3485 lines
1.5 MiB
3485 lines
1.5 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9329c5bc",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 01. Загрузка, структура и первичная чистка\n",
|
||
"\n",
|
||
"Цели: понять схему данных, проверить пропуски/аномалии, стандартизировать категориальные признаки и подготовить базовые фичи (totals, CTR/CR, флаги)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cbd05b8a-4af7-4063-82a6-bef7252de4fb",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Инициализация"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "d95e51be",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.168481Z",
|
||
"start_time": "2025-12-15T10:38:19.363393Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"\n",
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||
"import pandas as pd\n",
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||
"import numpy as np\n",
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||
"import seaborn as sns\n",
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||
"import math\n",
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||
"import matplotlib.pyplot as plt\n",
|
||
"from pathlib import Path\n",
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||
"import altair as alt\n",
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||
"\n",
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||
"pd.set_option(\"display.max_columns\", None)\n",
|
||
"pd.options.display.float_format = '{:,.3f}'.format\n",
|
||
"sns.set_theme(style=\"ticks\", palette=\"deep\")\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 1
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "314922b8",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.309385Z",
|
||
"start_time": "2025-12-15T10:38:20.179706Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"df = pd.read_csv(\"../dataset/ds.csv\")\n",
|
||
"print(f'Raw shape: {df.shape}')"
|
||
],
|
||
"outputs": [
|
||
{
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||
"name": "stdout",
|
||
"output_type": "stream",
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||
"text": [
|
||
"Raw shape: (118189, 35)\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 2
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "c7980291",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.338141Z",
|
||
"start_time": "2025-12-15T10:38:20.316433Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"import io\n",
|
||
"buf = io.StringIO()\n",
|
||
"df.info(buf=buf)\n",
|
||
"print('Raw info:\\n', buf.getvalue())"
|
||
],
|
||
"outputs": [
|
||
{
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||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Raw info:\n",
|
||
" <class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 118189 entries, 0 to 118188\n",
|
||
"Data columns (total 35 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 id 118189 non-null int64 \n",
|
||
" 1 business_dt 118189 non-null object \n",
|
||
" 2 active_imp_ent 118189 non-null float64\n",
|
||
" 3 active_click_ent 118189 non-null float64\n",
|
||
" 4 active_imp_super 118189 non-null float64\n",
|
||
" 5 active_click_super 118189 non-null float64\n",
|
||
" 6 active_imp_transport 118189 non-null float64\n",
|
||
" 7 active_click_transport 118189 non-null float64\n",
|
||
" 8 active_imp_shopping 118189 non-null float64\n",
|
||
" 9 active_click_shopping 118189 non-null float64\n",
|
||
" 10 active_imp_hotel 118189 non-null int64 \n",
|
||
" 11 active_click_hotel 118189 non-null int64 \n",
|
||
" 12 active_imp_avia 118189 non-null int64 \n",
|
||
" 13 active_click_avia 118189 non-null int64 \n",
|
||
" 14 passive_imp_ent 118189 non-null float64\n",
|
||
" 15 passive_click_ent 118189 non-null float64\n",
|
||
" 16 passive_imp_super 118189 non-null float64\n",
|
||
" 17 passive_click_super 118189 non-null float64\n",
|
||
" 18 passive_imp_transport 118189 non-null float64\n",
|
||
" 19 passive_click_transport 118189 non-null float64\n",
|
||
" 20 passive_imp_shopping 118189 non-null float64\n",
|
||
" 21 passive_click_shopping 118189 non-null float64\n",
|
||
" 22 passive_imp_hotel 118189 non-null int64 \n",
|
||
" 23 passive_click_hotel 118189 non-null int64 \n",
|
||
" 24 passive_imp_avia 118189 non-null int64 \n",
|
||
" 25 passive_click_avia 118189 non-null int64 \n",
|
||
" 26 orders_amt_ent 118189 non-null int64 \n",
|
||
" 27 orders_amt_super 118189 non-null int64 \n",
|
||
" 28 orders_amt_transport 118189 non-null int64 \n",
|
||
" 29 orders_amt_shopping 118189 non-null int64 \n",
|
||
" 30 orders_amt_hotel 118189 non-null int64 \n",
|
||
" 31 orders_amt_avia 118189 non-null int64 \n",
|
||
" 32 gender_cd 118189 non-null object \n",
|
||
" 33 age 118189 non-null int64 \n",
|
||
" 34 device_platform_cd 118189 non-null object \n",
|
||
"dtypes: float64(16), int64(16), object(3)\n",
|
||
"memory usage: 31.6+ MB\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 3
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "0d18c485",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.356051Z",
|
||
"start_time": "2025-12-15T10:38:20.345658Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"df.head(5)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" id business_dt active_imp_ent active_click_ent active_imp_super \\\n",
|
||
"0 7119 2025-04-02 0.000 0.000 3.000 \n",
|
||
"1 1797 2025-08-27 1.000 1.000 0.000 \n",
|
||
"2 8010 2025-07-10 0.000 0.000 1.000 \n",
|
||
"3 2360 2025-08-10 0.000 0.000 0.000 \n",
|
||
"4 3457 2025-05-23 0.000 0.000 1.000 \n",
|
||
"\n",
|
||
" active_click_super active_imp_transport active_click_transport \\\n",
|
||
"0 1.000 1.000 0.000 \n",
|
||
"1 0.000 0.000 0.000 \n",
|
||
"2 1.000 0.000 0.000 \n",
|
||
"3 0.000 0.000 1.000 \n",
|
||
"4 0.000 0.000 0.000 \n",
|
||
"\n",
|
||
" active_imp_shopping active_click_shopping active_imp_hotel \\\n",
|
||
"0 1.000 0.000 0 \n",
|
||
"1 0.000 0.000 0 \n",
|
||
"2 0.000 0.000 0 \n",
|
||
"3 0.000 0.000 0 \n",
|
||
"4 3.000 1.000 0 \n",
|
||
"\n",
|
||
" active_click_hotel active_imp_avia active_click_avia passive_imp_ent \\\n",
|
||
"0 0 0 0 0.000 \n",
|
||
"1 0 3 0 2.000 \n",
|
||
"2 0 0 0 1.000 \n",
|
||
"3 0 0 0 0.000 \n",
|
||
"4 0 0 0 0.000 \n",
|
||
"\n",
|
||
" passive_click_ent passive_imp_super passive_click_super \\\n",
|
||
"0 0.000 0.000 0.000 \n",
|
||
"1 0.000 1.000 0.000 \n",
|
||
"2 0.000 1.000 0.000 \n",
|
||
"3 0.000 0.000 0.000 \n",
|
||
"4 0.000 0.000 0.000 \n",
|
||
"\n",
|
||
" passive_imp_transport passive_click_transport passive_imp_shopping \\\n",
|
||
"0 0.000 0.000 0.000 \n",
|
||
"1 2.000 0.000 1.000 \n",
|
||
"2 1.000 0.000 1.000 \n",
|
||
"3 1.000 0.000 0.000 \n",
|
||
"4 0.000 0.000 0.000 \n",
|
||
"\n",
|
||
" passive_click_shopping passive_imp_hotel passive_click_hotel \\\n",
|
||
"0 0.000 2 0 \n",
|
||
"1 0.000 0 0 \n",
|
||
"2 0.000 0 0 \n",
|
||
"3 0.000 1 0 \n",
|
||
"4 0.000 2 0 \n",
|
||
"\n",
|
||
" passive_imp_avia passive_click_avia orders_amt_ent orders_amt_super \\\n",
|
||
"0 0 0 0 0 \n",
|
||
"1 5 0 0 0 \n",
|
||
"2 1 0 0 0 \n",
|
||
"3 1 0 0 0 \n",
|
||
"4 0 0 0 0 \n",
|
||
"\n",
|
||
" orders_amt_transport orders_amt_shopping orders_amt_hotel \\\n",
|
||
"0 0 0 0 \n",
|
||
"1 0 0 0 \n",
|
||
"2 0 0 0 \n",
|
||
"3 0 0 0 \n",
|
||
"4 0 0 0 \n",
|
||
"\n",
|
||
" orders_amt_avia gender_cd age device_platform_cd \n",
|
||
"0 0 F 40 iOS \n",
|
||
"1 0 M 38 IOS \n",
|
||
"2 0 M 51 Android \n",
|
||
"3 0 M 37 IOS \n",
|
||
"4 0 F 27 iOS "
|
||
],
|
||
"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>id</th>\n",
|
||
" <th>business_dt</th>\n",
|
||
" <th>active_imp_ent</th>\n",
|
||
" <th>active_click_ent</th>\n",
|
||
" <th>active_imp_super</th>\n",
|
||
" <th>active_click_super</th>\n",
|
||
" <th>active_imp_transport</th>\n",
|
||
" <th>active_click_transport</th>\n",
|
||
" <th>active_imp_shopping</th>\n",
|
||
" <th>active_click_shopping</th>\n",
|
||
" <th>active_imp_hotel</th>\n",
|
||
" <th>active_click_hotel</th>\n",
|
||
" <th>active_imp_avia</th>\n",
|
||
" <th>active_click_avia</th>\n",
|
||
" <th>passive_imp_ent</th>\n",
|
||
" <th>passive_click_ent</th>\n",
|
||
" <th>passive_imp_super</th>\n",
|
||
" <th>passive_click_super</th>\n",
|
||
" <th>passive_imp_transport</th>\n",
|
||
" <th>passive_click_transport</th>\n",
|
||
" <th>passive_imp_shopping</th>\n",
|
||
" <th>passive_click_shopping</th>\n",
|
||
" <th>passive_imp_hotel</th>\n",
|
||
" <th>passive_click_hotel</th>\n",
|
||
" <th>passive_imp_avia</th>\n",
|
||
" <th>passive_click_avia</th>\n",
|
||
" <th>orders_amt_ent</th>\n",
|
||
" <th>orders_amt_super</th>\n",
|
||
" <th>orders_amt_transport</th>\n",
|
||
" <th>orders_amt_shopping</th>\n",
|
||
" <th>orders_amt_hotel</th>\n",
|
||
" <th>orders_amt_avia</th>\n",
|
||
" <th>gender_cd</th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>device_platform_cd</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>7119</td>\n",
|
||
" <td>2025-04-02</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>F</td>\n",
|
||
" <td>40</td>\n",
|
||
" <td>iOS</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1797</td>\n",
|
||
" <td>2025-08-27</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>38</td>\n",
|
||
" <td>IOS</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>8010</td>\n",
|
||
" <td>2025-07-10</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>51</td>\n",
|
||
" <td>Android</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2360</td>\n",
|
||
" <td>2025-08-10</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>M</td>\n",
|
||
" <td>37</td>\n",
|
||
" <td>IOS</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>3457</td>\n",
|
||
" <td>2025-05-23</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>F</td>\n",
|
||
" <td>27</td>\n",
|
||
" <td>iOS</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 4
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "befac5da-7a60-49b1-819c-449d661b0063",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.395691Z",
|
||
"start_time": "2025-12-15T10:38:20.389774Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"def save_altair_bar_chart(data, x, y, color, chart_title, tooltip=None, file_name=None):\n",
|
||
" alt.theme.enable('dark')\n",
|
||
"\n",
|
||
" chart = alt.Chart(data, background='#00000000').mark_bar(\n",
|
||
" cornerRadius=6,\n",
|
||
" width=35\n",
|
||
" ).encode(\n",
|
||
" x=x,\n",
|
||
" y=y,\n",
|
||
" color=color,\n",
|
||
" tooltip=tooltip\n",
|
||
" ).configure_title(\n",
|
||
" fontSize=20,\n",
|
||
" font=\"Segoe UI Variable\",\n",
|
||
" fontWeight=600,\n",
|
||
" anchor='middle'\n",
|
||
" ).properties(\n",
|
||
" title=chart_title,\n",
|
||
" width=600,\n",
|
||
" height=400,\n",
|
||
" padding=50\n",
|
||
" ).configure_axis(\n",
|
||
" grid=True,\n",
|
||
" labelFont=\"Segoe UI Variable\",\n",
|
||
" titleFont=\"Segoe UI Variable\",\n",
|
||
" labelFontSize=16,\n",
|
||
" titleFontSize=18,\n",
|
||
" labelFontWeight=400,\n",
|
||
" titleFontWeight=600\n",
|
||
" )\n",
|
||
" if file_name is None:\n",
|
||
" file_name = f\"chart_{chart_title}.html\"\n",
|
||
" chart.save(file_name)\n",
|
||
"\n",
|
||
"\n",
|
||
"def save_altair_line_chart(data, x, y, color, chart_title, tooltip=[], file_name=None):\n",
|
||
" alt.theme.enable('dark')\n",
|
||
"\n",
|
||
" chart = alt.Chart(data, background='#00000000').mark_line(\n",
|
||
" cornerRadius=6,\n",
|
||
" width=35\n",
|
||
" ).encode(\n",
|
||
" x=x,\n",
|
||
" y=y,\n",
|
||
" color=color,\n",
|
||
" tooltip=tooltip\n",
|
||
" ).configure_title(\n",
|
||
" fontSize=20,\n",
|
||
" font=\"Segoe UI Variable\",\n",
|
||
" fontWeight=600,\n",
|
||
" anchor='middle'\n",
|
||
" ).properties(\n",
|
||
" title=chart_title,\n",
|
||
" width=600,\n",
|
||
" height=400,\n",
|
||
" padding=30\n",
|
||
" ).configure_axis(\n",
|
||
" grid=True,\n",
|
||
" labelFont=\"Segoe UI Variable\",\n",
|
||
" titleFont=\"Segoe UI Variable\",\n",
|
||
" labelFontSize=16,\n",
|
||
" titleFontSize=18,\n",
|
||
" labelFontWeight=400,\n",
|
||
" titleFontWeight=600\n",
|
||
" )\n",
|
||
" if file_name is None:\n",
|
||
" file_name = f\"chart_{chart_title}.html\"\n",
|
||
" chart.save(file_name)\n",
|
||
"\n",
|
||
"\n",
|
||
"def save_altair_box_plot_chart(data, x, y, color, chart_title, tooltip=[], file_name=None):\n",
|
||
" alt.theme.enable('dark')\n",
|
||
"\n",
|
||
" chart = alt.Chart(data, background='#00000000').mark_boxplot(\n",
|
||
" size=50,\n",
|
||
" extent=1.5\n",
|
||
" ).encode(\n",
|
||
" x=x,\n",
|
||
" y=y,\n",
|
||
" color=color,\n",
|
||
" tooltip=tooltip\n",
|
||
" ).configure_title(\n",
|
||
" fontSize=20,\n",
|
||
" font=\"Segoe UI Variable\",\n",
|
||
" fontWeight=600,\n",
|
||
" anchor='middle'\n",
|
||
" ).properties(\n",
|
||
" title=chart_title,\n",
|
||
" width=600,\n",
|
||
" height=400,\n",
|
||
" padding=30\n",
|
||
" ).configure_axis(\n",
|
||
" grid=True,\n",
|
||
" labelFont=\"Segoe UI Variable\",\n",
|
||
" titleFont=\"Segoe UI Variable\",\n",
|
||
" labelFontSize=16,\n",
|
||
" titleFontSize=18,\n",
|
||
" labelFontWeight=400,\n",
|
||
" titleFontWeight=600\n",
|
||
" )\n",
|
||
" if file_name is None:\n",
|
||
" file_name = f\"chart_{chart_title}.html\"\n",
|
||
" chart.save(file_name)\n",
|
||
"\n",
|
||
"\n",
|
||
"def save_altair_pie_chart(data, theta, color, chart_title, file_name=None):\n",
|
||
" alt.theme.enable('dark')\n",
|
||
"\n",
|
||
" chart = alt.Chart(data, background='#00000000').mark_arc(\n",
|
||
" innerRadius=50, # Для кольцевой диаграммы, для обычной pie chart уберите или поставьте 0\n",
|
||
" outerRadius=150\n",
|
||
" ).encode(\n",
|
||
" theta=theta,\n",
|
||
" color=color,\n",
|
||
" ).configure_title(\n",
|
||
" fontSize=20,\n",
|
||
" font=\"Segoe UI Variable\",\n",
|
||
" fontWeight=600,\n",
|
||
" anchor='middle'\n",
|
||
" ).properties(\n",
|
||
" title=chart_title,\n",
|
||
" width=600,\n",
|
||
" height=400,\n",
|
||
" padding=30\n",
|
||
" ).configure_axis(\n",
|
||
" grid=True,\n",
|
||
" labelFont=\"Segoe UI Variable\",\n",
|
||
" titleFont=\"Segoe UI Variable\",\n",
|
||
" labelFontSize=16,\n",
|
||
" titleFontSize=18,\n",
|
||
" labelFontWeight=400,\n",
|
||
" titleFontWeight=600\n",
|
||
" )\n",
|
||
" if file_name is None:\n",
|
||
" file_name = f\"chart_{chart_title}.html\"\n",
|
||
" chart.save(file_name)"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 5
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b35ad277-a07b-44a2-8c7b-da5e47ef5435",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Анализ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "78a7f3d2",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.415370Z",
|
||
"start_time": "2025-12-15T10:38:20.404430Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"n_rows, n_cols = df.shape\n",
|
||
"n_unique_clients = df['id'].nunique()\n",
|
||
"min_dt, max_dt = df['business_dt'].min(), df['business_dt'].max()\n",
|
||
"print({'rows': n_rows, 'cols': n_cols, 'unique_clients': n_unique_clients, 'min_dt': min_dt, 'max_dt': max_dt})"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"{'rows': 118189, 'cols': 35, 'unique_clients': 8339, 'min_dt': '2025-01-09', 'max_dt': '2025-11-04'}\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 6
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f691bec5-e203-4bcc-8645-333178708a66",
|
||
"metadata": {},
|
||
"source": [
|
||
"Всего в датасете 118189 записей и 35 полей данных\n",
|
||
"8339 уникальных клиентов\n",
|
||
"Данные распределены на промежутке с 2025-01-09 по 2925-11-04"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "a40091f6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.446793Z",
|
||
"start_time": "2025-12-15T10:38:20.422978Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"dup_table = df.groupby(['id', 'business_dt']).size().value_counts().reset_index()\n",
|
||
"dup_table.columns = ['rows_per_key', 'n_pairs']\n",
|
||
"dup_table.head()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" rows_per_key n_pairs\n",
|
||
"0 1 118189"
|
||
],
|
||
"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>rows_per_key</th>\n",
|
||
" <th>n_pairs</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>118189</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 7
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c1c33a2f-6ad9-476a-9b62-ba5511189527",
|
||
"metadata": {},
|
||
"source": [
|
||
"Датасет не содержит дублирования по паре id + дата"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "43cbdc8a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.461575Z",
|
||
"start_time": "2025-12-15T10:38:20.454900Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"df.groupby('id').size().describe()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"count 8,339.000\n",
|
||
"mean 14.173\n",
|
||
"std 4.762\n",
|
||
"min 4.000\n",
|
||
"25% 11.000\n",
|
||
"50% 13.000\n",
|
||
"75% 16.000\n",
|
||
"max 52.000\n",
|
||
"dtype: float64"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 8
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4a0eba3c-fe71-456e-84f6-8e672c7110b5",
|
||
"metadata": {},
|
||
"source": [
|
||
"В среднем каждый клиент содержит по 14 записей, всего кол-во записей распределено на промежутке от 4 до 52."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "84b726d3",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.484400Z",
|
||
"start_time": "2025-12-15T10:38:20.471854Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"df.isna().sum().to_frame('missing')"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" missing\n",
|
||
"id 0\n",
|
||
"business_dt 0\n",
|
||
"active_imp_ent 0\n",
|
||
"active_click_ent 0\n",
|
||
"active_imp_super 0\n",
|
||
"active_click_super 0\n",
|
||
"active_imp_transport 0\n",
|
||
"active_click_transport 0\n",
|
||
"active_imp_shopping 0\n",
|
||
"active_click_shopping 0\n",
|
||
"active_imp_hotel 0\n",
|
||
"active_click_hotel 0\n",
|
||
"active_imp_avia 0\n",
|
||
"active_click_avia 0\n",
|
||
"passive_imp_ent 0\n",
|
||
"passive_click_ent 0\n",
|
||
"passive_imp_super 0\n",
|
||
"passive_click_super 0\n",
|
||
"passive_imp_transport 0\n",
|
||
"passive_click_transport 0\n",
|
||
"passive_imp_shopping 0\n",
|
||
"passive_click_shopping 0\n",
|
||
"passive_imp_hotel 0\n",
|
||
"passive_click_hotel 0\n",
|
||
"passive_imp_avia 0\n",
|
||
"passive_click_avia 0\n",
|
||
"orders_amt_ent 0\n",
|
||
"orders_amt_super 0\n",
|
||
"orders_amt_transport 0\n",
|
||
"orders_amt_shopping 0\n",
|
||
"orders_amt_hotel 0\n",
|
||
"orders_amt_avia 0\n",
|
||
"gender_cd 0\n",
|
||
"age 0\n",
|
||
"device_platform_cd 0"
|
||
],
|
||
"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>missing</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>business_dt</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_ent</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_ent</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_super</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_super</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_transport</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_transport</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_shopping</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_shopping</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_hotel</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_hotel</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_avia</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_avia</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_ent</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_ent</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_super</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_super</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_transport</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_transport</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_shopping</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_shopping</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_hotel</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_hotel</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_avia</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_avia</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_ent</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_super</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_transport</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_shopping</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_hotel</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_avia</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>gender_cd</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>age</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>device_platform_cd</th>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 9
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "16acc953-c151-43b8-b923-aab2c3a25ffb",
|
||
"metadata": {},
|
||
"source": [
|
||
"В датасете отсуствуют пропущенные значения"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "4a5160f3-f243-478e-b793-db857eefb053",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:20.558153Z",
|
||
"start_time": "2025-12-15T10:38:20.490950Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"df.describe().T"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" count mean std min 25% \\\n",
|
||
"id 118,189.000 4,131.899 2,408.258 1.000 2,038.000 \n",
|
||
"active_imp_ent 118,189.000 0.314 0.614 0.000 0.000 \n",
|
||
"active_click_ent 118,189.000 0.240 0.483 0.000 0.000 \n",
|
||
"active_imp_super 118,189.000 0.380 0.809 0.000 0.000 \n",
|
||
"active_click_super 118,189.000 0.276 0.542 0.000 0.000 \n",
|
||
"active_imp_transport 118,189.000 0.574 0.944 0.000 0.000 \n",
|
||
"active_click_transport 118,189.000 0.443 0.645 0.000 0.000 \n",
|
||
"active_imp_shopping 118,189.000 0.255 0.565 0.000 0.000 \n",
|
||
"active_click_shopping 118,189.000 0.199 0.450 0.000 0.000 \n",
|
||
"active_imp_hotel 118,189.000 0.141 0.483 0.000 0.000 \n",
|
||
"active_click_hotel 118,189.000 0.035 0.185 0.000 0.000 \n",
|
||
"active_imp_avia 118,189.000 0.193 0.523 0.000 0.000 \n",
|
||
"active_click_avia 118,189.000 0.054 0.227 0.000 0.000 \n",
|
||
"passive_imp_ent 118,189.000 0.552 1.256 0.000 0.000 \n",
|
||
"passive_click_ent 118,189.000 0.027 0.190 0.000 0.000 \n",
|
||
"passive_imp_super 118,189.000 0.280 0.859 0.000 0.000 \n",
|
||
"passive_click_super 118,189.000 0.009 0.118 0.000 0.000 \n",
|
||
"passive_imp_transport 118,189.000 0.794 1.472 0.000 0.000 \n",
|
||
"passive_click_transport 118,189.000 0.020 0.155 0.000 0.000 \n",
|
||
"passive_imp_shopping 118,189.000 0.689 1.768 0.000 0.000 \n",
|
||
"passive_click_shopping 118,189.000 0.011 0.128 0.000 0.000 \n",
|
||
"passive_imp_hotel 118,189.000 0.987 1.811 0.000 0.000 \n",
|
||
"passive_click_hotel 118,189.000 0.058 0.242 0.000 0.000 \n",
|
||
"passive_imp_avia 118,189.000 0.702 1.400 0.000 0.000 \n",
|
||
"passive_click_avia 118,189.000 0.028 0.182 0.000 0.000 \n",
|
||
"orders_amt_ent 118,189.000 0.010 0.115 0.000 0.000 \n",
|
||
"orders_amt_super 118,189.000 0.022 0.155 0.000 0.000 \n",
|
||
"orders_amt_transport 118,189.000 0.053 0.242 0.000 0.000 \n",
|
||
"orders_amt_shopping 118,189.000 0.008 0.114 0.000 0.000 \n",
|
||
"orders_amt_hotel 118,189.000 0.004 0.067 0.000 0.000 \n",
|
||
"orders_amt_avia 118,189.000 0.009 0.109 0.000 0.000 \n",
|
||
"age 118,189.000 42.360 9.930 15.000 36.000 \n",
|
||
"\n",
|
||
" 50% 75% max \n",
|
||
"id 4,121.000 6,219.000 8,339.000 \n",
|
||
"active_imp_ent 0.000 0.000 9.000 \n",
|
||
"active_click_ent 0.000 0.000 6.000 \n",
|
||
"active_imp_super 0.000 0.000 11.000 \n",
|
||
"active_click_super 0.000 0.000 9.000 \n",
|
||
"active_imp_transport 0.000 1.000 24.000 \n",
|
||
"active_click_transport 0.000 1.000 11.000 \n",
|
||
"active_imp_shopping 0.000 0.000 6.000 \n",
|
||
"active_click_shopping 0.000 0.000 5.000 \n",
|
||
"active_imp_hotel 0.000 0.000 7.000 \n",
|
||
"active_click_hotel 0.000 0.000 2.000 \n",
|
||
"active_imp_avia 0.000 0.000 6.000 \n",
|
||
"active_click_avia 0.000 0.000 2.000 \n",
|
||
"passive_imp_ent 0.000 1.000 42.000 \n",
|
||
"passive_click_ent 0.000 0.000 11.000 \n",
|
||
"passive_imp_super 0.000 0.000 26.000 \n",
|
||
"passive_click_super 0.000 0.000 5.000 \n",
|
||
"passive_imp_transport 0.000 1.000 43.000 \n",
|
||
"passive_click_transport 0.000 0.000 7.000 \n",
|
||
"passive_imp_shopping 0.000 1.000 83.000 \n",
|
||
"passive_click_shopping 0.000 0.000 7.000 \n",
|
||
"passive_imp_hotel 0.000 1.000 44.000 \n",
|
||
"passive_click_hotel 0.000 0.000 8.000 \n",
|
||
"passive_imp_avia 0.000 1.000 52.000 \n",
|
||
"passive_click_avia 0.000 0.000 8.000 \n",
|
||
"orders_amt_ent 0.000 0.000 11.000 \n",
|
||
"orders_amt_super 0.000 0.000 4.000 \n",
|
||
"orders_amt_transport 0.000 0.000 5.000 \n",
|
||
"orders_amt_shopping 0.000 0.000 11.000 \n",
|
||
"orders_amt_hotel 0.000 0.000 3.000 \n",
|
||
"orders_amt_avia 0.000 0.000 6.000 \n",
|
||
"age 41.000 48.000 80.000 "
|
||
],
|
||
"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>count</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>25%</th>\n",
|
||
" <th>50%</th>\n",
|
||
" <th>75%</th>\n",
|
||
" <th>max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>id</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>4,131.899</td>\n",
|
||
" <td>2,408.258</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>2,038.000</td>\n",
|
||
" <td>4,121.000</td>\n",
|
||
" <td>6,219.000</td>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_ent</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.314</td>\n",
|
||
" <td>0.614</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_ent</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.240</td>\n",
|
||
" <td>0.483</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_super</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.380</td>\n",
|
||
" <td>0.809</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_super</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.276</td>\n",
|
||
" <td>0.542</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_transport</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.574</td>\n",
|
||
" <td>0.944</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>24.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_transport</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.443</td>\n",
|
||
" <td>0.645</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_shopping</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.255</td>\n",
|
||
" <td>0.565</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_shopping</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.199</td>\n",
|
||
" <td>0.450</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_hotel</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.141</td>\n",
|
||
" <td>0.483</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_hotel</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.035</td>\n",
|
||
" <td>0.185</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_avia</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.193</td>\n",
|
||
" <td>0.523</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_avia</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.054</td>\n",
|
||
" <td>0.227</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_ent</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.552</td>\n",
|
||
" <td>1.256</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>42.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_ent</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.027</td>\n",
|
||
" <td>0.190</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_super</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.280</td>\n",
|
||
" <td>0.859</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>26.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_super</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.009</td>\n",
|
||
" <td>0.118</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_transport</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.794</td>\n",
|
||
" <td>1.472</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>43.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_transport</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.020</td>\n",
|
||
" <td>0.155</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_shopping</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.689</td>\n",
|
||
" <td>1.768</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>83.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_shopping</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.011</td>\n",
|
||
" <td>0.128</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_hotel</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.987</td>\n",
|
||
" <td>1.811</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>44.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_hotel</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.058</td>\n",
|
||
" <td>0.242</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_avia</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.702</td>\n",
|
||
" <td>1.400</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>52.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_avia</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.028</td>\n",
|
||
" <td>0.182</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_ent</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.010</td>\n",
|
||
" <td>0.115</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_super</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.022</td>\n",
|
||
" <td>0.155</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_transport</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.053</td>\n",
|
||
" <td>0.242</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_shopping</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.008</td>\n",
|
||
" <td>0.114</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_hotel</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.004</td>\n",
|
||
" <td>0.067</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_avia</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>0.009</td>\n",
|
||
" <td>0.109</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>age</th>\n",
|
||
" <td>118,189.000</td>\n",
|
||
" <td>42.360</td>\n",
|
||
" <td>9.930</td>\n",
|
||
" <td>15.000</td>\n",
|
||
" <td>36.000</td>\n",
|
||
" <td>41.000</td>\n",
|
||
" <td>48.000</td>\n",
|
||
" <td>80.000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 10
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "4a2e8f9f-e9af-4bf9-bc69-cf12979ef359",
|
||
"metadata": {},
|
||
"source": [
|
||
"Достаточно странные минимальные/максимальные значения некоторых полей, относительно средних значений, построим boxplots"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "7c2b1102-0114-48de-a88b-f442812b70d6",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:23.124035Z",
|
||
"start_time": "2025-12-15T10:38:20.569978Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# Создание subplot в несколько строк\n",
|
||
"numeric_cols = df.select_dtypes(include=['number']).columns\n",
|
||
"n_cols = len(numeric_cols)\n",
|
||
"\n",
|
||
"# Задаем количество столбцов в сетке\n",
|
||
"cols_per_row = 4 # по 4 графика в строке\n",
|
||
"n_rows = math.ceil(n_cols / cols_per_row)\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(nrows=n_rows, ncols=cols_per_row, figsize=(20, 5*n_rows))\n",
|
||
"fig.suptitle('Boxplot всех числовых полей', fontsize=16)\n",
|
||
"\n",
|
||
"# Сглаживаем axes в 1D массив для удобного итерирования\n",
|
||
"axes_flat = axes.flatten()\n",
|
||
"\n",
|
||
"for i, col in enumerate(numeric_cols):\n",
|
||
" if i < len(axes_flat):\n",
|
||
" df.boxplot(column=col, ax=axes_flat[i])\n",
|
||
" axes_flat[i].set_title(col, fontsize=12)\n",
|
||
" axes_flat[i].tick_params(axis='x', rotation=45)\n",
|
||
"\n",
|
||
"# Скрываем пустые subplots\n",
|
||
"for i in range(len(numeric_cols), len(axes_flat)):\n",
|
||
" axes_flat[i].set_visible(False)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.subplots_adjust(top=0.95) # Добавляем место для заголовка\n",
|
||
"plt.show()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 2000x4000 with 32 Axes>"
|
||
],
|
||
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|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 11
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "33d8e762-c154-4ece-9558-e63a99b8dafa",
|
||
"metadata": {},
|
||
"source": [
|
||
"смотря на эти графики хочется плакать, но ничего, попробуем посчитать сколько конкретно у нас ненулевых значений (т.е. заказов)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "43834078-3bb1-48a6-8fc8-8a0a01b41f75",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:23.427310Z",
|
||
"start_time": "2025-12-15T10:38:23.137241Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"\n",
|
||
"fieldsToCount = [\"orders_amt_ent\", \"orders_amt_super\", \"orders_amt_transport\", \"orders_amt_shopping\", \"orders_amt_hotel\", \"orders_amt_avia\"]\n",
|
||
"\n",
|
||
"def countsOfOrdersByCategories():\n",
|
||
" rowsWithOrdersCount = {}\n",
|
||
" for field in fieldsToCount:\n",
|
||
" rowsWithOrdersCount.update({field: df[[\"id\", field]].groupby(field).count() })\n",
|
||
" \n",
|
||
" fig, axes = plt.subplots(2, 3, figsize=(18, 10))\n",
|
||
" fig.suptitle('Распределение количества заказов по категориям', fontsize=16, y=1.02)\n",
|
||
" \n",
|
||
" axes = axes.flatten()\n",
|
||
" \n",
|
||
" colors = plt.cm.Set3(np.linspace(0, 1, len(fieldsToCount)))\n",
|
||
" \n",
|
||
" for idx, (field, data) in enumerate(rowsWithOrdersCount.items()):\n",
|
||
" ax = axes[idx]\n",
|
||
" \n",
|
||
" # Подготовка данных\n",
|
||
" plot_data = data.reset_index()\n",
|
||
" plot_data.columns = ['Количество заказов', 'Количество клиентов']\n",
|
||
" \n",
|
||
" # Создание столбчатой диаграммы\n",
|
||
" x_pos = np.arange(len(plot_data))\n",
|
||
" bars = ax.bar(x_pos, \n",
|
||
" plot_data['Количество клиентов'], \n",
|
||
" color=colors[idx],\n",
|
||
" edgecolor='black',\n",
|
||
" linewidth=0.5)\n",
|
||
" \n",
|
||
" # Настройка осей\n",
|
||
" ax.set_title(field.replace('orders_amt_', '').upper(), fontsize=12, fontweight='bold')\n",
|
||
" ax.set_xlabel('Количество заказов', fontsize=10)\n",
|
||
" ax.set_ylabel('Количество клиентов', fontsize=10)\n",
|
||
" ax.set_xticks(x_pos)\n",
|
||
" ax.set_xticklabels(plot_data['Количество заказов'].astype(str))\n",
|
||
" \n",
|
||
" # Сетка\n",
|
||
" ax.grid(True, alpha=0.3, linestyle='--', which='both')\n",
|
||
" \n",
|
||
" # Добавление значений над столбцами\n",
|
||
" for bar in bars:\n",
|
||
" height = bar.get_height()\n",
|
||
" ax.text(bar.get_x() + bar.get_width()/2., height + 0.1,\n",
|
||
" f'{int(height)}', ha='center', va='bottom', fontsize=9)\n",
|
||
" \n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"countsOfOrdersByCategories()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1800x1000 with 6 Axes>"
|
||
],
|
||
"image/png": 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fxhtv7K7+PvHEE5vdf99999lGG21klcTSUtHSuLRUXJeNCQ/y18KyMaWUG45DHI+3GscUjkMcPptqlRt8bVTyq5bea2vl6v3nSgCmqY3IF4c4Hm+1BvKr2Y8SzajUle76yTXL76677sr5esXs1FNPdT+5VKIMIE58Ww5iXsuo58Q8iardjwJqFd8BxIx6Fl+cn8SsWEX/z1WDMyNGjHB7qfirv19++WWbPXu2WxKhklhaCnGm5em0dJ1muKT5Cm/iQByoD5wTtA3x7EcBKA19m+oj5sQ8Dajn5aMfBVQG7RExqwbqGXGrlqaUj9EXneDT0gf33nuv3XPPPfb222+7wGmppQkTJtg666xT0YNjaSnEmZYiVOMRXr4ubYgDcaA+cE7QNsSzHwWgNPRtqo+YE/M0oJ6Xj34UUBm0R8SsGqhnxK1aMikfoy86wac9XMaMGWNnnHGGVQNLSwEAgFpR7X4UAABAraAfBQAA0FzRcxa13rkyogAAAKAfBQAAUA2MRwEAAJQ5g09THl966SU3sy6KlpkCAAAA/SgAAIBKYTwKAACgzASfHHvssZH319XV2axZs0opEkgc1XftnaTbNCMOxIH6wDlB21Ac+lFAvNG3IeZpQD0n5klFPwooH98BxKwaqGfErVrqUj5GX3SCT4H661//ar169WqbIwISor6+3rp06WJpRxyIA/WBc4K2oXD0o4D4o29DzNOAek7Mk4h+FFAZfAcQs2qgnhG3aqlP+Rh9fSlLIgD477nQ2NiY+nOCOPxf20h9IA7Uheb9Bc4J+lFAEtF+EfM0oJ4T8yRiPAqo3LnE/9WIWVujnhG3asmkvE0rOsE3ZcqUnPvvAWnS1NRkX331lbtNM+JAHKgPnBO0DYWjHwXEH30bYp4G1HNinkT0o4DK4DuAmFUD9Yy4VUtTysfoi16i87777nM/uVx66aXlHhMAAEBNoh8FAABAPwoAAKBdZvAFPfTQQ7Zo0aKKHAgAAECa0I8CAACgHwUAAFC1GXzBGXqPPvqonXrqqbb++uuXfAAAAABpQT8KAACAfhQAAEC7z+AD0q6urq69DyEWiANxoD5wTtA2AKgl9G2IeRpQz4k5gPTiO4CYUc/ii/OTmLXpDL4gKhvSrKGhwXr27GlpRxyIA/WBc4K2oTT0o4B4om9DzNOAek7Mk45+FFA6vgOIWTVQz4hbtTSkfIy+6ARf//79sx2pTCZjQ4YMafb4rFmzKnd0AAAANYR+FAAAAP0oAACAdknwTZkypSJ/GEi6xsZGW7x4sXXt2tVdKZBWxIE4UB84J2gbCkc/Cog/+jbEPA2o58Q8iehHAZXBdwAxqwbqGXGrlsaUj9EXneAbNGiQu124cKF98MEHttFGG9ny5cutW7dubXF8QOwbEBAH6gPnBW0DbWSh6EcByUAfj5inAfWcmCcN/SigcvgOIGbVQD0jbtXSmOIx+vpiX6Bk3tlnn+06Vvvtt599/PHHdsYZZ9hhhx1m8+fPb5ujBAAAqAH0owAAAOhHAQAAtEuC7/LLL7e33nrL7rvvPuvUqZO777jjjrMvvvjCLr744oocFAAAQC2iHwUAAEA/CgAAoF0SfI8//riNGTPG+vXrl71Pv1900UX2zDPPVOSgAAAAahH9KAAAAPpRAAAA7ZLgW7RokXXp0qXF/U1NTale6xTpU19fbyuvvLK7TTPiQByoD5wTtA2Fox8FxB99G2KeBtRzYp5E9KOAyuA7gJhVA/WMuFVLfcrH6It+14MHD7YJEybYwoULs/d9+OGHbnnOnXfeudLHB8RWXV2ddezY0d2mGXEgDtQHzgnahsLRjwLij74NMU8D6jkxTyL6UUBl8B1AzKqBekbcqqUu5WP0RSf4zj33XJcNHTRokC1ZssT23XdfGzJkiPXo0cPOOeectjlKIIY0a3Xp0qXuNs2IA3GgPnBO0DYUjn4UEH/0bYh5GlDPiXkS0Y8CKoPvAGJWDdQz4lYtTSkfo+9Q7Au6d+9u11xzjZu19/bbb9uKFSusd+/e1qdPn7Y5QiCmMpmMazx0hUCaEQfiQH3gnKBtKBz9KCD+6NsQ8zSgnhPzJKIfBVQG3wHErBqoZ8StWjIpH6MvOsH34osvZn/X2qby+eefux8ZOHBgJY8PAACgZtCPAgAAoB8FAADQLgm+gw46KLueqbKjQbp/1qxZFTkwAACAWkM/CgAAgH4UAABAuyT4xo0b55bo7N+/v5188skszQkAAEA/CgAAoE0xHgUAANBcvRVpn332sUcffdQtxXnIIYe4TY4/+eSTYosBEk8zVrW2r5/RmlbEgThQHzgnaBsKRz8KiD/6NsQ8DajnxDyJ6EcBlcF3ADGrBuoZcauWupSP0Red4BMFbMSIEfbYY49Zr1697Cc/+YlNmDDBFi5cWPkjBGKqvr7e7UOp2zQjDsSB+sA5QdtQHPpRQLzRtyHmaUA9J+ZJRT8KKB/fAcSsGqhnxK1a6lM+Rl/0Ep1nnnlmi/s23XRTu/HGG+3uu++25557rlLHBsSa9qDUj64OSOsVAkIciAP1gXOCtqFw9KOA+KNvQ8zTgHpOzJOIfhRQGXwHELNqoJ4Rt2rJpHyMviJpzdVXX92GDh1qu+yySyWKAxKhqanJFixY4G7TjDgQB+oD5wRtQ3noRwHxQt+GmKcB9ZyY1wr6UUDx+A4gZtVAPSNu1dKU8jH6omfwXXrppW1zJAAAADWOfhQAAAD9KAAAgNgs0RnEwBUAAAD9KAAAgEpiPAoAAKDMJTrvu+8+W7p0abEvAwAASD36UQAAAKWhHwUAAFDmDD45++yzrVevXqW8FAAAINXoRwEAANCPAgAAaJcEHwCz+vp669mzZ+pDQRz+izgQB4+6QBwAJBvtODFPA+o5MQeQXnwHEDPqWXxxfhKzqiT4XnrppWaJDVW8zp07W79+/axDB3KGSIe6urr2PoRYIA7EgfrAOUHbUBz6UUC80bch5mlAPSfmSUU/Cigf3wHErBqoZ8StWupSPkZfUjbu2GOPjQzkoEGD7NZbb63EcQGx19jYaEuWLLEuXbpYQ0ODpRVxIA7UB84J2obi0I8C4o2+DTFPA+o5MU8q+lFA+fgOIGbVQD0jbtXSmPIx+qITfLNnz468/7XXXrMDDjigEscEJMaKFSva+xBigTgQB+oD5wRtQ2HoRwHJQN+GmKcB9ZyYJw39KKBy+A4gZtVAPSNu1bIixWP09cW+4N1337VMJtPi/r59+9oxxxxTqeMCAACoOfSjAAAA6EcBAAC0S4LvJz/5if3rX/9qdt/bb79tp5xyil1//fUVOSgAAIBaRD8KAACAfhQAAEC7JPiOOuoo+8UvfmHnnXeeLViwwC699FI3WKX1TR944IGKHBQAAEAtoh8FAABAPwoAAKBd9uDTwNSwYcPs2muvdYm9NdZYw6ZNm2b9+vWryAEBSVFXV2ddu3Z1t2lGHIgD9YFzgrahcPSjgPijb0PM04B6TsyTiH4UUBl8BxCzaqCeEbdqqUv5GH3RCb7777/f3W655ZYusbfvvvvarFmz3I/ss88+lT9KIIbq6+ttpZVWsrQjDsSB+sA5QdtQOPpRQPzRtyHmaUA9J+ZJRD8KqAy+A4hZNVDPiFu11Kd8jL7oBN/VV1+d/X3ttde2e++9N/tvZUlJ8CEtmpqabMWKFdahQwfXkKQVcSAO1AfOCdqGwtGPAuKPvg0xTwPqOTFPIvpRQGXwHUDMqoF6RtyqpSnlY/RFJ/iefPLJtjkSIGEymYwtXrzYunfvbmlGHIgD9YFzgrahcPSjgPijb0PM04B6TsyTiH4UUBl8BxCzaqCeEbdqyaR8jD59KU0AAAAAAACggGVB99hjD9tss81szz33tD/+8Y/Zx/7973/b6NGjbauttrIdd9zRrrrqKmtsbGz2+ttvv9123XVXGzBggP385z+3119/vdnjlSgDAACkFwk+AAAAAAAAIOCBBx6wMWPG2C9+8Qt75JFHbK+99rKTTz7ZXnrpJfv666/tsMMOc8+bOnWqnX/++XbnnXfaxIkTs6+/77777PLLL7cTTjjBbW+z3nrr2ciRI+3zzz93j1eiDAAAkG4k+AAAAAAAAIDAcl+//vWv7eCDD3YJvg022MCOOuoo22GHHeyFF16wxx57zD766COXfOvbt6/ttttuLvl366232vLly10ZN9xwgw0fPtx+/OMf20YbbWSXXHKJdenSxe655x73eCXKAAAA6UaCDyiDNu8EcaA+cF7QNtBGAqgt9PGIeRpQz4k5cnv33XftP//5j+29997N7p88ebJbUnPmzJm26aabWs+ePbOPbbfddrZw4UKbNWuWffbZZ/bee+/Z9ttv3+yc22abbezFF190/65EGQDfAdXD9yYxo67FV4cUj9GX9M613rc6Ne+8845bG7x3797uiqZBgwZV/giBmGpoaLBu3bpZ2hEH4kB94JygbSgO/Sgg3ujbEPM0oJ4T86SqVj9KCT5ZvHixW0ZTf1fLY2oW3+DBg23u3Lm29tprN3vNmmuu6W7nzJmTHWhcZ511Wjxn9uzZ7vdKlBFF+/XlonJVXnifv7q6Oquvr3czF5uamiLbDAm/TvQ6vT5j6ZT5X1wqEUO9Tq+Pem2ucv1ro8rNd0yaCVrqMbXVe22vcguJoW4Vs/DfL+SzidN7rXa5ipleJ9Ws3+3xXitVroTrWnu0EdV4r5Ust0sbtmmFxLCczybXa9sswfenP/3JTjrpJBsyZIgNGzbMvbGXX37ZDj30ULcZsJYUANIgeOLpZEwr4kAcqA+cE7QNhaMfBcQffRtingbUc2KeRNXsR2kWnZx++ul27LHH2imnnOKW1Dz66KPtt7/9rS1dutR69OjR7DWdOnVyt8uWLbMlS5a431daaaUWz9HjUokySj3/v/rqq2b36W907drVDTKGH5NVVlnF3eqYVqxY0ewxvU6vL2dwMsmaGv8bs3wx1JiRn6mppHF4kNjHUPsy+s/d69ixo6288sqRn5v4cqM+Gw14q76oXP1dT2UpgayL1nVsUeV2797dDUyrnvolY73OnTu7H/29RYsWtRiw9vVa51G4Xuhv6m+rDofrsY5Vx1xKDBUjxUrHqmOuVAyDn42PoR8D9DGUqHIVBz1X5er1hcZQcVf8c8XQfzb5Yqj4+HYsKob6m+GEQ74YltJG+OPW63w9DNfvQmOo4wnHMFf9LiaGUfU7XwyD9Tsqhvnqd6FthMr19dvXtWq3EYV8NnFqIzKZTDaGum2PNkL3FxvDfG2Ef09tkuDTGuTq2IwYMaLZ/bfccotdc801JPiQGr4x8Q1aWhEH4kB94JygbYh3P+r++++3m266yT788EO3f4wGqX70ox+5x/7973/bRRdd5JZ5Usd0v/32s+OOO67Z99rtt99uN998s33yySf2ne98x84++2zbZJNNso9XogwgTujbEPM0oJ4T8ySqZj9Kg32i2XtDhw51v2+88cZuJp8SfBq4DA9o+oFI9Yf0uEQ9x8/MqEQZUaZPn97q7D4/8O35QUQNvIYfC4r6u352TlovfK5v+G/MCo2hPttcMVS9y7XMnMov9rPxx6Ryg6/1iQt9FwQTIVHHpHroE8/hcnWs+Y4patUrX67KDCevKxFDlenP33C55cTQz9DJNQYYVa5/rcr153O1Ypjrc/WUzCglhsW0EapnGjf18cpXv1uLoU8YFVK/i4lhvvpdTgzLqd86pvB4c7XbiLC4txGNoTatPdqI1t5rqW1EmyT4NDj0/e9/v8X9uu/KK68stjgAAIDUqHY/6oEHHrAxY8bYWWedZTvttJM98sgjdvLJJ7vloJRo06DVhhtuaFOnTrUPPvjAPVcd3+OPP969/r777rPLL7/cJfCUkFOicOTIkfbHP/7RVlttNXeVWbllAAAAxK0ftdZaa7nbvn37Nrt/o402sj//+c9uSdA333yz2WPz5s3LvtYvq6n7+vTp0+w5vmz1x8oto1S5LlLWgGK+C5jzPZbO9N5/33cwLuXE0A9AV/yziXht8G+1xzElsVw97n+KKTeJ77VS5erfwaRMWxxvXN5rJcvNVdeIYW22afV5XluIol+tTsUzzzzT4v6nn37a1l13XWsLuvJ8jz32sM0228z23HNPNyAUvGpcGxxvtdVWtuOOO7plGcJTMHXVuK5SGjBggP385z93V1wFVaIMAACAOPWjtKSDrnQ/+OCD3d40mr2nfWN22GEHe+GFF9wyUx999JFLvmnwSle9K/l36623Zq8Uv+GGG2z48OH24x//2A1oXXLJJe7qsnvuucc9XokyAAAA4taP2nTTTd3sjFdeeaXZ/UrIqU81cOBANy4UXL7t+eefd6/p37+/9erVy+0POGPGjOzjWr5r5syZ7rVSiTIAAEC6FT2DT0su6UednM0339zdpzXPNcCjwZ1K48pzAABQK6rZj3r33XftP//5j+29997N7p88ebK7Pf/8893glV9PXrbbbjs3yDRr1ixbb7317L333rPtt98++7iWndhmm23ccpy6OEoDTOWWAQAAELd+lJbKGjVqlE2cONHNltPF3loJ4dlnn3VLgm6xxRbu4vATTzzRLRuqC8c1i1D7AfolxfT72LFj7Zvf/Ka7YF2rGGjfHy1nLrowqtwyAABAuhWd4NPSB7/5zW/sjjvusDvvvNOth6orivRvdXja8spz0ZXnGkzSlecatNJV43fffbcbWNKV45999pnr2B155JGuQxS8alx01bg6UbpqXINK/srzcsoAAACIWz9KCT7RRs9aRlNXiCvhpr7U4MGDbe7cuW5pqKA111zT3c6ZMye7tr9fHir4nNmzZ7vfK1FGvv1hoqhclRdebUHLXmhpC/Ufw5udi18SI/w60evSum9MqTKhWPoYKvbhjdJ9/HN9Nv61UZ9NJT7XqGPKV26wrEqW21bHW2gMy/ls2vq96jn+p71iWGq5SavfwXL1WLhsYth2n42e68tKQxuR9H6UHH300W7VgQkTJtjHH3/sZhBqr79tt93WPT5p0iS74IIL7IADDnDjSVrtSa/xdL/2UVIS78svv3TLo2v/Pr9EuY6/3DIAAEC6FZ3gE12F7a/EVifuiy++aJPOBVeeI870n5kePXqkfkCQOFAfOC9oG2gj49mP8ss9nX766Xbssce6K8N1YZMGjTQwpKu/9T0W5DfHXrZsmS1ZssT9Ht7YWs/R41KJMkqhuGmwK0h/Q5tpa5Ax/Jisssoq7lbHpOWtgvQ6vb4ag5O1IhOKs4+h9mX0n7unTcy13FjU5yZ+BmjUZ6OBVdUXlatkdZASyH5j9qhy/cb0qqd+ydjgzAz96O8tWrQoZ99mwYIFLeqF/qb+tupwuB7rWHXMUfVQ5fn3qvcSHmhXjBQrHauOuVIx9J+N7i82hj4OKlefQaExVNz9RvJqi8Ix9J+Nj6EeV9xVjspUDBWf4LJ14RjqueGEQ74YVqKNiKrfhcZQxxOOYb76XWgMo+q3r4dRMfT1W7c+5sELHPLV73wxbK1+12IbkeuzyRVDPU/H6pNptd5G6Fja4uKZavWjPO0brJ8omlV388035329LrLSTy6VKAMoFuM4xSNmxKxaqGvErM0TfFr+4NJLL3UdxEMOOcRdaaSNjtU5Hj9+vH3ve9+zSuHK8+bSfOV5oVeIt8eVuX5AIq5X5lar3GAcknJVaVvE0P9HNk6fTWvltsWV5/5vxO29VjOGweeksY3IF4ektBFtoZr9KA32iQaEhg4d6n7feOON3Uw+Jfg0cBke0PQDkRrs0+MS9RwNqEolyogyffr0Vmf3+YFvL7h5e/ixoKi/6ze1ruW+VKXVheLsY6h652dutnhNXV3Rn43/TFRuvtdGPeaPSfXQJ57D5epY873WD2xHPaYyw8nrQuuhzo9c5apMf/6Gyy0nhrneqxf1mH+tyvXnc7HllhrDYIIripIZpcSwnDYiX/1uLYY+YVRK/c4Xw3z1O18Mc9Wltq7ftdJGlFO/fb8lLW1EUvtRQC3zbRGIGfUsfjg/iVmbJ/jOOecc22ijjVyHU+uR77///m6JggcffNDGjRtX0Q4VV543l9Yrz8NXN8blqlL9rr+v/7jl+2ySdFVpKVeeB+OgctN85bmPQ5qvPA/GIThI0BZXnueKYXu3EZrt4WPg/9NUK1eeF9NGqFy932AcuPK8uv0o7RcjWn48SH//z3/+sw0aNMjefPPNZo/Nmzcv+1q/rKbu05JUwef4srU8Z7lllMonk8NU33I9lu91KE5djlj6AehKfzblvLbYY1L7pnZTbV0ly22r461GuW19TIq5vjMU82DCvZZiGJf67Snm6j8EY16JctvqeFsrN47HFC43XM/jfrzFlJvvtUntRwG1LOp7F8SMehYPnJ/ErM0TfJpVd+2117o9XB544AG3P546WD/72c/s1ltvtUriyvNoabvyPHx1Y1yuKvV7KASvHq6Vq0qLiWEwDj5uSbuqtBIxjIpDGq88D8YhOAjQFleetxbD9mojdExRMUhbG6H3quRiMA5ceV7dftSmm27q4v/KK6/YNttsk71fCbkNNtjABg4caPfff79Lxvp68Pzzz7vX9O/f33322tdmxowZ2aWw9JlqL2TtDyOVKAOIG130oIsuwt95IOa1hHpOzJOomv0ooJbxHUDMqGfxxflJzNo8wadBGT9jQIORfkDRz7SoJK48j5bGK8+reYV4MeXqd/0EkxHtfUztUW44DnE83mock49D2q8893EI15FqH1N7lhsVg9bKTep7zVdurjjE8XirdeVqNftRSk7o6vaJEye6PtWAAQPskUcesWeffdZuueUW22KLLeyqq66yE0880e3P9+9//9uuvPJKO/TQQ7OJXf0+duxYtz/MZpttZjfddJOb8bHffvu5x3fbbbeyywAAAIhbPwoAAKAmE3wyefJk14HSla1Tpkxxy3GFlxWrBK48BwAAtaZa/Sg5+uij3d+aMGGCffzxx26ZTC1lte2227rHJ02a5PavOeCAA9xxaFadXuPpfi3FqiTel19+ad/5znfc/n2rrbaae1wDa+WWAQAAEMd+FAAAQM0l+LQU06uvvup+33LLLW327NnZx4LLP1UCV54DAIBaUs1+lDdy5Ej3E0Wz6m6++ea8rz/ssMPcTy6VKAMAACCO/SgAAICaSvBddtlltvbaa1dtKSuuPEdcabk3JaFrcd/DYhAH4kB94JygbYhvPwpA8ejbVB8xJ+ZpQD0vH/0ooDJoj4hZNVDPiFu11KV8jL7oBN+uu+5qf/3rX61Xr15WLVx5jjjS4Kwaj7QjDsSB+sA5QdsQ734UgOLQt6k+Yk7M04B6Xj76UUBl0B4Rs2qgnhG3aqlP+Rh90ZePZzKZ1GZDgfC5oHX/dZtmxIE4UB84J2gbimsz6UcB8UbfhpinAfWcmCcR/SigcucS41nErK1Rz4hbtWRS3qYVPYNPjjnmGOvYsWPkY9rkGEiDpqYmW7RokXXv3t0aGhosrYgDcaA+cE7QNhSHfhQQb/RtiHkaUM+JeVLRjwLKx3cAMasG6hlxq5amlI/Rl5Tg22KLLWzllVeu/NEAAADUOPpRAAAA9KMAAADaJcE3atQo9o4BAACgHwUAAFA1jEcBAACUsQffwIEDcy7PCQAAAPpRAAAAlcZ4FAAAQJkJvt/97nf20EMP2cMPP5y979hjj7U777yz2KKAxEvjur5RiANxoD5wTtA2FIZ+FJAM9G2IeRpQz4l50tCPAiqH7wBiVg3UM+JWLQ0pHqMvOsE3YcIEu+GGG6xr167Z+wYNGmTXXXedTZw4sdLHB8S64Ujr5p1BxIE4UB84J2gbCkc/Cog/+jbEPA2o58Q8iehHAZXBdwAxqwbqGXGrloaUj9EXneCbNm2a61QNHjw4e9/BBx9s48ePt7vuuqvSxwcAAFAz6EcBAADQjwIAAGiXBN+SJUusW7duLe5fddVV7auvvqrIQQFJ0NjYaPPnz3e3aUYciAP1gXOCtqFw9KOA+KNvQ8zTgHpOzJO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|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 12
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "81051db7-7900-470b-a04a-4f31b59597fc",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:23.504428Z",
|
||
"start_time": "2025-12-15T10:38:23.434106Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"rowsWithOrdersCount = {}\n",
|
||
"for field in fieldsToCount:\n",
|
||
" rowsWithOrdersCount.update({field: df[[\"id\", field]].groupby(field).count()})\n",
|
||
"\n",
|
||
"# Проходим по всем категориям и создаем графики Altair\n",
|
||
"for idx, (field, data) in enumerate(rowsWithOrdersCount.items()):\n",
|
||
" # Подготовка данных\n",
|
||
" plot_data = data.reset_index()\n",
|
||
" plot_data.columns = ['Количество заказов', 'Количество клиентов']\n",
|
||
" \n",
|
||
" # Создаем более читабельные названия для графика\n",
|
||
" plot_data['Количество заказов_str'] = plot_data['Количество заказов'].astype(str)\n",
|
||
" \n",
|
||
" # Подготовка данных для Altair\n",
|
||
" chart_data = plot_data.copy()\n",
|
||
" \n",
|
||
" # Создаем столбчатую диаграмму\n",
|
||
" chart_title = f'Распределение по категории: {field.replace(\"orders_amt_\", \"\").upper()}'\n",
|
||
" \n",
|
||
" # Создаем график с помощью вашей функции\n",
|
||
" save_altair_bar_chart(\n",
|
||
" data=chart_data,\n",
|
||
" x=alt.X('Количество заказов_str:N', title='Количество заказов', sort=None),\n",
|
||
" y=alt.Y('Количество клиентов:Q', title='Количество клиентов'),\n",
|
||
" color=alt.Color('Количество заказов_str:N', legend=None),\n",
|
||
" chart_title=chart_title,\n",
|
||
" tooltip=['Количество заказов_str', 'Количество клиентов'],\n",
|
||
" file_name=f\"orders_distribution_{field}.html\"\n",
|
||
" )\n",
|
||
" \n",
|
||
" print(f\"График сохранен: orders_distribution_{field}.html\")"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"График сохранен: orders_distribution_orders_amt_ent.html\n",
|
||
"График сохранен: orders_distribution_orders_amt_super.html\n",
|
||
"График сохранен: orders_distribution_orders_amt_transport.html\n",
|
||
"График сохранен: orders_distribution_orders_amt_shopping.html\n",
|
||
"График сохранен: orders_distribution_orders_amt_hotel.html\n",
|
||
"График сохранен: orders_distribution_orders_amt_avia.html\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 13
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7c9aaf2b-56ec-4496-a8bc-0d6843f3542d",
|
||
"metadata": {},
|
||
"source": [
|
||
"Большая часть записей содержит не более 1 заказа в день, также реклама влияет на то закажет ли что-то человек в сервисе, а не на то сколько заказов он сделает. Поэтому будем считать все заказы в 1 день как 1."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "cf341e30-8d11-4aed-8e95-7f5d0ed5c0c3",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:23.822298Z",
|
||
"start_time": "2025-12-15T10:38:23.509257Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"for field in fieldsToCount:\n",
|
||
" df.loc[df[field] > 0, field] = 1\n",
|
||
"\n",
|
||
"countsOfOrdersByCategories()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1800x1000 with 6 Axes>"
|
||
],
|
||
"image/png": 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2rkf7VTw6UosyAGgc4ih6nOALP/3pT/NCh7Hg8JlnnpkXlfzss89SbyimljrttNNyQu0Xv/hFntbpt7/9bQ7iYlqoWO/lhBNOyL3R4zmOJ3qQl04LFfvHNAZxvLH/HXfckRu4iqmlelIGAEB/jKNiyqf9998/bbDBBq3zw8cUVjGlZvR0HzlyZJv3zzfffPn5zTffbO0JH4nB8vcU22pRBgBAf4yjAAAGXIKvdKqATTfdtPXnWWaZJW222WapN6eWCjG1VCT8IhEX0xgU00JF762YGurVV1/N00JFcq6YFurggw/O00KFmBZq7bXXztNCRbmlU0t1twwAGq/3cKyXEVMCVbv4LY2tr+OoWM9l+PDheTaE+eefP8dQEdP86le/yo1h5R2VosEsTJ48OU2aNCn/XOk9H3/8cf65FmVUEgnJjkTiMBKGcR2Wit78kcBsaWmp2Iu/uFbL9wuxX7HANVBZb1xzsV/sX8/lFvt2VG6xb6Vy6+2z1qrcmKWnPI5Sh7373XTlPOzJ+d3RvvUeRwFAf6M9ih4n+GJR475kaikA+qO+aMRg4OnLOCoSYQcddFBeK2bVVVfNry233HI56Rej+KIxLDoylYqkXIjpr2J7iPcUPxfvGTZsWP65FmV09/qLadNLRRIxfmc0MpZvC3POOWd+jqRjNC6Xiv1if9c1VNbc0v66ims6HnE9xVS85QmB6FwQIpFTfm3FtnhP3AuKe0ZpB4C4PxSNF6UikRBT5oX4neUJhxjJE503455TPqKnFveIGDFUdFwoRCfRSFSFSuXGtMRx3HE8sX+p+JzFSKSJEyd2qw6j3PL7cGd1GAmZYprxSnUYnyU+U6XvprM6LP1u4rOUJ5JK6zB+b1GPcTzxncV3V+neHopyK303ndXh9L6bzuqws/O7tA4rfTed1WHx3XSnDjs7v3tSh8V3E69XW4fF+R3llp/fcSy17jzT1+1RANAf+X8rPZ6iM0bVxULAL730Ug46F1988by2S2/0mDK1FAAwkPRVHPXUU0/lxrZI6pVaYYUV0gMPPJD+67/+K73zzjttthX/jtF+RQNgvBZTepa+Z9SoUfnnmLq8p2VUcv/99093dF/R8F0oGhGj4bV8W6lKicVikXKj+KCyQU3tr6vieokEQGfXXJEcqHTNRbKjfIRvUW5pgquSSGZ0VG6UWazNVct7RJRZuuZouUrlFr+3SBhV2hbldrcOo8xi5HQt67Cz72Z6dRgJo47Kjc8anycapspnQojyq/1uulqHlbZ1pQ576/zuSR12dn73pA6n91k7O7+j3I7O71rry/YoAIABl+AbO3ZsOv3003MAtfvuu+eeZ3//+9/zunXRiLT11lvX9ABNLfV/TC0FPWNqKVNL1WpqqdhePEr3NT2XqaX6UxwVybfw3HPPpeWXX7719eeffz4ttthiOdEXxxPncXHuP/zww7mhLGZQiIa8aLh85JFHWpNzn3zySXrmmWfy8YfVVlutx2V0V0fT48Z12tnUuabVhf5zzRUJi0Yvtz8eU2+WG9tLH7Uot79+1kYpt7N9a6mv26MAAAZcgi96Sh133HFtekdtuOGG6ctf/nK6+OKLaxpQmVqqLVNLQfe1NLefrsbUUv/L1FLdm1oqpkYqEoamlupaHZpaqm/jqEjqrbLKKumwww7LvzMSfrfeemt66KGH0nXXXZcWXnjhfDwxW8Kuu+6ann766TydZzSShTjfowHtrLPOSnPPPXdaaKGF0plnnpnL2WijjfJ7Yr3inpYBANDf4igAgAGZ4Hv//ffTiiuu2O71lVZaKSfkasnUUpWZWgqq1zSo/XQ1ppZqz9RSXZtaKtYbiWRV9GQunX7I1FL/x9RSMz6OinP2oosuSuecc0464ogj0scff5xGjhyZE3Axeq9oKDv55JPT5ptvnuadd9506KGH5p8L++23X55m8+ijj85J7Rixd/nll7dODRaj9HpaBgCNJf4+xejuvhr1xcDRl3EUAPRH4ih6nOBbeumlc+/vn/zkJ21ev+WWW9KSSy6ZasnUUpWZWgq6x9RSppaq1fRF8ai0Bo+ppbpeh406tVRfxlEhRlRGT/d4dDTK7/rrr+9w/6izQw45JD86UosyAGgc8Te5s7UMob/EUQDQ34ijKFd1VB2NMzvuuGNeS6Xo/f3kk0+mcePG5SkRasnUUgD0R7Hex+TJk9PQoUP1PqffxlEA0B+Jo+gucRQAjU4cRY8TfDH1wc0335xuvPHG9OKLL+bGzZhqacyYMWnBBRdMtWRqKQD6o5aWlpzgi/XFoL/GUQDQH4mj6C5xFACNThxFjxN8sYbLUUcdlQ4//PDUF0wtBQAMFH0dRwEADBTiKACAtqpecCbmO49RCwAAiKMAAPqC9igAgB6O4IthoE888UQeWVdJTDMFAIA4CgCgVrRHAQD0MMEX9tlnn4qvNzU1pWeffbY7RQJA3Yi/d7F2WjxDtcRRADQycRQ9IY4CoJGJo+hxgi9Oor/+9a9pnnnmqXZXABgQBg0alIYNGzajD4M6JI4CoNGJo+gucRQAjU4cRY/X4IspEQCgkcXfwmnTpvmbSLfOHQBoZOIoenLuAEAjE0fR4wTf1Vdf3eH6ewDQCJqbm9Onn36an6Ea4igAGp04iu4SRwHQ6MRR9HiKzltuuSU/OnLqqadWWyQAQEMQRwEAiKMAAGbICL5Sd9xxR5owYUJNDgQAoJGIowAAxFEAAH02gq90hN7dd9+dDjnkkLTIIot0+wAAABqFOAoAQBwFADDDR/ABQKNqamqa0YcAAFCXxFEAAOIoZsAIvlKCcgAa0eDBg9OIESNm9GFQ58RRADQicRS1II4CoBGJo+hxgm+ppZZqDaRaWlrSRhtt1Gb7s88+W22RAAANQRwFACCOAgCYIQm+q6++uia/GADq1bRp09LEiRPTrLPOmntPQVeJowBodOIoukscBUCjE0fR4wTf6NGj8/P48ePTv//977TkkkumKVOmpNlnn73aogCgroMqqJY4CgDEUXSPOAoAxFG0NShVKZJ5Rx99dA6sttpqq/T222+nww8/PO2yyy7p448/rrY4AICGIY4CABBHAQDMkATfGWeckV544YV0yy23pKFDh+bX9t133/Thhx+mn/70pzU5KACAgUgcBQAgjgIAmCEJvnvvvTcdddRRadSoUa2vxc8nnXRSeuCBB2pyUAAAA5E4CgBAHAUAMEMSfBMmTEjDhg1r93pzc7P1iABoCIMGDUqzzTZbfoZqiKMAaHTiKLpLHAVAoxNHUa7qlsn1118/jRkzJo0fP771tddeey1Pz7nuuutWWxwA1J2mpqY000wz5WeohjgKgEYnjqK7xFEANDpxFD1O8B177LE5Uzx69Og0adKktOWWW6aNNtoozTHHHOmYY46ptjgAqDsxav2zzz7Lz1ANcRQAjU4cRXeJowBodOIoyg1JVRo+fHg677zz8qi9F198MU2dOjUtvvjiaYkllqi2KACoSy0tLTnBF6P4oBriKAAanTiK7hJHAdDoxFH0OMH32GOPtf4c6w+FDz74ID/CaqutVm2RAAANQRwFACCOAgCYIQm+7bffvnXNocgYl4rXn3322ZocGADAQCOOAgAQRwEAzJAE32mnnZan6FxqqaXSgQceaGpOAABxFABAr9IeBQDQ1qBUpc022yzdfffdeSrOH/3oR3mR43fffbfaYgCgbsWI9Vh/rxjRDl0ljgKg0Ymj6C5xFACNThxFjxN8IRo1d9xxx3TPPfekeeaZJ33ve99LY8aMSePHj+9OcQBQVwYNGpTXoY1nqJY4CoBGJo6iJ8RRADQycRQ9nqLziCOOaPfasssumy655JJ0ww03pIceeqjaIgGgrsQatPGInlNG8VENcRQAjU4cRXeJowBodOIoepzgq+QLX/hC2nzzzWtRFAD0e83NzenTTz9Nw4cPT4MHD57Rh0OdE0cB0EjEUdSSOAqARiKOoscJvlNPPbXaXQAAEEcBAHSb9igAgF6YorOUgAsAQBwFAFBL2qMAANoalKp0yy23pM8++6za3QAAGp44CgCge8RRAAA1WIPv6KOPTvPMM093dgUAaGjiKAAAcRQAwAxJ8AFAIxs0aFAaMWLEjD4MAIC6I44CABBHMQMTfE888USbhs0I0GeZZZY0atSoNGSInCEAA1tTU9OMPgTqmDgKgEYmjqInxFEANDJxFOW6lY3bZ599Kp5co0ePTldddVV3igSAujFt2rQ0adKkNGzYsDR48OAZfTjUGXEUAI1MHEVPiKMAaGTiKHqc4Bs3blzF1//xj3+kbbbZptriAKAuTZ06dUYfAnVIHAUA4ijEUQDQXdqjKDUoVenll19OLS0t7V4fOXJk2nvvvastDgCgYYijAADEUQAAMyTB973vfS/961//avPaiy++mA4++OB00UUX1eSgAAAGInEUAIA4CgBghiT4fvzjH6cf/vCH6bjjjkuffPJJOvXUU3NjVaxBdNttt9XkoAAABiJxFACAOAoAYIaswRcNU1tssUU6//zzc2Jv3nnnTTfddFMaNWpUTQ4IAPq7pqamNOuss+ZnqIY4CoBGJ46iu8RRADQ6cRQ9TvDdeuut+XmllVbKib0tt9wyPfvss/kRNttss2qLBIC6MmjQoDTzzDPP6MOgDomjAGh04ii6SxwFQKMTR9HjBN+5557b+vMCCyyQbr755jYZZAk+AAa65ubmNHXq1DRkyJAcXEFXiaMAaHTiKLpLHAVAoxNH0eME3x/+8IdqdwGAAaWlpSVNnDgxDR8+fEYfCnVGHAVAoxNH0V3iKAAanTiKcoYdAAAAAECFaUE33njjtNxyy6XvfOc76Xe/+13rttdffz3tscceaeWVV05rrbVWOuecc9K0adPa7P/rX/86bbDBBmn55ZdPP/jBD9IzzzzTZnstygAAGpcEHwAAAACUuO2229JRRx2VfvjDH6a77rorbbLJJunAAw9MTzzxRPr888/TLrvskt83duzYdPzxx6frrrsuXXDBBa3733LLLemMM85I+++/f17eZuGFF0477bRT+uCDD/L2WpQBADQ2CT4AAAAAKJkC7ec//3naYYcdcoJv0UUXTT/+8Y/TV7/61fToo4+me+65J73xxhs5+TZy5Mi04YYb5uTfVVddlaZMmZLLuPjii9N2222Xvvvd76Yll1wynXLKKWnYsGHpxhtvzNtrUQYA0Ngk+ACgG4YMqXoZWwAAxFHUgZdffjn95z//SZtuummb1y+//PI8pebjjz+ell122TRixIjWbWussUYaP358evbZZ9P777+fXnnllbTmmmu2+f/Dqquumh577LH871qUAUDj0R5FqW61TsZ83xHUvPTSS3lu8MUXXzz3aBo9enR3igOAujJ48OA0++yzz+jDoE6JowBoZOIo6iGOigRfmDhxYp5GM35vTI8Zo/jWX3/99NZbb6UFFligzT7zzTdffn7zzTdbG18XXHDBdu8ZN25c/rkWZVQS6/V1JMqN8srX+WtqakqDBg3KIxebm5srXrehfL8Q+8X+LR3+VmhscW30xjUX+8X+9VxusW9H5Rb7Viq33j5rrcoNMZK79L3qsHe/m66chz05vzvat9cSfL///e/TAQcckDbaaKO0xRZb5A/25JNPpp133jkvBhxTCgDAQFb6hzf+GENXiaMAaHTiKOohjopRdOGwww5L++yzTzr44IPzlJp77bVX+uUvf5k+++yzNMccc7TZZ+jQofl58uTJadKkSfnnmWeeud17YnuoRRndvQY//fTTNq/F75h11llzI2P5tjDnnHPm5zimqVOnttkW+8X+PWmchIGspcJ1Ncsss+RHXE8TJkxolxAYPnx4672o/NqKbfGeuA+U3wvi/hDJn7g/Fvex0raLYsRw/M7yhMNss82WZppppjxFcNyfan2PiHVHi/taIToyFJ2nK5Ub98g47jie2L9UfM74vPF6dMboTh1GucWUyF2pw0jIFPftSnUYnyU+U6XvprM6LP1u4rOUJ5JK67D0s8Z+8Z3Fd1fp3h6Kcit9N53V4fS+m87qsLPzu7QOK303ndVh8d10pw5n6+T87kkdFt9NvF5tHRbnd5Rbfn7HsXS1vbHqBF/MQR6BzY477tjm9SuvvDKdd955EnwADHhFMFEENNCf46hbb701XXrppem1117L68dEI9W3v/3tvO31119PJ510Up7mKQLTrbbaKu27775tzutf//rX6Yorrkjvvvtu+spXvpKOPvrotMwyy7Rur0UZADQOcRT1EEdFY1+I0Xubb755/nnppZfOI/kiwRcNl+UNmkVDZMRDsT1Uek8x8qIWZVRy//33T3d0X9HwXSgaEaPhtXxbqUq/N/YpLQNoq6nCdVVcL5EA6OyaqzRzUHHNRbKjvANAUW5pgquSSGZ0VG6UWdwDa3mPiDI7m1qyUrnF7y0SRpW2RbndrcMos+hYUcs67Oy7mV4dxv2/o3KLRFSl9qgov9rvpqt1WGlbV+qwt87vntThzJ2c3z2pw+l91s7O7yi3o/O7V9bgi8ahr3/96+1ej9eKKQwAAJjxcdRtt92WjjrqqDx11V133ZU22WSTdOCBB6Ynnngi9xCLRqswduzYdPzxx6frrrsuXXDBBa3733LLLemMM85I+++/f7r55pvz1FQ77bRT+uCDD/L2WpQBANDf4qj5558/P48cObLN60suuWTu3BRTa77zzjttthX/jn2LaTUrvacouxZldFc0Cpc+SpN05dtKG5ArbWttGO3REcHA1dRL11yUUe/lFvt2VG5psq3eP6s6rN9ym7pwHvbk/K60bzWqTvAtscQS6YEHHmj3+p///Oe00EILpd4QPc833njjtNxyy6XvfOc76Xe/+13rtgisYoHjlVdeOa211lp5WobyIZjRazx6KS2//PLpBz/4Qe5xVaoWZQAA9Kc4KqZ0iJ7uO+ywQ07wxei9WDfmq1/9anr00UfzNFNvvPFGTr5F41X0eo/k31VXXdXaU/ziiy9O2223Xfrud7+bG7ROOeWU3LvsxhtvzNtrUQYAQH+Lo5Zddtk8SuKpp55q8/rzzz+fY6rVVlsttwuVTt/28MMP532WWmqpNM888+T1AR955JHW7TF91+OPP573DbUoAwBobFVP0RlTLsUjgpwVVlghvxZznkcDTzTu9FbP8yOPPDKtvfbaufd5NBxFT6eY4il6jS+22GK51/i///3v/N7Ieu63335teo3H1FExFVRMURW9xiNJOPfcc7f2PO9JGQAA/S2Oip7s//nPf9Kmm27a5vXLL788P8dou2i8KuaTD2ussUZuZHr22WfzSLtXXnklrbnmmq3bY9qJVVddNU/HGZ2jooGpp2UAAPS3OCqmytp1113zrAQxWi46e0d71IMPPpinBF1xxRVz5/Cf/OQnedrQ6Dh+9tln5/UAiynF4ueTTz45ffGLX8wd1qMtKdb9ienMQ3SM6mkZAEBjqzrBF1Mf/OIXv0jXXnttnoIp5kONHkXx7wh4erPneYie59GYFD3Po9Eqeo3fcMMNuWEpeo6///77ObDbc889c0BU2ms8RK/xCKKi13g0KhU9z3tSBgBAf4ujiqmqYqHn6MwUPcQj4Rax1Prrr5/eeuut3GGq1HzzzZef33zzzdb1EYrpoUrfM27cuPxzLcrobH2YSqLcKK98toWY3iI6aEX8WL7YeSimuSjfL8R+1o2BzvXGNRf7xf71XG6xb0flFvtWKrfePmutyo3txaN0X3XYe99NV87DnpzfHe1bz3FU2GuvvfKsA2PGjElvv/12HkEYa/2tvvrqeftll12WTjjhhLTNNtvk9qSY7Sn2KcTrsU5SJPE++uij3Ek91u8rOorH8fe0DACgsVWd4AvRC7voiR1B3IcfftgrwYWe5wD0R9GYMcccc0gIkPpzHFVM93TYYYelffbZJ/cMj45N0WgUDUPR+zvO41LF4tiTJ09OkyZNyj+XL2wd74ntoRZldEfUWzR2lYrfEYtpRyNj+bYw55xz5uc4ppjeqlTsF/v3ReMk1KPmlvbXVYxuiUdcTxMmTGiXECgWko97Ufm1FdviPXEfKL8XxP0hGtQjEVE6bV2IREIxYjh+Z3nCIaa1m2mmmfIUwXF/qvU9ImZ/Ke5rhejIMPvss+efK5VbxAtxPLF/qfic8Xnj9eiM0Z06jHKLKZG7UodFDNNRHcZnic9U6bvprA5Lv5v4LOWJpNI6jO1xHPH7Y7/4zuK7q3RvD0W5lb6bzupwet9NZ3XY2fldWoeVvpvO6rD4brpTh52d3z2pw+K7iderrcPi/I5yy8/vOJbe6DzTV3FUIWZvikclMaruiiuu6HT/6GRVrFfcW2UA0Di0R9HjBF9Mf3DqqafmAPFHP/pR7mkUCx1HcHzWWWelddZZp2a1rOd5W3qeQ8/oea7nea17tJc26Oh53r06bLSe530ZR0VjX4gGoc033zz/vPTSS+eRfJHgi4bL8gbNoiEyGvtie6j0nmicDLUoo5L7779/uqP7iobvQukC1eXbSlX6vaWLagPtDWpqf10V10skADq75orkQKVrLpId5R0AShex76zcSGZ0VG6UWdwDa3mPiDKLkcmVVCq3+L1FwqjStii3u3UYZRYdK2pZh519N9Orw7j/d1RufNbyjiGl5Vf73XS1Ditt60od9tb53ZM67Oz87kkdTu+zdnZ+R7kdnd/1GkcBQH8Uf1/9v5UeJfiOOeaYtOSSS+aAM+Yj33rrrfMUBbfffns67bTTahpQ6Xnelp7n0H0tze17s+p5/r/0PO9ez/NIUETDjZ7n/0fP8/4VR8V6MSGmHy8Vv/9Pf/pTGj16dHr++efbbHvnnXda9y2m1YzXYkqq0vcUZcf0nD0to7uKZHK5OA872tbZfkDfX3NFwqLRy+2Px9Sb5UanmhjxFUmh0t+jDuu33M72rdc4CgD6o47iKBrXkO6Mqjv//PPzGi633XZbXh8vAqzvf//76aqrrqrpwel5Xpme51C9pkHte7Pqed6enudd63kePd4jqIrn0sYOPc//j57nMz6OWnbZZfM5+tRTT6VVV1219fVIyC266KJptdVWS7feemvuUFWMQHj44YfzPksttVROaMe6No888kjrVFgxfVeshRzrw4RalAFAY4kR89FhqnzEF/SnOAoA+iNxFD1O8EWjTDFXfTRyFlNZFHP815Ke55XpeQ7do+e5nue16t0c20sftSi3v/ayb5Ry+6rnW1/GUdFwGr3bL7jgghxTLb/88umuu+5KDz74YLryyivTiiuumM4555z0k5/8JK/P9/rrr6ezzz477bzzzq1TisXPJ598cl4fZrnllkuXXnppXvdnq622yts33HDDHpcBANDf4igAgAGZ4AuXX355DqCi193VV1+dpzQrX4y5FvQ8BwAGmr6Ko8Jee+2Vf9eYMWPS22+/nafJjKmsVl999bz9sssuy+vXbLPNNvk4YlRd7FOI12N640jiffTRR+krX/lKXr9v7rnnztujYa2nZQAA9Mc4CgBgwCX4Yiqmp59+Ov+80korpXHjxrVuK53+qRb0PAcABpK+jKMKO+20U35UEqPqrrjiik7332WXXfKjI7UoAwCgP8ZRAAADKsF3+umnpwUWWKDPprLS8xyA/iame4xOKMU6jtBf4ygA6G/EUXSXOAqARieOoscJvg022CD99a9/TfPMM0/qK3qeA9CfRHImEnxQD3EUAPQn4ii6SxwFQKMTR1Gu6u7jLS0tRiwA0NDib2Gs+xHPUO25Y+QnAI1MHEVPzh1xFACNTBxFj0fwhb333jvNNNNMFbfFIscAMJA1NzenCRMmpOHDh6fBgwfP6MOhzoijAGhk4ih6QhwFQCMTR1GTBN+KK66YZptttu7sCgDQ0MRRAADiKACAGZLg23XXXa0dAwAgjgIA6DPaowAAerAG32qrrdbh9JwAAIijAABqTXsUAEAPE3zXXHNNuuOOO9Kdd97Z+to+++yTrrvuumqLAoC6Ze09ukMcBQDiKLpHHAUA4ih6mOAbM2ZMuvjii9Oss87a+tro0aPThRdemC644IJqiwOAukzuDR8+XJKPqomjAGh04ii6SxwFQKMTR9HjBN9NN92Ug6r111+/9bUddtghnXXWWen666+vtjgAgIYhjgIAEEcBAMyQBN+kSZPS7LPP3u71ueaaK3366ac1OSgA6M+mTZuWPv744/wM1RBHAdDoxFF0lzgKgEYnjqLHCb611147nXzyyemNN95ofe3tt99Op59+elprrbWqLQ4A6lJLS8uMPgTqkDgKAMRRiKMAoLu0R9GjBN+xxx6bPv/887TBBhukNdZYIz/WW2+91NzcnI477rhqiwMAaBjiKAAAcRQAQC0MqXaHueeeO40dOzY999xz6eWXX05DhgxJiy22WFpyySVrckAAAAOVOAoAQBwFADBDRvAVc72++eab6a233kqjR49OEyZMsP4eAIA4CgCg12iPAgDowQi+SOztvPPO6eOPP86PmKrzsssuS0888US6/PLL06hRo6otEgDqyqBBg9Lw4cPzM1RDHAVAoxNH0V3iKAAanTiKclW3TJ544olp1VVXTX/5y1/SzDPPnF87++yz01e/+tX005/+tNriAKDuNDU1pcGDB+dnqIY4CoBGJ46iu8RRADQ6cRQ9TvA9/vjjeQRfNGwWZpppprTXXnulf/zjH9UWBwB1p7m5OU2aNCk/QzXEUQA0OnEU3SWOAqDRiaPocYJvlllmSe+//367119++eU0++yzV1scANSdlpaWNHny5PwM1RBHAdDoxFF0lzgKgEYnjqLHCb7vf//76dhjj01/+tOfWhN7N910UzrmmGPSVlttVW1xAAANQxwFACCOAgCohSHV7rD33nunOeaYIx1//PF5erLdd989zTPPPGnHHXdMu+yyS00OCgBgIBJHAQCIowAAZkiCL2y//fb5MXHixDRt2rQ0fPjwmhwMAMBAJ44CABBHAQD0eYLv/PPP73T7Pvvs05PjAYB+r6mpKQ0dOjQ/QzXEUQA0OnEU3SWOAqDRiaPocYLvkUceaf35o48+Sm+88UZaZpll8r81dALQCAYNGpSGDRs2ow+DOiSOAqDRiaPoLnEUAI1OHEWPE3zXXHNN68+vvfZa2mKLLdLVV18tuQdAw2hpaclTVA8ePNjfP6oijgKg0Ymj6C5xFACNThxFuUGpBxZZZJE0adKk9O677/akGACoK83NzWn8+PH5GbpLHAVAIxJHUQviKAAakTiKmib47rzzzjxyYfjw4T0pBgCg4YijAADEUQAAfTZF5/rrr5+TehMmTEiffPJJOvDAA61DBAAgjgIA6DXaowAAepjg23ffffNzjNobNWpUnhYBAABxFABAb9EeBQDQwwTfwgsv3PrzW2+9lR+lVltttWqLBIC6E6PZoVriKAAQR9E94igAEEfRwwTf9ttv39qo2dLS0mZbvP7ss89WWyQA1JXBgwenESNGzOjDoA6JowBodOIoukscBUCjE0fR4wTfaaedls4777y01FJL5fX3llhiiWqLAABoSOIoAABxFABALQyqdofNNtss3X333Xkqzh/96Efp2GOPTe+++25NDgYA6sG0adPSJ598kp+hGuIoABqdOIruEkcB0OjEUfQ4wRdmmmmmtOOOO6Z77rknzTPPPOl73/teGjNmTBo/fnx3igOAutPc3DyjD4E6JY4CoNGJo+gucRQAjU4cRY+m6DziiCPavbbsssumSy65JN1www3poYceqrZIAICGII4CABBHAQDMkARfJV/4whfS5ptvXouiAAAaijgKAEAcBQDQ6wm+U089tepfAgCAOAoAoLu0RwEA9MIUnaUEXAAMdIMGDUqzzTZbfoZqiKMAaHTiKLpLHAVAoxNHUa7qlslbbrklffbZZ9XuBgADRlNTU5ppppnyM1RDHAVAoxNH0V3iKAAanTiKmqzBd/TRR6d55pmnO7sCQN1rbm5OU6ZMSTPPPLNRfFRNHAVAIxNH0RPiKAAamTiKcuYWA4AqtbS05NHs8QwAgDgKAKC3aY+iJiP4nnjiiTRixIg2c7/OMsssadSoUWnIkG4VCQDQEMRRAADiKACAnupWNm6fffapOP/r6NGj01VXXdXjgwIAGKjEUQAA4igAgD5P8I0bN67i6//4xz/SNtts0+MDAgAYqMRRAADiKACAWuj2fJqTJk1Kr776ap73dZFFFkkjR45MZ511Vk0OCgD6sxi1PvPMM+dn6A5xFACNShxFT4mjAGhU4ih6nOCbMmVKTuRde+21aerUqf9byJAhadNNN00nnHBCtcUBQN2JtWdnnXXWGX0Y1CFxFACNThxFd4mjAGh04ijKDUpVOuOMM9If//jHdNFFF6XHH388Pfroo+mCCy7IP48ZM6ba4gCg7sTo9WnTpuVnqIY4CoBGJ46iu8RRADQ6cRQ9TvDdeeed6ac//Wlae+210+yzz57mmGOOtO6666aTTjop3XHHHdUWBwB1p7m5OX366af5GaohjgKg0Ymj6C5xFACNThxFjxN8kSWeZ5552r0+99xzpwkTJlRbHABAwxBHAQDUVxz18ssvp5VWWindfPPNra89++yzabvttksrrrhiWn/99dPVV1/drgH23HPPzZ3j4z277bZbeu2119q8pxZlAACNreoE3xprrJHX4Bs/fnzra5988kk6++yz0+qrr17r4wMAGDDEUQAA9RNHff755+nggw9OEydObH3tww8/TDvttFNadNFF00033ZT23nvvfFzxc+HCCy9M1157bZ7tauzYsTlZt+uuu+Z1BGtVBgDAkGqr4Mgjj0w77LBD7kG0+OKLt/ZmWnjhhfO6fAAAiKMAAGppRrRHnXfeeXl5mlI33HBDmmmmmdKJJ56YhgwZkpZYYon06quvpksvvTRtueWWOQF3xRVX5MTgeuutl/cZM2ZMPu577703bbLJJjUpAwCg6gTf/PPPn+c9f+CBB9JLL72Uhg4dmgOrr33ta2nQoKoHBAIANIwZFUdF49cWW2yRjjnmmPxcTAt18sknp3/84x95aqsdd9wxN5oVopf4+eefn2688ca85uRqq62Wjj322LTIIou0vqcWZQAA9Mc46rHHHkvXX399uvXWW1uTbOHxxx9Po0ePzom50tGFl1xySXrvvffSG2+8kacMXXPNNVu3zzHHHGmZZZbJZUZyrhZlAAB0KcEXwdJtt92WvvCFL+R/Ry+jDTbYID8Kr7zySm7g+cUvfqFWARjQBg8enOacc84ZfRjUiRkdR3U2tVSs93LCCSekJ598Mj/PNttsudd46bRQp512WlpggQXSmWeemaeFuuOOO9LMM89ckzIAaDziKOohjoqpPw899NB09NFHpwUXXLDNtrfeeiuNHDmyzWvzzTdffn7zzTfz9lC+X7yn2FaLMjpSWjflouwoc9q0aW1eb2pqyknSWOcwOmhVum5D+X4h9ov9Wzo9KmhccW30xjUX+8X+9VxusW9H5Rb7Viq33j5rrcoNw4cPb/Neddi7301XzsOenN8d7VvTBN+ss86arrnmmrTvvvu26V0UorHoggsuSFdddVVrMNIb9DwHAOrRjI6jTC0FANSrGRVHHX/88WmllVZKm266abttn332WbuOSjGaMEyePDlNmjQp/1zpPR9//HHNyuiuaESMmRVKxe+Juo5GxvJtoejcGMc1derUNttiv9i/J42TMJC1VLiuZplllvyI6ylG65YnBIoETqw5Wn5txbZ4T9wr4lF+jxg2bFhORJSuVxoikTBixIj8c/zO8oRDdNSMThQxRXDco2p9j4iOp8W9rRD39WIa5ErlxsjlOO44nti/VHzO+Lzxemln1mrqMMotX9e0szqMhEwcU0d1GJ8lPlOl76azOiz9buKzlCeSOqvD+M7iu6t0bw9FuZW+m87qcHrfTWd12Nn5XVqHlb6bzuqw+G66U4ezdXJ+96QOi+8mXq+2DovzO8otP7/jWGJbzRJ8sWDxPvvsk+cI33jjjdN///d/555Gjz76aO7RFD2499hjj7T77run3qDnOQD9SQQK8Qc4AouihxD0xzjK1FIA9DfiKPp7HBVTcsYUmjHjQCXRaFnemFk0QkZDX2wP8Z7i5+I98f+HWpXRkfvvv3+6o/uKhu9C0YgYDa/l20pV+t3F9KhdbYiERtNU4boqrpdIAHR2zZWvAVp6zUWyo7wTQFFuaYKrkkhmdFRulBkJj1rfI6LM8o4apSqVW/zeImFUaVuU2906jDKLzhW1rMPOvpvp1WH8Deio3PisRUKovD0qXq/2u+lqHVba1pU67K3zuyd1OHMn53dP6nB6n7Wz8zvK7ej8rlmCb7nllkv33Xdf+v3vf5/XUNl8883TAQcckHuEx5zh0bNpoYUWSr1Fz3MA+pvyXjvQ3+Koep5aCoCBTRxFf46jbrrppvT++++3WXcvHHfccem3v/1tnnb8nXfeabOt+HesE1ic3/Haoosu2uY9o0aNyj/Xooye6KiTYjQodtaBsbNt0nvQ8bXRG9dcZ2uPNlK5/fGYerPcYsrHeC5P8KnD+vzOe7qOcJcSfCEym9FbKh733ntv2n///dO2226bjj322NSb9DwHAOrdjIij6nlqqRm1dgzQMWvHWDumVmvHxPbiUbqv9Xcad+2Y/hZHnXXWWe2m79poo43Sfvvtl7773e/mNQHHjh2b67P4zh5++OG0+OKLp3nmmSf30o9RCY888khrci46Xj3zzDNpu+22y/9ebbXVelwGAMCQrk5PUGkO0FjkuHzbZpttVrNareee5xqmoP/RMKVhSsNU/1kYupEapmZEHFXvU0tNj7VjoG81t1g7xtoxtVs7JtZiieRJ8ffb2jFdq8OBvHZMf4ujYgRdJZF4i21bbrlluuyyy9JRRx2Vdt111/T000+nK6+8Mp1wwgn5fVGfkYSLROHcc8+dRxieeeaZedReJApDLcoAAOhSgu/cc89t91oEFb/5zW/avBZBVi0TfPXc83x6NExB32ppbv+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|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 14
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "780634e5",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:23.837351Z",
|
||
"start_time": "2025-12-15T10:38:23.830806Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"age_check = df['age'].describe(percentiles=[0.01, 0.25, 0.5, 0.75, 0.99])\n",
|
||
"age_outliers = df[(df['age'] < 14) | (df['age'] > 100)]\n",
|
||
"print(age_check)\n",
|
||
"print('Outlier share:', len(age_outliers) / len(df))"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"count 118,189.000\n",
|
||
"mean 42.360\n",
|
||
"std 9.930\n",
|
||
"min 15.000\n",
|
||
"1% 22.000\n",
|
||
"25% 36.000\n",
|
||
"50% 41.000\n",
|
||
"75% 48.000\n",
|
||
"99% 68.000\n",
|
||
"max 80.000\n",
|
||
"Name: age, dtype: float64\n",
|
||
"Outlier share: 0.0\n"
|
||
]
|
||
}
|
||
],
|
||
"execution_count": 15
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "34341432",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.461643Z",
|
||
"start_time": "2025-12-15T10:38:23.855912Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"cnt_by_date = df.groupby('business_dt').size().reset_index(name='n_records')\n",
|
||
"fig, ax = plt.subplots(figsize=(12, 4))\n",
|
||
"sns.lineplot(data=cnt_by_date, x='business_dt', y='n_records', ax=ax)\n",
|
||
"ax.set_title('Количество записей по датам')\n",
|
||
"ax.set_ylabel('N')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.tight_layout()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 16
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5e909c0c",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.607729Z",
|
||
"start_time": "2025-12-15T10:38:24.472714Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"fig, axes = plt.subplots(1, 1, figsize=(10, 4))\n",
|
||
"sns.boxplot(data=df, y='age')\n",
|
||
"axes.set_title('Возраст (boxplot)')\n",
|
||
"plt.tight_layout()"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1000x400 with 1 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 17
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2bcbe13a-b64c-4b1c-887c-687c6460c0c4",
|
||
"metadata": {},
|
||
"source": [
|
||
"Введем новую переменную (плотность заказов)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "14828657-59dd-4cdc-8417-89f66ab3d05d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.616568Z",
|
||
"start_time": "2025-12-15T10:38:24.615218Z"
|
||
}
|
||
},
|
||
"source": [],
|
||
"outputs": [],
|
||
"execution_count": null
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5f6e8954-a92e-4619-aa52-7e3f60830a7e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.630483Z",
|
||
"start_time": "2025-12-15T10:38:24.629148Z"
|
||
}
|
||
},
|
||
"source": [],
|
||
"outputs": [],
|
||
"execution_count": null
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "87814225-cb3a-4f5d-88c5-a929cd2a9d18",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.639592Z",
|
||
"start_time": "2025-12-15T10:38:24.637146Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# df['date'] = pd.to_datetime(df['date'])\n",
|
||
" \n",
|
||
"# # Фильтруем только дни с заказами\n",
|
||
"# orders_df = df[df['orders'] > 0].copy()\n",
|
||
"\n",
|
||
"# # Сортируем по клиенту и дате\n",
|
||
"# orders_df = orders_df.sort_values(['client_id', 'date'])\n",
|
||
"\n",
|
||
"# # Группируем по клиенту и собираем даты заказов\n",
|
||
"# client_orders = orders_df.groupby('client_id')['date'].apply(list).reset_index()\n",
|
||
"\n",
|
||
"# results = []\n",
|
||
"\n",
|
||
"# for _, row in client_orders.iterrows():\n",
|
||
"# client_id = row['client_id']\n",
|
||
"# order_dates = row['date']\n",
|
||
" \n",
|
||
"# # Если у клиента только один заказ, интервал не может быть рассчитан\n",
|
||
"# if len(order_dates) <= 1:\n",
|
||
"# results.append({\n",
|
||
"# 'client_id': client_id,\n",
|
||
"# 'order_interval': np.nan,\n",
|
||
"# 'total_orders': len(order_dates)\n",
|
||
"# })\n",
|
||
"# continue\n",
|
||
" \n",
|
||
"# # Вычисляем интервалы между последовательными заказами\n",
|
||
"# order_dates_sorted = sorted(order_dates)\n",
|
||
"# intervals = []\n",
|
||
" \n",
|
||
"# for i in range(1, len(order_dates_sorted)):\n",
|
||
"# interval = (order_dates_sorted[i] - order_dates_sorted[i-1]).days\n",
|
||
"# intervals.append(interval)\n",
|
||
" \n",
|
||
"# # Вычисляем средний интервал\n",
|
||
"# avg_interval = np.mean(intervals) if intervals else np.nan\n",
|
||
" \n",
|
||
"# results.append({\n",
|
||
"# 'client_id': client_id,\n",
|
||
"# 'order_interval': avg_interval,\n",
|
||
"# 'total_orders': len(order_dates)\n",
|
||
"# })\n",
|
||
"\n",
|
||
"# result_df = pd.DataFrame(results)\n",
|
||
"\n",
|
||
"# # Дополнительная статистика\n",
|
||
"# print(f\"Всего клиентов с заказами: {len(result_df)}\")\n",
|
||
"# print(f\"Клиенты с рассчитанным интервалом: {result_df['order_interval'].notna().sum()}\")\n",
|
||
"# print(f\"Средний интервал по всем клиентам: {result_df['order_interval'].mean():.2f} дней\")\n",
|
||
"\n",
|
||
"# return result_df"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 18
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5afddb84-733c-44b2-9cdb-6f832e4837ec",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.646872Z",
|
||
"start_time": "2025-12-15T10:38:24.645429Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# df['business_dt'] = pd.to_datetime(df['business_dt'])\n",
|
||
"# df.head()"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 19
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "054769f4-29d7-41a5-941a-89b4f5f66804",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.657871Z",
|
||
"start_time": "2025-12-15T10:38:24.656298Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# df.columns"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 20
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "39049317-5bc0-49ae-9ab9-bd20c6dc6234",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.665042Z",
|
||
"start_time": "2025-12-15T10:38:24.663523Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# df.groupby('id').describe()"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 21
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "f7c2b3df-fb23-40c1-977a-599c9ac2233e",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.671689Z",
|
||
"start_time": "2025-12-15T10:38:24.670206Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# dd = df[df['id'] == 2][['business_dt', 'orders_amt_ent', 'orders_amt_super', 'orders_amt_transport', 'orders_amt_shopping', 'orders_amt_hotel', 'orders_amt_avia']]\n",
|
||
"\n",
|
||
"# time_diff_transport = pd.to_datetime(dd[dd['orders_amt_transport'] == 1]['business_dt']).sort_values().diff().mean()"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 22
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "bdb1b84d-e5fc-4a46-866c-eea53141a02c",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.679915Z",
|
||
"start_time": "2025-12-15T10:38:24.677838Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# df['business_dt'] = pd.to_datetime(df['business_dt'])\n",
|
||
"\n",
|
||
"# # 1. Определяем список колонок, начинающихся на 'orders_amt'\n",
|
||
"# # Или можно задать список вручную: ['orders_amt_ent', 'orders_amt_super', ...]\n",
|
||
"# target_cols = [col for col in df.columns if col.startswith('orders_amt')]\n",
|
||
"\n",
|
||
"# # Словарь для сбора результатов\n",
|
||
"# results = {}\n",
|
||
"\n",
|
||
"# # 2. Проходим по каждой колонке\n",
|
||
"# for col in target_cols:\n",
|
||
"# # Фильтруем только те строки, где было событие (значение == 1)\n",
|
||
"# # Копируем, чтобы не менять исходный df\n",
|
||
"# subset = df[df[col] == 1][['id', 'business_dt']].copy()\n",
|
||
" \n",
|
||
"# # Сортируем по ID и дате (важно для корректного diff)\n",
|
||
"# subset = subset.sort_values(['id', 'business_dt'])\n",
|
||
" \n",
|
||
"# # 3. Считаем разницу дат внутри каждой группы ID\n",
|
||
"# # groupby().diff() посчитает разницу между текущей и предыдущей датой заказа\n",
|
||
"# subset['diff'] = subset.groupby('id')['business_dt'].diff()\n",
|
||
" \n",
|
||
"# # 4. Считаем среднее значение разницы для каждого ID\n",
|
||
"# results[col] = subset.groupby('id')['diff'].mean()\n",
|
||
"\n",
|
||
"# # 5. Собираем итоговый DataFrame\n",
|
||
"# result_df = pd.DataFrame(results)\n",
|
||
"\n",
|
||
"# # (Опционально) Если нужно переименовать индекс\n",
|
||
"# result_df.index.name = 'id'\n",
|
||
"\n",
|
||
"# result_df"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 23
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "70c7fd2e-0ff6-42a7-8216-91852f6c321d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.686957Z",
|
||
"start_time": "2025-12-15T10:38:24.685326Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# result[result[\"orders_amt_shopping\"] > 0]"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 24
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5b9e3d6a-9624-4a11-9984-de5b1a44b04d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.720472Z",
|
||
"start_time": "2025-12-15T10:38:24.696453Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"num_cols = list(df.select_dtypes(include=['number']).columns)\n",
|
||
"num_cols.remove('age')\n",
|
||
"summs = df[num_cols].groupby(\"id\").sum()\n",
|
||
"summs"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
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|
||
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||
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||
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|
||
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|
||
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||
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||
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||
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|
||
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||
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||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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||
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|
||
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|
||
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|
||
" orders_amt_transport orders_amt_shopping orders_amt_hotel \\\n",
|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
],
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th></th>\n",
|
||
" <th>active_imp_ent</th>\n",
|
||
" <th>active_click_ent</th>\n",
|
||
" <th>active_imp_super</th>\n",
|
||
" <th>active_click_super</th>\n",
|
||
" <th>active_imp_transport</th>\n",
|
||
" <th>active_click_transport</th>\n",
|
||
" <th>active_imp_shopping</th>\n",
|
||
" <th>active_click_shopping</th>\n",
|
||
" <th>active_imp_hotel</th>\n",
|
||
" <th>active_click_hotel</th>\n",
|
||
" <th>active_imp_avia</th>\n",
|
||
" <th>active_click_avia</th>\n",
|
||
" <th>passive_imp_ent</th>\n",
|
||
" <th>passive_click_ent</th>\n",
|
||
" <th>passive_imp_super</th>\n",
|
||
" <th>passive_click_super</th>\n",
|
||
" <th>passive_imp_transport</th>\n",
|
||
" <th>passive_click_transport</th>\n",
|
||
" <th>passive_imp_shopping</th>\n",
|
||
" <th>passive_click_shopping</th>\n",
|
||
" <th>passive_imp_hotel</th>\n",
|
||
" <th>passive_click_hotel</th>\n",
|
||
" <th>passive_imp_avia</th>\n",
|
||
" <th>passive_click_avia</th>\n",
|
||
" <th>orders_amt_ent</th>\n",
|
||
" <th>orders_amt_super</th>\n",
|
||
" <th>orders_amt_transport</th>\n",
|
||
" <th>orders_amt_shopping</th>\n",
|
||
" <th>orders_amt_hotel</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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||
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||
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||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>13.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>18.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>13.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>13.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>25.000</td>\n",
|
||
" <td>18.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>43.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>18.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>59.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>60.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <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>8335</th>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8336</th>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8337</th>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>13.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>12</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8338</th>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>13</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>3</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8339</th>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>12.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>22.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>70.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>21</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>8339 rows × 30 columns</p>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 25
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5394c1bd-f26e-4ec9-ae4e-e85c48a37052",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:24.921286Z",
|
||
"start_time": "2025-12-15T10:38:24.728267Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"corr_matrix = summs.corr()\n",
|
||
"\n",
|
||
"sns.heatmap(corr_matrix, \n",
|
||
" annot=False, # Показывать числа в ячейках\n",
|
||
" cmap='coolwarm', # Цветовая схема (синий - отрицательная, красный - положительная)\n",
|
||
" fmt='.2f', # Формат чисел (2 знака после запятой)\n",
|
||
" linewidths=0.5,\n",
|
||
" xticklabels=True, # <-- Показать все метки по X\n",
|
||
" yticklabels=True)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: >"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 26
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "0ec6c4bd-69e1-4ae0-a07a-a8af6ffa206d",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.013830Z",
|
||
"start_time": "2025-12-15T10:38:24.929631Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"corr_matrix = summs[[\"active_imp_ent\", \"passive_imp_ent\", \"active_click_ent\", \"passive_click_ent\", \"orders_amt_ent\"]].corr()\n",
|
||
"\n",
|
||
"sns.heatmap(corr_matrix, \n",
|
||
" annot=True, # Показывать числа в ячейках\n",
|
||
" cmap='coolwarm', # Цветовая схема (синий - отрицательная, красный - положительная)\n",
|
||
" fmt='.2f', # Формат чисел (2 знака после запятой)\n",
|
||
" linewidths=0.5,\n",
|
||
" xticklabels=True, # <-- Показать все метки по X\n",
|
||
" yticklabels=True)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: >"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 27
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "a2050bc9-6c81-4b36-a54c-78394eb37dbb",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.020753Z",
|
||
"start_time": "2025-12-15T10:38:25.018957Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# Определим приставки\n",
|
||
"prefixes = [\"ent\", \"super\", \"transport\", \"shopping\", \"hotel\", \"avia\"]\n",
|
||
"\n",
|
||
"# Список базовых названий столбцов\n",
|
||
"base_columns = [\"active_imp\", \"passive_imp\", \"active_click\", \"passive_click\", \"orders_amt\"]\n"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 28
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "5921553a-f176-4ff9-b095-a1282b4665af",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.040906Z",
|
||
"start_time": "2025-12-15T10:38:25.035983Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"# Функция для создания корреляционной матрицы для конкретной приставки\n",
|
||
"def create_correlation_matrix(df, prefix):\n",
|
||
" # Формируем имена столбцов с текущей приставкой\n",
|
||
" columns_with_prefix = [f\"{col}_{prefix}\" for col in base_columns]\n",
|
||
" \n",
|
||
" # Проверяем, что все столбцы существуют в DataFrame\n",
|
||
" existing_columns = [col for col in columns_with_prefix if col in df.columns]\n",
|
||
" \n",
|
||
" if len(existing_columns) < 2:\n",
|
||
" print(f\"Для приставки '{prefix}' недостаточно столбцов: {existing_columns}\")\n",
|
||
" return None\n",
|
||
" \n",
|
||
" # Создаем корреляционную матрицу\n",
|
||
" corr_matrix = df[existing_columns].corr()\n",
|
||
" return corr_matrix\n",
|
||
"\n",
|
||
"# Вариант 1: Одна большая фигура с подграфиками\n",
|
||
"def plot_all_correlation_matrices_1(summs):\n",
|
||
" # Определяем размер сетки\n",
|
||
" n_prefixes = len(prefixes)\n",
|
||
" n_cols = 3 # Количество колонок в сетке\n",
|
||
" n_rows = (n_prefixes + n_cols - 1) // n_cols # Вычисляем количество строк\n",
|
||
" \n",
|
||
" # Создаем фигуру\n",
|
||
" fig, axes = plt.subplots(n_rows, n_cols, figsize=(5*n_cols, 4*n_rows))\n",
|
||
" fig.suptitle('Корреляционные матрицы для разных приставок', fontsize=16, y=1.02)\n",
|
||
" \n",
|
||
" # Делаем axes плоским массивом для удобства итерации\n",
|
||
" axes = axes.flatten() if n_rows > 1 or n_cols > 1 else [axes]\n",
|
||
" \n",
|
||
" for i, prefix in enumerate(prefixes):\n",
|
||
" ax = axes[i]\n",
|
||
" \n",
|
||
" # Создаем корреляционную матрицу\n",
|
||
" corr_matrix = create_correlation_matrix(summs, prefix)\n",
|
||
" \n",
|
||
" if corr_matrix is not None:\n",
|
||
" # Рисуем тепловую карту\n",
|
||
" sns.heatmap(corr_matrix,\n",
|
||
" annot=True,\n",
|
||
" cmap='coolwarm',\n",
|
||
" fmt='.2f',\n",
|
||
" linewidths=0.5,\n",
|
||
" xticklabels=True,\n",
|
||
" yticklabels=True,\n",
|
||
" ax=ax,\n",
|
||
" vmin=-1, vmax=1, # Фиксируем диапазон для сравнения\n",
|
||
" cbar_kws={'shrink': 0.7})\n",
|
||
" \n",
|
||
" ax.set_title(f'Приставка: {prefix}', fontsize=12, pad=10)\n",
|
||
" \n",
|
||
" # Поворачиваем метки оси X для лучшей читаемости\n",
|
||
" ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
|
||
" ax.set_yticklabels(ax.get_yticklabels(), rotation=0)\n",
|
||
" else:\n",
|
||
" ax.text(0.5, 0.5, f'Нет данных\\nдля {prefix}', \n",
|
||
" ha='center', va='center', transform=ax.transAxes, fontsize=12)\n",
|
||
" ax.set_title(f'Приставка: {prefix}', fontsize=12, pad=10)\n",
|
||
" ax.set_xticks([])\n",
|
||
" ax.set_yticks([])\n",
|
||
" \n",
|
||
" # Скрываем лишние оси, если они есть\n",
|
||
" for j in range(i+1, len(axes)):\n",
|
||
" axes[j].set_visible(False)\n",
|
||
" \n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()"
|
||
],
|
||
"outputs": [],
|
||
"execution_count": 29
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "62f4f2d4-1e97-430a-8767-313cc5c77b04",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.053558Z",
|
||
"start_time": "2025-12-15T10:38:25.052184Z"
|
||
}
|
||
},
|
||
"source": [],
|
||
"outputs": [],
|
||
"execution_count": null
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "44d8077f-78ae-43ab-aae0-13050941306a",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.739516Z",
|
||
"start_time": "2025-12-15T10:38:25.058959Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"plot_all_correlation_matrices_1(summs)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 1500x800 with 12 Axes>"
|
||
],
|
||
"image/png": 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"
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 30
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f9171a75-688d-4b14-b26f-9ba9d08acdc0",
|
||
"metadata": {},
|
||
"source": [
|
||
"Фактически полученные значения корреляций это конверсии. \n",
|
||
"- Можем увидеть четкую взаимосвязь во всех категориях между показами и кликами в активных/пассивных коммуникациях\n",
|
||
"- В развлечениях, супермаркетах и транспорте пассивные коммуникации показывают большие конверсии в заказы, чем активные\n",
|
||
"- В шоппинге и отелях ситуация обратная\n",
|
||
"- В авиабилетах ситуация крайне странная\n",
|
||
"- корреляции между пассивными и активными кликами практически нет"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "57f78e8d-e720-40e7-899a-47afc851629b",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.883928Z",
|
||
"start_time": "2025-12-15T10:38:25.749029Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"corr_matrix = summs[[\"active_imp_hotel\", \"passive_imp_hotel\", \"active_click_hotel\", \"passive_click_hotel\", \"orders_amt_hotel\", \"active_imp_avia\", \"passive_imp_avia\", \"active_click_avia\", \"passive_click_avia\", \"orders_amt_avia\"]].corr()\n",
|
||
"\n",
|
||
"sns.heatmap(corr_matrix, \n",
|
||
" annot=True, # Показывать числа в ячейках\n",
|
||
" cmap='coolwarm', # Цветовая схема (синий - отрицательная, красный - положительная)\n",
|
||
" fmt='.2f', # Формат чисел (2 знака после запятой)\n",
|
||
" linewidths=0.5,\n",
|
||
" xticklabels=True, # <-- Показать все метки по X\n",
|
||
" yticklabels=True)"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: >"
|
||
]
|
||
},
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
],
|
||
"image/png": 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|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"jetTransient": {
|
||
"display_id": null
|
||
}
|
||
}
|
||
],
|
||
"execution_count": 31
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "ba233686-2962-483c-866f-6be6a7601c26",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:25.918938Z",
|
||
"start_time": "2025-12-15T10:38:25.889743Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"summs.describe().T"
|
||
],
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" count mean std min 25% 50% 75% \\\n",
|
||
"active_imp_ent 8,339.000 4.449 3.488 0.000 2.000 4.000 6.000 \n",
|
||
"active_click_ent 8,339.000 3.406 2.943 0.000 1.000 3.000 5.000 \n",
|
||
"active_imp_super 8,339.000 5.389 3.721 0.000 3.000 5.000 7.000 \n",
|
||
"active_click_super 8,339.000 3.906 2.733 0.000 2.000 3.000 5.000 \n",
|
||
"active_imp_transport 8,339.000 8.140 5.368 0.000 4.000 8.000 11.000 \n",
|
||
"active_click_transport 8,339.000 6.278 4.312 0.000 3.000 6.000 9.000 \n",
|
||
"active_imp_shopping 8,339.000 3.608 3.075 0.000 1.000 3.000 5.000 \n",
|
||
"active_click_shopping 8,339.000 2.816 2.624 0.000 1.000 2.000 4.000 \n",
|
||
"active_imp_hotel 8,339.000 2.001 2.007 0.000 0.000 2.000 3.000 \n",
|
||
"active_click_hotel 8,339.000 0.500 0.722 0.000 0.000 0.000 1.000 \n",
|
||
"active_imp_avia 8,339.000 2.734 2.143 0.000 1.000 2.000 4.000 \n",
|
||
"active_click_avia 8,339.000 0.764 0.955 0.000 0.000 0.000 1.000 \n",
|
||
"passive_imp_ent 8,339.000 7.827 8.861 0.000 2.000 5.000 10.000 \n",
|
||
"passive_click_ent 8,339.000 0.386 1.227 0.000 0.000 0.000 0.000 \n",
|
||
"passive_imp_super 8,339.000 3.962 5.069 0.000 1.000 2.000 5.000 \n",
|
||
"passive_click_super 8,339.000 0.126 0.503 0.000 0.000 0.000 0.000 \n",
|
||
"passive_imp_transport 8,339.000 11.248 9.650 0.000 5.000 9.000 15.000 \n",
|
||
"passive_click_transport 8,339.000 0.289 0.708 0.000 0.000 0.000 0.000 \n",
|
||
"passive_imp_shopping 8,339.000 9.761 12.923 0.000 3.000 6.000 12.000 \n",
|
||
"passive_click_shopping 8,339.000 0.154 0.587 0.000 0.000 0.000 0.000 \n",
|
||
"passive_imp_hotel 8,339.000 13.984 11.452 0.000 6.000 11.000 18.000 \n",
|
||
"passive_click_hotel 8,339.000 0.815 1.322 0.000 0.000 0.000 1.000 \n",
|
||
"passive_imp_avia 8,339.000 9.956 9.092 0.000 4.000 7.000 13.000 \n",
|
||
"passive_click_avia 8,339.000 0.400 0.794 0.000 0.000 0.000 1.000 \n",
|
||
"orders_amt_ent 8,339.000 0.127 0.492 0.000 0.000 0.000 0.000 \n",
|
||
"orders_amt_super 8,339.000 0.290 0.938 0.000 0.000 0.000 0.000 \n",
|
||
"orders_amt_transport 8,339.000 0.704 1.249 0.000 0.000 0.000 1.000 \n",
|
||
"orders_amt_shopping 8,339.000 0.088 0.411 0.000 0.000 0.000 0.000 \n",
|
||
"orders_amt_hotel 8,339.000 0.052 0.262 0.000 0.000 0.000 0.000 \n",
|
||
"orders_amt_avia 8,339.000 0.106 0.407 0.000 0.000 0.000 0.000 \n",
|
||
"\n",
|
||
" max \n",
|
||
"active_imp_ent 50.000 \n",
|
||
"active_click_ent 26.000 \n",
|
||
"active_imp_super 69.000 \n",
|
||
"active_click_super 38.000 \n",
|
||
"active_imp_transport 141.000 \n",
|
||
"active_click_transport 64.000 \n",
|
||
"active_imp_shopping 28.000 \n",
|
||
"active_click_shopping 32.000 \n",
|
||
"active_imp_hotel 18.000 \n",
|
||
"active_click_hotel 5.000 \n",
|
||
"active_imp_avia 20.000 \n",
|
||
"active_click_avia 7.000 \n",
|
||
"passive_imp_ent 125.000 \n",
|
||
"passive_click_ent 25.000 \n",
|
||
"passive_imp_super 98.000 \n",
|
||
"passive_click_super 7.000 \n",
|
||
"passive_imp_transport 94.000 \n",
|
||
"passive_click_transport 9.000 \n",
|
||
"passive_imp_shopping 268.000 \n",
|
||
"passive_click_shopping 17.000 \n",
|
||
"passive_imp_hotel 147.000 \n",
|
||
"passive_click_hotel 20.000 \n",
|
||
"passive_imp_avia 100.000 \n",
|
||
"passive_click_avia 12.000 \n",
|
||
"orders_amt_ent 9.000 \n",
|
||
"orders_amt_super 21.000 \n",
|
||
"orders_amt_transport 16.000 \n",
|
||
"orders_amt_shopping 7.000 \n",
|
||
"orders_amt_hotel 5.000 \n",
|
||
"orders_amt_avia 7.000 "
|
||
],
|
||
"text/html": [
|
||
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|
||
"<style scoped>\n",
|
||
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|
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|
||
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|
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|
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||
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|
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"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>count</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>25%</th>\n",
|
||
" <th>50%</th>\n",
|
||
" <th>75%</th>\n",
|
||
" <th>max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_ent</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>4.449</td>\n",
|
||
" <td>3.488</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>50.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_ent</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>3.406</td>\n",
|
||
" <td>2.943</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>26.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_super</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>5.389</td>\n",
|
||
" <td>3.721</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>69.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_super</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>3.906</td>\n",
|
||
" <td>2.733</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>38.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_transport</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>8.140</td>\n",
|
||
" <td>5.368</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>8.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" <td>141.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_transport</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>6.278</td>\n",
|
||
" <td>4.312</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>64.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_shopping</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>3.608</td>\n",
|
||
" <td>3.075</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>28.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_shopping</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>2.816</td>\n",
|
||
" <td>2.624</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>32.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_hotel</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>2.001</td>\n",
|
||
" <td>2.007</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>18.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_hotel</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.500</td>\n",
|
||
" <td>0.722</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_imp_avia</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>2.734</td>\n",
|
||
" <td>2.143</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>20.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>active_click_avia</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.764</td>\n",
|
||
" <td>0.955</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_ent</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>7.827</td>\n",
|
||
" <td>8.861</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>10.000</td>\n",
|
||
" <td>125.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_ent</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.386</td>\n",
|
||
" <td>1.227</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>25.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_super</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>3.962</td>\n",
|
||
" <td>5.069</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>2.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>98.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_super</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.126</td>\n",
|
||
" <td>0.503</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_transport</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>11.248</td>\n",
|
||
" <td>9.650</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" <td>15.000</td>\n",
|
||
" <td>94.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_transport</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.289</td>\n",
|
||
" <td>0.708</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_shopping</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>9.761</td>\n",
|
||
" <td>12.923</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>3.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>12.000</td>\n",
|
||
" <td>268.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_shopping</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.154</td>\n",
|
||
" <td>0.587</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>17.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_hotel</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>13.984</td>\n",
|
||
" <td>11.452</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>6.000</td>\n",
|
||
" <td>11.000</td>\n",
|
||
" <td>18.000</td>\n",
|
||
" <td>147.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_hotel</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.815</td>\n",
|
||
" <td>1.322</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>20.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_imp_avia</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>9.956</td>\n",
|
||
" <td>9.092</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>4.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" <td>13.000</td>\n",
|
||
" <td>100.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>passive_click_avia</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.400</td>\n",
|
||
" <td>0.794</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>12.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_ent</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.127</td>\n",
|
||
" <td>0.492</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>9.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_super</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.290</td>\n",
|
||
" <td>0.938</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>21.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_transport</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.704</td>\n",
|
||
" <td>1.249</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>1.000</td>\n",
|
||
" <td>16.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_shopping</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.088</td>\n",
|
||
" <td>0.411</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_hotel</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.052</td>\n",
|
||
" <td>0.262</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>5.000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>orders_amt_avia</th>\n",
|
||
" <td>8,339.000</td>\n",
|
||
" <td>0.106</td>\n",
|
||
" <td>0.407</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>0.000</td>\n",
|
||
" <td>7.000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
]
|
||
},
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"execution_count": 32
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"id": "2302e38d-e5f2-4a16-a344-bb72463967b5",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2025-12-15T10:38:26.089983Z",
|
||
"start_time": "2025-12-15T10:38:26.088580Z"
|
||
}
|
||
},
|
||
"source": [],
|
||
"outputs": [],
|
||
"execution_count": null
|
||
}
|
||
],
|
||
"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": "3.13.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|