{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# **Анализ оттока клиентов банка (поиск инсайтов, составление рекомендаций стейкхолдерам)**\n", "\n", "---\n", "\n" ], "metadata": { "id": "xvwA-M4c915d" } }, { "cell_type": "markdown", "source": [ "### Подключение библиотек" ], "metadata": { "id": "w7r5OUHk3Fjn" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set_theme()\n", "import random\n", "import scipy.stats as stats\n", "from scipy.stats import chi2_contingency, ttest_ind, mannwhitneyu, shapiro, normaltest\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n", "from sklearn.preprocessing import StandardScaler\n" ], "metadata": { "id": "sZoLqYsxAFq1" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Блок 1. Описание исходного датасета и типов данных\n", "\n", "---\n", "\n" ], "metadata": { "id": "pb2dbd59_0v6" } }, { "cell_type": "code", "source": [ "# Импорт датасета\n", "df = pd.read_csv('./Customer-Churn-Records.csv', index_col=0)\n", "df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 275 }, "id": "U9P8QTQgRIMZ", "outputId": "ce1e221c-6848-439d-ecbf-9b928c964484" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " CustomerId Surname CreditScore Geography Gender Age Tenure \\\n", "RowNumber \n", "1 15634602 Hargrave 619 France Female 42 2 \n", "2 15647311 Hill 608 Spain Female 41 1 \n", "3 15619304 Onio 502 France Female 42 8 \n", "4 15701354 Boni 699 France Female 39 1 \n", "5 15737888 Mitchell 850 Spain Female 43 2 \n", "\n", " Balance NumOfProducts HasCrCard IsActiveMember \\\n", "RowNumber \n", "1 0.00 1 1 1 \n", "2 83807.86 1 0 1 \n", "3 159660.80 3 1 0 \n", "4 0.00 2 0 0 \n", "5 125510.82 1 1 1 \n", "\n", " EstimatedSalary Exited Complain Satisfaction Score Card Type \\\n", "RowNumber \n", "1 101348.88 1 1 2 DIAMOND \n", "2 112542.58 0 1 3 DIAMOND \n", "3 113931.57 1 1 3 DIAMOND \n", "4 93826.63 0 0 5 GOLD \n", "5 79084.10 0 0 5 GOLD \n", "\n", " Point Earned \n", "RowNumber \n", "1 464 \n", "2 456 \n", "3 377 \n", "4 350 \n", "5 425 " ], "text/html": [ "\n", "

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	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited	Complain	Satisfaction Score	Card Type	Point Earned
RowNumber
1	15634602	Hargrave	619	France	Female	42	2	0.00	1	1	1	101348.88	1	1	2	DIAMOND	464
2	15647311	Hill	608	Spain	Female	41	1	83807.86	1	0	1	112542.58	0	1	3	DIAMOND	456
3	15619304	Onio	502	France	Female	42	8	159660.80	3	1	0	113931.57	1	1	3	DIAMOND	377
4	15701354	Boni	699	France	Female	39	1	0.00	2	0	0	93826.63	0	0	5	GOLD	350
5	15737888	Mitchell	850	Spain	Female	43	2	125510.82	1	1	1	79084.10	0	0	5	GOLD	425

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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 10000,\n \"fields\": [\n {\n \"column\": \"RowNumber\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2886,\n \"min\": 1,\n \"max\": 10000,\n \"num_unique_values\": 10000,\n \"samples\": [\n 6253,\n 4685,\n 1732\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CustomerId\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 71936,\n \"min\": 15565701,\n \"max\": 15815690,\n \"num_unique_values\": 10000,\n \"samples\": [\n 15687492,\n 15736963,\n 15721730\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Surname\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2932,\n \"samples\": [\n \"McGuirk\",\n \"Torkelson\",\n \"Rapuluchukwu\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CreditScore\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 96,\n \"min\": 350,\n \"max\": 850,\n \"num_unique_values\": 460,\n \"samples\": [\n 754,\n 533,\n 744\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Geography\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"France\",\n \"Spain\",\n \"Germany\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Male\",\n \"Female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10,\n \"min\": 18,\n \"max\": 92,\n \"num_unique_values\": 70,\n \"samples\": [\n 61,\n 42\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Tenure\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 0,\n \"max\": 10,\n \"num_unique_values\": 11,\n \"samples\": [\n 6,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Balance\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 62397.40520238623,\n \"min\": 0.0,\n \"max\": 250898.09,\n \"num_unique_values\": 6382,\n \"samples\": [\n 117707.18,\n 133050.97\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NumOfProducts\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 4,\n \"num_unique_values\": 4,\n \"samples\": [\n 3,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HasCrCard\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"IsActiveMember\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"EstimatedSalary\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57510.49281769822,\n \"min\": 11.58,\n \"max\": 199992.48,\n \"num_unique_values\": 9999,\n \"samples\": [\n 100809.99,\n 95273.73\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Exited\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Complain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Satisfaction Score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 5,\n \"samples\": [\n 3,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Card Type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"GOLD\",\n \"PLATINUM\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Point Earned\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 225,\n \"min\": 119,\n \"max\": 1000,\n \"num_unique_values\": 785,\n \"samples\": [\n 349,\n 419\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 2 } ] }, { "cell_type": "code", "source": [ "df.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hw7GxNHy-PBi", "outputId": "1658615f-0be5-4400-b750-b0df8d9f3e65" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Index: 10000 entries, 1 to 10000\n", "Data columns (total 17 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 CustomerId 10000 non-null int64 \n", " 1 Surname 10000 non-null object \n", " 2 CreditScore 10000 non-null int64 \n", " 3 Geography 10000 non-null object \n", " 4 Gender 10000 non-null object \n", " 5 Age 10000 non-null int64 \n", " 6 Tenure 10000 non-null int64 \n", " 7 Balance 10000 non-null float64\n", " 8 NumOfProducts 10000 non-null int64 \n", " 9 HasCrCard 10000 non-null int64 \n", " 10 IsActiveMember 10000 non-null int64 \n", " 11 EstimatedSalary 10000 non-null float64\n", " 12 Exited 10000 non-null int64 \n", " 13 Complain 10000 non-null int64 \n", " 14 Satisfaction Score 10000 non-null int64 \n", " 15 Card Type 10000 non-null object \n", " 16 Point Earned 10000 non-null int64 \n", "dtypes: float64(2), int64(11), object(4)\n", "memory usage: 1.4+ MB\n" ] } ] }, { "cell_type": "markdown", "source": [ "Описание полей датасета:\n", "| Поле |Описание | Тип данных |\n", "|:------|---------------|----------:| \n", "| CustomerId | Уникальный идентификатор клиента | int64 |\n", "| Surname | Фамилия клиента | object |\n", "| CreditScore | Кредитный скоринг | int64 |\n", "| Geography | Страна проживания | object |\n", "| Gender | Пол клиента | object |\n", "| Age | Возраст клиента | int64 |\n", "| Tenure | Сколько лет клиент с банком | int64 |\n", "| Balance | Баланс на счете | float64 |\n", "| NumOfProducts | Количество продуктов банка | int64 |\n", "| HasCrCard | Наличие кредитной карты | int64 |\n", "| IsActiveMember | Активность клиента | int64 |\n", "| EstimatedSalary | Примерная зарплата | float64 |\n", "| Exited | Отток клиента | int64 |\n", "| Complain | Наличие жалоб | int64 |\n", "| Satisfaction | Уровень удовлетворенности | int64 |\n", "| Card Type | Тип карты | object |\n", "| Point Earned | Накопленные баллы лояльности | int64 |\n", "\n", "\n", "ХАРАКТЕРИСТИКИ ДАННЫХ:\n", "- Записей: 10,000\n", "- Полностью заполненных полей: 100%\n", "- Числовых полей: 13\n", "- Категориальных полей: 4" ], "metadata": { "id": "GgH7Kgs-tY3F" } }, { "cell_type": "code", "source": [ "# Проверка целостности данных\n", "print(\"ПРОВЕРКА ЦЕЛОСТНОСТИ ДАННЫХ\")\n", "print(f\"Размер датасета: {df.shape}\")\n", "print(f\" Пропущенные значения:\")\n", "print(df.isnull().sum())\n", "print(f\" Дубликаты: {df.duplicated().sum()}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xITbJwiKAlH8", "outputId": "4e3ccce1-8a1a-48be-fef1-93addcc7e71e" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "ПРОВЕРКА ЦЕЛОСТНОСТИ ДАННЫХ\n", "Размер датасета: (10000, 17)\n", " Пропущенные значения:\n", "CustomerId 0\n", "Surname 0\n", "CreditScore 0\n", "Geography 0\n", "Gender 0\n", "Age 0\n", "Tenure 0\n", "Balance 0\n", "NumOfProducts 0\n", "HasCrCard 0\n", "IsActiveMember 0\n", "EstimatedSalary 0\n", "Exited 0\n", "Complain 0\n", "Satisfaction Score 0\n", "Card Type 0\n", "Point Earned 0\n", "dtype: int64\n", " Дубликаты: 0\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Исходный анализ датасета:**\n", "\n", "---\n", "\n", "\n", "* Объем данных: 10,000 строк, 17 столбцов\n", "* Проверка на пропуски: пропущенные значения отсутствуют\n", "* Проверка на дубликаты: дублирующиеся записи не обнаружены\n", "\n", "Следует **удалить** столбец **CustomerId и Surname**, так как являются уникальными идентификаторами без аналитической ценности для прогнозирования оттока и могут привести к переобучению моделей.\n", "Название столбцов необходимо привести к **нижнему регистру**.\n", "\n" ], "metadata": { "id": "phGOE4Fs-oaW" } }, { "cell_type": "code", "source": [ "#Посмотрим описательную статистику для столбцов числового типа\n", "df.describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 338 }, "id": "tm0xhrzXd7zC", "outputId": "b9c5dc21-0b83-4bf0-bd21-f4b7de991559" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " CustomerId CreditScore Age Tenure Balance \\\n", "count 1.000000e+04 10000.000000 10000.000000 10000.000000 10000.000000 \n", "mean 1.569094e+07 650.528800 38.921800 5.012800 76485.889288 \n", "std 7.193619e+04 96.653299 10.487806 2.892174 62397.405202 \n", "min 1.556570e+07 350.000000 18.000000 0.000000 0.000000 \n", "25% 1.562853e+07 584.000000 32.000000 3.000000 0.000000 \n", "50% 1.569074e+07 652.000000 37.000000 5.000000 97198.540000 \n", "75% 1.575323e+07 718.000000 44.000000 7.000000 127644.240000 \n", "max 1.581569e+07 850.000000 92.000000 10.000000 250898.090000 \n", "\n", " NumOfProducts HasCrCard IsActiveMember EstimatedSalary \\\n", "count 10000.000000 10000.00000 10000.000000 10000.000000 \n", "mean 1.530200 0.70550 0.515100 100090.239881 \n", "std 0.581654 0.45584 0.499797 57510.492818 \n", "min 1.000000 0.00000 0.000000 11.580000 \n", "25% 1.000000 0.00000 0.000000 51002.110000 \n", "50% 1.000000 1.00000 1.000000 100193.915000 \n", "75% 2.000000 1.00000 1.000000 149388.247500 \n", "max 4.000000 1.00000 1.000000 199992.480000 \n", "\n", " Exited Complain Satisfaction Score Point Earned \n", "count 10000.000000 10000.000000 10000.000000 10000.000000 \n", "mean 0.203800 0.204400 3.013800 606.515100 \n", "std 0.402842 0.403283 1.405919 225.924839 \n", "min 0.000000 0.000000 1.000000 119.000000 \n", "25% 0.000000 0.000000 2.000000 410.000000 \n", "50% 0.000000 0.000000 3.000000 605.000000 \n", "75% 0.000000 0.000000 4.000000 801.000000 \n", "max 1.000000 1.000000 5.000000 1000.000000 " ], "text/html": [ "\n", "

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	CustomerId	CreditScore	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited	Complain	Satisfaction Score	Point Earned
count	1.000000e+04	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000	10000.00000	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000	10000.000000
mean	1.569094e+07	650.528800	38.921800	5.012800	76485.889288	1.530200	0.70550	0.515100	100090.239881	0.203800	0.204400	3.013800	606.515100
std	7.193619e+04	96.653299	10.487806	2.892174	62397.405202	0.581654	0.45584	0.499797	57510.492818	0.402842	0.403283	1.405919	225.924839
min	1.556570e+07	350.000000	18.000000	0.000000	0.000000	1.000000	0.00000	0.000000	11.580000	0.000000	0.000000	1.000000	119.000000
25%	1.562853e+07	584.000000	32.000000	3.000000	0.000000	1.000000	0.00000	0.000000	51002.110000	0.000000	0.000000	2.000000	410.000000
50%	1.569074e+07	652.000000	37.000000	5.000000	97198.540000	1.000000	1.00000	1.000000	100193.915000	0.000000	0.000000	3.000000	605.000000
75%	1.575323e+07	718.000000	44.000000	7.000000	127644.240000	2.000000	1.00000	1.000000	149388.247500	0.000000	0.000000	4.000000	801.000000
max	1.581569e+07	850.000000	92.000000	10.000000	250898.090000	4.000000	1.00000	1.000000	199992.480000	1.000000	1.000000	5.000000	1000.000000

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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df\",\n \"rows\": 8,\n \"fields\": [\n {\n \"column\": \"CustomerId\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7244870.561655487,\n \"min\": 10000.0,\n \"max\": 15815690.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 15690940.5694,\n 15690738.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CreditScore\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3346.722396870626,\n \"min\": 96.65329873613061,\n \"max\": 10000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 650.5288,\n 652.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3521.859127755016,\n \"min\": 10.487806451704591,\n \"max\": 10000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 38.9218,\n 37.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Tenure\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3533.873203213367,\n \"min\": 0.0,\n \"max\": 10000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 5.0128,\n 5.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Balance\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 84316.21503683121,\n \"min\": 0.0,\n \"max\": 250898.09,\n \"num_unique_values\": 7,\n \"samples\": [\n 10000.0,\n 76485.889288,\n 127644.24\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NumOfProducts\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3534.972835009293,\n \"min\": 0.5816543579989936,\n \"max\": 10000.0,\n \"num_unique_values\": 6,\n \"samples\": [\n 10000.0,\n 1.5302,\n 4.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HasCrCard\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3535.323751385342,\n \"min\": 0.0,\n \"max\": 10000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.7055,\n 1.0,\n 0.45584046447514237\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"IsActiveMember\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3535.33114750997,\n \"min\": 0.0,\n \"max\": 10000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.5151,\n 1.0,\n 0.4997969284589202\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"EstimatedSalary\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 68211.65700170657,\n \"min\": 11.58,\n \"max\": 199992.48,\n \"num_unique_values\": 8,\n \"samples\": [\n 100090.239881,\n 100193.915,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Exited\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3535.4527751216733,\n \"min\": 0.0,\n \"max\": 10000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.2038,\n 1.0,\n 0.40284213803776586\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Complain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3535.452722569858,\n \"min\": 0.0,\n \"max\": 10000.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 0.2044,\n 1.0,\n 0.4032826597937928\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Satisfaction Score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3534.5533082558186,\n \"min\": 1.0,\n \"max\": 10000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 3.0138,\n 3.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Point Earned\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3357.63499440368,\n \"min\": 119.0,\n \"max\": 10000.0,\n \"num_unique_values\": 8,\n \"samples\": [\n 606.5151,\n 605.0,\n 10000.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "markdown", "source": [ "\n", "* Кредитный рейтинг имеет разброс от 350 до 850.\n", "* Возрастная категория от 18 до 92 лет.Средний и медианный возраст клиентов имеет небольшую разницу и равен 37-40 годам.\n", "* Клиенты которые являются клиентами банка от 0 до 10 лет.\n", "* Баланс на счёте от 0 до 250898, средняя и медианная величина отличаются друг от друга, значит выбросы в этом столбце присутствуют.\n", "* Количество продуктов от 1 до 4.\n", "* Оценочная зарплата клиента имеет разброс от 11 до 199992, средняя и медианная величина имеет не большую разницу и равна 100100.\n", "* Баллы заработанные клиентом за использование кредитной карты имеет разброс от 119 до 1000 баллов.\n", "* Оценка предоставленная клиентом за решение его жалобы от 1 до 5." ], "metadata": { "id": "CkRxVO5Yd5TF" } }, { "cell_type": "markdown", "source": [ "## Блок 2. Подготовка и преобразование данных\n", "\n", "---\n", "\n" ], "metadata": { "id": "bqzc2pcq_ozi" } }, { "cell_type": "markdown", "source": [ "### 2.1. Предобработка данных" ], "metadata": { "id": "vJ9oUUXVHScr" } }, { "cell_type": "code", "source": [ "# Удалить ненужные колонки\n", "df = df.drop(['CustomerId', 'Surname'], axis=1)\n", "\n", "# переименование столбцов\n", "df = df.rename(columns={'CreditScore' : 'Credit_Score',\n", " 'NumOfProducts' : 'Num_Of_Products',\n", " 'HasCrCard' : 'Has_Cr_Card',\n", " 'IsActiveMember' : 'Is_Active_Member',\n", " 'EstimatedSalary' : 'Estimated_Salary',})\n", "\n", "# Перевести в нижний регистр\n", "df.columns = df.columns.str.strip().str.lower().str.replace(' ','_')\n", "df.head()" ], "metadata": { "id": "9OwaFXOB_4y8", "colab": { "base_uri": "https://localhost:8080/", "height": 258 }, "outputId": "c7632072-8660-476c-a14a-b2bfec3368d9" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " credit_score geography gender age tenure balance \\\n", "RowNumber \n", "1 619 France Female 42 2 0.00 \n", "2 608 Spain Female 41 1 83807.86 \n", "3 502 France Female 42 8 159660.80 \n", "4 699 France Female 39 1 0.00 \n", "5 850 Spain Female 43 2 125510.82 \n", "\n", " num_of_products has_cr_card is_active_member estimated_salary \\\n", "RowNumber \n", "1 1 1 1 101348.88 \n", "2 1 0 1 112542.58 \n", "3 3 1 0 113931.57 \n", "4 2 0 0 93826.63 \n", "5 1 1 1 79084.10 \n", "\n", " exited complain satisfaction_score card_type point_earned \n", "RowNumber \n", "1 1 1 2 DIAMOND 464 \n", "2 0 1 3 DIAMOND 456 \n", "3 1 1 3 DIAMOND 377 \n", "4 0 0 5 GOLD 350 \n", "5 0 0 5 GOLD 425 " ], "text/html": [ "\n", "

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	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	exited	complain	satisfaction_score	card_type	point_earned
RowNumber
1	619	France	Female	42	2	0.00	1	1	1	101348.88	1	1	2	DIAMOND	464
2	608	Spain	Female	41	1	83807.86	1	0	1	112542.58	0	1	3	DIAMOND	456
3	502	France	Female	42	8	159660.80	3	1	0	113931.57	1	1	3	DIAMOND	377
4	699	France	Female	39	1	0.00	2	0	0	93826.63	0	0	5	GOLD	350
5	850	Spain	Female	43	2	125510.82	1	1	1	79084.10	0	0	5	GOLD	425

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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df", "summary": "{\n \"name\": \"df\",\n \"rows\": 10000,\n \"fields\": [\n {\n \"column\": \"RowNumber\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2886,\n \"min\": 1,\n \"max\": 10000,\n \"num_unique_values\": 10000,\n \"samples\": [\n 6253,\n 4685,\n 1732\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"credit_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 96,\n \"min\": 350,\n \"max\": 850,\n \"num_unique_values\": 460,\n \"samples\": [\n 754,\n 533,\n 744\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"geography\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"France\",\n \"Spain\",\n \"Germany\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Male\",\n \"Female\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10,\n \"min\": 18,\n \"max\": 92,\n \"num_unique_values\": 70,\n \"samples\": [\n 61,\n 42\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tenure\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 0,\n \"max\": 10,\n \"num_unique_values\": 11,\n \"samples\": [\n 6,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"balance\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 62397.40520238623,\n \"min\": 0.0,\n \"max\": 250898.09,\n \"num_unique_values\": 6382,\n \"samples\": [\n 117707.18,\n 133050.97\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"num_of_products\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 1,\n \"max\": 4,\n \"num_unique_values\": 4,\n \"samples\": [\n 3,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"has_cr_card\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"is_active_member\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"estimated_salary\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57510.49281769822,\n \"min\": 11.58,\n \"max\": 199992.48,\n \"num_unique_values\": 9999,\n \"samples\": [\n 100809.99,\n 95273.73\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"exited\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"complain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"satisfaction_score\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 1,\n \"max\": 5,\n \"num_unique_values\": 5,\n \"samples\": [\n 3,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"card_type\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"GOLD\",\n \"PLATINUM\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"point_earned\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 225,\n \"min\": 119,\n \"max\": 1000,\n \"num_unique_values\": 785,\n \"samples\": [\n 349,\n 419\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "markdown", "source": [ "### 2.2. Инжиниринг признаков." ], "metadata": { "id": "CBsv3b52Hal-" } }, { "cell_type": "code", "source": [ "# Создаем копию DataFrame для кодирования\n", "df_encoded = df.copy()\n", "label_encoders = {}\n", "\n", "for column in ['geography', 'gender', 'card_type']:\n", " le = LabelEncoder()\n", " df_encoded[f'{column}_encoded'] = le.fit_transform(df_encoded[column])\n", " label_encoders[column] = le\n", " print(f\"{column} mapping: {dict(zip(le.classes_, le.transform(le.classes_)))}\")\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "R02x55ZuR8Kr", "outputId": "7fe5a014-8980-4e83-962a-1c14e98c981b" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "geography mapping: {'France': np.int64(0), 'Germany': np.int64(1), 'Spain': np.int64(2)}\n", "gender mapping: {'Female': np.int64(0), 'Male': np.int64(1)}\n", "card_type mapping: {'DIAMOND': np.int64(0), 'GOLD': np.int64(1), 'PLATINUM': np.int64(2), 'SILVER': np.int64(3)}\n" ] } ] }, { "cell_type": "markdown", "source": [ "Кодирование Geography и Gender необходимо для преобразования категориальных текстовых значений в числовой формат, понятный алгоритмам машинного обучения, что позволяет выявить влияние географического положения, пола клиента и тип карты на отток." ], "metadata": { "id": "HR9aAa1VenO3" } }, { "cell_type": "markdown", "source": [ "### 2.3. Создание возрастных групп" ], "metadata": { "id": "t0pI6L4cHnGt" } }, { "cell_type": "code", "source": [ "df['age_group'] = pd.cut(df['age'], bins=[0, 30, 40, 50, 60, 100],\n", " labels=['18-30', '31-40', '41-50', '51-60', '60+'])\n", "\n", "print(\"Возрастные группы созданы успешно\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iqH6Mp4vTNu1", "outputId": "18a60be0-f679-48a7-80f4-6475835bf7a1" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Возрастные группы созданы успешно\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Блок 3. Выявление и анализ аномалий в данных\n", "\n", "---\n", "\n" ], "metadata": { "id": "lVSV2ei4Htf2" } }, { "cell_type": "markdown", "source": [ "### 3.1. Анализ выбросов в числовых признаках" ], "metadata": { "id": "QaJ0OCSEIlkB" } }, { "cell_type": "code", "source": [ "numeric_columns = ['credit_score', 'age', 'balance', 'estimated_salary', 'tenure']\n", "\n", "# Функция для определения выбросов по методу IQR\n", "def detect_outliers_iqr(series):\n", "\n", "# Вычисляем первый квартиль (25-й процентиль) — значение, ниже которого находится 25% данных\n", " Q1 = series.quantile(0.25)\n", "\n", "# Вычисляем третий квартиль (75-й процентиль) — значение, ниже которого находится 75% данных\n", " Q3 = series.quantile(0.75)\n", "\n", "# Рассчитываем межквартильный размах (IQR) — разница между Q3 и Q1\n", " IQR = Q3 - Q1\n", "\n", "# Определяем нижнюю границу \"нормального\" диапазона:\n", "# По правилу Тьюки, всё, что ниже Q1 - 1.5 * IQR, считается выбросом\n", " lower_bound = Q1 - 1.5 * IQR\n", "\n", "# Определяем верхнюю границу \"нормального\" диапазона:\n", "# По правилу Тьюки, всё, что выше Q3 + 1.5 * IQR, считается выбросом\n", " upper_bound = Q3 + 1.5 * IQR\n", "\n", "# Отбираем значения из исходного ряда, которые находятся ВНЕ диапазона [lower_bound, upper_bound]\n", " outliers = series[(series < lower_bound) | (series > upper_bound)]\n", "\n", "# Возвращаем найденные выбросы и границы интервала\n", " return outliers, lower_bound, upper_bound\n", "\n", "for col in numeric_columns:\n", " outliers, lower, upper = detect_outliers_iqr(df[col])\n", " outlier_count = len(outliers)\n", " outlier_percentage = (outlier_count / len(df)) * 100\n", "\n", " print(f\"{col}: {outlier_count} выбросов ({outlier_percentage:.1f}%)\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QahXvKQ3FYW5", "outputId": "337cb85f-053a-4e44-cef0-7db0efb92249" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "credit_score: 15 выбросов (0.1%)\n", "age: 359 выбросов (3.6%)\n", "balance: 0 выбросов (0.0%)\n", "estimated_salary: 0 выбросов (0.0%)\n", "tenure: 0 выбросов (0.0%)\n" ] } ] }, { "cell_type": "markdown", "source": [ "**СТРАТЕГИЯ ОБРАБОТКИ ВЫБРОСОВ:**\n", "\n", " * credit_score: **15 выбросов** - *СОХРАНИТЬ* - выбросы незначительны (0.1%), могут представлять реальные кейсы\n", " * age: **359 выбросов** - *СОХРАНИТЬ* - выбросы (3.6%) представляют пожилых клиентов, важную целевую группу\n", " * balance: **0 выбросов** - *СОХРАНИТЬ* - выбросы отсутствуют, распределение естественное\n", " * estimated_salary: **0 выбросов** - *СОХРАНИТЬ* - выбросы отсутствуют, распределение равномерное\n", " * tenure: **0 выбросов** - *СОХРАНИТЬ* - выбросы минимальны, данные корректны" ], "metadata": { "id": "0Kt5dr9rIxwL" } }, { "cell_type": "markdown", "source": [ "\n", "### 3.2. Визуализация выбросов" ], "metadata": { "id": "OfPwqbf5I5jA" } }, { "cell_type": "code", "source": [ "fig, axes = plt.subplots(2, 3, figsize=(11, 7))\n", "axes = axes.ravel()\n", "\n", "for i, col in enumerate(numeric_columns):\n", " if i < len(axes):\n", " # Боксплот\n", " df.boxplot(column=col, ax=axes[i], color='Black')\n", " axes[i].set_title(f'Распределение {col}')\n", "\n", " # Добавляем информацию о выбросах под графиком\n", " outliers_count = len(detect_outliers_iqr(df[col])[0])\n", " axes[i].set_xlabel(f'Выбросов: {outliers_count}',\n", " bbox=dict(boxstyle=\"round,pad=0.3\", facecolor=\"red\", alpha=0.5))\n", "\n", "# Удаляем лишний subplot\n", "fig.delaxes(axes[5])\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 701 }, "id": "jNv0fnAGNyss", "outputId": "f41d352e-09e8-4d80-f644-fad7f9a95230" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**ОБЩИЙ ВЫВОД:**\n", "\n", " * Аномалии в данных незначительны и не требуют агрессивной обработки.\n", " * Выбросы в возрасте представляют ценность для анализа оттока пожилых клиентов.\n", " * Все данные сохраняются для дальнейшего анализа." ], "metadata": { "id": "UhC_9f4_jrax" } }, { "cell_type": "markdown", "source": [ "## Блок 4. Анализ данных для стейкхолдеров\n", "\n", "---\n", "\n" ], "metadata": { "id": "UZncHeLxJJjQ" } }, { "cell_type": "markdown", "source": [ "### 4.1. Основные метрики оттока" ], "metadata": { "id": "HNu45iDGJLHK" } }, { "cell_type": "code", "source": [ "# Основные метрики оттока\n", "\n", "churn_rate = df['exited'].mean()\n", "churn_count = df['exited'].sum()\n", "total_customers = len(df)\n", "\n", "# Визуализация общего оттока\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Круговая диаграмма\n", "churn_counts = df['exited'].value_counts()\n", "ax1.pie(churn_counts.values, labels=['Остались', 'Ушли'], autopct='%1.1f%%', startangle=90, colors=['lightblue', 'lightcoral'])\n", "ax1.set_title('Распределение клиентов по оттоку')\n", "\n", "# Столбчатая диаграмма\n", "categories = ['Остались', 'Ушли']\n", "sns.barplot(x=categories, y=churn_counts.values, ax=ax2, hue=categories,\n", " palette=['lightblue', 'lightcoral'],\n", " legend=False)\n", "ax2.set_title('Абсолютные значения оттока')\n", "ax2.set_ylabel('Количество клиентов')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "ZGMf3Pjkc0Zn", "outputId": "db1a2199-c62c-4a2a-bdc7-1c02433e4fa5" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**На основе анализа оттока клиентов можно сделать следующие содержательные выводы:**\n", "\n", "1. **Текущая ситуация:** Уровень оттока клиентов составляет **20.4%**, что означает уход каждого пятого клиента из банка. При общей клиентской базе в **10,000** человек это составляет **2,038 ушедших** клиентов за анализируемый период.\n", "\n", "2. **Оценка показателя:** **20.4%** оттока является значимым показателем, требующим внимания руководства, однако при этом сохраняется значительная клиентская база - **79.6%** клиентов **(7,962 человека)** продолжают пользоваться услугами банка.\n" ], "metadata": { "id": "S6a-vJd5J4kw" } }, { "cell_type": "markdown", "source": [ "### 4.2. Анализ оттока по ключевым демографическим признакам" ], "metadata": { "id": "I2qyt9BQKaqe" } }, { "cell_type": "code", "source": [ "print(\"\\nДемографические факторы оттока\")\n", "\n", "demographic_factors = ['geography', 'gender', 'age_group']\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n", "\n", "for i, factor in enumerate(demographic_factors):\n", " churn_data = df.groupby(factor, observed=False)['exited'].mean().sort_values(ascending=False)\n", "\n", " bars = axes[i].bar(range(len(churn_data)), churn_data.values, color='skyblue', alpha=0.7)\n", " axes[i].set_title(f'Отток по {factor}')\n", " axes[i].set_xticks(range(len(churn_data)))\n", " axes[i].set_xticklabels(churn_data.index, rotation=45)\n", " axes[i].set_ylabel('Доля ушедших клиентов')\n", " axes[i].set_ylim(0, churn_data.max() * 1.15)\n", "\n", " # Добавляем значения на столбцы\n", " for bar, v in zip(bars, churn_data.values):\n", " axes[i].text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.005,\n", " f'{v:.1%}', ha='center', va='bottom', fontsize=10, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 436 }, "id": "DpAKRkdi1iQH", "outputId": "e7de0831-b795-4af3-d6e5-f799d175297f" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Демографические факторы оттока\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "

" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**На основе анализа данных выявлены три ключевые группы риска с критически высоким уровнем оттока:**\n", "\n", "1. **ГЕОГРАФИЧЕСКИЙ РИСК**\n", "\n", "- Германия: **32.4% оттока** - каждый третий клиент уходит\n", "\n", "- Показатель **в 1.6 раза** превышает средний уровень оттока по банку\n", "\n", "2. **ГЕНДЕРНЫЙ РИСК**\n", "\n", "- Женщины: **25.1% оттока** - каждая четвертая клиентка уходит\n", "\n", "- Уровень оттока среди женщин **на 23% выше** среднего\n", "\n", "3. **ВОЗРАСТНОЙ РИСК**\n", "\n", "- Клиенты 51-60 лет: **56.2% оттока** - более половины клиентов уходят\n", "\n", "- Показатель **в 2.8 раза** превышает средний уровень оттока\n", "\n" ], "metadata": { "id": "dRvwmoVZLsnA" } }, { "cell_type": "markdown", "source": [ "### 4.3. Анализ оттока по финансовым и поведенческим характеристикам" ], "metadata": { "id": "v_aclqjLwBIe" } }, { "cell_type": "code", "source": [ "behavioral_factors = ['is_active_member', 'num_of_products', 'has_cr_card']\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n", "\n", "for i, factor in enumerate(behavioral_factors):\n", " churn_data = df.groupby(factor)['exited'].mean()\n", "\n", " if factor == 'is_active_member':\n", " labels = ['Неактивные', 'Активные']\n", " colors = ['lightcoral', 'lightgreen']\n", " elif factor == 'has_cr_card':\n", " labels = ['Без карты', 'С картой']\n", " colors = ['lightgray', 'lightblue']\n", " else:\n", " labels = [f'{x} продук.' for x in churn_data.index]\n", " colors = ['lightyellow', 'lightgreen', 'lightblue', 'lightcoral'][:len(churn_data)]\n", "\n", " bars = axes[i].bar(labels, churn_data.values, color=colors, alpha=0.7)\n", " axes[i].set_title(f'Отток по {factor}')\n", " axes[i].set_ylabel('Доля ушедших клиентов')\n", " axes[i].tick_params(axis='x', rotation=45)\n", " axes[i].set_ylim(0, churn_data.max() * 1.15)\n", "\n", " for bar, v in zip(bars, churn_data.values):\n", " axes[i].text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.005,\n", " f'{v:.1%}', ha='center', va='bottom', fontsize=10, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 401 }, "id": "BuLkHRC2os2i", "outputId": "55627afa-6509-4116-eb29-f98555e15d27" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**На основе данных выявлены критические зависимости между использованием продуктов банка и уровнем оттока:**\n", "\n", "1. **КРИТИЧЕСКИЕ РИСКИ:**\n", "\n", "- Клиенты с 3-4 продуктами: катастрофический отток **82.7-100%**\n", "\n", "- Неактивные клиенты: отток **26.9%** (в 1.9 раза выше активных)\n", "\n", "- Клиенты с 1 продуктом: высокий отток **27.7%**\n", "\n", "2. **СТАБИЛЬНЫЕ СЕГМЕНТЫ:**\n", "\n", "- Клиенты с 2 продуктами: низкий отток **7.6%**\n", "\n", "- Активные клиенты: отток **14.3%** (ниже среднего)\n", "\n", "3. **НЕЗНАЧИМЫЕ ФАКТОРЫ:**\n", "\n", "- Наличие кредитной карты: **20.2% vs 20.8%** (разница несущественна)\n", "\n", "**КЛЮЧЕВЫЕ ВЫВОДЫ:**\n", "\n", "**Парадокс многопродуктовости:** Клиенты с максимальным количеством продуктов (3-4) демонстрируют наихудшую лояльность\n", "\n", "**Активность решает:** Неактивные клиенты уходят в 2 раза чаще\n", "\n", "**Оптимальная продуктовая корзина:** 2 продукта обеспечивают максимальное удержание" ], "metadata": { "id": "rPmifahyyAw1" } }, { "cell_type": "markdown", "source": [ "### 4.4. Критические сегменты риска" ], "metadata": { "id": "2H9sm6KKyPPz" } }, { "cell_type": "code", "source": [ "risk_segments = [\n", " ('Германия 51-60 лет', (df['geography']=='Germany') & (df['age_group']=='51-60')),\n", " ('Неактивные с 1 продуктом', (~df['is_active_member']) & (df['num_of_products']==1)),\n", " ('Клиенты с жалобами', df['complain'] == True),\n", " ('Высокий баланс + неактивные', (df['balance'] > 100000) & (~df['is_active_member']))\n", "]\n", "\n", "segment_results = []\n", "for name, mask in risk_segments:\n", " segment_df = df[mask]\n", " if len(segment_df) > 0:\n", " churn_rate = segment_df['exited'].mean()\n", " segment_results.append({\n", " 'Сегмент': name,\n", " 'Клиентов': len(segment_df),\n", " 'Отток': f'{churn_rate:.1%}',\n", " 'Выше среднего в': f'{churn_rate/churn_rate:.1f} раза' if churn_rate > 0 else '0'\n", " })\n", "\n", "print(\"Таблица сегментов риска:\")\n", "segments_df = pd.DataFrame(segment_results)\n", "print(segments_df.to_string(index=False))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NDpySWF54ebU", "outputId": "69386103-f119-4075-903b-943003b87b49" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Таблица сегментов риска:\n", " Сегмент Клиентов Отток Выше среднего в\n", " Германия 51-60 лет 243 69.5% 1.0 раза\n", " Неактивные с 1 продуктом 2521 36.7% 1.0 раза\n", " Клиенты с жалобами 2044 99.5% 1.0 раза\n", "Высокий баланс + неактивные 2356 32.8% 1.0 раза\n" ] } ] }, { "cell_type": "code", "source": [ "# Визуализация риск-сегментов\n", "plt.figure(figsize=(10, 6))\n", "segments_for_plot = [s for s in risk_segments if len(df[s[1]]) > 0]\n", "names = [s[0] for s in segments_for_plot]\n", "churn_rates = [df[s[1]]['exited'].mean() for s in segments_for_plot]\n", "sizes = [len(df[s[1]]) for s in segments_for_plot]\n", "\n", "bars = plt.barh(names, churn_rates, color='lightcoral', alpha=0.7)\n", "plt.axvline(x=churn_rate, color='red', linestyle='--', label=f'Средний отток ({churn_rate:.1%})')\n", "plt.title('Критические сегменты риска оттока')\n", "plt.xlabel('Доля ушедших клиентов')\n", "plt.legend()\n", "\n", "for bar, rate in zip(bars, churn_rates):\n", " plt.text(bar.get_width() + 0.01, bar.get_y() + bar.get_height()/2,\n", " f'{rate:.1%}', ha='left', va='center', fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 601 }, "id": "v1rb1H1C4okB", "outputId": "697cb909-2d5d-495f-a7b2-7a904cbd6eef" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Таблица сегментов риска:**\n", "| Сегмент | Клиентов | Отток | Выше среднего в |\n", "|:--------|---------:|:------:|:---------------:|\n", "| Германия 51-60 лет | 243 | 69.5% | 1.0 раза |\n", "| Неактивные с 1 продуктом | 2,521 | 36.7% | 1.0 раза |\n", "| Клиенты с жалобами | 2,044 | 99.5% | 1.0 раза |\n", "| Высокий баланс + неактивные | 2,356 | 32.8% | 1.0 раза |" ], "metadata": { "id": "peK9Uvb2ymL_" } }, { "cell_type": "markdown", "source": [ "### 4.5. Корреляционный анализ ключевых факторов" ], "metadata": { "id": "5LiO7lAf12q3" } }, { "cell_type": "code", "source": [ "# Выбираем ключевые числовые признаки\n", "key_numeric_features = ['age', 'balance', 'credit_score', 'tenure', 'estimated_salary']\n", "corr_matrix = df[key_numeric_features + ['exited']].corr()\n", "\n", "print(\" Корреляция с оттоком:\")\n", "corr_with_churn = corr_matrix['exited'].sort_values(ascending=False)\n", "\n", "for feature, corr in corr_with_churn.items():\n", " if feature != 'exited':\n", " direction = \"увеличивает\" if corr > 0 else \"уменьшает\"\n", " strength = \"сильная\" if abs(corr) > 0.3 else \"средняя\" if abs(corr) > 0.1 else \"слабая\"\n", " print(f\"• {feature}: {corr:.3f} ({strength} {direction} отток)\")" ], "metadata": { "id": "QVtuVEx76ZAA", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "de10cb9b-b762-43d5-d3d5-06d15b4b0b30" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Корреляция с оттоком:\n", "• age: 0.285 (средняя увеличивает отток)\n", "• balance: 0.119 (средняя увеличивает отток)\n", "• estimated_salary: 0.012 (слабая увеличивает отток)\n", "• tenure: -0.014 (слабая уменьшает отток)\n", "• credit_score: -0.027 (слабая уменьшает отток)\n" ] } ] }, { "cell_type": "code", "source": [ "# Визуализация корреляций\n", "plt.figure(figsize=(10, 6))\n", "corr_to_plot = corr_with_churn.drop('exited')\n", "colors = ['lightcoral' if x > 0 else 'lightblue' for x in corr_to_plot.values]\n", "\n", "bars = plt.barh(corr_to_plot.index, corr_to_plot.values, color=colors, alpha=0.7)\n", "plt.title('Корреляция признаков с оттоком клиентов', fontsize=14, pad=20)\n", "plt.xlabel('Коэффициент корреляции')\n", "plt.axvline(x=0, color='black', linewidth=0.5)\n", "\n", "x_margin = max(abs(corr_to_plot.values)) * 0.3\n", "plt.xlim(min(corr_to_plot.values) - x_margin, max(corr_to_plot.values) + x_margin)\n", "\n", "for bar, value in zip(bars, corr_to_plot.values):\n", " plt.text(bar.get_width() + (0.015 if value > 0 else -0.025),\n", " bar.get_y() + bar.get_height()/2,\n", " f'{value:.3f}',\n", " ha='left' if value > 0 else 'right',\n", " va='center',\n", " fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "id": "XJ7-KbbE6fz2", "colab": { "base_uri": "https://localhost:8080/", "height": 600 }, "outputId": "470e68f2-11d9-4447-9e24-3672913f1825" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "**Анализ корреляции признаков с оттоком клиентов**\n", "\n", "1. На основе анализа корреляций выявлено, что возраст клиента является наиболее значимым фактором, влияющим на отток. Клиенты старшего возраста демонстрируют более высокую склонность к уходу из банка.\n", "\n", "2. Размер баланса на счете также показывает заметную положительную связь с оттоком, что свидетельствует о повышенном риске ухода клиентов с крупными остатками.\n", "\n", "3. Остальные финансовые и демографические показатели, включая кредитный скоринг, срок обслуживания и предполагаемую зарплату, не оказывают существенного влияния на отток клиентов. Слабые отрицательные корреляции по кредитному рейтингу и сроку обслуживания указывают на незначительную тенденцию к сохранению более надежных и давних клиентов.\n", "\n", "**Ключевой вывод:**\n", "- Банку следует сосредоточить внимание на программах удержания для клиентов старшего возраста и клиентов с высокими остатками на счетах, как наиболее подверженных риску оттока." ], "metadata": { "id": "QvHixUFUKk-K" } }, { "cell_type": "markdown", "source": [ "## Блок 5. Исследовательский анализ" ], "metadata": { "id": "0jqi59kmbrf1" } }, { "cell_type": "markdown", "source": [ "### 5.1. Вопрос исследования 1, как география влияет на отток клиентов?" ], "metadata": { "id": "jmzNsm8yb93G" } }, { "cell_type": "markdown", "source": [ "Визуализация влияния географии на отток клиентов" ], "metadata": { "id": "B4m3S2rsGfMN" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "# Столбчатая диаграмма с долями оттока\n", "plt.subplot(1, 2, 1)\n", "geo_churn = df.groupby('geography')['exited'].mean().sort_values(ascending=False)\n", "colors = ['#ff6b6b', '#4ecdc4', '#45b7d1']\n", "geo_churn.plot(kind='bar', color=colors, alpha=0.8)\n", "plt.title('Доля оттока по регионам')\n", "plt.ylabel('Доля ушедших клиентов')\n", "plt.xticks(rotation=45)\n", "plt.grid(axis='y', alpha=0.3)\n", "plt.ylim(0, max(geo_churn) * 1.15)\n", "\n", "# Добавляем значения на столбцы\n", "for i, v in enumerate(geo_churn):\n", " plt.text(i, v + 0.01, f'{v:.1%}', ha='center', va='bottom')\n", "\n", "# Круговые диаграммы по каждому региону\n", "plt.subplot(1, 2, 2)\n", "geo_data = pd.crosstab(df['geography'], df['exited'])\n", "geo_data_percent = geo_data.div(geo_data.sum(axis=1), axis=0)\n", "\n", "colors_pie = ['#ff9999', '#66b3ff']\n", "wedges, texts, autotexts = plt.pie(geo_data.sum(axis=1), labels=geo_data.index,\n", " autopct='%1.1f%%', colors=colors, startangle=90)\n", "plt.title('Распределение клиентов по регионам')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 601 }, "id": "uAQi7WsfbyLK", "outputId": "00c56d67-c840-4c1d-c0de-34f7820d8be9" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "На основе анализа данных выявлена значительная региональная диспропорция в уровне оттока клиентов:\n", "\n", "**Критическая ситуация:**\n", "> **Германия**: 32% оттока - каждый третий клиент прекращает сотрудничество с банком\n", "\n", "> Показатель превышает средний уровень оттока по банку **в 1.6 раза**\n", "\n", "**Стабильные регионы:**\n", "> **Испания:** 17% оттока - сохраняется устойчивая клиентская база\n", "\n", "> **Франция:** 16% оттока - наилучшие показатели удержания\n", "\n", "**Структура клиентской базы:**\n", "\n", "Распределение клиентов между регионами относительно равномерное:\n", "\n", "> **Германия**: 25% клиентов\n", "\n", "> **Испания:** 25% клиентов\n", "\n", "> **Франция:** 50% клиентов\n", "\n", "**Ключевые выводы:**\n", "\n", "1. **Германия** демонстрирует аномально высокий отток при стандартной доле в клиентской базе\n", "2. **Франция**, имея наибольшую долю клиентов **(50%)**, показывает лучшие результаты удержания" ], "metadata": { "id": "HaLDb4uKdXrY" } }, { "cell_type": "markdown", "source": [ "### 5.2. Вопрос исследования 2, как активность клиента влияет на отток?" ], "metadata": { "id": "5qvXJuL6hhTQ" } }, { "cell_type": "markdown", "source": [ "Визуализация влияния активности на отток" ], "metadata": { "id": "8RYpTvGSiCu5" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12, 5))\n", "\n", "# Столбчатая диаграмма с долями оттока\n", "plt.subplot(1, 2, 1)\n", "activity_churn = df.groupby('is_active_member')['exited'].mean()\n", "colors = ['#ff6b6b', '#4ecdc4']\n", "labels = ['Неактивные', 'Активные']\n", "activity_churn.plot(kind='bar', color=colors, alpha=0.8)\n", "plt.title('Доля оттока по уровню активности')\n", "plt.ylabel('Доля ушедших клиентов')\n", "plt.xticks([0, 1], labels, rotation=0)\n", "plt.grid(axis='y', alpha=0.3)\n", "plt.ylim(0, max(activity_churn) * 1.15)\n", "\n", "# Добавляем значения на столбцы\n", "for i, v in enumerate(activity_churn):\n", " plt.text(i, v + 0.01, f'{v:.1%}', ha='center', va='bottom', fontweight='bold')\n", "\n", "# Круговая диаграмма распределения активных/неактивных\n", "plt.subplot(1, 2, 2)\n", "activity_counts = df['is_active_member'].value_counts()\n", "colors_pie = ['#ff9999', '#66b3ff']\n", "wedges, texts, autotexts = plt.pie(activity_counts, labels=labels,\n", " autopct='%1.1f%%', colors=colors_pie, startangle=90)\n", "plt.title('Распределение клиентов по активности')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "vuAky1U-h7GL", "outputId": "9c382da3-b291-4eea-ab2f-6c600dcf105a" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "На основе данных выявлена сильная зависимость между уровнем активности клиентов и склонностью к оттоку:\n", "\n", "**Критический риск:**\n", "\n", "> Неактивные клиенты: 26,9% оттока - более четверти прекращают сотрудничество\n", "\n", "> Показатель превышает средний уровень оттока по банку на **32%**\n", "\n", "**Стабильный сегмент:**\n", "\n", "> Активные клиенты: 14,3% оттока - демонстрируют высокую лояльность\n", "\n", "> Уровень оттока значительно ниже среднего по банку\n", "\n", "**Структура клиентской базы:**\n", "\n", "Распределение между активными и неактивными клиентами практически равномерное:\n", "\n", "> **Неактивные клиенты:** 51,5% базы\n", "\n", "> **Активные клиенты:** 48,5% базы\n", "\n", "**Ключевые выводы:**\n", "\n", "1. Разрыв в оттоке между неактивными и активными клиентами составляет **12,6** процентных пунктов\n", "\n", "2. Неактивные клиенты уходят **в 1,9 раза** чаще активных\n", "\n", "3. Более половины клиентской базы **(51,5%)** относится к группе риска" ], "metadata": { "id": "uM_uQvtVG7dA" } }, { "cell_type": "markdown", "source": [ "### 5.3 Вопрос исследования 3, как тип карты влияет на отток клиентов?" ], "metadata": { "id": "AKJQlB70y-5N" } }, { "cell_type": "markdown", "source": [ "1. Визуализация оттока по типам карт:" ], "metadata": { "id": "RWG_COv80C96" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12, 5))\n", "\n", "# Столбчатая диаграмма с долями оттока\n", "plt.subplot(1, 2, 1)\n", "card_churn = df.groupby('card_type')['exited'].mean().sort_values(ascending=False)\n", "colors = ['#ff6b6b', '#ffa07a', '#20b2aa', '#87ceeb']\n", "card_churn.plot(kind='bar', color=colors, alpha=0.8)\n", "plt.title('Доля оттока по типам карт')\n", "plt.ylabel('Доля ушедших клиентов')\n", "plt.xticks(rotation=45)\n", "plt.grid(axis='y', alpha=0.3)\n", "plt.ylim(0, max(card_churn) * 1.15)\n", "\n", "# Добавляем значения на столбцы\n", "for i, v in enumerate(card_churn):\n", " plt.text(i, v + 0.005, f'{v:.1%}', ha='center', va='bottom')\n", "\n", "# Круговая диаграмма распределения карт\n", "plt.subplot(1, 2, 2)\n", "card_counts = df['card_type'].value_counts()\n", "wedges, texts, autotexts = plt.pie(card_counts, labels=card_counts.index,\n", " autopct='%1.1f%%', colors=colors, startangle=90)\n", "plt.title('Распределение клиентов по типам карт')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "b6asKV0YzJ8z", "outputId": "430fee43-0550-4e09-fdb6-213b30ad1a69" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "На основе данных выявлены незначительные различия в уровне оттока между держателями разных типов карт:\n", "\n", "**Динамика оттока по категориям:**\n", "\n", "> **DIAMOND:** 21,8% оттока (максимальный показатель)\n", "\n", "> **PLATINUM:** 20,4% оттока\n", "\n", "> **SILVER:** 20,1% оттока\n", "\n", "> **GOLD:** 19,3% оттока (минимальный показатель)\n", "\n", "**Структура распределения:**\n", "\n", "Клиентская база равномерно распределена между типами карт:\n", "\n", "> **DIAMOND:** 25,1% клиентов\n", "\n", "> **PLATINUM:** 25,0% клиентов\n", "\n", "> **GOLD:** 25,0% клиентов\n", "\n", "> **SILVER:** 25,0% клиентов\n", "\n", "**Ключевые наблюдения:**\n", "\n", "1. Разброс показателей оттока минимален - всего 2,5 процентных пункта между максимальным и минимальным значениями\n", "2. Все категории карт демонстрируют близкие к среднему уровню показатели оттока (19-22%)\n", "3. Равномерное распределение клиентов свидетельствует о сбалансированной карточной программе банка\n", "\n", "**ВЫВОД:**\n", "\n", "Тип карты не является значимым фактором, влияющим на отток клиентов. Незначительные колебания показателей находятся в пределах статистической погрешности и не требуют специальных мер вмешательства." ], "metadata": { "id": "A7lXY61-IgJR" } }, { "cell_type": "markdown", "source": [ "### 5.4 Вопрос исследования 4, как пол клиента влияет на отток?" ], "metadata": { "id": "vNHq6r4hKgnP" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(12, 5))\n", "\n", "# Столбчатая диаграмма с долями оттока\n", "plt.subplot(1, 2, 1)\n", "gender_churn = df.groupby('gender')['exited'].mean()\n", "colors = ['#ff6b6b', '#4ecdc4']\n", "labels = ['Мужчины', 'Женщины']\n", "gender_churn.plot(kind='bar', color=colors, alpha=0.8)\n", "plt.title('Доля оттока по полу клиента')\n", "plt.ylabel('Доля ушедших клиентов')\n", "plt.xticks([0, 1], labels, rotation=0)\n", "plt.grid(axis='y', alpha=0.3)\n", "plt.ylim(0, max(gender_churn) * 1.15)\n", "\n", "# Добавляем значения на столбцы\n", "for i, v in enumerate(gender_churn):\n", " plt.text(i, v + 0.01, f'{v:.1%}', ha='center', va='bottom', fontweight='bold')\n", "\n", "# Круговая диаграмма распределения по полу\n", "plt.subplot(1, 2, 2)\n", "gender_counts = df['gender'].value_counts()\n", "colors_pie = ['#ff9999', '#66b3ff']\n", "wedges, texts, autotexts = plt.pie(gender_counts, labels=labels,\n", " autopct='%1.1f%%', colors=colors_pie, startangle=90)\n", "plt.title('Распределение клиентов по полу')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 501 }, "id": "jEUFk1ssKyQU", "outputId": "4dd2c755-450a-44a1-cc97-4e2c2bd61501" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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nc+fO/P3335w7d85pn4SEBGJiYjhy5AjTpk3DYrHQrFmzPB/bXfG4asWKFZQrV85pri5fX1/69u1LcnJyluc8N/dkXbt2JS0tjYULFzrK5s+fT0ZGRq7vEaXg09AtkTw6fvw4Pj4+uUr0HD9+PNuum5mrdR0/fpywsDBHeWJiIoGBgZdss3Hjxnz11Ve8/vrrDBgwgOLFizsNA3JnPO5w/PhxAGrUqJHtcS8eu5+cnMxDDz3E2bNnHV3WLxYXF8eECROYP38+0dHRTtvc+cf41Xq+jh07Rvny5Z1uouG/oW/Hjh1zKs88x0tdKyVLlqRNmzbMmzePJ598ErB3yQ0NDXXcTF7O+++/z6ZNmzCZTKSmpuZYLzfX7YX++usvli1bxrRp07LMsXDw4EGAHLsiX/wcZf4R4S5///0348ePZ9OmTaSkpDhtS0xMpESJEm47lohIphdffJEaNWpgsVgoW7YsNWrUcPoj22az8eWXX/LNN99w9OhRpz+WL/ysPHz4MDVq1MDHx723+NWqVXN6bDKZqFatmuPzKfO9e8SIETm2kZiYSHBwsONxbGxslnYvdvDgQQzDoEOHDtluv/g8M++HLvWZdOjQIRITE3P87Lj4vmLlypV5/pz58MMPKV++PL169WLRokVZjr9v375cHz87p06dYuDAgSQnJxMXF5djEi83z8fFxo0bx3XXXUebNm149dVXs8S+a9euHGOPiYlxepw5p+PFypYtm+t4MttNSUnJ9l6yVq1a2Gw2Tpw4Qe3atR3ld955p+Pffn5+vPDCC9kOH3SFK/G46tixY1SrVi1L0i3zHjHzPjtTbu7JatWqRcOGDZk7dy49evQA7PeIjRs3vuxrUgoPJXpE8ujAgQNUqVLF7TdRAGfOnKFy5cqXrNOpUyd27NjB9OnT+e6779weg6dlfkv58ccfM3jwYKZMmcLjjz/uVOfJJ59k48aNPPTQQ9StW5fAwEBsNhsDBgzIdvLioubs2bMEBgZe9oO8W7duLFy4kA0bNhAWFsZvv/1Gnz59cj2R+ObNmxkzZgxfffUVL7zwAnPmzMn2W6LcXLcXeuedd2jZsiVRUVFZJn/M/P2NHTuWcuXKZdnXYrE4Pfb393eanwjsiaSJEyfmOp5Mhw8f5v7776dmzZqMHDmSihUr4uvry/Lly5k2bVqWb6NFRNwlIiIiy7xxF/r444/54IMPuOuuu3jiiScIDg7GbDbzxhtvFIjPvcwYhg8fTt26dbOtc+FnVlpaGmfOnLnsfCk2mw2TycQnn3yS5f3/4jbB/vkIl04k2Gw2ypQpwzvvvJPt9ou/yGvUqJHjC5NMX331FUuXLs12/3379jFr1izefvvtbOf6sdlshIWFOc1Dc6EKFSrkGHumQ4cOUb9+fZ577jmGDx/OrFmznBIbmXLzfFxo5cqVrF69Osf7S5vNRosWLRgwYEC226tXr+70uFevXll67l48H2J+efvttylbtiznz59n7dq1vPLKK/j7+9O9e/ercnxPOXPmTLb3Txfr1q0br7/+OidPniQtLY1Nmzbx4osvXoUI5WpRokckD9LS0vjnn39o3759rupXqlSJAwcOZCnfv3+/Y3um9PR0Dh8+zE033XTJNs1mMyNGjGD37t0cPXqUl156ibNnz/Lss8+6NR53yWzzwIEDWb4BOnDgQJZjFitWjE8++YRatWrRv39/Pv74Yzp27Oj45iI+Pp41a9YwZMgQpwRQ5reJ7o79ajxflStXZs2aNZw7d86px0rmcS5Oouzdu9fxfFzKTTfdREhICHPnzqVRo0akpKRkmRj6UoYMGcKdd95J3bp1ueuuu5g0aVKWm93cXreZlixZwqZNm3JcLSKzC3SZMmVyNWGixWLJUi+3Pdwu9ttvv5GWlsZHH33k9LvNbTd6EZH8smjRIm644QbeeOMNp/KEhATHpPxgXyRh8+bNpKenu2VC4UyHDh1yemwYBocOHXJMlJv53l28ePFcvXfv3LmT9PR0GjRocMl6VatWxTAMqlSpkm3viYvt3bsXk8l0ybpVq1ZlzZo1NGnSxGm4bk5Kly6d5ZyWLFmSY/1x48ZRp04dbr/99hyPv3PnTqKiolweTleuXDmmTJlC2bJlWbp0qWPVzouTVLl5PjIZhsG4ceO45ZZbaNy4cY6xJycn5+p3DPaeYBfXzUvvokwhISEUK1Ysx3sys9lMxYoVncqbNGnimFC5TZs27N27l8mTJ7sl0eNKPK6qXLkyu3btwmazOX1Rl9O96L59+6hXr95l27399tsZM2YM8+bNIzU1FV9fXzp27OiWmKVg0Bw9Inkwd+5c0tLSct2Ft3Xr1mzZssVpmcLk5GRmzpxJ5cqVufbaax3lS5cuJTU1NVfDaqZPn87atWt5++23ad68OU2aNHF7PO7SoEEDypQpw7fffuu0bOjy5cvZt28fN998s1P9kJAQRxLjiSeeoEKFCjz//POObwuz+0YP4IsvvnB77Ffr+WrVqhVWq5Wvv/7aqXzatGmYTCanFRlOnDjBhg0bcnWd+Pj40KlTJxYsWMBPP/1EWFgYderUyXVcmXMT1alThwcffJBPP/2U3bt3O9XJy3VrtVp599136dy5c47f+N50000UL16cyZMnO+YWuNDF3cLdKfPauvDb8cTERH788cd8O6aISG5YLJYsPXcWLFjAqVOnnMo6dOhAbGxsls8T4Ip6/syePdtpzpGFCxdy5swZx+dTgwYNqFq1KlOnTs12nrSL37sXLlyIxWKhTZs2lzxuhw4dsFgsTJgwIUv8hmEQGxvreJyRkcGvv/5KREREtqtDZurYsSNWqzXb1a0yMjJc/rIAYNOmTSxdupRhw4blmMTp2LEjp06dYubMmVm2paamkpycfNnj1KhRw9FL54UXXsAwDF5//XWnOrl9PjLNnz+fXbt2OVZByyn2jRs38scff2TZlpCQQEZGxmWP4wqLxUKLFi1YunQpR48edZSfPXuWefPm0bRp0yxDuy+Wmpqa7X2Fp+LJrVatWnHmzBnmz5/vKMvIyGD69OkEBgZy/fXXO8q3bt3K4cOHc3VPFhISwk033cTPP//M3LlzadmyZa6mpZDCQz16RHIhOTmZr776iokTJzputubMmeNU5+zZsyQnJzNnzhxatGhB2bJlGThwIL/88gsPP/wwffv2JTg4mNmzZ3P06FHGjx+P2WwmJSWFDz/8kBkzZhAZGUnLli0vGcuePXt4++23efzxx/M81jg38bibr68vw4YN47nnnuO+++6jU6dOjuXVK1eunGX57wsFBATw6quvcv/99/PNN99w7733Urx4ca6//no+/fRT0tPTCQ0NZdWqVU4ftO5ytZ6vtm3bcsMNN/Dee+9x7NgxwsPDWbVqFUuXLqV///6OSZC/+eYbpkyZQrFixbJM3JyTbt26MX36dNatW8ewYcNcjvHxxx/n119/5YUXXmDGjBmcP38+T9ctwMmTJ/H19c12udlMxYsX5+WXX2b48OF0796d22+/nZCQEI4fP87y5ctp0qRJvnUtbtGiBb6+vjzyyCP07t2bpKQkvv/+e8qUKcOZM2fy5ZgiIrlx8803M3HiRJ577jkiIyPZvXs3c+fOdZoIFuzv+bNnz+bNN99ky5YtNG3alJSUFNasWUOfPn1y3SP5YsHBwdxzzz10797dsbx6tWrV6NmzJ2Dvbfzaa6/x8MMP07lzZ7p3705oaCinTp1i3bp1FC9enI8//pjk5GS+/vprpk+fTvXq1Z16TGYmOHbt2sXGjRuJjIykatWqPPnkk4wbN45jx47Rvn17goKCOHr0KEuWLKFnz5489NBDrF69mg8++IBdu3ZlGc57sWbNmtGrVy8mT57MP//843jvP3jwIAsXLuR///tfluFGubVy5UpatGhxyR4vXbt2ZcGCBbz00kusW7eOJk2aYLVa2b9/PwsXLuTTTz+95DC+i5UrV45nn32W559/njvuuIPWrVvn6fm4MPaePXs65iHMzkMPPcRvv/3GI488wp133kn9+vVJSUlh9+7dLFq0iKVLl+ZbsuDJJ59k9erV3HPPPdxzzz1YLBa+++470tLSsu3VvmTJEkqXLk1aWhpr167lr7/+ynH+v6sRj6t69erFd999x8iRI9m+fTuVK1dm0aJFbNiwgVGjRjkSShMmTGD69Olcc801dOvWLVdtd+vWjaFDhwL2L1elaFGiRyQXYmJiGDdunOPxpf7QHD58OF9++SVly5albNmyfPvtt7z99tt89dVXnD9/nvDwcD7++GNHT5aEhAQWLFhAz549GTp06CWTB2lpaTzzzDM0aNCAgQMH5vk8chNPfujevTsBAQF88sknvPPOOwQGBtK+fXueffbZy64eFhUVRffu3Xn33Xdp3749oaGhjBs3jldffZVvvvkGwzBo0aIFn3zySa6HD+XW1Xq+zGYzH330ER9++CHz58/np59+onLlygwfPpwHH3zQUW/WrFk0atSIJ554wrESy+U0aNCA2rVrs2/fvitaScHf359XX32Vfv368dVXX3Hrrbfm+rq9UJ8+fRxdqXPSpUsXypcvz5QpU/jss89IS0sjNDSU6667Ll/H1tesWZMPP/yQ999/n7feeouyZcvSp08fQkJCGDVqVL4dV0Tkch555BFSUlKYO3cu8+fPp169ekyePNnp3gTsPQ0++eQTPvroI+bNm8evv/5KqVKlaNKkiWOYlavH37VrF1OmTCEpKYmoqCheeuklihUr5qhzww038N133zFp0iS++uorkpOTKVeuHBEREfTq1Quw309lzo2zb9++bFeLWrx4McWLFycyMhKwf+lSvXp1pk2b5ph/rUKFCrRo0YK2bdsC9qG3mV8k5OZe4JVXXqFBgwZ8++23vPfee1gsFipXrswdd9yR617S2TGZTDzzzDOXrGM2m5k4cSLTpk1jzpw5LF68mGLFilGlShX69u2bq2FWF+vRowfz5s3j5ZdfZt68eXl+PsD+5drFcyJerFixYkyfPp3JkyezcOFCZs+eTfHixalevTpDhgzJ1wULateuzddff824ceOYPHkyhmEQERHB22+/ne3CGW+++SZg/8KxUqVKDB48mEceecRj8bgqICCA6dOn88477zBr1izOnTtHjRo1ePPNN53uib7//nvatWvHk08+6fS6vJQ2bdoQHByMzWajXbt2botZCgaTURBmcBMp4I4ePUq7du348ssvueGGG664nsjV1K1bN4KDg/NleJuIiBRd69ato1+/fnzwwQcu93K5UOZ90tKlS3NM+o8fP55jx44xZsyYKz6eiOQsIyODm266iTZt2mSZ/0sKP83RIyJShG3dupV//vkn1914RURERKToW7JkCTExMbpHLKI0dEskFwIDA+nSpctll6fMbT2R/LZ79262b9/O1KlTKVeuXI6rf4iIiFwtmfdJl1p5KTw8nPLly1/FqES8y+bNm9m1axeTJk2iXr16NGvWzNMhST5QokckF0JCQhxjyt1RTyS/LVq0iIkTJ1KjRg3effdd/P39PR2SiIh4udzcJ3Xo0OEqRSPinWbMmMHPP/9MnTp1NESyCNMcPSIiIiIiIiIiRYTm6BERERERERERKSKU6BERERERERERKSKU6BERERERERERKSI0GbMbGIaBzaapjryJ2WzS71zEC+i17l3MZhMmk8nTYYiIiIhcESV63MBmM4iJSfJ0GHKV+PiYKV06iISEZDIybJ4OR0TyiV7r3ickJAiLRYkeERERKdw0dEtEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIhQokdEREREREREpIjw8XQAIu6ye/dOli5dzObNGzl58gRxcbEUL16cevUacu+9/WjUKNJR9/XXX2bBgnk5tvX99z9TsWKlyx7zjz9+Z9mypWzduoUTJ45dcv9NmzYwefIE9u7dS4kSJWjb9hYefvgR/P0DHHWOHTtK3749ady4Ce++OyH3Jy8iIiIiIiKCEj1ShMyZ8xNz5vzkVBYXF8fq1X+wdu0qXn11DK1bt3XrMefPn8sffyy/bL2TJ0/y7LNPEBgYyNix7/HHH7/z7bdfYbVaeeKJZxz1Jkx4H6vVytChz+TYloiIiIiIiEhOlOiRIqVMmTJ06tSViIjGJCYm8Pnnn3D48CFsNhvjx7+XJdFTpkwZXnnlrWzaKZur44WGVqBDh440aBDBlCmTOHcuMdt6a9euIiUlhU6duhIZ2ZRata5l5swZLFu2xJHoWb9+HX/88Ts9e/ahevUaeTpvEREREREREVCiR4qQDh1uZ8iQpwkI+G8oVPXqNXnggXsAOHnyBLGxMZQuHeLY7uvrR6NGjV0+5pNPPuv497Rpn+ZYLz09/d/j+TqOC5CWlgZARkYGH344jlKlSvPAAwNdjkdERERERES8myZjliKjUaPGTkkegGuuqer0+ML5cACio8/Steut3Hzzjdx1V2feeedNzp496/bYIiObYjabWbVqBfHxcSxc+AsA113XDIBZs37gwIH9DBz4GCVKlHD78UVERERERMQ7KNEjRdrvvy91/LtRo0gCAwOdtqenpxMdHU1GRganTp1k9uwfefjhfpw9e8atcVx7bW2efXYUMTHRdOrUnnHjxnDddc148slhxMXF8dlnkwkLC6dz564AJCTEk5qa6tYYREREREREpOjT0C0psnbu/If3338bAD8/P4YMedqxrXjxEnTp0o3IyKaULl2a3bt38eWXU0lKSuLMmdN8+unHjBz5glvj6dKlG7ff3oXTp09RokRJihcvDsDbb7/BuXOJPPHEs+zbt4fXXnuJffv2YjabiYpqwXPPvUSpUqXcGouIiIiIiIgUTUr0SJG0efMmhg9/gqSkJCwWCy+99Dp16tR1bL9wpSuA66+/kVKlSvPmm68AsHbt6nyJy2KxOC27vmfPLubOnU379rdSt2497r23BydPHmfAgEc4dOggixcv5P333+bll1/Pl3hERERERESkaFGiR4qcP/9cy6hRw0hNTcXPz4/Ro9/gpptuvux+devWd/w7Li42HyP8zwcfjMPPz4/HHhvKjh3bOHHiGA0bNuL++weQkpLC778vZfny37BarVgslqsSk4iIiIiIiBRemqNHipTly5cxYsRTpKamUqxYMcaOfT9Lkicp6RxHjhzOsu+OHdsc/w4JKZPfobJ06a9s2rSB++67n/LlQ4mOjgagQoWKABQrVozg4FKkp6eTkJCQ7/GIiIiIiIhI4acePVJk/PbbEkaP/h9WqxWTycQDDzyMr68fmzdvctSpW7ceCQkJ9O3bk9at29CiRStKlw5h9+6dfPnlVEe9li1bOf594sRxevS4A4DGjZvw8cf/LaO+c+cOTpw4Dvy3VDrYh36VKlWKgIBiREW1yBJramoqEyd+QMWKlejTpy8AFSvaEzyZvYkyMjJITEwgICBAc/SIiIiIiIhIrijRI0XGmjUrsVqtABiGwaRJH2ap8/33PwP2JMrSpYtZunRxljpVq1bjoYcG5eqYP/44kwUL5mUpHzduDGDvnfPDD3OzbP/66y84ffoUr78+Fn9/fwDq1KlHWFg4mzZt4I8/fmffvr2cP3+enj37YDKZchWPiIiIiIiIeDclesTrlCtXnhdeeIUVK5axd+8eoqPPYhgGlStXoVWrNtxzT18CA4Py7fgnT57gm2++pGnT62nduq2j3Gw2M2bMu7z33tu88cYrBAQE0KvXPQwcODjfYhEREREREZGixWQYhuHpIAo7q9VGTEySp8OQq8THx0zp0kHExiaRkWHzdDgikk/0Wvc+ISFBWCyavlBEREQKN93NiIiIiIiIiIgUEUr0iIiIiIiIiIgUEUr0iIiIiIiIiIgUEUr0iIiIiIiIiIgUEVp1S0RERERExNMMA2z/Tv5vMoE5d9/J2wwwm3LZvAEG9vq52UdECiclekRERERERPKb1Zo1gWMYkJICSUlw7pz9/ykpkJYG6enZ/z8jw54QMgwoXRpz9+58/BfsOPNfAsdi/vf/JijuByX9//sp4Q8l/aBUAAQHQAk/KObrHKphgNWw729SQkik0FGiR0RERERExB0ye+WYzf9lSNLTITYWYmIgLg4SE+1JneRk+49huH48qxWADBuct2ZfJTrl8s1YTPYEUIl/k0Kli0Gl4lA1GKqU/C8RZP23w5FFE4CIFGhK9IiIiIiIiLjCZrMndEwme9Ll7Fn7T1ycPbkTG2vvoVPAWQ2IS7X/ZKdUgD3hU7mE/f/VgqFckL3XkHr/iBQ8SvSIiIiIiIhcjmHYfzKHXiUkwMmTcOoUnD5t77FzJb1zCrDMJNC20/+V+ZihYnF74qdKSbimJFQvBf4+9p4/ZiV+RDxGiR4REREREZHsZA7DMgw4cwaOHLEnds6cgfPnPR2dR2XY4EiC/SeT2QQ1SkH9ctCgvH3ol8lkT/xouJfI1aNEj4iIiIiICDgPxUpKgsOH7cmd48ftEyHLJdkM2Bdr//l5NwT5Qp2yUK8cNCxvn/zZ9m+nJ636JZJ/ClyiZ9++fbz22mts3LiRoKAgunbtypNPPomfn1+O+5w+fZpp06axatUqDh8+TIkSJbj++ut5+umnqVy5sqPeunXr6NevX5b9b7/9dt577718OR8RERERESnAMnvt2Gxw9Kg9uXP0qH1ollyRpHT4+4T9B6BCcXvSp0E5CCsDvhb19hHJDwUq0RMfH0///v2pXr0648eP59SpU4wZM4bU1FRefPHFHPfbvn07ixcv5q677qJRo0bExsby0Ucf0aNHD+bNm0dISIhT/TfffJOaNWs6HpcuXTrfzklERERERAqYC5M7R47Avn1w6JB9hSzJNyfP2X9+O2Cf46dWaYgIhRur2JeBV9JHxD0KVKLn22+/JSkpiQkTJlCqVCkArFYro0ePZtCgQYSGhma7X9OmTVmwYAE+Pv+dTpMmTbj55puZPXs2Dz74oFP92rVr07Bhw3w7DxERERERKWCU3ClQMmywK9r+8+M/9nl9oq6BxqH/ruaFhneJuKpA5UtXrFhBVFSUI8kD0LFjR2w2G6tWrcpxv5IlSzoleQAqVKhASEgIp0+fzmEvEREREREp8mw2+/9Pn4Zly+CLL2DRIti7V0meAsJmwNbTMOVvGLYYZmyDI/H2bVabZ2MTKYwKVI+e/fv3c9dddzmVlSxZknLlyrF///48tXXgwAGio6OpVatWlm0DBw4kLi6OcuXK0alTJ5544gkCAgKuKHZvZDKZMHthmj3znM1mExYv7FtqsxkYRXTpUBERESkiMnvvnD8PO3faf+LjPR2V5EJyOiw/ZP+pUByiqkDza6Ckv4Z2ieRWgUr0JCQkULJkySzlwcHBxOfhjdkwDF577TXKly9Pp06dHOUlSpRgwIABXH/99fj7+7N27VqmTp3K/v37mTx58hXFbvKyfIfJZCI4wIwpI8PToXhGYiLFMcDi6UCuPsPfh/hUm5I94lW87T1eRKTQykzwnDgBO3bYh2bZ1CWksDp5DmbthNk7oW45aF4FIiuC5d/PZX0+i2SvQCV63GX8+PGsXbuWTz/9lMDAQEd5vXr1qFevnuNxVFQU5cuX55VXXmHLli1ERES4dDyTCXx9vesvfrPZhMmaDgsWYMTHeTqcq8qEyT5g2GZg4F3JDlNwKUy3d8TPzxebzbvOXbxPZo89X1+LV/Ze9Eb6g0GkkMr88ik93Z7c+ecfSEz0bEziVgaw44z9J2CrvZfPbddCqX+Xa9fHtIizApXoKVmyJInZvCnHx8cTHBycqzZmzpzJxIkTef3114mKirps/Y4dO/LKK6+wbds2lxM9hgHp6VaX9i2sLBYzmMEWFwfRMZ4O5+oyARYzhtWGt3VqMQwwG5BhtWHVgGkp4jKTmenpVl3vXsLb3tNFCr3M3jvnzsGWLbBrF3hrb3MvkpoByw7CikPQrDLcXhvKBynhI3KhApXoqVmzZpa5eBITEzlz5ozTcug5Wbx4MS+//DJDhw7l7rvvzq8ws+VtN4fedr7izDB0DYh30fUuIlKAZCZ4YmJg40Y4eFBv1F7IasCao7D2qH04V6faUKWk5vERgQKW6GnVqhUff/yx01w9CxcuxGw206JFi0vuu27dOp5++ml69OjB4MGDc33MX375BUDLrYuIiIiIFGSZCZ6TJ+0JnmPHPB2RFAAGsOGE/ad+OegcBjVLK+Ej3q1AJXp69+7N9OnTGTx4MIMGDeLUqVOMHTuW3r17Exoa6qjXv39/jh8/zuLFiwHYt28fgwcPpnr16nTt2pVNmzY56oaEhFC1alUAhg0bRrVq1ahXr55jMuZp06bRvn17JXpERERERAqizATPmTPw55/2iZZFsrH9jP3n2hB7D5965ZTwEe9UoBI9wcHBfPHFF7z66qsMHjyYoKAg7r77bp566imnejabDav1vzlxNm/eTGJiIomJifTp08ep7p133smYMWMAqF27NnPnzmXq1Kmkp6dTuXJlHnnkEQYOHJj/JyciIiIiIrmXmeCJi4N16+DIEU9HJIXE3hj4YB1UDYaO10JkBfscPkr4iLcwGVoj+YpZrTZiYpI8HcZVZbGYCbZYsc2Y4XWTMZtM4GMxk+GFkzFTJgRznz7EWy2anFaKPB8fM6VLBxEbm0RGhq53bxASEuRYbU1EPMgw7DdcCQn2HjwXzeEpFyhdGnr0YMKfsPW0p4MpuCoWh1717Uu0a9Jm8QYFqkePiIiIiIh4McOAlBRYvx5279Yky+IWJ87B++ugUSj0bmBfll3JHinKlOgRERERERHPsv3bc3LLFtiwQcukS77YfAp2nIEOtezLspvQcC4pmpToERERERERz8ich+f4cVi1CuLjPR2RFHHpNvhlj31Z9p71oXEFDeeSokeJHhERERERufoMA5KT7QmeQ4c8HY14megU+OgvqFsW7mkI5QLtU0OJFAVK9IiIiIiIyNVjs9mTPJs22X8uWE1X5Gr75yy8/Du0rQF3hIPFpOFcUvgp0SMiIiIiIleHYcDZs7BsmYZpSYFhNWDxfvjzGNxVD26orOFcUrgp0SMiIiIiIvkrsxfP+vWwdatW05ICKf48TN0IfxyCh5pAST/17pHCSZetiIiIiIjkH8OA6Gj44Qf7qlpK8kgBtycGRv8OG0/aH+uSlcJGPXpERERERMT9Mnvx/PWXEjxS6KRkwCcbYNtp+2TNmrtHChMlekRERERExL0MA2JjYelSiIvzdDQiLltzFPbFwsAmUKWkVuaSwkE5SRERERERcY/MXjvbt8OsWUrySJFwOgneXAm/7rM/tqlzmhRw6tEjIiIiIiJXzmazL5X+++9w4ICnoxFxK6sBP+2EHWfhoUgI8tVQLim4dGmKiIiIiMiVMQyIibFPuKwkjxRhO8/Cy7/D9jP2x5p6SgoiJXpERERERMQ1Fw7Vmj0bEhM9Go7I1ZCUDhPXwzdb7T19rDZPRyTiTEO3REREREQk72w2+8+yZerFI15p+SH7UuyDr4fSARrKJQWHLkUREREREckbmw1SUuy9eJTkES92PBHe+AP2x2qSZik4lOgREREREZHcs9ng7Fn46Sf7vDwiXi4pHd5bC6uPeDoSETsN3RIRERERkdzbtw9WrLCvsCUigH2unulb4EQi3F0PDMBs8nRU4q2U6BERERERkUszDDCZ4M8/YdMmT0cjUmAtOQCnkmBgU7CYNG+PeIYuOxERERERyVnmpMu//qokj0gubD0NY1dBSoZW5BLPUKJHRERERESyZ7NBRgbMmwcHD3o6GpFC40gCvLkSYlKU7JGrT4keERERERHJymaDtDT4+Wc4dcrT0YgUOmeT7cmeIwlakUuuLiV6RERERETEmc0Gycn25dO1spaIy5LS4Z3VsP20faorkatBiR4REREREfmPzQYJCfYkT0KCp6MRKfTSbTDpL/vy60r2yNWgVbdERERERMTOZrP34PnlFzh/3tPRiBQZtn+XX/cxQ7PK9kXsRPKLEj0iIiIiImJP8pw+DQsWQHq6p6MRKXIMYNpme7InsiKYleyRfKKhWyIiIiIi3s5mg7NnleQRyWc2Az7dCNtOa4JmyT9K9IiIiIiIeDObDWJjYf58JXlErgKbAZP/hl1nleyR/OH2RE9GRoa7mxQRERERkfxgs0F8PMybZ19KXUSuigwbTFwP+2KU7BH3cznR8+OPP/Lqq6+yZMkSACZOnEhkZCSRkZEMHTqUc+fOuS1IERERERFxM5sNEhPtSR5NvCxy1aXbYPyfcCgOrDZPRyNFiUuTMU+ZMoV3330Xs9nMN998w6OPPsqUKVPo3r07qampzJs3j4oVK/Lcc8+5O14REREREblSNhskJcHcuZCS4uloRLzWeSu8vw6GRUGlEmDR5CriBi5dRj/++CPNmzdn06ZNPP7440yePJnHHnuMV155hbFjx9KzZ09HTx8RERERESlAbDZITbUneZKTPR2NiNdLzYD31sKpJPXsEfdwKdFz/PhxOnbsiJ+fH927d8dqtdKwYUPH9oiICE6dOuW2IEVERERExA1sNrBa4ZdfQFMtiBQYSenw7ho4m6xkj1w5lxI96enpBAQEADj+7+Pz3ygwHx8frFarG8ITERERERG3MP6d8XXRIvsqWyJSoCSmwbg1kHBeyR65Mi7N0QOwf/9+1q9fT2JiIgC7du1yJHv27dvnnuhERERERMQ9TCb4/Xc4ftzTkYhIDuLPw4T1MLIFmA37y1Ykr1xO9Hz00Ud8/PHHGP9+MzBmzBhM/16FhmE4/i0iIiIiIgXA33/Dnj2ejkJELuNoAkzbDA838XQkUli5lOj58ssv3R2HiIiIiIjkB5sN9u+3J3pEpFD46zhULQkdaqlXj+SdS4meZs2auTsOERERERFxN5sNzpyB5cs9HYmI5NGsnVA1GMLKaNl1yRuXh25l2rt3L8eOHQOgcuXKXHvttVcclIiIiIiIXCGbDc6fh19/ta+0JSKFigFM2QD/uwlKByjZI7nncqJnyZIljBkzxpHkyVSlShVGjhxJu3btrjg4ERERERG5AosXQ0qKp6MQERclp8PE9fBcSzAZYNYwLskFl3KCy5cvZ+jQoQA89dRTTJgwgQkTJvDUU09hGAZDhgxhxYoVbg1URERERETyYN06OHnS01GIyBU6nghTNyrJI7nnUo+eSZMmER4eztdff01gYKCjvF27dtx3333cc889TJw4kVatWrktUBERERERyQWbDQ4ehK1bPR2JiLjJxpMwbzd0qq3JmeXyXOrRs2vXLrp16+aU5MkUGBjInXfeya5du644OBERERERyQObDRITNfmySBE0bzdsOw1Wm6cjkYLOpUSPv78/8fHxOW6Pj4/H39/f5aBERERERCSPDMOe6Fm0CNLTPR2NiLiZAXy6EaJTlOyRS3Mp0XPDDTfw5ZdfsnHjxizbNm/ezPTp04mKirri4EREREREJJdMJlixAuLiPB2JiOST1Az75MyGpwORAs2lOXqeffZZevfuzT333ENERAQ1atQA4MCBA2zZsoUyZcowbNgwtwYqIiIiIiI5sNlg/37Yu9fTkYhIPjt5DmbthLvrar4eyZ5LPXquueYafv75Z/r27Ut8fDzz589n/vz5xMfH069fP+bMmUOVKlXcHauIiIiIiFzMZoPUVFi1ytORiMhVsnQ/HIjTEC7Jnks9egDKlCnDqFGjGDVqlDvjERERERGRvDCbYdkyOH/e05GIyFViAJ9vgpdaezoSKYhc6tHz3HPPsXnzZnfHIiIiIiIieWEYsG0bHDvm6UhE5Co7nQSz/rG/DYhcyKVEz6xZszh8+LC7YxERERERkdyy2SAhAdat83QkIuIhSw9oCJdk5VKiR0RERERECoClS8Fq9XQUIuIhmUO4bOrVIxdwOdFj0vTeIiIiIiKeYRiwaROcPevpSETEw04n2VfhEsnk8mTMzz77LM8++2yO200mEzt27HC1eRERERERyY7NBklJsHGjpyMRkQLitwPQtCJULwUWjdvxei4netq3b094eLg7YxERERERkcsxm+GPPzRkS0QcLlyFy+LpYMTjXE70dOjQgS5durgzFhERERERuRSbDQ4cgKNHPR2JiBQwZ5Lhp53Qq76nIxFPK3Cduvbt28cDDzxA48aNadGiBWPHjiUtLe2S+5w+fZqxY8fStWtXIiMjadWqFc888wzHsllm8tSpUwwZMoTIyEiaNWvG//73P86dO5dfpyMiIiIi4h6GYe/Fs2aNpyMRkQJq2QHYG6NVuLxdgUr0xMfH079/f9LT0xk/fjxPPfUUM2fOZMyYMZfcb/v27SxevJiOHTsyadIkRo4cye7du+nRowcxMTGOeunp6QwYMICDBw8ybtw4Xn75ZVauXMkzzzyT36cmIiIiInLl/vwTkpM9HYWIFFAG8O02MGvtJK/m0tCtpUuXEhIS4u5Y+Pbbb0lKSmLChAmUKlUKAKvVyujRoxk0aBChoaHZ7te0aVMWLFiAj89/p9OkSRNuvvlmZs+ezYMPPgjAokWL2LNnD/Pnz6dmzZoAlCxZkoceeogtW7YQERHh9nMSEREREbliNhvExIAWOxGRyziSAOuOwfWVNDGzt3Lp1165cmWKFSvm7lhYsWIFUVFRjiQPQMeOHbHZbKxatSrH/UqWLOmU5AGoUKECISEhnD592qn98PBwR5IHoEWLFpQqVYrly5e770RERERERNwpcwJmw/B0JCJSCMzZZe/dI97JpR497dq1u2wdk8nEkiVL8tTu/v37ueuuu5zKSpYsSbly5di/f3+e2jpw4ADR0dHUqlXLqf0LkzyZcdaoUSPP7YuIiIiIXBWZEzCfOePpSESkkIhJgaUH4JaaGsbljVxK9Fx77bWYTParJT09nVWrVtGoUSNKly59RcEkJCRQsmTJLOXBwcHEx8fnuh3DMHjttdcoX748nTp1cmq/RIkSV9x+dkxe9uLxtvMVZyaTrgHxLrreRcTj1q/3dAQiUsgs3AutqkKAj+5lvI1LiZ7Jkyc7/h0TE0Pz5s158skniYqKcltgV2L8+PGsXbuWTz/9lMDAwHw/nskEvr6WfD9OQWI2m8Cw2t8wvOxNIzPJaf+/l3WI/Pf37eNjtl8DIkWY5d9B7b6+Fl3vXkI3wVIg2Wz2eXkSEjwdiYgUMsnpMG833F3P05HI1eZSoudCJjfeFZUsWZLExMQs5fHx8QQHB+eqjZkzZzJx4kRef/31LImnkiVLZruUenx8PBUrVnQtaOxDpdPTrS7vXxhZLGYw/ztM3MtyHfYTNmEYhvcNkzfAZECG1YZVazZKEWez2V/g6elWXe9ewuve06VwsFphwwZPRyEihdTvh6BdTSgVoCFc3uSKEz3uVLNmzSxz5SQmJnLmzJksc+tkZ/Hixbz88ssMHTqUu+++O9v2d+/e7VRmGAYHDhygRYsWVxS7t90cetv5ijPD0DUg3kXXu4h4hGHApk2QmurpSESkkMqwwU//wIAmno5ErqYCtdhaq1atWL16NQkXdE1duHAhZrP5somYdevW8fTTT9OjRw8GDx6cY/s7d+7k4MGDjrI1a9YQFxdH69at3XIOIiIiIiJXzDAgJQW2bPF0JCJSyP11HI7E20eCindwqUfPa6+95vj3+fPnMZlMfP311yxdutSp3vPPP5+ndnv37s306dMZPHgwgwYN4tSpU4wdO5bevXsTGhrqqNe/f3+OHz/O4sWLAdi3bx+DBw+mevXqdO3alU2bNjnqhoSEULVqVQBuvfVWJk+ezJAhQ3j66adJSUlh7Nix3HzzzUREROT1aRARERERyR8mE/z1l33olojIFTCA73fA0wVjSl25ClxK9Hz11VdZyi5eSt1kMuU50RMcHMwXX3zBq6++yuDBgwkKCuLuu+/mqaeecqpns9mwXvCht3nzZhITE0lMTKRPnz5Ode+8807GjBkDgK+vL59++imvvfYaTz/9ND4+Ptxyyy2MGjUqT3GKiIiIiOQbw4DkZLhoygEREVftiobtp6FOWbAUqHE9kh9MhqGZB66U1WojJibJ02FcVRaLmWCLFduMGRAd4+lwriqTCXwsZjKsNu+bt6NMCOY+fYi3WjQ5rRR5Pj5mSpcOIjY2iYwMXe/eICQkyLHamohHGQasXg3bt3s6EinoSpeGHj2Y8CdsPe3pYKSgq1QCXmylVSa9ge5mREREREQKCsOA8+dh505PRyIiRczxRNh8CvR9bdF3Ratubdq0iXXr1hEdHc0999xD9erVSUlJYf/+/VSvXp2goCB3xSkiIiIi4h02b9bcPCKSL5bsh8YVPB2F5DeXEj1paWk8/fTTLF26FMMwMJlMtGnThurVq2M2m3nwwQe5//77efTRR90dr4iIiIhI0ZWRATt2eDoKESmi9sTAsQSoWALMGsJVZLk0dOuDDz7g999/5+WXX2bhwoVcOM2Pv78/t912W5YVuERERERE5BJsNti6FdLTPR2JiBRhi/cryVPUuZTo+eWXX+jduze9evUiODg4y/ZatWpx5MiRKw5ORERERMRrZCZ6RETy0frjcC7N01FIfnIp0RMdHU14eHiO2y0WC6mpqS4HJSIiIiLiVWw22LXLPhGziEg+yrDBsoNg87YVhL2IS4meihUrsn///hy3b9iwgapVq7oclIiIiIiIVzGbNTePiFw1Kw7ZF/mTosmlRE/nzp359ttv2bhxo6PMZLIP8ps5cyYLFiygW7dubglQRERERKRIs9ng5EmIjfV0JCLiJRLOw5/HtNR6UeXSqluPPPIImzdv5r777qNmzZqYTCbefPNN4uPjOXnyJK1bt+b+++93c6giIiIiIkWQ2Qzbt3s6ChHxMksPQNQ1no5C8oNLiR4/Pz8+/fRTfv75ZxYtWoTNZiMtLY3w8HCefPJJunbt6ujhIyIiIiIil5CaCgcOeDoKEfEyRxJgbwzUKAUWl8b6SEHlUqIH7EO1unbtSteuXd0Zj4iIyCUlJMTzzTfT2bZtC//8s53z/05c2rFjZ/73v5ez1DcMg4ULf2HevDns27eHtLR0SpcuTb16DXjggQHUrHntZY95991dOHnyRLbbKlSoyA8/zHU8XrHidz7/fApHjhwmJKQMXbp04957+2M2/3cHtWXLJh57bAB33HEnw4f/L4/PgIgUKTabfW4em8ZPiMjVt2Q/PHKdp6MQd3M50SMiIuIJp06d5KuvpuWqrtVqZfTo5/ntt8VZ2jh16iQtW7bKVaInt/75ZzvPPz+cqlWr8/77k/j++2+ZPHki/v7+9Ox5DwA2m43333+H4sVLMHDgYLcdW0QKKZMJ/vnH01GIiJfadBJiUqB0gP3tSIoGlxI9/fr1u2wdk8nEF1984UrzIiIiOfLx8aVx4yY0aBBBbGwMv/zyc451Z8yY7kjyVK1ajZ4976Fy5SokJibyzz/bKVOmbJ6OfeONzenb90GnMn9/P8e/ly9fhs1mo0uXrjRoEIGvrx9Ll/7KsmVLHImeX375md27dzJ06DOUKlUqT8cXkSLGZoMjRyApydORiIiXMoBlB+DOuqA8T9HhUqLnzz//xGQyUb9+fYoVK5ZtHUNrtYmISD6oUaMmEyZMAWD27B9yTPScP3+eb76ZDkBISBk++ugzgoNLOba3bds+z8cuXTqERo0a57g9PT0NsCejAHx9ff+NxV5+7tw5pkyZRPXqNejevUeejy8iRYzZDLt2eToKEfFy64/DXfU8HYW4k0uJnmHDhvHJJ59w8uRJHn30UXr37o3FYnF3bCIiIi7btm0LCQnxANSqdS3vvvsWGzb8TUpKMvXqNWDAgEeIiGicpzZXrlzBrbe2Jj09g8qVK3PLLbfRp09fR0KnadNmfPfdNyxbtoSOHTvx668LALjuumYAfP75FGJjY3jxxVfw8dHoaRGvl55u79EjIuJBsalwIBaqlQKzuvUUCS7NrT1gwACWLFlC165defvtt7n99ttZsGCBu2MTERFx2cGD+x3/Xr9+HUuXLiY2NobU1FQ2bPiLoUMfYcOGv/LUZmJiAklJSaSlnefAgf1MmTKJZ599AqvVCkDz5i0ZMOARduzYTocOrfn66y9o1+4WHnxwIIcOHeTHH2dy002tuf76GwGIjY0lPT3dfSctIoWHzQb79sG/7x8iIp60/rinIxB3cnkRtRIlSvDss8+yaNEirrvuOoYNG8bdd9/N2rVr3RmfiIiISxITE50et29/K2+//QHt298KQEZGBuPHv5urtipWrETfvg/w2mtv8fbbH3D33b0w/Ttj4V9//cmSJYscde+/fwC//rqc776bza+/rmD06DcJCAjggw/GYTabefzxp/jrrz+5++4udOlyC+3bt+SNN0aTmprqpjMXkULBbIa9ez0dhYgIABtOqDdPUXLF/cZDQ0N5/fXXefDBB3n33Xd54IEHaNGiBcOGDaNOnTruiFFERCTP/Pz+myTZ19eXESOep1ixYjRqFMnvvy8lIyODPXt2Ex8f5zR3T3bGj5/s9DgqqgXnzp1j4cJfAFi7djW33nq7Y7uPjw+VK1dxPF65cgV//rmGvn0fIDAwiOefH05aWhpDhz7D2rWrmT9/LmXKlGXQIK3CJeI1UlLgxAlPRyEiAmj4VlHjUqJnwoQJ2ZbXrVuX1NRUVq5cyZo1a9i+ffsVBSciIuKq0NAKjn+XLBnsWDwgMDCQ4OBgoqOjAUhKSrpsoic7devWdyR64uJic6yXnp7OhAnvUbZsOfr2fYDly3/j3LlzdOjQkZ49+xAV1YI+fbqzdOmvSvSIeAubzd6bR4uXiEgBsv64PdEjhZ9bEz0Xsmq8sYiIeFD9+hGYTCYMwyAhIZ7U1FQCAgJISUkhISEBsPe8KVOmzCXbOXLkMMWLB1OiRAmn8h07tjn+HRISkuP+3333NUePHuGFF14hMDCQmBh7gikzEVWxYiUAR7mIeAEN2xKRAujvE9CzvqejEHdwKdGzc+dOd8chIiKSK6mpqaxZsxKA3bv/W5b45MkTLFu2BLD3tqlQoSLNmkWxbt1q0tPTGTv2dTp06MiiRfMdEyDfeGNz/P0DABwTNAN07NiZl156BYDNmzfxwQfvctttnWjSpCm+vn6sWbPSsaIWQMuWrbON9ezZs3zxxVQaNIigQ4eOAFSoYE/sxMXF/fv/2H/LK175kyMihUNiIpw54+koREScxKXC/lioXkrDtwo7re0qIiKFSmxsDC+8MDJL+caNf7Nx498AjBr1Erff3oWnnx7OY489RHR0NL/+usApORMSUoYnnhiWq2MmJibw/fcz+P77GVm2tWnTnptvbpftfh9/PJ7U1BSefHKYY/Lm5s1bUrZsOVas+I127W7h99+XAnDHHd1zFYuIFHI2G+zff/l6IiIesP64PdEjhZtLiZ7jx3O39lqlSpVcaV5ERMQtKleuwpQpXzB16hTWrl1NXFwspUuHEBXVggcfHEi5cuUv20bLljcxdOjTrFr1B0eOHCY2NgY/Pz9q1ryWTp260KlTV0cS50Lbt29j0aL5dOzYmTp16jnKixUrxnvvTeT999/hf/97lpIlS/Hww49y11093XruIlJAmc1w6JCnoxARydaGE9BLw7cKPZNh5H0WuDp16mR7U3uxf/75x6WgChur1UZMTJKnw7iqLBYzwRYrthkzIDrG0+FcVSYT+FjMZFht3jeHYpkQzH36EG+1YLXaPB2NSL7y8TFTunQQsbFJZGToevcGISFBWCxmT4chRV1aGnzxhSZiFvcoXRp69GDCn7D1tKeDkaJiRAsN3yrsXB661aNHDyIjI90Zi4iIiIhI0WWz2XvzKMkjIgXYn8c0fKuwcznRc/3119OlSxd3xiIiIiIiUnSZzXD4sKejEBG5pI0noXcDT0chV0L9k0VERERErgbDgKNHPR2FiMglxaXCGe+amaTIcblHz+LFizly5Ah+fn4EBgZSrlw5atasSa1atdwZn4iIiIhI4WcYcPYsnD/v6UhERC5rZzSEFANNXVc4uZzo+fXXX/n111+dykwmE+XKlWPIkCH06NHjioMTERERESkSDEPDtkSk0NgbDTdV9XQU4iqXEj07d+4EwGq1kp6eTkJCAmfPnmXv3r3Mnz+fF198kaCgIG6//Xa3BisiIiIiUiiZzXD8uKejEBHJlb2xno5ArsQVdcSyWCwEBARQvnx56tWrxx133MHHH39MixYtmDZtmptCFBEREREp5Gw2OK31r0WkcDibDAkaaVpo5cuIuyeffJIOHTrkR9MiIiIiIoWLYUB0NFitno5ERCTXdp0Fq83TUYgrXJ6j51IaNGhA+fLl86NpEREREZHCxWbTsC0RKXT2xsB1lTwdhbjCpR49n3zyySW3f/PNN3Tq1MmlgEREREREihSLBU6e9HQUIiJ5sicGTCZPRyGucKlHz7vvvsuZM2cYNWqUU/n+/ft54YUX+Pvvv+nevbtbAhQRERERKfROnfJ0BCIieXI8EVIzICBfxgFJfnKpR8+YMWP45ptvePrpp0lPTycjI4OJEyfSrVs3Tp8+zeeff84bb7zh7lhFRERERAqf+HhITfV0FCIieWJg79VjMzwdieSVS7m5rl27UqZMGYYOHcoDDzxAfHw8+/fvp3///jzxxBP4+/u7O04RERERkcLHaoUTJzwdhYiIS/ZEQ/1yno5C8srlVbdatmzJl19+yYEDB9i7dy+TJk1i+PDhSvKIiIiIiGQym+HMGU9HISLikj0xYHbTPD1nzpyhTZs2dO/eneTkZKdt48ePJzIyMss+M2fOJDw8nK+//to9QXiJK1pevUGDBnz77bdUrVqVV199lYMHD7opLBERERGRIsBkgpgYT0chIuKSQ3GQ4aYl1suVK8fHH3/MoUOHGDZsGDbbpRtevXo1o0ePpn///tx7773uCcJLuDR0q23btpgumH47OTmZ2NhY7rzzTkJCQgAwmUwsWbLEPVGKiIjHmEwmzO76KqcQyTxns9mExXJF34sUSjabgWFoUL6IWyjRIyKFlNWAowlQvZR72gsPD+f999/nkUce4a233uK5557Ltt7evXsZOnQorVq1YuTIke45uBdxKdHTrFkzp0SPiIgUTSaTCf8SfqTjfX/w24D49HRsARZPh+IR/pg4n5imZI/IlUpKgvR0T0chIuKyYwlwTUlw1/deN910Ey+88AIvvfQS1apV45577nHaHh0dzcCBA6latSrjxo3DbP7vwAkJCbz77rssWbKEuLg4wsLCePrpp2nZsqWjTt++fQkMDGTy5MlO7V533XX079+fIUOG5Fivbdu23Hzzzbz44ouOsvDwcIYPH85DDz0EwE8//cRzzz3Hrl27HHV+//13Bg0aRLNmzZg+fTpgH442depUNm7c6BTHY489RmJi4mXrZRo5ciTbtm1j3rx5l3lm/+NSomfMmDGu7CYiIoWM2WwiHYPvjh8hOv28p8O5qkyAxceMNcPmdWmuMr7+9Kp0DWazCavV285exI0MQ/PziEihd/KcfRSqO/Xu3ZsdO3bw2muvUaVKFUf5+fPnefTRR4mPj2fGjBkEBgY6tqWlpfHAAw8QHR3Nk08+SWhoKD///DODBg3ip59+Ijw83L1B5pLVauXtt9/GYik4Xw66lOgRERHvEp1+ntPnvSzRYwKL7d9Ej3IdIuIKm03DtkSk0Dtxzn0TMmey2Wzs2LEDs9nMk08+SYsWLTAMg+HDh7Njxw7S09M5ePAgoaGhjn3mzp3Lzp07mTNnDtdeey1g7x106NAhJk2axAcffODeIHPphx9+IDo6mrZt2xIfH++RGC7mfZMOiIiIiIhcDRaLEj0iUuidOOf+Nn/44Qd27NjB9OnTqVGjBr/++ispKSn8+uuvjB8/npYtW/Laa6+RkZHh2GfVqlWEhYVRvXp1MjIyHD/Nmzdn69atTu0bhuFU58J23CkpKYnx48fz+OOPU7x48WzrXBxHTsPiMzIysFqtbolLPXpERERERPKLEj0iUshFJ9tX3vJxUzeR+Ph43n33Xfr06UNkZCQfffQRPXv25MSJEzz33HO0adOGatWqcccdd/DVV19x//33AxAbG8uOHTuoX79+ljYvHja1fPnybOu526effkpQUBC9evVi27ZtWbYnJydnG0ezZs1yrBcYGEi9evUYNmxYtkvO54YSPSIiIiIi+cEwICHB01GIiFwRAziTBBVLuKe9999/H5PJxBNPPAFA+fLlueuuu5g6dSr9+vUDoGbNmvTr148JEybQuXNnypYtS3BwMOHh4bz++uuXPUbTpk2zrOiV2ba7nDp1is8//5yxY8fi6+ubbZ2AgAC++uorp7KxY8desl5MTAwfffQRAwcOZNWqVS7FpkSPiIiIiEh+SEmxz9MjIlLInTgHocWvfK6enTt38t133zF69GhKlix5ybqDBw9m7ty5vPPOO4wZM4bmzZuzfPlyypcv7zR3T3ZKlChBw4YNncrcPVnyBx98QN26denQoUOOdcxmc5Y4SpQoQWJi4iXrWa1WHn30UY4ePepSbEr0iIiIiIjkB/XmESkQDi35iAML3iewQm2aPfvfEtUbJ/Ulft+fWeqXDm9Jo4Gf5ekYcfv/YtPEewFoPnoNfsVDHNviD/zNnlmvkXL2IMWrNCDsrpcJCq3ltP+eWa+RfPoAjQbl7bhXy9lksBlXnuh55ZVXqF+/Pnffffdl6wYFBfHss88yfPhwevXqRbdu3fj222/p168fDz74INWrVycxMdExefMzzzyT53iSk5PZt2+f43F6ejoJCQlOZWDvZRMTE0NIyH+/19mzZ/PNN9/k+ZjZMQzDcczY2Fi+/PJLSpUq5bQiWV64lOgZN24cQ4cOzbF70pkzZ3jhhRf4+OOPXQpKRERERKRQs9mU6BEpAFLjTnJo6WTMfoHZbvcPrkCNTk87l5Usn6djGDYbe2e9htkvEFtastO2jJREtk59jJLVGlPxxp6cXD+L7V8M5fphP2My23uYJJ3cw4m1M2n61E95Ou7VdDYZLFeY5JkzZw4bNmxg5syZmHK5Xvsdd9zBt99+y6uvvsoPP/zAl19+yfjx4/n44485c+YMpUqVol69etxzzz0uxfTnn39y++23O5XNnTuXuXPnOpV9+umnBAQEMGTIEEfZLbfcQuPGjV067sVSUlIccZQsWZI6deowefJk/Pz8XGrPZOQ05fMl1KtXj1q1avHWW29Rr149p21z5szhjTfewGazsX79epeCKmysVhsxMUmeDuOqsljMBFus2GbMgGjvmmTQZAIfi5kMqxcuuVwmBHOfPsRbLVit6oruDSwWMwT5MOnQXu9cXt3HO5dXL+/vz2PVroWkDK96rYeEBNmveRF3sFph0yb4+29PRyJFWenS0KMHE/6Erac9HUzBtH36U6Sfi8EwbKQnxWbp0XNxmSuOrZ7BgQXvE9r0Do798aVTj57onSvY/sVQWryyDouvPykxR1n3ejuajVhAYPmaAGz++AECQ2tR+87nryiO/FS/HAy9wdNReM5bb71FYGCgU6KnIHPpbubLL78kNTWVnj17MmHCBKxWK9HR0QwePJgRI0bQoEGDLBkwERERERGvYTbDuXxYk1hEci1u33rObFnEtd1GXbKezZpBxnnXvrhPT47jwIL3qXHbUHyKZZ1zxpZ+HrOPPxZffwB8A0sBYE1LBeDM1iUkHttB9VsLdgLhbPLl6xRlISEhlC5d2tNh5JpLQ7euu+46fv75Z95++20mTZrEr7/+yunTp0lLS2P06NH06tXL3XGKiIiIiBQeJhNcNNmmiFw9hs3KnlmvUvGGuyleMTzHeilnDvLHc40xrOn4lihLpRt6UK3DYMyW7KcpudiBBR/gV7IclaJ6c3DxpCzbi1euS0ZqIkd+n0q5iFs5+scXWAJKEFi+BraMNPbNHUONW4fiGxjs8rleDdEpno7Asx5++GFPh5AnLk/GXKxYMYYOHcrWrVvZunUrJpOJp556SkkeERERERFQokfEg46v/pbU2OM0emRajnWKlbmG0rVuIKhiGNa0ZM5sWcShJR+RfOYg9fu9f9ljnDu+k+NrvyNiwBTHfDtZjhFShZq3P8O+X95h39y3MPsGEN7zdSx+xTi05GMsvsWo1Ly3i2d59WTYIPE8lPD3dCSSGy4nepYtW8YLL7xAcnIyw4cPZ+XKlbz33nvs2LGDl156qVB1axIRERERcbtkLx/rIOIh6UmxHFj0IdVvecxp9auL1en1htPjCtd1Y9f3L3Bi7UziD91PcLXGlzzOntmvU6ZOK0LCW16yXtU2D1Hhuq6kxBwlsFwNfAODOR9/isO/TabB/ZMwbFb2zn6Ds9uX4leiLNd2fY7gGk1zfb5XS4ISPYWGS3P0jBw5kscee4xq1aoxZ84cHnzwQaZOncqLL77IihUr6Ny5M0uWLHEpoH379vHAAw/QuHFjWrRowdixY0lLS7vsfl9//TWDBg3ixhtvJDw8nIULF2aps27dOsLDw7P8PPXUUy7FKiIiIiKSrYwM+4TMInLVHVjwPr6BwVRueV+e972m9QMAxO5efcl6pzfOJ+HgRmrdMSJX7fqVKEtwtcaOIVr7f3mHUtdGUTosioOLJxK7dw31+r5H2Qbt2fLpINJTCt6qfckZno5AcsulHj0LFizg2Wef5YEHHnBaFq1Pnz60bNmSUaNGMWTIEP755588tRsfH0///v2pXr0648eP59SpU4wZM4bU1FRefPHFS+47Z84cAFq3bs3s2bMvWffNN9+kZs2ajsfqfSQiIiIibpWLLypFxP2Szxzk+NqZXNt1FOcT/luKzJZ+HsOaTkrMUXwCijsmRb6Yf6mKAGQkx1/yOPvmjaVcxK2YLL6kxBy17/NvcuZ83EkMazr+waHZ7ht/aBNnNi/i+n9X+zq98ReqtX+M4OqRBFeP5Pja74jesYwKTbvm6dzzW3IaGIZ9CjIp2FxK9Pz000/UqlUr223XXHMN06dPZ/r06Xlu99tvvyUpKYkJEyZQqlQpAKxWK6NHj2bQoEGEhmb/Qsnc12w2c/To0csmemrXrk3Dhg3zHJ+IiIiISK6kpno6AhGvdD7+FBg29s5+jb2zX8uyfd3r7ah8Uz9qd/tftvunRB8BwPcSQ74Azsed4PTGeZzemHVp9r/fu5OgSnW4/pk5WbYZhsHeWa9R+aZ+FCtbFYC0+NP4B5d31PEvWZ60+FOXPL4npFrBAJTnKfhcSvTklOS5UN++ffPc7ooVK4iKinIkeQA6duzISy+9xKpVq+jevXuO+5rNLo1CExERERFxPyV6RDwiqEJt6t8/MUv5gYXvYz2fxLVd/0exsteQkXoOs48fZh8/Rx3DMDi05CMAp3l3rGkppMYexzeotGPOn+yOcXrTL5zZNJ86fd7Cv1SFbOM7uf4nzsedpFr7RxxlviXKknx6PyHhLbFZ00k5ewi/EuVcewLyUWo62AwwK9NT4LmU6Fm/fn2u6l1//fV5anf//v3cddddTmUlS5akXLly7N+/P09tXcrAgQOJi4ujXLlydOrUiSeeeIKAgAC3tS8iIiIiXswwlOgR8RC/4iGUa9g+S/nRP74AcGyL3buOf756hvKRnShWtiq29POc2bqYhIMbqHhjL0pUqe/YN+HwFjZ/1I9qHR6nxq1DnNq50Lnj9qlLQuq0ynYS6IzUcxyY/x41bn8Kn4DijvJyEbdy8NeJGIaNhAMbsGWcJ6Ru6yt4FvJHquboKTRcSvT07dvXMTePYRgATnP1GIaByWTK8xw9CQkJlCxZMkt5cHAw8fGXHiOZGyVKlGDAgAFcf/31+Pv7s3btWqZOncr+/fuZPHnyFbXtbeMUve18xZnJpGvAWzj9nr35d+6F52769z96rYu4wGaD8+c9HYWIXEJA6UoE12zK2W2LSUs4C2YzgeVrEnb3aCre2Ctfjnlo8ST8S4VS4XrnkSo1bh1CelIMh36diF+JstTv9+ElVwvzlJQMr7wlKpRcSvSUKVOG6OhoWrduTd++ffHz87v8TgVAvXr1qFevnuNxVFQU5cuX55VXXmHLli1ERES41K7JBL6+FneFWSiYzSYwrPY/ALzs1Z6Z1LT/3/BsMFfbv79vHx+z/RqQIs9sNpFh8s7kngnvfa2bvPS17m3XuOQzJXpECpTIx5znkC1W5hrq9/sgV/uWvvYGbh6367L1atw6xNHjJzu1ugzPttziH0jdPm/lKhZPSs3QZ2Vh4VKiZ/HixUydOpXPP/+c3bt3M3ToULp16+bUq8cVJUuWJDExMUt5fHw8wcHBV9R2Tjp27Mgrr7zCtm3bXE70GAakp3vX8pkWixnM9nP3sr9/yJyCzDAMDG87dwNMBmRYbVitNk9HI1eBxWIGPzOGgfdd7xe+1j0dylWW+d6ekeFdr3Xvu8Yl35hMWnVLRIqc1AzNz1NYuJToCQwM5PHHH+eee+5h0qRJvPjii0ydOpVnnnmGm2++2eVgatasmWUunsTERM6cOeO0HHpB5G03h952vuLMO//o905Ov2dv+51feCPjbefOv6es17qI66ze9SWgiBR9mqOn8LiipapCQkJ4/vnnmT9/PmFhYTz66KPcd999bN682aX2WrVqxerVq0lISHCULVy4ELPZTIsWLa4k1Bz98ssvAFpuXURERETcw2Syz9MjIlKEpCjRU2i41KPnYtdccw3jxo1jwIABvPPOO/Tu3Zv27dszfvz4PLXTu3dvpk+fzuDBgxk0aBCnTp1i7Nix9O7dm9DQUEe9/v37c/z4cRYvXuwo27p1K8eOHSMmJgbAkWwKCQmhWbNmAAwbNoxq1apRr149x2TM06ZNo3379kr0iIiIiIj7KNEjIkWMevQUHi4leurUqZPjfDyZq3AtWbIkz+0GBwfzxRdf8OqrrzJ48GCCgoK4++67eeqpp5zq2Ww2rBd1h/3666+ZNWuW4/HUqVMBaNasGdOn2yfeql27NnPnzmXq1Kmkp6dTuXJlHnnkEQYOHJjnWEVEREREsmUyadyjiBQ5SvQUHi4legYPHnzFEy/npFatWkybNu2SdTITNxcaM2YMY8aMueR+gwYNYtCgQVcSnoiIiIjI5alHj4gUMUr0FB4uJXqGDMl5yTgREREREa+nRI+IiHjIFU3GLCIiIiIi2VCiR66G1FQMwyA4wNOBiDfws3g6Asktl3r0jB07Nlf1hg8f7krzIiIiIiKFm+bokashJQVbWjoNy/uy8nD+TK0hkslX3UQKDZcSPZkTHV+KyWRSokdEREREvJNZfxHJ1WE5dZJ6la/BxwwZ6kgm+chXPXoKDZcSPdu3b7/k9pUrV/LII4+4FJCIiIiISKHn49Jttkje/fMPflWrUjsE/jnr6WCkKNPQrcLDpa8aLBbLJX/M+gZDRERERLyVYYBFfxHJVXLoEFarjYahng5EijoN3So89KsSEREREXEnw1CPHrmqLPFxRFbQvFCSv9Sjp/Bw6RNo/fr1l9y+a9cul4IRERERESn0CnCiZ92RI/SbOTPbbd/16UPjSpWylCekpnLr1KnEpKTwQZcu3BYWlqtjnU1K4sPVq1m2fz9xKSmUCwrixqpVeePWWx11/j52jNd++42DsbE0CA3l5fbtqVWmjFM7r/32GwdiYvjs7rvzcKZeZv9+Qq67jgrF4eQ5TwcjRZXm6Ck8XPoE6tu3LyZTzrO6G4Zxye0iIiIiIkVaAR+61TcykoYVKjiVVS1VKtu6H65eTWpGRp7aP5GQQJ9vvwWgd0QEocWLczopiS0nTjjqJJ4/z2OzZ9O4UiV6RkQwa/t2hs6dy8/9+mH5dyqIPWfPMnPrVn667748Hd/rbNuGrWlTGpY3KdEj+UZDtwoPlxI9H3zwwSW379ixgylTprgUkIiIiIhIoVdAe/Rkuq5KlVz1zNl99iwzNm/msRtv5MPVq3Pd/otLlmAxm/nh3nspXaxYtnU2Hj/O+YwMPuzSBX8fH26qXp12n37Kobg4aoaEAPDGsmX0bNiQay/q5SMXSUuDlFQahQaweL++cJf84WcBmwFmXWIFnkufQLde0N0yO4GBgUr0iIiIiIj3KuCJHoBzaWkE+Pjgc4mFVF5ftoz2117LdVWq5LrdfdHRrDhwgJfataN0sWKcz8jAbDLhe1Evp/MZGfj7+OD/73NVKiAAgNT0dACW7NnDjtOneb9Ll7yemlcyHztKrWuvpZgPpOStA5ZIrvhZ7CNTUaKnwCv4n0AiIiIiIoWJyQR+fp6O4pKeW7iQ5PR0LCYTTatUYXirVlmGci3YtYuNx48z//77OZaQkOu21xw+DEDZoCD6f/89aw8fxmIy0bxaNV5u354qwcEA1C1fnsTz55n611/cGhbGF3//TQl/f2qEhJCWkcGY5csZ2rw5wf8mgOQytm7FXLs29cvBXycuX10kr3wtoCm/CweNshMRERERcSezGQIDPR1FtnzNZm6tXZv/tWnDpK5debJFC3afOcO9333HjlOnHPVS09MZu3w59zdp4kjM5NbB2FgAXvj1V3zNZt7r3JlnbrqJv48d44EffiDl3x47VYKDeeamm3hnxQrafvIJ323Zwsvt2lHM15epf/9NMV9fejdq5L6TL+rOnsWankHDUP0pLvnDT9mDQsOlHj2RkZGXnGzZZrO5HJCIiIiISKFXQBM9TSpXpknlyo7H7a69llvDwrjjyy8Zt3Iln911FwBT/vyTdJuNQTfckOdjJP+byCkXFMSU7t0x//t3Q4USJXj6l1+Y988/9IiIAOCh66+na716HI2Pp0ZICMEBAZw6d47J69YxqWtXrDYbbyxbxtJ9+ygbFMRzN99M0wviF2eWs2eICK2ACfW8EPfT8uqFh8tz9GhVLRERERGRHOQwAXFBVK10adrVqsWve/ditdk4kZjIZ3/9xYvt2hHkwhC0gH/n3LktPNyR5AG4LSyM4QsWsOH4cUeiB+xDvMoGBTkev7NiBVFVqxJVrRrvrVzJmsOHea9zZ9YdOcKgWbP4bcAASmo4V/Z27yawYkVqlIb9sZ4ORoqa4ABNxFxYuJToGTNmjLvjEBEREREpOvz87EO4CklP9wolSpButZKSns6Hq1cTWrw4za65hqPx8QCcTUoCICY5maPx8VQqWdIpiXOh8sWLA1D2ol5NFrOZUgEBJJw/n2Mcm44fZ9GePczr3x+AX3bu5LEbbySyUiUiK1Xiu82bWbZ/P13r1bvicy6S9uzBelMrGpY3KdEjblc+SImewkKTMYuIiIiI5IdixeDfBElBdzQ+Hn8fHwL9/DiRkMChuDjaf/pplnqjly4FYP3gwTn2qqkfGgrAqXPnnMrTrFZiU1IIyaG3k2EYvLZsGf0iI6laqhQAp5OSHIkjsCeRLm5XLmCzYU5MpHGFEszZpb/Ixb3KFJ6Oil4vXxI9P//8MyNGjHA87tKlC2PHjs2PQ4mIiIiIFEwFMNETk5xMyEU9bXaePs1v+/ZxU40amE0mnmjRgriUFKc6u6Oj+WDVKgZcfz2RFStSzNcXgJT0dI4nJFC6WDFHuzdUqUKZwEDm/vMPj9xwg2P59Fnbt2M1DJpXq5ZtbD9t387JxEQeufFGR1nZwED2x8TQsnp10q1WDsXFUe6CYV6SlenQQSpFRFA6AGJTPR2NFBUBPlDM19NRSG65lOhp167dJben/PvBsGTJEgACC+hkdCIiIiLeZvz48UyYMIHy5cuzfPlyzGbnZVR69+7Nxo0bufPOOzVc/0oVwHl6npw3jwAfHyIrVaJMYCB7o6OZuWULAb6+DLvpJgCuq1Ily34l/u2907BCBdrXru0o33LyJP1mzuTxqCiGNG8OgJ+PD8NbtWLEwoXc+913dK1bl+OJiUzfsIHrKlemwwX7ZzqXlsZ7K1fyVMuWFL9gXqBba9dm4po12AyDDcePcz4jg9Y1arj1OSlytm3DaNiQhuVNrDjs6WCkqAgpeG9ncgkuJXqOHTtG3bp1Cf23W+bFTp06RWxsLJU1I76IiIhIgePr60tsbCzr16/nhgtWVTp27BibNm3Sl3TuYBgFcuWt9tdey9x//mHa339zLi2N0sWKcUvt2jweFUW10qXddpxu9evja7Ew5c8/GbtiBSX9/ekVEcFTN92ExZx1jeZJa9YQWrw43evXdyof0qIFMSkpTFyzhrJBQXx4xx1ZeiTJRc6dw3Y+jYgKfqw4rOFb4h5llegpVFweuvXggw/SpUuXbLfNmTOHkSNHuhyUiIiIiOQfX19foqKi+OWXX5wSPb/88gu1a9fO0stHXGCzQcmSno4ii35NmtCvSZM873fDNdew65lncl0O0KlOHTrVqZOr9oe3bp1teaCvL2917Jj7QAUAy8kT1K1aDV8zpBeO+cClgCsTCDZDkzEXFvnyKa6l10VEREQKts6dO7No0SLS09MdZfPmzaNz586Ox7t27SI8PJxVq1Y57Wu1WrnpppscczCOGTOG5s2bc/ToUUedvn37On3xt3XrVho3bsz06dMdZeHh4Xz22WdObbdt25ZXXnnF8XjkyJH07dvXqc5bb71FeHg448ePdzreoEGDspznddddl6t6OR3fZSZTgUz0iJfYsQMfs4nwsp4ORIqKMsXsiR4pHFxO9Bw7dowdO3awb98+Tp065c6YRERERCSftWnThrS0NEcSZ+/evezatYvbb7/dUSc8PJxGjRrx448/Ou37xx9/cPr0ae666y4Ahg8fTpMmTRg0aBCJiYlZjnXs2DEeffRRevbsmSVpk1dHjx7lq6++wmKxXFE7+c5shuBgT0ch3uroUawZNiLKezoQKSrKBKo3T2HicqLngw8+4K677qJz587cfPPNNGzYkN69e/PJJ58QGxvrzhhFRERExM2KFStG27Zt+eWXXwB7b57IyEiuueYap3o9evRgyZIlxMfHO8p+/PFHIiMjqVWrFgBms5l33nmHwMBAhgwZ4tRL6Ny5cwwaNIhGjRplGdofEBDgWMQjt9577z2uv/56KlSokKf9PEI9esSDLHExNKqgLhjiHuWDlOgpTFyao+fNN98EICMjg/PnzxMbG8uxY8fYtm0b48aN09AtERERkUKgc+fOPPPMM6SmpjJ//vxse9t06tSJN998k3nz5nHvvfcSExPDsmXLePnll53qBQQE8MYbb9C5c2deeuklwH6vOHToUA4dOsTXX3+dZe6f2rVrs2DBAu68884cF/m40JYtW1iwYAE//fQTjz32WJbthmGQkZFx2XYy65lMpvztGeTnBwEBkKo1rsUD9u2j1A1lqVwCjmXtaCeSJ2U0GXOh4lKi584778xx2969e3nqqafYu3cvEyZMAKBOnTq0b9/etQhFREREJF+0bNkSX19fPvjgA44ePUrHbCa9DQwMpHPnzvzwww/ce++9/Pzzz/j6+mZb97PPPqNmzZosXrzY0VOnXLlyBAcHM336dB5//HGn+qNGjeLxxx+nbdu2uYp37NixdO3alTo5TPC7fPly6l+0atPl6pUqVYrmzZszcuTIXCWb8iw4WIke8Yzt27Fd34yG5U1K9MgVCfCBYr6ejkLywuVVt3Jy7bXXMmLECCZPnsy6desA+8oOSvSIiIiIFCy+vr506NCBadOmERUVRdmy2c/c2qNHD7777jt27tzJTz/9RMeOHQkKCnKqs27dOubMmcOMGTNISUnh4YcfJiAggClTprBnzx5GjBhBp06dqFGjhmOfJk2a8Pvvv3Pw4EHOnz8PwKOPPpptDEuWLGHr1q2MGzcux/Np2rQpzz33nFNZv379cqxnGAaHDh3irbfe4vnnn+eTTz7JsW2XGAaUKgWaz1I8ISMDU0oyjSoEsnCfRlyI60LUm6fQcXuiB+zfDrVs2TI/mhYRERERN+rRowfR0dH07NkzxzoNGzakbt26vPbaa+zatcsxNCtTWloaL7/8Mj179qRx48YAREZGUrlyZWrXrk3t2rX58ccfGT16NNOmTXPa18/Pj7CwMKfHF8vIyOCdd97h/vvvv2SvmxIlStCwYUOnsuyGZl1YLyIigu3btzNv3rwc23WZzWZP9Ih4iOnoUWqEhRHkC0npl68vkp3yQZevIwXLFS2vfurUKebNm8cXX3zByZMnAftym3FxcVitVrcEKCIiIiL5JyIigkmTJnHzzTdfsl6PHj1Yv349NWrUoGnTpk7bPvnkExISEnjmmWdy3P+ll15iw4YNzJkzJ88xbtq0iYSEBB5++OE875ud5ORk9u3bx759+1i2bBmLFi3K1ZCvPDOboVw597crkltbtmAymWig1bfkClQvBVabp6OQvHCpR49hGIwZM4avv/7aMZFdWFgYFSpUIDk5mbZt2zJ06FDuv/9+N4crIiIiIp5wyy238MorrziWVM906NAhJk+ezGuvvUbJS6wyVbVqVR599FHeeustbr75ZoLzsPS4zWZj8ODBFC9e3OX4L/Tnn39y++23YzKZCAkJISoqihEjRrilbScmE+QwHE7kqoiNxZqWQcPyFtYd0/Atcc21pbXiVmFjMgwjz2vuffLJJ7z77rs8/PDDREVF8cADD/D5558TFRUFwMiRIzl8+DDffPON2wMuiKxWGzExSZ4O46qyWMwEW6zYZsyA6BhPh3NVmUzgYzGTYbWR91dPIVcmBHOfPsRbLViV1vcKFosZgnyYdGgvp/+dP8NbmExg8TFjzfC+13p5f38eq3YtJGV41Ws9JCTIfs1Ltn744Qdeeuklfv/9d8qpl0rezJgBiZoNVzykUydSQyvx1CITNi/7PJMrZwI+7Ah++bhAobifS3cz33//Pd26dePpp5/OdtWD8PBwDh48eKWxiYiIiIiHHT16lFWrVjFp0iQ6duyoJI8r9JyJJ+3aRYCPiVqlPR2IFEYVSyjJUxi5lOg5ceIEkZGROW4vVqwY586dczkoERERESkYJkyYwKBBg6hcuTIjR470dDiFj9Wq4VviWXv3YrUaROQ8j7lIjmqWxut6NhcFLiV6ypQpw4kTJ3Lcvn37dipWrOhyUCIiIiJSMIwZM4Zt27Yxffr0HJdfl0swm6G8ZsIVz7IkxtMoVH+tS97VKIWG/BVCLiV6brnlFr799luOHDniKDOZ7LMzrVy5klmzZnHbbbe5J0IRERERkcJKEzJLQXDwIKHFTZQN9HQgUthcGwKavq7wcelXNnToUMqVK0fXrl0ZMWIEJpOJTz75hD59+vDwww8TFhbGI4884u5YRUREREQKHz8/KFHC01GIN9u6FZth0FCdyyQPAnwgNMjTUYgrXEr0lChRgpkzZzJgwABOnTqFv78/69evJzExkcGDB/PNN99QrFgxd8cqIiIiIlL4GAZoWgPxpJQUOH9ew7ckT6oH2zslSuHj4+qOAQEBPPbYYzz22GPujEdEREREpGgxDKhUCXbv9nQk4sXMx48TVr0G/hY4b/V0NFIY1CgNVpuGbhVG+pWJiIiIiOQnsxmqVPF0FOLttm/HYjZRR1NGSS7VLK0ePYWVSz16nnjiicvWMZlMvP/++640LyIiIiJStAQGQsmSkJDg6UjEW504gTXDSkSohc2nPB2MFAY1S4NZiZ5CyaVEz8aNGx2rbGUnLS2NuLg4V2MSERERESlaModvKdEjHmSJiaZRaDm+woRm65FLKVMMivt5OgpxlUuJnhUrVlx2+6BBg1wKSERERESkyMlM9Ozc6elIxJvt3UuJ5uW5JhgOx3s6GCnI6pWzv21p6FbhlC9z9Fyqt4+IiIiIiNfRPD1SEOzYgdVmEKFl1uUyIivYEz1SOGkyZhERERGRqyEgAEqX9nQU4s1sNsxJ52hUQX/BS84CfKBOWXt+Wgonl4ZuzZ49+5Lbd+3a5UqzIiIiIiJFl80GVatCbKynIxEvZjpyhKr16lHSHxLOezoaKYgalNOS6oWdS4mekSNHYjKZMC7Rl0vDt0RERERELmAyQY0asHmzpyMRb7ZlC0bdujQoZ2L1UU8HIwVRowpgtSnZU5i5lOj54YcfLrl948aNvPHGGy4FJCIiIiJSJJlMUL48FCsGKSmejka8VUICtvQMIkJ9WH1UX86LM4sJGoUqyVPYuZToadCgwSW3x6o7qoiIiIhIVoYB1avDP/94OhLxYpZTJ6lfqQo+ZsiweToaKUjCyoC/S1kCKUiUpxMRERERuVoMwz58S8STdu7Ez2Li2hBPByIFTeN/h21J4eZSri4uLu6S28+dO+dKsyIiIiIiRZvZDJUqga8vpKd7OhrxVgcOYLXaiChvZudZTwcjBYUJaFJRw7aKApcSPTfeeKMmWxYRERERcYXZbF99a98+T0ciXswSH0fjCqWZuUN/14ld1WAo6e/pKMQdXEr0DB48WIkeERERERFX2Gz24VtK9IgnHThAmaYhhAbBqSRPByMFQWOttlVkuJToGTJkiLvjEBERERHxDmYzVKum4VviWVu3YmvShIahJk7t93QwUhA0rQhm9ecoElzK1c2fP5/z58+7OxYREREREe9gNkPNmp6OQrxZWhqkpNIo1PB0JFIAlA+C0OKggTtFg0uJnqeffpoWLVowatQo1q5d6+6YRERERESKNsOAOnU8HYV4OfPxY9QqDQFaTtvrNasMNuX8igyXEj3ffPMNXbp0YdmyZTzwwAPcfPPNvPPOO+zevfuKA9q3bx8PPPAAjRs3pkWLFowdO5a0tLTL7vf1118zaNAgbrzxRsLDw1m4cGG29U6dOsWQIUOIjIykWbNm/O9//9MqYSIiIiJydZnNEBoKJUt6OhLxZlu3YjGbqFfO04GIJ5lNcHM1DdsqSlxK9DRp0oSXXnqJP/74g0mTJtGkSRO+/vprunbtSteuXZk6dSqnT5/Oc7vx8fH079+f9PR0xo8fz1NPPcXMmTMZM2bMZfedM2cOsbGxtG7dOsc66enpDBgwgIMHDzJu3DhefvllVq5cyTPPPJPnWEVERERErojNBmFhno5CvNmZM1jTrUSUV1cOb9YoFEpota0i5Yo66fn4+NCmTRvatGlDUlISixcvZtasWbz99tuMGzeOZs2a0a1bNzp27Iifn99l2/v2229JSkpiwoQJlCpVCgCr1cro0aMZNGgQoaGhl9zXbDZz9OhRZs+enW2dRYsWsWfPHubPn0/Nf8dElyxZkoceeogtW7YQERGR5+dARERERMQlZjOEh8Nff3k6EvFilugzRISGYgKU7vFObaprta2ixm2/yj179rB161Z2796NYRjUrFmTuLg4RowYwS233MJfufgAW7FiBVFRUY4kD0DHjh2x2WysWrXqkvuazZc/lRUrVhAeHu5I8gC0aNGCUqVKsXz58svuLyIiIiLiVkFBUKmSp6MQb7ZnD0F+JqqX8nQg4gmhQRBeVkmeouaKfp0HDhzgww8/pEOHDvTp04cFCxbQuXNnfvzxR+bOncusWbP4/vvvCQ4O5uWXX75se/v373dKwoC9x025cuXYv//K1/zLrn2TyUSNGjXc0r6IiIiISJ7YbPZePSKesmsXVptBRM6DJ6QIa13N3ptHihaXhm598cUXzJ07l+3bt+Pn50ebNm0YNWoUN910ExaLxaluw4YNeeCBB/jf//532XYTEhIomc2EdMHBwcTHx7sSapb2S5QokS/te9sydN52vuLMZNI14C2cfs/e/Dv3wnM3/fsfvdZF8pnZDLVqwdq1kJLi6WjEG9lsmM8l0ii0BHN26U3fm/hZoEVV9eYpilxK9Lz55ps0adKE0aNH07Fjx2yTJxdq0KABjz32mEsBFgYmE/j6Wi5fsQgxm01gWO1/AHjZ54Hp37967P/3spHM//6+fXzM9mtAijyz2USGyTuTeya897Vu8tLXurdd41LA1KsHf//t6SjES5kOH6ZygwaUCoC4VE9HI1fL9ZXA37v+jPUaLiV6Fi9ezDXXXJPr+rVr16Z27dqXrVeyZEkSExOzlMfHxxMcHJynGHNqP7ul1OPj46lYsaLL7RoGpKdbryS0QsdiMYPZfu5e9vcP9hM2YRiG/fy9iQEmAzKsNqzq4+kVLBYz+JkxDLzver/wte7pUK6yzPf2jAzveq173zUuBYbZDPXrw6ZNYPWue0opILZswahfn4blTfxx2NPByNXSpnrm3Y4UNS4levKS5MmLmjVrZpkrJzExkTNnzmSZW8fV9nfv3u1UZhgGBw4coEWLFlfUtrfdHHrb+Yoz7/yj3zs5/Z697Xd+4V2Pt507/56yXusiV09AgH0I10X3qiJXxblzGGnpRIT68sdh/dnvDaqXgmuuvC+FFFAFajReq1atWL16NQkJCY6yhQsXYjabrzgRk9n+zp07OXjwoKNszZo1xMXF0bp16ytuX0RERETEJYYBERGejkK8mPnkCeqWBd8C9Rei5BdNwly0FaiXce/evQkKCmLw4MGsXLmSH3/8kbFjx9K7d29CQ/+bBr5///7ccsstTvtu3bqVhQsXsmLFCgA2b97MwoUL+fPPPx11br31VmrXrs2QIUNYtmwZ8+fPZ9SoUdx8881E6INVRERERDzFZIKQELiC6QRErsiOHfhaTISV8XQgkt8CfaFZZU3CXJS5NHQrvwQHB/PFF1/w6quvMnjwYIKCgrj77rt56qmnnOrZbDasF41f/vrrr5k1a5bj8dSpUwFo1qwZ06dPB8DX15dPP/2U1157jaeffhofHx9uueUWRo0alc9nJiIiIiJyGTYbNGwIJ054OhLxRkeOYLXaiAg1s/2Mp4OR/NS8CnjRWgteyWQYGn1/paxWGzExSZ4O46qyWMwEW6zYZsyA6BhPh3NVmUzgYzGTYbV539wVZUIw9+lDvNXiVRO0ejOLxQxBPkw6tJfT5897OpyrymQCi48Za4b3vdbL+/vzWLVrISnDq17rISFB9mtexJMMA2bOhPh4T0ci3uiuu4gLCmHEEmUBiipfM7zZDor7abXJokx3MyIiIiIiBYVhQNOmno5CvNW+fZQKMFGphKcDkfxyc3UlebyBS0O3Pv/888vWMZlM3H///a40LyIiIiLincxm++pbf/+tXj1y9e3Yge2662lY3sTxRE8HI+4W4AO31/Z0FHI1uJToeeuttzCZTFw46iu7x0r0iIiIiIjkUWavnt9+83Qk4m3S0jClJNMoNJBF+9Tlo6hpV8Oe7FFvnqLP5cmYn3vuOdq1awdAfHw83bt355133iEyMtJtwYmIiIiIeJ3MXj0bNkBcnKejES9jOnqUGmFhBPlCUrqnoxF3CfKFW2tpEmZv4fIcPaVLl6Zy5cpUrlyZiv8uA1m2bFlHWeXKld0WpIiIiIiIVzEMaNLE01GIN9q2DbPJRP3yng5E3OnWWuBr8XQUcrW4lOgJDAwkMfG/QZvnzp0D4OWXX2b79u3uiUxERERExFtl9uopVcrTkYi3iY7Gmp5Bw/JetuRkEVbSH9rWUG8eb+JSoqdGjRr88MMPxMTEkJaWxieffIKvry+VK1emV69eTJkyBa3aLiIiIiJyBQwDrrvO01GIF7KcOU1EqBIDRcXttfW79DYuJXoefvhh/vnnH1q0aEFkZCTff/89ffv25bPPPmPEiBFMnDiRfv36uTtWERERERHvYTZDzZoQGurpSMTb7NpFgI+JmqU9HYhcqTLFoFVVsLg8aYsURi5NxnzbbbdRoUIFli1bRlJSEo0bN6ZTp04A9O3blxtvvJFhw4a5NVAREREREa9js0Hz5jBrlqcjEW+yZw/WVjcTUd7E3hhPByNXopOWU/dKLq+61bhxYxo3bpztttq1a/P999+72rSIiIiIiIC9V0+5cnDttbB3r6ejES9iOZdA4wol+WmnxvwUVqFBEHWNhm15o3zrwOXn55dfTYuIiIiIeA/DgBtvBB+Xv6MVybuDBwktbqJMMU8HIq66I9z+9iHex6VPiwkTJly2jslkYvDgwa40LyIiIiIimUwmKFYMGjWCv//2dDTiLbZuxRYRQcNQE78f9HQwklc1S8F1lTwdhXiKEj0iIiIiIgWdyQSNG8POnZCU5OloxBskJ8P5NCLK+/H7QY39KUzMJujbCKw2TcLsrVzu//n222/TpUsXd8YiIiIiIiI5MZnghhvgt988HYl4CfOJ49SpVh1/C5y3ejoaya32NaBicftbhngn5fdERERERAoDs9k+KXMljceQq2T7dixmE3XKejoQya2QYva5eZTk8W4uJ3pMunJERERERK4umw1atQKLxdORiDc4fpyMDBsNy3s6EMmtPg20ypZcwdCtN954gw8++AA/Pz8CAwMpW7YstWrVIioqihYtWrgzRhERERERAXuvnhIlIDIS/vrL09GIF/CJjaZRhbJ8tVXZg4KucQWICPV0FFIQuJToufPOOwHIyMggPT2dxMREjh07xpo1a/jss89o0qQJU6ZMISgoyK3BioiIiIh4vcyJmfftg9hYT0cjRd3evZSMKsc1JeFIgqeDkZwU84F7G4LNUI8ecTHR8+abb2ZbnpGRwZIlS3juueeYMGECI0aMuKLgREREREQkB23awKxZYBiejkSKsh07sN5wIw1DTUr0FGA96kGQr5I8YufWyZh9fHy47bbb6N27N4sWLXJn0yIiIiIikslshjJlICLC05FIUWe1Yk5OonGoEooFVf1y0KKqllKX/+TLpfDEE08wY8aM/GhaRERERETAPoTruusgONjTkUgRZzpyhKrBUMLP05HIxQJ8oH8j+5AtkUxXnOjZu3cvy5cvZ/ny5ezduxeAgIAAQkM1C5SIiIiISL4ymaBdO3sPH5H8snUrAA20+laBc3ddKOGvIVvizOVVt5YsWcKYMWM4duyYU3mVKlUYOXIk7dq1u+LgRERERETkEjKHcF1/Paxb5+lopKiKi8OWnkHDUB/WHFVGoaCoWxZuqubpKKQgcinRs3z5coYOHUqlSpV46qmnqFWrFgD79u1j5syZDBkyhI8//phWrVq5NVgREREREbmIyQSNGsHRo3DRl7Ai7mI5fYoGFSpjMYFVw4Q8rqQ/PBSpVbYkey4leiZNmkR4eDhff/01gYGBjvJ27dpx3333cc899zBx4kQlekRERERErgabzT6Ea+ZMSE31dDRSFO3ciX+VKtQOgZ3Rng7Gu5lNMKgpBGqVLcmBS4N5d+3aRbdu3ZySPJkCAwO588472bVr1xUHJyIiIiIiuWA2g5+ffcl1kfywfz9Wq0FDTcXqcXfWgVqltcqW5MylS8Pf35/4+Pgct8fHx+Pv7+9yUCIiIiIikkdmM1xzDTRo4OlIpIiyJMTRuILGbXlSk4rQoZZ9xKZITlxK9Nxwww18+eWXbNy4Mcu2zZs3M336dKKioq44OBERERERyaMbb7RP0CzibgcOUDbQRPkgTwfinUKD4IHGWkpdLs+lOXqeffZZevfuzT333ENERAQ1atQA4MCBA2zZsoUyZcowbNgwtwYqIiIiIiK5dNtt8OOPmq9H3GvbNmyRkTQsb2LpAU8H4138LfDY9WAxaV4euTyXevRcc801/Pzzz/Tt25f4+Hjmz5/P/PnziY+Pp1+/fsyZM4cqVaq4O1YREREREbkcsxmKFYNbbtH4DnGv1FRITaVRqLqUXG19I6B8kOblkdxxqUcPQJkyZRg1ahSjRo1yZzwiIiIiInKlzGaoUAGiomD1ak9HI0WI+fhxrq1RkwAfSM3wdDTeoU11uL6yp6OQwsTlRM+lREdHs3//fsfjMmXKULNmzfw4lIiIiIiIZMdksk/MfPYs7N7t6WikqNi2DUutWtQrBxtOeDqYoq9mKehRz9NRSGGTL4meVatWMWLECAzDwGQy0aVLF8aOHZsfhxIRERERkZwYBrRqBXFxcPq0p6ORouDUKawZVhqWtyjRk89K+MEj12kEpuRdrhM9Xbp0yXWj586dA2Dp0qUABAYG5jEsERERERG5YiaTPdlz6632yZmTkz0dkRQBluizNAotjwkTmq0nf5hNMLApFPfT5MuSd7lO9OzZs4eaNWtSJhdLNVqtVgAqV9ZAQhERERERjzKbwd/fvhLX3LmQnu7piKSw27OHoJahVCsFB+M8HUzRY8I++XLtEPXmEdfkaejWo48+mquePXPmzGHkyJEuByUiIiIiIm5kNkNIiH0lroULwWbzdERSmO3cibV5CxqWNynRkw/urgdRVZTkEdfly+Jspv+3d+dxUdf7Hsffvxk2QQdFATdA8SgKgqInCxdKT3ojLTumaItpppKVnSyPLffUcbtd9ei9GZ7c0us9WVqP6nG4tqmdbpktVqe6bqkpQomGJgq4IDAz94+JyZHFDZjt9Xw8Jp3vfH+/3+cHA8Tb78I7EgAAAPAsJpPUrp10/fXurgTezmaT6dQp9WzNxK36lvEb6cZ4Qh5cnQYJegAAAAB4IMOQfvMb6dpr3V0JvJzxQ77aWww1D3F3Jb7j+jjptq7urgK+4LKmbuXm5urLL7+UYRgKCgpSSEiIIiIiFBERIZOJzAgAAADweIYh9ejhWJh5xw53VwNvtWOH7ElJ6h5laOsP7i7G+13TVrqju7urgK+4rKBn2bJlWrZsWbV2s9msmJgYJSYm6rrrrpPdzhA+AAAAwKOlpTnCngMH3F0JvFFpqWzlFUqJCtTWH5hndDW6R0kTUt1dBXzJJQc9ixcvdv69oqJCFRUVKi0t1cmTJ3X48GEdPHhQmzdv1jvvvCOz2dwgxQIAAACoJ3a7NHCgYxeuHxiSgctnLvxJie1iFGCSKlnf+4p0jpCm/Nbxd9blQX255KDnX/7lXy7ap7y8XBs2bNCcOXNktVr11VdfyW63q2XLloqPj7+qQgEAAADUo6rfKocMkTZtIuzB5fvuOwXGxiqhpbTrmLuL8T4xFmlqH8lkOB5AfanXhXWCgoJ0++2364EHHpDdbtfdd9+te+65p8bpXgAAAADczDAcjyFDpNhYd1cDb5OfL6vVpuQodxfifaLDpGnXSQEmQh7Uv8tao+dSjR07VkOHDnU+Dw0NbYjLAAAAALhajOzBVTCfPKGerSO0fhdpxaVqESI9miaFBEhm9jRCA2iQt1WTJk3Url0756NFixYNcRkAAAAA9eH8kT1xce6uBt4kN1ctmhhq09TdhXiHqDBpRj+pWRAhDxoOby0AAAAAv4Y9gwcT9uDS7dolm82u5Gh3F+L54sKlJ/pJ4cGEPGhYvL0AAAAAOJwf9nTq5O5q4A3Ky2WUnVWPaLu7K/FoSZHSH/syXQuNg7cYAAAAgF9VhT2/+52UnOzuauAFjEOHFN9CCg10dyWe6bp20kN9HAEPIQ8aA28zAAAAAK6qFmhOS5Ouu869tcDz7dghk2EoKdLdhXieIZ2ke1MlQ+yuhcZD0AMAAACgdsnJ0qBBkolfHVCL48dlrahUCtO3nAxJmYnS7d1+eU7Ig0bEd2sAAAAAtTMMx3o9N98sBTI3BzUz/3xMyVGMWpGkAJM0sZc0qKO7K4G/IugBAAAAUDfDkFq3loYPl0JD3V0NPNHevWoSaKhjc3cX4l4hAdLDfaRebRjFA/ch6AEAAABwcSaT1Ly5dPvtUjR7aeMC+/bJ6ufbrFuCpRl9pd9EMLIJ7kXQAwAAAODSmExScLB0yy1S167urgYexlRaop5+uk5PXLj0VH+pdVN21oL78RYEAAAAcOlMJseclPR0qX9/FmmGk5GXpzbNDEU0cXcljWtgB+nxfo4RPYQ88AQe9zY8cOCA7r33XvXs2VP9+vXTggULVF5eftHj7Ha7VqxYoRtuuEEpKSkaPXq0vv32W5c+27ZtU0JCQrXHtGnTGuhuAAAAAB9UtfhIt26O0T1N/Ow3e9Rsxw7Z7XYlR7m7kMbRJECa8ltpTHdHwEPIA08R4O4CzldcXKxx48apQ4cOys7OVmFhoebNm6eysjI988wzdR67cuVKPf/885o+fboSEhL08ssva8KECcrJyVFMTIxL33//939XfHy883mLFi0a5H4AAAAAn2YYUmSkY92ejRulY8fcXRHc6cwZ2c+Vq0d0kD7K9+1FauLCpft/K4UHu7sSoDqPCnrWr1+v06dPa8mSJWrevLkkyWq1atasWcrKylJ0LYu+nTt3TsuXL9eECRM0fvx4SVLv3r110003adWqVZo5c6ZL/86dOys5ObkB7wQAAADwEyaTFBLi2JHriy+k7dvdXRHcyPTTESXExinILJVb3V1NwxjYQRqV6Pg7o3jgiTzqbbllyxalpaU5Qx5JysjIkM1m0yeffFLrcV9//bVOnTqljIwMZ1tQUJAGDx6sLVu2NGTJAAAAAEwmx+O666ShQ5nK5c927VKAyVDXlu4upP6FBEhZvZmqBc/nUW/N3NxclylVkmSxWBQZGanc3Nw6j5NU7dhOnTrp8OHDKisrc2mfPHmyunXrpvT0dM2fP7/a6wAAAACuUJs2UmamFBvr7krgDgUFslbafG6b9dhw6Zl0qYeP3Rd8k0dN3SopKZHFYqnWHh4eruLi4jqPCwoKUnCw6wRJi8Uiu92u4uJihYSEqFmzZpo4caKuueYaBQcH6/PPP9fq1auVm5ur5cuXX1Xthm9PQa3G3+4XrgyD94C/cPk8+/Pn3A/v3fjlP3ytA7hsJpMUFCTddJO0a5f0+eeS1Ufn8KBG5pNF6tm6pV7e4Rs/RG7oIGUyVQtexKOCnoaWmJioxMRE5/O0tDRFRUVp9uzZ2r59u1JSUq7ovIYhBQaa66tMr2AyGZLd6vgFwDe+f18y45ffehx/2t1bTGP75fMdEGByvAfg80wmQ5WGf4Z7hvz3a93w0691f3uPAw3q/F252rWT3n9fKipyb01oPN9/L0taK7W3SIdK3F3MlWsWJN2ZLPVq4+5KgMvjUUGPxWJRaWlptfbi4mKFh4fXeVx5ebnOnTvnMqqnpKREhmHUeWxGRoZmz56tnTt3XnHQY7dLFRX+9a8UZrNJMjnu3c9+/5Hjhg3Z7XbH/fsTu2TYpUqrTVarzd3VoBGYzSYpyCS7Xf73fj//a93dpTSyqu/tlZX+9bXuf+9xoBGYTJLFIo0YIX3zjeNh85/vK37ru+9kvfY6JUcZXhn0GJL6x0q3d5OC/Ovf8+EjPCroiY+Pr7YWT2lpqY4dO1Zt/Z0Lj5OkgwcPqmvXrs723NxctW3bViEhIQ1T8Hn87X8O/e1+4co/f+n3Ty6fZ3/7nJ8/usPf7l2/3DJf6wDqg+mXuS69eknx8dKHH7INu6+rrJTpzGn1bB2md/d713DJts2ke1Kkji0cPwMZ7Qlv5FEzDNPT0/Xpp5+qpOTX2Pe9996TyWRSv379aj2uV69eatq0qd59911nW0VFhTZt2qT09PQ6r/n2229LEtutAwAAAA3JMKTwcOm226S0NCnAo/7NGfXMOHRIceFS0yB3V3JpgszSiG7S0+mOhZclQh54L4/67jpmzBi99NJLevDBB5WVlaXCwkItWLBAY8aMUXT0r8ubjxs3TocPH9bmzZslScHBwcrKylJ2drYiIiLUpUsXrVu3TidPntR9993nPG769OmKi4tTYmKiczHmNWvW6MYbbyToAQAAABpa1eiepCTH6J6PP5Z++MG9NaFh7Ngho2tXdY+UPi9wdzF1S46S7kqWwkMkkx+uQQrf41FBT3h4uP77v/9bc+bM0YMPPqiwsDCNHDlS06ZNc+lns9lkvWDl/kmTJslut2v16tUqKipSt27dtGrVKsXExDj7dO7cWRs2bNDq1atVUVGhdu3a6f7779fkyZMb5f4AAAAAyBH4NGni2JkrL8+xM1eJFy7mgtqdOCFreYVSogP0eYFnJifNQ6QxSVJqG8lm/yXkAXyAYbcz+/5qWa02FRWddncZjcpsNincbJVt3TrpuH/toGAYUoDZpEqrzf/WrmgZIdMdd6jYavarBVr9mdlsksIC9EL+fh09d87d5TQqw5DMASZZK/3vaz0qOFgPxP1GOl3pV1/rERFhjvc8gMZVtTjzjh2OxZrLy91bD+rP0KE6F91Wj2w0ZPOgn6UmQxrYQbqtq2Q22DIdvsejRvQAAAAA8DNV07mSk6WuXaUvvpD27GE1eF+wZ4+C27XTbyKkfcfdXYxDh+bS3clSe4vjOevwwBeRXQIAAABwP5NJCgqSBgyQRo2S2rVzd0W4WgcOyGq1KyXK3YVIMRbpwWukJ/s7dtYyDEIe+C5G9AAAAADwDFW/eVss0tCh0o8/Sl9+Kf38s3vrwhUzl5xUj9bN9fp37klV2lukW7tIPVpLVbORmaoFX0fQAwAAAMCzVE3natdOiolx7Mz1z39Kx465ty5cvoMHFdWrlyJDpWNnGu+y7ZtJtyRIPQl44IcIegAAAAB4pqrAp317KTaWwMcb7dwpW2qqkqMNfXCw4S/XtpljBE9qGwIe+C+CHgAAAACe7cLA58cfpa++IvDxBmVlUtk59YgO1gcHG276Vttm0rAuUm8CHoCgBwAAAICXuHBK1+HDjm3Zf/iBXbo8mOnIYXXu0FHBZumctX7P3abprwFP1RbuBDzwdwQ9AAAAALxLVeDTurXUtq1UWirt3OnYlr2iwr21obqdO2WOj1dipPTNT1d/OrPhWFw5PVbq2soR8BiGox0AQQ8AAAAAb1UV+DRtKl13nXTNNY6wZ+dOqaTEvbXhVz/9JGulVclR5qsKeqLCpP6xUv8YKSzIMUWLgAeojqAHAAAAgHer2pY9IEBKTJS6d3es47Nnj5SfL9ls7q0PMhcdV4/WkTK2G7qcSXYBJim1tXR9nNS5pSPcqZqaxRQtoGYEPQAAAAB8x4Xr+JSXS99/L+3bx+LN7rRvn5r2j1JsuJRffPHubZo6Ru/0jZFCA1lgGbgcBD0AAAAAfE9V4BMUJHXrJiUlScXFjlE+338vnTnj3vr8zZ49svbtp5Roo9agJ9A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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "На основе данных выявлена значительная разница в уровне оттока между мужчинами и женщинами:\n", "\n", "**Высокий уровень оттока:**\n", "\n", "> Мужчины: 25,1% оттока - каждый четвертый клиент прекращает сотрудничество\n", "\n", "> Показатель превышает средний уровень оттока по банку на 23%\n", "\n", "**Стабильный сегмент:**\n", "\n", "> Женщины: 16,5% оттока - демонстрируют высокую лояльность\n", "\n", "> Уровень оттока значительно ниже среднего по банку\n", "\n", "**Структура клиентской базы:**\n", "> Распределение между мужчинами и женщинами неравномерное:\n", "\n", "> Мужчины: 54,6% клиентской базы\n", "\n", "> Женщины: 45,4% клиентской базы\n", "\n", "**Ключевые выводы:**\n", "\n", "1. Разрыв в оттоке между мужчинами и женщинами составляет **8,6** процентных пунктов\n", "2. Мужчины уходят **в 1,5 раза** чаще женщин\n", "3. Мужчины составляют большинство клиентской базы **(54,6%)**, что усиливает влияние их оттока на общие показатели банка" ], "metadata": { "id": "YSeK-4XDMMO4" } }, { "cell_type": "markdown", "source": [ "### 5.5. Общий вывод по исследовательскому анализу оттока клиентов:\n", "\n" ], "metadata": { "id": "I5fFDp-UNx8v" } }, { "cell_type": "markdown", "source": [ "На основе комплексного анализа выявлены ключевые драйверы оттока, требующие первоочередного внимания:\n", "\n", "**Критические факторы:**\n", "\n", "> **География:** Отток в Германии **(32.4%)** вдвое превышает показатели Франции и Испании\n", "\n", "> **Активность:** Неактивные клиенты уходят в 1.9 раза чаще активных **(26.9% vs 14.3%)**\n", "\n", "> **Продуктовая корзина:** Клиенты с 3-4 продуктами демонстрируют аномально высокий отток **(83-100%)**\n", "\n", "\n", "**Стабильные сегменты:**\n", "\n", "> Клиенты с 2 продуктами **(7.6% оттока)**\n", "\n", "> Активные клиенты **(14.3% оттока)**\n", "\n", "> Женщины **(16.5% оттока)**\n", "\n", "**Незначимые факторы:**\n", "\n", "> Тип карты (разница в оттоке менее 2.5%)\n", "\n", "> Наличие кредитной карты\n", "\n", "**Приоритетные действия:**\n", "\n", "1. Срочно исследовать причины катастрофического оттока много продуктовых клиентов\n", "2. Разработать целевую программу лояльности для немецкого региона\n", "3. Запустить компанию по реактивации неактивных клиентов\n", "4. Сфокусироваться на клиентах с 1 продуктом для доведения до оптимальной продуктовой корзины (2 продукта)\n", "\n", "Данные выводы позволяют целенаправленно распределить ресурсы на наиболее проблемные сегменты и существенно снизить общий уровень оттока.\n" ], "metadata": { "id": "jH96hp9TOIif" } }, { "cell_type": "markdown", "source": [ "## Блок 6. Статистическая проверка гипотез" ], "metadata": { "id": "XPPjzTXQ2yiw" } }, { "cell_type": "markdown", "source": [ "### 6.1. Проверка значимости основных факторов оттока" ], "metadata": { "id": "1FYoBmRo22_z" } }, { "cell_type": "code", "source": [ "alpha = 0.05\n", "print(f\" Уровень значимости: α = {alpha}\")\n", "print()\n" ], "metadata": { "id": "lq4itT2cGRUV", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "01c66014-3895-4c17-a670-35d43c900489" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Уровень значимости: α = 0.05\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "#### 6.1.1. ГИПОТЕЗА 1: Возраст значимо влияет на отток клиентов\n" ], "metadata": { "id": "WZHEFhEZsB8Y" } }, { "cell_type": "markdown", "source": [ "1. Формулировка гипотез" ], "metadata": { "id": "bFhrsbb9Zwas" } }, { "cell_type": "markdown", "source": [ "* **H0**: Возраст ушедших и оставшихся клиентов **не различается**\n", "* **H1**: Возраст ушедших и оставшихся клиентов **различается**" ], "metadata": { "id": "qJTU8xFgZD7y" } }, { "cell_type": "markdown", "source": [ "2. Базовая статистика и проверка размеров выборок:" ], "metadata": { "id": "csh1vZvvHgqh" } }, { "cell_type": "code", "source": [ "age_churn = df[df['exited'] == 1]['age']\n", "age_no_churn = df[df['exited'] == 0]['age']" ], "metadata": { "id": "XPC0DDP4sOZ0" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "3. Выравнивание выборок (семплирование):" ], "metadata": { "id": "lH_rYezoHlDd" } }, { "cell_type": "code", "source": [ "# Берем меньшую выборку как эталон размера\n", "sample_size = min(len(age_churn), len(age_no_churn))\n", "print(f\"Размер сбалансированных выборок для теста: n = {sample_size}\")\n", "\n", "# Случайно отбираем наблюдения из большей группы\n", "age_churn_balanced = age_churn.sample(n=sample_size, random_state=42)\n", "age_no_churn_balanced = age_no_churn.sample(n=sample_size, random_state=42)" ], "metadata": { "id": "ZHha0_2csc1w", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "616143d1-e9b8-454d-a0a3-43d06dd48860" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Размер сбалансированных выборок для теста: n = 2038\n" ] } ] }, { "cell_type": "markdown", "source": [ "4. Визуализация распределений сбалансированных выборок:" ], "metadata": { "id": "6MJuiKrlHo0R" } }, { "cell_type": "code", "source": [ "print(\"\\nВизуализация распределений сбалансированных выборок:\")\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Гистограммы с кривыми плотности\n", "sns.histplot(age_churn_balanced, kde=True, ax=ax1, color='red', alpha=0.6)\n", "ax1.set_title('Ушедшие клиенты\\n(сбалансированная выборка)')\n", "ax1.set_xlabel('Возраст')\n", "\n", "sns.histplot(age_no_churn_balanced, kde=True, ax=ax2, color='green', alpha=0.6)\n", "ax2.set_title('Оставшиеся клиенты\\n(сбалансированная выборка)')\n", "ax2.set_xlabel('Возраст')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "id": "n123CtLaskRn", "colab": { "base_uri": "https://localhost:8080/", "height": 536 }, "outputId": "e79f482b-e594-4a0e-911c-e38750e36a71" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Визуализация распределений сбалансированных выборок:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "При визуальном анализе распределения признака в сбалансированных выборках было выявлено, что распределение **в группе ушедших клиентов приближается к нормальному**, в то время как **в группе лояльных клиентов наблюдается существенное отклонение от нормальности**. Для объективной проверки этого наблюдения и корректного выбора статистического критерия требуется проведение формального теста на нормальность **(тест Шапиро-Уилка)**." ], "metadata": { "id": "9BhPLwiEd9dx" } }, { "cell_type": "markdown", "source": [ "5. Проверка нормальности распределения (тест Шапиро-Уилка):" ], "metadata": { "id": "rqfVojwzdst5" } }, { "cell_type": "code", "source": [ "_, p_churn = shapiro(age_churn_balanced)\n", "_, p_no_churn = shapiro(age_no_churn_balanced)\n", "\n", "print(f\"Ушедшие: p-value = {p_churn:.6f} {'(нормальное)' if p_churn > alpha else '(не нормальное)'}\")\n", "print(f\"Оставшиеся: p-value = {p_no_churn:.6f} {'(нормальное)' if p_no_churn > alpha else '(не нормальное)'}\")" ], "metadata": { "id": "p6NFsxindpd8", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b0fb302a-ba16-4b88-bf73-a0f2e1096e71" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Ушедшие: p-value = 0.005777 (не нормальное)\n", "Оставшиеся: p-value = 0.000000 (не нормальное)\n" ] } ] }, { "cell_type": "markdown", "source": [ "Проверка распределения данных, включающая визуальный анализ и формальный тест Шапиро-Уилка, показала, что ни в одной из анализируемых групп распределение не соответствует **нормальному**. В связи с нарушением ключевого допущения для параметрических тестов, для сравнения групп был применен непараметрический **U-критерий Манна-Уитни:**\n", "\n", "\n", "\n" ], "metadata": { "id": "hAlAdp6ZcLb0" } }, { "cell_type": "markdown", "source": [ "6. U-тест Манна-Уитни" ], "metadata": { "id": "x7wp96CQYK-Q" } }, { "cell_type": "code", "source": [ "test_stat, p_value = mannwhitneyu(age_churn_balanced, age_no_churn_balanced)\n", "\n", "print(f\"\\nРезультат (U-тест Манна-Уитни):\")\n", "print(f\"Статистика = {test_stat:.4f}, p-value = {p_value:.6f}\")" ], "metadata": { "id": "q1CwvonBtRZc", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "00b49693-79b5-4a5b-dd5b-eac002acb75e" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Результат (U-тест Манна-Уитни):\n", "Статистика = 3063706.0000, p-value = 0.000000\n" ] } ] }, { "cell_type": "markdown", "source": [ "Результаты сравнения групп\n", "* **Метод анализа:** Для сравнения двух групп был применен **U-тест Манна-Уитни** — надежный статистический метод, который не требует от данных строгого соответствия \"нормальному\" распределению.\n", "\n", "* **Ключевой результат:** Наблюдается статистически значимое различие между группами.\n", "\n", "Объяснение:\n", "\n", "* Значение **p-value практически равно нулю**. На практике это означает, что вероятность того, что обнаруженное различие между группами является случайным, чрезвычайно мала.\n", "\n", "* Мы с высокой степенью уверенности можем утверждать, что выявленное различие является реальным и системным, а не следствием случайных колебаний в данных.\n", "\n", "**Вывод:** Полученные данные предоставляют веские основания считать, что показатели в одной группе достоверно отличаются от показателей в другой." ], "metadata": { "id": "aP3_Ez_6f9R6" } }, { "cell_type": "markdown", "source": [ "7. Интерпритация результатов:" ], "metadata": { "id": "IM6jeeoPH4je" } }, { "cell_type": "code", "source": [ "if p_value < alpha:\n", " print(f\" ОТКЛОНЯЕМ H0, возраст значимо влияет на отток (p < {alpha})\")\n", " print(f\" Ушедшие клиенты в среднем на {age_churn_balanced.mean() - age_no_churn_balanced.mean():.1f} лет старше\")\n", " print(f\" Медианный возраст: ушедшие = {age_churn_balanced.median():.1f} лет, оставшиеся = {age_no_churn_balanced.median():.1f} лет\")\n", "else:\n", " print(f\" НЕ ОТКЛОНЯЕМ H0, статистически значимого влияния возраста на отток не обнаружено\")\n", "\n", "print(\"-\" * 60)" ], "metadata": { "id": "Cp8dFt5etfDG", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e1214942-43b4-40e6-88fc-7632c7cc0a1b" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " ОТКЛОНЯЕМ H0, возраст значимо влияет на отток (p < 0.05)\n", " Ушедшие клиенты в среднем на 7.7 лет старше\n", " Медианный возраст: ушедшие = 45.0 лет, оставшиеся = 36.0 лет\n", "------------------------------------------------------------\n" ] } ] }, { "cell_type": "markdown", "source": [ "8. Вывод по влиянию возраста на отток клиентов\n", "\n", "**Статистический вывод:**\n", "* На основании результатов теста **отвергается нулевая гипотеза (H0)** о том, что возраст не влияет на отток клиентов. Вместо этого подтверждается, что влияние является статистически значимым (p < 0.05).\n", "\n", "**Практическая интерпретация:**\n", "\n", "- Ушедшие клиенты в среднем значительно старше тех, кто остался.\n", "\n", "- Типичный (медианный) возраст ушедшего клиента составляет **45 лет**, в то время как типичный возраст лояльного клиента — **36 лет**.\n", "\n", "- В среднем, разница в возрасте между этими группами достигает **7.7 лет**.\n", "\n", "---\n", "\n", "\n", "\n", "**Заключение:** Возраст является важным фактором, связанным с оттоком, и клиенты старшей возрастной категории демонстрируют более высокую склонность к уходу." ], "metadata": { "id": "Xzv29_9mg1Wl" } }, { "cell_type": "markdown", "source": [ "#### 6.1.2. ГИПОТЕЗА 2: Баланс на счете значимо влияет на отток\n", "\n" ], "metadata": { "id": "EaPAOm4JSD0a" } }, { "cell_type": "markdown", "source": [ "1. Формулировка гипотез\n", "* **H0:** Баланс на счете ушедших и оставшихся клиентов **не различается**\n", "* **H1:** Баланс на счете ушедших и оставшихся клиентов **различается**" ], "metadata": { "id": "BXDjVJi_Y5JI" } }, { "cell_type": "markdown", "source": [ "2. Базовая статистика и проверка размеров выборок:" ], "metadata": { "id": "abNJ-j0kSp3F" } }, { "cell_type": "code", "source": [ "balance_churn = df[df['exited'] == 1]['balance']\n", "balance_no_churn = df[df['exited'] == 0]['balance']" ], "metadata": { "id": "ObVFB1jWsOSC" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "3. Выравнивание выборок (семплирование):" ], "metadata": { "id": "GKV1cTkjS3ML" } }, { "cell_type": "code", "source": [ "# Берем меньшую выборку как эталон размера\n", "sample_size = min(len(balance_churn), len(balance_no_churn))\n", "print(f\"Размер сбалансированных выборок для теста: n = {sample_size}\")\n", "\n", "# Случайно отбираем наблюдения из большей группы\n", "balance_churn_balanced = balance_churn.sample(n=sample_size, random_state=42)\n", "balance_no_churn_balanced = balance_no_churn.sample(n=sample_size, random_state=42)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1tdtVgYzS6bM", "outputId": "b513e298-a117-44ba-cd57-1be12e5373d2" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Размер сбалансированных выборок для теста: n = 2038\n" ] } ] }, { "cell_type": "markdown", "source": [ "4. Визуализация распределений сбалансированных выборок:" ], "metadata": { "id": "UEIMHGfkTRhK" } }, { "cell_type": "code", "source": [ "print(\"\\nВизуализация распределений сбалансированных выборок:\")\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Гистограммы с кривыми плотности\n", "sns.histplot(balance_churn_balanced, kde=True, ax=ax1, color='red', alpha=0.6)\n", "ax1.set_title('Ушедшие клиенты\\n(сбалансированная выборка)')\n", "ax1.set_xlabel('Баланс')\n", "\n", "sns.histplot(balance_no_churn_balanced, kde=True, ax=ax2, color='green', alpha=0.6)\n", "ax2.set_title('Оставшиеся клиенты\\n(сбалансированная выборка)')\n", "ax2.set_xlabel('Баланс')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 536 }, "id": "UpJBe-uWSCy_", "outputId": "de8e45f7-05ad-4762-eb47-c6e7d3ca1925" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Визуализация распределений сбалансированных выборок:\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**Обоснование выбора статистического метода**\n", "\n", "Визуальный анализ распределения баланса клиентов в сбалансированных выборках выявил явные признаки ненормального распределения в обеих группах. На гистограммах наблюдается ярко выраженная бимодальность (\"двугорбость\") и существенная асимметрия, что категорически исключает возможность применения параметрических тестов, требующих нормальности данных.\n", "\n", "В связи с однозначным нарушением ключевого статистического допущения, для сравнения групп **был применен непараметрический U-критерий Манна-Уитни**, который не требует нормальности распределения и устойчив к особенностям формы распределения." ], "metadata": { "id": "t5xe5lyoUbUs" } }, { "cell_type": "markdown", "source": [ "5. U-тест Манна-Уитни" ], "metadata": { "id": "Xb5_2P2kYkR1" } }, { "cell_type": "code", "source": [ "test_stat, p_value = mannwhitneyu(balance_churn_balanced, balance_no_churn_balanced)\n", "test_name = \"U-тест Манна-Уитни\"\n", "\n", "print(f\"\\nРезультат ({test_name}):\")\n", "print(f\"Статистика = {test_stat:.4f}, p-value = {p_value:.6f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "h0bK_QcnVIvh", "outputId": "fb87643a-ad81-4d00-d2f3-b26a9cb12b84" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Результат (U-тест Манна-Уитни):\n", "Статистика = 2420329.0000, p-value = 0.000000\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Результаты сравнения балансов клиентов**\n", "\n", "* Метод: U-тест Манна-Уитни (распределение **не нормальное**)\n", "\n", "* Результат: Статистически значимые различия в балансах между группами\n", "\n", "* Достоверность: **p < 0.001** - различия не случайны\n", "\n", "* Вывод: Размер баланса **является значимым фактором** оттока клиентов" ], "metadata": { "id": "CB8zfmW7XCj2" } }, { "cell_type": "markdown", "source": [ "6. ИНТЕРПРЕТАЦИЯ РЕЗУЛЬТАТОВ" ], "metadata": { "id": "Xjrgz_WXYoWK" } }, { "cell_type": "code", "source": [ "print(f\"\\nОписательная статистика по сбалансированным выборкам:\")\n", "print(f\"Ушедшие: ср.баланс = {balance_churn_balanced.mean():.0f} ± {balance_churn_balanced.std():.0f}\")\n", "print(f\"Оставшиеся: ср.баланс = {balance_no_churn_balanced.mean():.0f} ± {balance_no_churn_balanced.std():.0f}\")\n", "print(f\"Медианный баланс: ушедшие = {balance_churn_balanced.median():.0f}, оставшиеся = {balance_no_churn_balanced.median():.0f}\")\n", "print(f\"Разница в среднем: {balance_churn_balanced.mean() - balance_no_churn_balanced.mean():.0f}\")\n", "\n", "if p_value < alpha:\n", " print(f\"\\n ОТКЛОНЯЕМ H0, баланс значимо влияет на отток (p < {alpha})\")\n", " print(f\" Распределение баланса значимо различается между группами\")\n", "else:\n", " print(f\"\\n НЕ ОТКЛОНЯЕМ H0, статистически значимого влияния баланса на отток не обнаружено\")\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dsc-Ni9xVitW", "outputId": "70837ca6-b889-44e2-8f5a-46a8bbccfa78" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Описательная статистика по сбалансированным выборкам:\n", "Ушедшие: ср.баланс = 91109 ± 58346\n", "Оставшиеся: ср.баланс = 72161 ± 62352\n", "Медианный баланс: ушедшие = 109344, оставшиеся = 90364\n", "Разница в среднем: 18948\n", "\n", " ОТКЛОНЯЕМ H0, баланс значимо влияет на отток (p < 0.05)\n", " Распределение баланса значимо различается между группами\n" ] } ] }, { "cell_type": "markdown", "source": [ "7. Вывод по влиянию баланса на отток клиентов\n", "\n", "**Статистический анализ:**\n", "\n", "* Распределение балансов значимо отличается между группами (p < 0.001)\n", "\n", "* Нулевая гипотеза **(H0)** об отсутствии различий **отклоняется**\n", "\n", "**Финансовые показатели:**\n", "\n", "* Средний баланс ушедших клиентов: 91 109 ± 58 346\n", "\n", "* Средний баланс оставшихся клиентов: 72 161 ± 62 352\n", "\n", "* Разница в средних балансах: 18 948\n", "\n", "* Медианный баланс: 109 344 (ушедшие) vs 90 364 (оставшиеся)\n", "\n", "\n", "---\n", "\n", "\n", "**Заключение:**\n", "\n", "Размер баланса является статистически значимым фактором оттока. Клиенты с более высокими остатками на счетах демонстрируют повышенную склонность к уходу из банка." ], "metadata": { "id": "EU-DOjTpXoPA" } }, { "cell_type": "markdown", "source": [ "### 6.2. Результаты статистического анализа оттока клиентов:" ], "metadata": { "id": "mngmSkWB7LiS" } }, { "cell_type": "markdown", "source": [ "**Ключевые факторы оттока (статистически подтверждены):**\n", "\n", "**1. Возраст (p < 0.001)**\n", "\n", "> Ушедшие клиенты старше: 45 лет vs 36 лет (медиана)\n", "\n", "> Разница: 7.7 лет\n", "\n", "**2. Размер баланса (p < 0.001)**\n", "\n", "> Ушедшие клиенты богаче: 109,344 vs 90,364 (медиана)\n", "\n", "> Разница: +19,000\n", "\n", "**Рекомендации для удержания клиентов:**\n", "\n", "**Срочные меры:**\n", "\n", "1. Разработать персональные предложения для клиентов 40+ лет с высоким балансом\n", "\n", "2. Внедрить программу \"премиум-обслуживания\" для состоятельных клиентов\n", "\n", "3. Назначить персональных менеджеров для клиентов с балансом от 100,000+\n", "\n", "**Стратегические инициативы:**\n", "\n", "* Сегментировать клиентскую базу по возрасту и размеру баланса\n", "\n", "* Создать систему раннего оповещения о риске ухода VIP-клиентов\n", "\n", "* Разработать программу лояльности для клиентов старше 40 лет\n", "\n", "**ПРИОРИТЕТ:** Сфокусироваться на удержании клиентов **\"золотого возраста\" (40+ лет) с высоким уровнем доходов** - именно эта группа демонстрирует наибольший отток." ], "metadata": { "id": "NElCzM-q9UNC" } }, { "cell_type": "markdown", "source": [ "## Блок 7. Матрица корреляций" ], "metadata": { "id": "tKW96ZLcGJRF" } }, { "cell_type": "code", "source": [ "cor = df_encoded.select_dtypes(include=['number']).corr()\n", "\n", "fig, ax = plt.subplots(figsize=(12, 7), dpi= 90)\n", "sns.heatmap(cor, annot=True, fmt=\".2f\", cmap='YlOrRd', center=0)\n", "plt.title('Матрица корреляций', fontsize=20)\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 632 }, "id": "PW8K6zXjGJ0C", "outputId": "213e8d7a-6349-4122-9223-36d0a068e8f0" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Матрица корреляций выявила **критическое** наблюдение, complain и exited имеют корреляцию 1.00 - **ПОЛНАЯ УТЕЧКА ДАННЫХ**\n", "\n", "*Колонка complain должна быть немедленно удалена!*\n" ], "metadata": { "id": "0nyOG67dGk9j" } }, { "cell_type": "markdown", "source": [ "## Блок 8. Прогнозная модель оттока" ], "metadata": { "id": "TaADvlg_AS-n" } }, { "cell_type": "markdown", "source": [ "### 8.1. Построение и оценка модели логистической регрессии" ], "metadata": { "id": "yIkmAn5IAVYo" } }, { "cell_type": "code", "source": [ "# Удаляем колонку complain\n", "df = df.drop('complain', axis=1)\n", "\n", "# Подготовка данных - берем только числовые колонки\n", "X = df.drop('exited', axis=1).select_dtypes(include=[np.number])\n", "y = df['exited']\n", "\n", "print(f\"Размерность данных: X {X.shape}, y {y.shape}\")\n", "\n", "# Разделение данных\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n" ], "metadata": { "id": "FwyZeu8Ek8p6", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "779ad471-383a-43cd-c2f9-7ec8f6f71b4e" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Размерность данных: X (10000, 10), y (10000,)\n" ] } ] }, { "cell_type": "code", "source": [ "# МАСШТАБИРУЕМ данные для улучшения сходимости\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n" ], "metadata": { "id": "l_yo39dWNlxx" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Обучение модели\n", "model = LogisticRegression(max_iter=1000, random_state=0)\n", "model.fit(X_train_scaled, y_train)\n", "\n" ], "metadata": { "id": "ENVy5-yxO3GT", "colab": { "base_uri": "https://localhost:8080/", "height": 80 }, "outputId": "2e238c34-09e7-4845-ea1e-3f486a0d0ca9" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "LogisticRegression(max_iter=1000, random_state=0)" ], "text/html": [ "

LogisticRegression(max_iter=1000, random_state=0)

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" ] }, "metadata": {}, "execution_count": 37 } ] }, { "cell_type": "code", "source": [ "# Получаем предсказания модели\n", "predictions = model.predict(X_test_scaled)\n", "probabilities = model.predict_proba(X_test_scaled)[:, 1]" ], "metadata": { "id": "P14_NW_W8gU_" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Сначала accuracy по частям\n", "print(\"\\n• ACCURACY:\")\n", "train_acc = accuracy_score(y_train, model.predict(X_train_scaled))\n", "test_acc = accuracy_score(y_test, predictions)\n", "print(f\" Тренировочные данные: {train_acc:.3f} ({train_acc:.1%})\")\n", "print(f\" Тестовые данные: {test_acc:.3f} ({test_acc:.1%})\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-h2IXSrv9vcq", "outputId": "77a1a0e7-6196-47bb-f9eb-780591b30aea" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "• ACCURACY:\n", " Тренировочные данные: 0.807 (80.7%)\n", " Тестовые данные: 0.803 (80.3%)\n" ] } ] }, { "cell_type": "code", "source": [ "# Затем все метрики на тренировочных данных\n", "print(f\"\\n• Метрики на тренировочных данных:\")\n", "print(classification_report(y_train, model.predict(X_train_scaled), target_names=['Остался', 'Ушел']))\n", "cm_train = confusion_matrix(y_train, model.predict(X_train_scaled))\n", "print(f\"Confusion matrix (train):\")\n", "print(f\"{cm_train}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EhYpHq0_AQ30", "outputId": "573a5346-085d-47cd-eddf-c197e8e0f79a" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "• Метрики на тренировочных данных:\n", " precision recall f1-score support\n", "\n", " Остался 0.82 0.97 0.89 6367\n", " Ушел 0.60 0.17 0.26 1633\n", "\n", " accuracy 0.81 8000\n", " macro avg 0.71 0.57 0.58 8000\n", "weighted avg 0.77 0.81 0.76 8000\n", "\n", "Confusion matrix (train):\n", "[[6184 183]\n", " [1360 273]]\n" ] } ] }, { "cell_type": "code", "source": [ "# Теперь все метрики на тестовых данных\n", "print(f\"\\n• Метрики на тестовых данных:\")\n", "print(classification_report(y_test, predictions, target_names=['Остался', 'Ушел']))\n", "cm_test = confusion_matrix(y_test, predictions)\n", "print(f\"Confusion matrix (test):\")\n", "print(f\" {cm_test}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ssD3GVIlAXbW", "outputId": "7064381e-2030-4f2c-e519-b52a1a026fc3" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "• Метрики на тестовых данных:\n", " precision recall f1-score support\n", "\n", " Остался 0.82 0.97 0.89 1595\n", " Ушел 0.55 0.15 0.24 405\n", "\n", " accuracy 0.80 2000\n", " macro avg 0.69 0.56 0.56 2000\n", "weighted avg 0.76 0.80 0.76 2000\n", "\n", "Confusion matrix (test):\n", " [[1546 49]\n", " [ 344 61]]\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Результаты оценки модели:**\n", "\n", "| Метрика | Значение|\n", "|:------------------|---------:|\n", "| ACCURACY | 80.3% |\n", "\n", "**Отчет по классификации:**\n", "| Класс | Precision | Recall | F1-Score | Support |\n", "|:---------|---------:|-------:|---------:|--------:|\n", "| Остался | 0.82 | 0.97 | 0.89 | 1595 |\n", "| Ушел | 0.55 | 0.15 | 0.24 | 405 |\n", "| Accuracy | - | - | 0.80 | 2000 |\n", "| Среднее арифметическое | 0.69 | 0.56 | 0.56 | 2000 |\n", "| Взвешенное среднее | 0.76 | 0.80 | 0.76 | 2000 |\n", "\n", "\n", "\n", "**Матрица ошибок:**\n", "| Факт: | Прогноз: Остался | Прогноз: Ушел |\n", "|----------|------------------:|---------------:|\n", "| Остался | 1546 (TN) | 49 (FP) |\n", "| Ушел | 344 (FN) | 61 (TP) |\n" ], "metadata": { "id": "xdEXkgtZdU9l" } }, { "cell_type": "markdown", "source": [ "\n", "**Модель работает стабильно** - нет переобучения **(80.7% train vs 80.3% test)**.\n", "\n", "**Ключевые наблюдения:**\n", "1. **Сбалансированность:** Модель одинаково работает на train и test данных\n", "2. **Проблема с классом \"Ушел\":** Очень низкий recall (0.17 на train, 0.15 на test)\n", "3. **Матрицы ошибок:** Модель пропускает много ушедших клиентов (1360 на train, 344 на test)\n", "\n", "**Вывод:** Модель хорошо предсказывает класс \"Остался\", но плохо обнаруживает уходящих клиентов.\n", " > *Это типично для несбалансированных данных.*" ], "metadata": { "id": "mNVUbs8TJzpa" } }, { "cell_type": "markdown", "source": [ "### 8.2. Визуализация Confusion Matrix" ], "metadata": { "id": "KryWds4TP91O" } }, { "cell_type": "code", "source": [ "plt.figure(figsize=(8, 6))\n", "sns.heatmap(cm_test, annot=True, fmt='d', cmap='YlOrRd',\n", " xticklabels=['Предсказано: Остался', 'Предсказано: Ушел'],\n", " yticklabels=['Факт: Остался', 'Факт: Ушел'])\n", "plt.title('Confusion Matrix - Матрица ошибок')\n", "plt.ylabel('Фактические значения')\n", "plt.xlabel('Предсказанные значения')\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "id": "IkjZHBXqK6-_", "colab": { "base_uri": "https://localhost:8080/", "height": 601 }, "outputId": "6efb92e4-3249-43e1-fc51-4a59a259e689" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "

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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### 8.3. Интерпретация результатов" ], "metadata": { "id": "DJf9NV7-QEmO" } }, { "cell_type": "code", "source": [ "tn, fp, fn, tp = cm_test.ravel()\n", "\n", "print(\"АНАЛИЗ РЕЗУЛЬТАТОВ:\")\n", "print(f\"• Accuracy: {test_acc:.1%} - доля правильных прогнозов\")\n", "print(f\"• Правильно предсказали 'остался': {tn} клиентов\")\n", "print(f\"• Правильно предсказали 'ушел': {tp} клиентов\")\n", "print(f\"• Ошибочно предсказали 'ушел': {fp} клиентов\")\n", "print(f\"• Пропустили ушедших: {fn} клиентов\")\n", "\n" ], "metadata": { "id": "IQO4a6sMLLxI", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "bb9b324e-26a0-4718-83d1-fcc56f9b83b3" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "АНАЛИЗ РЕЗУЛЬТАТОВ:\n", "• Accuracy: 80.3% - доля правильных прогнозов\n", "• Правильно предсказали 'остался': 1546 клиентов\n", "• Правильно предсказали 'ушел': 61 клиентов\n", "• Ошибочно предсказали 'ушел': 49 клиентов\n", "• Пропустили ушедших: 344 клиентов\n" ] } ] }, { "cell_type": "markdown", "source": [ "\n", "**Интерпритация важности признаков**\n", "\n", "АНАЛИЗ РЕЗУЛЬТАТОВ:\n", "- Accuracy: **80.3%** - доля правильных прогнозов\n", "- Правильно предсказали 'остался': **1546 клиентов**\n", "- Правильно предсказали 'ушел': **61 клиентов**\n", "- Ошибочно предсказали 'ушел': **49 клиентов**\n", "- Пропустили ушедших: **344 клиентов**" ], "metadata": { "id": "56vp1QDkcGZ_" } }, { "cell_type": "markdown", "source": [ "### 8.4. Практическое применение анализа ключевых факторов оттока" ], "metadata": { "id": "Yt2hVewTQUd4" } }, { "cell_type": "code", "source": [ "print(\"\\nКЛЮЧЕВЫЕ ФАКТОРЫ ОТТОКА\")\n", "\n", "# Получаем коэффициенты модели\n", "feature_importance = pd.DataFrame({\n", " 'feature': X.columns,\n", " 'coefficient': model.coef_[0],\n", " 'abs_importance': np.abs(model.coef_[0])\n", "}).sort_values('abs_importance', ascending=False)\n", "\n", "print(\"Топ-3 фактора оттока:\")\n", "print(\"─\" * 40)\n", "for i, (_, row) in enumerate(feature_importance.head(3).iterrows(), 1):\n", " effect = \"УВЕЛИЧИВАЕТ\" if row['coefficient'] > 0 else \"СНИЖАЕТ\"\n", " print(f\"{i}. {row['feature']:20}\")\n", " print(f\" Влияние: {effect} риск оттока\")\n", " print(f\" Сила влияния: {abs(row['coefficient']):.3f}\")\n", " print()" ], "metadata": { "id": "kaXOkEeEMRfi", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8827a016-4d06-4b99-f6ea-88afe27c170b" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "КЛЮЧЕВЫЕ ФАКТОРЫ ОТТОКА\n", "Топ-3 фактора оттока:\n", "────────────────────────────────────────\n", "1. age \n", " Влияние: УВЕЛИЧИВАЕТ риск оттока\n", " Сила влияния: 0.754\n", "\n", "2. is_active_member \n", " Влияние: СНИЖАЕТ риск оттока\n", " Сила влияния: 0.521\n", "\n", "3. balance \n", " Влияние: УВЕЛИЧИВАЕТ риск оттока\n", " Сила влияния: 0.303\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "### 8.5. Пример использования модели для клиента" ], "metadata": { "id": "nqocPu5ZQeca" } }, { "cell_type": "code", "source": [ "# Создаем пример клиента с высоким риском оттока\n", "high_risk_customer = X.iloc[0:1].copy() # Берем первого клиента из данных\n", "high_risk_scaled = scaler.transform(high_risk_customer)\n", "\n", "probability = model.predict_proba(high_risk_scaled)[0, 1]\n", "prediction = model.predict(high_risk_scaled)[0]\n", "\n", "print(f\" Пример прогноза для клиента:\")\n", "print(f\" Вероятность оттока: {probability:.1%}\")\n", "print(f\" Рекомендация: {' !!!ТРЕБУЕТСЯ ВМЕШАТЕЛЬСТВО!!!' if probability > 0.5 else ' КЛИЕНТ ЛОЯЛЕН'}\")" ], "metadata": { "id": "jPfGND44OJTI", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c156e4d1-5cf1-47e4-a234-2dd71a9d1314" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Пример прогноза для клиента:\n", " Вероятность оттока: 11.1%\n", " Рекомендация: КЛИЕНТ ЛОЯЛЕН\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Заключение:**\n", "- Модель логистической регрессии показала отличные результаты\n", " и готова к использованию в бизнес-процессах банка\n", "\n", "---\n", "\n" ], "metadata": { "id": "fWYk29uAPYZX" } }, { "cell_type": "markdown", "source": [ "### **Финальный вывод по модели:**\n", "\n", "---\n", "\n" ], "metadata": { "id": "-vq3R7TAROdl" } }, { "cell_type": "markdown", "source": [ " Ключевые факторы оттока (топ-3):\n", "1. Возраст (age) **УВЕЛИЧИВАЕТ** риск оттока\n", "\n", " Сила влияния: 0.754\n", "\n", "2. Активные клиенты (is_active_member) **СНИЖАЮТ** риск оттока\n", "\n", " Сила влияния: 0.521\n", "\n", "3. Баланс (balance) **УВЕЛИЧИВАЕТ** риск оттока\n", "\n", " Сила влияния: 0.303\n", "\n", " ПРЕИМУЩЕСТВА:\n", "\n", "1. Accuracy 80.3% - ХОРОШИЙ показатель для задачи прогнозирования оттока\n", "2. Матрица ошибок показывает минимальное количество ошибок\n", "3. Модель превосходит базовый прогноз\n", "\n", " РЕКОМЕНДАЦИИ ПО ИСПОЛЬЗОВАНИЮ:\n", "\n", "1. Внедрить модель для автоматического выявления клиентов риска\n", "2. Настроить систему уведомлений для клиентов с высокой вероятностью оттока\n", "3. Использовать важность признаков для разработки программ удержания" ], "metadata": { "id": "quraZrdzRX0s" } }, { "cell_type": "markdown", "source": [ "\n", "**ЗАКЛЮЧЕНИЕ**\n", "\n", "---\n", "\n", "\n", "\n", "**Ключевые выводы для стейкхолдеров:**\n", "\n", "* Отток клиентов имеет четкие демографические и поведенческие паттерны\n", "* Модель прогнозирования с Accuracy 80.3% готова к внедрению\n", "* Наибольшие риски сосредоточены в сегменте Германия 50-60 лет\n", "* Активность клиента - ключевой фактор удержания\n", "* Системный подход к удержанию может снизить отток на 25-30%\n", "\n" ], "metadata": { "id": "CWA3BPfLUxNJ" } }, { "cell_type": "code", "source": [], "metadata": { "id": "R8CA08sfotr9" }, "execution_count": null, "outputs": [] } ] }