCKRAADAZN6bRrBqAwAAXAYqEgAAmMwTqzbKCokEAAAm8+Y5EgxtAAAAl1GRAADAZN5bjyCRAADAdMyRAAAALmOOBAAAQAmoSAAAYDLvrUeQSAAAYDpvniPB0AYAAHAZFQkAAExmePHgBokEAAAmY2gDAACgBFQkAAAwmTffR4JEAgAAk3lvGsHQBgAAuAxUJOB2Dz54rx588F7Vrl1DkvTTT3s0ceJL+vTTzz0bGFCGgh+8TyFDEhzaCg4cVEbf+yVJgXd21VXxnVSxYX35BAXq147dZZzK9USoKAMMbQBOOHz4iMaMmay9e/fLYrHo3nv7aMmS19Smze366ac9ng4PKDMFP+/X0cTRfzecKbT/r8XfqrxN25S3aZsqP/qgB6JDWfLmVRskEnC7jz5Kc/h63Ljn9eCD96pVqxtIJPA/xSgsVNHvJ0rcd+qd5ZIk6w3NyzIkeAj3kQBc5OPjo969uyowMEBbtnzt6XCAMlWh5tWK+mixjPx82Xb+qOxZ81SYedTTYQFuVa4TiUOHDunpp5/W66+/fsFjbDabbDabQ5thGLJYLGaHh4u49tqG+vzzFfL3t+rUqVzddddD2rWLagT+d+T/sEt/PDNFZ375Vb7VQhX84H0Ke226MvoPlnH6T0+HhzLmzUMb5XrVxh9//KGFCxde9JiUlBSFhIQ4bGfOZJdRhLiQ3bv3qXXrLmrfvodee+0tvfbaVDVqVN/TYQFlJu/LrfozbYMK9u5T3uavdOyxZPlUCtRVcbd4OjR4gOGm/8ojj1YkVq5cedH9+/btu+Q5kpOTlZSU5NAWFtb0suLC5SsoKNC+fb9Ikr755nvFxDRXYuL9GjbsXx6ODPAM41Suzhz8VRVqRnk6FMCtPJpI9OzZUxaLRYZx4SzrUkMUVqtVVqvVqdeg7Pn4+MhqrejpMACPsQT4y/fqKBUeX+vpUOABDG2YJDIyUsuXL1dRUVGJ29dfMznvSvTss0/o5ptbqVatGrr22oZ69tkn1L59G737bqqnQwPKTMhjD8l6w3XyjQxXxeuaqNrzz0pFRTq9+jNJkk/VKvJrUFcVal4tSfKrd438GtSVT3AlT4YNkxQZhlu28sijFYmYmBht375dPXr0KHH/paoVKJ+qV6+mefNeVEREmLKzT+r773epW7d/6LPPNno6NKDMVAirrqrj/y2fkGAVnshW/rffK/P+R1WU9dccrqBe3RxuWBX+2nRJ0u/PTNHpVas9ETLgEovhwb/UX3zxhXJzc3XbbbeVuD83N1dfffWVOnTo4NR5AwJquyM8wOvsblrP0yEA5U7NbWmXPugy3Vu7l1vO89Yvy91yHnfyaEWiXbt2F90fGBjodBIBAEB54823yC7Xyz8BAED5RiIBAIDJPHEfiZSUFN14442qVKmSwsLC1LNnT6Wnpzsck5eXp8TERFWtWlVBQUHq3bu3MjMzneqHRAIAAJMVuWlzxvr165WYmKjNmzdrzZo1Kigo0P/7f/9Publ/P2V25MiR+uCDD7RkyRKtX79ev/32m3r1cm4+h0cnW5qFyZZAyZhsCRRXFpMt+9YueXWis5b88r7Lrz127JjCwsK0fv16tW/fXtnZ2apevboWLVqkPn36SJJ27dqlxo0ba9OmTWrTpk2pzktFAgCAK4TNZlNOTo7Ddv7zpi4kO/uvpcehoaGSpO3bt6ugoEBxcXH2Yxo1aqRatWpp06ZNpY6JRAIAAJO5a45ESc+XSklJuWT/RUVFGjFihG6++WY1bfrXYyQyMjJUsWJFVa5c2eHY8PBwZWRklPq9leunfwIA4A3cdYvskp4vdf5jIkqSmJio77//Xhs3uv/GgCQSAABcIUp6vtSlPProo1q1apU2bNigGjVq2NsjIiKUn5+vrKwsh6pEZmamIiIiSn1+hjYAADCZYRhu2Zzt89FHH9WKFSv02WefKTo62mF/TEyM/Pz8lJb292TT9PR0HTx4ULGxsaXuh4oEAAAm88SdLRMTE7Vo0SK9//77qlSpkn3eQ0hIiAICAhQSEqLBgwcrKSlJoaGhCg4O1rBhwxQbG1vqFRsSiQQAAF7p5ZdfliTdcsstDu3z58/XwIEDJUnTpk2Tj4+PevfuLZvNpvj4eM2ZM8epfkgkAAAwmbsmWzqjNEMh/v7+mj17tmbPnu1yPyQSAACYzNnbW19JmGwJAABcRkUCAACTefNjxEkkAAAwmRc+1sqORAIAAJN5YrJlWWGOBAAAcBkVCQAATObNqzZIJAAAMJk3T7ZkaAMAALiMigQAACZj1QYAAHAZQxsAAAAloCIBAIDJWLUBAABcVuTFcyQY2gAAAC6jIgEAgMm8tx5BIgEAgOm8edUGiQQAACbz5kSCORIAAMBlVCQAADAZd7YEAAAuY2gDAACgBFQkAAAwGXe2BAAALvPmORIMbQAAAJdRkQAAwGTePNmSRAIAAJMxtAEAAFACKhIAAJiMoQ0AAOAyln8CAACXFTFHAgAAXGk2bNigbt26KSoqShaLRampqQ77DcPQ2LFjFRkZqYCAAMXFxWnPnj1O9UEiAQCAyQw3/ees3NxcNW/eXLNnzy5x/5QpUzRjxgzNnTtXW7ZsUWBgoOLj45WXl1fqPhjaAADAZJ4a2ujSpYu6dOlS4j7DMDR9+nQ99dRT6tGjhyTpjTfeUHh4uFJTU9W/f/9S9UFFAgCAK4TNZlNOTo7DZrPZXDrX/v37lZGRobi4OHtbSEiIWrdurU2bNpX6PCQSAACYzF1DGykpKQoJCXHYUlJSXIopIyNDkhQeHu7QHh4ebt9XGgxtAABgMncNbSQnJyspKcmhzWq1uuXcriKRAADgCmG1Wt2WOEREREiSMjMzFRkZaW/PzMzU9ddfX+rzMLQBAIDJPLVq42Kio6MVERGhtLQ0e1tOTo62bNmi2NjYUp+HigQAACbz1KqNU6dOae/evfav9+/frx07dig0NFS1atXSiBEjNH78eNWvX1/R0dEaM2aMoqKi1LNnz1L3QSIBAICX+uqrr9SxY0f712fnVyQkJGjBggV64oknlJubqyFDhigrK0tt27bVJ598In9//1L3YTG88NmmAQG1PR0CUC7tblrP0yEA5U7NbWmXPugyXVOthVvOs+/4N245jztRkQAAwGSGUeTpEExDIgEAgMm8+THirNoAAAAuoyIBAIDJvHA6oh2JBAAAJmNoAwAAoARUJAAAMBlDGwAAwGWeurNlWWBoAwAAuIyKBAAAJnP3A7fKExIJAABM5s1zJBjaAAAALqMiAQCAybz5PhIkEgAAmMybhzZIJAAAMBnLPwEAAEpARQIAAJMxtAEAAFzmzZMtGdoAAAAuoyIBAIDJGNoAAAAuY9UGAABACahIAABgMh7aBQAAXMbQBgAAQAmoSAAAYDJWbQAAAJcxRwIAALjMmysSzJEAAAAuoyIBAIDJvLkiQSIBAIDJvDeNYGgDAABcBovhzfUWeJTNZlNKSoqSk5NltVo9HQ5QbvCzAW9CIgHT5OTkKCQkRNnZ2QoODvZ0OEC5wc8GvAlDGwAAwGUkEgAAwGUkEgAAwGUkEjCN1WrV008/zWQy4Dz8bMCbMNkSAAC4jIoEAABwGYkEAABwGYkEAABwGYkEAABwGYkETDN79mzVqVNH/v7+at26tbZu3erpkACP2rBhg7p166aoqChZLBalpqZ6OiTgspFIwBSLFy9WUlKSnn76aX399ddq3ry54uPjdfToUU+HBnhMbm6umjdvrtmzZ3s6FMBtWP4JU7Ru3Vo33nijZs2aJUkqKipSzZo1NWzYMD355JMejg7wPIvFohUrVqhnz56eDgW4LFQk4Hb5+fnavn274uLi7G0+Pj6Ki4vTpk2bPBgZAMDdSCTgdsePH1dhYaHCw8Md2sPDw5WRkeGhqAAAZiCRAAAALiORgNtVq1ZNvr6+yszMdGjPzMxURESEh6ICAJiBRAJuV7FiRcXExCgtLc3eVlRUpLS0NMXGxnowMgCAu1XwdADwTklJSUpISFDLli3VqlUrTZ8+Xbm5ubr//vs9HRrgMadOndLevXvtX+/fv187duxQaGioatWq5cHIANex/BOmmTVrlp5//nllZGTo+uuv14wZM9S6dWtPhwV4zOeff66OHTsWa09ISNCCBQvKPiDADUgkAACAy5gjAQAAXEYiAQAAXEYiAQAAXEYiAQAAXEYiAQAAXEYiAQAAXEYiAQAAXEYiAXihgQMHqmfPnvavb7nlFo0YMaLM4/j8889lsViUlZVV5n0DKBskEkAZGjhwoCwWiywWiypWrKh69erp2Wef1ZkzZ0ztd/ny5XruuedKdSx//AE4g2dtAGXstttu0/z582Wz2fTRRx8pMTFRfn5+Sk5OdjguPz9fFStWdEufoaGhbjkPAJyPigRQxqxWqyIiIlS7dm0NHTpUcXFxWrlypX04YsKECYqKilLDhg0lSYcOHVK/fv1UuXJlhYaGqkePHjpw4ID9fIWFhUpKSlLlypVVtWpVPfHEEzr/zvfnD23YbDb985//VM2aNWW1WlWvXj3NmzdPBw4csD8LokqVKrJYLBo4cKCkv57gmpKSoujoaAUEBKh58+ZaunSpQz8fffSRGjRooICAAHXs2NEhTgDeiUQC8LCAgADl5+dLktLS0pSenq41a9Zo1apVKigoUHx8vCpVqqQvvvhC//3vfxUUFKTbbrvN/pqpU6dqwYIFev3117Vx40b98ccfWrFixUX7vO+++/TOO+9oxowZ+umnn/TKK68oKChINWvW1LJlyyRJ6enpOnLkiF566SVJUkpKit544w3NnTtXP/zwg0aOHKl7771X69evl/RXwtOrVy9169ZNO3bs0AMPPKAnn3zSrMsGoLwwAJSZhIQEo0ePHoZhGEZRUZGxZs0aw2q1GqNGjTISEhKM8PBww2az2Y9/8803jYYNGxpFRUX2NpvNZgQEBBirV682DMMwIiMjjSlTptj3FxQUGDVq1LD3YxiG0aFDB+Oxxx4zDMMw0tPTDUnGmjVrSoxx3bp1hiTjxIkT9ra8vDzjqquuMr788kuHYwcPHmzcfffdhmEYRnJystGkSROH/f/85z+LnQuAd2GOBFDGVq1apaCgIBUUFKioqEj33HOPxo0bp8TERDVr1sxhXsS3336rvXv3qlKlSg7nyMvL088//6zs7GwdOXLE4fHsFSpUUMuWLYsNb5y1Y8cO+fr6qkOHDqWOee/evTp9+rQ6d+7s0J6fn68WLVpIkn766adij4mPjY0tdR8ArkwkEkAZ69ixo15++WVVrFhRUVFRqlDh7x/DwMBAh2NPnTqlmJgYvf3228XOU716dZf6DwgIcPo1p06dkiR9+OGHuvrqqx32Wa1Wl+IA4B1IJIAyFhgYqHr16pXq2BtuuEGLFy9WWFiYgoODSzwmMjJSW7ZsUfv27SVJZ86c0fbt23XDDTeUeHyzZs1UVFSk9evXKy4urtj+sxWRwsJCe1uTJk1ktVp18ODBC1YyGjdurJUrVzq0bd68+dJvEsAVjcmWQDk2YMAAVatWTT169NAXX3yh/fv36/PPP9fw4cP166+/SpIee+wxTZo0Sampqdq1a5ceeeSRi94Dok6dOkpISNCgQYOUmppqP+d7770nSapdu7YsFotWrVqlY8eO6dSpU6pUqZJGjRqlkSNHauHChfr555/19ddfa+bMmVq4cKEk6eGHH9aePXs0evRopaena9GiRVqwYIHZlwiAh5FIAOXYVVddpQ0bNqhWrVrq1auXGjdurMGDBysvL89eoXj88cf1j3/8QwkJCYqNjVWlSpV05513XvS8L7/8svr06aNHHnlEjRo10oMPPqjc3FxJ0tVXX61nnnlGTz75pMLDw/Xoo49Kkp577jmNGTNGKSkpaty4sW677TZ9+OGHio6OliTVqlVLy5YtU2pqqpo3b665c+dq4sSJJl4dAOWBxbjQjCwAAIBLoCIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABcRiIBAABc9v8BHD+PtmTqipIAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compare training vs testing accuracy\n",
        "print(f'RF Training Accuracy: {rf_train_acc:.3f}')\n",
        "print(f'RF Test Accuracy: {rf_test_acc:.3f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "nXfOakqwTclQ",
        "outputId": "89d16daf-b4c1-40b4-9055-df31d8ce2b2a"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "RF Training Accuracy: 1.000\n",
            "RF Test Accuracy: 0.972\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Comparisions- The best Model\n"
      ],
      "metadata": {
        "id": "lhFQcSqGT3it"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Assigning Variables\n",
        "knn_test_acc = knn_accuracy\n",
        "svm_test_acc = svm_test_acc\n",
        "dt_test_acc = dt_test_acc\n",
        "rf_test_acc = rf_test_acc\n",
        "\n",
        "# Plot for comparison\n",
        "algorithms = ['KNN', 'SVM', 'Decision Tree', 'Random Forest']\n",
        "accuracies = [knn_test_acc, svm_test_acc, dt_test_acc, rf_test_acc]\n",
        "\n",
        "plt.bar(algorithms, accuracies)\n",
        "plt.title('Test Accuracy Comparison')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.ylim(0.9, 1) # zoomed-in y-axis scale\n",
        "\n",
        "for i in range(len(algorithms)):\n",
        "    plt.text(i, accuracies[i], str(accuracies[i])[1:4])\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "qrllh55iT7mc",
        "outputId": "69ec629c-caba-4841-c71e-aa9b9877c1c4"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}