campaigntargeting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "pacman::p_load(dplyr, tidyverse, MASS, boot, readxl, corrplot, caret, car, caTools)\n",
    "setwd(\"C:/Users/nchandra/OneDrive - National University of Singapore/CampaignAnalytics/Day 2/Workshop Day 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "telco <- read_excel(\"Campaign Targeting.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 6 × 11</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>ID</th><th scope=col>Account_Length</th><th scope=col>Number_of_EDM_Opened</th><th scope=col>total_day_charge</th><th scope=col>total_eve_charge</th><th scope=col>total_night_charge</th><th scope=col>total_intl_charge</th><th scope=col>Promotion_Coupons_Used</th><th scope=col>Competitor_use</th><th scope=col>Call_center</th><th scope=col>Response_to_Last_Campaign</th></tr>\n",
       "\t<tr><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>1</td><td>128</td><td>25</td><td>45.07</td><td>16.78</td><td>11.01</td><td>2.70</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>2</td><td>107</td><td>26</td><td>27.47</td><td>16.62</td><td>11.45</td><td>3.70</td><td>1</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>3</td><td>137</td><td> 0</td><td>41.38</td><td>10.30</td><td> 7.32</td><td>3.29</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>4</td><td> 84</td><td> 0</td><td>50.90</td><td> 5.26</td><td> 8.86</td><td>1.78</td><td>2</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>5</td><td> 75</td><td> 0</td><td>28.34</td><td>12.61</td><td> 8.41</td><td>2.73</td><td>3</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "\t<tr><td>6</td><td>118</td><td> 0</td><td>37.98</td><td>18.75</td><td> 9.18</td><td>1.70</td><td>0</td><td>0</td><td>0</td><td>0</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 6 × 11\n",
       "\\begin{tabular}{lllllllllll}\n",
       " ID & Account\\_Length & Number\\_of\\_EDM\\_Opened & total\\_day\\_charge & total\\_eve\\_charge & total\\_night\\_charge & total\\_intl\\_charge & Promotion\\_Coupons\\_Used & Competitor\\_use & Call\\_center & Response\\_to\\_Last\\_Campaign\\\\\n",
       " <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 1 & 128 & 25 & 45.07 & 16.78 & 11.01 & 2.70 & 1 & 0 & 0 & 0\\\\\n",
       "\t 2 & 107 & 26 & 27.47 & 16.62 & 11.45 & 3.70 & 1 & 0 & 0 & 0\\\\\n",
       "\t 3 & 137 &  0 & 41.38 & 10.30 &  7.32 & 3.29 & 0 & 0 & 0 & 0\\\\\n",
       "\t 4 &  84 &  0 & 50.90 &  5.26 &  8.86 & 1.78 & 2 & 0 & 0 & 0\\\\\n",
       "\t 5 &  75 &  0 & 28.34 & 12.61 &  8.41 & 2.73 & 3 & 0 & 0 & 0\\\\\n",
       "\t 6 & 118 &  0 & 37.98 & 18.75 &  9.18 & 1.70 & 0 & 0 & 0 & 0\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 6 × 11\n",
       "\n",
       "| ID &lt;dbl&gt; | Account_Length &lt;dbl&gt; | Number_of_EDM_Opened &lt;dbl&gt; | total_day_charge &lt;dbl&gt; | total_eve_charge &lt;dbl&gt; | total_night_charge &lt;dbl&gt; | total_intl_charge &lt;dbl&gt; | Promotion_Coupons_Used &lt;dbl&gt; | Competitor_use &lt;dbl&gt; | Call_center &lt;dbl&gt; | Response_to_Last_Campaign &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 128 | 25 | 45.07 | 16.78 | 11.01 | 2.70 | 1 | 0 | 0 | 0 |\n",
       "| 2 | 107 | 26 | 27.47 | 16.62 | 11.45 | 3.70 | 1 | 0 | 0 | 0 |\n",
       "| 3 | 137 |  0 | 41.38 | 10.30 |  7.32 | 3.29 | 0 | 0 | 0 | 0 |\n",
       "| 4 |  84 |  0 | 50.90 |  5.26 |  8.86 | 1.78 | 2 | 0 | 0 | 0 |\n",
       "| 5 |  75 |  0 | 28.34 | 12.61 |  8.41 | 2.73 | 3 | 0 | 0 | 0 |\n",
       "| 6 | 118 |  0 | 37.98 | 18.75 |  9.18 | 1.70 | 0 | 0 | 0 | 0 |\n",
       "\n"
      ],
      "text/plain": [
       "  ID Account_Length Number_of_EDM_Opened total_day_charge total_eve_charge\n",
       "1 1  128            25                   45.07            16.78           \n",
       "2 2  107            26                   27.47            16.62           \n",
       "3 3  137             0                   41.38            10.30           \n",
       "4 4   84             0                   50.90             5.26           \n",
       "5 5   75             0                   28.34            12.61           \n",
       "6 6  118             0                   37.98            18.75           \n",
       "  total_night_charge total_intl_charge Promotion_Coupons_Used Competitor_use\n",
       "1 11.01              2.70              1                      0             \n",
       "2 11.45              3.70              1                      0             \n",
       "3  7.32              3.29              0                      0             \n",
       "4  8.86              1.78              2                      0             \n",
       "5  8.41              2.73              3                      0             \n",
       "6  9.18              1.70              0                      0             \n",
       "  Call_center Response_to_Last_Campaign\n",
       "1 0           0                        \n",
       "2 0           0                        \n",
       "3 0           0                        \n",
       "4 0           0                        \n",
       "5 0           0                        \n",
       "6 0           0                        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classes 'tbl_df', 'tbl' and 'data.frame':\t5000 obs. of  11 variables:\n",
      " $ ID                       : num  1 2 3 4 5 6 7 8 9 10 ...\n",
      " $ Account_Length           : num  128 107 137 84 75 118 121 147 117 141 ...\n",
      " $ Number_of_EDM_Opened     : num  25 26 0 0 0 0 24 0 0 37 ...\n",
      " $ total_day_charge         : num  45.1 27.5 41.4 50.9 28.3 ...\n",
      " $ total_eve_charge         : num  16.78 16.62 10.3 5.26 12.61 ...\n",
      " $ total_night_charge       : num  11.01 11.45 7.32 8.86 8.41 ...\n",
      " $ total_intl_charge        : num  2.7 3.7 3.29 1.78 2.73 1.7 2.03 1.92 2.35 3.02 ...\n",
      " $ Promotion_Coupons_Used   : num  1 1 0 2 3 0 3 0 1 0 ...\n",
      " $ Competitor_use           : num  0 0 0 0 0 0 0 0 1 0 ...\n",
      " $ Call_center              : num  0 0 0 0 0 0 0 0 0 0 ...\n",
      " $ Response_to_Last_Campaign: num  0 0 0 0 0 0 0 0 0 0 ...\n"
     ]
    }
   ],
   "source": [
    "str(telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       ID       Account_Length  Number_of_EDM_Opened total_day_charge\n",
       " Min.   :   1   Min.   :  1.0   Min.   : 0.000       Min.   : 0.00   \n",
       " 1st Qu.:1251   1st Qu.: 73.0   1st Qu.: 0.000       1st Qu.:24.43   \n",
       " Median :2500   Median :100.0   Median : 0.000       Median :30.62   \n",
       " Mean   :2500   Mean   :100.3   Mean   : 7.755       Mean   :30.65   \n",
       " 3rd Qu.:3750   3rd Qu.:127.0   3rd Qu.:17.000       3rd Qu.:36.75   \n",
       " Max.   :5000   Max.   :243.0   Max.   :52.000       Max.   :59.76   \n",
       " total_eve_charge total_night_charge total_intl_charge Promotion_Coupons_Used\n",
       " Min.   : 0.00    Min.   : 0.000     Min.   :0.000     Min.   :0.00          \n",
       " 1st Qu.:14.14    1st Qu.: 7.510     1st Qu.:2.300     1st Qu.:1.00          \n",
       " Median :17.09    Median : 9.020     Median :2.780     Median :1.00          \n",
       " Mean   :17.05    Mean   : 9.018     Mean   :2.771     Mean   :1.57          \n",
       " 3rd Qu.:19.90    3rd Qu.:10.560     3rd Qu.:3.240     3rd Qu.:2.00          \n",
       " Max.   :30.91    Max.   :17.770     Max.   :5.400     Max.   :9.00          \n",
       " Competitor_use    Call_center     Response_to_Last_Campaign\n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.0000           \n",
       " 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000           \n",
       " Median :0.0000   Median :0.0000   Median :0.0000           \n",
       " Mean   :0.0236   Mean   :0.0428   Mean   :0.1414           \n",
       " 3rd Qu.:0.0000   3rd Qu.:0.0000   3rd Qu.:0.0000           \n",
       " Max.   :1.0000   Max.   :1.0000   Max.   :1.0000           "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0"
      ],
      "text/latex": [
       "0"
      ],
      "text/markdown": [
       "0"
      ],
      "text/plain": [
       "[1] 0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum(is.na(telco))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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y2f8KMVVpJ9Si6PCpOkNlipVUFE+nIaEGl8VJHaYSWf93mUmyS1wUqt6pS9y7lr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\nZzy0I4pkYsJDO4hkEGmjRPUZ3qCGVmaP8v3OQT+yM4vUWfC0Ipm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ZSdcz1iurMPzkWUTr9SwX6Vk7QLy2RGoqlLnC9V+oIPChHW2/RVoW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\ngg==",
      "text/plain": [
       "Plot with title \"\""
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrplot(cor(telco))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "telco$Competitor_use <- as.factor(telco$Competitor_use)\n",
    "telco$Call_center <- as.factor(telco$Call_center)\n",
    "telco$Response_to_Last_Campaign <- as.factor(telco$Response_to_Last_Campaign)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width=15, repr.plot.height=8)\n",
    "#par(mfrow=c(4,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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XAAKBjCIIaQrGAI2zi0PxXj6FAAHAAK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\nGkMoIiKHxhCKiMihMYQiInJo/j9gvUq/vY2f2gAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = Account_Length, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TCs9WDZwnRZtoawF0M4cGJhWOvBsoXp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\njPdCiVwAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = Number_of_EDM_Opened, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5, binwidth = 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of EDM opened does not seem to help much in campaign response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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bkVIRQjhEIsVTZEWAihkZRbEUIxQijE\nUmVDhIUQGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGR\nlFsRQjFCKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQGkm5FSEUI4RC\nLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFCKMRSZUOEhRAa\nSbkVIRQjhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIo\nxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFCKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAih\nkZRbEUIxQijEUmVDhIUQGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOE\nQixVNkRYCKGRlFsRQjFCKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQ\nGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFC\nKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQGkm5FSEUI4RCLFU2RFgI\noZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFCKMRSZUOEhRAaSbkVIRQj\nhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SF\nEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFCKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAihkZRbEUIx\nQijEUmVDhIUQGkm5FSEUI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRY\nCKGRlFsRQjFCKMRSZUOEhRAaSbkVIRQjhEIsVTZEWAihkZRbEUIxQijEUmVDhIUQGkm5FSEU\nI4RCLFU2RFgIoZGUWxFCMUIoxFJlQ4SFEBpJuRUhFCOEQixVNkRYCKGRlFsRQjFCKMRSZUOE\nhRAaSbkVIRQrh3D/7L2/n9S/X/Nda3VwTyxVNkRYCKGRlFsRQrFiCPfzX97+fVb/fs13rdXB\nPbFU2RBhIYRGUm5FCMUIoRBLlQ0RFkJoJOVWhFBs3a8REsIqWKpsiLAQQiMptyKEYneE8N9H\nzS4M2/T7n/WYnWd73zTA3IoQnn5zDJ8R3o+lyob4DIvPCI2k3IrPCMX4qVEhliobIiyE0EjK\nrQihGCEUYqmyIcJCCI2k3IoQivG7RoVYqmyIsBBCIym3IoRihFCIpcqGCAshNJJyK0Ioxp8s\nI8RSZUOEhRAaSbkVIRTjzxoVYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHC\nQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQih\nGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsi\nLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQ\nihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIh\nwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0I\noRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliob\nIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyK\nEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmy\nIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqt\nCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYq\nGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTc\nihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKp\nsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjK\nrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGW\nKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k\n3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRi\nqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBI\nyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIh\nliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiN\npNyKEIoRQiGWKhsiLITQSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEU\nYqmyIcJCCI2k3IoQihFCIZYqGyIshNBIyq0IoRghFGKpsiHCQgiNpNyKEIoRQiGWKhsiLITQ\nSMqtCKEYIRRiqbIhwkIIjaTcihCKEUIhliobIiyE0EjKrQihGCEUYqmyIcJCCI2k3IoQihFC\noa0u9TtihLAQQiMptyKEYoRQaKtLDRGL2CwhtJFyK0IoRgiFtrrUELGIzRJCGym3IoRihFBo\nq0sNEYvYLCG0kXIrQihGCIW2utQQsYjNEkIbKbcihGKEUGirSw0Ri9gsIbSRcitCKEYIhba6\n1BCxiM0SQhsptyKEYoRQaKtLDRGL2CwhtJFyK0IoRgiFtrrUELGIzRJCGym3IoRihFBoq0sN\nEYvYLCG0kXIrQihGCIW2utQQsYjNEkIbKbcihGKEUGirSw0Ri9gsIbSRcitCKHZvCIGi3/+s\nx+wNs71vMGCOzwiFtrrUEJ81xWb5jNBGyq34jFCMEAptdakhYhGbJYQ2Um5FCMUIodBWlxoi\nFrFZQmgj5VaEUIwQCm11qSFiEZslhDZSbkUIxQih0FaXGiIWsVlCaCPlVoRQjBAKbXWpIWIR\nmyWENlJuRQjFCKHQVpcaIhaxWUJoI+VWhFCMEAptdakhYhGbJYQ2Um5FCMUIodBWlxoiFrFZ\nQmgj5VaEUIwQCm11qSFiEZslhDZSbkUIxQih0FaXGiIWsVlCaCPlVoRQjBAKbXWpIWIRmyWE\nNlJuRQjFCKHQVpcaIhaxWUJoI+VWhFCMEAptdakhYhGbJYQ2Um5FCMUIodBWlxoiFrFZQmgj\n5VaEUIwQCm11qSFiEZslhDZSbkUIxQih0FaXGiIWsVlCaCPlVoRQjBAKbXWpIWIRmyWENlJu\nRQjFCKHQVpcaIhaxWUJoI+VWhFCMEAptdakhYhGbJYQ2Um5FCMUIodBWlxoiFrFZQmgj5VaE\nUIwQCm11qSFiEZslhDZSbkUIxQih0FaXGiIWsVlCaCPlVoRQjBAKbXWpIWIRmyWENlJuRQjF\nCKHQVpcaIhaxWUJoI+VWhFCMEAptdakhYhGbJYQ2Um5FCMUIodBWlxoiFrFZQmgj5VaEUIwQ\nCm11qSFiEZslhDZSbkUIxQih0FaXGiIWsVmvEEa0f0WIbfVdFT4SCwih0FaXGiIWsVmvEK6c\nOy5FCC0QQjFCKLTVpXoH4IZZQmhjq++q8JFYQAiFtrpU7wDcMEsIbWz1XRU+EgsIodBWl+od\ngBtmCaGNrb6rwkdiASEU2upSvQNwwywhtLHVd1X4SCwghEJbXap3AG6YJYQ2tvquCh+JBYRQ\naKtL9Q7ADbOE0MZW31XhI7GAEAptdaneAbhhlhDa2Oq7KnwkFhBCoa0u1TsAN8wSQhtbfVeF\nj8QCQii01aV6B+CGWUJoY6vvqvCRWEAIhba6VO8A3DBLCG1s9V0VPhILCKHQVpfqHYAbZgmh\nja2+q8JHLmVg9vnvO3vwp+/7D3/M0Pf6/rDbPfwV/dEXf5CrwejJb9S/X/Nda3VwT1tdqncA\nbpglhDa2+q4KH7nYixfVS/hhihYb9fYbH/eny3uo9aP/MRg8+K3692u+a60O7mmrS/UOwA2z\nhNDGVt9V4SPLvfj1dffpziB8dHTgG977xv3uy+PT04/97nut63r7A975/evfr/mutTq4p60u\n1TsAN8wSQhtbfVeFj1zKwO7yH3592e2+/Dr+67f97tP303/+vHt4PP6nx+M3Pk7/7fHzbv/1\ncuzie76ePB15/l7v/JhPT39/3l2fNH+vs792n6e//9jtL8eny/r89Php9/nX1UVeTjz/4A+7\nTz+O/3RxyX98BJY+PCvUv1/zXWt1cE9bXap3AG6YJYQ2tvquCh+54PozwumnIY//8HX66cgp\nTM8h2+2fa/Nr+sb91J3pH79ejL1+z4uTj2e/fq8/fsynY952b056G8LPLz9l+/NqfLd7Dt7u\nr0/Pf/lyeZGXEy8/+CmEL5f850dgbfE+UP9+zXet1cE9bXWp3gG4YZYQ2tjquyp85IKrXyP8\ndkrS1L/Hp7+Pn4Ttdg+/nh5O//3h6fRP03/7fvrWeez1e14e/XT5vd58w+TT7q/nxM2fsr38\ngE/vz74Z//L8yeLzsX+d/u3lIi8njlf18PTr4TwxXfKfH4G1xftA/fs137VWB/e01aV6B+CG\nWUJoY6vvqvCRC14y+OXnFJrpP32efmXux/ztz9/wePxc79Nzqk7/dIzWqTTnsdfveXn00+X3\nevMNs8cf3x6uTloK4ev4dAm73emnRS8u8nLi/IPvLi/5z4/A0odnhfr3a75rrQ7uaatL9Q7A\nDbOE0MZW31XhIxdMbfgx/57MlypOvzll9+m1HS9leftPF2Mv3/PN0a+zb77h5OGDH/C92cvx\n17OvL+h64r1L/vMjsPThWaH+/ZrvWquDe9rqUr0DcMMsIbSx1XdV+MgFpzZ8PZXwMmc/P+32\nf5dCeDF2Uwi/7D59//H4zg94dv41wqe/L8c/CuH1BCEczVaX6h2AG2YJoY2tvqvCRy6Y2/Bp\n9+3p5Sc4X3w//5zi47GTlz81elmV76efhPzg6OWfGj39VtWrk97E6uV3jf69/3I5/jaELxd5\nPXH5U6PXP/Dl1Sx9eFaof7/mu9bq4J62ulTvANwwSwhtbPVdFT5ywdyGn9Mvs309/n6Tv45B\n2T9/IvZz/s0yx99v8u36N8u8fM/z2Ov3fHP08m+WOf4WnV8PVyd9+HWEPy/H34bw5SKvJ+Yf\nnBAOY6tL9Q7ADbOE0MZW31XhIxe8tOHb8ZO2+csNfr58NcNUluOvuh1/t+Xll0+8fM/z2Ov3\nvDx6/9GXT7z8POrXN//0bf5eFx4/nb8i4mL8jxDOF3k9cfnlE5fLXn8EAtF7T/37Nd+1Vgf3\ntNWlegfghllCaGOr76rwkQvObZh+cvT41e8P0y/Kfd3v9t+mb398mL8g/uIL6s/f82Xs4nue\nnb5a4d0vqD//guL0va5O+vNrHH582b/8WaPn8T9+avTlIq8njl9Q/xchHMdWl+odgBtmCaGN\nrb6rwkfe4d12jGb5It/96sGLb77zB69/v+a71urgnra6VO8A3DBLCG1s9V0VPvIO1iGc/pSA\nr8c/e2bpO9/5g9e/X/Nda3VwT1tdqncAbpglhDa2+q4KH3mHaAhf/6Satd8QOSR4kfOvGD6+\n/60v33ndj/Gh+vdrvmutDu5pq0v1DsANs4TQxlbfVeEj72Adwqfvn/74Bco/v/O6H+ND9e/X\nfNdaHdzTVpfqHYAbZgmhja2+q8JHYsGbEL5Edb/8K4uv6t+v+a61OrinrS7VOwA3zBJCG1t9\nV4WPxILLEO53u+hno4QwYqtL9Q7ADbOE0MZW31XhI7HgMnjfLzq49hPRbLcAACAASURBVP8I\nuP79mu9aq4N72upSvQNwwywhtLHVd1X4SCz44KdGV6t/v+a71urgnra6VO8A3DBLCG1s9V0V\nPhIL+M0yQltdqncAbpglhDa2+q4KH4kFb0P4dc+vETaz1aV6B+CGWUJoY6vvqvCRWPAmeF/5\nzTINbXWp3gG4YZYQ2tjquyp85Mf+s+TWtHj54//tYu3vkpnVv1/zXWt1cE9bXap3AG6YJYQ2\ntvquCh/5sf/8XhBuiiV+s4zQVpfqHYAbZgmhja2+q8JHfuw/v//fh7YZws+7X+/PfaT+/Zrv\nWquDe9rqUr0DcMMsIbSx1XdV+MiPEcK3IXzcPxT+TLY36t+v+a61OrinrS7VOwA3zBJCG1t9\nV4WP/Bgh/POnRvnNMu1sdaneAbhhlhDa2Oq7KnzkxwghIVTa6lK9A3DDLCG0sdV3VfjIjxFC\nvqBeaatL9Q7ADbOE0MZW31XhIz9GCAmh0laX6h2AG2YJoY2tvqvCR36MEPJTo0qZllr6yqM/\ndA7ADbOE0Eamd9UZIRQjhEKZlvp9+XTt8FBvPEsIbWR6V52NGcJAGNy8u9fjw7e137/+/Zrv\nWquDe8q0FCFsfg3VZwmhjSFDuPuwGP7eX+vXbm0J69+v+a61OrinTEsRwubXUH2WENoghGIf\nrMVPjbaQaSlC2Pwaqs8SQhuEUOz9tf7a7Vd+//r3a75rrQ7uKdNShLD5NVSfJYQ2CKHYR79Z\n5uvK71//fs13rdXBPWVaihA2v4bqs4TQBiEUez+E+7UdJIQRmZYihM2vofosIbRBCMX4gnqh\nTEsRwubXUH2WENoghGKEUCjTUoSw+TVUnyWENgih2Nu1fn39tNt9+rr6/5Ww/v2a71qrg3vK\ntBQhbH4N1WcJoQ1CKPbH/x/h/IuEa/9fCevfr/mutTq4p0xLEcLm11B9lhDaGDKEG/qTZb7s\njv/HvI8Puy8rv3/9+zXftVYH95RpKULY/BqqzxJCG2OGMLE/ftfo9d+L6t+v+a61OrinTEsR\nwubXUH2WENoghGKEUCjTUoSw+TVUnyWENgihGD81KpRpKULY/BqqzxJCG4RQjN8sI5RpKULY\n/BqqzxJCG4RQjC+fEMq0FCFsfg3VZwmhDUIoxhfUC2VaihA2v4bqs4TQhjqEC+4shIlyCPfP\n3vv7Sf37Nd+1Vgf3lGkpQtj8GqrPEkIb4hAuuS8wLt6G8PPpTw/4dP41wv38l7d/n9W/X/Nd\na3VwT5mWIoTNr6H6LCG0QQjF3oTw6+nrJnavv2uUENaTaSlC2Pwaqs8SQhviEP5rQa3UjO1N\nCPe7v49/+/nm6wgJYRWZliKEza+h+iwhtKEO4f/+0DZD+MEX1L8bwn8fNb9AjOn3P+sxO9Bs\n7xcOxkMI34bw8+7Lr+PXUOweLv/r/onPCGvItBSfETa/huqzfEZog88IxT76gvqfl/+VENaR\naSlC2Pwaqs8SQhuEUOyDL6i/+oNl9pd/IYS3y7QUIWx+DdVnCaENQii24gvq969/JYR3ybQU\nIWx+DdVnCaENQii24gvqL/5GCO+SaSlC2Pwaqs8SQhuEUKwYwv1+/qNk+JNl7pZpKULY/Bqq\nzxJCG4RQjD9rVCjTUoSw+TVUnyWENkYN4b29GBYhFMq0FCFsfg3VZwmhjUFDuPr/sN0OIRTK\ntBQhbH4N1WcJoY0xQ7jjM8KP1L9f811rdXBPmZYihM2vofosIbQxZgj5qdEP1b9f811rdXBP\nmZYihM2vofosIbRBCMUIoVCmpQhh82uoPksIbRBCMUIolGkpQtj8GqrPEkIbhFCMEAplWooQ\nNr+G6rOE0AYhFCOEQpmWIoTNr6H6LCG0QQjFCKFQpqUIYfNrqD5LCG0QQjFCKJRpKULY/Bqq\nzxJCG4RQjBAKZVqKEDa/huqzhNDGqCFMixAKZVqKEDa/huqzhNAGIRQjhEKZliKEza+h+iwh\ntEEIxQihUKalCGHza6g+SwhtEEIxQiiUaSlC2Pwaqs9OIYzo/SJbJdO76owQihFCoUxLEcLm\n11B99p/oub1fZKtkeledEUIxQiiUaSlC2Pwaqs8SQhvqEC64sxAmCKFQpqUIYfNrqD5LCG1o\nQwhCqJRpKULY/BqqzxJCG4RQjBAKZVqKEDa/huqzhNAGIRQjhEKZliKEza+h+iwhtEEIxQih\nUKalCGHza6g+SwhtEEIxQiiUaSlC2Pwaqs8SQhuEUIwQCmVaihA2v4bqs4TQBiEUI4RCmZYi\nhM2vofosIbRBCMUIoVCmpQhh82uoPksIbRBCMUIolGkpQtj8GqrPEkIbhFCMEAplWooQNr+G\n6rOE0AYhFCOEQpmWIoTNr6H6LCG0QQjFCKFQpqUIYfNrqD5LCG0QQjFCKJRpKULY/BqqzxJC\nG4RQjBAKZVqKEDa/huqzhNAGIRQjhEKZliKEza+h+iwhtEEIxQihUKalCGHza6g+SwhtEEIx\nQiiUaSlC2Pwaqs8SQhuEUIwQCmVaihA2v4bqs4TQBiEUI4RCmZYihM2vofosIbRBCMUIoVCm\npQhh82uoPksIbRBCMUIolGkpQtj8GqrPEkIbhFCMEAplWooQNr+G6rOE0AYhFCOEQpmWIoTN\nr6H6LCG0QQjFCKFQpqUIYfNrqD5LCG0QQjFCKJRpKULY/BqqzxJCG4RQjBAKZVqKEDa/huqz\nhNAGIRQjhEKZliKEza+h+iwhtEEIxQihUKalCGHza6g+SwhtEEIxQiiUaSlC2Pwaqs8SQhuE\nUIwQCmVaihA2v4bqs4TQBiEUI4RCmZYihM2vofosIbRBCMUIoVCmpQhh82uoPksIbRBCMUIo\nlGkpQtj8GqrPEkIbhFCMEAplWooQNr+G6rOE0AYhFCOEQpmWIoTNr6H6LCG0QQjFCKFQpqUI\nYfNrqD5LCG0QQjFCKJRpKULY/BqqzxJCG4RQjBAKZVqKEDa/huqzhNAGIRQjhEKZliKEza+h\n+iwhtEEIxQihUKalCGHza6g+SwhtEEIxQiiUaSlC2Pwaqs8SQhuEUIwQCmVaihA2v4bqs4TQ\nBiEUI4RCmZYihM2vofosIbRBCMUIoVCmpQhh82uoPksIbRBCMUIolGkpQtj8GqrPEkIbhFCM\nEAplWooQNr+G6rOE0AYhFCOEQpmWIoTNr6H6LCG0QQjFCKFQpqUIYfNrqD5LCG0QQjFCKJRp\nKULY/BqqzxJCG4RQjBAKZVqKEDa/huqzhNAGIRQjhEKZliKEza+h+iwhtEEIxQihUKalCGHz\na6g+SwhtEEIxQiiUaSlC2Pwaqs8SQhuEUIwQCmVaihA2v4bqs4TQBiEUI4RCmZYihM2vofos\nIbRBCMUIoVCmpQhh82uoPksIbRBCMUIolGkpQtj8GqrPEkIbhFCMEAplWooQNr+G6rOE0AYh\nFCOEQpmWIoTNr6H6LCG0QQjFCKFQpqUIYfNrqD5LCG0QQjFCKJRpKULY/BqqzxJCG4RQjBAK\nZVqKEDa/huqzhNAGIRQjhEKZliKEza+h+iwhtEEIxQihUKalCGHza6g+SwhtEEIxQiiUaSlC\n2Pwaqs8SQhuEUIwQCmVaihA2v4bqs4TQBiEUI4RCmZYihM2vofosIbRBCMUIoVCmpQhh82uo\nPksIbRBCMUIoNPpSvyMun66VHtQDzRLCAyHsiBCKEUKh0Ze66eFLCFtdQ/VZQmiDEIoRQqHR\nlyKE51lCeCCEHRFCMUIoNPpShPA8SwgPhLAjQih2bwiRyO9/1mN2A7O9X5CACJ8RCo2+FJ8R\nnmf5jPDAZ4Qd8RmhGCEUGn0pQnieJYQHQtgRIRQjhEKjL0UIz7OE8EAIOyKEYoRQaPSlCOF5\nlhAeCGFHhFCMEAqNvhQhPM8SwgMh7IgQihFCodGXIoTnWUJ4IIQdEUIxQig0+lKE8DxLCA+E\nsCNCKEYIhUZfihCeZwnhgRB2RAjFCKHQ6EsRwvMsITwQwo4IoRghFBp9KUJ4niWEB0LYESEU\nI4RCoy9FCM+zhPBACDsihGKEUGj0pQjheZYQHghhR4RQjBAKjb4UITzPEsIDIeyIEIoRQqHR\nlyKE51lCeCCEHRFCMUIoNPpShPA8SwgPhLAjQihGCIVGX4oQnmcJ4YEQdkQIxQih0OhLEcLz\nLCE8EMKOCKEYIRQafSlCeJ4lhAdC2BEhFCOEQqMvRQjPs4TwQAg7IoRihFBo9KUI4XmWEB4I\nYUeEUIwQCo2+FCE8zxLCAyHsiBCKEUKh0ZcihOdZQngghB0RQjFCKDT6UoTwPEsID4SwI0Io\nRgiFRl+KEJ5nCeGBEHZECMUIodDoSxHC8ywhPBDCjgihGCEUGn0pQnieJYQHQtgRIRQjhEKj\nL0UIz7OE8EAIOyKEYoRQaPSlCOF5lhAeCGFHhFCMEAqNvhQhPM8SwgMh7IgQihFCodGXIoTn\nWUJ4IIQdEUIxQig0+lKE8DxLCA+EsCNCKEYIhUZfihCeZwnhgRB2RAjFCKHQ6EsRwvMsITwQ\nwo4IoRghFBp9KUJ4niWEB0LYESEUI4RCoy9FCM+zhPBACDsihGKEUGj0pQjheZYQHghhR4RQ\njBAKjb4UITzPEsIDIeyIEIoRQqHRlyKE51lCeCCEHRFCMUIoNPpShPA8SwgPhLAjQihGCIVG\nX4oQnmcJ4YEQdkQIxQih0OhLEcLzLCE8EMKOCKEYIRQafSlCeJ4lhAdC2BEhFCOEQqMvRQjP\ns4TwQAg7IoRihFBo9KUI4XmWEB4IYUeEUIwQCo2+FCE8zxLCAyHsiBCKEUKh0ZcihOdZQngg\nhB0RQjFCKDT6UoTwPEsID4SwI0IoRgiFRl+KEJ5nCeGBEHZECMUIodDoSxHC8ywhPBDCjgih\nGCEUGn0pQnieJYQHQtgRIRQjhEKjL0UIz7OE8EAIOyKEYoRQaPSlCOF5lhAeCGFHhFCMEAqN\nvhQhPM8SwgMh7IgQihFCoR5L/Y645eFLCFtdQ/VZQmiDEIoRQqEuIWzwQL2aJYStrqH6LCG0\nQQjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lCeCCEHRFCMUIoRAhtZgnh\ngRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lCeCCEHRFCMUIoRAht\nZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lCeCCEHRFCMUIo\nRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lCeCCEHRFC\nMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lCeCCE\nHRFCMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFCm1lC\neCCEHRFCMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQChFC\nm1lCeCCEHRFCMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeEUIwQ\nChFCm1lCeCCEHRFCMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRQjhEKE0GaWEB4IYUeE\nUIwQChFCm1lCeCCEHRFCMUIoRAhtZgnhgRB2RAjFCKEQIbSZJYQHQtgRIRRbE8L96a/PLv9+\nUv9+zXet1cE9EUKbWUJ4IIQdEUKxFSGc+zf/5fVfJvXv13zXWh3cEyG0mSWEB0LYESEUK4dw\n/0QIKyGENrOE8EAIOyKEYqt/apQQ3o8Q2swSwgMh7IgQit0Rwn8fNbsw1PH7n/WYZfZqNqL3\nCx24A58RCvEZoc0snxFGZzu8tk94VKw8EgsIoRAhtJklhNHZDq/tEx4VK4/EAkIoRAhtZglh\ndLbDa/uER8XKI7GAEAoRQptZQhid7fDaPuFRsfJILCCEQoTQZpYQRmc7vLZPeFSsPBIL+JNl\nhAihzSwhjM52eG2f8KhYeSQW8GeNChFCm1lCGJ3t8No+4VGx8kgsIIRChNBmlhBGZzu8tk94\nVKw8EgsIoRAhtJklhNHZDq/tEx4VK4/EAkIoRAhtZglhdLbDa/uER8XKI7GAEAoRQptZQhid\n7fDaPuFRsfJILCCEQoTQZpYQRmc7vLZPeFSsPBILCKEQIbSZJYTR2Q6v7RMeFSuPxAJCKEQI\nbWYJYXS2w2v7hEfFyiOxgBAKEUKbWUIYne3w2j7hUbHySCwghEKE0GaWEEZnO7y2T3hUrDwS\nCwihECG0mSWE0dkOr+0THhUrj8QCQihECG1mCWF0tsNr+4RHxcojsYAQChFCm1lCGJ3t8No+\n4VGx8kgsIIRChNBmlhBGZzu8tk94VKw8EgsIoRAhtJklhNHZDq/tEx4VK4/EAkIoRAhtZglh\ndLbDa/uER8XKI7GAEAoRQptZQhid7fDaPuFRsfJILCCEQoTQZpYQRmc7vLZPeFSsPBILCKEQ\nIbSZJYTR2Q6v7RMeFSuPxAJCKEQIbWYJYXS2w2v7hEfFyiOxgBAKEUKbWUIYne3w2j7hUbHy\nSCwghELVlvod0OrB9/IPhLDVNVSfJYQ2CKEYIRSqF8JGD7NbZglhq2uoPksIbRBCMUIoRAht\nZglhdLbWazuMR8XKI7GAEAoRQptZQhidrfXaDuNRsfJILCCEQoTQZpYQRmdrvbbDeFSsPBIL\nCKEQIbSZJYTR2Vqv7TAeFSuPxAJCKEQIbWYJYXS21ms7jEfFyiOxgBAKEUKbWUIYna312g7j\nUbHySCwghEKE0GaWEEZna722w3hUrDwSCwihECG0mSWE0dlar+0wHhUrj8QCQihECG1mCWF0\nttZrO4xHxcojsYAQChFCm1lCGJ2t9doO41Gx8kgsIIRChNBmlhBGZ2u9tsN4VKw8EgsIoRAh\ntJklhNHZWq/tMB4VK4/EAkIoRAhtZglhdLbWazuMR8XKI7GAEAoRQptZQhidrfXaDuNRsfJI\nLCCEQoTQZpYQRmdrvbbDeFSsPBILCKEQIbSZJYTR2Vqv7TAeFSuPxAJCKEQIbWYJYXS21ms7\njEfFyiOxgBAKEUKbWUIYna312g7jUbHySCwghEKE0GaWEEZna722w3hUrDwSCwihECG0mSWE\n0dmIWu+DCY+KlUdiASEUIoQ2s4Sw5Wyt98GER8XKI7GAEAoRQptZQthyttb7YMKjYuWRWEAI\nhQihzSwhbDlb630w4VGx8kgsIIRChNBmlhC2nK31PpjwqFh5JBYQQiFCaDNLCFvO1nofTHhU\nrDwSCwihECG0mSWELWdrvQ8mPCpWHokFhFCIENrMEsKWs7XeBxMeFSuPxAJCKEQIbWYJYcvZ\nWu+DCY+KlUdiASEUIoQ2s4Sw5Wyt98GER8XKI7GAEAoRQptZQthyttb7YMKjYuWRWEAIhQih\nzSwhbDlb630w4VGx8kgsIIRChNBmlhC2nK31PpjwqFh5JBYQQiFCaDNLCFvO1nofTHhUrDwS\nCwihECG0mSWELWdrvQ8mPCpWHokFhFCIENrMEsKWs7XeBxMeFSuPxAJCKEQIbWYJYcvZWu+D\nCY+KlUdiASEUIoQ2s4Sw5Wyt98GER8XKI7GAEAoRQptZQthyttb7YMKjYuWRWEAIhQihzSwh\nbDlb630w4VGx8kgsIIRChNBmlhC2nK31PpjwqFh5JBYQQiFCaDNLCFvO1nofTHhUrDwSCwih\nECG0mSWELWdrvQ8mPCpWHokFhFCIENrMEsKWs7XeBxMeFSuPxAJCKEQIbWYJYcvZWu+DCY+K\nlUdiASEUIoQ2s4QwOPuviFrvgwmPipVHYgEhFCKENrOEMDj7r/9ajxAWEUIxQihECG1mCWFw\nlhBWRQjFCKEQIbSZJYTBWUJYFSEUI4RChNBmlhAGZwlhVYRQjBAKEUKbWUIYnCWEVRFCMUIo\nRAhtZglhcJYQVkUIxQihECG0mSWEwVlCWBUhFCOEQoTQZpYQBmcJYVWEUIwQChFCm1lCGJwl\nhFURQjFCKEQIbWYJYXA2FMLfAbp31UgIoRghFCKENrOEMDgbCmHkGnTvqpEQQjFCKEQIbWYJ\nYXCWEFZFCMUIoRAhtJklhMFZQlgVIRQjhEKE0GaWEAZnCWFVhFCMEAoRQptZQhicJYRVEUIx\nQihECOvOhv4/8GLXQAiDs4SwKkIoRgiFCGHd2WYPX0IYvgZCWBUhFCOEQoSw7iwhjM0SQhuE\nUIwQChHCurOEMDZLCG0QQjFCKEQI684SwtgsIbRBCMUIoRAhrDtLCGOzhNAGIRQjhEKEsO4s\nIYzNEkIbhFCMEAoRwrqzhDA2SwhtEEKxe0OIWiJ/Iv/vf1YLjNrN/uu/1/vXANebebbZvej9\nvsQm8Bmh0OJSjf6nOp8R8hnhCz4jtMFnhGKEUGirIWz1J8AQwtgsIbRBCMUIodBmQ9joIUkI\nY7OE0AYhFCOEQoSQEPacJYQ2CKEYIRQihISw5ywhtEEIxQihECEkhD1nCaENQihGCIUIISHs\nOUsIbRBCMUIoRAgJYc9ZQmiDEIoRQiFCSAh7zhJCG4RQjBAKEUJC2HOWENoghGKEUIgQEsKe\ns8elQn+4QQQhrIkQihFCIUJICHvOTiGMfMxazUZ2u+9d5YoQihFCIUJY9yFJCGOzhNAGIRQj\nhEKEsO5DkhDGZgmhDUIoRgiFCGHdhyQhjM0SQhuEUIwQChHCug9JQhibJYQ2CKEYIRQihHUf\nkoQwNksIbRBCMUIoRAjrPiQJYWyWENoghGKEUIgQ1n1IEsKTZl/v12o28nG4713lihCKEUIh\nQlj3IUkIT9Z+HP77vxrGLTIb+Tjc965yRQjFCKEQIaz7kCSEJ5lDGPpsV/VGbo8QihFCIUJY\n+SHZ6FxCOH/MWs1GdvtfJf9z/idCuHgkFhBCIUJY+SHZ6FxCOH/MWs1GdiOEtY7EAkIoRAgr\nPyQbnUsI549Zq9nIboSw1pFYQAhb+h3R5ilJCOPnEsL5Y9ZqNoIQ1joSCwhhS2+eZotPV0J4\nekgGroEQntiFMDJLCGsdiQWEsCVCOBkihBGE8PQxG2GWENY6EgsIYUuEcDJECGPXQAhHmSWE\ntY7EAkLYEiGcZA5h8DPN1QjhPEsIax2JBYSwJUI4SR3CRrsRwnmWENY6EgsIYUuEcEII47sR\nwnmWENY6EgsIYUuEcEII47sRwnmWENY6EgsIYUuEcEII47sRwnmWENY6EgsIYUuEcEII47sR\nwnmWENY6EgsIYUuEcEII47sRwnmWENY6EgsIYUuEcEII47sRwnmWENY6EgsIYUuEcNLsT4Bp\n9fAdIIQtPg6E0AYhFCOELRHCyRAP1MjsCCFssBshtEEIxQhhS2YhDH0W8vKdMoawwWdj07mR\ne9FgN0JogxCKEcKW3EIYeUC9fKeMITw1o/65re7FyjlCaIMQihHClghh/NwxZgnhKLOEsNaR\nWEAIWyKE8XPHmCWEo8wSwlpHYgEhbIkQxs8dY5YQjjJLCGsdiQWEsCVCGD93jFlCOMosIax1\nJBYQwpYIYfzcMWYJ4SizhLDWkVhACFsihPFzx5glhKPMEsJaR2IBIWyJEMbPHWOWEI4ySwhr\nHYkFhLAlQhg/d4xZQjjKLCGsdSQWEMKWCGH83DFmCeEos4Sw1pFYQAhbyhzCVn8M2RizhHCU\n2UgII3o/G5YRQjFC2FLmEL78w4pkDPFAjc0SwlFmIyEszr4ihLhECFsihPEH3xizhHCUWUJY\n60gsIIQtEcL4g2+MWUI4yiwhrHUkFhDClghh/ME3xmybEHb+dVVCSAjxPkLYEiGMP/jGmG0T\nws6zhJAQ4n2EsCVCGH/wjTFLCEeZJYS1jsQCQtgSIYw/+MaYJYSjzBLCWkdiASGM+h1xHRpC\naDNLCEeZJYS1jsQCQhh1R7AIoc0sIRxllhDWOhILCGEUIbx+mBHCVtdQfZYQEkK8jxBGEcLr\nhxkhbHUN1WcJISHE+whhFCG8fpgRwlbXUH2WEN4Wwg5/hikhFCOEUYTw+mFGCFtdQ/VZQnhj\nCBudu4AQihHCKEJ4/TAjhK2uofqsZQj/z3qEcPFILCCEUYTw+mFGCFtdQ/VZyxAWJ15vFSFc\nPBILCGEUIbx+QBHCVtdQfZYQEkK8jxBGEcLrBxQhbHUN1WcJISHE+whhFCG8fkARwlbXUH2W\nEBJCvI8QRhHC6wcUIWx1DdVnCSEhxPsIYRQhvH5AEcJW11B9lhASQryPEEYRwusHFCFsdQ3V\nZwkhIcT7COHRHf+PEpEKEUKbWUJoM0sIVx6JBYTwqFGECOHah9lws4TQZpYQrjwSCwjhESGc\nEMLzLCG0mSWEK4/EAkJ4RAgnhPA8SwhtZgnhyiOxgBAeuYUw8qfhR4695QFFCFtdQ/XZ9CGM\n/LmkEYQwPUJ4ZBfCwIOkzbGEsP01VJ9NH8LIuZG4EcL0COFR5hBGRB4kL/9ACFtdQ/VZQnhx\nLiHEBUJ4lDmEkYfDLbOEsNU1VJ8lhBfnEkJcIIRHhPD2WULY6hqqzxLCi3MJIS4QwiNCePss\nIWx1DdVnCeHFuYQQFwjhESG8fZYQtrqG6rOE8OJcQogLhPCIEN4+SwhbXUP1WUJ4cS4hxAVC\neEQIb58lhK2uofosIbw4lxDiglcIQ384duBHaxXC0NcutPk6B0J40ywhtJklhCuPxAKzEEaC\nFfjRmoXwo7fsTe/4m2YJ4U2zhNBmlhCuPBILEodQ83+tRAgHuIb6s4TQZvbGEEb+OLZICCOi\nz7/7HqlYkDiEA8wSQs011J8lhDazN4YwMqv/7JEQihHCcNxu/7U8QmgzSwhtZgnhykcqFhDC\ncAhvf7cRQptZQmgzSwhXPlKxgBASwvtmCWGra6g+SwhvvIZWIazz64lrH6lYQAgJ4X2zhLDV\nNVSfJYQ3XkOrEH78Tf/zx+z9j1QsiIdw/+z13+6+PbGvDSSE4WKf9gAABuRJREFU0VlCeNMs\nIbSZJYSE8H7hEO7Pf5lUCOG7uXn/D2EhhOFZQnjTLCG0mSWEhPB+/UMY+olyQhidJYQ3zRJC\nm1lCSAjvN0AIC6/uq1ckIYzOEsKbZgmhzSwhJIT3uyOE/z66/wpCnxECwAbd/6TFgv6fEX7w\nP19aHdwTS9lIuVXKpXJuxdcRihFCIZaykXKrlEvl3IoQihFCIZaykXKrlEvl3IoQihFCIZay\nkXKrlEvl3IoQihFCIZaykXKrlEvl3IoQivX/k2U+uGutDu6JpWyk3CrlUjm3IoRiXn/WqDmW\nspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyK\nEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFy\nq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoR\nQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL\n5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGW\nspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyK\nEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFy\nq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoR\nQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL5dyKEIoRQiGWspFyq5RL\n5dyKEIoRQiGWspFyq5RL5dyKEIrdG8JW/t37ArASd8oGt8oGt0qMEOI+3Ckb3Cob3CoxQoj7\ncKdscKtscKvECCHuw52ywa2ywa0SGzWEAABIEEIAwKYRQgDAphFCAMCmEUIAwKYRQgDApo0Z\nwv2z3teAkpe7xN1ywK3ywLuqiyFDuD//BeN6uUvcLQfTU5VbNTzeVX0QQtyIt6yR/RMhtMC7\nqg9CiHvwlrUw3yZu1fD2l3/nVskQQtyDEFoghC72T3t+FrsDQog78Ja1sH/iVpl4qSC3SosQ\n4g48XR2c7xC3anj8GmEfhBC321//BWPan3CrDBDCPgghbrZ//St3a3R8RmiBEPZBCHGr/cXf\nuFujI4QWCGEfQ4aQP1XBwcvPt3G3LPDHlXjgT5bpYswQAgAgQggBAJtGCAEAm0YIAQCbRggB\nAJtGCAEAm0YIAQCbRggBAJtGCAEAm0YIkcr3/dK/7t55vb/33963fhKAE97aSOVNrJb/9cP/\ntupsAEnw1kYqhBBAFG9tZLLbTbV6/LLbfXk8/+vfn3e7/denP1L2+LD7/HQ58Wv36fjf57+d\nxz6fv/fX0z9dnvhz/zCd9OnHdNKv4w/9q/2mAKohhMjkVL5f++Pf97/mf/2xm3x9G8Jp7PPV\nxNfdj+dv+Gv37e3YczGfpuHpnMsTH3Zf5pHp9OmfrjoKYHCEEKlMMfq6e/4k7eFcvk+7v56e\nfh7/8TqEx7FfD8f/dp74efyeT593f1+NfXn6+/S9H349fdvtr088fl747XzSt+O/f919F64M\n4E6EEKnM5Xt8eno8fl42l+/xx7eHP0M4j+0uJz7vfj6P7a/Hfr2c/fjyI1yc+Hh10qfpW4+f\nPwJwQQiRypSpU6tey/fw8hOX1yF8HXud+PncsB/PnwL+MfbB/MV/m3/A80+SAjDBGxapvBfC\nL7tP3388LoXwdeL4yd3pFwrfjH0wTwgBf7xhkcp7PzV6+t2cSz81+jrx/Ong1/31u+Lip0Zf\n/vr2xLc/NQrACW9bpPLeb5bZ7f6efyvLdQi/HX/zy/zfXyaOKZt+w8yrr88H/bz+7O/tifMP\nuDsNP/315gQAQyOESGV3/I0u5y+fOP3r1937v0b4+uUTXy9+QvPH7vhbQi88vnxFxGsI3574\n+uUT8z/9FK0LoAJCiFS+T7/j8+UL6ud/ff63h7//DOHxK+U/v/wy4jzx9PIbQS/8fHj58vzT\nN79z4vEL6v86fy3/w99PAHwQQuDK3zd/Ofz1V10AcEEIgSsP179ndJXjrxlOX3gPwBAhxLbs\nzj765ocVY2/Mv2b4WJ4EMB5CiG0pFG4//6EwsRA+ff80/6IkAD+EEACwaYQQALBphBAAsGmE\nEACwaYQQALBphBAAsGmEEACwaYQQALBp/x+CI5cCqPVH0wAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = total_day_charge, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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8I2iwnhtlkhzBUfwj+f/zPbh6dfb/LbU1AeP38h9ufpF8s8/XqTXy5/sczXH/lt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\nHJoQAnBoQgjAoQkhAIf2/wPitNhli00DEgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = total_eve_charge, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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MISDOEYQGWisyGMwN4ZGAxhCYZwDKAy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\n1fx/POpOs/Vto74AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = total_night_charge, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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389/N1wyYv3wNq75wphdy3qhQuy35UQpl3DcjbmFtuf4UHTXdce479/Rnj+ZciH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\nH2HCCTfDc7aWAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = total_intl_charge, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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OO3wMHYzbz43WQIr5RwpNtzpF2w3iy9+6cnvm7D/SdH7776/e39L8r9dHtz+/P9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\ndvukKgAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(telco, aes(x = Promotion_Coupons_Used, fill = Response_to_Last_Campaign, color = Response_to_Last_Campaign)) + \n",
    "    geom_histogram(position = \"identity\", alpha = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Those who use more Promotion Coupons are likely to respond positively to campaign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ll6ADttapCPy2dTnwYZwuGQQaOzaXL1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\n",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 900
      },
      "text/plain": {
       "height": 480,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tb = round(prop.table(table(telco$Response_to_Last_Campaign, telco$Competitor_use), 2)*100,2)\n",
    "data.frame(tb) %>%\n",
    "ggplot(aes(x= Var1, y = Freq, fill= Var1)) + geom_bar(stat=\"identity\") + facet_wrap(~Var2) +\n",
    "geom_text(aes(label=round(Freq,2)),vjust = 1, size =3)+\n",
    "labs(x= \"response\", y= \"Competitor_use\",\n",
    "title = \"Response Rate\",\n",
    "subtitle = \"Telco\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Competitor_use (having competitor connection) does not seem to affect the outcome of campaign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ycfqghB6AhjXoT22smHKkIQOsKYF6G9dvKhihCEjjDmRWivnXyoIgShI4x5Edpr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\nAqFhVSA0rAqEhlWB0LAqEBpWxf8BhRr0ZGGK1GAAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 360,
       "width": 360
      },
      "text/plain": {
       "height": 360,
       "width": 360
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "options(repr.plot.width=6, repr.plot.height=6)\n",
    "tb = round(prop.table(table(telco$Response_to_Last_Campaign, telco$Call_center), 2)*100,2)\n",
    "data.frame(tb) %>%\n",
    "ggplot(aes(x= Var1, y = Freq, fill= Var1)) + geom_bar(stat=\"identity\") + facet_wrap(~Var2) +\n",
    "geom_text(aes(label=round(Freq,2)),vjust = 1, size =3)+\n",
    "labs(x= \"response\", y= \"Call_center\",\n",
    "title = \"Response Rate\",\n",
    "subtitle = \"Telco\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call_center (Called Customer Service Call Center in last 3 months) seem to make a big difference in the outcome of the campaign. We are not sure what was the purpose of call or what the customer service officer said but All those who have taken up the Value plan have called Customer Service Call Center in last 3 months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 2 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>Response_to_Last_Campaign</th><th scope=col>Count</th><th scope=col>percent</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>0</td><td>4293</td><td>86</td></tr>\n",
       "\t<tr><td>1</td><td> 707</td><td>14</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 2 × 3\n",
       "\\begin{tabular}{lll}\n",
       " Response\\_to\\_Last\\_Campaign & Count & percent\\\\\n",
       " <fct> & <int> & <dbl>\\\\\n",
       "\\hline\n",
       "\t 0 & 4293 & 86\\\\\n",
       "\t 1 &  707 & 14\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 2 × 3\n",
       "\n",
       "| Response_to_Last_Campaign &lt;fct&gt; | Count &lt;int&gt; | percent &lt;dbl&gt; |\n",
       "|---|---|---|\n",
       "| 0 | 4293 | 86 |\n",
       "| 1 |  707 | 14 |\n",
       "\n"
      ],
      "text/plain": [
       "  Response_to_Last_Campaign Count percent\n",
       "1 0                         4293  86     \n",
       "2 1                          707  14     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "telco %>%\n",
    "    group_by(Response_to_Last_Campaign) %>%\n",
    "    summarise(Count = n()) %>%\n",
    "    mutate(percent = round(Count / sum(Count)*100,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#train test split\n",
    "set.seed(345)\n",
    "splitData <- sample.split(telco$Response_to_Last_Campaign, SplitRatio = 0.7)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.7"
      ],
      "text/latex": [
       "0.7"
      ],
      "text/markdown": [
       "0.7"
      ],
      "text/plain": [
       "[1] 0.7"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#train set\n",
    "train_set <- telco[splitData,]\n",
    "nrow(train_set) / nrow(telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.3"
      ],
      "text/latex": [
       "0.3"
      ],
      "text/markdown": [
       "0.3"
      ],
      "text/plain": [
       "[1] 0.3"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#test set\n",
    "test_set <- telco[!splitData,]\n",
    "nrow(test_set) / nrow(telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "mod1 <- glm(Response_to_Last_Campaign ~ .-ID, family = \"binomial\", data = telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".dl-inline {width: auto; margin:0; padding: 0}\n",
       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
       "</style><dl class=dl-inline><dt>Account_Length</dt><dd>1.00027994690571</dd><dt>Number_of_EDM_Opened</dt><dd>1.01265969079715</dd><dt>total_day_charge</dt><dd>1.02523713713075</dd><dt>total_eve_charge</dt><dd>1.01832317015005</dd><dt>total_night_charge</dt><dd>1.00428381032415</dd><dt>total_intl_charge</dt><dd>1.00849286417594</dd><dt>Promotion_Coupons_Used</dt><dd>1.01826042294115</dd><dt>Competitor_use</dt><dd>1.00146356648435</dd><dt>Call_center</dt><dd>1.00000009960294</dd></dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[Account\\textbackslash{}\\_Length] 1.00027994690571\n",
       "\\item[Number\\textbackslash{}\\_of\\textbackslash{}\\_EDM\\textbackslash{}\\_Opened] 1.01265969079715\n",
       "\\item[total\\textbackslash{}\\_day\\textbackslash{}\\_charge] 1.02523713713075\n",
       "\\item[total\\textbackslash{}\\_eve\\textbackslash{}\\_charge] 1.01832317015005\n",
       "\\item[total\\textbackslash{}\\_night\\textbackslash{}\\_charge] 1.00428381032415\n",
       "\\item[total\\textbackslash{}\\_intl\\textbackslash{}\\_charge] 1.00849286417594\n",
       "\\item[Promotion\\textbackslash{}\\_Coupons\\textbackslash{}\\_Used] 1.01826042294115\n",
       "\\item[Competitor\\textbackslash{}\\_use] 1.00146356648435\n",
       "\\item[Call\\textbackslash{}\\_center] 1.00000009960294\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "Account_Length\n",
       ":   1.00027994690571Number_of_EDM_Opened\n",
       ":   1.01265969079715total_day_charge\n",
       ":   1.02523713713075total_eve_charge\n",
       ":   1.01832317015005total_night_charge\n",
       ":   1.00428381032415total_intl_charge\n",
       ":   1.00849286417594Promotion_Coupons_Used\n",
       ":   1.01826042294115Competitor_use\n",
       ":   1.00146356648435Call_center\n",
       ":   1.00000009960294\n",
       "\n"
      ],
      "text/plain": [
       "        Account_Length   Number_of_EDM_Opened       total_day_charge \n",
       "              1.000280               1.012660               1.025237 \n",
       "      total_eve_charge     total_night_charge      total_intl_charge \n",
       "              1.018323               1.004284               1.008493 \n",
       "Promotion_Coupons_Used         Competitor_use            Call_center \n",
       "              1.018260               1.001464               1.000000 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vif(mod1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "glm(formula = Response_to_Last_Campaign ~ . - ID, family = \"binomial\", \n",
       "    data = telco)\n",
       "\n",
       "Deviance Residuals: \n",
       "    Min       1Q   Median       3Q      Max  \n",
       "-1.5545  -0.4642  -0.3227  -0.1966   3.2544  \n",
       "\n",
       "Coefficients:\n",
       "                         Estimate Std. Error z value Pr(>|z|)    \n",
       "(Intercept)             -8.563615   0.478210 -17.908  < 2e-16 ***\n",
       "Account_Length           0.001347   0.001272   1.060  0.28929    \n",
       "Number_of_EDM_Opened    -0.032035   0.004687  -6.836 8.17e-12 ***\n",
       "total_day_charge         0.083798   0.006083  13.776  < 2e-16 ***\n",
       "total_eve_charge         0.077274   0.012355   6.254 3.99e-10 ***\n",
       "total_night_charge       0.070235   0.022151   3.171  0.00152 ** \n",
       "total_intl_charge        0.303403   0.069794   4.347 1.38e-05 ***\n",
       "Promotion_Coupons_Used   0.462107   0.035340  13.076  < 2e-16 ***\n",
       "Competitor_use1          0.455895   0.290387   1.570  0.11642    \n",
       "Call_center1            19.861404 244.783766   0.081  0.93533    \n",
       "---\n",
       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
       "\n",
       "(Dispersion parameter for binomial family taken to be 1)\n",
       "\n",
       "    Null deviance: 4075.0  on 4999  degrees of freedom\n",
       "Residual deviance: 2694.7  on 4990  degrees of freedom\n",
       "AIC: 2714.7\n",
       "\n",
       "Number of Fisher Scoring iterations: 16\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(mod1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Call:  glm(formula = Response_to_Last_Campaign ~ . - ID, family = \"binomial\", \n",
      "    data = telco)\n",
      "\n",
      "Coefficients:\n",
      "           (Intercept)          Account_Length    Number_of_EDM_Opened  \n",
      "             -8.563615                0.001347               -0.032035  \n",
      "      total_day_charge        total_eve_charge      total_night_charge  \n",
      "              0.083798                0.077274                0.070235  \n",
      "     total_intl_charge  Promotion_Coupons_Used         Competitor_use1  \n",
      "              0.303403                0.462107                0.455895  \n",
      "          Call_center1  \n",
      "             19.861404  \n",
      "\n",
      "Degrees of Freedom: 4999 Total (i.e. Null);  4990 Residual\n",
      "Null Deviance:\t    4075 \n",
      "Residual Deviance: 2695 \tAIC: 2715\n"
     ]
    }
   ],
   "source": [
    "print(mod1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Account_Length, Competitor_use and Call_center are not statistically significant and we will drop it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "mod2 <- glm(Response_to_Last_Campaign ~ .-ID -Account_Length -Competitor_use -Call_center, \n",
    "            family = \"binomial\", data = telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "glm(formula = Response_to_Last_Campaign ~ . - ID - Account_Length - \n",
       "    Competitor_use - Call_center, family = \"binomial\", data = telco)\n",
       "\n",
       "Deviance Residuals: \n",
       "    Min       1Q   Median       3Q      Max  \n",
       "-1.7039  -0.5533  -0.3964  -0.2506   3.1125  \n",
       "\n",
       "Coefficients:\n",
       "                        Estimate Std. Error z value Pr(>|z|)    \n",
       "(Intercept)            -7.848191   0.391518 -20.046  < 2e-16 ***\n",
       "Number_of_EDM_Opened   -0.028470   0.003887  -7.325 2.39e-13 ***\n",
       "total_day_charge        0.075978   0.005085  14.941  < 2e-16 ***\n",
       "total_eve_charge        0.077338   0.010495   7.369 1.72e-13 ***\n",
       "total_night_charge      0.067615   0.019103   3.539 0.000401 ***\n",
       "total_intl_charge       0.329252   0.060035   5.484 4.15e-08 ***\n",
       "Promotion_Coupons_Used  0.463118   0.030894  14.991  < 2e-16 ***\n",
       "---\n",
       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
       "\n",
       "(Dispersion parameter for binomial family taken to be 1)\n",
       "\n",
       "    Null deviance: 4075.0  on 4999  degrees of freedom\n",
       "Residual deviance: 3484.4  on 4993  degrees of freedom\n",
       "AIC: 3498.4\n",
       "\n",
       "Number of Fisher Scoring iterations: 5\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(mod2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".dl-inline {width: auto; margin:0; padding: 0}\n",
       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
       "</style><dl class=dl-inline><dt>Number_of_EDM_Opened</dt><dd>1.0076642204637</dd><dt>total_day_charge</dt><dd>1.02797134918145</dd><dt>total_eve_charge</dt><dd>1.01552056205213</dd><dt>total_night_charge</dt><dd>1.00302258259241</dd><dt>total_intl_charge</dt><dd>1.00992199898851</dd><dt>Promotion_Coupons_Used</dt><dd>1.031909425635</dd></dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[Number\\textbackslash{}\\_of\\textbackslash{}\\_EDM\\textbackslash{}\\_Opened] 1.0076642204637\n",
       "\\item[total\\textbackslash{}\\_day\\textbackslash{}\\_charge] 1.02797134918145\n",
       "\\item[total\\textbackslash{}\\_eve\\textbackslash{}\\_charge] 1.01552056205213\n",
       "\\item[total\\textbackslash{}\\_night\\textbackslash{}\\_charge] 1.00302258259241\n",
       "\\item[total\\textbackslash{}\\_intl\\textbackslash{}\\_charge] 1.00992199898851\n",
       "\\item[Promotion\\textbackslash{}\\_Coupons\\textbackslash{}\\_Used] 1.031909425635\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "Number_of_EDM_Opened\n",
       ":   1.0076642204637total_day_charge\n",
       ":   1.02797134918145total_eve_charge\n",
       ":   1.01552056205213total_night_charge\n",
       ":   1.00302258259241total_intl_charge\n",
       ":   1.00992199898851Promotion_Coupons_Used\n",
       ":   1.031909425635\n",
       "\n"
      ],
      "text/plain": [
       "  Number_of_EDM_Opened       total_day_charge       total_eve_charge \n",
       "              1.007664               1.027971               1.015521 \n",
       "    total_night_charge      total_intl_charge Promotion_Coupons_Used \n",
       "              1.003023               1.009922               1.031909 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vif(mod2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           (Intercept)   Number_of_EDM_Opened       total_day_charge \n",
      "          0.0003904576           0.9719313329           1.0789385691 \n",
      "      total_eve_charge     total_night_charge      total_intl_charge \n",
      "          1.0804070461           1.0699538281           1.3899282968 \n",
      "Promotion_Coupons_Used \n",
      "          1.5890201582 \n"
     ]
    }
   ],
   "source": [
    "print(exp(coef(mod2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_predict <- predict(mod2, newdata = train_set, type = 'response')\n",
    "p_class = ifelse(train_predict > 0.5, '1', '0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       \n",
       "p_class    0    1\n",
       "      0 2964  441\n",
       "      1   41   54"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_table <- table(p_class, train_set$Response_to_Last_Campaign)\n",
    "matrix_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.862285714285714"
      ],
      "text/latex": [
       "0.862285714285714"
      ],
      "text/markdown": [
       "0.862285714285714"
      ],
      "text/plain": [
       "[1] 0.8622857"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy <- sum(diag(matrix_table))/sum(matrix_table)\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_set$predict_mod2 <- predict(mod2, newdata = test_set, type = \"response\")\n",
    "p_class <- ifelse(test_set$predict_mod2 > 0.5, '1', '0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       \n",
       "p_class    0    1\n",
       "      0 1274  191\n",
       "      1   14   21"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_table <- table(p_class,test_set$Response_to_Last_Campaign)\n",
    "matrix_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.863333333333333"
      ],
      "text/latex": [
       "0.863333333333333"
      ],
      "text/markdown": [
       "0.863333333333333"
      ],
      "text/plain": [
       "[1] 0.8633333"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy <- sum(diag(matrix_table))/sum(matrix_table)\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.0990566037735849"
      ],
      "text/latex": [
       "0.0990566037735849"
      ],
      "text/markdown": [
       "0.0990566037735849"
      ],
      "text/plain": [
       "[1] 0.0990566"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TPR <- matrix_table[2,2]/sum(matrix_table[,2])\n",
    "TPR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.0108695652173913"
      ],
      "text/latex": [
       "0.0108695652173913"
      ],
      "text/markdown": [
       "0.0108695652173913"
      ],
      "text/plain": [
       "[1] 0.01086957"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "FPR <- matrix_table[2,1]/sum(matrix_table[,1])\n",
    "FPR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 6 × 12</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>ID</th><th scope=col>Account_Length</th><th scope=col>Number_of_EDM_Opened</th><th scope=col>total_day_charge</th><th scope=col>total_eve_charge</th><th scope=col>total_night_charge</th><th scope=col>total_intl_charge</th><th scope=col>Promotion_Coupons_Used</th><th scope=col>Competitor_use</th><th scope=col>Call_center</th><th scope=col>Response_to_Last_Campaign</th><th scope=col>predict_mod2</th></tr>\n",
       "\t<tr><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td> 6</td><td>118</td><td> 0</td><td>37.98</td><td>18.75</td><td>9.18</td><td>1.70</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0.08850458</td></tr>\n",
       "\t<tr><td> 8</td><td>147</td><td> 0</td><td>26.69</td><td> 8.76</td><td>9.53</td><td>1.92</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0.02050586</td></tr>\n",
       "\t<tr><td>13</td><td>168</td><td> 0</td><td>21.90</td><td> 8.92</td><td>6.35</td><td>3.02</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0.02640075</td></tr>\n",
       "\t<tr><td>17</td><td> 85</td><td>27</td><td>33.39</td><td>23.88</td><td>4.02</td><td>3.73</td><td>1</td><td>0</td><td>0</td><td>0</td><td>0.09362831</td></tr>\n",
       "\t<tr><td>19</td><td> 76</td><td>33</td><td>32.25</td><td>18.09</td><td>7.46</td><td>2.70</td><td>1</td><td>1</td><td>0</td><td>0</td><td>0.04386129</td></tr>\n",
       "\t<tr><td>21</td><td>147</td><td> 0</td><td>26.37</td><td>20.37</td><td>9.40</td><td>2.86</td><td>0</td><td>0</td><td>0</td><td>0</td><td>0.06344477</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 6 × 12\n",
       "\\begin{tabular}{llllllllllll}\n",
       " ID & Account\\_Length & Number\\_of\\_EDM\\_Opened & total\\_day\\_charge & total\\_eve\\_charge & total\\_night\\_charge & total\\_intl\\_charge & Promotion\\_Coupons\\_Used & Competitor\\_use & Call\\_center & Response\\_to\\_Last\\_Campaign & predict\\_mod2\\\\\n",
       " <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <fct> & <fct> & <fct> & <dbl>\\\\\n",
       "\\hline\n",
       "\t  6 & 118 &  0 & 37.98 & 18.75 & 9.18 & 1.70 & 0 & 0 & 0 & 0 & 0.08850458\\\\\n",
       "\t  8 & 147 &  0 & 26.69 &  8.76 & 9.53 & 1.92 & 0 & 0 & 0 & 0 & 0.02050586\\\\\n",
       "\t 13 & 168 &  0 & 21.90 &  8.92 & 6.35 & 3.02 & 1 & 0 & 0 & 0 & 0.02640075\\\\\n",
       "\t 17 &  85 & 27 & 33.39 & 23.88 & 4.02 & 3.73 & 1 & 0 & 0 & 0 & 0.09362831\\\\\n",
       "\t 19 &  76 & 33 & 32.25 & 18.09 & 7.46 & 2.70 & 1 & 1 & 0 & 0 & 0.04386129\\\\\n",
       "\t 21 & 147 &  0 & 26.37 & 20.37 & 9.40 & 2.86 & 0 & 0 & 0 & 0 & 0.06344477\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 6 × 12\n",
       "\n",
       "| ID &lt;dbl&gt; | Account_Length &lt;dbl&gt; | Number_of_EDM_Opened &lt;dbl&gt; | total_day_charge &lt;dbl&gt; | total_eve_charge &lt;dbl&gt; | total_night_charge &lt;dbl&gt; | total_intl_charge &lt;dbl&gt; | Promotion_Coupons_Used &lt;dbl&gt; | Competitor_use &lt;fct&gt; | Call_center &lt;fct&gt; | Response_to_Last_Campaign &lt;fct&gt; | predict_mod2 &lt;dbl&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "|  6 | 118 |  0 | 37.98 | 18.75 | 9.18 | 1.70 | 0 | 0 | 0 | 0 | 0.08850458 |\n",
       "|  8 | 147 |  0 | 26.69 |  8.76 | 9.53 | 1.92 | 0 | 0 | 0 | 0 | 0.02050586 |\n",
       "| 13 | 168 |  0 | 21.90 |  8.92 | 6.35 | 3.02 | 1 | 0 | 0 | 0 | 0.02640075 |\n",
       "| 17 |  85 | 27 | 33.39 | 23.88 | 4.02 | 3.73 | 1 | 0 | 0 | 0 | 0.09362831 |\n",
       "| 19 |  76 | 33 | 32.25 | 18.09 | 7.46 | 2.70 | 1 | 1 | 0 | 0 | 0.04386129 |\n",
       "| 21 | 147 |  0 | 26.37 | 20.37 | 9.40 | 2.86 | 0 | 0 | 0 | 0 | 0.06344477 |\n",
       "\n"
      ],
      "text/plain": [
       "  ID Account_Length Number_of_EDM_Opened total_day_charge total_eve_charge\n",
       "1  6 118             0                   37.98            18.75           \n",
       "2  8 147             0                   26.69             8.76           \n",
       "3 13 168             0                   21.90             8.92           \n",
       "4 17  85            27                   33.39            23.88           \n",
       "5 19  76            33                   32.25            18.09           \n",
       "6 21 147             0                   26.37            20.37           \n",
       "  total_night_charge total_intl_charge Promotion_Coupons_Used Competitor_use\n",
       "1 9.18               1.70              0                      0             \n",
       "2 9.53               1.92              0                      0             \n",
       "3 6.35               3.02              1                      0             \n",
       "4 4.02               3.73              1                      0             \n",
       "5 7.46               2.70              1                      1             \n",
       "6 9.40               2.86              0                      0             \n",
       "  Call_center Response_to_Last_Campaign predict_mod2\n",
       "1 0           0                         0.08850458  \n",
       "2 0           0                         0.02050586  \n",
       "3 0           0                         0.02640075  \n",
       "4 0           0                         0.09362831  \n",
       "5 0           0                         0.04386129  \n",
       "6 0           0                         0.06344477  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(test_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using stepAIC method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "stepmod <- stepAIC(mod1,trace = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "glm(formula = Response_to_Last_Campaign ~ Number_of_EDM_Opened + \n",
       "    total_day_charge + total_eve_charge + total_night_charge + \n",
       "    total_intl_charge + Promotion_Coupons_Used + Competitor_use + \n",
       "    Call_center, family = \"binomial\", data = telco)\n",
       "\n",
       "Deviance Residuals: \n",
       "    Min       1Q   Median       3Q      Max  \n",
       "-1.5751  -0.4643  -0.3226  -0.1966   3.2954  \n",
       "\n",
       "Coefficients:\n",
       "                         Estimate Std. Error z value Pr(>|z|)    \n",
       "(Intercept)             -8.431506   0.460995 -18.290  < 2e-16 ***\n",
       "Number_of_EDM_Opened    -0.032012   0.004686  -6.831 8.45e-12 ***\n",
       "total_day_charge         0.083859   0.006083  13.785  < 2e-16 ***\n",
       "total_eve_charge         0.077292   0.012356   6.255 3.96e-10 ***\n",
       "total_night_charge       0.070444   0.022150   3.180  0.00147 ** \n",
       "total_intl_charge        0.303204   0.069782   4.345 1.39e-05 ***\n",
       "Promotion_Coupons_Used   0.462010   0.035324  13.079  < 2e-16 ***\n",
       "Competitor_use1          0.458391   0.290498   1.578  0.11458    \n",
       "Call_center1            19.861709 244.794574   0.081  0.93533    \n",
       "---\n",
       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
       "\n",
       "(Dispersion parameter for binomial family taken to be 1)\n",
       "\n",
       "    Null deviance: 4075.0  on 4999  degrees of freedom\n",
       "Residual deviance: 2695.8  on 4991  degrees of freedom\n",
       "AIC: 2713.8\n",
       "\n",
       "Number of Fisher Scoring iterations: 16\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(stepmod)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_predict <- predict(stepmod, newdata = train_set, type = 'response')\n",
    "p_class = ifelse(train_predict > 0.5, '1', '0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       \n",
       "p_class    0    1\n",
       "      0 2993  313\n",
       "      1   12  182"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_table <- table(p_class, train_set$Response_to_Last_Campaign)\n",
    "matrix_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.907142857142857"
      ],
      "text/latex": [
       "0.907142857142857"
      ],
      "text/markdown": [
       "0.907142857142857"
      ],
      "text/plain": [
       "[1] 0.9071429"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy <- sum(diag(matrix_table))/sum(matrix_table)\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_predict <- predict(stepmod, newdata = test_set, type = \"response\")\n",
    "p_class <- ifelse(test_predict > 0.5, '1', '0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       \n",
       "p_class    0    1\n",
       "      0 1281  143\n",
       "      1    7   69"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_table <- table(p_class,test_set$Response_to_Last_Campaign)\n",
    "matrix_table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Model 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "mod3 <- glm(Response_to_Last_Campaign ~ .-ID -Account_Length -Competitor_use , family = \"binomial\", data = telco)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "glm(formula = Response_to_Last_Campaign ~ . - ID - Account_Length - \n",
       "    Competitor_use, family = \"binomial\", data = telco)\n",
       "\n",
       "Deviance Residuals: \n",
       "    Min       1Q   Median       3Q      Max  \n",
       "-1.5789  -0.4643  -0.3231  -0.1967   3.2915  \n",
       "\n",
       "Coefficients:\n",
       "                         Estimate Std. Error z value Pr(>|z|)    \n",
       "(Intercept)             -8.413665   0.460560 -18.268  < 2e-16 ***\n",
       "Number_of_EDM_Opened    -0.032100   0.004686  -6.851 7.35e-12 ***\n",
       "total_day_charge         0.083842   0.006079  13.791  < 2e-16 ***\n",
       "total_eve_charge         0.077262   0.012347   6.258 3.91e-10 ***\n",
       "total_night_charge       0.070595   0.022138   3.189  0.00143 ** \n",
       "total_intl_charge        0.302368   0.069756   4.335 1.46e-05 ***\n",
       "Promotion_Coupons_Used   0.460789   0.035282  13.060  < 2e-16 ***\n",
       "Call_center1            19.851785 244.847344   0.081  0.93538    \n",
       "---\n",
       "Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n",
       "\n",
       "(Dispersion parameter for binomial family taken to be 1)\n",
       "\n",
       "    Null deviance: 4075.0  on 4999  degrees of freedom\n",
       "Residual deviance: 2698.1  on 4992  degrees of freedom\n",
       "AIC: 2714.1\n",
       "\n",
       "Number of Fisher Scoring iterations: 16\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "summary(mod3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".dl-inline {width: auto; margin:0; padding: 0}\n",
       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
       "</style><dl class=dl-inline><dt>(Intercept)</dt><dd>0.00022181540721498</dd><dt>Number_of_EDM_Opened</dt><dd>0.968410027457136</dd><dt>total_day_charge</dt><dd>1.08745744248505</dd><dt>total_eve_charge</dt><dd>1.08032487561622</dd><dt>total_night_charge</dt><dd>1.07314603771542</dd><dt>total_intl_charge</dt><dd>1.35305898576362</dd><dt>Promotion_Coupons_Used</dt><dd>1.58532416408362</dd><dt>Call_center1</dt><dd>418331470.597281</dd></dl>\n"
      ],
      "text/latex": [
       "\\begin{description*}\n",
       "\\item[(Intercept)] 0.00022181540721498\n",
       "\\item[Number\\textbackslash{}\\_of\\textbackslash{}\\_EDM\\textbackslash{}\\_Opened] 0.968410027457136\n",
       "\\item[total\\textbackslash{}\\_day\\textbackslash{}\\_charge] 1.08745744248505\n",
       "\\item[total\\textbackslash{}\\_eve\\textbackslash{}\\_charge] 1.08032487561622\n",
       "\\item[total\\textbackslash{}\\_night\\textbackslash{}\\_charge] 1.07314603771542\n",
       "\\item[total\\textbackslash{}\\_intl\\textbackslash{}\\_charge] 1.35305898576362\n",
       "\\item[Promotion\\textbackslash{}\\_Coupons\\textbackslash{}\\_Used] 1.58532416408362\n",
       "\\item[Call\\textbackslash{}\\_center1] 418331470.597281\n",
       "\\end{description*}\n"
      ],
      "text/markdown": [
       "(Intercept)\n",
       ":   0.00022181540721498Number_of_EDM_Opened\n",
       ":   0.968410027457136total_day_charge\n",
       ":   1.08745744248505total_eve_charge\n",
       ":   1.08032487561622total_night_charge\n",
       ":   1.07314603771542total_intl_charge\n",
       ":   1.35305898576362Promotion_Coupons_Used\n",
       ":   1.58532416408362Call_center1\n",
       ":   418331470.597281\n",
       "\n"
      ],
      "text/plain": [
       "           (Intercept)   Number_of_EDM_Opened       total_day_charge \n",
       "          2.218154e-04           9.684100e-01           1.087457e+00 \n",
       "      total_eve_charge     total_night_charge      total_intl_charge \n",
       "          1.080325e+00           1.073146e+00           1.353059e+00 \n",
       "Promotion_Coupons_Used           Call_center1 \n",
       "          1.585324e+00           4.183315e+08 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp(coef(mod3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_predict <- predict(mod3, newdata = test_set, type = \"response\")\n",
    "p_class <- ifelse(test_predict > 0.5, '1', '0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       \n",
       "p_class    0    1\n",
       "      0 1282  144\n",
       "      1    6   68"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_table <- table(p_class, test_set$Response_to_Last_Campaign)\n",
    "matrix_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "0.9"
      ],
      "text/latex": [
       "0.9"
      ],
      "text/markdown": [
       "0.9"
      ],
      "text/plain": [
       "[1] 0.9"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accuracy <- sum(diag(matrix_table))/sum(matrix_table)\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Accuracy is approximately the same as stepAIC model but with lesser variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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