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9764659-JBR-s1/6006CEM_code_hotel_booking_9764659.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7abae552",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np \n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split, GridSearchCV,RandomizedSearchCV\n",
"from sklearn.preprocessing import LabelEncoder, MinMaxScaler\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"\n",
"from sklearn.ensemble import GradientBoostingClassifier\n",
"from sklearn.svm import SVC\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\") \n",
"\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "25e9cdde",
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"hotel_reservations.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1c427fcf",
"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>Booking_ID</th>\n",
" <th>no_of_adults</th>\n",
" <th>no_of_children</th>\n",
" <th>no_of_weekend_nights</th>\n",
" <th>no_of_week_nights</th>\n",
" <th>type_of_meal_plan</th>\n",
" <th>required_car_parking_space</th>\n",
" <th>room_type_reserved</th>\n",
" <th>lead_time</th>\n",
" <th>arrival_year</th>\n",
" <th>arrival_month</th>\n",
" <th>arrival_date</th>\n",
" <th>market_segment_type</th>\n",
" <th>repeated_guest</th>\n",
" <th>no_of_previous_cancellations</th>\n",
" <th>no_of_previous_bookings_not_canceled</th>\n",
" <th>avg_price_per_room</th>\n",
" <th>no_of_special_requests</th>\n",
" <th>booking_status</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>INN00001</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>224</td>\n",
" <td>2017</td>\n",
" <td>10</td>\n",
" <td>2</td>\n",
" <td>Offline</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>65.00</td>\n",
" <td>0</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>INN00002</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
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" <td>5</td>\n",
" <td>2018</td>\n",
" <td>11</td>\n",
" <td>6</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>106.68</td>\n",
" <td>1</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>INN00003</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
" <td>2018</td>\n",
" <td>2</td>\n",
" <td>28</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>60.00</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>INN00004</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>211</td>\n",
" <td>2018</td>\n",
" <td>5</td>\n",
" <td>20</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>100.00</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>INN00005</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Not Selected</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>48</td>\n",
" <td>2018</td>\n",
" <td>4</td>\n",
" <td>11</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>94.50</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36270</th>\n",
" <td>INN36271</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 4</td>\n",
" <td>85</td>\n",
" <td>2018</td>\n",
" <td>8</td>\n",
" <td>3</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>167.80</td>\n",
" <td>1</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36271</th>\n",
" <td>INN36272</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>228</td>\n",
" <td>2018</td>\n",
" <td>10</td>\n",
" <td>17</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>90.95</td>\n",
" <td>2</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36272</th>\n",
" <td>INN36273</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>148</td>\n",
" <td>2018</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>98.39</td>\n",
" <td>2</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36273</th>\n",
" <td>INN36274</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>Not Selected</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>63</td>\n",
" <td>2018</td>\n",
" <td>4</td>\n",
" <td>21</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>94.50</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36274</th>\n",
" <td>INN36275</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>207</td>\n",
" <td>2018</td>\n",
" <td>12</td>\n",
" <td>30</td>\n",
" <td>Offline</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>161.67</td>\n",
" <td>0</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>36275 rows × 19 columns</p>\n",
"</div>"
],
"text/plain": [
" Booking_ID no_of_adults no_of_children no_of_weekend_nights \\\n",
"0 INN00001 2 0 1 \n",
"1 INN00002 2 0 2 \n",
"2 INN00003 1 0 2 \n",
"3 INN00004 2 0 0 \n",
"4 INN00005 2 0 1 \n",
"... ... ... ... ... \n",
"36270 INN36271 3 0 2 \n",
"36271 INN36272 2 0 1 \n",
"36272 INN36273 2 0 2 \n",
"36273 INN36274 2 0 0 \n",
"36274 INN36275 2 0 1 \n",
"\n",
" no_of_week_nights type_of_meal_plan required_car_parking_space \\\n",
"0 2 Meal Plan 1 0 \n",
"1 3 Not Selected 0 \n",
"2 1 Meal Plan 1 0 \n",
"3 2 Meal Plan 1 0 \n",
"4 1 Not Selected 0 \n",
"... ... ... ... \n",
"36270 6 Meal Plan 1 0 \n",
"36271 3 Meal Plan 1 0 \n",
"36272 6 Meal Plan 1 0 \n",
"36273 3 Not Selected 0 \n",
"36274 2 Meal Plan 1 0 \n",
"\n",
" room_type_reserved lead_time arrival_year arrival_month \\\n",
"0 Room_Type 1 224 2017 10 \n",
"1 Room_Type 1 5 2018 11 \n",
"2 Room_Type 1 1 2018 2 \n",
"3 Room_Type 1 211 2018 5 \n",
"4 Room_Type 1 48 2018 4 \n",
"... ... ... ... ... \n",
"36270 Room_Type 4 85 2018 8 \n",
"36271 Room_Type 1 228 2018 10 \n",
"36272 Room_Type 1 148 2018 7 \n",
"36273 Room_Type 1 63 2018 4 \n",
"36274 Room_Type 1 207 2018 12 \n",
"\n",
" arrival_date market_segment_type repeated_guest \\\n",
"0 2 Offline 0 \n",
"1 6 Online 0 \n",
"2 28 Online 0 \n",
"3 20 Online 0 \n",
"4 11 Online 0 \n",
"... ... ... ... \n",
"36270 3 Online 0 \n",
"36271 17 Online 0 \n",
"36272 1 Online 0 \n",
"36273 21 Online 0 \n",
"36274 30 Offline 0 \n",
"\n",
" no_of_previous_cancellations no_of_previous_bookings_not_canceled \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"... ... ... \n",
"36270 0 0 \n",
"36271 0 0 \n",
"36272 0 0 \n",
"36273 0 0 \n",
"36274 0 0 \n",
"\n",
" avg_price_per_room no_of_special_requests booking_status \n",
"0 65.00 0 Not_Canceled \n",
"1 106.68 1 Not_Canceled \n",
"2 60.00 0 Canceled \n",
"3 100.00 0 Canceled \n",
"4 94.50 0 Canceled \n",
"... ... ... ... \n",
"36270 167.80 1 Not_Canceled \n",
"36271 90.95 2 Canceled \n",
"36272 98.39 2 Not_Canceled \n",
"36273 94.50 0 Canceled \n",
"36274 161.67 0 Not_Canceled \n",
"\n",
"[36275 rows x 19 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1e994998",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 36275 entries, 0 to 36274\n",
"Data columns (total 19 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Booking_ID 36275 non-null object \n",
" 1 no_of_adults 36275 non-null int64 \n",
" 2 no_of_children 36275 non-null int64 \n",
" 3 no_of_weekend_nights 36275 non-null int64 \n",
" 4 no_of_week_nights 36275 non-null int64 \n",
" 5 type_of_meal_plan 36275 non-null object \n",
" 6 required_car_parking_space 36275 non-null int64 \n",
" 7 room_type_reserved 36275 non-null object \n",
" 8 lead_time 36275 non-null int64 \n",
" 9 arrival_year 36275 non-null int64 \n",
" 10 arrival_month 36275 non-null int64 \n",
" 11 arrival_date 36275 non-null int64 \n",
" 12 market_segment_type 36275 non-null object \n",
" 13 repeated_guest 36275 non-null int64 \n",
" 14 no_of_previous_cancellations 36275 non-null int64 \n",
" 15 no_of_previous_bookings_not_canceled 36275 non-null int64 \n",
" 16 avg_price_per_room 36275 non-null float64\n",
" 17 no_of_special_requests 36275 non-null int64 \n",
" 18 booking_status 36275 non-null object \n",
"dtypes: float64(1), int64(13), object(5)\n",
"memory usage: 5.3+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f33ad22d",
"metadata": {},
"outputs": [
{
"data": {
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" </tr>\n",
" <tr>\n",
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" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
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" <td>211</td>\n",
" <td>2018</td>\n",
" <td>5</td>\n",
" <td>20</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>100.00</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>INN00005</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
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" <td>2018</td>\n",
" <td>4</td>\n",
" <td>11</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>94.50</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Booking_ID no_of_adults no_of_children no_of_weekend_nights \\\n",
"0 INN00001 2 0 1 \n",
"1 INN00002 2 0 2 \n",
"2 INN00003 1 0 2 \n",
"3 INN00004 2 0 0 \n",
"4 INN00005 2 0 1 \n",
"\n",
" no_of_week_nights type_of_meal_plan required_car_parking_space \\\n",
"0 2 Meal Plan 1 0 \n",
"1 3 Not Selected 0 \n",
"2 1 Meal Plan 1 0 \n",
"3 2 Meal Plan 1 0 \n",
"4 1 Not Selected 0 \n",
"\n",
" room_type_reserved lead_time arrival_year arrival_month arrival_date \\\n",
"0 Room_Type 1 224 2017 10 2 \n",
"1 Room_Type 1 5 2018 11 6 \n",
"2 Room_Type 1 1 2018 2 28 \n",
"3 Room_Type 1 211 2018 5 20 \n",
"4 Room_Type 1 48 2018 4 11 \n",
"\n",
" market_segment_type repeated_guest no_of_previous_cancellations \\\n",
"0 Offline 0 0 \n",
"1 Online 0 0 \n",
"2 Online 0 0 \n",
"3 Online 0 0 \n",
"4 Online 0 0 \n",
"\n",
" no_of_previous_bookings_not_canceled avg_price_per_room \\\n",
"0 0 65.00 \n",
"1 0 106.68 \n",
"2 0 60.00 \n",
"3 0 100.00 \n",
"4 0 94.50 \n",
"\n",
" no_of_special_requests booking_status \n",
"0 0 Not_Canceled \n",
"1 1 Not_Canceled \n",
"2 0 Canceled \n",
"3 0 Canceled \n",
"4 0 Canceled "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e69f90ad",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Booking_ID 0\n",
"no_of_adults 0\n",
"no_of_children 0\n",
"no_of_weekend_nights 0\n",
"no_of_week_nights 0\n",
"type_of_meal_plan 0\n",
"required_car_parking_space 0\n",
"room_type_reserved 0\n",
"lead_time 0\n",
"arrival_year 0\n",
"arrival_month 0\n",
"arrival_date 0\n",
"market_segment_type 0\n",
"repeated_guest 0\n",
"no_of_previous_cancellations 0\n",
"no_of_previous_bookings_not_canceled 0\n",
"avg_price_per_room 0\n",
"no_of_special_requests 0\n",
"booking_status 0\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1494e8ad",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(df.isnull(), yticklabels=False, cbar=False, cmap='viridis')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8f828efd",
"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>no_of_adults</th>\n",
" <th>no_of_children</th>\n",
" <th>no_of_weekend_nights</th>\n",
" <th>no_of_week_nights</th>\n",
" <th>type_of_meal_plan</th>\n",
" <th>required_car_parking_space</th>\n",
" <th>room_type_reserved</th>\n",
" <th>lead_time</th>\n",
" <th>arrival_year</th>\n",
" <th>arrival_month</th>\n",
" <th>arrival_date</th>\n",
" <th>market_segment_type</th>\n",
" <th>repeated_guest</th>\n",
" <th>no_of_previous_cancellations</th>\n",
" <th>no_of_previous_bookings_not_canceled</th>\n",
" <th>avg_price_per_room</th>\n",
" <th>no_of_special_requests</th>\n",
" <th>booking_status</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>224</td>\n",
" <td>2017</td>\n",
" <td>10</td>\n",
" <td>2</td>\n",
" <td>Offline</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>65.00</td>\n",
" <td>0</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>Not Selected</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>5</td>\n",
" <td>2018</td>\n",
" <td>11</td>\n",
" <td>6</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>106.68</td>\n",
" <td>1</td>\n",
" <td>Not_Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>1</td>\n",
" <td>2018</td>\n",
" <td>2</td>\n",
" <td>28</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>60.00</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>Meal Plan 1</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>211</td>\n",
" <td>2018</td>\n",
" <td>5</td>\n",
" <td>20</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>100.00</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>Not Selected</td>\n",
" <td>0</td>\n",
" <td>Room_Type 1</td>\n",
" <td>48</td>\n",
" <td>2018</td>\n",
" <td>4</td>\n",
" <td>11</td>\n",
" <td>Online</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>94.50</td>\n",
" <td>0</td>\n",
" <td>Canceled</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" no_of_adults no_of_children no_of_weekend_nights no_of_week_nights \\\n",
"0 2 0 1 2 \n",
"1 2 0 2 3 \n",
"2 1 0 2 1 \n",
"3 2 0 0 2 \n",
"4 2 0 1 1 \n",
"\n",
" type_of_meal_plan required_car_parking_space room_type_reserved lead_time \\\n",
"0 Meal Plan 1 0 Room_Type 1 224 \n",
"1 Not Selected 0 Room_Type 1 5 \n",
"2 Meal Plan 1 0 Room_Type 1 1 \n",
"3 Meal Plan 1 0 Room_Type 1 211 \n",
"4 Not Selected 0 Room_Type 1 48 \n",
"\n",
" arrival_year arrival_month arrival_date market_segment_type \\\n",
"0 2017 10 2 Offline \n",
"1 2018 11 6 Online \n",
"2 2018 2 28 Online \n",
"3 2018 5 20 Online \n",
"4 2018 4 11 Online \n",
"\n",
" repeated_guest no_of_previous_cancellations \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" no_of_previous_bookings_not_canceled avg_price_per_room \\\n",
"0 0 65.00 \n",
"1 0 106.68 \n",
"2 0 60.00 \n",
"3 0 100.00 \n",
"4 0 94.50 \n",
"\n",
" no_of_special_requests booking_status \n",
"0 0 Not_Canceled \n",
"1 1 Not_Canceled \n",
"2 0 Canceled \n",
"3 0 Canceled \n",
"4 0 Canceled "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.drop('Booking_ID', axis=1, inplace=True)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "59b0a6ce",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 36275 entries, 0 to 36274\n",
"Data columns (total 18 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 no_of_adults 36275 non-null int64 \n",
" 1 no_of_children 36275 non-null int64 \n",
" 2 no_of_weekend_nights 36275 non-null int64 \n",
" 3 no_of_week_nights 36275 non-null int64 \n",
" 4 type_of_meal_plan 36275 non-null object \n",
" 5 required_car_parking_space 36275 non-null int64 \n",
" 6 room_type_reserved 36275 non-null object \n",
" 7 lead_time 36275 non-null int64 \n",
" 8 arrival_year 36275 non-null int64 \n",
" 9 arrival_month 36275 non-null int64 \n",
" 10 arrival_date 36275 non-null int64 \n",
" 11 market_segment_type 36275 non-null object \n",
" 12 repeated_guest 36275 non-null int64 \n",
" 13 no_of_previous_cancellations 36275 non-null int64 \n",
" 14 no_of_previous_bookings_not_canceled 36275 non-null int64 \n",
" 15 avg_price_per_room 36275 non-null float64\n",
" 16 no_of_special_requests 36275 non-null int64 \n",
" 17 booking_status 36275 non-null object \n",
"dtypes: float64(1), int64(13), object(4)\n",
"memory usage: 5.0+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "57b82484",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'Number of Adults'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 3000x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (30, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"Number of Adults\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_adults', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "5ab6c9cf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'Number of Children'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (20, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"Number of Children\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_children', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7f16561e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'number of weekend nights'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (20, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"number of weekend nights\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_weekend_nights', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "63f6ae39",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'market segment type'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (15, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"market segment type\")\n",
"sns.countplot(x = 'booking_status', hue = 'market_segment_type', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "c7bdf147",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'type of meal plan'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (20, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"type of meal plan\")\n",
"sns.countplot(x = 'booking_status', hue = 'type_of_meal_plan', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "957f1f21",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'required car_parking space'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (20, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"required car_parking space\")\n",
"sns.countplot(x = 'booking_status', hue = 'required_car_parking_space', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "14d986f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'no of week nights'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2000x3500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (20, 35))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"no of week nights\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_week_nights', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d8c4b456",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'no of previous cancellations'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1700x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (17, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"no of previous cancellations\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_previous_cancellations', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "5319273c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: title={'center': 'no_of_special_requests'}, xlabel='booking_status', ylabel='count'>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1700x2500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (17, 25))\n",
"plt.subplot(5,2,1)\n",
"plt.title(\"no_of_special_requests\")\n",
"sns.countplot(x = 'booking_status', hue = 'no_of_special_requests', data = df)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "f788dab6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='lead_time'>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#lead time\n",
"sns.boxplot(x=df[\"lead_time\"])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "6dc72298",
"metadata": {},
"outputs": [],
"source": [
"cats = [\"type_of_meal_plan\",\"room_type_reserved\",\"market_segment_type\",\n",
" \"booking_status\"\n",
"]\n",
"le = LabelEncoder()\n",
"for i in cats:\n",
" df[i] = le.fit_transform(df[i])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "f81a9ee1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (14,7))\n",
"\n",
"sns.heatmap(df.corr().round(2), annot = True, cmap='ocean')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "9ab0d75e",
"metadata": {},
"outputs": [],
"source": [
"x = df.iloc[:, :-1].values\n",
"y = df.iloc[:, -1].values\n",
"\n",
"scaling = MinMaxScaler()\n",
"x = scaling.fit_transform(x)\n",
"\n",
"x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=42, test_size=0.3)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "767367f8",
"metadata": {},
"outputs": [],
"source": [
"from sklearn import metrics"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "35e79940",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 5 folds for each of 3 candidates, totalling 15 fits\n"
]
}
],
"source": [
"logistic = LogisticRegression(random_state=0, n_jobs=-1)\n",
"params = {\"solver\": [\"newton-cg\", \"sag\", \"saga\"]}\n",
"lgr = GridSearchCV(logistic, params, n_jobs=-1, verbose=5)\n",
"\n",
"lgr.fit(x_train,y_train)\n",
"lgrpredictions = lgr.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "648cbcb0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 0.19397225029863088\n",
"MSE: 0.19397225029863088\n",
"RMSE: 0.44042280855858373\n",
" precision recall f1-score support\n",
"\n",
" 0 0.76 0.60 0.67 3607\n",
" 1 0.82 0.91 0.86 7276\n",
"\n",
" accuracy 0.81 10883\n",
" macro avg 0.79 0.76 0.77 10883\n",
"weighted avg 0.80 0.81 0.80 10883\n",
"\n",
"training score:0.805\n",
"testing score:0.806\n",
"Best parameters scores:\n",
"{'solver': 'newton-cg'}\n"
]
}
],
"source": [
"print('MAE:', metrics.mean_absolute_error(y_test, lgrpredictions))\n",
"print('MSE:', metrics.mean_squared_error(y_test, lgrpredictions))\n",
"print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, lgrpredictions)))\n",
"print(classification_report(y_test, lgrpredictions))\n",
"score_lgr_train= lgr.score(x_train,y_train)\n",
"print(\"training score:{:.3f}\".format(score_lgr_train))\n",
"score_lgr= lgr.score(x_test,y_test)\n",
"print(\"testing score:{:.3f}\".format(score_lgr))\n",
"print(\"Best parameters scores:\")\n",
"print(lgr.best_params_)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "c7d69147",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"y_predict_probabilities = lgr.predict_proba(x_test)[:,1]\n",
"\n",
"fpr, tpr, thr = roc_curve(y_test, y_predict_probabilities)\n",
"\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure()\n",
"plt.plot(fpr, tpr, color='darkorange',\n",
" lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
"\n",
"plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
"\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('ROC Curve')\n",
"plt.legend(loc=\"lower right\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "49972cb7",
"metadata": {},
"outputs": [],
"source": [
"randomf_ = RandomForestClassifier(random_state=0)\n",
"params_fore = {\"n_estimators\": [10, 100],\n",
" \"criterion\":[\"gini\",\"entropy\"],\n",
" \"min_samples_leaf\":[1,2]\n",
" }\n",
"rfc = RandomizedSearchCV(randomf_, params_fore,n_iter=6)\n",
"rfc.fit(x_train,y_train)\n",
"rfcpredictions = rfc.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "923ec3a3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 0.09546999908113572\n",
"MSE: 0.09546999908113572\n",
"RMSE: 0.3089821986476498\n",
" precision recall f1-score support\n",
"\n",
" 0 0.89 0.81 0.85 3607\n",
" 1 0.91 0.95 0.93 7276\n",
"\n",
" accuracy 0.90 10883\n",
" macro avg 0.90 0.88 0.89 10883\n",
"weighted avg 0.90 0.90 0.90 10883\n",
"\n",
"training score:0.994\n",
"testing score:0.905\n",
"Best parameters scores:\n",
"{'n_estimators': 100, 'min_samples_leaf': 1, 'criterion': 'gini'}\n"
]
}
],
"source": [
"print('MAE:', metrics.mean_absolute_error(y_test, rfcpredictions))\n",
"print('MSE:', metrics.mean_squared_error(y_test, rfcpredictions))\n",
"print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, rfcpredictions)))\n",
"print(classification_report(y_test, rfcpredictions))\n",
"score_rfc_train= rfc.score(x_train,y_train)\n",
"print(\"training score:{:.3f}\".format(score_rfc_train))\n",
"score_rfc= rfc.score(x_test,y_test)\n",
"print(\"testing score:{:.3f}\".format(score_rfc))\n",
"print(\"Best parameters scores:\")\n",
"print(rfc.best_params_)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "99edec54",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"y_predict_probabilities = rfc.predict_proba(x_test)[:,1]\n",
"\n",
"fpr, tpr, thr = roc_curve(y_test, y_predict_probabilities)\n",
"\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure()\n",
"plt.plot(fpr, tpr, color='darkorange',\n",
" lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
"\n",
"plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
"\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('ROC Curve')\n",
"plt.legend(loc=\"lower right\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "7288deda",
"metadata": {},
"outputs": [],
"source": [
"svc_ = SVC(max_iter=70,random_state=0,probability=True)\n",
"params_svc = {\"gamma\": [0.1, 0.01,\"auto\"],\n",
" \n",
" \"kernel\":[\"linear\",\"poly\",\"rbf\"],\n",
" \"C\":[10,1]\n",
" }\n",
"svc = RandomizedSearchCV(svc_, params_svc,n_iter=5)\n",
"svc.fit(x_train,y_train)\n",
"svcpredictions = svc.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "5959a151",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 0.304787282918313\n",
"MSE: 0.304787282918313\n",
"RMSE: 0.5520754322719975\n",
" precision recall f1-score support\n",
"\n",
" 0 0.67 0.16 0.25 3607\n",
" 1 0.70 0.96 0.81 7276\n",
"\n",
" accuracy 0.70 10883\n",
" macro avg 0.68 0.56 0.53 10883\n",
"weighted avg 0.69 0.70 0.62 10883\n",
"\n",
"training score:0.696\n",
"testing score:0.695\n",
"Best parameters scores:\n",
"{'kernel': 'poly', 'gamma': 0.1, 'C': 1}\n"
]
}
],
"source": [
"print('MAE:', metrics.mean_absolute_error(y_test, svcpredictions))\n",
"print('MSE:', metrics.mean_squared_error(y_test, svcpredictions))\n",
"print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, svcpredictions)))\n",
"print(classification_report(y_test, svcpredictions))\n",
"score_svc_train= svc.score(x_train,y_train)\n",
"print(\"training score:{:.3f}\".format(score_svc_train))\n",
"score_svc= svc.score(x_test,y_test)\n",
"print(\"testing score:{:.3f}\".format(score_svc))\n",
"#best hyperparameters\n",
"print(\"Best parameters scores:\")\n",
"print(svc.best_params_)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "b7e06c3c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"y_predict_probabilities = svc.predict_proba(x_test)[:,1]\n",
"\n",
"fpr, tpr, thr = roc_curve(y_test, y_predict_probabilities)\n",
"\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure()\n",
"plt.plot(fpr, tpr, color='darkorange',\n",
" lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
"\n",
"plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
"\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('ROC Curve')\n",
"plt.legend(loc=\"lower right\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "b6134d23",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.tree import DecisionTreeClassifier"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "92a56e2f",
"metadata": {},
"outputs": [],
"source": [
"decision_tree_ = DecisionTreeClassifier(random_state=0)\n",
"params_tree = {\"splitter\": [\"best\", \"random\"],\n",
" \"criterion\":[\"gini\",\"entropy\"],\n",
" \"min_samples_leaf\":[1,2]\n",
" }\n",
"decision_tree = RandomizedSearchCV(decision_tree_, params_tree,n_iter=6)\n",
"decision_tree.fit(x_train, y_train)\n",
"decision_tree_predictions = decision_tree.predict(x_test)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "997fe4a1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"MAE: 0.1352568225673068\n",
"MSE: 0.1352568225673068\n",
"RMSE: 0.3677727866051359\n",
" precision recall f1-score support\n",
"\n",
" 0 0.79 0.80 0.80 3607\n",
" 1 0.90 0.89 0.90 7276\n",
"\n",
" accuracy 0.86 10883\n",
" macro avg 0.85 0.85 0.85 10883\n",
"weighted avg 0.87 0.86 0.87 10883\n",
"\n",
"training score:0.994\n",
"testing score:0.865\n",
"Best parameters scores:\n",
"{'splitter': 'best', 'min_samples_leaf': 1, 'criterion': 'gini'}\n"
]
}
],
"source": [
"print('MAE:', metrics.mean_absolute_error(y_test, decision_tree_predictions))\n",
"print('MSE:', metrics.mean_squared_error(y_test, decision_tree_predictions))\n",
"print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, decision_tree_predictions)))\n",
"print(classification_report(y_test, decision_tree_predictions))\n",
"score_decision_tree_train= decision_tree.score(x_train,y_train)\n",
"print(\"training score:{:.3f}\".format(score_decision_tree_train))\n",
"score_decision_tree= decision_tree.score(x_test,y_test)\n",
"print(\"testing score:{:.3f}\".format(score_decision_tree))\n",
"#best hyperparameters\n",
"print(\"Best parameters scores:\")\n",
"print(decision_tree.best_params_)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "fa59f157",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import roc_curve, auc\n",
"\n",
"y_predict_probabilities = decision_tree.predict_proba(x_test)[:,1]\n",
"\n",
"fpr, tpr, thr = roc_curve(y_test, y_predict_probabilities)\n",
"\n",
"roc_auc = auc(fpr, tpr)\n",
"\n",
"plt.figure()\n",
"plt.plot(fpr, tpr, color='darkorange',\n",
" lw=2, label='ROC curve (area = %0.2f)' % roc_auc)\n",
"\n",
"plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
"\n",
"plt.xlabel('False Positive Rate')\n",
"plt.ylabel('True Positive Rate')\n",
"plt.title('ROC Curve')\n",
"plt.legend(loc=\"lower right\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b6c36ac9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}