predict-churn.ipynb

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   "source": [
    "# Как проверять?\n",
    "\n",
    "Ставьте полный балл, если выполнены все рекомендации или сделано что-то более интересное и сложное. За каждый отсустствующий пункт из рекомендации снижайте 1 балл.\n",
    "\n",
    "**Если решение верное, но не удовлетворяет вашим эстетическим предпочтениям, за это баллы снижать не нужно.**"
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    "tags": []
   },
   "source": [
    "# Первая часть. Исследование"
   ]
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn import preprocessing\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.ensemble import RandomForestClassifier, StackingClassifier\n",
    "from sklearn.pipeline import Pipeline"
   ]
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   "source": [
    "## Загрузка данных (2 балла)\n",
    "\n",
    "1) Посмотрите на случайные строчки. \n",
    "\n",
    "2) Посмотрите, есть ли в датасете незаполненные значения (nan'ы) с помощью data.isna() или data.info() и, если нужно, замените их на что-то. Будет хорошо, если вы построите табличку с количеством nan в каждой колонке."
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   "source": [
    "data_train = pd.read_csv('/kaggle/input/advanced-dls-spring-2021/train.csv')\n",
    "data_test = pd.read_csv('/kaggle/input/advanced-dls-spring-2021/test.csv')\n",
    "data_subm = pd.read_csv('/kaggle/input/advanced-dls-spring-2021/submission.csv')"
   ]
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    "# Для вашего удобства списки с именами разных колонок\n",
    "\n",
    "# Числовые признаки\n",
    "num_cols = [\n",
    "    'ClientPeriod',\n",
    "    'MonthlySpending',\n",
    "    'TotalSpent'\n",
    "]\n",
    "\n",
    "# Категориальные признаки\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'"
   ]
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     "text": [
      "Информация о тренировочных данных:\n",
      "<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",
      "None\n",
      "\n",
      "\n",
      " ---------------------------------------- \n",
      "\n",
      "\n",
      "Количество пустых значений для каждого параметра:\n",
      "ClientPeriod                0\n",
      "MonthlySpending             0\n",
      "TotalSpent                  0\n",
      "Sex                         0\n",
      "IsSeniorCitizen             0\n",
      "HasPartner                  0\n",
      "HasChild                    0\n",
      "HasPhoneService             0\n",
      "HasMultiplePhoneNumbers     0\n",
      "HasInternetService          0\n",
      "HasOnlineSecurityService    0\n",
      "HasOnlineBackup             0\n",
      "HasDeviceProtection         0\n",
      "HasTechSupportAccess        0\n",
      "HasOnlineTV                 0\n",
      "HasMovieSubscription        0\n",
      "HasContractPhone            0\n",
      "IsBillingPaperless          0\n",
      "PaymentMethod               0\n",
      "Churn                       0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Информация о тренировочных данных:')\n",
    "print(data_train.info())\n",
    "print(\"\\n\\n\", \"-\"*40, '\\n\\n')\n",
    "print('Количество пустых значений для каждого параметра:')\n",
    "print((data_train.isna() | data_train.isnull()).sum())"
   ]
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   "source": [
    "Выведем часть набора данных"
   ]
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   "source": [
    "## Анализ данных (3 балла)\n",
    "\n",
    "1) Для численных призанков постройте гистограмму (*plt.hist(...)*) или boxplot (*plt.boxplot(...)*). Для категориальных посчитайте количество каждого значения для каждого признака. Для каждой колонки надо сделать *data.value_counts()* и построить bar диаграммы *plt.bar(...)* или круговые диаграммы *plt.pie(...)* (хорошо, елси вы сможете это сделать на одном гарфике с помощью *plt.subplots(...)*). \n",
    "\n",
    "2) Посмотрите на распределение целевой переменной и скажите, являются ли классы несбалансированными.\n",
    "\n",
    "3) (Если будет желание) Поиграйте с разными библиотеками для визуализации - *sns*, *pandas_visual_analysis*, etc.\n",
    "\n",
    "Второй пункт очень важен, потому что существуют задачи классификации с несбалансированными классами. Например, это может значить, что в датасете намного больше примеров 0 класса. В таких случаях нужно 1) не использовать accuracy как метрику 2) использовать методы борьбы с imbalanced dataset (обычно если датасет сильно несбалансирован, т.е. класса 1 в 20 раз меньше класса 0)."
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    {
     "data": {
      "text/plain": [
       "(ClientPeriod                0\n",
       " MonthlySpending             0\n",
       " TotalSpent                  9\n",
       " Sex                         0\n",
       " IsSeniorCitizen             0\n",
       " HasPartner                  0\n",
       " HasChild                    0\n",
       " HasPhoneService             0\n",
       " HasMultiplePhoneNumbers     0\n",
       " HasInternetService          0\n",
       " HasOnlineSecurityService    0\n",
       " HasOnlineBackup             0\n",
       " HasDeviceProtection         0\n",
       " HasTechSupportAccess        0\n",
       " HasOnlineTV                 0\n",
       " HasMovieSubscription        0\n",
       " HasContractPhone            0\n",
       " IsBillingPaperless          0\n",
       " PaymentMethod               0\n",
       " Churn                       0\n",
       " dtype: int64,\n",
       " ClientPeriod                0\n",
       " MonthlySpending             0\n",
       " TotalSpent                  2\n",
       " Sex                         0\n",
       " IsSeniorCitizen             0\n",
       " HasPartner                  0\n",
       " HasChild                    0\n",
       " HasPhoneService             0\n",
       " HasMultiplePhoneNumbers     0\n",
       " HasInternetService          0\n",
       " HasOnlineSecurityService    0\n",
       " HasOnlineBackup             0\n",
       " HasDeviceProtection         0\n",
       " HasTechSupportAccess        0\n",
       " HasOnlineTV                 0\n",
       " HasMovieSubscription        0\n",
       " HasContractPhone            0\n",
       " IsBillingPaperless          0\n",
       " PaymentMethod               0\n",
       " dtype: int64)"
      ]
     },
     "execution_count": 5,
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     "output_type": "execute_result"
    }
   ],
   "source": [
    "# проверим наличие пустых строк в наборе данных\n",
    "\n",
    "(data_train == r' ').sum(), (data_test == ' ').sum()"
   ]
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   "source": [
    "# Видно, что признак TotalSpent содержит 11 пустых строк. \n",
    "# Заменим их на nan\n",
    "\n",
    "data_train.replace(r'^\\s*$', np.nan, regex=True, inplace=True)\n",
    "data_test.replace(r'^\\s*$', np.nan, regex=True, inplace=True)"
   ]
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       "  <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",
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       "      <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>NaN</td>\n",
       "      <td>Male</td>\n",
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       "      <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>NaN</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",
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       "    <tr>\n",
       "      <th>2543</th>\n",
       "      <td>0</td>\n",
       "      <td>19.70</td>\n",
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       "      <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>NaN</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>NaN</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>NaN</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>NaN</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>NaN</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>NaN</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        NaN    Male                0   \n",
       "1707             0            73.35        NaN  Female                0   \n",
       "2543             0            19.70        NaN    Male                0   \n",
       "3078             0            80.85        NaN  Female                0   \n",
       "3697             0            20.00        NaN  Female                0   \n",
       "4002             0            61.90        NaN    Male                0   \n",
       "4326             0            25.35        NaN    Male                0   \n",
       "4551             0            52.55        NaN  Female                0   \n",
       "4598             0            56.05        NaN  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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Посмотрим на данные строки\n",
    "\n",
    "data_train.sort_values(\"TotalSpent\").tail(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8b15f875",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:43.879558Z",
     "iopub.status.busy": "2023-03-25T16:18:43.878980Z",
     "iopub.status.idle": "2023-03-25T16:18:43.896091Z",
     "shell.execute_reply": "2023-03-25T16:18:43.894192Z"
    },
    "papermill": {
     "duration": 0.033789,
     "end_time": "2023-03-25T16:18:43.899426",
     "exception": false,
     "start_time": "2023-03-25T16:18:43.865637",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Видно, что данные клиенты только присоединились к компании, заменим nan на 0.\n",
    "\n",
    "data_train[\"TotalSpent\"] = data_train.TotalSpent.fillna(0).astype(float)\n",
    "data_test[\"TotalSpent\"] = data_test.TotalSpent.fillna(0).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e30b7591",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:43.924831Z",
     "iopub.status.busy": "2023-03-25T16:18:43.924232Z",
     "iopub.status.idle": "2023-03-25T16:18:43.935458Z",
     "shell.execute_reply": "2023-03-25T16:18:43.933611Z"
    },
    "papermill": {
     "duration": 0.027761,
     "end_time": "2023-03-25T16:18:43.938526",
     "exception": false,
     "start_time": "2023-03-25T16:18:43.910765",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Проверим, что больше нет пустых строк\n",
    "\n",
    "(data_train.TotalSpent == r' ').sum(), (data_test.TotalSpent == ' ').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5026f219",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:43.965065Z",
     "iopub.status.busy": "2023-03-25T16:18:43.964490Z",
     "iopub.status.idle": "2023-03-25T16:18:45.126151Z",
     "shell.execute_reply": "2023-03-25T16:18:45.124702Z"
    },
    "papermill": {
     "duration": 1.17893,
     "end_time": "2023-03-25T16:18:45.129799",
     "exception": false,
     "start_time": "2023-03-25T16:18:43.950869",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Посмотрим распределение по обучающей и тестовой выборке для числовых данных. \n",
    "# Для этого, необходимо объединить на одном графике данные\n",
    "\n",
    "for c in num_cols:\n",
    "    fig = plt.figure(figsize=(4,3))\n",
    "    tmp = pd.DataFrame()\n",
    "    tmp['train'] = data_train[c]\n",
    "    tmp['test'] = data_test[c]\n",
    "    tmp = tmp.melt().dropna()\n",
    "    ax = sns.histplot(data=tmp, x='value', hue='variable', stat='density', common_norm=False)\n",
    "    fig.patch.set_facecolor('xkcd:white')\n",
    "    ax.set(xlabel=c)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd7d2edc",
   "metadata": {
    "papermill": {
     "duration": 0.012236,
     "end_time": "2023-03-25T16:18:45.155321",
     "exception": false,
     "start_time": "2023-03-25T16:18:45.143085",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Видно, что числовые данные распределены равномерно на обоих выборках\n",
    "\n",
    "### Перейдем к анализу категориальных данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fc88801d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:45.183883Z",
     "iopub.status.busy": "2023-03-25T16:18:45.182784Z",
     "iopub.status.idle": "2023-03-25T16:18:45.226684Z",
     "shell.execute_reply": "2023-03-25T16:18:45.225296Z"
    },
    "papermill": {
     "duration": 0.061541,
     "end_time": "2023-03-25T16:18:45.229761",
     "exception": false,
     "start_time": "2023-03-25T16:18:45.168220",
     "status": "completed"
    },
    "tags": []
   },
   "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>column</th>\n",
       "      <th>num_uniq</th>\n",
       "      <th>count_uniq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sex</td>\n",
       "      <td>2</td>\n",
       "      <td>{'Male': 2655, 'Female': 2627}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IsSeniorCitizen</td>\n",
       "      <td>2</td>\n",
       "      <td>{0: 4440, 1: 842}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HasPartner</td>\n",
       "      <td>2</td>\n",
       "      <td>{'No': 2705, 'Yes': 2577}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HasChild</td>\n",
       "      <td>2</td>\n",
       "      <td>{'No': 3676, 'Yes': 1606}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HasPhoneService</td>\n",
       "      <td>2</td>\n",
       "      <td>{'Yes': 4761, 'No': 521}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>HasMultiplePhoneNumbers</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2511, 'Yes': 2250, 'No phone service': ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>HasInternetService</td>\n",
       "      <td>3</td>\n",
       "      <td>{'Fiber optic': 2341, 'DSL': 1800, 'No': 1141}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>HasOnlineSecurityService</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2612, 'Yes': 1529, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HasOnlineBackup</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2332, 'Yes': 1809, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>HasDeviceProtection</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2317, 'Yes': 1824, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HasTechSupportAccess</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2604, 'Yes': 1537, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>HasOnlineTV</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2099, 'Yes': 2042, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>HasMovieSubscription</td>\n",
       "      <td>3</td>\n",
       "      <td>{'No': 2081, 'Yes': 2060, 'No internet service...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>HasContractPhone</td>\n",
       "      <td>3</td>\n",
       "      <td>{'Month-to-month': 2920, 'Two year': 1280, 'On...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IsBillingPaperless</td>\n",
       "      <td>2</td>\n",
       "      <td>{'Yes': 3148, 'No': 2134}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PaymentMethod</td>\n",
       "      <td>4</td>\n",
       "      <td>{'Electronic check': 1786, 'Mailed check': 119...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      column  num_uniq  \\\n",
       "0                        Sex         2   \n",
       "1            IsSeniorCitizen         2   \n",
       "2                 HasPartner         2   \n",
       "3                   HasChild         2   \n",
       "4            HasPhoneService         2   \n",
       "5    HasMultiplePhoneNumbers         3   \n",
       "6         HasInternetService         3   \n",
       "7   HasOnlineSecurityService         3   \n",
       "8            HasOnlineBackup         3   \n",
       "9        HasDeviceProtection         3   \n",
       "10      HasTechSupportAccess         3   \n",
       "11               HasOnlineTV         3   \n",
       "12      HasMovieSubscription         3   \n",
       "13          HasContractPhone         3   \n",
       "14        IsBillingPaperless         2   \n",
       "15             PaymentMethod         4   \n",
       "\n",
       "                                           count_uniq  \n",
       "0                      {'Male': 2655, 'Female': 2627}  \n",
       "1                                   {0: 4440, 1: 842}  \n",
       "2                           {'No': 2705, 'Yes': 2577}  \n",
       "3                           {'No': 3676, 'Yes': 1606}  \n",
       "4                            {'Yes': 4761, 'No': 521}  \n",
       "5   {'No': 2511, 'Yes': 2250, 'No phone service': ...  \n",
       "6      {'Fiber optic': 2341, 'DSL': 1800, 'No': 1141}  \n",
       "7   {'No': 2612, 'Yes': 1529, 'No internet service...  \n",
       "8   {'No': 2332, 'Yes': 1809, 'No internet service...  \n",
       "9   {'No': 2317, 'Yes': 1824, 'No internet service...  \n",
       "10  {'No': 2604, 'Yes': 1537, 'No internet service...  \n",
       "11  {'No': 2099, 'Yes': 2042, 'No internet service...  \n",
       "12  {'No': 2081, 'Yes': 2060, 'No internet service...  \n",
       "13  {'Month-to-month': 2920, 'Two year': 1280, 'On...  \n",
       "14                          {'Yes': 3148, 'No': 2134}  \n",
       "15  {'Electronic check': 1786, 'Mailed check': 119...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Посмотрим количесво уникальных значений для каждого признака\n",
    "\n",
    "out = list()\n",
    "for column in cat_cols:\n",
    "    out.append([column, data_train[column].nunique(), dict(data_train[column].value_counts())])\n",
    "pd.DataFrame(out, columns=['column', 'num_uniq', 'count_uniq'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ac200d07",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:45.258183Z",
     "iopub.status.busy": "2023-03-25T16:18:45.257564Z",
     "iopub.status.idle": "2023-03-25T16:18:48.649279Z",
     "shell.execute_reply": "2023-03-25T16:18:48.647481Z"
    },
    "papermill": {
     "duration": 3.41104,
     "end_time": "2023-03-25T16:18:48.653776",
     "exception": false,
     "start_time": "2023-03-25T16:18:45.242736",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1600x1600 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# посмотрим распределение данных по признакам:\n",
    "fig, ax = plt.subplots(4, 4, figsize=(16,16))\n",
    "ax = ax.ravel()\n",
    "\n",
    "for i, column in enumerate(cat_cols):        \n",
    "    tmp = pd.DataFrame()\n",
    "    tmp['train'] = data_train[column].value_counts()\n",
    "    tmp['test'] = data_test[column].value_counts()\n",
    "    tmp = tmp.reset_index(drop=False)\n",
    "    tmp = tmp.melt(id_vars=['index']).dropna()\n",
    "    tmp['index'] = tmp['index'].astype('str')\n",
    "#     print(tmp, '\\n')\n",
    "    sns.barplot(ax=ax[i], data=tmp, x='index', y='value', hue='variable')\n",
    "    ax[i].set(ylabel=column)\n",
    "    fig.patch.set_facecolor('xkcd:white')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fe97b3a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:48.688847Z",
     "iopub.status.busy": "2023-03-25T16:18:48.688301Z",
     "iopub.status.idle": "2023-03-25T16:18:48.939426Z",
     "shell.execute_reply": "2023-03-25T16:18:48.935812Z"
    },
    "papermill": {
     "duration": 0.27286,
     "end_time": "2023-03-25T16:18:48.943174",
     "exception": false,
     "start_time": "2023-03-25T16:18:48.670314",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# для выходного признака:\n",
    "data_train[target_col].value_counts().plot.bar(rot=0, grid=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4b9fecb",
   "metadata": {
    "papermill": {
     "duration": 0.02077,
     "end_time": "2023-03-25T16:18:48.985444",
     "exception": false,
     "start_time": "2023-03-25T16:18:48.964674",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Видно, что, в целом, данные между тестовой и обучающей выборками распределены одинаково. Наиболее неравномерные признаки для обоих выборок: \n",
    "* IsSeniorCitizen\n",
    "* HasPhoneService\n",
    "* Churn - целевой признак\n",
    "<br><br><br>\n",
    "Попробуем построить корреляционную диаграмму всех признаков. Для этого, выполним labelEncoding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a069c6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:49.030816Z",
     "iopub.status.busy": "2023-03-25T16:18:49.029920Z",
     "iopub.status.idle": "2023-03-25T16:18:49.073390Z",
     "shell.execute_reply": "2023-03-25T16:18:49.071531Z"
    },
    "papermill": {
     "duration": 0.071168,
     "end_time": "2023-03-25T16:18:49.077064",
     "exception": false,
     "start_time": "2023-03-25T16:18:49.005896",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "le = preprocessing.LabelEncoder()\n",
    "data_train_corr = data_train.copy()\n",
    "for col in cat_cols:\n",
    "    data_train_corr[col] = le.fit_transform(data_train_corr[col])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "db17e5b5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:49.113790Z",
     "iopub.status.busy": "2023-03-25T16:18:49.113238Z",
     "iopub.status.idle": "2023-03-25T16:18:51.730720Z",
     "shell.execute_reply": "2023-03-25T16:18:51.729569Z"
    },
    "papermill": {
     "duration": 2.644089,
     "end_time": "2023-03-25T16:18:51.738374",
     "exception": false,
     "start_time": "2023-03-25T16:18:49.094285",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data=data_train_corr.corr(),\n",
    "            annot=True,\n",
    "            cmap=\"coolwarm\",\n",
    "            center=0,\n",
    "            ax=plt.subplots(figsize=(15,10))[1])\n",
    "\n",
    "del data_train_corr # delete this df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11ae3374",
   "metadata": {
    "papermill": {
     "duration": 0.026358,
     "end_time": "2023-03-25T16:18:51.791695",
     "exception": false,
     "start_time": "2023-03-25T16:18:51.765337",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Видно, что с целевым признаком, ни один из обучающих признаков, коррелируют не сильно. <br>\n",
    "### Для дальнейшей работы, проведем One-hot кодирование"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8e94e7db",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:51.844810Z",
     "iopub.status.busy": "2023-03-25T16:18:51.843235Z",
     "iopub.status.idle": "2023-03-25T16:18:51.879637Z",
     "shell.execute_reply": "2023-03-25T16:18:51.878148Z"
    },
    "papermill": {
     "duration": 0.065828,
     "end_time": "2023-03-25T16:18:51.882843",
     "exception": false,
     "start_time": "2023-03-25T16:18:51.817015",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "data_train_dumm = pd.get_dummies(data=data_train, columns=cat_cols)\n",
    "# data_train_dumm.info() # проверить\n",
    "\n",
    "# выделим оригинальные данные\n",
    "x_train_orig = data_train.iloc[:, :-1].copy()\n",
    "y_train_orig = data_train.iloc[:, -1].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd7f2e9",
   "metadata": {
    "papermill": {
     "duration": 0.02353,
     "end_time": "2023-03-25T16:18:51.931062",
     "exception": false,
     "start_time": "2023-03-25T16:18:51.907532",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "В результате one-hot кодирования, размер dataset уменьшился в 2 раза. Далее, необходимо выделить целевую составляющую из dataset, выполнить one-hot кодирование тестовых данных и провести нормирование всех данных."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a0a7503e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:51.982527Z",
     "iopub.status.busy": "2023-03-25T16:18:51.981946Z",
     "iopub.status.idle": "2023-03-25T16:18:52.019164Z",
     "shell.execute_reply": "2023-03-25T16:18:52.018067Z"
    },
    "papermill": {
     "duration": 0.066938,
     "end_time": "2023-03-25T16:18:52.022141",
     "exception": false,
     "start_time": "2023-03-25T16:18:51.955203",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# выделение целевого признака\n",
    "y_train_norm = data_train_dumm[target_col].copy()\n",
    "x_train_dumm = data_train_dumm.drop(columns=target_col)\n",
    "#x_train.info() # проверить\n",
    "\n",
    "# one-hot кодирование\n",
    "x_test_dumm = pd.get_dummies(data=data_test, columns=cat_cols)\n",
    "# x_test.info() # проверить\n",
    "\n",
    "# нормировка\n",
    "scaler = StandardScaler()\n",
    "x_train_norm = x_train_dumm.copy()\n",
    "x_test_norm = x_test_dumm.copy()\n",
    "x_train_norm[num_cols] = scaler.fit_transform(x_train_dumm[num_cols])\n",
    "x_test_norm[num_cols] = scaler.transform(x_test_dumm[num_cols])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d9ab941",
   "metadata": {
    "id": "DviiJd8REEZK",
    "papermill": {
     "duration": 0.02268,
     "end_time": "2023-03-25T16:18:52.068125",
     "exception": false,
     "start_time": "2023-03-25T16:18:52.045445",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Применение линейных моделей (3 балла)\n",
    "\n",
    "1) С помощью кроссвалидации или разделения на train/valid выборку протестируйте разные значения гиперпараметра C и выберите лучший (можно тестировать С=100, 10, 1, 0.1, 0.01, 0.001) по метрике ROC-AUC. \n",
    "\n",
    "Если вы разделяете на train/valid, то используйте LogisticRegressionCV. Он сам при вызове .fit() подберет параметр С. (не забудьте передать scroing='roc_auc', чтобы при кроссвалидации сравнивались значения этой метрики, и refit=True, чтобы при потом модель обучилась на всем датасете с лучшим параметром C). \n",
    "\n",
    "\n",
    "(более сложный вариант) Если вы будете использовать кроссвалидацию, то преобразования данных и LogisticRegression нужно соединить в один Pipeline с помощью make_pipeline, как это делалось во втором семинаре. Потом pipeline надо передать в GridSearchCV. Для one-hot-encoding'a можно испльзовать комбинацию LabelEncoder + OneHotEncoder (сначала превращаем строчки в числа, а потом числа првращаем в one-hot вектора.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3a1abbca",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:52.117288Z",
     "iopub.status.busy": "2023-03-25T16:18:52.116747Z",
     "iopub.status.idle": "2023-03-25T16:18:52.156818Z",
     "shell.execute_reply": "2023-03-25T16:18:52.155603Z"
    },
    "id": "xHCLDmwqEEZL",
    "papermill": {
     "duration": 0.068713,
     "end_time": "2023-03-25T16:18:52.159833",
     "exception": false,
     "start_time": "2023-03-25T16:18:52.091120",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression, LogisticRegressionCV\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.preprocessing import StandardScaler, RobustScaler, LabelEncoder, OneHotEncoder\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.feature_selection import SelectPercentile, chi2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c7e66ab",
   "metadata": {
    "papermill": {
     "duration": 0.023471,
     "end_time": "2023-03-25T16:18:52.207430",
     "exception": false,
     "start_time": "2023-03-25T16:18:52.183959",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Создадим Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5dca75ff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:52.259083Z",
     "iopub.status.busy": "2023-03-25T16:18:52.258039Z",
     "iopub.status.idle": "2023-03-25T16:18:52.266070Z",
     "shell.execute_reply": "2023-03-25T16:18:52.264992Z"
    },
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     "duration": 0.036764,
     "end_time": "2023-03-25T16:18:52.268552",
     "exception": false,
     "start_time": "2023-03-25T16:18:52.231788",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# для числовых данных - StandardScaler\n",
    "numeric_transformer = Pipeline(\n",
    "    steps=[(\"scaler\", StandardScaler())]\n",
    ")\n",
    "# для категориальных данных - OneHotEncoder\n",
    "categorical_transformer = Pipeline(\n",
    "    steps=[\n",
    "        (\"encoder\", OneHotEncoder(handle_unknown=\"ignore\")),\n",
    "    ]\n",
    ")\n",
    "\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        (\"num\", numeric_transformer, num_cols),\n",
    "        (\"cat\", categorical_transformer, cat_cols),\n",
    "    ]\n",
    ")\n",
    "\n",
    "\n",
    "clf = Pipeline(\n",
    "    steps=[(\"preprocessor\", preprocessor), \n",
    "           (\"classifier\", LogisticRegression(solver=\"saga\", \n",
    "                                             max_iter=1000, \n",
    "                                             random_state=42))]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8e6aad4f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:18:52.320832Z",
     "iopub.status.busy": "2023-03-25T16:18:52.319863Z",
     "iopub.status.idle": "2023-03-25T16:19:22.842008Z",
     "shell.execute_reply": "2023-03-25T16:19:22.840241Z"
    },
    "papermill": {
     "duration": 30.577062,
     "end_time": "2023-03-25T16:19:22.868891",
     "exception": false,
     "start_time": "2023-03-25T16:18:52.291829",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 12 candidates, totalling 60 fits\n",
      "best score: 0.8451222694111646\n",
      "best params: {'classifier__C': 100, 'classifier__penalty': 'l1'}\n"
     ]
    }
   ],
   "source": [
    "# %%time\n",
    "param_grid = {\n",
    "    'classifier__penalty': ['l1', 'l2'],\n",
    "    'classifier__C': [0.001, 0.01, 0.1, 1, 10, 100],\n",
    "}\n",
    "\n",
    "grid_search = GridSearchCV(\n",
    "    estimator=clf,\n",
    "    param_grid=param_grid,\n",
    "    scoring=\"roc_auc\",\n",
    "    n_jobs=-1,\n",
    "    cv=5,\n",
    "    verbose=1, \n",
    "    refit=True,\n",
    ")\n",
    "\n",
    "search_CV = grid_search.fit(x_train_orig, y_train_orig)\n",
    "\n",
    "print(f\"best score: {search_CV.best_score_}\")\n",
    "print(f\"best params: {search_CV.best_params_}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "580f575e",
   "metadata": {
    "id": "uVahy6JKEEZQ",
    "papermill": {
     "duration": 0.024,
     "end_time": "2023-03-25T16:19:22.917640",
     "exception": false,
     "start_time": "2023-03-25T16:19:22.893640",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "В результате, лучший результат получился при резуляризации \"l1\"\n",
    "и при С = 100 <br>\n",
    "ROC_AUC = 0.845"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fb7f3d5",
   "metadata": {
    "id": "BlTeVy7fEEZR",
    "papermill": {
     "duration": 0.023662,
     "end_time": "2023-03-25T16:19:22.965429",
     "exception": false,
     "start_time": "2023-03-25T16:19:22.941767",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Применение градиентного бустинга (2 балла)\n",
    "\n",
    "1) Разделите выборку на train/valid. Протестируйте catboost cо стандартными параметрами.\n",
    "\n",
    "2) Протестируйте разные занчения параметроа количества деревьев и learning_rate'а и выберите лучшую по метрике ROC-AUC комбинацию. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a3f545e6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:19:23.017349Z",
     "iopub.status.busy": "2023-03-25T16:19:23.016726Z",
     "iopub.status.idle": "2023-03-25T16:19:23.061620Z",
     "shell.execute_reply": "2023-03-25T16:19:23.060086Z"
    },
    "papermill": {
     "duration": 0.075149,
     "end_time": "2023-03-25T16:19:23.064843",
     "exception": false,
     "start_time": "2023-03-25T16:19:22.989694",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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       "      <td>No</td>\n",
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       "      <td>Yes</td>\n",
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       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
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       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</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>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4489 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ClientPeriod  MonthlySpending  TotalSpent     Sex  IsSeniorCitizen  \\\n",
       "219              1            45.30       45.30  Female                0   \n",
       "2012             1            20.35       20.35    Male                0   \n",
       "1288             5            20.45      106.90    Male                0   \n",
       "5178             6            49.15      295.65    Male                0   \n",
       "121              3            41.35      107.25    Male                0   \n",
       "...            ...              ...         ...     ...              ...   \n",
       "4895            69           106.50     7348.80    Male                0   \n",
       "4671            15            56.15      931.90  Female                0   \n",
       "4486             4            56.75      245.15    Male                0   \n",
       "5192             1            69.65       69.65    Male                0   \n",
       "2993            56            64.65     3665.55    Male                0   \n",
       "\n",
       "     HasPartner HasChild HasPhoneService HasMultiplePhoneNumbers  \\\n",
       "219          No       No             Yes                      No   \n",
       "2012         No       No             Yes                      No   \n",
       "1288         No      Yes             Yes                      No   \n",
       "5178        Yes      Yes             Yes                      No   \n",
       "121          No       No              No        No phone service   \n",
       "...         ...      ...             ...                     ...   \n",
       "4895         No       No             Yes                     Yes   \n",
       "4671         No       No             Yes                      No   \n",
       "4486         No       No             Yes                      No   \n",
       "5192         No       No             Yes                      No   \n",
       "2993         No       No             Yes                     Yes   \n",
       "\n",
       "     HasInternetService HasOnlineSecurityService      HasOnlineBackup  \\\n",
       "219                 DSL                       No                   No   \n",
       "2012                 No      No internet service  No internet service   \n",
       "1288                 No      No internet service  No internet service   \n",
       "5178                DSL                      Yes                   No   \n",
       "121                 DSL                      Yes                   No   \n",
       "...                 ...                      ...                  ...   \n",
       "4895        Fiber optic                       No                   No   \n",
       "4671                DSL                       No                   No   \n",
       "4486                DSL                      Yes                   No   \n",
       "5192        Fiber optic                       No                   No   \n",
       "2993                DSL                      Yes                  Yes   \n",
       "\n",
       "      HasDeviceProtection HasTechSupportAccess          HasOnlineTV  \\\n",
       "219                    No                   No                   No   \n",
       "2012  No internet service  No internet service  No internet service   \n",
       "1288  No internet service  No internet service  No internet service   \n",
       "5178                   No                   No                   No   \n",
       "121                   Yes                  Yes                   No   \n",
       "...                   ...                  ...                  ...   \n",
       "4895                  Yes                  Yes                  Yes   \n",
       "4671                   No                   No                  Yes   \n",
       "4486                  Yes                   No                   No   \n",
       "5192                   No                   No                   No   \n",
       "2993                   No                  Yes                   No   \n",
       "\n",
       "     HasMovieSubscription HasContractPhone IsBillingPaperless  \\\n",
       "219                    No   Month-to-month                 No   \n",
       "2012  No internet service   Month-to-month                 No   \n",
       "1288  No internet service         Two year                 No   \n",
       "5178                   No   Month-to-month                Yes   \n",
       "121                    No   Month-to-month                 No   \n",
       "...                   ...              ...                ...   \n",
       "4895                  Yes         Two year                Yes   \n",
       "4671                   No         One year                 No   \n",
       "4486                   No   Month-to-month                 No   \n",
       "5192                   No   Month-to-month                Yes   \n",
       "2993                   No         One year                Yes   \n",
       "\n",
       "                  PaymentMethod  \n",
       "219                Mailed check  \n",
       "2012               Mailed check  \n",
       "1288               Mailed check  \n",
       "5178           Electronic check  \n",
       "121                Mailed check  \n",
       "...                         ...  \n",
       "4895  Bank transfer (automatic)  \n",
       "4671               Mailed check  \n",
       "4486           Electronic check  \n",
       "5192           Electronic check  \n",
       "2993  Bank transfer (automatic)  \n",
       "\n",
       "[4489 rows x 19 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train, x_valid, y_train, y_valid = train_test_split(x_train_orig, y_train_orig, train_size=0.85, random_state=420)\n",
    "x_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e4952e70",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:19:23.117529Z",
     "iopub.status.busy": "2023-03-25T16:19:23.116062Z",
     "iopub.status.idle": "2023-03-25T16:20:01.196683Z",
     "shell.execute_reply": "2023-03-25T16:20:01.194972Z"
    },
    "papermill": {
     "duration": 38.111196,
     "end_time": "2023-03-25T16:20:01.200832",
     "exception": false,
     "start_time": "2023-03-25T16:19:23.089636",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "bestTest = 0.8414867818\n",
      "bestIteration = 192\n",
      "\n",
      "0:\tloss: 0.8414868\tbest: 0.8414868 (0)\ttotal: 1.57s\tremaining: 21.9s\n",
      "\n",
      "bestTest = 0.8412772073\n",
      "bestIteration = 194\n",
      "\n",
      "1:\tloss: 0.8412772\tbest: 0.8414868 (0)\ttotal: 3.03s\tremaining: 19.7s\n",
      "\n",
      "bestTest = 0.8422083171\n",
      "bestIteration = 172\n",
      "\n",
      "2:\tloss: 0.8422083\tbest: 0.8422083 (2)\ttotal: 4.42s\tremaining: 17.7s\n",
      "\n",
      "bestTest = 0.8441453849\n",
      "bestIteration = 144\n",
      "\n",
      "3:\tloss: 0.8441454\tbest: 0.8441454 (3)\ttotal: 5.81s\tremaining: 16s\n",
      "\n",
      "bestTest = 0.8432651717\n",
      "bestIteration = 133\n",
      "\n",
      "4:\tloss: 0.8432652\tbest: 0.8441454 (3)\ttotal: 7.01s\tremaining: 14s\n",
      "\n",
      "bestTest = 0.84217239\n",
      "bestIteration = 115\n",
      "\n",
      "5:\tloss: 0.8421724\tbest: 0.8441454 (3)\ttotal: 8.64s\tremaining: 13s\n",
      "\n",
      "bestTest = 0.8430406275\n",
      "bestIteration = 139\n",
      "\n",
      "6:\tloss: 0.8430406\tbest: 0.8441454 (3)\ttotal: 10.3s\tremaining: 11.8s\n",
      "\n",
      "bestTest = 0.8435316308\n",
      "bestIteration = 183\n",
      "\n",
      "7:\tloss: 0.8435316\tbest: 0.8441454 (3)\ttotal: 11.9s\tremaining: 10.4s\n",
      "\n",
      "bestTest = 0.8441573606\n",
      "bestIteration = 106\n",
      "\n",
      "8:\tloss: 0.8441574\tbest: 0.8441574 (8)\ttotal: 13.6s\tremaining: 9.04s\n",
      "\n",
      "bestTest = 0.8423699889\n",
      "bestIteration = 198\n",
      "\n",
      "9:\tloss: 0.8423700\tbest: 0.8441574 (8)\ttotal: 15.4s\tremaining: 7.7s\n",
      "\n",
      "bestTest = 0.8418700039\n",
      "bestIteration = 188\n",
      "\n",
      "10:\tloss: 0.8418700\tbest: 0.8441574 (8)\ttotal: 17.8s\tremaining: 6.47s\n",
      "\n",
      "bestTest = 0.8413281039\n",
      "bestIteration = 19\n",
      "\n",
      "11:\tloss: 0.8413281\tbest: 0.8441574 (8)\ttotal: 20.2s\tremaining: 5.05s\n",
      "\n",
      "bestTest = 0.8400736505\n",
      "bestIteration = 197\n",
      "\n",
      "12:\tloss: 0.8400737\tbest: 0.8441574 (8)\ttotal: 22.7s\tremaining: 3.49s\n",
      "\n",
      "bestTest = 0.8422292746\n",
      "bestIteration = 95\n",
      "\n",
      "13:\tloss: 0.8422293\tbest: 0.8441574 (8)\ttotal: 25s\tremaining: 1.79s\n",
      "\n",
      "bestTest = 0.8413819946\n",
      "bestIteration = 199\n",
      "\n",
      "14:\tloss: 0.8413820\tbest: 0.8441574 (8)\ttotal: 27.3s\tremaining: 0us\n",
      "Estimating final quality...\n",
      "Training on fold [0/5]\n",
      "\n",
      "bestTest = 0.8350259257\n",
      "bestIteration = 199\n",
      "\n",
      "Training on fold [1/5]\n",
      "\n",
      "bestTest = 0.8292639692\n",
      "bestIteration = 199\n",
      "\n",
      "Training on fold [2/5]\n",
      "\n",
      "bestTest = 0.8420742467\n",
      "bestIteration = 199\n",
      "\n",
      "Training on fold [3/5]\n",
      "\n",
      "bestTest = 0.8681159134\n",
      "bestIteration = 197\n",
      "\n",
      "Training on fold [4/5]\n",
      "\n",
      "bestTest = 0.8408049562\n",
      "bestIteration = 198\n",
      "\n",
      "CPU times: user 1min 40s, sys: 14.7 s, total: 1min 55s\n",
      "Wall time: 38.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import catboost\n",
    "\n",
    "model = catboost.CatBoostClassifier(iterations=200, \n",
    "                                    eval_metric='AUC:hints=skip_train~false',\n",
    "                                    loss_function='CrossEntropy',\n",
    "                                    learning_rate = 0.01,\n",
    "                                    cat_features=cat_cols,\n",
    "                                    silent = True,\n",
    "                                    random_seed=42,)\n",
    "grid = {\n",
    "    \"depth\": [3, 4, 6],\n",
    "    \"l2_leaf_reg\": [0.001, 0.01, 0.1, 1, 10],\n",
    "}\n",
    "\n",
    "\n",
    "grid_search_result = model.grid_search(grid,\n",
    "                                       X=x_train,\n",
    "                                       y=y_train,\n",
    "                                       cv=5, \n",
    "                                       refit=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "caf4b487",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:20:01.257539Z",
     "iopub.status.busy": "2023-03-25T16:20:01.256538Z",
     "iopub.status.idle": "2023-03-25T16:20:01.263961Z",
     "shell.execute_reply": "2023-03-25T16:20:01.263007Z"
    },
    "papermill": {
     "duration": 0.038658,
     "end_time": "2023-03-25T16:20:01.266529",
     "exception": false,
     "start_time": "2023-03-25T16:20:01.227871",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'depth': 4, 'l2_leaf_reg': 1}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_search_result['params']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a9adcc92",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:20:01.322169Z",
     "iopub.status.busy": "2023-03-25T16:20:01.321085Z",
     "iopub.status.idle": "2023-03-25T16:20:11.968526Z",
     "shell.execute_reply": "2023-03-25T16:20:11.967461Z"
    },
    "papermill": {
     "duration": 10.678978,
     "end_time": "2023-03-25T16:20:11.971647",
     "exception": false,
     "start_time": "2023-03-25T16:20:01.292669",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:\tlearn: 0.7484503\ttest: 0.7484503\ttest1: 0.7424701\tbest: 0.7424701 (0)\ttotal: 12.9ms\tremaining: 12.9s\n",
      "200:\tlearn: 0.8507648\ttest: 0.8502991\ttest1: 0.8468426\tbest: 0.8469435 (194)\ttotal: 1.93s\tremaining: 7.65s\n",
      "400:\tlearn: 0.8574818\ttest: 0.8559754\ttest1: 0.8506076\tbest: 0.8507085 (384)\ttotal: 3.83s\tremaining: 5.72s\n",
      "600:\tlearn: 0.8616007\ttest: 0.8585990\ttest1: 0.8515488\tbest: 0.8515741 (598)\ttotal: 5.85s\tremaining: 3.88s\n",
      "800:\tlearn: 0.8654127\ttest: 0.8606193\ttest1: 0.8515278\tbest: 0.8518976 (660)\ttotal: 8.11s\tremaining: 2.01s\n",
      "999:\tlearn: 0.8696085\ttest: 0.8633608\ttest1: 0.8520699\tbest: 0.8522758 (917)\ttotal: 10.3s\tremaining: 0us\n",
      "\n",
      "bestTest = 0.8522757832\n",
      "bestIteration = 917\n",
      "\n",
      "Shrink model to first 918 iterations.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8522757832459326"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = catboost.CatBoostClassifier(iterations=1000, \n",
    "                                    eval_metric='AUC:hints=skip_train~false',\n",
    "                                    loss_function='CrossEntropy',\n",
    "                                    depth = 4,\n",
    "                                    cat_features = cat_cols,\n",
    "                                    l2_leaf_reg = 1,\n",
    "                                    learning_rate = 0.01,\n",
    "                                    verbose = 200,\n",
    "                                    random_seed=42)\n",
    "\n",
    "model.fit(x_train, y_train, \n",
    "             eval_set=[(x_train, y_train), \n",
    "                        (x_valid, y_valid)])\n",
    "\n",
    "y_valid_predicted = model.predict_proba(x_valid)[:, 1]\n",
    "roc_auc_score(y_valid, y_valid_predicted)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4626186e",
   "metadata": {
    "papermill": {
     "duration": 0.026425,
     "end_time": "2023-03-25T16:20:12.026297",
     "exception": false,
     "start_time": "2023-03-25T16:20:11.999872",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2d943260",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:20:12.082801Z",
     "iopub.status.busy": "2023-03-25T16:20:12.081682Z",
     "iopub.status.idle": "2023-03-25T16:20:19.967494Z",
     "shell.execute_reply": "2023-03-25T16:20:19.966155Z"
    },
    "papermill": {
     "duration": 7.917844,
     "end_time": "2023-03-25T16:20:19.971068",
     "exception": false,
     "start_time": "2023-03-25T16:20:12.053224",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-logloss:0.68837\tvalidation_1-logloss:0.68871\n",
      "[200]\tvalidation_0-logloss:0.38041\tvalidation_1-logloss:0.42799\n",
      "[400]\tvalidation_0-logloss:0.33298\tvalidation_1-logloss:0.41581\n",
      "[600]\tvalidation_0-logloss:0.31487\tvalidation_1-logloss:0.41763\n",
      "[800]\tvalidation_0-logloss:0.30134\tvalidation_1-logloss:0.41967\n",
      "[999]\tvalidation_0-logloss:0.28775\tvalidation_1-logloss:0.42062\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8404304491058222"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from xgboost import XGBClassifier\n",
    "\n",
    "xgbClass = XGBClassifier(random_state=420, \n",
    "                         n_estimators=1000, \n",
    "                         max_depth=6,\n",
    "                         learning_rate=0.01,\n",
    "                         enable_categorical=True,\n",
    "                         tree_method=\"hist\",)\n",
    "\n",
    "x_train[cat_cols] = x_train[cat_cols].astype(\"category\")\n",
    "x_valid[cat_cols] = x_valid[cat_cols].astype(\"category\")\n",
    "\n",
    "xgbClass.fit(x_train, y_train, \n",
    "             eval_set=[(x_train, y_train), \n",
    "                        (x_valid, y_valid)],\n",
    "             verbose = 200)\n",
    "\n",
    "y_valid_predicted = xgbClass.predict_proba(x_valid)[:, 1]\n",
    "roc_auc_score(y_valid, y_valid_predicted)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7806f23",
   "metadata": {
    "papermill": {
     "duration": 0.026577,
     "end_time": "2023-03-25T16:20:20.026315",
     "exception": false,
     "start_time": "2023-03-25T16:20:19.999738",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Стэкинг"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1ed68983",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:20:20.084087Z",
     "iopub.status.busy": "2023-03-25T16:20:20.083037Z",
     "iopub.status.idle": "2023-03-25T16:21:03.942815Z",
     "shell.execute_reply": "2023-03-25T16:21:03.941389Z"
    },
    "papermill": {
     "duration": 43.892333,
     "end_time": "2023-03-25T16:21:03.945906",
     "exception": false,
     "start_time": "2023-03-25T16:20:20.053573",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:\tlearn: 0.7865840\ttotal: 3.08ms\tremaining: 15.4s\n",
      "200:\tlearn: 0.8488249\ttotal: 562ms\tremaining: 13.4s\n",
      "400:\tlearn: 0.8525769\ttotal: 1.14s\tremaining: 13s\n",
      "600:\tlearn: 0.8564979\ttotal: 1.72s\tremaining: 12.6s\n",
      "800:\tlearn: 0.8600609\ttotal: 2.31s\tremaining: 12.1s\n",
      "1000:\tlearn: 0.8645534\ttotal: 2.87s\tremaining: 11.5s\n",
      "1200:\tlearn: 0.8689150\ttotal: 3.45s\tremaining: 10.9s\n",
      "1400:\tlearn: 0.8730504\ttotal: 4.02s\tremaining: 10.3s\n",
      "1600:\tlearn: 0.8770433\ttotal: 4.6s\tremaining: 9.76s\n",
      "1800:\tlearn: 0.8803650\ttotal: 5.11s\tremaining: 9.08s\n",
      "2000:\tlearn: 0.8834393\ttotal: 5.65s\tremaining: 8.47s\n",
      "2200:\tlearn: 0.8862635\ttotal: 6.26s\tremaining: 7.96s\n",
      "2400:\tlearn: 0.8890408\ttotal: 6.86s\tremaining: 7.42s\n",
      "2600:\tlearn: 0.8914529\ttotal: 7.42s\tremaining: 6.84s\n",
      "2800:\tlearn: 0.8941312\ttotal: 7.94s\tremaining: 6.23s\n",
      "3000:\tlearn: 0.8967707\ttotal: 8.45s\tremaining: 5.63s\n",
      "3200:\tlearn: 0.8994125\ttotal: 9.02s\tremaining: 5.07s\n",
      "3400:\tlearn: 0.9020050\ttotal: 9.61s\tremaining: 4.52s\n",
      "3600:\tlearn: 0.9042722\ttotal: 10.1s\tremaining: 3.93s\n",
      "3800:\tlearn: 0.9064340\ttotal: 10.7s\tremaining: 3.39s\n",
      "4000:\tlearn: 0.9083560\ttotal: 11.3s\tremaining: 2.82s\n",
      "4200:\tlearn: 0.9104423\ttotal: 11.8s\tremaining: 2.24s\n",
      "4400:\tlearn: 0.9125888\ttotal: 12.3s\tremaining: 1.67s\n",
      "4600:\tlearn: 0.9147771\ttotal: 12.7s\tremaining: 1.1s\n",
      "4800:\tlearn: 0.9167970\ttotal: 13.2s\tremaining: 547ms\n",
      "4999:\tlearn: 0.9188848\ttotal: 13.7s\tremaining: 0us\n",
      "CPU times: user 35 s, sys: 9.87 s, total: 44.8 s\n",
      "Wall time: 43.8 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "StackingClassifier(estimators=[('logreg',\n",
       "                                LogisticRegression(C=100, max_iter=1000,\n",
       "                                                   penalty='l1',\n",
       "                                                   random_state=42,\n",
       "                                                   solver='saga')),\n",
       "                               ('xgboost',\n",
       "                                XGBClassifier(base_score=0.5, booster='gbtree',\n",
       "                                              callbacks=None,\n",
       "                                              colsample_bylevel=1,\n",
       "                                              colsample_bynode=1,\n",
       "                                              colsample_bytree=1,\n",
       "                                              early_stopping_rounds=None,\n",
       "                                              enable_categorical=True,\n",
       "                                              eval_metric=None, gamma=0,\n",
       "                                              gpu_id=-1,\n",
       "                                              grow_poli...\n",
       "                                              max_delta_step=0, max_depth=6,\n",
       "                                              max_leaves=0, min_child_weight=1,\n",
       "                                              missing=nan,\n",
       "                                              monotone_constraints='()',\n",
       "                                              n_estimators=1000, n_jobs=0,\n",
       "                                              num_parallel_tree=1,\n",
       "                                              predictor='auto',\n",
       "                                              random_state=420, reg_alpha=0,\n",
       "                                              reg_lambda=1, ...)),\n",
       "                               ('rand_forest',\n",
       "                                RandomForestClassifier(random_state=1))],\n",
       "                   final_estimator=<catboost.core.CatBoostClassifier object at 0x7f833c7b8390>,\n",
       "                   n_jobs=-1)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "logregClass = LogisticRegression(solver=\"saga\", \n",
    "                                 max_iter=1000,\n",
    "                                 C = 100,\n",
    "                                 penalty = 'l1',\n",
    "                                 random_state=42)\n",
    "\n",
    "randForest = RandomForestClassifier(random_state=1)\n",
    "\n",
    "CatClass = catboost.CatBoostClassifier(iterations=5000,\n",
    "                                       eval_metric='AUC:hints=skip_train~false',\n",
    "                                       loss_function='CrossEntropy',\n",
    "                                       depth = 4,\n",
    "                                       l2_leaf_reg = 1,\n",
    "                                       learning_rate = 0.01,\n",
    "                                       verbose = 200,\n",
    "                                       random_seed=42)\n",
    "\n",
    "estimators=[\n",
    "        (\"logreg\", logregClass),\n",
    "        (\"xgboost\", xgbClass),\n",
    "        (\"rand_forest\", randForest),\n",
    "]\n",
    "\n",
    "stacking = StackingClassifier(\n",
    "    estimators = estimators,\n",
    "    final_estimator=CatClass,\n",
    "    n_jobs=-1)\n",
    "\n",
    "stacking.fit(x_train_norm, y_train_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "572c0fa5",
   "metadata": {
    "id": "rf4Kjt96EEZU",
    "papermill": {
     "duration": 0.028292,
     "end_time": "2023-03-25T16:21:04.003911",
     "exception": false,
     "start_time": "2023-03-25T16:21:03.975619",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Среди всех моделей, наилучшее качество на обучающей выборке получилось при стэкинге моделей. \n",
    "<br>\n",
    "ROC_AUC = 0.919\n",
    "<br>\n",
    "на тестовой выборке, результат 0.84"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3387c718",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-25T16:21:04.064944Z",
     "iopub.status.busy": "2023-03-25T16:21:04.064401Z",
     "iopub.status.idle": "2023-03-25T16:21:04.267634Z",
     "shell.execute_reply": "2023-03-25T16:21:04.266108Z"
    },
    "papermill": {
     "duration": 0.237729,
     "end_time": "2023-03-25T16:21:04.271091",
     "exception": false,
     "start_time": "2023-03-25T16:21:04.033362",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "best_model = stacking\n",
    "submission = data_subm\n",
    "submission[\"Churn\"] = best_model.predict_proba(x_test_norm)[:, 1]\n",
    "submission.to_csv(\"submission.csv\", index=False)"
   ]
  }
 ],
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