Boosting.ipynb 718 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boosting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lesson we will introduce Adapative and Gradient Boosting. A Churn problem for bank customers will be used to introduce the algorithms, however the algorithms can also be used for multiclass and regression problems.\n",
    "\n",
    "Boosting alorithms are examples of iterative algorithms, which we have previously seen with kMeans clustering. For an iterative algorithm an estimate is created and this is used to generate an updated, and hopefully improved, estimate. The algorithm then continues until some stopping criteria is satisfied, or the maximum number of iterations is reached.\n",
    "\n",
    "AdaBoost (Adaptive Boosting) and Gradient Boosting use simple and fast regression and classification models at each iteration to create the model. Generally, this corresponds to a Decision Stump or Decision Tree of depth 1. However, the depth of the stump can be varied and other models could be used. This compares with Random Forest Classifiers, where an ensemble of Decision Trees are run simultaneously and voting is used to create a more accurate model. \n",
    "\n",
    "The iterative process for AdaBoost is based on associating weights with each observation. Then after each iteration the weights are adjusted to place more emphasis on classifications that the model incorrectly predicts. These weighted target values are then used to create an updated model. Then the process is repeated. The rate at which the weights are updated at each iteration is governed by a parameter called the learning rate, and choosing the optimal learning rate is critical to optimizing AdaBoost. If the learning parameter is too large you get overshoot, if it is too small the convergence is very slow.\n",
    "\n",
    "Gradient Boosting is a generalization of AdaBoost, in which the target function at each iteration is the errors from the previous iteration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we introduce the usual libraries."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contents "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Churn Dataset and EDA\n",
    "* One-hot Enconding\n",
    "* Random Forest\n",
    "* AdaBoost\n",
    "* Gradient Boosting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Churn Dataset and EDA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Churn data is one of the main focusses of Machine Learning in Business. Since it costs a lot more to get new customers than to retain existing customers, it is important to be able to predict when and why a customer's business may be lost, and then to implement actions to try to keep that business.\n",
    "\n",
    "Churn data will generally consist of a number of features and one target value, which is the binary variable indicating whether that person is still a customer of the business. Each customer will then have their own row of observations. Hence the classification problem for churn problems is a binary problem.\n",
    "\n",
    "For this example we consider data from a European Bank obtained from Kaggle. The features are most self-explanatory. Tenure corresponds to the number of years that person has been a customer, and CreditScore is dimensionless score which increases with the credit-worthiness of the customer. The target value in this case is 'Exited', which is 1 if the customer has left, and 0 if the customer has remained."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RowNumber</th>\n",
       "      <th>CustomerId</th>\n",
       "      <th>Surname</th>\n",
       "      <th>CreditScore</th>\n",
       "      <th>Geography</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Tenure</th>\n",
       "      <th>Balance</th>\n",
       "      <th>NumOfProducts</th>\n",
       "      <th>HasCrCard</th>\n",
       "      <th>IsActiveMember</th>\n",
       "      <th>EstimatedSalary</th>\n",
       "      <th>Exited</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>15634602</td>\n",
       "      <td>Hargrave</td>\n",
       "      <td>619</td>\n",
       "      <td>France</td>\n",
       "      <td>Female</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
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       "      <td>101348.88</td>\n",
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       "      <td>15647311</td>\n",
       "      <td>Hill</td>\n",
       "      <td>608</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Female</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>83807.86</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>112542.58</td>\n",
       "      <td>0</td>\n",
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       "      <td>15619304</td>\n",
       "      <td>Onio</td>\n",
       "      <td>502</td>\n",
       "      <td>France</td>\n",
       "      <td>Female</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>159660.80</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113931.57</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>15701354</td>\n",
       "      <td>Boni</td>\n",
       "      <td>699</td>\n",
       "      <td>France</td>\n",
       "      <td>Female</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>93826.63</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>15737888</td>\n",
       "      <td>Mitchell</td>\n",
       "      <td>850</td>\n",
       "      <td>Spain</td>\n",
       "      <td>Female</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>125510.82</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>79084.10</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "   RowNumber  CustomerId   Surname  CreditScore Geography  Gender  Age  \\\n",
       "0          1    15634602  Hargrave          619    France  Female   42   \n",
       "1          2    15647311      Hill          608     Spain  Female   41   \n",
       "2          3    15619304      Onio          502    France  Female   42   \n",
       "3          4    15701354      Boni          699    France  Female   39   \n",
       "4          5    15737888  Mitchell          850     Spain  Female   43   \n",
       "\n",
       "   Tenure    Balance  NumOfProducts  HasCrCard  IsActiveMember  \\\n",
       "0       2       0.00              1          1               1   \n",
       "1       1   83807.86              1          0               1   \n",
       "2       8  159660.80              3          1               0   \n",
       "3       1       0.00              2          0               0   \n",
       "4       2  125510.82              1          1               1   \n",
       "\n",
       "   EstimatedSalary  Exited  \n",
       "0        101348.88       1  \n",
       "1        112542.58       0  \n",
       "2        113931.57       1  \n",
       "3         93826.63       0  \n",
       "4         79084.10       0  "
      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Churn = pd.read_csv('Churn_Modelling.csv')\n",
    "Churn.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The shape of the dataframe shows that we have 10,000 observations, 13 features and 1 target value."
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10000, 14)"
      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Churn.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first check for missing values. False indicates there are no missing values, so no actions are required."
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Churn.isnull().values.any() # check if there are any True values for the test isnull on the dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We drop three of the fields, as they will not be helpful."
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": [
    "Churn.drop(['RowNumber', 'CustomerId', 'Surname'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
Simon Clarke's avatar
Simon Clarke committed
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    "Before doing any modelling we will first do some EDA. The first fields that we look at are the categorical fields to determine whether they seem to have any affect on churn."
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   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(10, 8))\n",
    "sns.countplot(x='Geography', hue = 'Exited',data = Churn, ax=axes[0][0])\n",
    "sns.countplot(x='Gender', hue = 'Exited',data = Churn, ax=axes[0][1])\n",
    "sns.countplot(x='HasCrCard', hue = 'Exited',data = Churn, ax=axes[1][0])\n",
    "sns.countplot(x='IsActiveMember', hue = 'Exited',data = Churn, ax=axes[1][1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Qualitatively it appears that:\n",
    "\n",
    "* Germans and females are more likely to exit.\n",
    "* Customers who are active members are less likely to exit.\n",
    "* Whether a customer has a credit card seems to have little effect."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can investigate this further by using `df.groupby()` to determine the percentages who exit in each category. First we investigate the effect of geography and gender."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {},
   "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>Exited</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geography</th>\n",
       "      <th>Gender</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">France</th>\n",
       "      <th>Female</th>\n",
       "      <td>79.66</td>\n",
       "      <td>20.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>87.29</td>\n",
       "      <td>12.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Germany</th>\n",
       "      <th>Female</th>\n",
       "      <td>62.45</td>\n",
       "      <td>37.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>72.19</td>\n",
       "      <td>27.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Spain</th>\n",
       "      <th>Female</th>\n",
       "      <td>78.79</td>\n",
       "      <td>21.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>86.89</td>\n",
       "      <td>13.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Exited                0      1\n",
       "Geography Gender              \n",
       "France    Female  79.66  20.34\n",
       "          Male    87.29  12.71\n",
       "Germany   Female  62.45  37.55\n",
       "          Male    72.19  27.81\n",
       "Spain     Female  78.79  21.21\n",
       "          Male    86.89  13.11"
      ]
     },
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     "execution_count": 8,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = Churn.groupby(['Geography', 'Gender', 'Exited'])\n",
    "np.round(grouped['Balance'].count().unstack().apply(lambda x:100 * x / float(x.sum()), axis=1), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This confirms the conclusions from the plots."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we investigate the effect of whether they have a credit card, and whether they are an active member."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
   "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>Exited</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HasCrCard</th>\n",
       "      <th>IsActiveMember</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th>0</th>\n",
       "      <td>74.30</td>\n",
       "      <td>25.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>83.61</td>\n",
       "      <td>16.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
       "      <th>0</th>\n",
       "      <td>72.68</td>\n",
       "      <td>27.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>86.64</td>\n",
       "      <td>13.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Exited                        0      1\n",
       "HasCrCard IsActiveMember              \n",
       "0         0               74.30  25.70\n",
       "          1               83.61  16.39\n",
       "1         0               72.68  27.32\n",
       "          1               86.64  13.36"
      ]
     },
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     "execution_count": 9,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped = Churn.groupby(['HasCrCard', 'IsActiveMember', 'Exited'])\n",
    "np.round(grouped['Balance'].count().unstack().apply(lambda x:100 * x / float(x.sum()), axis=1), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, having a credit card seems to have little effect, but whether they are an active member does have a significant effect on churn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we investigate the effect of the continuous variables. We only use a random sample of 1000 observations, otherwise the scatter plots are very difficult to observe."
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [
    {
     "data": {
      "text/plain": [
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     },
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
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      "text/plain": [
       "<Figure size 765.725x720 with 20 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data=Churn[['Age', 'Balance', 'EstimatedSalary', 'CreditScore', 'Exited']]\n",
    "             .sample(1000), hue='Exited')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This seems to suggest:\n",
    "\n",
    "* Older people are more likely to churn.\n",
    "* People with zero bank balance are less likely to churn.\n",
    "* People with a higher salary are more likely to churn.\n",
    "* People with a low credit score are more likely to churn."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can investigate the effect of tenure and the number of products that the customer has signed up for."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1da4dc90>"
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      ]
     },
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     "execution_count": 11,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "image/png": "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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x='Tenure', hue='Exited', data=Churn, multiple='stack')"
   ]
  },
  {
   "cell_type": "code",
660
   "execution_count": 12,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
666
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1dccffd0>"
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      ]
     },
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     "execution_count": 12,
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     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
675
      "image/png": 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\n",
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
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     "metadata": {
      "needs_background": "light"
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x='NumOfProducts', hue='Exited', data=Churn, multiple='stack')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tenure does not seem to have an affect on churn, however the effect of the number of products seems to be quite varied."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will investigate quantitatively the effect of age and credit score on churn. To do this we need to bin these fields using `pd.cut()`."
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 13,
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    {
     "data": {
      "text/html": [
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       "      <th>Exited</th>\n",
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       "      <th>Age</th>\n",
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       "    <tr>\n",
       "      <th>(43.0, 55.0]</th>\n",
       "      <td>56.49</td>\n",
       "      <td>43.51</td>\n",
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       "    <tr>\n",
       "      <th>(55.0, 67.0]</th>\n",
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       "      <th>(67.0, 80.0]</th>\n",
       "      <td>87.57</td>\n",
       "      <td>12.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(80.0, 92.0]</th>\n",
       "      <td>93.33</td>\n",
       "      <td>6.67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Exited            0      1\n",
       "Age                       \n",
       "(18.0, 30.0]  92.48   7.52\n",
       "(30.0, 43.0]  86.69  13.31\n",
       "(43.0, 55.0]  56.49  43.51\n",
       "(55.0, 67.0]  55.43  44.57\n",
       "(67.0, 80.0]  87.57  12.43\n",
       "(80.0, 92.0]  93.33   6.67"
      ]
     },
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     "execution_count": 13,
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CAge = pd.cut(Churn['Age'], 6, precision=0) # number of bins\n",
    "grouped = Churn.groupby([CAge, 'Exited'])\n",
    "np.round(grouped['Balance'].count().unstack().apply(lambda x:100 * x / float(x.sum()), axis=1), 2)"
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CreditScore</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>(350.0, 433.0]</th>\n",
       "      <td>62.62</td>\n",
       "      <td>37.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(433.0, 517.0]</th>\n",
       "      <td>79.80</td>\n",
       "      <td>20.20</td>\n",
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       "    <tr>\n",
       "      <th>(517.0, 600.0]</th>\n",
       "      <td>78.54</td>\n",
       "      <td>21.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(600.0, 683.0]</th>\n",
       "      <td>80.18</td>\n",
       "      <td>19.82</td>\n",
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       "      <td>80.23</td>\n",
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       "      <td>80.28</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Exited              0      1\n",
       "CreditScore                 \n",
       "(350.0, 433.0]  62.62  37.38\n",
       "(433.0, 517.0]  79.80  20.20\n",
       "(517.0, 600.0]  78.54  21.46\n",
       "(600.0, 683.0]  80.18  19.82\n",
       "(683.0, 767.0]  80.23  19.77\n",
       "(767.0, 850.0]  80.28  19.72"
      ]
     },
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     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CScore = pd.cut(Churn['CreditScore'], 6, precision=0) # 2 is number of bins\n",
    "grouped = Churn.groupby([CScore, 'Exited'])\n",
    "np.round(grouped['Balance'].count().unstack().apply(lambda x:100 * x / float(x.sum()), axis=1), 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence we can see that middle-aged people are likely to churn, as are those with a low crediting rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the dataset is very large, we will use a random sample of 1000 observations to undertake the modelling."
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [],
   "source": [
    "Churn = Churn.sample(1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## One-hot Encoding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 'Geography' field consists of strings, which we can't use for modelling. Hence we need to use one-hot encoding to create three new fields, which indicate whether the customer is from Germany, France or Spain.\n",
    "\n",
    "Similarly, we need to convert the 'Gender' field to a binary field which is 1 if the customer is female and 0 otherwise."
   ]
  },
  {
   "cell_type": "code",
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    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "      <th>EstimatedSalary</th>\n",
       "      <th>Exited</th>\n",
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       "      <th>geography_Spain</th>\n",
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       "      <td>Male</td>\n",
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