Source Code.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3e8034ae",
   "metadata": {},
   "source": [
    "# Implementation and Evaluation of a case study using Machine Learning techniques"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f11c87b4",
   "metadata": {},
   "source": [
    "Harvey Allen (1926159)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d54198c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 304887 entries, 0 to 304886\n",
      "Data columns (total 12 columns):\n",
      " #   Column             Non-Null Count   Dtype  \n",
      "---  ------             --------------   -----  \n",
      " 0   id                 304887 non-null  int64  \n",
      " 1   Gender             274460 non-null  object \n",
      " 2   Age                274339 non-null  float64\n",
      " 3   HasDrivingLicense  274399 non-null  float64\n",
      " 4   RegionID           274334 non-null  float64\n",
      " 5   Switch             152557 non-null  float64\n",
      " 6   VehicleAge         274446 non-null  object \n",
      " 7   PastAccident       152422 non-null  object \n",
      " 8   AnnualPremium      304887 non-null  object \n",
      " 9   SalesChannelID     304887 non-null  int64  \n",
      " 10  DaysSinceCreated   304887 non-null  int64  \n",
      " 11  Result             304887 non-null  int64  \n",
      "dtypes: float64(4), int64(4), object(4)\n",
      "memory usage: 27.9+ MB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import sklearn\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "insuranceDF = pd.read_csv('CW1_data_202223.csv') #Import Data\n",
    "\n",
    "insuranceDF.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6da57584",
   "metadata": {},
   "source": [
    "## Data Exploration "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c173c169",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>HasDrivingLicense</th>\n",
       "      <th>RegionID</th>\n",
       "      <th>Switch</th>\n",
       "      <th>VehicleAge</th>\n",
       "      <th>PastAccident</th>\n",
       "      <th>AnnualPremium</th>\n",
       "      <th>SalesChannelID</th>\n",
       "      <th>DaysSinceCreated</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>332804</td>\n",
       "      <td>Female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1-2 Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>£2,645.30</td>\n",
       "      <td>55</td>\n",
       "      <td>227</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>116249</td>\n",
       "      <td>Male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-2 Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>£1,151.90</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>255006</td>\n",
       "      <td>Male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt; 1 Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>£2,265.90</td>\n",
       "      <td>152</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>317475</td>\n",
       "      <td>Female</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt; 1 Year</td>\n",
       "      <td>NaN</td>\n",
       "      <td>£1,456.60</td>\n",
       "      <td>151</td>\n",
       "      <td>277</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>344213</td>\n",
       "      <td>Male</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&gt; 2 Years</td>\n",
       "      <td>NaN</td>\n",
       "      <td>£131.50</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  Gender   Age  HasDrivingLicense  RegionID  Switch VehicleAge  \\\n",
       "0  332804  Female  39.0                1.0      15.0     0.0   1-2 Year   \n",
       "1  116249    Male  38.0                1.0      11.0     NaN   1-2 Year   \n",
       "2  255006    Male  22.0                1.0      30.0     NaN   < 1 Year   \n",
       "3  317475  Female  23.0                1.0       NaN     NaN   < 1 Year   \n",
       "4  344213    Male  56.0                1.0      48.0     0.0  > 2 Years   \n",
       "\n",
       "  PastAccident AnnualPremium  SalesChannelID  DaysSinceCreated  Result  \n",
       "0          NaN    £2,645.30               55               227       1  \n",
       "1          NaN    £1,151.90               26                29       0  \n",
       "2          NaN    £2,265.90              152               166       0  \n",
       "3          NaN    £1,456.60              151               277       0  \n",
       "4          NaN      £131.50              154               155       0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "insuranceDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "33c7b74c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>Age</th>\n",
       "      <th>HasDrivingLicense</th>\n",
       "      <th>RegionID</th>\n",
       "      <th>Switch</th>\n",
       "      <th>SalesChannelID</th>\n",
       "      <th>DaysSinceCreated</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>304887.000000</td>\n",
       "      <td>274339.000000</td>\n",
       "      <td>274399.000000</td>\n",
       "      <td>274334.000000</td>\n",
       "      <td>152557.000000</td>\n",
       "      <td>304887.000000</td>\n",
       "      <td>304887.000000</td>\n",
       "      <td>304887.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>190594.098072</td>\n",
       "      <td>38.832561</td>\n",
       "      <td>0.997853</td>\n",
       "      <td>26.408892</td>\n",
       "      <td>0.458281</td>\n",
       "      <td>111.966591</td>\n",
       "      <td>154.272609</td>\n",
       "      <td>0.121970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>110022.144283</td>\n",
       "      <td>15.504062</td>\n",
       "      <td>0.046281</td>\n",
       "      <td>13.213345</td>\n",
       "      <td>0.498258</td>\n",
       "      <td>54.230069</td>\n",
       "      <td>83.642389</td>\n",
       "      <td>0.327251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>95342.500000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>190639.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>131.000000</td>\n",
       "      <td>154.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>285785.500000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>152.000000</td>\n",
       "      <td>227.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>381109.000000</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>299.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id            Age  HasDrivingLicense       RegionID  \\\n",
       "count  304887.000000  274339.000000      274399.000000  274334.000000   \n",
       "mean   190594.098072      38.832561           0.997853      26.408892   \n",
       "std    110022.144283      15.504062           0.046281      13.213345   \n",
       "min         1.000000      20.000000           0.000000       0.000000   \n",
       "25%     95342.500000      25.000000           1.000000      15.000000   \n",
       "50%    190639.000000      36.000000           1.000000      28.000000   \n",
       "75%    285785.500000      49.000000           1.000000      35.000000   \n",
       "max    381109.000000      85.000000           1.000000      52.000000   \n",
       "\n",
       "              Switch  SalesChannelID  DaysSinceCreated         Result  \n",
       "count  152557.000000   304887.000000     304887.000000  304887.000000  \n",
       "mean        0.458281      111.966591        154.272609       0.121970  \n",
       "std         0.498258       54.230069         83.642389       0.327251  \n",
       "min         0.000000        1.000000         10.000000       0.000000  \n",
       "25%         0.000000       26.000000         82.000000       0.000000  \n",
       "50%         0.000000      131.000000        154.000000       0.000000  \n",
       "75%         1.000000      152.000000        227.000000       0.000000  \n",
       "max         1.000000      163.000000        299.000000       1.000000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "insuranceDF.describe() #Identifies catagoric coulumns with containing numeric values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "20a106ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data Reduction \n",
    "\n",
    "insuranceDF.drop(['id'], axis=1, inplace = True)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d4f0934c",
   "metadata": {},
   "source": [
    "The ID column is a redundant data feature as it provides no value to a classification model, thus is removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "906a18fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Splitting the dataset into numerical and catagorical feature subsets\n",
    "\n",
    "categoricalFeatures = ['Gender', 'HasDrivingLicense', 'RegionID', 'Switch', 'VehicleAge', 'PastAccident', 'SalesChannelID']\n",
    "numericalFeatures = ['Age', 'AnnualPremium', 'DaysSinceCreated']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "428101da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Missing Data\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.heatmap(insuranceDF.isnull(), yticklabels=False, cbar=False, cmap='gray_r')\n",
    "plt.title('Missing Data Values')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ffa76c",
   "metadata": {},
   "source": [
    "It can be observed that all data values within the file provided are ‘missing at random’, therefore both inspection and elimination methods are valid options for each feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b41e1ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data Value Manipulation\n",
    "\n",
    "insuranceDF['AnnualPremium'] = insuranceDF['AnnualPremium'].str.replace(',', '')\n",
    "insuranceDF['AnnualPremium'] = insuranceDF['AnnualPremium'].str.replace('£', '')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "780ac357",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Alligning feature data types\n",
    "\n",
    "#Catagorical -> Numerical\n",
    "insuranceDF['AnnualPremium'] = insuranceDF['AnnualPremium'].astype(float) \n",
    "\n",
    "#Numerical -> Catagorical\n",
    "insuranceDF['Switch'] = insuranceDF['Switch'].astype(str)\n",
    "insuranceDF['HasDrivingLicense'] = insuranceDF['HasDrivingLicense'].astype(str)\n",
    "insuranceDF['SalesChannelID'] = insuranceDF['SalesChannelID'].astype(str)\n",
    "insuranceDF['RegionID'] = insuranceDF['SalesChannelID'].astype(str)\n",
    "insuranceDF['Result'] = insuranceDF['Result'].astype(str)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "85d75a27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Target Analysis\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize=(20, 10))\n",
    "\n",
    "ax[0].pie(insuranceDF['Result'].value_counts(), labels=['0', '1'], colors=['grey', 'lightgrey'])\n",
    "insuranceDF['Result'].value_counts().plot(kind='bar', color='grey', axes=ax[1])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1984ccf1",
   "metadata": {},
   "source": [
    "Clear data class imbalance within the target feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8addd8f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration- Histogram (Numerical Features) Distribution Analysis\n",
    "\n",
    "insuranceDF.hist(column=numericalFeatures, figsize=(20,5), layout=(1, 3), xrot=45, color='grey')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "67fa00d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAFgCAYAAABOloX3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAcQUlEQVR4nO3df7Rd5V3n8fenSQtUGn41MJhQgyVTBZaFIYOMnXFaY0v8GayAqVUyNTWWob9GqwOjS0BXZsFyLBanMMOSloCdQopWUhWQCbZqRWhaaflVFrF0IAUh/ChQC7TB7/xxnmtPbu+T3IR7cnNz36+1zjp7f89+9n02K9zPffaz9z6pKiRJmshLprsDkqQ9lyEhSeoyJCRJXYaEJKnLkJAkdc2d7g7sbsuWLasbbrhhurshafbIdHfgxZh1I4nHHntsursgSTPGrAsJSdLkGRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUtese1S4pKl3/vnnT3cXRu7cc8+d7i5MC0cSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1jSwkkrwmye1Dr6eTvDfJwUluSnJfez9oqM05STYluTfJyUP1E5Lc0T67OElafZ8k17T6rUkWjep4JGk2GllIVNW9VXVcVR0HnAB8Hfg4cDawoaoWAxvaOkmOBlYAxwDLgEuSzGm7uxRYDSxur2Wtvgp4sqqOAi4CLhzV8UjSbLS7TjctBf6hqv4fsBxY2+prgVPa8nLg6qp6vqruBzYBJyY5HJhXVbdUVQFXjmsztq9rgaVjowxJ0ou3u0JiBfDRtnxYVT0M0N4PbfUFwINDbTa32oK2PL6+TZuq2go8BRwy/ocnWZ1kY5KNW7ZsmZIDkqTZYOQhkeRlwE8CH9vRphPUajv17bXZtlB1WVUtqaol8+fP30E3JEljdsdI4keAz1XVI239kXYKifb+aKtvBo4YarcQeKjVF05Q36ZNkrnAAcATIzgGSZqVdkdIvIVvnWoCWA+sbMsrgeuG6ivaFUtHMpigvq2dknomyUltvuGMcW3G9nUqcHObt5AkTYG5o9x5kpcDbwR+aah8AbAuySrgAeA0gKq6K8k64G5gK3BWVb3Q2pwJXAHsB1zfXgCXA1cl2cRgBLFilMcjSbPNSEOiqr7OuInkqnqcwdVOE22/BlgzQX0jcOwE9edoISNJmnrecS1J6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUNdKQSHJgkmuTfDHJPUn+XZKDk9yU5L72ftDQ9uck2ZTk3iQnD9VPSHJH++ziJGn1fZJc0+q3Jlk0yuORpNlm1COJDwA3VNX3AK8F7gHOBjZU1WJgQ1snydHACuAYYBlwSZI5bT+XAquBxe21rNVXAU9W1VHARcCFIz4eSZpVRhYSSeYBPwhcDlBV36iqrwLLgbVts7XAKW15OXB1VT1fVfcDm4ATkxwOzKuqW6qqgCvHtRnb17XA0rFRhiTpxRvlSOK7gS3Ah5P8fZI/SPIdwGFV9TBAez+0bb8AeHCo/eZWW9CWx9e3aVNVW4GngEPGdyTJ6iQbk2zcsmXLVB2fJO31RhkSc4F/A1xaVccD/0Q7tdQx0QigtlPfXpttC1WXVdWSqloyf/787fdakvQvRhkSm4HNVXVrW7+WQWg80k4h0d4fHdr+iKH2C4GHWn3hBPVt2iSZCxwAPDHlRyJJs9TIQqKq/hF4MMlrWmkpcDewHljZaiuB69ryemBFu2LpSAYT1Le1U1LPJDmpzTecMa7N2L5OBW5u8xaSpCkwd8T7fxfwkSQvA74EvI1BMK1Lsgp4ADgNoKruSrKOQZBsBc6qqhfafs4ErgD2A65vLxhMil+VZBODEcSKER+PJM0qIw2JqrodWDLBR0s7268B1kxQ3wgcO0H9OVrI6MU7//zzp7sLI3fuuedOdxekGcU7riVJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6RhoSSb6c5I4ktyfZ2GoHJ7kpyX3t/aCh7c9JsinJvUlOHqqf0PazKcnFSdLq+yS5ptVvTbJolMcjSbPN7hhJvKGqjquqJW39bGBDVS0GNrR1khwNrACOAZYBlySZ09pcCqwGFrfXslZfBTxZVUcBFwEX7objkaRZYzpONy0H1rbltcApQ/Wrq+r5qrof2AScmORwYF5V3VJVBVw5rs3Yvq4Flo6NMiRJL96oQ6KAv0jy2SSrW+2wqnoYoL0f2uoLgAeH2m5utQVteXx9mzZVtRV4CjhkfCeSrE6yMcnGLVu2TMmBSdJsMHfE+39dVT2U5FDgpiRf3M62E40Aajv17bXZtlB1GXAZwJIlS77tc0nSxEY6kqiqh9r7o8DHgROBR9opJNr7o23zzcARQ80XAg+1+sIJ6tu0STIXOAB4YhTHIkmz0chCIsl3JHnF2DLwJuBOYD2wsm22EriuLa8HVrQrlo5kMEF9Wzsl9UySk9p8wxnj2ozt61Tg5jZvIUmaAqM83XQY8PE2jzwX+D9VdUOSzwDrkqwCHgBOA6iqu5KsA+4GtgJnVdULbV9nAlcA+wHXtxfA5cBVSTYxGEGsGOHxSNKsM7KQqKovAa+doP44sLTTZg2wZoL6RuDYCerP0UJGkjT1vONaktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkrkmFRJINk6lJkvYuc7f3YZJ9gZcDr0xyEJD20TzgO0fcN0nSNNtuSAC/BLyXQSB8lm+FxNPAB0fXLUnSnmC7IVFVHwA+kORdVfX7u6lPkqQ9xI5GEgBU1e8n+QFg0XCbqrpyRP2SJO0BJhUSSa4CXg3cDrzQygUYEpK0F5tUSABLgKOrqnb2BySZA2wEvlJVP57kYOAaBqOSLwOnV9WTbdtzgFUMgujdVXVjq58AXAHsB/w58J6qqiT7MAiqE4DHgZ+pqi/vbB8lSROb7H0SdwL/ahd/xnuAe4bWzwY2VNViYENbJ8nRwArgGGAZcEkLGIBLgdXA4vZa1uqrgCer6ijgIuDCXeyjJE2LJC8kuT3JnUk+keTAKd7/l5O8MsmBSf7zzrafbEi8Erg7yY1J1o+9JtG5hcCPAX8wVF4OrG3La4FThupXV9XzVXU/sAk4McnhwLyquqWNZK4c12ZsX9cCS5OMXYElSTPBs1V1XFUdCzwBnDWin3MgsNMhMdnTTeft7I6b3wN+DXjFUO2wqnoYoKoeTnJoqy8A/m5ou82t9s22PL4+1ubBtq+tSZ4CDgEeG+5EktUMRiK86lWv2sVDkaSRuwX4PoAkr2Zwq8F84OvAL1bVF5OcBpzL4LT8U1X1g0n+E7Ckqt7Z2v4p8D+q6pND+74AeHWS24GbqupXJ9OhyV7d9KnJbDcsyY8Dj1bVZ5O8fjJNJvrR26lvr822harLgMsAlixZstPzKpI0au30+lLg8la6DHhHVd2X5PuBS4AfAn4TOLmqvrKTp6bOBo6tquN2pl+TvbrpGb71y/dlwEuBf6qqedtp9jrgJ5P8KLAvMC/JHwKPJDm8jSIOBx5t228GjhhqvxB4qNUXTlAfbrM5yVzgAAbDNUmaKfZrf90vYnDT8k1J9gd+APjY0Bn0fdr7p4ErkqwD/njUnZvUnERVvaKq5rXXvsBPA/9zB23OqaqFVbWIwYT0zVX1c8B6YGXbbCVwXVteD6xIsk+SIxlMUN/WTk09k+SkNt9wxrg2Y/s6tf0MRwqSZpJn21/338Xgj/CzGPxu/mqbqxh7fS9AVb0D+A0GfyDfnuQQYCvb/j7fd6o6t0tPga2qP2Ew7NkVFwBvTHIf8Ma2TlXdBawD7gZuAM6qqrF7Ms5kMPm9CfgH4PpWvxw4JMkm4JdpV0pJ0kxTVU8B7wbeBzwL3N/mH8jAa9vyq6vq1qr6TQbzr0cwuJ3guCQvSXIEcOIEP+IZtp0fnpTJnm5689DqSxjcNzHpv9jb5Mkn2/LjDM67TbTdGmDNBPWNwLET1J8DTptsPyRpT1ZVf5/k8wzOvrwVuDTJbzA4xX818Hngd5IsZjAnu6HVAO4H7mBwy8LnJtj340k+neRO4PopnbgGfmJoeSuD1Fo+ybaSpI6q2n/c+vDv22XjNqeq3jy+1ry1s/9FQ8s/u7P9m+zVTW/b2R1Lkma+yX7p0MIkH0/yaJJHkvxRu1FOkrQXm+zE9YcZXEn0nQxuYPtEq0mS9mKTDYn5VfXhqtraXlcwuAtQkrQXm2xIPJbk55LMaa+fY/DUVUnSXmyyIfELwOnAPwIPM7hxzclsSdrLTTYkfhtYWVXzq+pQBqFx3sh6JUmaUkk+1C4+unNn2k32PonvG/tiIICqeiLJ8TvVQ0kSAE8//fSUPj5o3rx5k/mKhCsYPE5pp75RdLIjiZckOWhspX273GQDRpI0zarqr9iFB6BO9hf97wJ/m+RaBo/jOJ0JHp8hSdq7TPaO6yuTbGTwUL8Ab66qu0faM0nStJv0KaMWCgaDJM0iu/SocEnS7GBISNIskOSjDL5D+zVJNidZNZl2XqEkSbvZJC9ZnVJV9ZZdaedIQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJCkWSLJsiT3JtmU5OzJtPE+CUnazc4///wpfVT4ueeeu8P7LpLMAT4IvBHYDHwmyfodPYfPkYQkzQ4nApuq6ktV9Q3gamD5jhoZEpI0OywAHhxa39xq22VISNLsMNEpqR2e9jIkJGl22AwcMbS+EHhoR40MCUmaHT4DLE5yZJKXASuA9Ttq5NVNkjQLVNXWJO8EbgTmAB+qqrt21G5kIZFkX+CvgH3az7m2qs5NcjBwDbAI+DJwelU92dqcA6wCXgDeXVU3tvoJwBXAfsCfA++pqkqyD3AlcALwOPAzVfXlUR2TJE2FyVyyOgpV9ecMfodO2ihPNz0P/FBVvRY4DliW5CTgbGBDVS0GNrR1khzNYPhzDLAMuKRd1wtwKbAaWNxey1p9FfBkVR0FXARcOMLjkaRZZ2QhUQNfa6svba9icF3u2lZfC5zSlpcDV1fV81V1P7AJODHJ4cC8qrqlqorByGG4zdi+rgWWJpmWhJakvdFIJ66TzElyO/AocFNV3QocVlUPA7T3Q9vmvWt4F7Tl8fVt2lTVVuAp4JAJ+rE6ycYkG7ds2TJFRydJe7+RhkRVvVBVxzG41OrEJMduZ/PeNbzbu7Z3Utf9VtVlVbWkqpbMnz9/B72WJI3ZLZfAVtVXgU8ymEt4pJ1Cor0/2jbrXcO7uS2Pr2/TJslc4ADgiVEcgyTNRiMLiSTzkxzYlvcDfhj4IoPrcle2zVYC17Xl9cCKJPskOZLBBPVt7ZTUM0lOavMNZ4xrM7avU4Gb27yFJGkKjPI+icOBte0KpZcA66rqT5PcAqxLsgp4ADgNoKruSrIOuBvYCpxVVS+0fZ3Jty6Bvb69AC4HrkqyicEIYsUIj0eSZp2RhURVfQE4foL648DSTps1wJoJ6huBb5vPqKrnaCEjSZp6PpZDktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqWtkIZHkiCR/meSeJHcleU+rH5zkpiT3tfeDhtqck2RTknuTnDxUPyHJHe2zi5Ok1fdJck2r35pk0aiOR5Jmo1GOJLYCv1JV3wucBJyV5GjgbGBDVS0GNrR12mcrgGOAZcAlSea0fV0KrAYWt9eyVl8FPFlVRwEXAReO8HgkadYZWUhU1cNV9bm2/AxwD7AAWA6sbZutBU5py8uBq6vq+aq6H9gEnJjkcGBeVd1SVQVcOa7N2L6uBZaOjTIkSS/ebpmTaKeBjgduBQ6rqodhECTAoW2zBcCDQ802t9qCtjy+vk2bqtoKPAUcMsHPX51kY5KNW7ZsmaKjkqS938hDIsn+wB8B762qp7e36QS12k59e222LVRdVlVLqmrJ/Pnzd9RlSVIz0pBI8lIGAfGRqvrjVn6knUKivT/a6puBI4aaLwQeavWFE9S3aZNkLnAA8MTUH4kkzU6jvLopwOXAPVX1/qGP1gMr2/JK4Lqh+op2xdKRDCaob2unpJ5JclLb5xnj2ozt61Tg5jZvIUmaAnNHuO/XAT8P3JHk9lb7b8AFwLokq4AHgNMAququJOuAuxlcGXVWVb3Q2p0JXAHsB1zfXjAIoauSbGIwglgxwuORpFlnZCFRVX/DxHMGAEs7bdYAayaobwSOnaD+HC1kJElTzzuuJUldozzdtFd5+untXZglSXsnRxKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlS18hCIsmHkjya5M6h2sFJbkpyX3s/aOizc5JsSnJvkpOH6ickuaN9dnGStPo+Sa5p9VuTLBrVsUjSbDXKkcQVwLJxtbOBDVW1GNjQ1klyNLACOKa1uSTJnNbmUmA1sLi9xva5Cniyqo4CLgIuHNmRSNIsNbKQqKq/Ap4YV14OrG3La4FThupXV9XzVXU/sAk4McnhwLyquqWqCrhyXJuxfV0LLB0bZUiSpsbunpM4rKoeBmjvh7b6AuDBoe02t9qCtjy+vk2bqtoKPAUcMtEPTbI6ycYkG7ds2TJFhyJJe789ZeJ6ohFAbae+vTbfXqy6rKqWVNWS+fPn72IXJWn22d0h8Ug7hUR7f7TVNwNHDG23EHio1RdOUN+mTZK5wAF8++ktSdKLsLtDYj2wsi2vBK4bqq9oVywdyWCC+rZ2SuqZJCe1+YYzxrUZ29epwM1t3kKSNEXmjmrHST4KvB54ZZLNwLnABcC6JKuAB4DTAKrqriTrgLuBrcBZVfVC29WZDK6U2g+4vr0ALgeuSrKJwQhixaiORZJmq5GFRFW9pfPR0s72a4A1E9Q3AsdOUH+OFjKSpNHYUyauJUl7IENCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldMz4kkixLcm+STUnOnu7+SNLeZO50d+DFSDIH+CDwRmAz8Jkk66vq7untmfQtTz/99HR3QdplM30kcSKwqaq+VFXfAK4Glk9znyRpr5Gqmu4+7LIkpwLLqurtbf3nge+vqneO2241sLqtvga4d7d2dOZ4JfDYdHdCM5L/dvoeq6pl092JXTWjTzcBmaD2balXVZcBl42+OzNbko1VtWS6+6GZx387e6+ZfrppM3DE0PpC4KFp6osk7XVmekh8Blic5MgkLwNWAOunuU+StNeY0aebqmprkncCNwJzgA9V1V3T3K2ZzFNy2lX+29lLzeiJa0nSaM30002SpBEyJCRJXYbELJKBv0nyI0O105PcMJ390syRpJL87tD6+5KcN41d0ogZErNIDSag3gG8P8m+Sb4DWAOcNb090wzyPPDmJK+c7o5o9zAkZpmquhP4BPBfgXOBPwR+Pclnkvx9kuUASY5JcluS25N8Icniaey29hxbGVzJ9F/Gf5Dku5JsaP9eNiR51e7vnqaaVzfNQm0E8TngG8CfAndV1R8mORC4DTgeuAD4u6r6SLsHZU5VPTtdfdaeIcnXgO8EvgC8FvhFYP+qOi/JJ4Brq2ptkl8AfrKqTpm+3moqGBKzVJLfAr4GnA7sy+AvRICDgZMZBMWvA1cCf1xV901HP7VnSfK1qtq//fv5JvAs3wqJx4DDq+qbSV4KPFxVnpaa4Wb0zXR6Uf65vQL8dFWNf+jhPUluBX4MuDHJ26vq5t3dSe2xfo/BaPTD29nGv0D3As5J6EbgXUkCkOT49v7dwJeq6mIGjzr5vunrovY0VfUEsA5YNVT+WwaPxgF4K/A3u7tfmnqGhH4beCnwhSR3tnWAnwHuTHI78D0MTjtJw36XwSPCx7wbeFuSLwA/D7xnWnqlKeWchCSpy5GEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAnNGEleaM+SujPJx5K8fCfbL0rysxPUP5DkK0l26f+HJO9Ickbn5925K/ts7d+7s8coTTVDQjPJs1V1XFUdy+C5U+/YyfaLgG1CogXDTwEPAj+4K52qqv9VVaO4j+S9gCGhaWVIaKb6a+CoJD+R5Nb2BNv/m+QwgCT/sY06bm+fvYLBQwv/Q6uNPcX0DcCdwKXAW8Z2nuSwJB9P8vn2+oFWP6M95fTzSa5qtfOSvK8tn9A+u4WhR7AnmZPkd9rTdr+Q5Jda/fVJPpnk2iRfTPKR9r0f72bwIL2/TPKXo/1PKfX57CbNOEnmAj8C3MDg0Q8nVVUleTvwa8CvAO8DzqqqTyfZH3gOOBt4X1X9+NDu3gJ8FLgO+O9JXlpV3wQuBj5VVT+VZA6wf5JjGDz08HVV9ViSgyfo3oeBd1XVp5L8zlB9FfBUVf3bJPsAn07yF+2z44FjgIeAT7f9X5zkl4E3VNVjL/I/mbTLHEloJtmvPSZkI/AAcDmwkMEDCO8AfpXBL1sY/LJ9f/uL/MCq2jp+Z+0R6D8K/ElVPQ3cCrypffxDDEYXVNULVfVUq1079ku7Pb9oeH8HtJ/1qVa6aujjNwFntP7fChwCjH1Hx21Vtbmq/hm4ncFpMWmP4EhCM8mzVXXccCHJ7wPvr6r1SV4PnAdQVRck+TMGIfB3SX54gv0tAw4A7mjPN3w58HXgzzo/P2z/yabb+zwMRhg3juv/6xl829uYF/D/S+1BHElopjsA+EpbXjlWTPLqqrqjqi5kMPL4HuAZ4BVDbd8CvL2qFlXVIuBI4E3tiqINwJltX3OSzGu105Mc0urbnG6qqq8CTyX596301qGPbwTObN+zQJJ/3b78aXvG91fa7QwJzXTnAR9L8tfA8Ln797ZLZT/P4ItxrmfwbWpb28TyrzP4cqV/GTVU1T8xmOP4CQZPMH1DO431WeCYqrqLwXeCf6rt9/0T9OdtwAfbxPXwN/n9AXA38Ll2Wez/ZscjhsuA65241nTyKbCSpC5HEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqev/A2g6KK5FSR6PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 402.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Stacked Bar Chart (Categorical Features)\n",
    "\n",
    "standardCategoricalFeatures = ['Gender', 'HasDrivingLicense', 'Switch', 'VehicleAge', 'PastAccident']\n",
    "\n",
    "for feature in standardCategoricalFeatures:\n",
    "    sns.catplot(x=feature, kind='count', hue='Result', data=insuranceDF, sharey=False, color='grey')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0b91e9c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Univirate Analysis (Box Plot and Violin Plot)\n",
    "\n",
    "fig, axes = plt.subplots(3, 2, figsize=(20, 20))\n",
    "\n",
    "for col in range(0, len(numericalFeatures)):\n",
    "    sns.violinplot(ax=axes[col, 1], y=insuranceDF['Result'].astype('category'), x=numericalFeatures[col], data=insuranceDF, color='grey')\n",
    "    sns.boxplot(ax=axes[col, 0], y=insuranceDF['Result'].astype('category'), x=numericalFeatures[col], data=insuranceDF, color='grey')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2e7172e6",
   "metadata": {},
   "source": [
    "Various outliers are clearly present throughout each numerical feature. A suitable scaling method will need to be adopted to resolve this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8f02fd8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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t3/7t3HPPPWt+E3fxxRfntttuy/vf//5Mnz59zb/7nXfe6RLkU0QBeZ/23XffvOxlL0tV5aabbsoVV1yRww47LEly/fXXZ4cddshb3vKWbL/99mmtZcWKFfnCF76QRx55JCeeeGL22WefzJgxI8uWLctll12mZ6ZDH/jABzb0m/qtxo9+9KOt8mfafffdd6P/blX1pCQ/SHJskruSXJnkLa21m9bZb+ckdyTZp7W2dLDtqUmmtdYWD25fmOS/tNa+/njWPEqA8ekkz0zy94NNb8hEEvNHSb7WWnv5Jp5jq/zHht4JMGDqCDBgaggwYGoIMJ6YNhVgJElVnZTkE5m4jOrnWmsfqarfSZLW2pmDfd6Z5ITW2psmHbd/JqYukonqir9prX3k8a55lA6M9yZ5fZKjB/evSLLnIFnZVHgBAAAAT1hbawfGKFpr85LMW2fbmevc/3ySz6+zbX6Swzf3ejbZgdEm/rV+mGRFktdlYnxE5T0AAACwxQydwKiqgzJRxPHmJD9L8uVMnHJi6gIAAADYojZ2CsktSf4lyWtaa7cnSVV9YIusCgAAAGCSjQUYb8jEBMYlVfX1JH+bDV8HFgAAALZK23IHRm+GdmC01s5rrf2bJAcnuTTJB5L8SlV9pqqO30LrAwAAABipxHNpa+2LrbVXJ9k7ybVJPjTuhQEAAACstskAY7LW2v2ttc+21o4Z14IAAAAA1rWxDgwAAADYpunA6MdjmsAAAAAAmAoCDAAAAKB7AgwAAACgezowAAAAYAgdGP0wgQEAAAB0T4ABAAAAdE+AAQAAAHRPgAEAAAB0T4knAAAADKHEsx8mMAAAAIDuCTAAAACA7gkwAAAAgO7pwAAAAIAhdGD0wwQGAAAA0D0BBgAAANA9AQYAAADQPR0YAAAAMIQOjH6YwAAAAAC6J8AAAAAAuifAAAAAALqnAwMAAACG0IHRDxMYAAAAQPcEGAAAAED3BBgAAABA9wQYAAAAQPeUeAIAAMAQSjz7YQIDAAAA6J4AAwAAAOieAAMAAADong4MAAAAGEIHRj9MYAAAAADdE2AAAAAA3RNgAAAAAN3TgQEAAABD6MDohwkMAAAAoHsCDAAAAKB7AgwAAACgezowAAAAYAgdGP0wgQEAAAB0T4ABAAAAdE+AAQAAAHRPgAEAAAB0T4knAAAADKHEsx8mMAAAAIDuCTAAAACA7gkwAAAAgO7pwAAAAIAhdGD0wwQGAAAA0D0BBgAAANA9AQYAAADQPR0YAAAAMIQOjH6YwAAAAAC6J8AAAAAAuifAAAAAALqnAwMAAACG0IHRDxMYAAAAQPcEGAAAAED3BBgAAABA9wQYAAAAQPeUeAIAAMAQSjz7YQIDAAAA6J4AAwAAAOieAAMAAADong4MAAAAGEIHRj9MYAAAAADdE2AAAAAA3RNgAAAAAN3TgQEAAABD6MDohwkMAAAAoHsCDAAAAKB7AgwAAACgezowAAAAYAgdGP0wgQEAAAB0T4ABAAAAdE+AAQAAAHRPgAEAAAB0T4knAAAADKHEsx8mMAAAAIDuCTAAAACA7gkwAAAAgO7pwAAAAIAhdGD0wwQGAAAA0D0BBgAAANA9AQYAAADQPR0YAAAAMIQOjH6YwAAAAAC6J8AAAAAAuifAAAAAALqnAwMAAACG0IHRDxMYAAAAQPcEGAAAAED3BBgAAABA9wQYAAAAQPeUeAIAAMAQSjz7YQIDAAAA6J4AAwAAAOieAAMAAADong4MAAAAGEIHRj9MYAAAAADdE2AAAAAA3RNgAAAAAN3TgQEAAABD6MDohwkMAAAAoHsCDAAAAKB7AgwAAACgezowAAAAYAgdGP0wgQEAAAB0T4ABAAAAdE+AAQAAAHRPgAEAAAB0T4knAAAADKHEsx8mMAAAAIDuCTAAAACA7gkwAAAAgO7pwAAAAIAhdGD0wwQGAAAA0D0BBgAAANA9AQYAAADQPR0YAAAAMIQOjH6YwAAAAADWU1UnVNWtVXV7VX1oA4+/rKp+XlXXDj7+06jH/jJMYAAAAABrqarpST6V5Lgkdya5sqrmtta+v86u/9Jae/UveexjYgIDAAAAWNdRSW5vrc1vrT2S5G+TnLwFjh1q7BMYH/vYx8b9FMAGfPCDH5zqJcA264wzzpjqJcA2acmSJVO9BGArtLV2YFTVaUlOm7TprNbaWZPu75XkJ5Pu35nkhRv4VL9WVdclWZDkD1trNz2GYx8Tp5AAAADANmYQVpy1kV1qQ4etc//qJM9qrS2pqpOSnJ9k9ojHPmZOIQEAAADWdWeSfSbd3zsTUxZrtNYWtdaWDG7PS7JdVT1tlGN/GQIMAAAAYF1XJpldVftV1fZJ3pRk7uQdqmqPqqrB7aMykTH8bJRjfxlOIQEAAADW0lp7tKp+L8k/JZme5HOttZuq6ncGj5+Z5JQkv1tVjyZ5KMmb2kRpyAaPfbxrEmAAAADAEFtriecoBqeFzFtn25mTbv9Fkr8Y9djHyykkAAAAQPcEGAAAAED3BBgAAABA93RgAAAAwBDbcgdGb0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALq3yQmMqtolyW8l2Xfy/q21949tVQAAAACTjHIKybwklye5Icmq8S4HAAAAYH2jBBgzWmunj30lAAAA0BkdGP0YpQPj3Kp6d1XtWVWzVn+MfWUAAAAAA6NMYDyS5ONJ/jjJ6uipJdl/XIsCAAAAmGyUAOP0JAe21u4b92IAAAAANmSUU0huSrJs3AsBAAAAGGaUCYyVSa6tqkuSPLx6o8uoAgAAsLVT4tmPUQKM8wcfAAAAAFNikwFGa+2cLbEQAAAAgGE2GWBU1R35xdVH1mituQoJAAAAsEWMcgrJCybdnpHk1CSzxrMcAAAA6IcOjH5s8iokrbWfTfq4q7X2iSTHjH9pAAAAABNGOYXkeZPuTsvERMZOY1sRAAAAwDpGOYXkv0+6/WiSHyV541hWAwAAALABo1yF5OVbYiEAAADQGx0Y/RgaYFTV21prf11Vp2/o8dba/xjfsgAAAAB+YWMTGE8d/KnvAgAAAJhSQwOM1tpnB3/+yZZbDgAAAMD6RrkKyX5J3pdk38n7t9ZeO75lAQAAwNTTgdGPUa5Ccn6S/5Xkq0lWjXU1AAAAABswSoCxvLX2ybGvBAAAAGCIUQKM/1lV/znJN5I8vHpja+3qsa0KAAAAYJJRAoxfTfL2JMfkF6eQtMF9AAAAgLEbJcB4XZL9W2uPjHsxAAAA0BMlnv2YNsI+1yXZZczrAAAAABhqlAmMX0lyS1VdmbU7MFxGFQAAANgiRgkw/vPYVwEAAACwEZsMMFpr36yqZyWZ3Vq7qKp2SDJ9/EsDAACAqaUDox+b7MCoqncn+f+SfHawaa8k549xTQAAAABrGaXE871Jfj3JoiRprd2WZPdxLgoAAABgslECjIcnX0K1qp6UxAwNAAAAsMWMUuL5zar6D0meUlXHJfn3Sb463mUxDvvtt1+OPfbYTJs2Ldddd12++93vrrfPsccemwMOOCArVqzIvHnzcs899yRJnvzkJ+fEE0/M0572tCTJvHnzsmDBgrz2ta/NrFmzkiQzZszI8uXL8/nPf36LvSbY2nz4wx/OpZdemt122y1f+9rXpno58IRx4oknZvbs2VmxYkXOP//8LFy4cL19dtlll5xyyil5ylOekoULF+a8887LypUrN3r8gQcemBNOOCHTpk3L1VdfnW9/+9trfc4Xv/jFOf744/Onf/qnWbZsWfbff/+84hWvyPTp07Ny5cpceOGFueOOO8b/FwCdOeCAA/LKV74yVZVrrrkm3/nOd9bb55WvfGUOPPDArFixInPnzs3dd9+dmTNn5uSTT86OO+6Y1lquvvrqXHHFFUkmvk896KCDsnLlyjzwwAOZO3duHn744fU+L2xuOjD6MUqA8cEk70pyQ5L3JJmX5OxxLorNr6py3HHH5ctf/nIWL16cd7zjHbn99tvzs5/9bM0++++/f2bNmpWzzjorz3jGM3L88cfn3HPPTTLxBWP+/Pk5//zzM23atGy33XZJkrlz5645/uUvf7kvIvA4vf71r8/b3va2fPCDH5zqpcATxuzZszNr1qx88pOfzN57751XvepVOfvs9b9VOe6443L55ZfnxhtvzKtf/eo897nPzfe+972hx1dVTjrppJx77rlZtGhR3v3ud+fWW2/NvffemySZOXNm9t9//zz44INrnmPZsmX50pe+lMWLF2f33XfP2972tvyP//E/ttRfBXShqnLCCSfki1/8YhYtWpR3vetd+cEPfpD77rtvzT4HHnhgZs2alU996lPZa6+9ctJJJ+Vzn/tcVq1alQsvvDB33313tt9++7zrXe/K/Pnzc9999+WOO+7IP//zP6e1lmOPPTZHH310Lr744il8pbD1q6oTkvzPTFzI4+zW2kfXefytmcgMkmRJkt9trV03eOxHSRYnWZnk0dbaCx7vejZ6CklVTUtyQ2vtL1trp7bWThncFkE9wey555558MEH8/Of/zyrVq3KzTffnNmzZ6+1z+zZs3PjjTcmSRYsWJAnP/nJeepTn5rtt98+++yzT66//vokyapVqzYYVBx88MG5+eabx/9iYCt25JFHZuedd57qZcATypw5c3LdddclSe68887MmDEjO+6443r77bfffvn+97+fJLn22mtz8MEHb/T4vfbaK/fff38eeOCBrFy5MjfeeGPmzJmz5vOdcMIJufDCC9d6jrvvvjuLFy9Okvz0pz/Nk570pEyf7uJtbFue8Yxn5IEHHsiDDz6YVatW5aabblrrvZMkBx100JrvLe+6664177slS5bk7rvvTpI88sgjue+++7LTTjslSebPn7/mN+F33nnnmu3AeFTV9CSfSnJikkOSvLmqDllntzuSvLS1dliS/5rkrHUef3lr7YjNEV4kmwgwWmurklxXVc/cHE/G1Nlpp52yaNGiNfcXL1683jd3O+6443r77LTTTtlll12ybNmynHTSSXnnO9+ZE044Yc0Exmp77713li5dmgceeGC8LwQA1jFz5sy1vn4tWrQoM2fOXGufHXbYIcuXL8+qVavW22fY8Rv7vHPmzMmiRYvWnGq5IYccckjuvvvuNaepwLZiQ++ddcOGdb833dA+O++8c/bYY4/cdddd6z3HEUcckR/+8IebeeXAOo5Kcntrbf6gF/Nvk5w8eYfW2ndaa6t/CLw8yd7jXNAoJZ57Jrmpqi6uqrmrPzZ2QFWdVlXfq6rvbahngT5V1XrbWmuZNm1a9thjj1xzzTX5/Oc/nxUrVuRFL3rRWvsdcsghpi8A6MYow6Ib22fYY621bLfddnnJS16SSy65ZOjxT3/60/OKV7wiX/2q2jBI1n9PDfu+c7Xtttsup556ar7xjW/kkUceWWu/o48+OqtWrcoNN9wwnsXCOlprW+XH5J/bBx+nrfPS90ryk0n37xxsG+bfJfnfk//qknyjqq7awOf+pYzSgfEnj/WTttbOymB05GMf+5jTTTqwePHitX4btdNOO2XJkiUb3Gd1yj15n8WLF68pNLv11lvXCjCqKgcddFDOOeeccb8MAEgycbrV85///CQT4+eTv8bNnDlzzWkcqy1btiwzZszItGnTsmrVqrX2WXdiY/Vj06dP3+D2XXfdNbvuumt+93d/d83297znPfnLv/zLLFmyJDNnzsyb3vSmnHfeeSYT2SZt6D217vedG9tn2rRpOfXUU3PDDTfklltuWeu4ww47LLNnz17T0wb88ib/3D7E+knjkCuSVtXLMxFgHD1p86+31hZU1e5JLqyqW1pr3/qlF5yNTGBU1Yyq+oMkpyY5OMm/tta+ufrj8TwpW97ChQuz6667Zuedd860adPy7Gc/O7fffvta+9x222059NBDk0ycu/jwww9n6dKlWbp0aRYtWrTmaiPPetaz1iph2nffffOzn/1svW8WAWBcrrzyypx55pk588wzc8stt+Twww9PMnFK48MPP7zeD0tJcscdd+SQQyZO3T3iiCNy6623JpkI5jd0/IIFC7Lbbrtll112yfTp03PooYfm1ltvzU9/+tN8/OMfzyc+8Yl84hOfyKJFi/LZz342S5YsyYwZM/KWt7wlF110UX7yk5+stwbYFixYsCCzZs3KLrvskmnTpuU5z3lOfvCDH6y1zw9+8IMcdthhSZK99tory5cvX/O+fc1rXpP77rtvvSvmHXDAAXnxi1+cL3/5y3n00Ue3zIuBbdudSfaZdH/vJAvW3amqDsvEhT5Obq2tuUpEa23B4M+fJjkvE6ekPC4bm8A4J8mKJP+SX5R2/P7jfUKmRmstF154Yd74xjemqnLDDTfkvvvuyxFHHJFkosxs/vz5OeCAA3Laaafl0Ucfzbx589Ycf9FFF+XVr351pk+fngcffHCtx5797Gc7fQQ2k9NPPz1XXHFFHnjggfzGb/xG3ve+9+XUU0+d6mVB12677bbMnj0773//+7NixYpccMEFax5761vfmrlz52bx4sW56KKLcsopp+SYY47JwoULc/XVV2/0+FWrVmXevHl5+9vfvuZSkKuvQDLMUUcdlVmzZuWlL31pXvrSlyZJzj333CxdunRMrx7601rL17/+9bzlLW9JVeW6667Lvffem+c973lJkquvvjq33357DjzwwLz3ve/No48+uubKdvvss08OO+yw3HPPPXn3u9+dJLnkkkty++2354QTTsj06dPz1re+NcnE9NXk70mBze7KJLOrar8kdyV5U5K3TN5h0Jf5lSRvb639YNL2pyaZ1lpbPLh9fJL/8ngXVMPO8ayqG1prvzq4/aQkV7TWnvdYn8ApJDA1XIYTps4ZZ5wx1UuAbZIrvsDU+I//8T9u6FSDrcbnP//5rfJn2ne+852b/HerqpOSfCITl1H9XGvtI1X1O0nSWjuzqs5O8oYkPx4c8mhr7QVVtX8mpi6SicGJv2mtfeTxrnljExgrVt9orT26oaIdAAAA2JqNUgy9tWqtzUsyb51tZ066/a4k79rAcfOTHL6517OxAOPwqlp9baNK8pTB/ZpYT5s5/FAAAACAzWdogNFaM4MHAAAAdGFogFFVszZ2YGvt/s2/HAAAAID1bewUkqsycY3XYdd+3X8sKwIAAIBObMsdGL3Z2Ckk+23JhQAAAAAMs7EJjDWqatcks5PMWL2ttfatcS0KAAAAYLJNBhhV9a4kv59k7yTXJnlRksuSHDPWlQEAAAAMjDKB8ftJjkxyeWvt5VV1cJI/Ge+yAAAAYOrpwOjHtBH2Wd5aW54kVfXk1totSeaMd1kAAAAAvzDKBMadVbVLkvOTXFhVDyRZMM5FAQAAAEy2yQCjtfa6wc0zquqSJDsn+fpYVwUAAAAwySglns+cdPeOwZ97JPk/Y1kRAAAAdEIHRj9GOYXkH5O0JJWJy6jul+TWJM8Z47oAAAAA1hjlFJJfnXy/qp6X5D1jWxEAAADAOka5CslaWmtXZ+KyqgAAAABbxCgdGKdPujstyfOS3Du2FQEAAACsY5QOjJ0m3X40E50Y/zCe5QAAAEA/lHj2Y5QOjD/ZEgsBAAAAGGaUU0gOSvKHSfadvH9r7ZjxLQsAAADgF0Y5heTvk5yZ5OwkK8e7HAAAAID1jRJgPNpa+8zYVwIAAACd0YHRj1Euo/rVqvr3VbVnVc1a/TH2lQEAAAAMjDKB8Y7Bn380aVtLsv/mXw4AAADA+ka5Csl+W2IhAAAAAMOMMoGRqnpx1r8KyRfGtCYAAADogg6MfoxyGdVzkxyQ5Nr84iokLYkAAwAAANgiRpnAeEGSQ5rYCQAAAJgio1yF5MYke4x7IQAAAADDjDKB8bQk36+qK5I8PNjWWmsnj29ZAAAAMPWcjNCPUQKMMybdriRHJ3nzWFYDAAAAsAGbPIWktfbNJD9P8qokn09ybJIzx7ssAAAAgF8YOoFRVQcleVMmpi1+luTLSaq19vIttDYAAACAJBs/heSWJP+S5DWttduTpKo+sEVWBQAAADDJxgKMN2RiAuOSqvp6kr/NRAcGAAAAbBOUePZjaAdGa+281tq/SXJwkkuTfCDJr1TVZ6rq+C20PgAAAICRSjyXtta+2Fp7dZK9k1yb5EPjXhgAAADAapsMMCZrrd3fWvtsa+2YcS0IAAAAYF0b68AAAACAbZoOjH48pgkMAAAAgKkgwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4AAwAAAOieEk8AAAAYQolnP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE8HBgAAAAyhA6MfJjAAAACA7gkwAAAAgO4JMAAAAIDu6cAAAACAIXRg9MMEBgAAANA9AQYAAADQPQEGAAAA0D0BBgAAANA9JZ4AAAAwhBLPfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4ODAAAABhCB0Y/TGAAAAAA3RNgAAAAAN0TYAAAAADdE2AAAAAA3VPiCQAAAEMo8eyHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE8HBgAAAAyhA6MfJjAAAACA7gkwAAAAgO4JMAAAAIDu6cAAAACAIXRg9MMEBgAAANA9AQYAAADQPQEGAAAA0D0BBgAAANA9JZ4AAAAwhBLPfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4ODAAAABhCB0Y/TGAAAAAA3RNgAAAAAN0TYAAAAADdE2AAAAAA3VPiCQAAAEMo8eyHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAKynqk6oqlur6vaq+tAGHq+q+uTg8eur6nmjHvvLEGAAAAAAa6mq6Uk+leTEJIckeXNVHbLObicmmT34OC3JZx7DsY+ZAAMAAABY11FJbm+tzW+tPZLkb5OcvM4+Jyf5QptweZJdqmrPEY99zMbegfHQQw+N+ymADTjjjDOmegmwzfL+g6nhvQeMw9bagVFVp2ViamK1s1prZ026v1eSn0y6f2eSF67zaTa0z14jHvuYKfEEAACAbcwgrDhrI7vUhg4bcZ9Rjn3MBBgAAADAuu5Mss+k+3snWTDiPtuPcOxjpgMDAAAAWNeVSWZX1X5VtX2SNyWZu84+c5P81uBqJC9K8vPW2sIRj33MTGAAAADAEFtrB8amtNYerarfS/JPSaYn+Vxr7aaq+p3B42cmmZfkpCS3J1mW5N9u7NjHuyYBBgAAALCe1tq8TIQUk7edOel2S/LeUY99vJxCAgAAAHRPgAEAAAB0T4ABAAAAdE8HBgAAAAyxrZZ49sgEBgAAANA9AQYAAADQPQEGAAAA0D0dGAAAADCEDox+mMAAAAAAuifAAAAAALonwAAAAAC6pwMDAAAAhtCB0Q8TGAAAAED3BBgAAABA9wQYAAAAQPd0YAAAAMAQOjD6YQIDAAAA6J4AAwAAAOieAAMAAADongADAAAA6J4STwAAABhCiWc/TGAAAAAA3RNgAAAAAN0TYAAAAADd04EBAAAAQ+jA6IcJDAAAAKB7AgwAAACgewIMAAAAoHs6MAAAAGAIHRj9MIEBAAAAdE+AAQAAAHRPgAEAAAB0TwcGAAAADKEDox8mMAAAAIDuCTAAAACA7gkwAAAAgO4JMAAAAIDuKfEEAACAIZR49sMEBgAAANA9AQYAAADQPQEGAAAA0D0dGAAAADCEDox+mMAAAAAAuifAAAAAALonwAAAAAC6pwMDAAAAhtCB0Q8TGAAAAED3BBgAAABA9wQYAAAAQPd0YAAAAMAQOjD6YQIDAAAA6J4AAwAAAOieAAMAAADongADAAAA6J4STwAAABhCiWc/TGAAAAAA3RNgAAAAAN0TYAAAAADd04EBAAAAQ+jA6IcJDAAAAKB7AgwAAACgewIMAAAAoHs6MAAAAGAIHRj9MIEBAAAAdE+AAQAAAHRPgAEAAAB0TwcGAAAADKEDox8mMAAAAIDuCTAAAACA7gkwAAAAgO4JMAAAAIDuKfEEAACAIZR49sMEBgAAANA9AQYAAADQPQEGAAAA0D0dGAAAADCEDox+mMAAAAAAuifAAAAAALonwAAAAAC6pwMDAAAAhtCB0Q8TGAAAAED3BBgAAABA9wQYAAAAQPd0YAAAAMAQOjD6YQIDAAAA6J4AAwAAAOieAAMAAADo3kY7MKrqz5MMPeGntfb+zb4iAAAAgHVsqsTze4M/fz3JIUm+PLh/apKrxrUoAAAA6IESz35sNMBorZ2TJFX1ziQvb62tGNw/M8k3xr46AAAAgIzegfGMJDtNur/jYBsAAADA2G3qFJLVPprkmqq6ZHD/pUnOGMuKAAAAANYxUoDRWvurqvrfSV442PSh1trd41sWAAAATD0dGP0Y6RSSqqokr0hyeGvtgiTbV9VRY10ZAAAAwMCoHRifTvJrSd48uL84yafGsiIAAACAdYzagfHC1trzquqaJGmtPVBV249xXQAAAABrjBpgrKiq6UlaklTV05OsGtuqAAAAoAM6MPox6ikkn0xyXpLdq+ojSb6d5L+NbVUAAAAAk4x6FZIvVtVVSY5NUkl+s7V281hXBgAAADAwUoBRVee21t6e5JYNbAMAAAAYq1E7MJ4z+c6gD+P5m385AAAA0A8dGP3YaAdGVX24qhYnOayqFlXV4sH9nya5YIusEAAAANjmbTTAaK39t9baTkk+3lqb2VrbafCxW2vtw1tojQAAAMA2btQSzw9X1a5JZieZMWn7t8a1MAAAAIDVRi3xfFeS30+yd5Jrk7woyWVJjhnbygAAAAAGRi3x/P0kRya5vLX28qo6OMmfjG9ZAAAAMPWUePZjox0YkyxvrS1Pkqp6cmvtliRzxrcsAAAAgF8YdQLjzqraJcn5SS6sqgeSLBjXogAAAAAmG7XE83WDm2dU1SVJdk7y9bGtCgAAAGCSUScwUlVHJ5ndWvurqnp6kr2S3DG2lQEAAMAU04HRj5E6MKrqPyf5YJIPDzZtl+Svx7UoAAAAgMlGLfF8XZLXJlmaJK21BUl2GteiAAAAACYbNcB4pE3MzbQkqaqnjm9JAAAAAGsbtQPj76rqs0l2qap3J/ntJH85vmUBAADA1NOB0Y9NBhhVVUm+nOTgJIuSzEnyn1prF455bQAAAABJRggwWmutqs5vrT0/idACAAAA2OJG7cC4vKqOHOtKAAAAAIYYtQPj5UneU1U/zsSVSCoTwxmHjW1lAAAAMMV0YPRj1ADjxLGuAgAAAGAjNhpgDE4beVpr7X+vs/01SRYk+fEY1wYAAACQZNMdGB9PcvMGtt88eAwAAABg7DYVYOzWWvvRuhtba7cn2W0sKwIAAABYx6Y6MJ6ykceeujkXAgAAAL1R4tmPTU1gXFRVH6mqmryxqv4kyT+Pb1kAAAAAv7CpCYz/K8nZSW6vqmsH2w5P8r0k7xrjugAAAADW2GiA0VpbmuTNVbV/kucMNt/UWps/9pUBAAAADGxqAmO1O5L8epL9WmtfrapnJtmjtXbF+JbG5nLiiSdm9uzZWbFiRc4///wsXLhwvX122WWXnHLKKXnKU56ShQsX5rzzzsvKlSuHHj9z5sy87nWvy4477pjWWq666qp897vfTZIcd9xxmTNnTlauXJn7778/F1xwQZYvX75FXzNMlXG835LkwAMPzAknnJBp06bl6quvzre//e21PueLX/ziHH/88fnTP/3TLFu2LPvvv39e8YpXZPr06Vm5cmUuvPDC3HHHHeP/C4AnqA9/+MO59NJLs9tuu+VrX/vaVC8Htgrj+pp48skn56CDDsrSpUvz6U9/eou+JrZNOjD6sakOjNU+neRFSd48uL84yafGsiI2q9mzZ2fWrFn55Cc/ma9+9at51atetcH9jjvuuFx++eX58z//8yxfvjzPfe5zN3r8qlWr8o1vfCOf+tSncvbZZ+eoo47K05/+9CTJ/Pnz8+lPfzqf+cxn8rOf/SxHH330lnmxMMXG9X6rqpx00kn54he/mE996lM59NBD17zfkmTmzJnZf//98+CDD67ZtmzZsnzpS1/KZz7zmZx//vl53eteN74XDluB17/+9Tn77LOnehmw1RjX18Qkufbaa/PXf/3XW+R1ABtWVbOq6sKqum3w564b2Gefqrqkqm6uqpuq6vcnPXZGVd1VVdcOPk4a5XlHDTBe2Fp7b5LlSdJaeyDJ9iMeyxSaM2dOrrvuuiTJnXfemRkzZmTHHXdcb7/99tsv3//+95NMfFE4+OCDN3r8kiVL1qTgjzzySO69997stNNOSZIf/vCHWbVq1ZpjZs6cOd4XCZ0Y1/ttr732yv33358HHnggK1euzI033pg5c+as+XwnnHBCLrzwwrWe4+67787ixYuTJD/96U/zpCc9KdOnT9/8Lxq2EkceeWR23nnnqV4GbDXG9TUxSX784x/noYce2hIvAxjuQ0kubq3NTnLx4P66Hk3yf7XWnp2JgYj3VtUhkx7/s9baEYOPeaM86agBxoqqmp6kJUlVPT3JqhGPZQrNnDkzixYtWnN/0aJF6wUKO+ywQ5YvX74mdJi8zyjH77LLLtlzzz1z1113rff8z33uc3P77bdvttcDPRvX+21jn3fOnDlZtGhR7rnnnqHrOuSQQ3L33XevGckFgHHbEt+DAlPq5CTnDG6fk+Q3192htbawtXb14PbiJDcn2evxPOmoAcYnk5yXZPeq+kiSbyf5f4ftXFWnVdX3qup7V1111eNZH2MwyjlcG9tn8mPbb7993vjGN+brX/96Hn744bX2e8lLXpJVq1bl+uuv/+UXC09wm/P9tu727bbbLi95yUtyySWXDD3+6U9/el7xilfkq1/96qYXCwBjNK6viTBurbWt8mPyz+2Dj9Mew1/Lr7TWFg7+fhYm2X1jO1fVvkmem+S7kzb/XlVdX1Wf29ApKBsyUolna+2LVXVVkmOTVJLfbK3dvJH9z0pyVpKcccYZ/k+zhR155JF5/vOfnyS566671kqrZ86cuWasfLVly5ZlxowZmTZtWlatWrXWPuum3ZMfmzZtWt74xjfmhhtuyM03r/2fw+GHH56DDjooX/jCF8byGqEXW+L9Nn369A1u33XXXbPrrrvmd3/3d9dsf8973pO//Mu/zJIlSzJz5sy86U1vynnnnZcHHnhgbH8HAJBsue9Bgc1j8s/tG1JVFyXZYwMP/fFjeZ6q2jHJPyT5g9ba6tGqzyT5r5k4y+O/JvnvSX57U59rpACjql6Uicunfmpwf6eqemFr7bubOJQpcOWVV+bKK69MMlGAdNRRR+XGG2/M3nvvnYcffjhLlixZ75g77rgjhxxySG688cYcccQRufXWW5Mkt95669DjTz755Nx333257LLL1vpcBx54YI4++uj81V/9VVasWDHmVwtTa0u835YtW5bddtstu+yySxYvXpxDDz00//AP/5B77703H//4x9d83j/4gz/IWWedteYbwre85S256KKL8pOf/GTL/GUAsE3bUt+DAltGa+0Vwx6rqnuqas/W2sKq2jPJT4fst10mwosvtta+Mulz3zNpn79MMtIlwEa9jOpnkjxv0v2lG9hGh2677bbMnj0773//+7NixYpccMEFax5761vfmrlz52bx4sW56KKLcsopp+SYY47JwoULc/XVV2/0+Gc+85k5/PDDc8899+R3fud3kiQXX3xxbrvttpx00kmZPn16fuu3fivJRPGSS9KxLRjX+23VqlWZN29e3v72t6eqcs011+Tee+/d6FqOOuqozJo1Ky996Uvz0pe+NEly7rnnZunSpWN69fDEdvrpp+eKK67IAw88kN/4jd/I+973vpx66qlTvSx4whrX18QkecMb3pB99903O+ywQ04//fRccsklueaaa7b4a4Rt3Nwk70jy0cGfF6y7Q1VVkv+V5ObW2v9Y57E9V5+CkuR1SW4c5UlrlHPJqura1toR62y7vrV22KaOdQoJANuaM844Y6qXANsk7z2YGmeccUZN9RrG6R3veMdW+TPtOeec80v/u1XVbkn+Lskzk/yfJKe21u6vqmckObu1dlJVHZ3kX5LckF9cBOQ/tNbmVdW5SY7IxCkkP0rynkmBxlCjTmDMr6r3Z2LqIkn+fZL5Ix4LAAAAbCVaaz/LREfmutsXJDlpcPvbmejQ3NDxb/9lnnfUq5D8TpIXJ7kryZ1JXpjksTSUAgAAAPzSRr0KyU+TvGnMawEAAADYoFGvQvL0JO9Osu/kY1prm7zMCQAAAMDjNWoHxgWZKN+4KMnK8S0HAAAA+jHKhS/YMkYNMHZorX1wrCsBAAAAGGLUEs+vVdVJY10JAAAAwBCjBhi/n4kQ46GqWlRVi6tq0TgXBgAAALDaqFch2WncCwEAAIDe6MDox0YDjKo6uLV2S1U9b0OPt9auHs+yAAAAAH5hUxMYpyc5Lcl/38BjLckxm31FAAAAAOvYaIDRWjtt8OfLt8xyAAAAANa3qVNIjkzyk9ba3YP7v5XkDUl+nOSM1tr9418iAAAATA0dGP3Y1FVIPpvkkSSpqt9I8tEkX0jy8yRnjXdpAAAAABM21YExfdKUxb9JclZr7R+S/ENVXTvWlQEAAAAMbGoCY3pVrQ45jk3yz5MeG+kSrAAAAACP16ZCiC8l+WZV3ZfkoST/kiRVdWAmTiMBAACArZYOjH5s6iokH6mqi5PsmeQb7Rf/ctOSvG/ciwMAAABINn0KSVprlye5PsmjSVJVL0tyQpL541wYAAAAwGqbDDAG/iHJysGpI/8ryX5J/mZsqwIAAACYZNQAY1Vr7dEkr0vyidbaBzJxWgkAAADA2I16JZEVVfXmJO9I8prBtu3GsyQAAADogxLPfow6gfFvk/xako+01u6oqv2S/PX4lgUAAADwC6NOYOyf5A9aa6uSpLV2R5KPjm1VAAAAAJOMOoHxpiS3VdWfVtWzx7kgAAAAgHWNNIHRWntbVc1M8uYkf1VVLclfJflSa23xOBcIAAAAU0UHRj9GncBIa21RJi6n+reZuALJ65JcXVXvG9PaAAAAAJKMGGBU1Wuq6rwk/5yJq48c1Vo7McnhSf5wjOsDAAAAGLnE89Qkf9Za+9bkja21ZVX125t/WQAAAAC/MGoHxm9t5LGLN99yAAAAoB86MPox6ikkL6qqK6tqSVU9UlUrq2rRuBcHAAAAkIxe4vkXmbgCyW1JnpLkXUn+fFyLAgAAAJhs1A6MtNZur6rprbWVmbiU6nfGuC4AAACANUYNMJZV1fZJrq2qP02yMMlTx7csAAAAmHo6MPox6ikkbx/s+3tJlibZJ8kbxrUoAAAAgMlGvQrJj6vq6YPbfzLeJQEAAACsbaMTGDXhjKq6L8ktSX5QVfdW1X/aMssDAAAA2PQpJH+Q5NeTHNla2621tmuSFyb59ar6wLgXBwAAAJBs+hSS30pyXGvtvtUbWmvzq+ptSb6R5M/GuTgAAACYSko8+7GpCYztJocXq7XW7k2y3XiWBAAAALC2TQUYj/ySjwEAAABsNps6heTwqlq0ge2VZMYY1gMAAACwno0GGK216VtqIQAAANAbHRj92NQpJAAAAABTToABAAAAdE+AAQAAAHRvUyWeAAAAsM3SgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4AAwAAAOieEk8AAAAYQolnP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE8HBgAAAAyhA6MfJjAAAACA7gkwAAAAgO4JMAAAAIDuCTAAAACA7inxBAAAgCGUePbDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4AAwAAAOieEk8AAAAYQolnP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE8HBgAAAAyhA6MfJjAAAACA7gkwAAAAgO4JMAAAAIDuCTAAAACA7inxBAAAgCGUePbDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3dGAAAADAEDow+mECAwAAAOieAAMAAADongADAAAA6J4AAwAAAOieEk8AAAAYQolnP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAABgZFU1q6ourKrbBn/uOmS/H1XVDVV1bVV977Eevy4BBgAAAPBYfCjJxa212UkuHtwf5uWttSNaay/4JY9fQ4ABAAAAPBYnJzlncPucJL+5JY4fewfGzjvvPO6nADZgyZIlU70E2GadccYZU70E2CZ57wHjsLV2YFTVaUlOm7TprNbaWSMe/iuttYVJ0lpbWFW7D9mvJflGVbUkn530+Uc9fi1KPAEAAGAbMwgThgYWVXVRkj028NAfP4an+fXW2oJBQHFhVd3SWvvWY1zqGgIMAAAAYC2ttVcMe6yq7qmqPQfTE3sm+emQz7Fg8OdPq+q8JEcl+VaSkY5flw4MAAAA4LGYm+Qdg9vvSHLBujtU1VOraqfVt5Mcn+TGUY/fEBMYAAAAMMTW2oHxOH00yd9V1b9L8n+SnJokVfWMJGe31k5K8itJzquqZCJ7+JvW2tc3dvymCDAAAACAkbXWfpbk2A1sX5DkpMHt+UkOfyzHb4pTSAAAAIDuCTAAAACA7jmFBAAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3RspwKiqj42yDQAAALYmrbWt8uOJaNQJjOM2sO3EzbkQAAAAgGE2ehWSqvrdJP8+yf5Vdf2kh3ZK8q/jXBgAAADAapu6jOrfJPnfSf5bkg9N2r64tXb/2FYFAAAAMMmmAozpSRYlee+6D1TVLCEGAAAAW7Mnal/E1mhTAcZVSVb/a9U6j7Uk+2/2FQEAAACsY6MBRmttvy21EAAAAIBhNjWBkSSpqt/Y0PbW2rc273IAAAAA1jdSgJHkjybdnpHkqEycXnLMZl8RAAAAwDpGCjBaa6+ZfL+q9knyp2NZEVvEs571rLzsZS/LtGnTcuONN+bKK69c6/Fdd901xx9/fHbfffd85zvfyVVXXbXmseOOOy77779/li1blnPPPXdLLx2ecA444IC88pWvTFXlmmuuyXe+85319nnlK1+ZAw88MCtWrMjcuXNz9913Z+bMmTn55JOz4447prWWq6++OldccUWS5Nhjj81BBx2UlStX5oEHHsjcuXPz8MMPb+mXBt078cQTM3v27KxYsSLnn39+Fi5cuN4+u+yyS0455ZQ85SlPycKFC3Peeedl5cqVGz3+5JNPzkEHHZSlS5fm05/+9BZ9TbA1+fCHP5xLL700u+22W772ta9N9XJgg5R4rq+qZiX5cpJ9k/woyRtbaw+ss8+cwT6r7Z/kP7XWPlFVZyR5d5J7B4/9h9bavE0977Rfcr13Jjn0lzyWKVZVOeaYY3L++efnnHPOyZw5czJr1qy19lm+fHkuvfTStYKL1b7//e/nvPPO21LLhSe0qsoJJ5yQv/mbv8lnPvOZHHrooXna05621j4HHnhgZs2alU996lP5x3/8x5x00klJklWrVuXCCy/MZz7zmXzuc5/LC17wgjXH3nHHHTnzzDNz1lln5f7778/RRx+9xV8b9G727NmZNWtWPvnJT+arX/1qXvWqV21wv+OOOy6XX355/vzP/zzLly/Pc5/73E0ef+211+av//qvt8jrgK3Z61//+px99tlTvQzgsftQkotba7OTXDy4v5bW2q2ttSNaa0ckeX6SZUkm/yD5Z6sfHyW8SEYMMKrqz6vqk4OPv0jyL0muG+VY+rPHHnvkwQcfzM9//vOsWrUqt956aw444IC19nnooYdyzz33ZNWqVesdf9ddd2X58uVbarnwhPaMZzwjDzzwQB588MGsWrUqN910U+bMmbPWPgcddFCuv/76JBPvrxkzZmTHHXfMkiVLcvfddydJHnnkkdx3333ZaaedkiTz589f89uAO++8c8124BfmzJmT666b+HblzjvvXPPeWtd+++2X73//+0kmgomDDz54k8f/+Mc/zkMPPbQlXgZs1Y488sjsvPPOU70M4LE7Ock5g9vnJPnNTex/bJIfttZ+/HiedNQJjO9lovPiqiSXJflga+1tj+eJmTo77rhjFi9evOb+kiVLNvgNHfD4zZw5M4sWLVpzf9GiReuFDTvttNMm99l5552zxx575K677lrvOY444oj88Ic/3Mwrhye+Db3/Zs6cudY+O+ywQ5YvX74msJ+8zyjHA8A26ldaawuTZPDn7pvY/01JvrTOtt+rquur6nNVtesoTzpSgNFaO2f1R5J5SRZvbP+qOq2qvldV37vssstGeQqmmPO6YMtZ9/1WVRvdZ7vttsupp56ab3zjG3nkkUfW2u/oo4/OqlWrcsMNN4xnsbCVGeXr3cb28fUSYNvTWtsqPyb/3D74OG3y666qi6rqxg18nPxY/v6qavskr03y95M2fybJAUmOSLIwyX8f5XONehnVSwdP+KQk1ya5t6q+2Vo7fUP7t9bOSnJWkvzZn/2Zr/SdWbJkyVq/3d1xxx2zdOnSKVwRbL3W/Y3tzJkzs2TJkpH3mTZtWk499dTccMMNueWWW9Y67rDDDsvs2bOV6cIkRx55ZJ7//OcnmTgla9331uQJxCRZtmxZZsyYkWnTpmXVqlVr7bOh9+a6xwPAE9Xkn9uHPP6KYY9V1T1VtWdrbWFV7Znkpxt5qhOTXN1au2fS515zu6r+MslILb6jnkKyc2ttUZLXJ/mr1trzkwx9MfTt7rvvzq677pqZM2dm2rRpmTNnTubPnz/Vy4Kt0oIFCzJr1qzssssumTZtWp7znOfkBz/4wVr7/OAHP8hhhx2WJNlrr72yfPnyNQHGa17zmtx333357ne/u9YxBxxwQF784hfny1/+ch599NEt82LgCeDKK6/MmWeemTPPPDO33HJLDj/88CTJ3nvvnYcffni9ADGZKMU95JBDkkycknXrrbcmSW699daRjgeAbdDcJO8Y3H5Hkgs2su+bs87pI4PQY7XXJblxlCetUUYhq+qGJMdnopzjj1trV1bV9a21wzZ1rAmMPu2777552ctelqrKTTfdlCuuuGLND1DXX399dthhh7zlLW/J9ttvn9ZaVqxYkS984Qt55JFHcuKJJ2afffbJjBkzsmzZslx22WW56aabpvgVsS7fZPfjwAMPzPHHH5+qynXXXZdvf/vbed7znpckufrqq5MkJ5xwQg444IA8+uijmTt3bhYuXJh99tkn73znO3PPPfesGVu/5JJLcvvtt+e9731vpk+fvqZE8K677sq8eSOVN7MFrL4EJ1PvpJNOWnOJ4gsuuCALFixIkrz1rW/N3Llzs3jx4uy6665rXUb1K1/5ypp/w2HHv+ENb8i+++6bHXbYIUuXLs0ll1ySa665ZspeJxPOOOOMqV4Cj9Hpp5+eK664Ig888EB22223vO9978upp5461cvisVv/fNityL777rtV/kz7ox/96Jf+d6uq3ZL8XZJnJvk/SU5trd1fVc9IcnZr7aTBfjsk+UmS/VtrP590/LmZOH2kZeIyrO9Z3amx0ecdMcA4Ncl/TPKvrbXfrar9k3y8tfaGTR0rwICpIcCAqSPAgKkhwIAps1UHGM961rO2yp9pf/zjHz/h/t1G6sBorf19JhVutNbmJ9lkeAEAAACwOYzUgVFVB1XVxVV14+D+YVX1/4x3aQAAAAATRi3x/MskH06yIklaa9dn4jquAAAAAGM30ikkSXZorV1RtdYpMmrvAQAA2KqN0hvJljHqBMZ9VXVAJhpCU1WnJNlkQygAAADA5jDqBMZ7k5yV5OCquivJHUneOrZVAQAAAEwy6lVI5id5RVU9NRNTGw8l+TdJfjzGtQEAAAAk2cQpJFU1s6o+XFV/UVXHJVmW5B1Jbk/yxi2xQAAAAIBNTWCcm+SBJJcleXeS/zvJ9kl+s7V27XiXBgAAAFNLiWc/NhVg7N9a+9Ukqaqzk9yX5JmttcVjXxkAAADAwKauQrJi9Y3W2sokdwgvAAAAgC1tUxMYh1fVosHtSvKUwf1K0lprM8e6OgAAAIBsIsBorU3fUgsBAACA3ujA6MemTiEBAAAAmHICDAAAAKB7AgwAAACge5sq8QQAAIBtlg6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA95R4AgAAwBBKPPthAgMAAADongADAAAA6J4AAwAAAOieDgwAAAAYQgdGP0xgAAAAAN0TYAAAAADdE2AAAAAA3dOBAQAAAEPowOiHCQwAAACgewIMAAAAoHsCDAAAAKB7OjAAAABgCB0Y/TCBAQAAAHRPgAEAAAB0T4ABAAAAdE+AAQAAAHRPiScAAAAMocSzHyYwAAAAgO4JMAAAAIDuCTAAAACA7unAAAAAgCF0YPTDBAYAAADQPQEGAAAA0D0BBgAAANA9HRgAAAAwhA6MfpjAAAAAALonwAAAAAC6J8AAAAAAuqcDAwAAAIbQgdEPExgAAABA9wQYAAAAQPcEGAAAAED3BBgAAABA9wQYAAAAMERrbav8eDyq6tSquqmqVlXVCzay3wlVdWtV3V5VH5q0fVZVXVhVtw3+3HWU5xVgAAAAAI/FjUlen+Rbw3aoqulJPpXkxCSHJHlzVR0yePhDSS5urc1OcvHg/iYJMAAAAICRtdZubq3duondjkpye2ttfmvtkSR/m+TkwWMnJzlncPucJL85yvMKMAAAAIDNba8kP5l0/87BtiT5ldbawiQZ/Ln7KJ/wSZt1eRvwgQ98oMb9HIxPVZ3WWjtrqtcB2xrvPZga3nswNbz36Flrbav8mbaqTkty2qRNZ01+H1bVRUn22MChf9xau2CUp9jAtsdVvjH2AIMnvNOS+GICW573HkwN7z2YGt57sIUNwoqh77vW2ise51PcmWSfSff3TrJgcPueqtqztbawqvZM8tNRPqFTSAAAAIDN7coks6tqv6raPsmbkswdPDY3yTsGt9+RZJSJDgEGAAAAMLqqel1V3Znk15L8Y1X902D7M6pqXpK01h5N8ntJ/inJzUn+rrV20+BTfDTJcVV1W5LjBvc3/byP9/qvbN2cjwhTw3sPpob3HkwN7z1gFAIMAAAAoHtOIQEAAAC6J8DYxg3OXWpVdfBUrwWmwlS9B6rqR1X1tMHtlVV1bVXdWFV/X1U7jOH5fqeqfmtzf17YmEn/bd9UVddV1elVtVm/96iqPx58/usHz/XCwfazq+qQzfxcO1bVZ6vqh4Pn/Nbq59sMn/s//BLHvLOq/mJzPD9sLut8TftqVe2ymT//j6rqaVW1S1X9+835uYH+CTB4c5JvZ6IRFrZFPbwHHmqtHdFaOzTJI0l+Z/KDVTX98T5Ba+3M1toXHu/ngcdo9X/bz8lEQddJSf7z5vrkVfVrSV6d5HmttcOSvCLJT5Kktfau1tr3N9dzDZyd5P4kswev6Z1JnrbOmuqXDGkec4ABnZr8Ne3+JO8d0/PskkSAAdsYAcY2rKp2TPLrSf5dBj+8VdW0qvr04DdLX6uqeVV1yuCx51fVN6vqqqr6p8H1euEJa8h74GVVdWlV/X9VdUtVfbGqavDYj6rqT6rq6qq6YfXURlWdUVV/OOnz3lhV+w5unz94z9xUVaeNsKx/SXLgYB2XVNXfJLmhqqZX1cer6srBb5rfM2m936yqv6uqH1TVR6vqrVV1xWCNB6y7xsHre8Hg9tOq6keD2+8crPerVXVHVf3e4Dfm11TV5VU16/H/rbOtaq39NMlpSX5v8EP+vlX1L4P309VV9eIkqapzq+rk1ccN3oOvrarnDP67vnbwHpidZM8k97XWHh48x32ttQWD4yb/d76kqj4ymAK5vKp+ZbD9V6rqvMH26yat4W2Tnuuzg/ffAUlemOT/aa2tGjzf/NbaPw5ey81V9ekkVyfZp6r+aNL79U8mvZ71/p9QVR9N8pTB831x2BoG2//t4L3+zUz8/wt6dlmSvZKkqg6oqq8P/vv/l0lfQ08dfN28rqq+Ndi21nRRTXxP+rJ1PvdHkxwweI98fIu8GmDKCTC2bb+Z5OuttR8kub+qnpfk9Un2TfKrSd6VicvipKq2S/LnSU5prT0/yeeSfGQK1gyb029m/fdAkjw3yR8kOSTJ/ln7h4T7WmvPS/KZJH+YTfvtwXvmBUneX1W7Dduxqp6U5MQkNww2HZXkj1trh2QiZPl5a+3IJEcmeXdV7TfY7/Akv5+J9+3bkxzUWjsqE78tft8Ia5zs0CRvGTz3R5Isa609NxPfhDoFhceltTY/E9977J7kp0mOG7yf/k2STw52OzvJv02Sqto5yYuTzMvEZNL/bK0dkYn3051JvpGJsOAHNRG+v3TIUz81yeWttcOTfCvJuwfbP5nkm4Ptz0tyU1U9e7CeXx8818okb03ynCTXttZWDnmOOUm+MHi/zEkyOxPvoyOSPL+qfmOw33r/T2itfSi/+K31W4etoSZ+cfAnmfh/0nGZ+H8UdGkQuh2bZO5g01lJ3jf47/8Pk3x6sP0/JXnl4H342sfwFB9K8sPB++aPNtOygc49aaoXwJR6c5JPDG7/7eD+dkn+fvDbpbur6pLB43My8YPNhTXxy+jpSRZu0dXC5reh98A/JrmitXZnklTVtZkI9b492O8rgz+vykTgtynvr6rXDW7vk4kfan62zj5PGTxPMjGB8b8y8UPbFa21Owbbj09yWA0mopLsPPhcjyS5srW2cLDeH2bih7pkIgh5+QhrnOyS1triJIur6udJvjrpcx32GD8XbEgN/twuyV9U1RGZ+AH9oCRprX2zqj5VVbtn4j32D621R6vqsiR/XFV7J/lKa+22ZGI6MMlLMvHf+per6kOttc+v85yPJPna4PZVmfjhP0mOySCYGwQTP6+qtyd5fpIrB1/vnpKJsOXqTbyuH7fWLh/cPn7wcc3g/o6ZeL9+K6P9P+HYIWt4YZJLW2v3Dl77l1f/vUFHnjLpa+dVmfjeccdMfF37+8F/00ny5MGf/5rk81X1d/nF11iADRJgbKMGvwU+JsmhVdUyEUi0JP9/e/cSWkcdxXH8+6sPxFelUhQlVFrUYsEGVxZcXMFdN0JbfCGF6sJs6loQqXQhYnEhIlYFU8WuLG5KMbVKNmojPpqaVBRr6kattGjxEWu1x8X5Tzqd3huT2CRX8vusksnc/z0J+c+d+c85Z97q9BJgNCLWzFGIZrNqkjmwBzhZ2/Vvzj5Wnmyz/S/Ozmi7pLxHi6zJXxMRv0sarH7WMF7ustbjA/itvom8czXQ2K/ViPd07fvTtD/O1+NtxjPdscymTNJycu78SPbCOEpmEC0C/qjt+jqZ9XAvsAkgInZKGgLWAgOSHo6I98rCwyAwKOlzYCPQ33jrU3HmufHNOX1OmMCOiHisEfsKYLWkRVUJSUNzvj4VEdsbY7SY2jGhUwx3k8cps242HhG9JYNqN9kDox/4uflZBxARjyib4a4FDpRFzbafq2ZmLiFZuNaTqa7LIuKGiOgBxoBjwDplL4xrgFbZ/0tgqbJhGpIukrRqPgI3O086zYE7ZjDWETL9nFKGUpV2LAZ+KhcqK4Hb/0O8A0BfKedC0k2SLpvhWEfIu7uQfwezWSdpKfAi8HxZTFgMfF8WAx4kFxEr/WQZFxExWl6/HPgmIp4jU9JvlXSzshdGpRf4dhphvQv0lfEvkHRl2ba+ZIAgaYmkZRFxGPgYeFKa6Itzo2r9OmoGgE3lrjOSri/jTXZMOFXN704xAENAS9LVZd8N0/hdzeZURJwANpPlIuPAmKQNMNHsdnX5ekVEDEXEE+R5aA/5OdVbzkd7yHKspl+AK2b/NzGzbuIFjIXrPs7NttgFXEfWFY8A28mTpRMR8Sd5ofO0pGHgAJkKaPZ/1WkO3D+DsXYBS0rKbB/wVdn+NnChpIPAVmB/+5dPySvAIeBTSdX8nGlGxDZyMeQDGk9QMDvPqsaUo8A+srypamj5ArBR0n6yDGIigyEijgJfAK/WxroHGCnzbCXwGlmasUPSoTLPbgG2TCO+R4E7S+bGJ8Cq8uSSx4G9Zcx3yGahkL2hrgW+Lq95GfiuOWhE7AV2Ah+W/d4kL7QmOya8BByU9EanGEqp2BayJ80+/r2sxWxeRcRnwDCZTfUA8FA5jxwFqsW/Z5RNp0fIMqthsqxkjCxf3Eab//WIOA68r2wA6iaeZguEzmRUmiVJl0fEryXF/iOyidgP8x2XmZktDJIuJS9cbit3cc3MzMxcz2xt7ZZ0FXAxsNWLF2ZmNlck3UU+6epZL16YmZlZnTMwzMzMzMzMzKzruQeGmZmZmZmZmXU9L2CYmZmZmZmZWdfzAoaZmZmZmZmZdT0vYJiZmZmZmZlZ1/MChpmZmZmZmZl1PS9gmJmZmZmZmVnX+wcXxUXlu+VU1wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Multivaritive Correlation Matrix\n",
    "\n",
    "insuranceDF['Result'] = insuranceDF['Result'].astype(float)\n",
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "correlation = insuranceDF.corr()\n",
    "sns.heatmap(correlation, cmap='gray', annot=True, vmax=1, vmin=-1)\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "41e05c14",
   "metadata": {},
   "source": [
    "The target variable has a clear positive correlation relationship with the Age variable (0.11)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "18fa914a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Data Exploration - Scatter Plot Matrix\n",
    "\n",
    "insuranceDF['Result'] = insuranceDF['Result'].astype(float)\n",
    "pd.plotting.scatter_matrix(insuranceDF[numericalFeatures], c='black', figsize=(20,20), diagonal='kde')\n",
    "insuranceDF['Result'] = insuranceDF['Result'].astype(str)\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f3e7538c",
   "metadata": {},
   "source": [
    "The KDE graphs demonstrate a general normal distribution. A suitable scaling method will need to be adopted to resolve this."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5f343e6",
   "metadata": {},
   "source": [
    "## Data Pre-Processing "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "831c28f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Data Reduction\n",
    "\n",
    "insuranceDF.drop(['SalesChannelID'], axis=1)\n",
    "categoricalFeatures.remove(\"SalesChannelID\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ab21cd8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing Values Before: \n",
      "Gender                30427\n",
      "Age                   30548\n",
      "HasDrivingLicense         0\n",
      "RegionID                  0\n",
      "Switch                    0\n",
      "VehicleAge            30441\n",
      "PastAccident         152465\n",
      "AnnualPremium             0\n",
      "SalesChannelID            0\n",
      "DaysSinceCreated          0\n",
      "Result                    0\n",
      "dtype: int64\n",
      "Missing Values After: \n",
      "Gender               0\n",
      "Age                  0\n",
      "HasDrivingLicense    0\n",
      "RegionID             0\n",
      "VehicleAge           0\n",
      "AnnualPremium        0\n",
      "SalesChannelID       0\n",
      "DaysSinceCreated     0\n",
      "Result               0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>HasDrivingLicense</th>\n",
       "      <th>RegionID</th>\n",
       "      <th>VehicleAge</th>\n",
       "      <th>AnnualPremium</th>\n",
       "      <th>SalesChannelID</th>\n",
       "      <th>DaysSinceCreated</th>\n",
       "      <th>Result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Female</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55</td>\n",
       "      <td>1-2 Year</td>\n",
       "      <td>2645.3</td>\n",
       "      <td>55</td>\n",
       "      <td>227</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>26</td>\n",
       "      <td>1-2 Year</td>\n",
       "      <td>1151.9</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>152</td>\n",
       "      <td>&lt; 1 Year</td>\n",
       "      <td>2265.9</td>\n",
       "      <td>152</td>\n",
       "      <td>166</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Female</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>151</td>\n",
       "      <td>&lt; 1 Year</td>\n",
       "      <td>1456.6</td>\n",
       "      <td>151</td>\n",
       "      <td>277</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>154</td>\n",
       "      <td>&gt; 2 Years</td>\n",
       "      <td>131.5</td>\n",
       "      <td>154</td>\n",
       "      <td>155</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Gender   Age HasDrivingLicense RegionID VehicleAge  AnnualPremium  \\\n",
       "0  Female  39.0               1.0       55   1-2 Year         2645.3   \n",
       "1    Male  38.0               1.0       26   1-2 Year         1151.9   \n",
       "2    Male  22.0               1.0      152   < 1 Year         2265.9   \n",
       "3  Female  23.0               1.0      151   < 1 Year         1456.6   \n",
       "4    Male  56.0               1.0      154  > 2 Years          131.5   \n",
       "\n",
       "  SalesChannelID  DaysSinceCreated Result  \n",
       "0             55               227    1.0  \n",
       "1             26                29    0.0  \n",
       "2            152               166    0.0  \n",
       "3            151               277    0.0  \n",
       "4            154               155    0.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Missing Values\n",
    "\n",
    "print(\"Missing Values Before: \")\n",
    "print(insuranceDF.isnull().sum())\n",
    "\n",
    "#Past Accident - Feature Removal\n",
    "categoricalFeatures.remove(\"PastAccident\")\n",
    "insuranceDF = insuranceDF.drop(\"PastAccident\", axis=1)\n",
    "#Switch - Feature Removal\n",
    "categoricalFeatures.remove(\"Switch\")\n",
    "insuranceDF = insuranceDF.drop(\"Switch\", axis=1)\n",
    "#Multiple missing values - Attribute Removal\n",
    "insuranceDF = insuranceDF[insuranceDF.isnull().sum(axis=1) < 1]\n",
    "\n",
    "print(\"Missing Values After: \")\n",
    "print(insuranceDF.isnull().sum())\n",
    "\n",
    "insuranceDF.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2f3dedb3",
   "metadata": {},
   "source": [
    "Missing Value Removal:\n",
    "\n",
    "Feature Removal: Switch and PastAccident are completely removed from the data set due to their high quantity of missing values and weak relationship with the target variable.\n",
    "\n",
    "Attribute Removal: Attributes with more than one missing value are removed from the data set as they cannot be imputed to a level of accuracy that would preserve their overall quality. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "56fe9d23",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Testing and Training Data\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "insuranceX = insuranceDF[categoricalFeatures + numericalFeatures]\n",
    "insuranceY = insuranceDF[['Result']]\n",
    "\n",
    "#Balance target feature\n",
    "sampling = RandomUnderSampler()\n",
    "x_trainBalanced, y_trainBalanced = sampling.fit_resample(insuranceX, insuranceY)\n",
    "\n",
    "#Test-Train split\n",
    "x_train, x_test, y_train, y_test = train_test_split(x_trainBalanced, y_trainBalanced, test_size=0.3, random_state=0, stratify=y_trainBalanced) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6e27c01",
   "metadata": {},
   "source": [
    "A Test-Train split of 3:7 is used to provide accurate results, with a random under sampled target class balanced strategy to fix the imbalance found in the target class. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "93764b9f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Pre-processing Pipeline\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.impute import KNNImputer, SimpleImputer\n",
    "from sklearn.preprocessing import OneHotEncoder, RobustScaler, StandardScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "#Implementing transformation methods\n",
    "categorical_transformer = Pipeline([('imputer_cat', SimpleImputer(strategy='most_frequent')), ('onehot', OneHotEncoder(handle_unknown = 'ignore'))])\n",
    "numeric_transformer = Pipeline([('imputer_cat', SimpleImputer(strategy='mean')), ('imputer_num', KNNImputer(n_neighbors=2)), ('robust', RobustScaler()), ('standard', StandardScaler())])\n",
    "preprocessor = ColumnTransformer([('categoricals', categorical_transformer, categoricalFeatures), ('numericals', numeric_transformer, numericalFeatures)], remainder = 'drop')\n",
    "\n",
    "#Running features through the pre-processing pipeline\n",
    "x_train = preprocessor.fit_transform(x_train)\n",
    "x_test = preprocessor.transform(x_test)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a9c14586",
   "metadata": {},
   "source": [
    "Pre-processing Pipeline:\n",
    "\n",
    "Numerical Mean and Mode Value Imputation: A univariate mean imputation method is used for numerical data, and mode for categorical data, as the distribution analysis (Histogram and KDE Graphs) supports this methodology. \n",
    "\n",
    "KNN Categorical Value Imputation: A multivariate imputation approach using the mean value found through the K-Nearest Neighbours algorithm to fill missing categorical data values. \n",
    "\n",
    "Robust Scaling and Standard Scaling methods are implemented in sequence when pre-processing numerical data. A Robust Scaling method is initially performed to remove the outliers exposed within the data (Box Plotting) then a Standard Scalar is implemented to map to a standard normal distribution, viewed as suitable for the data through distribution analysis (Histogram and KDE Graphs).\n",
    "\n",
    "The One-Hot Encoding method is implemented when pre-processing categorical data as the categorical data provided in nominal. This encoding method involves creating new columns for each possible value in the categorical data and assigning a 1 to the column corresponding to the actual value and 0s to the other columns.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "197a61a6",
   "metadata": {},
   "source": [
    "## Model Implementation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a716da0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Hyper Parameter Optimisation \n",
    "\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "from sklearn import svm\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "#Outlining models and their equivilant parameter search areas\n",
    "SVMmodel = svm.LinearSVC()\n",
    "SVMparameters = {'penalty':['l1', 'l2'], 'C':[0.01, 0.1, 1, 10]}\n",
    "LRmodel = LogisticRegression(max_iter=5000) #Allow Convergence\n",
    "LRparameters = {'penalty':['l1', 'l2'], 'C':np.logspace(-5, 5, 20)}\n",
    "DTmodel = DecisionTreeClassifier()\n",
    "DTparameters = {'criterion':['gini', 'entropy'], 'max_depth':[2,4,6,8,10,12]}\n",
    "\n",
    "modelParameters = {SVMmodel:SVMparameters, LRmodel:LRparameters, DTmodel:DTparameters}\n",
    "cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=3, random_state=1) #K-Fold cross validation method\n",
    "\n",
    "#Optimal parameter search for each model\n",
    "for model, parameters in modelParameters.items():\n",
    "    search = GridSearchCV(model, parameters, scoring='accuracy', n_jobs=-1, cv=cv)\n",
    "    result = search.fit(x_train, np.ravel(y_train))\n",
    "    print('Optimal Hyperparameters: %s' % result.best_params_)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ed0a38ee",
   "metadata": {},
   "source": [
    "To acquire the optimal parameters, an exhaustive grid search is performed for a set parameter space using the model and cross validation to return performance scores, the parameter combination that returns the leading results is deemed optimal for that search space. All models evaluated will be fully optimised for this classification problem. However, not all parameters could be accounted for due to processing time.\n",
    "\n",
    "Cross Validation is utilised to test the ability of a machine learning model to predict new data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "daa22682",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Model Evaluation\n",
    "\n",
    "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score\n",
    "\n",
    "def modelMetrics(modelName, actual, predicted):\n",
    "    print(modelName + \" Classification Scores:\")\n",
    "    print(\"Accuracy: \", round(accuracy_score(actual, predicted), 3))\n",
    "    print(\"Precision: \", round(precision_score(actual, predicted, pos_label=\"1.0\"), 3))\n",
    "    print(\"Recall: \", round(recall_score(actual, predicted, pos_label=\"1.0\"), 3))\n",
    "    print(\"F1 Score: \", round(f1_score(actual, predicted, pos_label=\"1.0\"), 3))\n",
    "    print(\" \")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a048a7e6",
   "metadata": {},
   "source": [
    "These metrics have been selected as a basis to evaluate performance as they are considered common practice for a classification problem. Accuracy is the core evaluation metric as it should give reliable performance indication."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3c9b3db5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#K-Fold Cross Validation Training Test\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import KFold\n",
    "\n",
    "cv = KFold(n_splits=4, shuffle=True) #K-Fold cross validation method\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e3cc1290",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Vector Machine Classification Scores:\n",
      "Accuracy:  0.706\n",
      "Precision:  0.66\n",
      "Recall:  0.848\n",
      "F1 Score:  0.742\n",
      " \n",
      "Cross Validation Accuracy: 0.705 (0.003)\n"
     ]
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "\n",
    "#Support Vector Machine Model Testing\n",
    "SVMmodel = svm.LinearSVC(C=1, penalty='l2')\n",
    "SVMmodel.fit(x_train, y_train)\n",
    "y_predicted = SVMmodel.predict(x_test)\n",
    "modelMetrics(\"Support Vector Machine\", y_test, y_predicted)\n",
    "scores = cross_val_score(SVMmodel, x_train, y_train, scoring='accuracy', cv=cv)\n",
    "print('Cross Validation Accuracy: %.3f (%.3f)' % (np.mean(scores), np.std(scores)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d787c478",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Classification Scores:\n",
      "Accuracy:  0.704\n",
      "Precision:  0.659\n",
      "Recall:  0.848\n",
      "F1 Score:  0.741\n",
      " \n",
      "Cross Validation Accuracy: 0.706 (0.005)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "#Logistic Regression Model Testing \n",
    "LRmodel = LogisticRegression(C=0.033598, penalty='l2')\n",
    "LRmodel.fit(x_train, y_train)\n",
    "y_predicted = LRmodel.predict(x_test)\n",
    "modelMetrics(\"Logistic Regression\", y_test, y_predicted)\n",
    "scores = cross_val_score(LRmodel, x_train, y_train, scoring='accuracy', cv=cv)\n",
    "print('Cross Validation Accuracy: %.3f (%.3f)' % (np.mean(scores), np.std(scores)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f77d8fc2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Classification Scores:\n",
      "Accuracy:  0.701\n",
      "Precision:  0.66\n",
      "Recall:  0.827\n",
      "F1 Score:  0.734\n",
      " \n",
      "Cross Validation Accuracy: 0.703 (0.004)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "#Decsion Tree Model Testing\n",
    "DTmodel = DecisionTreeClassifier(criterion='gini', max_depth=4)\n",
    "DTmodel.fit(x_train, y_train)\n",
    "y_predicted = DTmodel.predict(x_test)\n",
    "modelMetrics(\"Decision Tree\", y_test, y_predicted)\n",
    "scores = cross_val_score(DTmodel, x_train, y_train, scoring='accuracy', cv=cv)\n",
    "print('Cross Validation Accuracy: %.3f (%.3f)' % (np.mean(scores), np.std(scores)))\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0a9b1d3e",
   "metadata": {},
   "source": [
    "A Support Vector Machine is selected as the optimal model for this classification problem. It was selected as it demonstrated superior performance metrics and had most range for further optimisation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3ab026b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Vector Machine Classification Scores:\n",
      "Accuracy:  0.706\n",
      "Precision:  0.66\n",
      "Recall:  0.848\n",
      "F1 Score:  0.742\n",
      " \n"
     ]
    }
   ],
   "source": [
    "#Pipeline Implementation \n",
    "\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "clf = svm.LinearSVC(C=1, penalty='l2')\n",
    "SVMpipeline = make_pipeline(clf) #Final pipeline\n",
    "\n",
    "SVMpipeline.fit(x_train, y_train)\n",
    "y_predicted = SVMmodel.predict(x_test)\n",
    "modelMetrics(\"Support Vector Machine\", y_test, y_predicted)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f621c978",
   "metadata": {},
   "source": [
    "## Performance Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "73c7c7a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Performance Evaluation - Confusion Matrix \n",
    "\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "fig = plt.figure(figsize=(20, 20)) \n",
    "\n",
    "confusionMatrix = pd.DataFrame(confusion_matrix(y_test, y_predicted))   \n",
    "sns.heatmap(confusionMatrix, annot=True, annot_kws={\"size\": 16}, fmt=\"g\", cmap='gray')  \n",
    "plt.title(\"Confusion Matrix\")  \n",
    "plt.xlabel(\"Predicted Label\")  \n",
    "plt.ylabel(\"True Label\")  \n",
    "plt.show()  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "edd285e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC=0.74\n"
     ]
    }
   ],
   "source": [
    "#Performance Evaluation - Reciever Operating Characteristic Curve\n",
    "\n",
    "from sklearn.metrics import roc_curve, roc_auc_score  \n",
    "\n",
    "from sklearn.calibration import CalibratedClassifierCV \n",
    "\n",
    "fig = plt.figure(figsize=(20, 20)) \n",
    "\n",
    "#Implementing secondary classifier for probability prediction compatability\n",
    "clf = CalibratedClassifierCV(clf)\n",
    "clf.fit(x_train, y_train)\n",
    "y_probability = clf.predict_proba(x_test)[::,1]\n",
    "\n",
    "fpr, tpr, _ = roc_curve(y_test, np.ravel(y_probability), pos_label=\"1.0\") #False and True positive rates\n",
    "auc = roc_auc_score(y_test, y_probability) #Calculate AUC score\n",
    "\n",
    "plt.plot(fpr, tpr, color='black')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.show()\n",
    "\n",
    "print(\"AUC=\"+str(round(auc, 2)))\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "46731e23",
   "metadata": {},
   "source": [
    "The classifier is clearly effective however it could have a significantly improved performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4d8f4846",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logarithmic Loss:  0.59\n"
     ]
    }
   ],
   "source": [
    "#Performance Evaluation - Logarithmic Loss\n",
    "\n",
    "from sklearn.metrics import log_loss\n",
    "\n",
    "print(\"Logarithmic Loss: \", round(log_loss(y_test, np.ravel(y_probability)), 2))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7780742d",
   "metadata": {},
   "source": [
    "Mediocre performance for binary classification."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a3751a6b",
   "metadata": {},
   "source": [
    "Overall, the SVM demonstrated strong performance in this evaluation. However, there are opportunities for further improvement. Specifically, the recall-precision balance. It would be valuable to explore methods for increasing precision for the positive class, such as adjusting the classification threshold or using a different evaluation metric that places greater emphasis on precision. Additionally, it may be worthwhile to consider alternative kernel functions or regularization values, not included within the current hyperparameter optimisation, to see their effect on classifier performance. Further, incorporating additional features or applying feature selection techniques could potentially enhance the classifier's ability to learn from the data."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
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 },
 "nbformat": 4,
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}