{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Task"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The [task](https://www.kaggle.com/competitions/advanced-dls-spring-2021/overview) is to predict churn of telecom company customers.  \n",
    "This task is very important in practice and algorithms for solving it are used in real telecom companies, because if we know that the client is going to leave us, then we will try to keep him by offering some bonuses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "lzLqEeZKEEYz"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import warnings\n",
    "\n",
    "import numpy as np\n",
    "import optuna\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from catboost import CatBoostClassifier, Pool, cv, metrics\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.exceptions import ConvergenceWarning\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.linear_model import LogisticRegression, LogisticRegressionCV\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.pipeline import Pipeline, make_pipeline\n",
    "from sklearn.preprocessing import LabelEncoder, OneHotEncoder, RobustScaler, StandardScaler\n",
    "\n",
    "optuna.logging.set_verbosity(optuna.logging.WARNING)\n",
    "sns.set(rc={\"figure.dpi\": 100, \"savefig.dpi\": 300})\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"ticks\")\n",
    "\n",
    "ConvergenceWarning(\"ignore\")\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    os.environ[\"PYTHONWARNINGS\"] = \"ignore::UserWarning,ignore::ConvergenceWarning,ignore::RuntimeWarning\"\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "SEED = 42"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Metric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ninJ63mJEEYt"
   },
   "source": [
    "In this case, we will use ROC-AUC. It can be calculated using only predicted probabilities and true classes without a specific classification threshold + it works even if the classes are highly unbalanced (there are dozens of times more examples of one class than examples of another). That is why it is very convenient for competitions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is easy to calculate it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "SQIrka7yEEYu",
    "outputId": "ef45a9f2-7571-47b1-e697-b474b65cb0fb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8333333333333333"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_true = [0, 1, 1, 0, 1]\n",
    "y_predictions = [0.1, 0.9, 0.4, 0.6, 0.61]\n",
    "\n",
    "roc_auc_score(y_true, y_predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "pw-Brue9EEY3"
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"./train.csv\")\n",
    "test = pd.read_csv(\"./test.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting Columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset contains numerical and categorical columns, which are listed below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "KgnkkF5bEEY9"
   },
   "outputs": [],
   "source": [
    "num_cols = [\"ClientPeriod\", \"MonthlySpending\", \"TotalSpent\"]\n",
    "\n",
    "cat_cols = [\n",
    "    \"Sex\",\n",
    "    \"IsSeniorCitizen\",\n",
    "    \"HasPartner\",\n",
    "    \"HasChild\",\n",
    "    \"HasPhoneService\",\n",
    "    \"HasMultiplePhoneNumbers\",\n",
    "    \"HasInternetService\",\n",
    "    \"HasOnlineSecurityService\",\n",
    "    \"HasOnlineBackup\",\n",
    "    \"HasDeviceProtection\",\n",
    "    \"HasTechSupportAccess\",\n",
    "    \"HasOnlineTV\",\n",
    "    \"HasMovieSubscription\",\n",
    "    \"HasContractPhone\",\n",
    "    \"IsBillingPaperless\",\n",
    "    \"PaymentMethod\",\n",
    "]\n",
    "\n",
    "feature_cols = num_cols + cat_cols\n",
    "target_col = \"Churn\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can be done using the `df.sample(n=10, random_state=SEED)` method, specifying the number of lines `n` and `random_state` (for reproducible calculations).  \n",
    "I looked at 30 random lines, but left 10 in the code for easier viewing. Missing values are not visually visible - we will check this formally in the next section.  \n",
    "You can also look at the beginning and end of the dataset using the `df.head(n=10)` and `df.tail(n=10)` methods, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>ClientPeriod</th>\n",
       "      <th>MonthlySpending</th>\n",
       "      <th>TotalSpent</th>\n",
       "      <th>Sex</th>\n",
       "      <th>IsSeniorCitizen</th>\n",
       "      <th>HasPartner</th>\n",
       "      <th>HasChild</th>\n",
       "      <th>HasPhoneService</th>\n",
       "      <th>HasMultiplePhoneNumbers</th>\n",
       "      <th>HasInternetService</th>\n",
       "      <th>HasOnlineSecurityService</th>\n",
       "      <th>HasOnlineBackup</th>\n",
       "      <th>HasDeviceProtection</th>\n",
       "      <th>HasTechSupportAccess</th>\n",
       "      <th>HasOnlineTV</th>\n",
       "      <th>HasMovieSubscription</th>\n",
       "      <th>HasContractPhone</th>\n",
       "      <th>IsBillingPaperless</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>9</td>\n",
       "      <td>45.40</td>\n",
       "      <td>418.8</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4792</th>\n",
       "      <td>37</td>\n",
       "      <td>70.35</td>\n",
       "      <td>2552.9</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>50</td>\n",
       "      <td>105.95</td>\n",
       "      <td>5341.8</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>No</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3964</th>\n",
       "      <td>44</td>\n",
       "      <td>100.10</td>\n",
       "      <td>4378.35</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>25</td>\n",
       "      <td>20.95</td>\n",
       "      <td>495.15</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>39</td>\n",
       "      <td>50.75</td>\n",
       "      <td>2011.4</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>52</td>\n",
       "      <td>79.20</td>\n",
       "      <td>4016.3</td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2348</th>\n",
       "      <td>1</td>\n",
       "      <td>74.40</td>\n",
       "      <td>74.4</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2280</th>\n",
       "      <td>6</td>\n",
       "      <td>50.80</td>\n",
       "      <td>288.05</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>21</td>\n",
       "      <td>68.65</td>\n",
       "      <td>1493.2</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ClientPeriod  MonthlySpending TotalSpent     Sex  IsSeniorCitizen  \\\n",
       "1448             9            45.40      418.8    Male                0   \n",
       "4792            37            70.35     2552.9    Male                0   \n",
       "8               50           105.95     5341.8    Male                0   \n",
       "3964            44           100.10    4378.35    Male                0   \n",
       "240             25            20.95     495.15    Male                0   \n",
       "1942            39            50.75     2011.4  Female                0   \n",
       "1859            52            79.20     4016.3    Male                0   \n",
       "2348             1            74.40       74.4    Male                1   \n",
       "2280             6            50.80     288.05  Female                0   \n",
       "733             21            68.65     1493.2  Female                0   \n",
       "\n",
       "     HasPartner HasChild HasPhoneService HasMultiplePhoneNumbers  \\\n",
       "1448         No       No              No        No phone service   \n",
       "4792         No       No             Yes                      No   \n",
       "8           Yes      Yes             Yes                     Yes   \n",
       "3964         No       No             Yes                      No   \n",
       "240         Yes       No             Yes                      No   \n",
       "1942         No       No              No        No phone service   \n",
       "1859        Yes      Yes             Yes                      No   \n",
       "2348        Yes       No             Yes                     Yes   \n",
       "2280         No       No             Yes                      No   \n",
       "733          No       No             Yes                      No   \n",
       "\n",
       "     HasInternetService HasOnlineSecurityService      HasOnlineBackup  \\\n",
       "1448                DSL                       No                   No   \n",
       "4792        Fiber optic                       No                   No   \n",
       "8           Fiber optic                      Yes                   No   \n",
       "3964        Fiber optic                       No                   No   \n",
       "240                  No      No internet service  No internet service   \n",
       "1942                DSL                       No                   No   \n",
       "1859                DSL                      Yes                  Yes   \n",
       "2348        Fiber optic                       No                   No   \n",
       "2280                DSL                       No                   No   \n",
       "733         Fiber optic                       No                   No   \n",
       "\n",
       "      HasDeviceProtection HasTechSupportAccess          HasOnlineTV  \\\n",
       "1448                   No                   No                  Yes   \n",
       "4792                   No                   No                   No   \n",
       "8                     Yes                   No                  Yes   \n",
       "3964                  Yes                  Yes                  Yes   \n",
       "240   No internet service  No internet service  No internet service   \n",
       "1942                  Yes                   No                  Yes   \n",
       "1859                  Yes                   No                  Yes   \n",
       "2348                   No                   No                   No   \n",
       "2280                   No                  Yes                   No   \n",
       "733                    No                   No                   No   \n",
       "\n",
       "     HasMovieSubscription HasContractPhone IsBillingPaperless  \\\n",
       "1448                  Yes   Month-to-month                Yes   \n",
       "4792                   No   Month-to-month                Yes   \n",
       "8                     Yes   Month-to-month                 No   \n",
       "3964                  Yes         Two year                 No   \n",
       "240   No internet service         One year                Yes   \n",
       "1942                  Yes   Month-to-month                Yes   \n",
       "1859                  Yes         Two year                 No   \n",
       "2348                   No   Month-to-month                Yes   \n",
       "2280                   No   Month-to-month                Yes   \n",
       "733                    No   Month-to-month                Yes   \n",
       "\n",
       "                  PaymentMethod  Churn  \n",
       "1448           Electronic check      1  \n",
       "4792               Mailed check      0  \n",
       "8       Credit card (automatic)      1  \n",
       "3964  Bank transfer (automatic)      0  \n",
       "240   Bank transfer (automatic)      0  \n",
       "1942           Electronic check      1  \n",
       "1859           Electronic check      0  \n",
       "2348           Electronic check      1  \n",
       "2280  Bank transfer (automatic)      1  \n",
       "733            Electronic check      0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sample(n=10, random_state=SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Dataset Close Look"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section, let's look at what columns we have, what type they are, how many non-zero values, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "tHC6gWabEEZA"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5282 entries, 0 to 5281\n",
      "Data columns (total 20 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   ClientPeriod              5282 non-null   int64  \n",
      " 1   MonthlySpending           5282 non-null   float64\n",
      " 2   TotalSpent                5282 non-null   object \n",
      " 3   Sex                       5282 non-null   object \n",
      " 4   IsSeniorCitizen           5282 non-null   int64  \n",
      " 5   HasPartner                5282 non-null   object \n",
      " 6   HasChild                  5282 non-null   object \n",
      " 7   HasPhoneService           5282 non-null   object \n",
      " 8   HasMultiplePhoneNumbers   5282 non-null   object \n",
      " 9   HasInternetService        5282 non-null   object \n",
      " 10  HasOnlineSecurityService  5282 non-null   object \n",
      " 11  HasOnlineBackup           5282 non-null   object \n",
      " 12  HasDeviceProtection       5282 non-null   object \n",
      " 13  HasTechSupportAccess      5282 non-null   object \n",
      " 14  HasOnlineTV               5282 non-null   object \n",
      " 15  HasMovieSubscription      5282 non-null   object \n",
      " 16  HasContractPhone          5282 non-null   object \n",
      " 17  IsBillingPaperless        5282 non-null   object \n",
      " 18  PaymentMethod             5282 non-null   object \n",
      " 19  Churn                     5282 non-null   int64  \n",
      "dtypes: float64(1), int64(3), object(16)\n",
      "memory usage: 825.4+ KB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1761 entries, 0 to 1760\n",
      "Data columns (total 19 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   ClientPeriod              1761 non-null   int64  \n",
      " 1   MonthlySpending           1761 non-null   float64\n",
      " 2   TotalSpent                1761 non-null   object \n",
      " 3   Sex                       1761 non-null   object \n",
      " 4   IsSeniorCitizen           1761 non-null   int64  \n",
      " 5   HasPartner                1761 non-null   object \n",
      " 6   HasChild                  1761 non-null   object \n",
      " 7   HasPhoneService           1761 non-null   object \n",
      " 8   HasMultiplePhoneNumbers   1761 non-null   object \n",
      " 9   HasInternetService        1761 non-null   object \n",
      " 10  HasOnlineSecurityService  1761 non-null   object \n",
      " 11  HasOnlineBackup           1761 non-null   object \n",
      " 12  HasDeviceProtection       1761 non-null   object \n",
      " 13  HasTechSupportAccess      1761 non-null   object \n",
      " 14  HasOnlineTV               1761 non-null   object \n",
      " 15  HasMovieSubscription      1761 non-null   object \n",
      " 16  HasContractPhone          1761 non-null   object \n",
      " 17  IsBillingPaperless        1761 non-null   object \n",
      " 18  PaymentMethod             1761 non-null   object \n",
      "dtypes: float64(1), int64(2), object(16)\n",
      "memory usage: 261.5+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.info(), test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In total, we have `5282` lines in the sample for training. In the test sample `1761` object. There are no missing values. Let's confirm this again.  \n",
    "This can be done with the `.isna()` or `.isnull()` methods - as far as I understand they are equivalent.  \n",
    "`data.isnull()` gives `True` for each value if it is omitted and `False` otherwise.  \n",
    "`data.isnull().any()` shows whether there are missing values in columns (aggregated).  \n",
    "`data.isnull().values.any()` generalizes missing value resolution to the entire dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert data.isnull().values.any() == False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are no really missing values, but we know that the `TotalSpent` column contains numeric values, and in the data it is a string columns - let's look at it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           9\n",
       "20.2       9\n",
       "19.75      8\n",
       "20.05      6\n",
       "19.65      6\n",
       "          ..\n",
       "41.85      1\n",
       "4326.25    1\n",
       "950.2      1\n",
       "4264       1\n",
       "1375.6     1\n",
       "Name: TotalSpent, Length: 4978, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"TotalSpent\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that an empty string is there 9 times in the data. Let's check it out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>ClientPeriod</th>\n",
       "      <th>MonthlySpending</th>\n",
       "      <th>TotalSpent</th>\n",
       "      <th>Sex</th>\n",
       "      <th>IsSeniorCitizen</th>\n",
       "      <th>HasPartner</th>\n",
       "      <th>HasChild</th>\n",
       "      <th>HasPhoneService</th>\n",
       "      <th>HasMultiplePhoneNumbers</th>\n",
       "      <th>HasInternetService</th>\n",
       "      <th>HasOnlineSecurityService</th>\n",
       "      <th>HasOnlineBackup</th>\n",
       "      <th>HasDeviceProtection</th>\n",
       "      <th>HasTechSupportAccess</th>\n",
       "      <th>HasOnlineTV</th>\n",
       "      <th>HasMovieSubscription</th>\n",
       "      <th>HasContractPhone</th>\n",
       "      <th>IsBillingPaperless</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>0</td>\n",
       "      <td>25.75</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>0</td>\n",
       "      <td>73.35</td>\n",
       "      <td></td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2543</th>\n",
       "      <td>0</td>\n",
       "      <td>19.70</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3078</th>\n",
       "      <td>0</td>\n",
       "      <td>80.85</td>\n",
       "      <td></td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3697</th>\n",
       "      <td>0</td>\n",
       "      <td>20.00</td>\n",
       "      <td></td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4002</th>\n",
       "      <td>0</td>\n",
       "      <td>61.90</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4326</th>\n",
       "      <td>0</td>\n",
       "      <td>25.35</td>\n",
       "      <td></td>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4551</th>\n",
       "      <td>0</td>\n",
       "      <td>52.55</td>\n",
       "      <td></td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4598</th>\n",
       "      <td>0</td>\n",
       "      <td>56.05</td>\n",
       "      <td></td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Two year</td>\n",
       "      <td>No</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ClientPeriod  MonthlySpending TotalSpent     Sex  IsSeniorCitizen  \\\n",
       "1048             0            25.75               Male                0   \n",
       "1707             0            73.35             Female                0   \n",
       "2543             0            19.70               Male                0   \n",
       "3078             0            80.85             Female                0   \n",
       "3697             0            20.00             Female                0   \n",
       "4002             0            61.90               Male                0   \n",
       "4326             0            25.35               Male                0   \n",
       "4551             0            52.55             Female                0   \n",
       "4598             0            56.05             Female                0   \n",
       "\n",
       "     HasPartner HasChild HasPhoneService HasMultiplePhoneNumbers  \\\n",
       "1048        Yes      Yes             Yes                     Yes   \n",
       "1707        Yes      Yes             Yes                     Yes   \n",
       "2543        Yes      Yes             Yes                      No   \n",
       "3078        Yes      Yes             Yes                      No   \n",
       "3697        Yes      Yes             Yes                      No   \n",
       "4002         No      Yes             Yes                     Yes   \n",
       "4326        Yes      Yes             Yes                     Yes   \n",
       "4551        Yes      Yes              No        No phone service   \n",
       "4598        Yes      Yes              No        No phone service   \n",
       "\n",
       "     HasInternetService HasOnlineSecurityService      HasOnlineBackup  \\\n",
       "1048                 No      No internet service  No internet service   \n",
       "1707                DSL                       No                  Yes   \n",
       "2543                 No      No internet service  No internet service   \n",
       "3078                DSL                      Yes                  Yes   \n",
       "3697                 No      No internet service  No internet service   \n",
       "4002                DSL                      Yes                  Yes   \n",
       "4326                 No      No internet service  No internet service   \n",
       "4551                DSL                      Yes                   No   \n",
       "4598                DSL                      Yes                  Yes   \n",
       "\n",
       "      HasDeviceProtection HasTechSupportAccess          HasOnlineTV  \\\n",
       "1048  No internet service  No internet service  No internet service   \n",
       "1707                  Yes                  Yes                  Yes   \n",
       "2543  No internet service  No internet service  No internet service   \n",
       "3078                  Yes                   No                  Yes   \n",
       "3697  No internet service  No internet service  No internet service   \n",
       "4002                   No                  Yes                   No   \n",
       "4326  No internet service  No internet service  No internet service   \n",
       "4551                  Yes                  Yes                  Yes   \n",
       "4598                  Yes                  Yes                  Yes   \n",
       "\n",
       "     HasMovieSubscription HasContractPhone IsBillingPaperless  \\\n",
       "1048  No internet service         Two year                 No   \n",
       "1707                   No         Two year                 No   \n",
       "2543  No internet service         One year                Yes   \n",
       "3078                  Yes         Two year                 No   \n",
       "3697  No internet service         Two year                 No   \n",
       "4002                   No         Two year                Yes   \n",
       "4326  No internet service         Two year                 No   \n",
       "4551                   No         Two year                Yes   \n",
       "4598                   No         Two year                 No   \n",
       "\n",
       "                  PaymentMethod  Churn  \n",
       "1048               Mailed check      0  \n",
       "1707               Mailed check      0  \n",
       "2543               Mailed check      0  \n",
       "3078               Mailed check      0  \n",
       "3697               Mailed check      0  \n",
       "4002  Bank transfer (automatic)      0  \n",
       "4326               Mailed check      0  \n",
       "4551  Bank transfer (automatic)      0  \n",
       "4598    Credit card (automatic)      0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data[\"TotalSpent\"] == \" \"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is true. Let's replace empty strings with `NaN` throughout the dataset. And change the column type `TotalSpent` to `float`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5282 entries, 0 to 5281\n",
      "Data columns (total 20 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   ClientPeriod              5282 non-null   int64  \n",
      " 1   MonthlySpending           5282 non-null   float64\n",
      " 2   TotalSpent                5273 non-null   float64\n",
      " 3   Sex                       5282 non-null   object \n",
      " 4   IsSeniorCitizen           5282 non-null   int64  \n",
      " 5   HasPartner                5282 non-null   object \n",
      " 6   HasChild                  5282 non-null   object \n",
      " 7   HasPhoneService           5282 non-null   object \n",
      " 8   HasMultiplePhoneNumbers   5282 non-null   object \n",
      " 9   HasInternetService        5282 non-null   object \n",
      " 10  HasOnlineSecurityService  5282 non-null   object \n",
      " 11  HasOnlineBackup           5282 non-null   object \n",
      " 12  HasDeviceProtection       5282 non-null   object \n",
      " 13  HasTechSupportAccess      5282 non-null   object \n",
      " 14  HasOnlineTV               5282 non-null   object \n",
      " 15  HasMovieSubscription      5282 non-null   object \n",
      " 16  HasContractPhone          5282 non-null   object \n",
      " 17  IsBillingPaperless        5282 non-null   object \n",
      " 18  PaymentMethod             5282 non-null   object \n",
      " 19  Churn                     5282 non-null   int64  \n",
      "dtypes: float64(2), int64(3), object(15)\n",
      "memory usage: 825.4+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(ClientPeriod                False\n",
       " MonthlySpending             False\n",
       " TotalSpent                   True\n",
       " Sex                         False\n",
       " IsSeniorCitizen             False\n",
       " HasPartner                  False\n",
       " HasChild                    False\n",
       " HasPhoneService             False\n",
       " HasMultiplePhoneNumbers     False\n",
       " HasInternetService          False\n",
       " HasOnlineSecurityService    False\n",
       " HasOnlineBackup             False\n",
       " HasDeviceProtection         False\n",
       " HasTechSupportAccess        False\n",
       " HasOnlineTV                 False\n",
       " HasMovieSubscription        False\n",
       " HasContractPhone            False\n",
       " IsBillingPaperless          False\n",
       " PaymentMethod               False\n",
       " Churn                       False\n",
       " dtype: bool,\n",
       " None)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.replace(r\"^\\s*$\", np.nan, regex=True, inplace=True)\n",
    "data[\"TotalSpent\"] = data[\"TotalSpent\"].astype(\"float\")\n",
    "data.isna().any(), data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do the same for the test dataset, since there are also missing values in this column.  \n",
    "And in general, we will check if there are still empty lines in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In test dataset in column 'TotalSpent' there are 2 empty values\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1761 entries, 0 to 1760\n",
      "Data columns (total 19 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   ClientPeriod              1761 non-null   int64  \n",
      " 1   MonthlySpending           1761 non-null   float64\n",
      " 2   TotalSpent                1759 non-null   float64\n",
      " 3   Sex                       1761 non-null   object \n",
      " 4   IsSeniorCitizen           1761 non-null   int64  \n",
      " 5   HasPartner                1761 non-null   object \n",
      " 6   HasChild                  1761 non-null   object \n",
      " 7   HasPhoneService           1761 non-null   object \n",
      " 8   HasMultiplePhoneNumbers   1761 non-null   object \n",
      " 9   HasInternetService        1761 non-null   object \n",
      " 10  HasOnlineSecurityService  1761 non-null   object \n",
      " 11  HasOnlineBackup           1761 non-null   object \n",
      " 12  HasDeviceProtection       1761 non-null   object \n",
      " 13  HasTechSupportAccess      1761 non-null   object \n",
      " 14  HasOnlineTV               1761 non-null   object \n",
      " 15  HasMovieSubscription      1761 non-null   object \n",
      " 16  HasContractPhone          1761 non-null   object \n",
      " 17  IsBillingPaperless        1761 non-null   object \n",
      " 18  PaymentMethod             1761 non-null   object \n",
      "dtypes: float64(2), int64(2), object(15)\n",
      "memory usage: 261.5+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(ClientPeriod                False\n",
       " MonthlySpending             False\n",
       " TotalSpent                   True\n",
       " Sex                         False\n",
       " IsSeniorCitizen             False\n",
       " HasPartner                  False\n",
       " HasChild                    False\n",
       " HasPhoneService             False\n",
       " HasMultiplePhoneNumbers     False\n",
       " HasInternetService          False\n",
       " HasOnlineSecurityService    False\n",
       " HasOnlineBackup             False\n",
       " HasDeviceProtection         False\n",
       " HasTechSupportAccess        False\n",
       " HasOnlineTV                 False\n",
       " HasMovieSubscription        False\n",
       " HasContractPhone            False\n",
       " IsBillingPaperless          False\n",
       " PaymentMethod               False\n",
       " dtype: bool,\n",
       " None)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(f\"In test dataset in column 'TotalSpent' there are {test['TotalSpent'].value_counts()[' ']} empty values\\n\")\n",
    "test.replace(r\"^\\s*$\", np.nan, regex=True, inplace=True)\n",
    "test[\"TotalSpent\"] = test[\"TotalSpent\"].astype(\"float\")\n",
    "test.isna().any(), test.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As a result, for now, let's try not to get rid of missing values (and then we'll see), because there are few of them and gradient boosting, such as XGBoost or LightGBM, can automatically handle them.\n",
    "\n",
    "In this section, we looked at our dataset, noticed that the `TotalSpent` column was of the wrong type and had missing values as an empty string, and fixed it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Numerical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 442,
       "width": 733
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(\n",
    "    nrows=len(num_cols), ncols=2, figsize=(10, 6)\n",
    ")  # Инициализируем 3 подграфика с определенным размером\n",
    "fig.suptitle(\"Numerical features\")  # Общее название для группы графиков\n",
    "fig.tight_layout(h_pad=2, w_pad=2)  # для того, чтобы графики не стояли слишком близко друг к другу\n",
    "\n",
    "for i, num_feature in enumerate(num_cols):\n",
    "    g1 = sns.kdeplot(data[data[target_col] == 0][num_feature], ax=axs[i, 0], color=\"red\", shade=True)\n",
    "    g1 = sns.kdeplot(data[data[target_col] == 1][num_feature], ax=axs[i, 0], color=\"blue\", shade=True)\n",
    "    g1.legend([\"Not Churn\", \"Churn\"], fontsize=8)\n",
    "\n",
    "    g2 = sns.kdeplot(test[num_feature], ax=axs[i, 1], color=\"red\", shade=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an analogue of the histogram, you can use the [KDE graph](https://en.wikipedia.org/wiki/Kernel_density_estimation) - it makes it easier to visualize and interpret the data.\n",
    "\n",
    "**1 column**\n",
    "I added 2 subplots to each plot for a numeric feature: one uses data that has churn == 0, the other uses data for churn == 1. This helps to see the difference in how the data is distributed and suggests how useful the feature will be for predicting the target variable .\n",
    "\n",
    "*It can be seen that for the first two features there are significant differences in how the data is distributed for different classes. Yes, and in the third there are differences, but not so significant.*\n",
    "\n",
    "**2 column**\n",
    "Added data distribution in the test sample to see if there are any significant differences between the training and test data (there are none)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Categorical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 918,
       "width": 1072
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "col_nums = 4\n",
    "row_nums = len(cat_cols) // col_nums + 1\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "for i, cat_feature in enumerate(cat_cols):\n",
    "    plt.subplot(row_nums, col_nums, i + 1)\n",
    "    g = sns.countplot(x=cat_feature, data=data, palette=\"muted\")\n",
    "    plt.xticks(rotation=20)\n",
    "\n",
    "plt.tight_layout(h_pad=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Target variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 476
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 2, figsize=(8, 4))\n",
    "data[target_col].value_counts().plot.pie(explode=[0, 0.1], autopct=\"%1.1f%%\", ax=ax[0], shadow=True)\n",
    "ax[0].set_title(target_col)\n",
    "ax[0].set_ylabel(target_col)\n",
    "sns.countplot(x=target_col, data=data, ax=ax[1])\n",
    "ax[1].set_title(target_col)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have strong class disbalance, therefore:\n",
    " - In training we'll use [Stratified k-fold](https://scikit-learn.org/stable/modules/cross_validation.html#stratified-k-fold) as a CV approach\n",
    " - We cannot use [Accuracy](https://ml-handbook.ru/chapters/model_evaluation/intro#%D0%B1%D0%B8%D0%BD%D0%B0%D1%80%D0%BD%D0%B0%D1%8F-%D0%BA%D0%BB%D0%B0%D1%81%D1%81%D0%B8%D1%84%D0%B8%D0%BA%D0%B0%D1%86%D0%B8%D1%8F-%D0%BC%D0%B5%D1%82%D0%BA%D0%B8-%D0%BA%D0%BB%D0%B0%D1%81%D1%81%D0%BE%D0%B2) as a metric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Categorical features vs Target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 918,
       "width": 1071
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "col_nums = 4\n",
    "row_nums = len(cat_cols) // col_nums + 1\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "for i, cat_feature in enumerate(cat_cols):\n",
    "    plt.subplot(row_nums, col_nums, i + 1)\n",
    "    g = sns.barplot(x=cat_feature, y=target_col, data=data, palette=\"muted\")\n",
    "    plt.xticks(rotation=20)\n",
    "\n",
    "plt.tight_layout(h_pad=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((5282, 20), (5268, 20))"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape, data.drop_duplicates().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that we have duplicates.  \n",
    "Let's remove them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop_duplicates(inplace=True)\n",
    "assert data.shape == data.drop_duplicates().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Outliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modelling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Pipeline**\n",
    "\n",
    "  - Preprocessing:\n",
    "      - For categorical data:\n",
    "          - Encode them with one-hot-encoding\n",
    "      - For numeric data:\n",
    "          - Fill in the gaps in the data (since logistic regression will not be able to work on such data, and feature scaling will not work)\n",
    "          - Scale the features to get a mean of 0 and a standard deviation of 1\n",
    "  - Trainng  \n",
    "  Doing cross-validation and searching for the best hyperparameters at the same time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_transformer = Pipeline(steps=[(\"imputer\", SimpleImputer()), (\"scaler\", StandardScaler())])\n",
    "categorical_transformer = OneHotEncoder(handle_unknown=\"ignore\")\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        (\"num\", numeric_transformer, num_cols),\n",
    "        (\"cat\", categorical_transformer, cat_cols),\n",
    "    ]\n",
    ")\n",
    "\n",
    "clf = Pipeline(\n",
    "    steps=[\n",
    "        (\"preprocessor\", preprocessor),\n",
    "        (\"classifier\", LogisticRegression(max_iter=1000, random_state=42)),\n",
    "    ]\n",
    ")\n",
    "\n",
    "param_grid = {\n",
    "    \"preprocessor__num__imputer__strategy\": [\"mean\", \"median\"],\n",
    "    \"classifier__C\": np.logspace(-2, 2, 100),\n",
    "}\n",
    "\n",
    "grid_search = GridSearchCV(clf, param_grid, cv=5, scoring=\"roc_auc\", n_jobs=-1, verbose=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's prepare data for training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(\"Churn\", axis=1)\n",
    "y = data[\"Churn\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 200 candidates, totalling 1000 fits\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=5,\n",
       "             estimator=Pipeline(steps=[('preprocessor',\n",
       "                                        ColumnTransformer(transformers=[('num',\n",
       "                                                                         Pipeline(steps=[('imputer',\n",
       "                                                                                          SimpleImputer()),\n",
       "                                                                                         ('scaler',\n",
       "                                                                                          StandardScaler())]),\n",
       "                                                                         ['ClientPeriod',\n",
       "                                                                          'MonthlySpending',\n",
       "                                                                          'TotalSpent']),\n",
       "                                                                        ('cat',\n",
       "                                                                         OneHotEncoder(handle_unknown='ignore'),\n",
       "                                                                         ['Sex',\n",
       "                                                                          'IsSeniorCitizen',\n",
       "                                                                          'HasPartner',\n",
       "                                                                          'HasChild',\n",
       "                                                                          'HasPhoneService',\n",
       "                                                                          'HasMultiplePho...\n",
       "       1.70735265e+01, 1.87381742e+01, 2.05651231e+01, 2.25701972e+01,\n",
       "       2.47707636e+01, 2.71858824e+01, 2.98364724e+01, 3.27454916e+01,\n",
       "       3.59381366e+01, 3.94420606e+01, 4.32876128e+01, 4.75081016e+01,\n",
       "       5.21400829e+01, 5.72236766e+01, 6.28029144e+01, 6.89261210e+01,\n",
       "       7.56463328e+01, 8.30217568e+01, 9.11162756e+01, 1.00000000e+02]),\n",
       "                         'preprocessor__num__imputer__strategy': ['mean',\n",
       "                                                                  'median']},\n",
       "             scoring='roc_auc', verbose=2)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best ROC-AUC value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "P2Yv3uYtEEZO"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.844534"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_score_.round(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'classifier__C': 52.140082879996896,\n",
       " 'preprocessor__num__imputer__strategy': 'median'}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search.best_params_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Leaderboard result: **0.84578**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gradient Boosting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Catboost with default hyperparameters\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Catboost with default hyperparams can give us one of the best baselines for tabular tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_valid, y_train, y_valid = train_test_split(data.drop(\"Churn\", axis=1), data[\"Churn\"], test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {\n",
    "    \"eval_metric\": metrics.AUC(),\n",
    "    \"random_seed\": 42,\n",
    "    \"logging_level\": \"Silent\",\n",
    "    \"use_best_model\": True,\n",
    "}\n",
    "train_pool = Pool(X_train, y_train, cat_features=cat_cols)\n",
    "validate_pool = Pool(X_valid, y_valid, cat_features=cat_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = CatBoostClassifier(**params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.fit(train_pool, eval_set=validate_pool);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions_probs = model.predict_proba(test)[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Leaderboard result: **0.84865**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can already see a bit of a gain comparing with tuned Logistic Regression.  \n",
    "We even:\n",
    "* Didn't impute missing values\n",
    "* Didn't scale data\n",
    "* Didn't encode categorical columns (by hands)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hyperparameter search for CatBoost Classifier using Optuna"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First step"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To begin with, we'll fix the number of trees to `20` (it should not be very large for the algorithm to learn quickly), tuning the remaining hyperparameters. Won't tune learning rate - CatBoost will choose it for us.\n",
    "\n",
    "Then, when constructing the final algorithm, we will increase the number of trees and find the corresponding value of the rate (leaving the rest of the parameters unchanged)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def objective(trial):\n",
    "\n",
    "    global train_pool\n",
    "\n",
    "    param = {\n",
    "        \"random_state\": 42,\n",
    "        \"eval_metric\": \"AUC\",\n",
    "        \"loss_function\": \"Logloss\",\n",
    "        \"auto_class_weights\": \"Balanced\",\n",
    "        \"logging_level\": \"Silent\",\n",
    "        \"n_estimators\": 20,\n",
    "        \"grow_policy\": trial.suggest_categorical(\"grow_policy\", [\"Lossguide\", \"SymmetricTree\", \"Depthwise\"]),\n",
    "        \"max_depth\": trial.suggest_int(\"max_depth\", 2, 10),\n",
    "        \"subsample\": trial.suggest_float(\"subsample\", 0.5, 1.0),\n",
    "        \"l2_leaf_reg\": trial.suggest_float(\"l2_leaf_reg\", 2.5, 4),\n",
    "        \"random_strength\": trial.suggest_float(\"random_strength\", 0.9, 1.4),\n",
    "        \"min_data_in_leaf\": trial.suggest_int(\"min_data_in_leaf\", 1, 5),\n",
    "        \"eta\": trial.suggest_float(\"eta\", 0.01, 0.3),\n",
    "    }\n",
    "\n",
    "    scores = cv(train_pool, param, fold_count=5)\n",
    "\n",
    "    return scores[\"test-AUC-mean\"].values[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "study = optuna.create_study(direction=\"maximize\")\n",
    "study.optimize(objective, n_trials=1, timeout=600, n_jobs=-1)  # replace number of trials with number > 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of finished trials: 1\n",
      "Best trial:\n",
      "  Params: \n",
      "    grow_policy: Depthwise\n",
      "    max_depth: 7\n",
      "    subsample: 0.7881618168739487\n",
      "    l2_leaf_reg: 3.0571847706461863\n",
      "    random_strength: 1.3854614608019413\n",
      "    min_data_in_leaf: 4\n",
      "    eta: 0.10344236709893088\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of finished trials: {}\".format(len(study.trials)))\n",
    "print(\"Best trial:\")\n",
    "trial = study.best_trial\n",
    "\n",
    "print(\"  Params: \")\n",
    "\n",
    "for key, value in trial.params.items():\n",
    "    print(\"    {}: {}\".format(key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Second step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def objective(trial):\n",
    "\n",
    "    global train_pool\n",
    "\n",
    "    param = {\n",
    "        \"grow_policy\": \"Lossguide\",\n",
    "        \"random_state\": 42,\n",
    "        \"eval_metric\": \"AUC\",\n",
    "        \"loss_function\": \"Logloss\",\n",
    "        \"auto_class_weights\": \"Balanced\",\n",
    "        \"logging_level\": \"Silent\",\n",
    "        \"n_estimators\": trial.suggest_int(\"n_estimators\", 50, 1000),\n",
    "        \"max_depth\": 5,\n",
    "        \"subsample\": 0.6345844481200155,\n",
    "        \"l2_leaf_reg\": 3.517593235923729,\n",
    "        \"random_strength\": 1.0156081716690806,\n",
    "        \"min_data_in_leaf\": 3,\n",
    "        \"eta\": 0.1634238665839478,\n",
    "    }\n",
    "\n",
    "    scores = cv(train_pool, param, fold_count=5)\n",
    "\n",
    "    return scores[\"test-AUC-mean\"].values[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "study = optuna.create_study(direction=\"maximize\")\n",
    "study.optimize(objective, n_trials=1, timeout=600, n_jobs=-1)  # replace number of trials with number > 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of finished trials: 1\n",
      "Best trial:\n",
      "  Params: \n",
      "    n_estimators: 363\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of finished trials: {}\".format(len(study.trials)))\n",
    "print(\"Best trial:\")\n",
    "trial = study.best_trial\n",
    "\n",
    "print(\"  Params: \")\n",
    "\n",
    "for key, value in trial.params.items():\n",
    "    print(\"    {}: {}\".format(key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training final classifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we will train the classifier with the best hyperparameters on the entire training dataset and test it on the test dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {\n",
    "    \"grow_policy\": \"Lossguide\",\n",
    "    \"random_state\": 42,\n",
    "    \"eval_metric\": \"AUC\",\n",
    "    \"loss_function\": \"Logloss\",\n",
    "    \"auto_class_weights\": \"Balanced\",\n",
    "    \"logging_level\": \"Silent\",\n",
    "    \"n_estimators\": 97,\n",
    "    \"max_depth\": 5,\n",
    "    \"subsample\": 0.6345844481200155,\n",
    "    \"l2_leaf_reg\": 3.517593235923729,\n",
    "    \"random_strength\": 1.0156081716690806,\n",
    "    \"min_data_in_leaf\": 3,\n",
    "    \"eta\": 0.1634238665839478,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_optimized = CatBoostClassifier(**params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_optimized.fit(data.drop(\"Churn\", axis=1), data[\"Churn\"], cat_features=cat_cols);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions_probs_optimized = model_optimized.predict_proba(test)[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Leaderboard [result](https://www.kaggle.com/competitions/advanced-dls-spring-2021/leaderboard): **0.85552**  \n",
    "\n",
    "And this result gives me the **15th place** out of 2,124 teams (currently)!"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:b25ae051-2ac9-4308-ba93-1d16483d905c.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dDMXbvNZEEZV"
   },
   "source": [
    "## Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "id": "FfSufx0CEEZZ"
   },
   "outputs": [],
   "source": [
    "submission = pd.read_csv(\"./submission.csv\")\n",
    "submission[\"Churn\"] = predictions_probs_optimized\n",
    "submission.to_csv(\"./my_submission_catboost_optimized_best.csv\", index=False)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "baseline.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "dls",
   "language": "python",
   "name": "dls"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}