Bank.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "43b610fa",
   "metadata": {},
   "source": [
    "# Predict whether the client has subscribed a term deposit or not as a response to telemarketing campaign"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5547f925",
   "metadata": {},
   "source": [
    "Attribute information For bank dataset\n",
    "\n",
    "   Input variables:\n",
    "   ## Bank client data:\n",
    "   1 - age (numeric)\n",
    "   \n",
    "   2 - job : type of job (categorical: \"admin.\",\"unknown\",\"unemployed\",\"management\",\"housemaid\",\"entrepreneur\",\"student\",\n",
    "                                       \"blue-collar\",\"self-employed\",\"retired\",\"technician\",\"services\") \n",
    "                                       \n",
    "   3 - marital : marital status (categorical: \"married\",\"divorced\",\"single\"; note: \"divorced\" means divorced or widowed)\n",
    "   \n",
    "   4 - education (categorical: \"unknown\",\"secondary\",\"primary\",\"tertiary\")\n",
    "   \n",
    "   5 - default: has credit in default? (binary: \"yes\",\"no\")\n",
    "   \n",
    "   6 - balance: average yearly balance, in euros (numeric) \n",
    "   \n",
    "   7 - housing: has housing loan? (binary: \"yes\",\"no\")\n",
    "   \n",
    "  \n",
    "   8 - loan: has personal loan? (binary: \"yes\",\"no\")\n",
    "   \n",
    "   ## Related with the last contact of the current campaign:\n",
    "   9 - contact: contact communication type (categorical: \"unknown\",\"telephone\",\"cellular\")\n",
    "   \n",
    "   10 - day: last contact day of the month (numeric)\n",
    "   \n",
    "   11 - month: last contact month of year (categorical: \"jan\", \"feb\", \"mar\", ..., \"nov\", \"dec\")\n",
    "   \n",
    "   12 - duration: last contact duration, in seconds (numeric)\n",
    "   \n",
    "   ## Other attributes:\n",
    "  13 - campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)\n",
    "  \n",
    "  14 - pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric, -1 means client was not previously contacted)\n",
    "  \n",
    "  15 - previous: number of contacts performed before this campaign and for this client (numeric)\n",
    "  \n",
    " \n",
    "  16 - poutcome: outcome of the previous marketing campaign (categorical: \"unknown\",\"other\",\"failure\",\"success\")\n",
    "\n",
    "\n",
    "\n",
    "  Output variable (desired target):\n",
    "  17 - y - has the client subscribed a term deposit? (binary: \"yes\",\"no\")\n",
    "\n",
    "Missing Attribute Values: None\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2fde0486",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:14.987034Z",
     "start_time": "2022-10-23T10:41:14.979526Z"
    }
   },
   "outputs": [],
   "source": [
    "#importing necessary libraries\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0af88f12",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:15.229763Z",
     "start_time": "2022-10-23T10:41:14.988727Z"
    }
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>job</th>\n",
       "      <th>marital</th>\n",
       "      <th>education</th>\n",
       "      <th>default</th>\n",
       "      <th>balance</th>\n",
       "      <th>housing</th>\n",
       "      <th>loan</th>\n",
       "      <th>contact</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>duration</th>\n",
       "      <th>campaign</th>\n",
       "      <th>pdays</th>\n",
       "      <th>previous</th>\n",
       "      <th>poutcome</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>58</td>\n",
       "      <td>management</td>\n",
       "      <td>married</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>no</td>\n",
       "      <td>2143</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>261</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>44</td>\n",
       "      <td>technician</td>\n",
       "      <td>single</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>29</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>151</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "      <td>entrepreneur</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>2</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>76</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>47</td>\n",
       "      <td>blue-collar</td>\n",
       "      <td>married</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "      <td>1506</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33</td>\n",
       "      <td>unknown</td>\n",
       "      <td>single</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>5</td>\n",
       "      <td>may</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
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       "    <tr>\n",
       "      <th>45206</th>\n",
       "      <td>51</td>\n",
       "      <td>technician</td>\n",
       "      <td>married</td>\n",
       "      <td>tertiary</td>\n",
       "      <td>no</td>\n",
       "      <td>825</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>17</td>\n",
       "      <td>nov</td>\n",
       "      <td>977</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
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       "    <tr>\n",
       "      <th>45207</th>\n",
       "      <td>71</td>\n",
       "      <td>retired</td>\n",
       "      <td>divorced</td>\n",
       "      <td>primary</td>\n",
       "      <td>no</td>\n",
       "      <td>1729</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>17</td>\n",
       "      <td>nov</td>\n",
       "      <td>456</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>yes</td>\n",
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       "    <tr>\n",
       "      <th>45208</th>\n",
       "      <td>72</td>\n",
       "      <td>retired</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>5715</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>17</td>\n",
       "      <td>nov</td>\n",
       "      <td>1127</td>\n",
       "      <td>5</td>\n",
       "      <td>184</td>\n",
       "      <td>3</td>\n",
       "      <td>success</td>\n",
       "      <td>yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45209</th>\n",
       "      <td>57</td>\n",
       "      <td>blue-collar</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>668</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>17</td>\n",
       "      <td>nov</td>\n",
       "      <td>508</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>unknown</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45210</th>\n",
       "      <td>37</td>\n",
       "      <td>entrepreneur</td>\n",
       "      <td>married</td>\n",
       "      <td>secondary</td>\n",
       "      <td>no</td>\n",
       "      <td>2971</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>17</td>\n",
       "      <td>nov</td>\n",
       "      <td>361</td>\n",
       "      <td>2</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "      <td>other</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45211 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       age           job   marital  education default  balance housing loan  \\\n",
       "0       58    management   married   tertiary      no     2143     yes   no   \n",
       "1       44    technician    single  secondary      no       29     yes   no   \n",
       "2       33  entrepreneur   married  secondary      no        2     yes  yes   \n",
       "3       47   blue-collar   married    unknown      no     1506     yes   no   \n",
       "4       33       unknown    single    unknown      no        1      no   no   \n",
       "...    ...           ...       ...        ...     ...      ...     ...  ...   \n",
       "45206   51    technician   married   tertiary      no      825      no   no   \n",
       "45207   71       retired  divorced    primary      no     1729      no   no   \n",
       "45208   72       retired   married  secondary      no     5715      no   no   \n",
       "45209   57   blue-collar   married  secondary      no      668      no   no   \n",
       "45210   37  entrepreneur   married  secondary      no     2971      no   no   \n",
       "\n",
       "         contact  day month  duration  campaign  pdays  previous poutcome    y  \n",
       "0        unknown    5   may       261         1     -1         0  unknown   no  \n",
       "1        unknown    5   may       151         1     -1         0  unknown   no  \n",
       "2        unknown    5   may        76         1     -1         0  unknown   no  \n",
       "3        unknown    5   may        92         1     -1         0  unknown   no  \n",
       "4        unknown    5   may       198         1     -1         0  unknown   no  \n",
       "...          ...  ...   ...       ...       ...    ...       ...      ...  ...  \n",
       "45206   cellular   17   nov       977         3     -1         0  unknown  yes  \n",
       "45207   cellular   17   nov       456         2     -1         0  unknown  yes  \n",
       "45208   cellular   17   nov      1127         5    184         3  success  yes  \n",
       "45209  telephone   17   nov       508         4     -1         0  unknown   no  \n",
       "45210   cellular   17   nov       361         2    188        11    other   no  \n",
       "\n",
       "[45211 rows x 17 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#load dataset\n",
    "data=pd.read_csv('bank-full.csv', delimiter=';')\n",
    "data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "248c2836",
   "metadata": {
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     "end_time": "2022-10-23T10:41:15.246024Z",
     "start_time": "2022-10-23T10:41:15.229763Z"
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45211, 17)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "e56627fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:15.432166Z",
     "start_time": "2022-10-23T10:41:15.246024Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 45211 entries, 0 to 45210\n",
      "Data columns (total 17 columns):\n",
      " #   Column     Non-Null Count  Dtype \n",
      "---  ------     --------------  ----- \n",
      " 0   age        45211 non-null  int64 \n",
      " 1   job        45211 non-null  object\n",
      " 2   marital    45211 non-null  object\n",
      " 3   education  45211 non-null  object\n",
      " 4   default    45211 non-null  object\n",
      " 5   balance    45211 non-null  int64 \n",
      " 6   housing    45211 non-null  object\n",
      " 7   loan       45211 non-null  object\n",
      " 8   contact    45211 non-null  object\n",
      " 9   day        45211 non-null  int64 \n",
      " 10  month      45211 non-null  object\n",
      " 11  duration   45211 non-null  int64 \n",
      " 12  campaign   45211 non-null  int64 \n",
      " 13  pdays      45211 non-null  int64 \n",
      " 14  previous   45211 non-null  int64 \n",
      " 15  poutcome   45211 non-null  object\n",
      " 16  y          45211 non-null  object\n",
      "dtypes: int64(7), object(10)\n",
      "memory usage: 5.9+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d4f6b48b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:15.513538Z",
     "start_time": "2022-10-23T10:41:15.437679Z"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>balance</th>\n",
       "      <th>day</th>\n",
       "      <th>duration</th>\n",
       "      <th>campaign</th>\n",
       "      <th>pdays</th>\n",
       "      <th>previous</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "      <td>45211.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>40.936210</td>\n",
       "      <td>1362.272058</td>\n",
       "      <td>15.806419</td>\n",
       "      <td>258.163080</td>\n",
       "      <td>2.763841</td>\n",
       "      <td>40.197828</td>\n",
       "      <td>0.580323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>10.618762</td>\n",
       "      <td>3044.765829</td>\n",
       "      <td>8.322476</td>\n",
       "      <td>257.527812</td>\n",
       "      <td>3.098021</td>\n",
       "      <td>100.128746</td>\n",
       "      <td>2.303441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>18.000000</td>\n",
       "      <td>-8019.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>39.000000</td>\n",
       "      <td>448.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>48.000000</td>\n",
       "      <td>1428.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>319.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>95.000000</td>\n",
       "      <td>102127.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>4918.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>871.000000</td>\n",
       "      <td>275.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                age        balance           day      duration      campaign  \\\n",
       "count  45211.000000   45211.000000  45211.000000  45211.000000  45211.000000   \n",
       "mean      40.936210    1362.272058     15.806419    258.163080      2.763841   \n",
       "std       10.618762    3044.765829      8.322476    257.527812      3.098021   \n",
       "min       18.000000   -8019.000000      1.000000      0.000000      1.000000   \n",
       "25%       33.000000      72.000000      8.000000    103.000000      1.000000   \n",
       "50%       39.000000     448.000000     16.000000    180.000000      2.000000   \n",
       "75%       48.000000    1428.000000     21.000000    319.000000      3.000000   \n",
       "max       95.000000  102127.000000     31.000000   4918.000000     63.000000   \n",
       "\n",
       "              pdays      previous  \n",
       "count  45211.000000  45211.000000  \n",
       "mean      40.197828      0.580323  \n",
       "std      100.128746      2.303441  \n",
       "min       -1.000000      0.000000  \n",
       "25%       -1.000000      0.000000  \n",
       "50%       -1.000000      0.000000  \n",
       "75%       -1.000000      0.000000  \n",
       "max      871.000000    275.000000  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# descriptive analysis of numerical features\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7432f91e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:15.688029Z",
     "start_time": "2022-10-23T10:41:15.513538Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d934c77b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:15.800892Z",
     "start_time": "2022-10-23T10:41:15.691448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8f975d2",
   "metadata": {},
   "source": [
    "No missing values, No duplicate entries"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "752a68d7",
   "metadata": {},
   "source": [
    "## Visualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd3085a3",
   "metadata": {},
   "source": [
    "Categorical Variables -> Bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "768371a5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:16.220034Z",
     "start_time": "2022-10-23T10:41:15.800892Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='job',  order= data.job.value_counts().index , orient='v',  data= data )\n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Job')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c03a3e1f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:16.516972Z",
     "start_time": "2022-10-23T10:41:16.220034Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='marital',  order= data.marital.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Marital Status')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "94520acc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:16.823933Z",
     "start_time": "2022-10-23T10:41:16.516972Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='education',  order= data.education.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Education')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "5f6fb9bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:17.226876Z",
     "start_time": "2022-10-23T10:41:16.823933Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='default',  order= data.default.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Loan Default')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "data.default.value_counts().plot(kind='pie')\n",
    "plt.title('Loan Default')\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4342f858",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:17.645485Z",
     "start_time": "2022-10-23T10:41:17.226876Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='loan',  order= data.loan.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Personal loan')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "data.loan.value_counts().plot(kind='pie')\n",
    "plt.title('Personal loan')\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f89adae1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:18.012020Z",
     "start_time": "2022-10-23T10:41:17.645485Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='housing',  order= data.housing.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Housing loan')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "data.housing.value_counts().plot(kind='pie')\n",
    "plt.title('Housing loan')\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "d386fb30",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:18.660665Z",
     "start_time": "2022-10-23T10:41:18.012020Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='contact',  order= data.contact.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Contact type')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "data.contact.value_counts().plot(kind='pie')\n",
    "plt.title('Contact type')\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "50d2288f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:19.102461Z",
     "start_time": "2022-10-23T10:41:18.660665Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='month',  order= data.month.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Last contact month of the year')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "ade611e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:19.686260Z",
     "start_time": "2022-10-23T10:41:19.102461Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='day',  order= data.day.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('last contact day of the month')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "a320f252",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:20.037923Z",
     "start_time": "2022-10-23T10:41:19.690248Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='poutcome',  order= data.poutcome.value_counts().index , data= data )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Outcome of the previous marketing campaign')\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "595cca3f",
   "metadata": {},
   "source": [
    "Continuous Variable -> Histogram and Boxplot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "d4e00f02",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:20.546210Z",
     "start_time": "2022-10-23T10:41:20.037923Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.age)\n",
    "plt.title('Age')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.age, vert=False) \n",
    "plt.title('Age')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "cbbe87f7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:21.033776Z",
     "start_time": "2022-10-23T10:41:20.546210Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LKj8KPFVCvxMRz0XE1yNiZImNB96oK7apxMaX+a7xTmUycx/wLjC6m+0vioj1EbF+69at/Wm6JEmSJDWMPid6ETEc+AvgdzPzJ9Quw/wAMBN4C1jevmo3xbOHeE9lOgcy787MWZk5a8yYMX1tuiRJkiQ1lD4lehHRQi3J+7PM/BZAZm7OzP2ZeQD4GnBeWX0TMLGu+ATgzRKf0E28U5mIaAZGANsOp0OSJEmS1Oj68tTNAO4BXsrM2+riZ9Wt9uvA82V+NTC/PEnzHGoPXXk6M98CdkbE+aXOK4FH6sosKPOXAuvKfXySJEmSpH5q7sM6Hwd+C9gQEc+W2B8Al0fETGqXWL4GXA2QmS9ExEPAi9Se2HltZu4v5a4B7gWGAY+WCWqJ5P0RsZHambz5R9IpSZIkSWpkvSZ6mfkE3d9D95c9lFkGLOsmvh6Y0U18D3BZb22RJEmSJPWuX0/dlCRJOlpGjRpFRMDNI4gIIoJRo0YNdLMkqRJM9CRJ0oDYvn077bfkZyaZyfbt2we4VZJUDSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiTpmIqIE6IOSWokJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkncAi4usRsSUinj8e21u1ahUzZsygqamJGTNmsHjx4k7vV61adcj1hw8fTkQcNJV+MHr06H63p2sdTkdnamlpYfHixcyePbvX9T784Q/T0tLSERsyZEiv9Q8dOpSmpiYmTpzI6NGjO+ITJ07sOIZWrVrFxIkTO5Vrampi9OjRHcfb7NmzGTp0KBFBc3MzTU1NHW0YMmRIt8fk4Rzr7dtonz784Q/3uY76PkycOJHFixd3irW0tBxWW7t+F+vLdrfdvtbdU73H2uLFizs+66FDh7J48eLjtu1jqb+f6fHaByZ6kiSd2O4F5hyPDa1atYqlS5dy5513smfPHubNm8fKlSuZN28ee/bs4c4772Tp0qWdflFvX/+Tn/wku3fv7rH+bdu29SvZa0/wdPTt27ePr3zlK6xZs4bhw4fze7/3ewwdOrRj+Sc+8QnGjRsHwIYNGxgyZAi///u/z8knn0xmdiRcXTU3NwOwd+9ezj77bHbt2sW7777LTTfdxJo1a9i3bx/XXXcdixcv5rrrrmPbtm1EBIsWLWLEiBFkJtu3b+fqq69mypQprFmzhksvvZRFixZx4MABMpNTTz2Vz33ucwwZMoQpU6Z0Oib7qv7YnTZtGnv37mXYsGHcddddzJ07lw0bNvSa7K1atYrrrruO/fv3s2bNGtasWcPOnTv56le/yq5du1iyZAlnnnkmp556KqNHj2bevHl9bmvX72L9d699u/v27evY7v79+7nuuuv6lGAcqt5jbfHixaxcuZIvfelL7N69my996UusXLly0Cd7/f1Mj+s+yMxBOZ177rl5pCbf+J0TZpIkHRqwPk+AsWegJqANeL6v6x/uGDl9+vRct25dp/fLly/P6dOnd8TWrVvX8b5+/YjIkSNHZlNTUwIJ5MiRIzvmm5qaMiKy9qtHTcf8H552cKzMOx2daciQIdnU1JTLly8/aFn7Pm1ra+vYR+37FsiIyJaWlo51rrnmmo59Om7cuARy+PDhHXWfeeaZOXz48ASyra2t0zG0bt26bGtry9bW1mxra8uWlpZcvnx5Zma2tbXlmWeemWeeeWa2trZma2trXnPNNTl9+vRsbW3N5cuX57hx47KlpSUzM5cvX56tra2djsnDOdaBnDt3bqd65s6d2+lYPFQdbW1tnb4zbW1t2dTUlG1tbR3baO9z+/u+tLXrdzHzZ9+97rZbv43DrfdYa9+H9dr34WDW38/0aO+DnsbHqC0ffGbNmpXr168/ojrabvruUWrNkXvtlosHugmSdMKKiGcyc9ZAt2OgREQb8J3MnNHDOouARQCTJk0690c/+lG/t9PU1MSePXtoaWnpeL9z505OPfVU9u/fD8D777/P0KFD2b9/f6f12y8hq/+94rnnnuv1rEhmws0j4OZ32/vR73ar73bv3s0pp5zSKfbTn/6042zegQMHABgyZAh79uzhpJNO6lhvyJDahWDbtm3j9NNPB+i0z9vrHjJkSKd66o+h999/n9bW1tovoaXs7t27OfnkkzsuCa1vx44dOxg1ahQHDhzo1PbM5L333uOUU07paH/7MdoXXY/drVu3MmLEiI563nnnHcaMGUNPvyc3NTUBdPrODBkyhMzs+Kz27NkDQGtrKxHBnj17+tTWrt9F+Nl3r73/e/fu7Vhev6ynunuqtz+f3+GIiI593a59Hw7WfAT6/5ke7X3Q0/jY66WbETExIh6PiJci4oWIuK7ER0XE2oh4pbyOrCuzJCI2RsTLETG7Ln5uRGwoy+6I8m2OiNaIeLDEnyoDmiRJ6qPMvDszZ2XmrDFjxhxWHVOnTuWJJ57o9H7lypVMnTq1I/bEE090vK9fPyI4/fTTO375BfjlX/7ljvn6S/3a/9rcQ18G9S9+J6IhQ4bQ1NTEypUrD1rWvk8nTZrUsY+67tuWlpaOdZYsWQLU9unYsWMBGD58eEfdY8eOZfjw4QBMmjSp0zH0xBNPMHnyZFpbW5k8eTItLS0d5SZPnszYsWMZO3Ysra2ttLa2smTJEqZOnUpraysrV65k3LhxHb8gr1y5ktbW1k7HZF91PdYXLlzYqZ6FCxf2qY5JkyZ1qmfy5Mk0NTUxadKkjm2097n9fV/a2rV98LP9NHXqVCZPntxp+RNPPNGxzcOt91hr34f12vfhYNbfz/R47oO+3KO3D/hCZk4FzgeujYhpwE3AY5k5BXisvKcsmw9Mp3ZPwV0R0f5TfwW1vzZOKVP7PQcLge2Z+UHgduDWo9A3SZLUD0uXLmXhwoU8/vjjvP/++8ybN48bb7yRefPm8f777/P444+zcOFCli5detD6F154Idu3b+/0F+nt27d3zO/fv5/MZNSoUce9X6qdIdu/fz9f+MIXDlo2d+5cZs+ezdtvv92RYI8dO5bLL7+c5ubmjrNvF110EVu2bGHFihU0NTVx4MABNm/eDMCuXbv4whe+QHNzM2+//Ta7du1iwoQJ7NixgxtuuIHPfOYzrF27liuuuILdu3dz1VVXsXv3blpaWrj++uu5+uqr2b59O5s3b2bz5s389m//Np/+9KdZsWIFM2fOZMGCBVx//fVs2bKFoUOH8vnPf54bbriBT3/6052Oyb6qP3ZnzJjB6tWrufjii7n22mu55JJLWL16NR/60Id6rWP37t189rOfZe3ataxdu5bt27dz4MABduzYwdy5c7niiiv4jd/4DXbt2sW8efP63Nau38X67177dq+44oqO7X72s59l9+7dvdbdU73H2lVXXcWNN97Ibbfdxnvvvcdtt93GjTfeyFVXXXXMt30s9fczPZ77oN+XbkbEI8BXynRBZr4VEWcB38vMn4+IJQCZ+R/L+n8F3Ay8Bjyemf+sxC8v5a9uXyczn4yIZuBtYEz20Dgv3ZSkxuGlm71fulnvSMbIVatWsWzZMl566SWmTp3KJz7xCR5//PGO90uXLuXyyy/vdv1hw4b1+ECWUaNG8eMf/7i+X91eulk//Hsp57HR3NzM5z73Of7+7/+eNWvW9Lje1KlTeemll9i3bx9w8D7qTmtrK++//z5nn3027733Htu2bQNgwoQJfPnLX+byyy9n1apV3HDDDWzatKmj3JAhQzj99NPZsWMHU6dOZfz48fz1X/81e/fupampiczkwIEDHcfFtGnTDjom+6r+2G1paWHv3r0dyz70oQ/x3HPP9amO+j5MmDCBefPm8e1vf7sj1tzczP79+/vd1q7fxfqy3W23/XM9knqPtcWLF/O1r32NvXv30traylVXXcWdd955XLZ9LPX3Mz2a+6Cn8bFfiV4ZaP4GmAG8npmn1y3bnpkjI+IrwN9m5p+W+D3Ao9QSvVsy81Ml/i+AGzPz16L2yOg5mbmpLPsH4Bcy850u2z/i+w/qmehJ0uDQyIleRKwCLgDOADYDf5iZ9/RU5mj8MfRoOlRi0JdEr7c6JKmR9TQ+NvejkuHAXwC/m5k/6eEvbN0tyB7iPZXpHMi8G7gbaoNYb22WJGmwy8zj86d2SVKl9On/6EVEC7Uk788y81slvLlcskl53VLim4CJdcUnAG+W+IRu4p3KlEs3RwDb+tsZSZIkSVLfnroZwD3AS5l5W92i1cCCMr8AeKQuPr88SfMcag9deToz3wJ2RsT5pc4ru5Rpr+tSYF1P9+dJkiRJkg6tL5dufhz4LWBDRDxbYn8A3AI8FBELgdeBywAy84WIeAh4kdoTO6/NzPZHcF0D3AsMo3bf3qMlfg9wf0RspHYmb/6RdUuSJEmSGleviV5mPkH399ABXHiIMsuAZd3E11N7kEvX+B5KoihJkqrlaFyk44U+ktQ/fbpHT5IkSZI0eJjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSpAETER2vEcHIkSMHuEWSVA19+YfpkiRJR139/8bLmweuHZJURZ7RkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkiuk10YuIr0fEloh4vi52c0T8U0Q8W6aL6pYtiYiNEfFyRMyui58bERvKsjsiIkq8NSIeLPGnIqLtKPdRkiRJkhpKX87o3QvM6SZ+e2bOLNNfAkTENGA+ML2UuSsimsr6K4BFwJQytde5ENiemR8EbgduPcy+SJIkSZLoQ6KXmX8DbOtjfZcAD2Tm3sx8FdgInBcRZwGnZeaTmZnAN4B5dWXuK/MPAxe2n+2TJEmSJPXfkdyj9zsR8Vy5tHNkiY0H3qhbZ1OJjS/zXeOdymTmPuBdYHR3G4yIRRGxPiLWb9269QiaLkmSJEnVdbiJ3grgA8BM4C1geYl3dyYue4j3VObgYObdmTkrM2eNGTOmXw2WJEmSpEZxWIleZm7OzP2ZeQD4GnBeWbQJmFi36gTgzRKf0E28U5mIaAZG0PdLRSVJkiRJXRxWolfuuWv360D7EzlXA/PLkzTPofbQlacz8y1gZ0ScX+6/uxJ4pK7MgjJ/KbCu3McnSZIkSToMzb2tEBGrgAuAMyJiE/CHwAURMZPaJZavAVcDZOYLEfEQ8CKwD7g2M/eXqq6h9gTPYcCjZQK4B7g/IjZSO5M3/yj0S5IkSZIaVq+JXmZe3k34nh7WXwYs6ya+HpjRTXwPcFlv7ZAkSZIk9c2RPHVTkiRJknQCMtGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIox0ZMkSZKkijHRkyRJkqSKMdGTJEmSpIrpNdGLiK9HxJaIeL4uNioi1kbEK+V1ZN2yJRGxMSJejojZdfFzI2JDWXZHRESJt0bEgyX+VES0HeU+SpIkSVJD6csZvXuBOV1iNwGPZeYU4LHynoiYBswHppcyd0VEUymzAlgETClTe50Lge2Z+UHgduDWw+2MJEmSJKkPiV5m/g2wrUv4EuC+Mn8fMK8u/kBm7s3MV4GNwHkRcRZwWmY+mZkJfKNLmfa6HgYubD/bJ0mSJEnqv8O9R29cZr4FUF7Hlvh44I269TaV2Pgy3zXeqUxm7gPeBUZ3t9GIWBQR6yNi/datWw+z6ZIkSZJUbUf7YSzdnYnLHuI9lTk4mHl3Zs7KzFljxow5zCZKkiRJUrUdbqK3uVyOSXndUuKbgIl1600A3izxCd3EO5WJiGZgBAdfKipJkiRJ6qPDTfRWAwvK/ALgkbr4/PIkzXOoPXTl6XJ5586IOL/cf3dllzLtdV0KrCv38UmSJEmSDkNzbytExCrgAuCMiNgE/CFwC/BQRCwEXgcuA8jMFyLiIeBFYB9wbWbuL1VdQ+0JnsOAR8sEcA9wf0RspHYmb/5R6ZkkSZIkNaheE73MvPwQiy48xPrLgGXdxNcDM7qJ76EkipIkSZKkI3e0H8YiSZIkSRpgJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDFHlOhFxGsRsSEino2I9SU2KiLWRsQr5XVk3fpLImJjRLwcEbPr4ueWejZGxB0REUfSLkmSJElqZEfjjN4nMnNmZs4q728CHsvMKcBj5T0RMQ2YD0wH5gB3RURTKbMCWARMKdOco9AuSZIkSWpIzcegzkuAC8r8fcD3gBtL/IHM3Au8GhEbgfMi4jXgtMx8EiAivgHMAx49Bm07YbXd9N2BbkKH1265eKCbIEmSJOkIHOkZvQTWRMQzEbGoxMZl5lsA5XVsiY8H3qgru6nExpf5rnFJkiRJ0mE40jN6H8/MNyNiLLA2In7Yw7rd3XeXPcQPrqCWTC4CmDRpUn/bKkmSJEkN4YjO6GXmm+V1C/BfgfOAzRFxFkB53VJW3wRMrCs+AXizxCd0E+9ue3dn5qzMnDVmzJgjabokSZIkVdZhJ3oRcUpEnNo+D/wq8DywGlhQVlsAPFLmVwPzI6I1Is6h9tCVp8vlnTsj4vzytM0r68pIkiRJkvrpSC7dHAf81/KfEJqBb2bmf4+I7wMPRcRC4HXgMoDMfCEiHgJeBPYB12bm/lLXNcC9wDBqD2FpqAexSJIkSdLRdNiJXmb+I/CRbuI/Bi48RJllwLJu4uuBGYfbFkmSJEnSzxyN/6MnSZIkSTqBmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZjoSZIkSVLFmOhJkiRJUsWY6EmSJElSxZwwiV5EzImIlyNiY0TcNNDtkSRJkqTBqnmgGwAQEU3AV4FfATYB34+I1Zn54sC2rDG13fTdgW4CAK/dcvFAN0GSJEkalE6IRA84D9iYmf8IEBEPAJcAJnoN7ERJOMGkU5IkSYPLiZLojQfeqHu/CfiFritFxCJgUXm7KyJePg5tOxrOAN4Z6EYMgMr0O27td5HK9P0w2PfGdKz7PvkY1l05zzzzzDsR8aOBbkcf+J1pTI3a90btN9j3ARkfT5REL7qJ5UGBzLuBu499c46uiFifmbMGuh3HW6P2G+y7fW88jdz3E1FmjhnoNvRFIx839r3x+t6o/Qb7PlB9P1EexrIJmFj3fgLw5gC1RZIkSZIGtRMl0fs+MCUizomIk4D5wOoBbpMkSZIkDUonxKWbmbkvIn4H+CugCfh6Zr4wwM06mgbd5aZHSaP2G+x7o7LvUv808nFj3xtPo/Yb7PuAiMyDboWTJEmSJA1iJ8qlm5IkSZKko8RET5IkSZIqxkTvGIqIORHxckRsjIibBro9hyMiJkbE4xHxUkS8EBHXlfioiFgbEa+U15F1ZZaUPr8cEbPr4udGxIay7I6IiBJvjYgHS/ypiGg77h3tQUQ0RcTfRcR3yvuG6HtEnB4RD0fED8v+/8VG6HtE/NtyrD8fEasiYmiV+x0RX4+ILRHxfF3suPQ3IhaUbbwSEQuOU5d1ggjHyEH5M6NeOD421PgIjTVGRhXGx8x0OgYTtYfK/APwc8BJwA+AaQPdrsPox1nAx8r8qcDfA9OALwM3lfhNwK1lflrpaytwTvkMmsqyp4FfpPZ/Ex8FPl3inwdWlvn5wIMD3e8un8HvAd8EvlPeN0TfgfuAf1PmTwJOr3rfgfHAq8Cw8v4h4F9Vud/A/wF8DHi+LnbM+wuMAv6xvI4s8yMH+hhwOm7HnWPkIP2Z0aX/jo8NMj6WtjTUGEkFxscBP2iqOpUd+ld175cASwa6XUehX48AvwK8DJxVYmcBL3fXT2pPUv3Fss4P6+KXA39cv06ZbwbeoTwoaKAnav/T8THgk/xsIKt834HTqP0wjy7xSved2iD2Rvnh2gx8B/jVBuh3G50HsmPe3/p1yrI/Bi4f6GPf6bgdc46ROXh/ZpS2OD52jjdC3xtujGSQj49eunnstH8Z2m0qsUGrnFL+KPAUMC4z3wIor2PLaofq9/gy3zXeqUxm7gPeBUYfk0703x8BNwAH6mKN0PefA7YC/6VclvMnEXEKFe97Zv4T8J+B14G3gHczcw0V73c3jkd/K/czUv1Suf3fgGPkH+H42DDjY2mLY+QgGx9N9I6d6CaWx70VR0lEDAf+AvjdzPxJT6t2E8se4j2VGVAR8WvAlsx8pq9FuokNyr5T+8vSx4AVmflRYDe1SxQOpRJ9L9faX0LtsouzgVMi4jd7KtJNbND1ux+OZn8H8+egI1ep/d9oY6TjY+ONj+AY2YsTcnw00Tt2NgET695PAN4coLYckYhooTaA/VlmfquEN0fEWWX5WcCWEj9UvzeV+a7xTmUiohkYAWw7+j3pt48DcyPiNeAB4JMR8ac0Rt83AZsy86ny/mFqA1vV+/4p4NXM3JqZ7wPfAv53qt/vro5HfyvzM1KHpTL7v0HHSMfHxhsfwTESBtn4aKJ37HwfmBIR50TESdRuslw9wG3qt/JkoHuAlzLztrpFq4EFZX4BtfsS2uPzy5OEzgGmAE+X09s7I+L8UueVXcq013UpsC7LRckDKTOXZOaEzGyjtv/WZeZv0hh9fxt4IyJ+voQuBF6k+n1/HTg/Ik4u7b0QeInq97ur49HfvwJ+NSJGlr8S/2qJqTE4Rg7inxmOjw05PoJjJAy28fFwbuxz6vMNnBdRewLXPwBLB7o9h9mHX6J2uvg54NkyXUTtGuLHgFfK66i6MktLn1+mPFmoxGcBz5dlX6HcXAsMBf4c2EjtyUQ/N9D97uZzuICf3WzeEH0HZgLry77/NrUnP1W+78AXgR+WNt9P7Qlale03sIravRbvU/sr4sLj1V/gt0t8I/CvB3rfOx33Y88xchD+zOjmM7gAx8eGGB9L2xpmjKQC42P7hiRJkiRJFeGlm5IkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMSZ6kiRJklQxJnqSJEmSVDEmepIkSZJUMf8/JyE9q1xQhicAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.balance)\n",
    "plt.title('Bank Balance')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.balance, vert=False) \n",
    "plt.title('Bank Balance')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "024190f3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:21.510441Z",
     "start_time": "2022-10-23T10:41:21.037546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.duration)\n",
    "plt.title('Last contact duration')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.duration, vert=False) \n",
    "plt.title('Last contact duration')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa3c3e89",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "e1c58af5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:22.004662Z",
     "start_time": "2022-10-23T10:41:21.513177Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.campaign)\n",
    "plt.title('Number of contacts performed during THIS campaign per client')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.campaign, vert=False) \n",
    "plt.title('Number of contacts performed during THIS campaign per client')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "7c355779",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:22.483235Z",
     "start_time": "2022-10-23T10:41:22.004662Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.previous)\n",
    "plt.title('Number of contacts performed BEFORE this campaign per client')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.previous, vert=False) \n",
    "plt.title('Number of contacts performed BEFORE this campaign per client')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e3fb9ac3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:22.965127Z",
     "start_time": "2022-10-23T10:41:22.483235Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.hist(data.pdays)\n",
    "plt.title('Number of days since client was last contacted ')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.boxplot(data.pdays, vert=False) \n",
    "plt.title('Number of days since client was last contacted ')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b252b83",
   "metadata": {},
   "source": [
    "There are huge number of outliers so we can not remove them as it would result in loss of data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a66eae2",
   "metadata": {},
   "source": [
    "## Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "4aa715c3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:22.987231Z",
     "start_time": "2022-10-23T10:41:22.969356Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5289, 17)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataframe of those who subscried term deposit\n",
    "df_yes = data.loc[data['y'] == 'yes'] \n",
    "df_yes.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "fdd23bd7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:23.027737Z",
     "start_time": "2022-10-23T10:41:22.990281Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(39922, 17)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataframe of those who did subscried term deposit\n",
    "df_no = data.loc[data['y'] == 'no'] \n",
    "df_no.shape "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c0b6e48",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-19T10:52:59.693735Z",
     "start_time": "2022-10-19T10:52:58.104380Z"
    }
   },
   "source": [
    "Categorical Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "df7a56eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:23.918272Z",
     "start_time": "2022-10-23T10:41:23.027737Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='job',  order= df_yes.job.value_counts().index, data= df_yes )\n",
    "plt.xticks(rotation=90, fontsize= 18)\n",
    "plt.title('Job distribution of those who subscribed(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.job , data.y )\n",
    "d_job = pd.DataFrame()\n",
    "d_job['jobs'] = ['admin.','blue-collar','entrepreneur','housemaid','management', 'retired', 'self-employed','services',\n",
    "                 'student','technician' ,'unemployed' , 'unknown' ]\n",
    "pc_job=[]\n",
    "\n",
    "for i in range (0,12):\n",
    "    pc_job.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_job['pc_job'] = pc_job\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='jobs', y= pc_job , order= df_yes.job.value_counts().index, data=d_job)\n",
    "plt.title('Job distribution of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(rotation=90, fontsize= 18)\n",
    "plt.show() \n",
    "# Management is @ 12% which means out of 100 management customers only 12% subscribed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "028fda6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:24.522117Z",
     "start_time": "2022-10-23T10:41:23.918272Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.countplot(x='marital',  order= df_yes.marital.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Marital status of those who subscribed(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.marital , data.y )\n",
    "\n",
    "d_marital = pd.DataFrame()\n",
    "d_marital['marital'] = ['divorced' , 'married' , 'single']\n",
    "\n",
    "pc_marital=[]\n",
    "\n",
    "for i in range (0,len(d_marital.marital)):\n",
    "    pc_marital.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_marital['pc_marital'] = pc_marital\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='marital', y= pc_marital , order=df_yes.marital.value_counts().index , data=d_marital)\n",
    "plt.title('Marital status of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "# single is @ 14 % which means out of 100 single customers 14% subscribed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "c4722a9c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:25.126497Z",
     "start_time": "2022-10-23T10:41:24.523952Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='education',  order= df_yes.education.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('education of those who subscribed(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.education , data.y )\n",
    "\n",
    "d_education = pd.DataFrame()\n",
    "d_education['education'] = ['primary', 'secondary', 'tertiary' , 'unknown'] \n",
    "\n",
    "pc_education=[]\n",
    "\n",
    "for i in range (0,len(d_education.education)):\n",
    "    pc_education.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_education['pc_education'] = pc_education\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='education', y= pc_education ,  order= df_yes.education.value_counts().index , data=d_education)\n",
    "plt.title('education status of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "# secondary is @ 11 % which means out of 100 secondary educated customers 14% subscribed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "0d683f50",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:25.923229Z",
     "start_time": "2022-10-23T10:41:25.128971Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='default',  order= df_yes.default.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Default status of those who subscried(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.default , data.y )\n",
    "\n",
    "d_default = pd.DataFrame()\n",
    "d_default['default'] = ['no' , 'yes'] \n",
    "\n",
    "pc_default=[]\n",
    "\n",
    "for i in range (0,len(d_default.default)):\n",
    "    pc_default.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_default['pc_default'] = pc_default\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='default', y= pc_default ,  order= df_yes.default.value_counts().index , data=d_default)\n",
    "plt.title('Default status of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "5ce03c66",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:26.506118Z",
     "start_time": "2022-10-23T10:41:25.923229Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='contact',  order= df_yes.contact.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Type of contact and those who subscried(In absolute numbers)',fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.contact , data.y )\n",
    "\n",
    "d_contact = pd.DataFrame()\n",
    "d_contact['contact'] = ['cellular', 'telephone', 'unknown'] \n",
    "\n",
    "pc_contact=[]\n",
    "\n",
    "for i in range (0,len(d_contact.contact)):\n",
    "    pc_contact.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_contact['pc_contact'] = pc_contact\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='contact', y= pc_contact ,  order= df_yes.contact.value_counts().index , data=d_contact)\n",
    "plt.title('Type of contact and those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "# cellular is 14% means out of 100 customers contacted on cellular device, 14 subscribed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "24fce7c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:27.172666Z",
     "start_time": "2022-10-23T10:41:26.506118Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='poutcome',  order= df_yes.poutcome.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Outcome of the previous marketing campaign for those who subscried(In absolute numbers)',fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.poutcome , data.y )\n",
    "\n",
    "d_poutcome = pd.DataFrame()\n",
    "d_poutcome['poutcome'] = ['failure' , 'other' , 'success' , 'unknown'] \n",
    "\n",
    "pc_poutcome=[]\n",
    "\n",
    "for i in range (0,len(d_poutcome.poutcome)):\n",
    "    pc_poutcome.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_poutcome['pc_poutcome'] = pc_poutcome\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='poutcome', y= pc_poutcome ,  order= df_yes.poutcome.value_counts().index , data=d_poutcome)\n",
    "plt.title('Outcome of the previous marketing campaign for those  who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "05d2617e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:27.724600Z",
     "start_time": "2022-10-23T10:41:27.172666Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='loan',  order= df_yes.loan.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Personal loan for those who subscried(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.loan , data.y )\n",
    "\n",
    "d_loan = pd.DataFrame()\n",
    "d_loan['loan'] = ['no' , 'yes'] \n",
    "\n",
    "pc_loan=[]\n",
    "\n",
    "for i in range (0,len(d_loan.loan)):\n",
    "    pc_loan.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_loan['pc_loan'] = pc_loan\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='loan', y= pc_loan ,  order= df_yes.loan.value_counts().index , data=d_loan)\n",
    "plt.title('Personal loan for those  who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "#Out of 100 customers not having personal loans, 12% subscribed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "8e00f70b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:28.273308Z",
     "start_time": "2022-10-23T10:41:27.728531Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='housing',  order= df_yes.housing.value_counts().index , data= df_yes )\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('housing loan for those who subscried(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.housing , data.y )\n",
    "\n",
    "d_housing = pd.DataFrame()\n",
    "d_housing['housing'] = ['no' , 'yes'] \n",
    "\n",
    "pc_housing=[]\n",
    "\n",
    "for i in range (0,len(d_housing.housing)):\n",
    "    pc_housing.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_housing['pc_housing'] = pc_housing\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='housing', y= pc_housing ,  order= df_yes.housing.value_counts().index , data=d_housing)\n",
    "plt.title('housing loan for those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "#Out of 100 customers not having housing loans, 16% subscribed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "6191eb80",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:29.088829Z",
     "start_time": "2022-10-23T10:41:28.277691Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ysk2tCVw5wbSHWa7jbTOV34JDmbiv0h+GpE20LpY1z978fsDUnhWyXMfO1u/mFOr++0FqsHEbtbyfAFbvzz6Fck23Pmu2v6P0n9Q8ZZCiLnkt9fb48/uvoCZ53rDMpY7w8c32Isme1GZGu1KbtMDUT9IvAp5HbZM+WUfNXwDPS7LGkGYWT6AeyG9Y6lujmajM2wKPBt5QSvly/wdJPjSQt3e1apmjLk0yv3HqnbAMG+f+8dSAdNiVv1GMuz6/oAbHm7J0J/je3YdfTnPaM1X2X7S/w5Zvr4yDd6XOpd5l+WiSNahNCPdLsn9r5nIJ9arnSdNtLlhKuSfJqdSLCttRL0L8sH18IrX5Uu/uz7AgZVSXAZskWbn/bkrrEP9njLhtlVIuo46A9enUIWKPB/ZO8vFSynUsaYK05pCvb0DtAzJooySr9je9SfLAlv9+dxfaxZZDgUNbs5j9qP0WdgC+wf3380sYjyew9Hbeu3PSW469ed9Q+jrTT6C3bW7K0ut4U5bWu/O3Mcu+wz3TBu8m9qf16n4pdb9ddYS6L8vF1GaPDxxyN7rnempfs4fOwPymYidqIPLiUsrJ/R+0Zsf95e0d/zZh6XW8ycD76dbnT9vfcyfNpXnN5l7qknuoB/v7rsK0k4p9BjO29qqDem2H+08Yfs/wE4iJ9EZ9+XA7cRicb69sR1H3n30GPn8+9YThmOXo9zFRmXtXwu53lSrJc7h/e2CoP+bnAW/IkAde9dVjsvmNTTvB+1/gRf1t7lu53t3eHjnNyfdGwxpXnY5qf9/dvxxbPV4M/LD1z5mOmSr7z6id2V+fOoQrcN8IXb2O5ke3tDUH+0+1wPuX1L4Dvec3HEzt+Dr0TkqSYU0yhjmJ2rzjbcCP+/olnES9s/IG4NpSyrCmP6M6ihpQvXEg/U0tfdJtK3U41FX601oTnF7zn17Tll6Tne0Gvv8q6gWFYR5KHbWo354t/aj2/ZVaoNg//17nZ1iyfRxBDfTeN6w/0cB+Pl3/kPsPvb4+9a71RX39Ww6nnqS+f1i/pLY8e8fTE6h3Ft6SvqHl+6Y76H/a379c7ppM3fZJNu+9acuzN4zxUXBfk9PvAC9JslQZW/+NUfuoHUbdtt47bDptfve2fFsmeemwiWT5+lFN9ffnTdTjQr8TaCOIpe/5L+1YdL9RG5ejPn8J/KaUMqxJmVYQ3knRbNo2wx9YdUMp5XPUH9x/A76b5FvUH+2/Y/jVyAuS/Jh6tfdq6ugyu1F/sL/Wl+/HwK5JPkg9wbgXOLa/A3q/UspPk3wEeBe1g/DXqUMtbkDtHLol9arPgcDOwLtak4xTqFd29qQOd/ueEZbHRIaWmXrF+Vrg422eV1E7yL+W2gznvmd0lFJK6jNLTgR+mqQ3BPEa1KYj36M9I2Gi+U20jGbQ26knIKcm6Q3x+ULqXYqvlFJOnOZ0z6c2g9szye3U9XVdKWV5rszfp5RyQpLDqcP5Pry10e4NQXwH9eR7utP+bZJLgVcm+QV1W7qtlHLsFKdzT+pzFY4ETk9yAHWZvIL64/7hsmS40NdRT0SPpF4V/iN1G3kucHgppddU5ZPU9uEfS7INNai4hRpYbEut+9YjFK+3HjaljpDWcwp1JKQnAF+dSn2H+Cj1rsz+7STz59SLB7tS7z58dJLvQq3HAUm+2fL/njoYwRuBn/ROjEopFyX5AbB7O4k8i7pP7kRdlqssPWl+QQ0qnkQdNOCp1MDsQpYMCvAQal+YY1rZr6Meg/ag9u86ts3/qtThfPen9l05mDqq23rUuy1vYOnBB6ZqZeo++tVWrjdTh7K9bztv5dgD+AL12HxIK8fa1OPSjtT1enkp5aYk/wL8O/C/rcwPatO9hIG7v6WU61Ofc/R86lDbs+n/gJPa8eka6jLdjjp644/68u1BPT6f0urzc+pFrA3bdw6mjuq1LJ+kDnv83tT+T9+n7ldPpN6B6AXD/0wd/v7wdiz6MfW373HU5oFnUvuYTcePge1ShxC+gvpz8jXgu9Qmaock+S/qdviMNr9f0Hc+2Y5j76cOgnJakkOp63g3amC/Bfe/azyl+qQ2fX4WdbhirchKB4YY87Viv1gyJORErwtbvpWoV9EvpV6F+RX1ZGJTBoZlpd7BOIX6430nta3yN+gbLrLleyS1OdiN1JPvQt8wm5OU+VXUoVpvpba7vZDa7rZ/CMcHU4Oqy6gH1OuoY8w/boL67zJkPgfSLpKOUmZqM7TvUX8gbqUOKvCsYdNp+TehNhe5tpXxauoVwM2nu4yYfJjcxQwMu9rSd2HIUK3U56Ec1eZ9JzVI2htYaVnLqe+zpYbMpP6w/Yz6A19ow+NOdV1MsgxWpgayF7BkkIejgD8fkvdypj4M9mksae99+QjLfd9h640abJxADSbuoJ48vXEgz1OobekvbfO8hXpy9k/AA4fU+23UviW3tdcl1CuhzxmxfqE28SjAswY+O62lv3HI9ybatoYuF+oJ8meowfwf29/9gbVGKOMG1Gd+XNCWx23t/w8ADxvI+yjqsecWajDzXeoxa6ny9rYF6rNRTmrTvYl63FinL9+q1GPLT6mdm+9s3/0Sbejogek+p63nm9t6vgz4b+ARy9p2Jtp++tKeSL2gcW2b9k+B7SeYzjOogfF1LDnenNy2pcEh3XenBoB3tm1vL+qzR4YdJ17e0p86wXFl2BDE097H+5cX9begN5jLlW0bGDZU/lrUZsYXt+X0O+rFo08CT1jWvtr3+WrUk/bz+qZzOksPp/0g4F/aPP5A/T24oK33pw9ZRlsNmddilt5GN6YGR7e075W+z/6aGozd2sp1HPCkYdNp+d/Slsed1OPEW1kyvPiW06lPy7tzm8aTRjnm+Jq/r94zHyRJkjonyUrUwPmsUsprZmF+i6jNHd9fStl33PNbSJJ8mhqsPLqUMtEgC8uaxpnAr0opL5nRwqlz7JMiSZI6q9RR/d4BvCpLns2iDhvWtDv1OUivA85djgBlR2oTwnctI6tWAPZJkSRJnVZK+R61SbDmh61ShzX/FrWp5SLqwBWrM2QwnFGVUo6iNofUAmCQIkmSpJl0KbVD/Zuoo/ndAZwB/FuZ3aGTNY/ZJ0WSJElSp8yLOylrrbVWWbRo0VwXQ5IkSdIMOfPMM28opQx9ltC8CFIWLVrEGWecMdfFkCRJkjRDkvxqos8c3UuSJElSpxikSJIkSeoUgxRJkiRJnWKQIkmSJKlTDFIkSZIkdYpBiiRJkqROMUiRJEmS1CkGKZIkSZI6xSBFkiRJUqfMiyfOS5IkLUTf/foNc12EGfP8V6w110XQPOKdFEmSJEmdYpAiSZIkqVMMUiRJkiR1ylj7pCS5HLgVuAe4u5SyRZI1ga8Di4DLgZeXUm4aZzkkSZIkzR+zcSdl61LKU0opW7T3+wAnllI2Bk5s7yVJkiQJmJvmXjsAB7X/DwJ2nIMySJIkSeqocQcpBfh+kjOT7NbS1imlXAPQ/j5yzGWQJEmSNI+M+zkpzyilXJ3kkcAJSS4c9YstqNkN4LGPfey4yidJkiSpY8Z6J6WUcnX7ex1wJLAl8Jsk6wK0v9dN8N0DSilblFK2WHvttcdZTEmSJEkdMrYgJcmDkzyk9z/wHOBc4Bhg55ZtZ+DocZVBkiRJ0vwzzuZe6wBHJunN5yullO8lOR04PMmuwBXAy8ZYBkmSJEnzzNiClFLKZcBfDEn/LbDtuOYrSZIkaX7zifOSJEmSOsUgRZIkSVKnGKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE4xSJEkSZLUKeN84rwkSZKkafjNJ38010WYMeu8/f9N+TsGKZIkqdPeduSVc12EGfGpnR4z10WQ5g2be0mSJEnqFIMUSZIkSZ1ikCJJkiSpUwxSJEmSJHWKQYokSZKkTjFIkSRJktQpBimSJEmSOsUgRZIkSVKnGKRIkiRJ6hSfOC9JUsfteMSJc12EGXPUS7ed6yJImge8kyJJkiSpUwxSJEmSJHWKQYokSZKkTjFIkSRJktQpBimSJEmSOsUgRZIkSVKnGKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE4Ze5CSZKUkP0/y7fZ+zSQnJLmk/X34uMsgSZIkaf6YjTspbwcu6Hu/D3BiKWVj4MT2XpIkSZKAMQcpSdYH/gb4Ql/yDsBB7f+DgB3HWQZJkiRJ88u476R8AtgbuLcvbZ1SyjUA7e8jh30xyW5JzkhyxvXXXz/mYkqSJEnqirEFKUleCFxXSjlzOt8vpRxQStmilLLF2muvPcOlkyRJktRVK49x2s8AXpzkBcBqwEOTHAr8Jsm6pZRrkqwLXDfGMkiSJEmaZ8Z2J6WU8u5SyvqllEXAK4GTSimvAY4Bdm7ZdgaOHlcZJEmSJM0/c/GclP2A7ZNcAmzf3kuSJEkSMN7mXvcppSwGFrf/fwtsOxvzlSRJkjT/+MR5SZIkSZ1ikCJJkiSpUwxSJEmSJHWKQYokSZKkTjFIkSRJktQpBimSJEmSOsUgRZIkSVKnGKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE5ZeaIPkqw52RdLKTfOfHEkSZIkLXQTBinAmUABAjwWuKn9vwZwBbDBuAsnSZIkaeGZsLlXKWWDUsqGwPHAi0opa5VSHgG8EPjWbBVQkiRJ0sIySp+Up5VSvtN7U0r5LvDs8RVJkiRJ0kI2WXOvnhuSvBc4lNr86zXAb8daKkmSJEkL1ih3Ul4FrA0c2V5rtzRJkiRJmnHLvJPSRvF6e5LVSym/n4UySZIkSVrAlnknJclfJTkfOL+9/4sknxl7ySRJkiQtSKM09/pP4Lm0fiillP8D/nqchZIkSZK0cI30xPlSypUDSfeMoSySJEmSNNLoXlcm+SugJFkVeBtwwXiLJUmSJGmhGuVOypuBtwDrAb8GntLeS5IkSdKMG2V0rxuAV89CWSRJkiRppNG9NkxybJLrk1yX5OgkG85G4SRJkiQtPKM09/oKcDiwLvBo4BvAV8dZKEmSJEkL1yhBSkoph5RS7m6vQ4Ey7oJJkiRJWpgm7JOSZM3278lJ9gG+Rg1OXgEcNwtlkyRJkrQATdZx/kxqUJL2fve+zwrwwXEVSpIkSdLCNWGQUkrZYDYLIkmSJEkweXOvbUopJyV5ybDPSynfmmzCSVYDTgEe2OZzRCnlfa0Z2deBRcDlwMtLKTdNr/iSJEmSVjSTNfd6NnAS8KIhnxVg0iAFuBPYppTy+ySrAD9M8l3gJcCJpZT9Wl+XfYB3Tb3okiRJklZEkzX3el+SBwDfLaUcPtUJl1IK8Pv2dpX2KsAOwFYt/SBgMQYpkiRJkppJhyAupdwLvHW6E0+yUpKzgOuAE0opPwHWKaVc06Z/DfDICb67W5Izkpxx/fXXT7cIkiRJkuaZUZ6TckKSdyR5TJI1e69RJl5KuaeU8hRgfWDLJE8atWCllANKKVuUUrZYe+21R/2aJEmSpHlusj4pPW9of9/Sl1aADUedSSnld0kWA88DfpNk3VLKNUnWpd5lkSRJkiRghDsppZQNhryWGaAkWTvJGu3/PwG2Ay4EjgF2btl2Bo6eduklSZIkrXCWGaQkeUsv2GjvH55kzxGmvS71afVnA6dT+6R8G9gP2D7JJcD27b0kSZIkAaM193pTKWX/3ptSyk1J3gR8ZrIvlVLOBjYbkv5bYNupFlSSJEnSwjBKx/kHJEnvTZKVgFXHVyRJkiRJC9kod1KOBw5P8jlqh/k3A98ba6kkSZIkLVijBCnvAnYD9gACfB/4wjgLJUmSJGnhWmaQ0h7o+Dngc+35KOuXUu4Ze8kkSZIkLUijjO61OMlDW4ByFvDlJP8x9pJJkiRJWpBG6Tj/sFLKLcBLgC+XUp5KfeaJJEmSJM24UYKUlduT4V8OfHvM5ZEkSZK0wI0SpHyAOsLXL0oppyfZELhkvMWSJEmStFCN0nH+G8A3+t5fBvztOAslSZIkaeEapeP8hkmOTXJ9kuuSHJ1kg9konCRJkqSFZ5TmXl8BDgfWBR5NvavytXEWSpIkSdLCNUqQklLKIaWUu9vrUOqT5yVJkiRpxk3YJ6U9FwXg5CT7UO+eFOAVwHGzUDZJkiRJC9BkHefPpAYlae937/usAB8cV6EkSZIkLVwTBimlFDvHS5IkSZp1yxyCOMnrhqWXUg6e+eJIkiRJWuiWGaQAT+v7fzVgW+BngEGKJEmSpBk3ysMc/77/fZKHAYeMrUSSJEmSFrRRhiAedDuw8UwXRJIkSZJgtD4px7LkuSgPAJ5AfbijJEmSJM24Ufqk/Hvf/3cDvyqlXDWm8kiSJEla4EYJUs4A/lBKuTfJnwGbJ/lNKeWPYy6bJEmSpAVolD4ppwCrJVkPOBF4PXDgOAslSZIkaeEaJUhJKeV24CXAp0spO1H7pUiSJEnSjBspSEny/4BXA8e1tFGaiUmSJEnSlI0SpLwdeDdwZCnlvCQbAiePt1iSJEmSFqpRHuZ4CrVfSu/9ZcDbxlkoSZIkSQvXdB7mKEmSJEljY5AiSZIkqVMMUiRJkiR1yshBSpIXJflJkrOS7DnOQkmSJElauCYMUpL8xUDSa4G/BDYH9ljWhJM8JsnJSS5Icl6St7f0NZOckOSS9vfhy1MBSZIkSSuWye6k7JnkgCSPau+vBP4V+ABw9QjTvhv4p1LKptTg5i1JngDsA5xYStmY+gT7faZdekmSJEkrnAmHIC6l7N7upnw+yRnAvwB/BTwI+OCyJlxKuQa4pv1/a5ILgPWAHYCtWraDgMXAu6ZfBUmSJEkrkkn7pJRS/q+UsgNwFnAMsG4p5ZhSyp1TmUmSRcBmwE+AdVoA0wtkHjnBd3ZLckaSM66//vqpzE6SJEnSPDbhnZQkbwZ2BwrwUeB51CZgxwMfKqWcOsoMkqwOfBPYq5RyS5KRClZKOQA4AGCLLbYoI31JWiA+f8hz57oIM2L31x4/10WQJEkdNGmflFLKZtT+JO8spdxdSvkU8Epgp1EmnmQVaoByWCnlWy35N0nWbZ+vC1w37dJLkiRJWuFMFqT8OskHgQ8DF/YSSyk3lVL+cVkTTr1l8kXgglLKf/R9dAywc/t/Z+DoKZdakiRJ0gprwuZe1A7uzwX+CJwwjWk/gzps8TlJzmpp7wH2Aw5PsitwBfCyaUxbkiRJ0gpqstG97gKOne6ESyk/BCbqgLLtdKcrSZIkacU28hPnJUmSJGk2GKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE4xSJEkSZLUKZM9zFGS1CF/c+TH5roIM+a4nd4510WQJHWYd1IkSZIkdYpBiiRJkqROMUiRJEmS1CkGKZIkSZI6xSBFkiRJUqcYpEiSJEnqFIMUSZIkSZ1ikCJJkiSpUwxSJEmSJHWKQYokSZKkTjFIkSRJktQpBimSJEmSOsUgRZIkSVKnGKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE4xSJEkSZLUKQYpkiRJkjrFIEWSJElSpxikSJIkSeqUlee6AJq+Kz710rkuwox47NuOmOsiSJIkqUPGdiclyZeSXJfk3L60NZOckOSS9vfh45q/JEmSpPlpnM29DgSeN5C2D3BiKWVj4MT2XpIkSZLuM7bmXqWUU5IsGkjeAdiq/X8QsBh417jKIGnF8/ojB699zF9f3ul7c12EeeWFRxw210WYEd9+6avnugjSvHD5J66d6yLMmEV7PWquizDvzHbH+XVKKdcAtL+PnChjkt2SnJHkjOuvv37WCihJkiRpbnV2dK9SygGllC1KKVusvfbac10cSZIkSbNktoOU3yRZF6D9vW6W5y9JkiSp42Y7SDkG2Ln9vzNw9CzPX5IkSVLHja3jfJKvUjvJr5XkKuB9wH7A4Ul2Ba4AXjau+WvFdvwXXzDXRZgxz931O3NdBEmSpE4Z5+her5rgo23HNU9JkiRJ819nO85LkiRJWpgMUiRJkiR1ikGKJEmSpE4xSJEkSZLUKQYpkiRJkjrFIEWSJElSpxikSJIkSeqUsT0nZTZc/9lD57oIM2btPV4z10WQJEmSOsE7KZIkSZI6xSBFkiRJUqcYpEiSJEnqFIMUSZIkSZ1ikCJJkiSpUwxSJEmSJHWKQYokSZKkTjFIkSRJktQpBimSJEmSOsUgRZIkSVKnGKRIkiRJ6hSDFEmSJEmdYpAiSZIkqVMMUiRJkiR1ikGKJEmSpE4xSJEkSZLUKQYpkiRJkjrFIEWSJElSpxikSJIkSeoUgxRJkiRJnWKQIkmSJKlTDFIkSZIkdYpBiiRJkqROmZMgJcnzklyU5NIk+8xFGSRJkiR106wHKUlWAvYHng88AXhVkifMdjkkSZIkddNc3EnZEri0lHJZKeUu4GvADnNQDkmSJEkdlFLK7M4weSnwvFLKG9v71wJPL6W8dSDfbsBu7e0mwEWzWtD7Wwu4YQ7nP5es+8K1kOu/kOsOC7v+C7nusLDrb90XroVc/7mu++NKKWsP+2Dl2S4JkCFpS0VKpZQDgAPGX5xlS3JGKWWLuS7HXLDuC7PusLDrv5DrDgu7/gu57rCw62/dF2bdYWHXv8t1n4vmXlcBj+l7vz5w9RyUQ5IkSVIHzUWQcjqwcZINkqwKvBI4Zg7KIUmSJKmDZr25Vynl7iRvBY4HVgK+VEo5b7bLMUWdaHY2R6z7wrWQ67+Q6w4Lu/4Lue6wsOtv3ReuhVz/ztZ91jvOS5IkSdJkfOK8JEmSpE4xSJEkSZLUKQYpWpCSbJWkJNllmt9fnOTymS2VxmV51/d81wYqOSrJ9W05HDjF70/5O5I0Vxb6Mb9fksuTLJ7rckzHXDwnRZI0uw4Engz8K3At8Is5LY3mrSRbAVsBnyil/G4uyyJpxWaQooXqFOBPgD/OdUE0Kxbs+k7yQOBZwH+VUv59rsujeW8r4H3UwPd3c1kQaRIL9pi/IrG5lxakUsq9pZQ7Sin3zHVZViRJHjLXZRhmga/vdYAAN851QSStuLp0/F/gx/wVxgodpCTZpbVJ3DbJ/5fkV0n+kOQnSf6y5Xl2kh8muS3JNUn+ZWAaz0ny9SSXte/+Lsn3kzx7IN8xbRoPHVKOLVs5/mXws3FL8pAkH2p1viHJnUkuTbJfkgf15estq62GTGNo/4skeyS5KMkdSS5O8tbJptMlg+1Vp1P/+WIK28B9yyTJ37d12lu3fz9kuotbW9cNkxyR5Ebgllmt3IiWd3332vQmeXyS45LcmuTmVu9HzUYdpqP1I/lVe/u+Vuf76p3kFe34d2uS29s28tJJprddkh+3vNcm+WSSB4+9IlPUt363SfKOJL9o2/3FSXYekv+NSX7WjvE3t2P8M/s+XynJr5P8bIL57d7mt+MYqzUtSdZKsn+SK5Pc1f7un+QRQ/KummTvJGe1dXxzkjNSn23W257e17L/sm972nf2arRsSVZLsm/7fbo99Xf7nCQfG8i3XVvXv2vHurOTvHnI9Hr7/+ZJTkry+yQ3JjkoySNnr2YTyyye77S8nT7+DznmPyDJPyc5pR277kpyRZLPDu4LSRb1tuskL0xyets+rknysSSdbIWU5DFJDm/77S1Jjk2y0ST5R9r+W97NknwjyW/asfTKJF+dbPozoZMLegz2oz448pPAqsA/Ace3H6svUh9kcxjwcuADSX5ZSjm0fXcXYE3gYOAqYD3gjcCJSbYupZza8h0AvAh4FfD5gfm/AbiXent8tvXK+03gK8DdwLOBvYHNgOdOZ6JJ3kVdrj8D3gM8CHgncP3yF1kzbKrbwN8Dj6Jux7dSt+lPJVmzlPL+gbyrA/8DnAb8M9CJH+wxWQ9YDBxJ3db/AtgdeCjwnLkr1qQ+D5wF/Ce13N9q6Rck+RB1nX0P+BfqMWon4BtJ3lpK2X9gWpsDLwX+m3o83Bp4G/CkJNuXUu4dc12m48PUJh+fB+4E9gAOTHJpKeU0gCQfoe4LP6Ueyx4C7AacnGSHUsp3Sin3JDkMeGeSJ5VSzh2Yz+uAG4DjZqVWI0ryMOB/gT8FvkQ9Xm9GXQ7bJNmylHJry7sq9SHLWwHfBw4F7gD+HHgJ8F/U5fhQ6nbyD9Q6A5w9OzUa2f7U392Dqdv+SsDGwDa9DEl2Az4H/JjaV+s2YHvgs0k2KqW8c2Ca6wMnUo+jR1D3hzcAWyR5Winl9rHWaHSzcb7TM5+O/6tSj9vfBI6mru+nAbsCz0zy1FLKXQPfeQGwJ3U7+RKwA/AO4CbqsaUzkqxBbeL2GGp5z6f+zp9MPQYO5h95+0/yQupyuw34AnAp9RzhucCTGGcfx1LKCvui7nCFemBetS/9xS39buBpfemrAtcAP+pLe/CQ6a5DPTh/py9tJeAK4KcDeR8E3Nyfd5aXwarAKkPSP9iWwZYDy2qrIXkXA5f3vV8T+AP1h2m1vvRHtboOnU6XXtQf4gLsMtX6T5TW1dcUtoHeMrkVWH/g+z+ltu3tT1/c8n9orus4C+v78pb/5QPp+7f0x891HSep+6JWxn370jZvaR8ekv8o6hXRh/SllfbacSDvJ1v6K+e6ngPl6q3fn3P/Y/961GDlq+39JtTg7IcD+R5N7W9xObBSS3tim+ZHB+a1UUv/1FzXe8hy+NdWtj0H0t/S0j/Yl7b3JNvEA/r+37flWzTX9Zuk3jcyyW8usC41APvKkM8+CdwDbNSX1tv/9xrI+w8tfZ8O1Lm3zY/9fKelL6bDx3+WPuYH+JMh+XZl4NjOkmPmbf3beZvGucA1c12/IfX4cCvz6wfSP9HSF/eljbz9U89hrweuA9Ybkv8BM1WHYa8VurlXn8+W+0fIvasBPy6lnN5LbHl+Sr3i0ku7rfd/ktXbbcF7gJ8AT+/Ldw810n5akj/vm9dLqVeevjhz1RldKeWuUsofAZKsnOThSdYCftCyPH3ib09oe2A16nK9o29e11Kv0KhDprENHFZKuar/+9SrkStT7xYOWiidsa8upRw+kHZS+/uns12Y5fRq6g/XQanNge57AcdQ7yb8v4HvXFRKOWogbb/2d6exlnb6PtN/7C+l/Bq4mCXH+B2oJx4fHch3NfXO9+Oodx4opZwHnAm8Okn/b+fr2t+DxlSH5bET9QTjgIH0z1NPPPvX26upV4g/MDiR0s27ZJO5GXhikidN8PlLgQcCXxyy/R9LbQq/7cB3bgE+O5D2mZbepe1/7Oc7A+bF8b9Uf4D7mm+u0dZ37xg+rH5HlVIu758G9c7Eo5KsPu4yT9GOwG+od8H6fWRI3qls/88F1gI+3o6f9zPuY8NCCVIu639TSrmp/fvLIXlvAu5rn5hkoyRfS3IT9QrzDdSD/guAhw9894vUHXrXvrRdqRHoMctTgeWRZM8kZ1OvIN5ILf/i9vFgHUaxQft70ZDPhqVpjk1xG7hgyCTOb383HEi/viycYUgvG5L22/Z3qfb9Hbcp9eT8Quq20P/qXVBZZ+A7S20XpZRrqHccBreLrphonfXWV+9Ydt6QfL0mXf11O5h6l2W7vrTXAOeVUs5cjnKOywbU4PLu/sT2/iLuX7eNgQv7LzzNY3tRj2vnpPZH+kKSHfqCy03b3x+w9PZ/QvtscPu/rJRyZ39Ce38Z3dr+Z+t8B+bZ8T/Jy5P8hNoS5CZq3XrLa1j95tMxf0PgkjIwUEDfMbrfVLb/XhD78xku70gWSp+UiUZ3mHTUhxYpnwI8mHrL7Bzqjnsv8G762rcClFKuTPI94DVJ9gYeC/w18O+9K9mzLck/Ah+ntjH+FHA1cBe12cOBLAlUyySTGdxOMrOl7ISp1H9emcI20DNsWUy0zrvSDnuqprO+JztezLd9ItRl8HwmrtfgiftEy6zLdZ+obhn4O6qvUK8cvw74fpJnUU8O3jW94nXOZPvFvFFKOTrJIurJ9bOpQeWuwKlJtmPJen8dtcnTMIMnqPNl+5+V851m3hz/k7wE+Dr17tHbgSupTZ5WovbLG3bRfr4d80fdRqey/ffyzsmxYV6ffM2CbalXzd5QSvly/wet0+kwBwB/Q731tllLm5OmXs1rqe1pn99/Wy7J8wby9YYnXXPINDbg/mON967IbMKSW6X0pc1HU6n/fDPqNtDzhCFpvSsvw64szUcr8voexSXA84ArSinD7pwNs9R2kWRd4GHM3+2i1+HziSzd+bNX3/vqVkq5Icl3gJ3aSd3rqCdxh9JNlwGbJFm5/25KG53oz7j/ersY2DTJAwfvGAyYF4FMKeVG6no5NEmoTRP3pjbxu6Rlu6GU8oMJJjFooySr9jelSn0G0QbUO5Lz3XTOd+aT11KDkq1L3yAHSR4/d0WaUZcBf5Zkpf67KX3H6H5T2f57rWM2Y8ldllmzUJp7TVdvRd8vCk3yHCZun3kc8GvqqD87A6eVUubyAHYP9Uflvjq0H6h9BvJd3P72N2MgyauoB65+J9BGykmyWl/eR1HbNc9HU6n/fDPqNtDz6iTr9+VdldpB9B7g22Ms52xakdf3KA5pfz+cZKXBDzN8WNVNsvQQu707CEfNXNFm1THUfeOdSVbpJbYf9tdTh28ebOZwELUz6WuAlwEntD4sXXQUsDZ1hKZ+b2rpR/alHUZt8vLewYm0k/ye37e/wwL8Odfrb9Cf1voS9NbjmsDh1N+w9ycZNvLRw1oA0u+h1JGe+u3Z0o9a/pLPuemc78wnvd/B+85723a91PY+Tx1NbaL1uoH0YXd5p7L9f5/a7O+f2nFxMO9Y7yh5J2VyPwSuBT7ebh1fBTyFGpGfQx2a8X5KHaryyyzZ8N8zKyWd2BHAvwHfTfIt6gH17xi4UlxKuSjJD4Dd20Z3FrWuO1GHm1ulL+9vk7yfOprEaUkOpf5o70Y9+duCeXK1rWcq9Z+HRtoG+lwM/CTJ56i3+/+OOlTjB0spV85CecduBV/fy1RKOT3J+4D3A2cl+Qa1GeC6wFOpzWRWHfjaOdSr0v9NvRK3NbUD5v9Qm1HMO207+Bj1CvspSb7OkiGIVwdePdjGm3oh6rfUDqkPpZsd5ns+Sg2k9k+yOfVEfTNq06eL2uc9n6QOjPHeJE+jnpzcQb3LtAlLAvoft78fSR2W+Q7g3LL0sMxz5SHANUmOodb3Ourdjj2o/RCOLaVcnWQP6nCqFyQ5hBqQrk39Xd+Reift8r7p/oL6rKEnUQdQeCp1COILqc1o57spn+/MM0cAfwuclORg6jF+R+q5y4rgo9Tf6v9O8lRqc92tqAOg3NCfsZRy1ajbfynl9iS7UpffuUl6QxCvTe1U/x/UAGk8xjl02Fy/mHyY0QIcOCT9QNqFl/b+ydT2ir2OZIuBZw3mG5jG46hR+y0MGdJvlpfBStT2pJdSI+dfUTfmTVl6WNJHAd9o5f498N2WbzFDhtulDmN5cZvuJcBbqc/YKLRhbbv6YmB4wqnWf6Jl0sXXqNtA/zKhPv/ikr51+/Yh051Py2B51/fl9A3hONl0u/ZiyBDEfZ/9DfXZGDe2dX1lWw57DOQr7Zi3HXWknz9QR5L5NH1DFXflxdSHmH4T9YT2jrY9nAA8a5Lpf7pN/2aGDGvapRf1ZOIz1JPOP7a/+wNrDcm7GvV5F+e1ZfE74HSWHsJ4b2rzkj9OtG3NYX1XpV6U+Sk1mLyz7b9fAjYeyPsM6t2k66j99K6mjt70T9x/eP3L23azObWJ823Uc4JDgHXmus6tjJNt8zN+vjNsP+rSi+HH/DdRB4G5g9oX4wDqnbX7LR8mP2buS0eH4Kb2gz6iHcNupY7UtRET/36NtP23vFtS7xje0PapK6h99DYcZ53SZq4Z1G6JXQl8sZSy+1yXZzYl+TQ1WHl0qaNKdFKSbakjW7y2LHmQ1YKW+hTyk6njrB84p4WZYa5vSdOV5HLqCflWc1wUjchj/orBPinjsQf16vXg2PQrjP6+KH1p61LbQ57b5QCl6fU7uG5OS6HZ4vqWpIXDY/4KwD4pMyjJK6m3294JHF+6OW7+TNmqteX+FrX5wCLqrdTVmbhD9pxLsg6138Fe1NuhP5rTAmmsXN+StHB4zF+xGKTMrK9S2zqeyv0f6LgiupTakfBN1Ica3QGcAfxbGX1Ix7mwKfXp6ecDLyql3DrH5dF4ub4laeHwmL8CsU+KJEmSpE6xT4okSZKkTjFIkSRJktQpBimSJEmSOsUgRZLUeUnWSLJn3/utknx7LsskSRofgxRJ0nywBrDnsjJJklYMBimSpBmVZFGSC5N8Icm5SQ5Lsl2S05JckmTLJGsmOSrJ2Ul+nOTJ7bv7JvlSksVJLkvytjbZ/YCNkpzVntEEsHqSI9q8DkuSOamwJGnG+ZwUSdI4/CnwMmA34HTg74BnAi8G3gNcCfy8lLJjkm2Ag4GntO8+HtgaeAhwUZLPUh8S+6RSylOgNvcCNgOeCFwNnAY8A/jh2GsmSRo776RIksbhl6WUc0op9wLnASeW+mCuc4BF1IDlEIBSyknAI5I8rH33uFLKnaWUG4DrgHUmmMdPSylXtXmc1aYrSVoBGKRIksbhzr7/7+17fy/1Lv6wplm9pwv3f/ceJr7rP2o+SdI8Y5AiSZoLpwCvhvuabt1QSrllkvy3Upt/SZIWAK86SZLmwr7Al5OcDdwO7DxZ5lLKb1vH+3OB7wLHjb+IkqS5ktpEWJIkSZK6weZekiRJkjrFIEWSJElSpxikSJIkSeoUgxRJkiRJnWKQIkmSJKlTDFIkSZIkdYpBiiRJkqRO+f8BEKlZ/RrsdUAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='month',  order= df_yes.month.value_counts().index , data= df_yes)\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.title('Last contact month of those who subscribed(In absolute numbers)', fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.month , data.y )\n",
    "\n",
    "d_month = pd.DataFrame()\n",
    "d_month['month'] = ['apr', 'aug', 'dec', 'feb' , 'jan' , 'jul' , 'jun' , 'mar' , 'may' , 'nov' , 'oct' , 'sep'] \n",
    "\n",
    "pc_month=[]\n",
    "\n",
    "for i in range (0,len(d_month.month)):\n",
    "    pc_month.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_month['pc_month'] = pc_month\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='month', y= pc_month ,  order= df_yes.month.value_counts().index , data=d_month)\n",
    "plt.title('Last contact month of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "#Out of 100 customers last contacted in march, 50% subscribed"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a452c1ac",
   "metadata": {},
   "source": [
    "Continuos Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "da369c22",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:32.825149Z",
     "start_time": "2022-10-23T10:41:29.089655Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='age', data= df_yes )\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.title('Age distribution of those who subscried(In absolute numbers)',fontsize= 18)\n",
    "plt.show()\n",
    "\n",
    "d = pd.crosstab( data.age , data.y )\n",
    "\n",
    "list= np.arange(18,96).tolist()\n",
    "list.remove(91)# age 91 not present in data\n",
    "\n",
    "d_age = pd.DataFrame()\n",
    "d_age['age'] = list \n",
    "\n",
    "pc_age=[]\n",
    "\n",
    "for i in d_age.age:\n",
    "    pc_age.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_age['pc_age'] = pc_age\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='age', y= pc_age , data=d_age)\n",
    "plt.title('Age distribution of those who subscribed(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(rotation=90, fontsize= 12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "e3e196a3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:36.438486Z",
     "start_time": "2022-10-23T10:41:32.825149Z"
    }
   },
   "outputs": [],
   "source": [
    "Balance=[]\n",
    "\n",
    "for i in range (0,len(data.balance)):\n",
    "    \n",
    "    if data.balance[i] <= 0:\n",
    "        Balance.append('No balance')\n",
    "         \n",
    "    elif (data.balance[i]> 0 and data.balance[i]<=1000):\n",
    "        Balance.append('Low balance')\n",
    "\n",
    "    elif (data.balance[i]> 1000 and data.balance[i]<=5000):\n",
    "         Balance.append('Average balance')\n",
    "    \n",
    "    elif data.balance[i] > 5000:\n",
    "        Balance.append(\"High balance\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "b5de81aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:36.498024Z",
     "start_time": "2022-10-23T10:41:36.442375Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5289, 18)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Balance'] = Balance\n",
    "\n",
    "df_yes = data.loc[data['y'] == 'yes'] \n",
    "df_yes.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "a3cde473",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:37.115861Z",
     "start_time": "2022-10-23T10:41:36.498024Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "sns.countplot(x='Balance',order=['Average balance' , 'High balance' , 'Low balance' , 'No balance'], data= df_yes )\n",
    "plt.xticks(fontsize= 12)\n",
    "plt.title('Balance of those who subscried(In absolute numbers)',fontsize= 18)\n",
    "plt.show() \n",
    "\n",
    "d = pd.crosstab( data.Balance , data.y )\n",
    "\n",
    "d_Balance = pd.DataFrame()\n",
    "d_Balance['Balance'] = ['Average balance' , 'High balance' , 'Low balance' , 'No balance']\n",
    "\n",
    "pc_Balance=[]\n",
    "\n",
    "for i in range (0,len(d_Balance.Balance)):\n",
    "    pc_Balance.append(d['yes'][i] * 100 /(d['no'][i] + d['yes'][i])) \n",
    "    \n",
    "d_Balance['pc_Balance'] = pc_Balance\n",
    "\n",
    "plt.figure(figsize=(30,4))\n",
    "plt.subplot(1,2,2)\n",
    "sns.barplot(x='Balance', y= pc_Balance ,   data=d_Balance)\n",
    "plt.title('Balance of those who subscried(In percentage)', fontsize= 18 ) \n",
    "plt.ylabel(' % subscribed')\n",
    "plt.xticks(fontsize= 18)\n",
    "plt.show() \n",
    "#Out of 100 customers with average balance, 15% subscribed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "14b9e092",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:40.383726Z",
     "start_time": "2022-10-23T10:41:37.115861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,4))\n",
    "sns.scatterplot(x=(data.duration/60) , y=np.zeros_like(len(data.duration)) , hue=data.y) \n",
    "plt.title('last contact duration, in minutes', fontsize=28) \n",
    "plt.xticks(fontsize=18) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "407da927",
   "metadata": {},
   "source": [
    "## Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "0861f9da",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:41.159564Z",
     "start_time": "2022-10-23T10:41:40.387734Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,4))\n",
    "plt.subplot(1,2,1)\n",
    "sns.scatterplot( x=(df_no.duration/60) , y=df_no.campaign) \n",
    "plt.title('NOT subscribed')\n",
    "plt.xlabel('last contact duration, in minutes')\n",
    "plt.ylabel('number of contacts')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "sns.scatterplot( x=(df_yes.duration/60) , y=df_yes.campaign )\n",
    "plt.title('Subscribed')\n",
    "plt.xlabel('last contact duration, in minutes')\n",
    "plt.ylabel('number of contacts')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "caf6d5b6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:44.385842Z",
     "start_time": "2022-10-23T10:41:41.162450Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "\n",
    "sns.scatterplot( x=(data.duration/60) , y=data.campaign, hue=data.y, ) \n",
    "\n",
    "plt.title('contact duration vs  number of contacts', fontsize=18) \n",
    "plt.xlabel('last contact duration, in minutes', fontsize= 18)\n",
    "plt.ylabel('number of contacts', fontsize= 18) \n",
    "\n",
    "plt.axvline(x=3, linewidth=2, color=\"k\", linestyle='--' )\n",
    "plt.annotate(\"Frequent calls with Less call duration results in non conversion\",xytext = (10,45),\n",
    "             arrowprops=dict(color = 'k', width=1),xy=(3,35))\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a96e2e12",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-19T11:36:08.832635Z",
     "start_time": "2022-10-19T11:35:18.534545Z"
    }
   },
   "source": [
    "Insights: "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06e3245a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-20T05:41:23.770264Z",
     "start_time": "2022-10-20T05:41:23.758251Z"
    }
   },
   "source": [
    "Students and retired personnel are more likely to subscribe term deposit.\n",
    "\n",
    "Married customers are less likely to subscribe as compared to singles.\n",
    "\n",
    "Tertiary educated customers are more likely to subscribe, though in absolute numbers more subscribers are secondary educated. \n",
    "\n",
    "Those customers who have no credit default, no personal loan, no housing loan are more likely to subscribe.\n",
    "\n",
    "conversion ration(call to subscription) is good in march, sept, oct, dec. More calls can fetch more subscriptions.\n",
    "Months of april, may, june, july, aug have more subscriptions in terms of absolute numbers but at the cost of thousands of calls made. So cost to benefit ratio is poor. \n",
    "\n",
    "Focus on age group 20 to 40 (more subscriptions in absolute terms) and age group +60 (more conversion ration) \n",
    "\n",
    "Customers with either average or high balance tend to subscribe to term deposit.\n",
    "\n",
    "Avoid more than 10 calls which may annoy customer. Avoid calls with duration less than 3 min. \n",
    "Focus on having less than 10 calls with more time duration. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62c7d059",
   "metadata": {},
   "source": [
    "## Model Building "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "c1864727",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:44.419761Z",
     "start_time": "2022-10-23T10:41:44.388001Z"
    }
   },
   "outputs": [],
   "source": [
    "# segregation of dataset into input and output variables\n",
    "X = data.iloc[:,0:16]\n",
    "Y = data.iloc[:,16]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "9790f6ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:44.542321Z",
     "start_time": "2022-10-23T10:41:44.421053Z"
    }
   },
   "outputs": [],
   "source": [
    "#Converting categorical variables into numbers \n",
    "X= pd.get_dummies(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "eb0d9a47",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:44.768953Z",
     "start_time": "2022-10-23T10:41:44.550664Z"
    }
   },
   "outputs": [],
   "source": [
    "# Encode labels in column 'Y'.\n",
    "\n",
    "from sklearn import preprocessing\n",
    "label_encoder = preprocessing.LabelEncoder()\n",
    "Y= pd.DataFrame(label_encoder.fit_transform(Y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f7b0b90f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.187026Z",
     "start_time": "2022-10-23T10:41:44.768953Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Logistic regression and fit the model\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "classifier = LogisticRegression()\n",
    "classifier.fit(X,Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "7440194c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.241758Z",
     "start_time": "2022-10-23T10:41:46.190751Z"
    }
   },
   "outputs": [],
   "source": [
    "#Predict for X dataset\n",
    "y_pred = classifier.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "6890e566",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.260859Z",
     "start_time": "2022-10-23T10:41:46.241758Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred_df= pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "22e3253e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.282081Z",
     "start_time": "2022-10-23T10:41:46.263899Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred_df['Actual'] = Y\n",
    "y_pred_df['Predicted'] = y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "34e410c7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.311569Z",
     "start_time": "2022-10-23T10:41:46.287311Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45206</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45207</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45208</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45209</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45210</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45211 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Actual  Predicted\n",
       "0           0          0\n",
       "1           0          0\n",
       "2           0          0\n",
       "3           0          0\n",
       "4           0          0\n",
       "...       ...        ...\n",
       "45206       1          1\n",
       "45207       1          0\n",
       "45208       1          1\n",
       "45209       0          0\n",
       "45210       0          0\n",
       "\n",
       "[45211 rows x 2 columns]"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "b103d64e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.764669Z",
     "start_time": "2022-10-23T10:41:46.315031Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[39185   737]\n",
      " [ 4173  1116]]\n"
     ]
    },
    {
     "data": {
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vf7CAtVP9/vHxz7DR19fPdyhrAwYfe/hyJZxNNunLjBkzATj0kP2ZNu3NZdskcdRRh7DXPke2dJiloYnKOBHxCrBNHe3zgX3q6XMRcFEd7ZOAr9T7I2Ix6cOiUM2V7H8GjJM0HXg3tW1AdmX6tGY6Z6v2/vyFnH3hpVRVVxPVwQF778aeu+zAjWPu4ba7sq/o++6xM0ccvP+yPvsfNYRPPv2MpZWVPPbU04y8/CI27vt1TvnBCQwZ/ms6dGjPel9bh4vOPh2Am26/lyfGP0P7Du3p2rkzF/729KK8V2sanTqtxr777M4pp56xrO0PF51Fv34bU11dzaxZszl1+JdV0d1325HZs+cyc+asYoTb9pX4vXGabeqlpHbAALILtCK7oDAx5+tJXqVcxrEVV45TL61hTTH18tNzBhc+9fL821b6fC2t2WbjREQ18ExzHd/MrEn5RmhmZmWgxG+E5mRvZgZEpR9eYmZW+jyyNzMrA67Zm5mVAY/szcxKXzjZm5mVAV+gNTMrAx7Zm5mVASd7M7PS11qf2tdUnOzNzMAjezOzsuBkb2ZW+qLSP6oyMyt9pZ3rnezNzMA/qjIzKw8lnuzbFTsAM7NWoboRSx6S1pf0uKTXJU2R9D+p/VxJsyW9lJaDcvqcJWmGpGmSDshp31bS5LTtCklK7atKGp3an5W0YUNvzyN7MzOatIxTCZweES9I6gw8L+nRtO3yiLg0d2dJmwODgS2A9YB/S+qXHuE6AhhG9tS/B4GBwFhgKLAwIjaRNBi4BDg2X1Ae2ZuZAVEZBS95jxMxNyJeSOuLgNfJnsVdn8OA2yJiSUTMBGYAAyT1ArpExITIfvF1A3B4Tp/r0/odwD41o/76ONmbmUGTlXFypfLKNsCzqek0Sa9IulZSt9TWG3g3p1tFauud1mu3L9cnIiqBj4Ae+WJxsjczI3t2SaGLpGGSJuUsw2ofT9KawJ3AzyLiY7KSzMZAf2AucFnNrnWFk6c9X5961Vuzl7SojgPXBBAR0SXfgc3M2pRGjNgjYiQwsr7tkjqSJfqbI+Ku1Oe9nO3XAPenlxXA+jnd+wBzUnufOtpz+1RI6gB0BRbki7nekX1EdI6ILmnpnPO6sxO9mZWaxozs80m181HA6xHxp5z2Xjm7HQG8mtbvAwanGTZ9gU2B5yJiLrBI0o7pmCcC9+b0GZLWBwGPRQN3citoNo6kXYFNI+KfknoCndOFBDOzkhCVTXaoXYDvAZMlvZTafgMcJ6k/WYXkbeBkgIiYImkM8BrZTJ7haSYOwCnAdUAnslk4Y1P7KOBGSTPIRvSDGwpKDd3WU9Lvge2Ab0REP0nrAbdHxC4NvuWVsPSDt0r7Fw62Qjqtt1uxQ7BWqPKL2XlnohRi3j57FJxz1hn3n5U+X0srZGR/BNnV5JqpRHPS3FEzs5LRUHmmrSsk2X8RESEpACSt0cwxmZm1vGhzg/VGKWTq5RhJfwfWkvQj4N/ANc0blplZy2qqC7StVYMj+4i4VNJ+wMdAP+CciHi0gW5mZm1KVJf2yL7Qe+NMJrsaHGndzKykVFeVdrJvsIwj6YfAc8CRZPM5n5F0UnMHZmbWksq+jAP8CtgmIuYDSOoBPA1c25yBmZm1JJdxsp/lLsp5vYjlb9pjZtbmNfCTozYv371xfpFWZwPPSrqXrGZ/GFlZx8ysZJTzyL7mh1NvpqXGvXXsa2bWppX6Bdp6k31EnNeSgZiZFVM5j+wBkLQ28GuyR2atVtMeEXs3Y1xmZi0q/AtabgamAn2B88ju1jaxGWMyM2txpT71spBk3yMiRgFLI+I/EXESsGMzx2Vm1qKqQwUvbVEhUy+Xpj/nSjqY7EkpffLsb2bW5pR6GaeQZH+hpK7A6cBfgS7Az5s1KjOzFla2s3FqRETNcxI/AvZq3nDMzIqjbGfjSPoreZ5WHhE/bZaIzMyKoK3W4guVb2Q/qcWiMDMrsrKt2UfE9S0ZiJlZMZX6vXEKmXppZlbymmrqpaT1JT0u6XVJUyT9T2rvLulRSdPTn91y+pwlaYakaZIOyGnfVtLktO0KSUrtq0oandqflbRhQ+/Pyd7MDKiuVsFLAyqB0yPim2S/SRouaXPgTGBcRGwKjEuvSdsGk92lYCBwtaT26VgjgGHApmkZmNqHAgsjYhPgcuCShoJysjczo+lG9hExNyJeSOuLgNeB3mR3DK4pj18PHJ7WDwNui4glETETmAEMkNQL6BIREyIigBtq9ak51h3APjWj/vq02tk439jsqOY8vLVR7fL/ezZbYY25QCtpGNmIu8bIiBhZx34bAtsAzwLrRsTc7FwxV9I6abfewDM53SpS29K0Xru9ps+76ViVkj4CegAf1BezZ+OYmdG4qZcpsX8lueeStCZwJ/CziPg4z8C7rg2Rpz1fn3p5No6ZGQ1kykaS1JEs0d8cEXel5vck9Uqj+l7AvNReAayf070P2W1pKlj+1jQ17bl9KiR1ALoCC/LFVMgDx9eWdKmkByU9VrM01M/MrC2pqm5X8JJPqp2PAl6PiD/lbLoPGJLWh/Dlg6DuAwanGTZ9yS7EPpdKPosk7ZiOeWKtPjXHGgQ8lur69Srk3jg3A6OBg4EfpxO8X0A/M7M2ownvXLwL8D1gsqSXUttvgIuBMZKGArOAowEiYoqkMcBrZDN5hkdEVep3CnAd0AkYmxbIPkxulDSDbEQ/uKGg1MCHAZKej4htJb0SEVultv9ExB6FvOsVtVHPbUr8Jw62IioWeZxhX/XFkoqVvnL/5NeOLjjn7P7f29vcTAHf4tjMDKgu8eGlb3FsZgZU1znBpXT4FsdmZkCUe7KX9E/qmJWUHk9oZlYSqso92QP356yvBhzBl3M9zcxKQht9jnjBCinj3Jn7WtKtwL+bLSIzsyIo+2Rfh02BDZo6EDOzYnLNXlrE8jX7/wJnNFtEZmZFUOKPoC2ojNO5JQIxMyumUp96Wci9ccYV0mZm1pZVNWJpi/Ldz341YHWgZ3p8Vs3HXhdgvRaIzcysxVSX+LMS8pVxTgZ+RpbYn+fLZP8xcFXzhmVm1rJK/G4Jee9n/xfgL5J+EhF/bcGYzMxaXKlPvSzkGbTVktaqeSGpm6RTmy8kM7OWV63Cl7aokGT/o4j4sOZFRCwEftRsEZmZFUEVKnhpiwr5UVU7Sap5Coqk9sAqzRuWmVnLaqsj9kIVkuwfJnu6yt/IrmH8GHioWaMyM2thpV6zLyTZnwEMI3s8loBHgGuaMygzs5ZW6rNxGqzZR0R1RPwtIgZFxFHAFLKHmJiZlQxfoAUk9Zd0iaS3gQuAqc0alZlZC6tuxNIQSddKmifp1Zy2cyXNlvRSWg7K2XaWpBmSpkk6IKd9W0mT07YrpOyXX5JWlTQ6tT8racOGYqo32UvqJ+kcSa8DVwIVZA8o38vz7s2s1FSp8KUA1wED62i/PCL6p+VBAEmbA4OBLVKfq9NEGIARZGX0TdNSc8yhwMKI2AS4HLikoYDyjeynAvsAh0bErinBt9XbQpiZ5dWUI/uIeBJYUOCpDwNui4glETETmAEMkNQL6BIRE9JsyBuAw3P6XJ/W7wD2qRn11ydfsj+K7HbGj0u6RtI+0EYnmJqZNaAxyV7SMEmTcpZhBZ7mNEmvpDJPt9TWG3g3Z5+K1NY7rdduX65PRFSSPSO8R74T15vsI+LuiDgW2Ax4Avg5sK6kEZL2L/CNmZm1CdGYJWJkRGyXs4ws4BQjgI2B/sBc4LLUXtcgOvK05+tTr0Jm43waETdHxCFAH+Al4MyG+pmZtSXNPRsnIt6LiKqIqCabvj4gbaoA1s/ZtQ/Zc74r0nrt9uX6SOoAdKWBslFBs3Fygl0QEX+PiL0b08/MrLVrypp9XVINvsYRQM1MnfuAwWmGTV+yC7HPRcRcYJGkHVM9/kTg3pw+Q9L6IOCxmrsc1GdFnkFrZlZymnL2iaRbgT3JngdSAfwe2FNSf7Jyy9tkt5EnIqZIGgO8BlQCwyOiJpxTyGb2dALGpgVgFHCjpBlkI/rBDcXkZG9mRtP+WCoijqujeVSe/S8CLqqjfRKwZR3ti4GjGxOTk72ZGb43jplZWSj1e+M42ZuZAdUlnu6d7M3MKP3bAzjZm5nhmr2ZWVloq7cuLpSTvZkZrtmbmZWF0k71TvZmZoBr9mZmZaGqxMf2TvZmZnhkb2ZWFnyB1sysDJR2qneyNzMDXMYxMysLvkBrZlYGSr1m36jHElrTateuHf967Fb+cctfADjwO/vy0Pg7mDHveb7Vf/Nl+x026EDuf/y2ZcuMec/zzS37AfDP0VfywBOjeWj8HVx46dm0a+f/SduqkX+/lIp3X+LFF/69rO2oIw/mpRfHsfjzWXz721sta+/efS0eeXgMC+ZP489/vnC543Ts2JGrr76EKa8+yeRXnuCIww9qsffQljXmgeNtkTNDEf3g5ON5c/rMZa/feP1NTvn+6Tw34YXl9rv3jrEcstdgDtlrMKef+lsqZs3h9VffAOAnQ8/g4D2PZeCug+jeoxsHHbZfi74Hazo33Hg7hxz63eXaprw2jWOO/RFPPfXscu2LFy/h3PP+yBlnXvCV45x15k95f94HbLHl7my19V48+dSEZo27VFQTBS9tkZN9kXyt1zrstd+ujL7p7mVtb06fycwZ7+Ttd+iRA/nXXQ8te/3JJ58C0KFDBzqu0oEGnjlsrdj48c+ycOGHy7VNnTqDN9546yv7fvbZ5zz99EQWL17ylW1DhhzLJf97JQARwfz5C5sl3lLT3A8cLzYn+yL53UW/4uLz/kJ1deP+6Rx8+P7LJXuA68ZcxcSp4/j0k88Ye9+/6+lp5aBr1y4AnHvur3j2mbHcesvfWGednkWOqm2IRvzXEEnXSpon6dWctu6SHpU0Pf3ZLWfbWZJmSJom6YCc9m0lTU7brpCk1L6qpNGp/VlJGzYUU4sne0k/yLNtmKRJkiZ9vPiDlgyrRe29/27M/2ABr778eqP6bf3tLVn8+WLemPrmcu3fP2Y4O2yxH6ussgo777Z9U4ZqbUyHDu1Zf/31mPD0JHbY8UCeefZ5Lrn4d8UOq02oIgpeCnAdMLBW25nAuIjYFBiXXiNpc2AwsEXqc7Wk9qnPCGAYsGlaao45FFgYEZsAlwOXNBRQMUb259W3ISJGRsR2EbFdl9VKdzSy7YD+7DNwD5584QGuGHkxO+26PX8acWGD/Q498oCvjOprfLHkC/790H/Y98A9mzhaa0vmz1/Ip59+xj33jgXgzjvvZ5tttixyVG1DU5ZxIuJJYEGt5sOA69P69cDhOe23RcSSiJgJzAAGSOoFdImICZHVZ2+o1afmWHcA+9SM+uvTLFMvJb1S3yZg3eY4Z1vyxwv/yh8v/CsAO+yyLT8afiK/OOW3eftI4sDv7MfgQ4cua1t9jU6sseYavP/eB7Rv354999uFiRNebNbYrfV74IFH2WOPnXjiiafZa69def316cUOqU2obsT1LknDyEbcNUZGxMgGuq0bEXMBImKupHVSe2/gmZz9KlLb0rReu72mz7vpWJWSPgJ6APWWRJprnv26wAFA7StDAp5upnO2efsftBe/v/gMuvfoxqhbruC1V6fx/WOGAzBg52/z3znv8e47s5ftv/rqnbjmpj+zyiodade+PROemsgt191RrPBtJd14w5XsvvtO9OzZnbfenMj5F1zGwgUfcvnlF7D22t25957refmVKRxySDZj541pE+jSpTOrrNKR7xx6AAcffDyvT53Ob87+A/+89i9cdul5vP/BfH70o18U+Z21DY2Z2pASe0PJvVB1jcgjT3u+PvWfpDlmb0gaBfwzIsbXse2WiDi+oWNs1HMbTyuxr6hY9H6xQ7BW6IslFSv9UMHjv35EwTnnlnfubvB86aLp/RGxZXo9Ddgzjep7AU9ExDcknQUQEf8v7fcwcC7wNvB4RGyW2o9L/U+u2SciJkjqAPwXWDvyJPRmqdlHxNC6En3a1mCiNzNraU05G6ce9wFD0voQ4N6c9sFphk1fsguxz6WSzyJJO6Z6/Im1+tQcaxDwWL5ED75dgpkZAJVN+GMpSbcCewI9JVUAvwcuBsZIGgrMAo4GiIgpksYArwGVwPCIqEqHOoVsZk8nYGxaAEYBN0qaQXYheHCDMbXWH+G4jGN1cRnH6tIUZZxBX/9OwTnnjnfuW+nztTSP7M3MaLu/jC2Uk72ZGZT8rUac7M3MKP1bHDvZm5nhh5eYmZUFj+zNzMqAa/ZmZmXAs3HMzMrASvwytk1wsjczwzV7M7OyUBWlXchxsjczw2UcM7Oy0JiHl7RFTvZmZjTu4SVtkZO9mRm+QGtmVhac7M3MyoBn45iZlQHPxjEzKwO+N46ZWRlwzd7MrAyU+si+XbEDMDNrDaqoLnhpiKS3JU2W9JKkSamtu6RHJU1Pf3bL2f8sSTMkTZN0QE77tuk4MyRdIWmFH3TuZG9mRvYL2kKXAu0VEf0jYrv0+kxgXERsCoxLr5G0OTAY2AIYCFwtqX3qMwIYBmyaloEr+v6c7M3MyGbjFPrfCjoMuD6tXw8cntN+W0QsiYiZwAxggKReQJeImBBZjemGnD6N5mRvZkbjRvaShkmalLMMq3W4AB6R9HzOtnUjYi5A+nOd1N4beDenb0Vq653Wa7evEF+gNTOjcfPsI2IkMDLPLrtExBxJ6wCPSpqaZ9+66vCRp32FONmbmdG0d72MiDnpz3mS7gYGAO9J6hURc1OJZl7avQJYP6d7H2BOau9TR/sKcRnHzIzsdgmFLvlIWkNS55p1YH/gVeA+YEjabQhwb1q/DxgsaVVJfckuxD6XSj2LJO2YZuGcmNOn0TyyNzOjSW+XsC5wd5ol2QG4JSIekjQRGCNpKDALOBogIqZIGgO8BlQCwyOiKh3rFOA6oBMwNi0rRK31hwQb9dymdQZmRVWx6P1ih2Ct0BdLKlZ4/nmNvj22LjjnzJz/8kqfr6V5ZG9mhm+XYGZWFlprlaOpONmbmeGRvZlZWaiq9sNLzMxKnh9eYmZWBlyzNzMrA67Zm5mVAY/szczKgC/QmpmVAZdxzMzKgMs4ZmZloClvcdwaOdmbmeF59mZmZcEjezOzMlDdwENJ2jonezMzfIHWzKwsONmbmZWB0k71rfixhPYlScMiYmSx47DWxf8urDHaFTsAK8iwYgdgrZL/XVjBnOzNzMqAk72ZWRlwsm8bXJe1uvjfhRXMF2jNzMqAR/ZmZmXAyd7MrAw42bdykgZKmiZphqQzix2PFZ+kayXNk/RqsWOxtsPJvhWT1B64CjgQ2Bw4TtLmxY3KWoHrgIHFDsLaFif71m0AMCMi3oqIL4DbgMOKHJMVWUQ8CSwodhzWtjjZt269gXdzXlekNjOzRnGyb91UR5vnyppZoznZt24VwPo5r/sAc4oUi5m1YU72rdtEYFNJfSWtAgwG7ityTGbWBjnZt2IRUQmcBjwMvA6MiYgpxY3Kik3SrcAE4BuSKiQNLXZM1vr5dglmZmXAI3szszLgZG9mVgac7M3MyoCTvZlZGXCyNzMrA072lpekKkkvSXpV0u2SVl+JY10naVBa/0e+m7pJ2lPSzitwjrcl9Sy0vdY+nzTyXOdK+mVjYzQrBid7a8jnEdE/IrYEvgB+nLsx3Zmz0SLihxHxWp5d9gQanezNrG5O9tYYTwGbpFH345JuASZLai/pj5ImSnpF0skAylwp6TVJDwDr1BxI0hOStkvrAyW9IOllSeMkbUj2ofLz9K1iN0lrS7oznWOipF1S3x6SHpH0oqS/U/f9hJYj6R5Jz0uaImlYrW2XpVjGSVo7tW0s6aHU5ylJmzXJ36ZZC+pQ7ACsbZDUgey++g+lpgHAlhExMyXMjyJie0mrAv8n6RFgG+AbwLeAdYHXgGtrHXdt4Bpg93Ss7hGxQNLfgE8i4tK03y3A5RExXtIGZL8q/ibwe2B8RJwv6WBgueRdj5PSOToBEyXdGRHzgTWAFyLidEnnpGOfRvZg7x9HxHRJOwBXA3uvwF+jWdE42VtDOkl6Ka0/BYwiK688FxEzU/v+wFY19XigK7ApsDtwa0RUAXMkPVbH8XcEnqw5VkTUd5/2fYHNpWUD9y6SOqdzHJn6PiBpYQHv6aeSjkjr66dY5wPVwOjUfhNwl6Q10/u9PefcqxZwDrNWxcneGvJ5RPTPbUhJ79PcJuAnEfFwrf0OouFbMquAfSArOe4UEZ/XEUvB9/yQtCfZB8dOEfGZpCeA1erZPdJ5P6z9d2DW1rhmb03hYeAUSR0BJPWTtAbwJDA41fR7AXvV0XcCsIekvqlv99S+COics98jZCUV0n790+qTwAmp7UCgWwOxdgUWpkS/Gdk3ixrtgJpvJ8eTlYc+BmZKOjqdQ5K2buAcZq2Ok701hX+Q1eNfSA/B/jvZt8a7genAZGAE8J/aHSPifbI6+12SXubLMsq/gCNqLtACPwW2SxeAX+PLWUHnAbtLeoGsnDSrgVgfAjpIegW4AHgmZ9unwBaSnieryZ+f2k8Ahqb4puBHQ1ob5LtempmVAY/szczKgJO9mVkZcLI3MysDTvZmZmXAyd7MrAw42ZuZlQEnezOzMvD/ARXivl8gWoo9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Confusion Matrix for the model accuracy\n",
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix = confusion_matrix(Y,y_pred)\n",
    "print (confusion_matrix)\n",
    "\n",
    "sns.heatmap(confusion_matrix, annot=True, fmt='d' )\n",
    "plt.title(\"Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted label\")\n",
    "plt.ylabel(\"Actual label\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28f9e4b0",
   "metadata": {},
   "source": [
    "True Positive: when the model correctly predicts the positive class(Having subscription) (1116)\n",
    "\n",
    "True Negative: when the model correctly predicts the negative class(Not having subscription)(39185)\n",
    "\n",
    "False Positive: when the model incorrectly predicts the positive class (737)\n",
    "\n",
    "False Negative: when the model incorrectly predicts the negative class (4173)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81d301ec",
   "metadata": {},
   "source": [
    "Precision: When a positive value is predicted, how often is the prediction correct? \n",
    "\n",
    "Precision = TP / (TP + FP) = 1116/(1116+ 737 ) = 0.6022"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c945df37",
   "metadata": {},
   "source": [
    "Sensitivity / True Positive Rate / Recall:\n",
    "\n",
    "Recall: When the actual value is positive, how often is the prediction correct?\n",
    "\n",
    "Recall = TP / (FN + TP) = 1116 / (4173+1116) = 0.2110"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca2aeef6",
   "metadata": {},
   "source": [
    "f1-score is the weighted harmonic mean of precision and recall. Its value ranges from 0 to 1. \n",
    "\n",
    "f1 score = 2*((precision*recall)/(precision+recall)) = 2 * 0.6022 * 0.2110 / (0.6022+0.2110) = 0.3125"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "f04e57eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:46.901162Z",
     "start_time": "2022-10-23T10:41:46.767082Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.90      0.98      0.94     39922\n",
      "           1       0.60      0.21      0.31      5289\n",
      "\n",
      "    accuracy                           0.89     45211\n",
      "   macro avg       0.75      0.60      0.63     45211\n",
      "weighted avg       0.87      0.89      0.87     45211\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Classification report\n",
    "from sklearn.metrics import classification_report\n",
    "print(classification_report(Y,y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bec7bb0a",
   "metadata": {},
   "source": [
    "Precision of 0 includes all those instances predicted as no subscription, and  clients that actually said no, which is 90% "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad79fcd0",
   "metadata": {},
   "source": [
    "Recall of 0 includes all those clients that actually declined subscription and the model predicts correctly that they would decline the subscription, which is 98% "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "14bbb274",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:47.298163Z",
     "start_time": "2022-10-23T10:41:46.904849Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ROC Curve plotting and finding AUC value\n",
    "\n",
    "from sklearn.metrics import roc_curve\n",
    "from sklearn.metrics import roc_auc_score\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(Y, classifier.predict_proba (X)[:,1])\n",
    "auc = roc_auc_score(Y, y_pred)\n",
    "\n",
    "plt.plot(fpr, tpr, color='red', label='logit model ( area  = %0.2f)' %auc)\n",
    "plt.plot([0, 1], [0, 1], 'k--')\n",
    "\n",
    "plt.title('ROC curve for Subscription classifier')\n",
    "plt.xlabel('False Positive Rate or [1 - True Negative Rate]')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "88969085",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:47.314109Z",
     "start_time": "2022-10-23T10:41:47.298163Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC-ROC Score: 0.5962714857784364\n"
     ]
    }
   ],
   "source": [
    "print('AUC-ROC Score:',auc)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dd0a47e",
   "metadata": {},
   "source": [
    "The Receiver Operator Characteristic (ROC) curve is an evaluation metric for binary classification problems. It is a probability curve that plots the TPR against FPR at various threshold values and essentially separates the ‘signal’ from the ‘noise’. \n",
    "\n",
    "The Area Under the Curve (AUC) is the measure of the ability of a classifier to distinguish between classes and is used as a summary of the ROC curve.\n",
    "\n",
    "The higher the AUC, the better the performance of the model at distinguishing between the positive and negative classes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bba5efa7",
   "metadata": {},
   "source": [
    "## Model Validation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "91998a2b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:50.450691Z",
     "start_time": "2022-10-23T10:41:47.320094Z"
    }
   },
   "outputs": [],
   "source": [
    "# Evaluate using a train and a test set\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "test_size = 0.33\n",
    "seed = 7\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=test_size,\n",
    "random_state=seed)\n",
    "\n",
    "model = LogisticRegression(max_iter=400)\n",
    "model.fit(X_train, Y_train)\n",
    "\n",
    "result = model.score(X_test, Y_test)\n",
    "\n",
    "# Model.score automates the prediction of your data using X_test and compares it with Y_test and by default uses the R-squared metric "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "66c606be",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:50.464543Z",
     "start_time": "2022-10-23T10:41:50.450691Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90.07372654155496"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result*100 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "48d039d5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:50.498207Z",
     "start_time": "2022-10-23T10:41:50.467237Z"
    }
   },
   "outputs": [],
   "source": [
    "y_test_pred= model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "6438973f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-10-23T10:41:50.568485Z",
     "start_time": "2022-10-23T10:41:50.503089Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.92      0.97      0.95     13202\n",
      "           1       0.63      0.34      0.44      1718\n",
      "\n",
      "    accuracy                           0.90     14920\n",
      "   macro avg       0.77      0.66      0.69     14920\n",
      "weighted avg       0.89      0.90      0.89     14920\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Classification report\n",
    "from sklearn.metrics import classification_report\n",
    "print(classification_report(Y_test,y_test_pred)) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "061289ec",
   "metadata": {},
   "source": [
    " Accuracy of model is 90% which is an indicator of a good model. \n",
    " \n",
    " precision, recall and f1 score is very good for predicting those who will not subscribe to term deposit and these metrics are have average performance in predicting those who will subscribe to term deposit. This discrepency is because of the skewed data which have a lot of 'not subscribers' and very few subscribers. As a result model gets biased in favour of predicting not subscribers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78ab2070",
   "metadata": {},
   "source": [
    "# Thank You "
   ]
  }
 ],
 "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}